diff --git "a/logs/training_instruct_v1.log" "b/logs/training_instruct_v1.log"
new file mode 100644--- /dev/null
+++ "b/logs/training_instruct_v1.log"
@@ -0,0 +1,41 @@
+Using device: mps
+Loading Oculus from checkpoints/oculus_detection_v2/final...
+  ✓ Loaded projector from checkpoints/oculus_detection_v2/final
+[Oculus] Loading language model...
+Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.
+
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+The tied weights mapping and config for this model specifies to tie text_decoder.bert.embeddings.word_embeddings.weight to text_decoder.cls.predictions.decoder.weight, but both are present in the checkpoints, so we will NOT tie them. You should update the config with `tie_word_embeddings=False` to silence this warning
+BlipForConditionalGeneration LOAD REPORT from: Salesforce/blip-image-captioning-base
+Key                                       | Status     |  | 
+------------------------------------------+------------+--+-
+text_decoder.bert.embeddings.position_ids | UNEXPECTED |  | 
+
+Notes:
+- UNEXPECTED	:can be ignored when loading from different task/architecture; not ok if you expect identical arch.
+
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+The tied weights mapping and config for this model specifies to tie text_decoder.bert.embeddings.word_embeddings.weight to text_decoder.cls.predictions.decoder.weight, but both are present in the checkpoints, so we will NOT tie them. You should update the config with `tie_word_embeddings=False` to silence this warning
+BlipForQuestionAnswering LOAD REPORT from: Salesforce/blip-vqa-base
+Key                                       | Status     |  | 
+------------------------------------------+------------+--+-
+text_encoder.embeddings.position_ids      | UNEXPECTED |  | 
+text_decoder.bert.embeddings.position_ids | UNEXPECTED |  | 
+
+Notes:
+- UNEXPECTED	:can be ignored when loading from different task/architecture; not ok if you expect identical arch.
+  ✓ BLIP (captioning + VQA)
+Loading real instruction data from data/coco/annotations/captions_train2017.json...
+✅ Loaded 5000 instruction samples from COCO
+
+🚀 Starting Instruction Tuning (Reasoning Module)...
+
Epoch 1/4:   0%|          | 0/1250 [00:00<?, ?it/s]We strongly recommend passing in an `attention_mask` since your input_ids may be padded. See https://huggingface.co/docs/transformers/troubleshooting#incorrect-output-when-padding-tokens-arent-masked.
+
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Epoch 1/4:   3%|▎         | 34/1250 [00:53<30:39,  1.51s/it, loss=6.13]
Epoch 1/4:   3%|▎         | 34/1250 [00:54<30:39,  1.51s/it, loss=6.32]
Epoch 1/4:   3%|▎         | 35/1250 [00:54<30:41,  1.52s/it, loss=6.32]
Epoch 1/4:   3%|▎         | 35/1250 [00:56<30:41,  1.52s/it, loss=6.29]
Epoch 1/4:   3%|▎         | 36/1250 [00:56<30:09,  1.49s/it, loss=6.29]
Epoch 1/4:   3%|▎         | 36/1250 [00:57<30:09,  1.49s/it, loss=5.94]
Epoch 1/4:   3%|▎         | 37/1250 [00:57<30:12,  1.49s/it, loss=5.94]
Epoch 1/4:   3%|▎         | 37/1250 [00:59<30:12,  1.49s/it, loss=5.67]
Epoch 1/4:   3%|▎         | 38/1250 [00:59<32:19,  1.60s/it, loss=5.67]
Epoch 1/4:   3%|▎         | 38/1250 [01:01<32:19,  1.60s/it, loss=5.8] 
Epoch 1/4:   3%|▎         | 39/1250 [01:01<32:35,  1.62s/it, loss=5.8]
Epoch 1/4:   3%|▎         | 39/1250 [01:02<32:35,  1.62s/it, loss=5.5]
Epoch 1/4:   3%|▎         | 40/1250 [01:02<32:14,  1.60s/it, loss=5.5]
Epoch 1/4:   3%|▎         | 40/1250 [01:04<32:14,  1.60s/it, loss=6.12]
Epoch 1/4:   3%|▎         | 41/1250 [01:04<35:13,  1.75s/it, loss=6.12]
Epoch 1/4:   3%|▎         | 41/1250 [01:06<35:13,  1.75s/it, loss=5.81]
Epoch 1/4:   3%|▎         | 42/1250 [01:06<35:45,  1.78s/it, loss=5.81]
Epoch 1/4:   3%|▎         | 42/1250 [01:08<35:45,  1.78s/it, loss=5.97]
Epoch 1/4:   3%|▎         | 43/1250 [01:08<34:29,  1.71s/it, loss=5.97]
Epoch 1/4:   3%|▎         | 43/1250 [01:09<34:29,  1.71s/it, loss=5.92]
Epoch 1/4:   4%|▎         | 44/1250 [01:09<34:26,  1.71s/it, loss=5.92]
Epoch 1/4:   4%|▎         | 44/1250 [01:11<34:26,  1.71s/it, loss=5.65]
Epoch 1/4:   4%|▎         | 45/1250 [01:11<33:57,  1.69s/it, loss=5.65]
Epoch 1/4:   4%|▎         | 45/1250 [01:13<33:57,  1.69s/it, loss=5.54]
Epoch 1/4:   4%|▎         | 46/1250 [01:13<35:00,  1.74s/it, loss=5.54]
Epoch 1/4:   4%|▎         | 46/1250 [01:14<35:00,  1.74s/it, loss=5.3] 
Epoch 1/4:   4%|▍         | 47/1250 [01:14<33:15,  1.66s/it, loss=5.3]
Epoch 1/4:   4%|▍         | 47/1250 [01:16<33:15,  1.66s/it, loss=5.89]
Epoch 1/4:   4%|▍         | 48/1250 [01:16<33:53,  1.69s/it, loss=5.89]
Epoch 1/4:   4%|▍         | 48/1250 [01:18<33:53,  1.69s/it, loss=5.24]
Epoch 1/4:   4%|▍         | 49/1250 [01:18<33:21,  1.67s/it, loss=5.24]
Epoch 1/4:   4%|▍         | 49/1250 [01:19<33:21,  1.67s/it, loss=5]   
Epoch 1/4:   4%|▍         | 50/1250 [01:19<32:34,  1.63s/it, loss=5]
Epoch 1/4:   4%|▍         | 50/1250 [01:21<32:34,  1.63s/it, loss=5.6]
Epoch 1/4:   4%|▍         | 51/1250 [01:21<34:28,  1.72s/it, loss=5.6]
Epoch 1/4:   4%|▍         | 51/1250 [01:23<34:28,  1.72s/it, loss=5.34]
Epoch 1/4:   4%|▍         | 52/1250 [01:23<32:23,  1.62s/it, loss=5.34]
Epoch 1/4:   4%|▍         | 52/1250 [01:24<32:23,  1.62s/it, loss=5.34]
Epoch 1/4:   4%|▍         | 53/1250 [01:24<32:01,  1.60s/it, loss=5.34]
Epoch 1/4:   4%|▍         | 53/1250 [01:26<32:01,  1.60s/it, loss=5.2] 
Epoch 1/4:   4%|▍         | 54/1250 [01:26<31:35,  1.59s/it, loss=5.2]
Epoch 1/4:   4%|▍         | 54/1250 [01:27<31:35,  1.59s/it, loss=5.41]
Epoch 1/4:   4%|▍         | 55/1250 [01:27<31:03,  1.56s/it, loss=5.41]
Epoch 1/4:   4%|▍         | 55/1250 [01:29<31:03,  1.56s/it, loss=5.34]
Epoch 1/4:   4%|▍         | 56/1250 [01:29<31:42,  1.59s/it, loss=5.34]
Epoch 1/4:   4%|▍         | 56/1250 [01:30<31:42,  1.59s/it, loss=5.54]
Epoch 1/4:   5%|▍         | 57/1250 [01:30<31:10,  1.57s/it, loss=5.54]
Epoch 1/4:   5%|▍         | 57/1250 [01:32<31:10,  1.57s/it, loss=5.24]
Epoch 1/4:   5%|▍         | 58/1250 [01:32<30:52,  1.55s/it, loss=5.24]
Epoch 1/4:   5%|▍         | 58/1250 [01:33<30:52,  1.55s/it, loss=5.55]
Epoch 1/4:   5%|▍         | 59/1250 [01:33<30:14,  1.52s/it, loss=5.55]
Epoch 1/4:   5%|▍         | 59/1250 [01:35<30:14,  1.52s/it, loss=4.88]
Epoch 1/4:   5%|▍         | 60/1250 [01:35<30:29,  1.54s/it, loss=4.88]
Epoch 1/4:   5%|▍         | 60/1250 [01:37<30:29,  1.54s/it, loss=5.5] 
Epoch 1/4:   5%|▍         | 61/1250 [01:37<30:10,  1.52s/it, loss=5.5]
Epoch 1/4:   5%|▍         | 61/1250 [01:38<30:10,  1.52s/it, loss=4.39]
Epoch 1/4:   5%|▍         | 62/1250 [01:38<30:00,  1.52s/it, loss=4.39]
Epoch 1/4:   5%|▍         | 62/1250 [01:40<30:00,  1.52s/it, loss=5.04]
Epoch 1/4:   5%|▌         | 63/1250 [01:40<30:55,  1.56s/it, loss=5.04]
Epoch 1/4:   5%|▌         | 63/1250 [01:41<30:55,  1.56s/it, loss=5.07]
Epoch 1/4:   5%|▌         | 64/1250 [01:41<31:42,  1.60s/it, loss=5.07]
Epoch 1/4:   5%|▌         | 64/1250 [01:43<31:42,  1.60s/it, loss=4.95]
Epoch 1/4:   5%|▌         | 65/1250 [01:43<31:01,  1.57s/it, loss=4.95]
Epoch 1/4:   5%|▌         | 65/1250 [01:44<31:01,  1.57s/it, loss=4.86]
Epoch 1/4:   5%|▌         | 66/1250 [01:44<30:56,  1.57s/it, loss=4.86]
Epoch 1/4:   5%|▌         | 66/1250 [01:46<30:56,  1.57s/it, loss=4.93]
Epoch 1/4:   5%|▌         | 67/1250 [01:46<31:22,  1.59s/it, loss=4.93]
Epoch 1/4:   5%|▌         | 67/1250 [01:48<31:22,  1.59s/it, loss=4.89]
Epoch 1/4:   5%|▌         | 68/1250 [01:48<33:17,  1.69s/it, loss=4.89]
Epoch 1/4:   5%|▌         | 68/1250 [01:50<33:17,  1.69s/it, loss=4.7] 
Epoch 1/4:   6%|▌         | 69/1250 [01:50<35:36,  1.81s/it, loss=4.7]
Epoch 1/4:   6%|▌         | 69/1250 [01:52<35:36,  1.81s/it, loss=4.71]
Epoch 1/4:   6%|▌         | 70/1250 [01:52<34:18,  1.74s/it, loss=4.71]
Epoch 1/4:   6%|▌         | 70/1250 [01:54<34:18,  1.74s/it, loss=4.62]
Epoch 1/4:   6%|▌         | 71/1250 [01:54<34:56,  1.78s/it, loss=4.62]
Epoch 1/4:   6%|▌         | 71/1250 [01:55<34:56,  1.78s/it, loss=4.89]
Epoch 1/4:   6%|▌         | 72/1250 [01:55<34:11,  1.74s/it, loss=4.89]
Epoch 1/4:   6%|▌         | 72/1250 [01:57<34:11,  1.74s/it, loss=4.39]
Epoch 1/4:   6%|▌         | 73/1250 [01:57<34:16,  1.75s/it, loss=4.39]
Epoch 1/4:   6%|▌         | 73/1250 [01:59<34:16,  1.75s/it, loss=4.6] 
Epoch 1/4:   6%|▌         | 74/1250 [01:59<35:10,  1.79s/it, loss=4.6]
Epoch 1/4:   6%|▌         | 74/1250 [02:01<35:10,  1.79s/it, loss=4.23]
Epoch 1/4:   6%|▌         | 75/1250 [02:01<34:47,  1.78s/it, loss=4.23]
Epoch 1/4:   6%|▌         | 75/1250 [02:03<34:47,  1.78s/it, loss=4.45]
Epoch 1/4:   6%|▌         | 76/1250 [02:03<37:33,  1.92s/it, loss=4.45]
Epoch 1/4:   6%|▌         | 76/1250 [02:04<37:33,  1.92s/it, loss=4.76]
Epoch 1/4:   6%|▌         | 77/1250 [02:04<35:10,  1.80s/it, loss=4.76]
Epoch 1/4:   6%|▌         | 77/1250 [02:06<35:10,  1.80s/it, loss=4.4] 
Epoch 1/4:   6%|▌         | 78/1250 [02:06<33:23,  1.71s/it, loss=4.4]
Epoch 1/4:   6%|▌         | 78/1250 [02:08<33:23,  1.71s/it, loss=4.4]
Epoch 1/4:   6%|▋         | 79/1250 [02:08<33:09,  1.70s/it, loss=4.4]
Epoch 1/4:   6%|▋         | 79/1250 [02:09<33:09,  1.70s/it, loss=4.3]
Epoch 1/4:   6%|▋         | 80/1250 [02:09<32:02,  1.64s/it, loss=4.3]
Epoch 1/4:   6%|▋         | 80/1250 [02:11<32:02,  1.64s/it, loss=4.36]
Epoch 1/4:   6%|▋         | 81/1250 [02:11<31:35,  1.62s/it, loss=4.36]
Epoch 1/4:   6%|▋         | 81/1250 [02:13<31:35,  1.62s/it, loss=4.22]
Epoch 1/4:   7%|▋         | 82/1250 [02:13<33:27,  1.72s/it, loss=4.22]
Epoch 1/4:   7%|▋         | 82/1250 [02:14<33:27,  1.72s/it, loss=4.6] 
Epoch 1/4:   7%|▋         | 83/1250 [02:14<32:14,  1.66s/it, loss=4.6]
Epoch 1/4:   7%|▋         | 83/1250 [02:16<32:14,  1.66s/it, loss=3.96]
Epoch 1/4:   7%|▋         | 84/1250 [02:16<33:23,  1.72s/it, loss=3.96]
Epoch 1/4:   7%|▋         | 84/1250 [02:18<33:23,  1.72s/it, loss=4.31]
Epoch 1/4:   7%|▋         | 85/1250 [02:18<35:21,  1.82s/it, loss=4.31]
Epoch 1/4:   7%|▋         | 85/1250 [02:20<35:21,  1.82s/it, loss=4.38]
Epoch 1/4:   7%|▋         | 86/1250 [02:20<35:54,  1.85s/it, loss=4.38]
Epoch 1/4:   7%|▋         | 86/1250 [02:22<35:54,  1.85s/it, loss=4.6] 
Epoch 1/4:   7%|▋         | 87/1250 [02:22<36:24,  1.88s/it, loss=4.6]
Epoch 1/4:   7%|▋         | 87/1250 [02:24<36:24,  1.88s/it, loss=4.18]
Epoch 1/4:   7%|▋         | 88/1250 [02:24<37:21,  1.93s/it, loss=4.18]
Epoch 1/4:   7%|▋         | 88/1250 [02:26<37:21,  1.93s/it, loss=4.29]
Epoch 1/4:   7%|▋         | 89/1250 [02:26<36:18,  1.88s/it, loss=4.29]
Epoch 1/4:   7%|▋         | 89/1250 [02:28<36:18,  1.88s/it, loss=4.11]
Epoch 1/4:   7%|▋         | 90/1250 [02:28<36:42,  1.90s/it, loss=4.11]
Epoch 1/4:   7%|▋         | 90/1250 [02:29<36:42,  1.90s/it, loss=4]   
Epoch 1/4:   7%|▋         | 91/1250 [02:29<35:14,  1.82s/it, loss=4]
Epoch 1/4:   7%|▋         | 91/1250 [02:31<35:14,  1.82s/it, loss=3.77]
Epoch 1/4:   7%|▋         | 92/1250 [02:31<34:19,  1.78s/it, loss=3.77]
Epoch 1/4:   7%|▋         | 92/1250 [02:33<34:19,  1.78s/it, loss=4.1] 
Epoch 1/4:   7%|▋         | 93/1250 [02:33<33:24,  1.73s/it, loss=4.1]
Epoch 1/4:   7%|▋         | 93/1250 [02:35<33:24,  1.73s/it, loss=4.26]
Epoch 1/4:   8%|▊         | 94/1250 [02:35<35:29,  1.84s/it, loss=4.26]
Epoch 1/4:   8%|▊         | 94/1250 [02:37<35:29,  1.84s/it, loss=3.86]
Epoch 1/4:   8%|▊         | 95/1250 [02:37<35:25,  1.84s/it, loss=3.86]
Epoch 1/4:   8%|▊         | 95/1250 [02:38<35:25,  1.84s/it, loss=4.75]
Epoch 1/4:   8%|▊         | 96/1250 [02:38<33:50,  1.76s/it, loss=4.75]
Epoch 1/4:   8%|▊         | 96/1250 [02:40<33:50,  1.76s/it, loss=3.94]
Epoch 1/4:   8%|▊         | 97/1250 [02:40<35:09,  1.83s/it, loss=3.94]
Epoch 1/4:   8%|▊         | 97/1250 [02:42<35:09,  1.83s/it, loss=3.52]
Epoch 1/4:   8%|▊         | 98/1250 [02:42<35:50,  1.87s/it, loss=3.52]
Epoch 1/4:   8%|▊         | 98/1250 [02:44<35:50,  1.87s/it, loss=3.65]
Epoch 1/4:   8%|▊         | 99/1250 [02:44<36:16,  1.89s/it, loss=3.65]
Epoch 1/4:   8%|▊         | 99/1250 [02:46<36:16,  1.89s/it, loss=3.85]
Epoch 1/4:   8%|▊         | 100/1250 [02:46<34:32,  1.80s/it, loss=3.85]
Epoch 1/4:   8%|▊         | 100/1250 [02:47<34:32,  1.80s/it, loss=3.71]
Epoch 1/4:   8%|▊         | 101/1250 [02:47<34:27,  1.80s/it, loss=3.71]
Epoch 1/4:   8%|▊         | 101/1250 [02:49<34:27,  1.80s/it, loss=3.48]
Epoch 1/4:   8%|▊         | 102/1250 [02:49<34:49,  1.82s/it, loss=3.48]
Epoch 1/4:   8%|▊         | 102/1250 [02:51<34:49,  1.82s/it, loss=3.56]
Epoch 1/4:   8%|▊         | 103/1250 [02:51<33:32,  1.75s/it, loss=3.56]
Epoch 1/4:   8%|▊         | 103/1250 [02:52<33:32,  1.75s/it, loss=3.65]
Epoch 1/4:   8%|▊         | 104/1250 [02:52<32:42,  1.71s/it, loss=3.65]
Epoch 1/4:   8%|▊         | 104/1250 [02:54<32:42,  1.71s/it, loss=3.9] 
Epoch 1/4:   8%|▊         | 105/1250 [02:54<32:18,  1.69s/it, loss=3.9]
Epoch 1/4:   8%|▊         | 105/1250 [02:56<32:18,  1.69s/it, loss=3.16]
Epoch 1/4:   8%|▊         | 106/1250 [02:56<33:58,  1.78s/it, loss=3.16]
Epoch 1/4:   8%|▊         | 106/1250 [02:58<33:58,  1.78s/it, loss=3.42]
Epoch 1/4:   9%|▊         | 107/1250 [02:58<31:59,  1.68s/it, loss=3.42]
Epoch 1/4:   9%|▊         | 107/1250 [02:59<31:59,  1.68s/it, loss=3.34]
Epoch 1/4:   9%|▊         | 108/1250 [02:59<31:31,  1.66s/it, loss=3.34]
Epoch 1/4:   9%|▊         | 108/1250 [03:01<31:31,  1.66s/it, loss=3.91]
Epoch 1/4:   9%|▊         | 109/1250 [03:01<33:12,  1.75s/it, loss=3.91]
Epoch 1/4:   9%|▊         | 109/1250 [03:03<33:12,  1.75s/it, loss=3.5] 
Epoch 1/4:   9%|▉         | 110/1250 [03:04<36:56,  1.94s/it, loss=3.5]
Epoch 1/4:   9%|▉         | 110/1250 [03:06<36:56,  1.94s/it, loss=3.45]
Epoch 1/4:   9%|▉         | 111/1250 [03:06<37:33,  1.98s/it, loss=3.45]
Epoch 1/4:   9%|▉         | 111/1250 [03:07<37:33,  1.98s/it, loss=3.28]
Epoch 1/4:   9%|▉         | 112/1250 [03:07<35:39,  1.88s/it, loss=3.28]
Epoch 1/4:   9%|▉         | 112/1250 [03:09<35:39,  1.88s/it, loss=3.37]
Epoch 1/4:   9%|▉         | 113/1250 [03:09<36:14,  1.91s/it, loss=3.37]
Epoch 1/4:   9%|▉         | 113/1250 [03:11<36:14,  1.91s/it, loss=2.96]
Epoch 1/4:   9%|▉         | 114/1250 [03:11<35:01,  1.85s/it, loss=2.96]
Epoch 1/4:   9%|▉         | 114/1250 [03:13<35:01,  1.85s/it, loss=3.27]
Epoch 1/4:   9%|▉         | 115/1250 [03:13<35:51,  1.90s/it, loss=3.27]
Epoch 1/4:   9%|▉         | 115/1250 [03:14<35:51,  1.90s/it, loss=3.17]
Epoch 1/4:   9%|▉         | 116/1250 [03:14<34:03,  1.80s/it, loss=3.17]
Epoch 1/4:   9%|▉         | 116/1250 [03:16<34:03,  1.80s/it, loss=3.02]
Epoch 1/4:   9%|▉         | 117/1250 [03:16<32:48,  1.74s/it, loss=3.02]
Epoch 1/4:   9%|▉         | 117/1250 [03:18<32:48,  1.74s/it, loss=3.15]
Epoch 1/4:   9%|▉         | 118/1250 [03:18<33:39,  1.78s/it, loss=3.15]
Epoch 1/4:   9%|▉         | 118/1250 [03:20<33:39,  1.78s/it, loss=3.27]
Epoch 1/4:  10%|▉         | 119/1250 [03:20<32:21,  1.72s/it, loss=3.27]
Epoch 1/4:  10%|▉         | 119/1250 [03:21<32:21,  1.72s/it, loss=3.33]
Epoch 1/4:  10%|▉         | 120/1250 [03:21<31:57,  1.70s/it, loss=3.33]
Epoch 1/4:  10%|▉         | 120/1250 [03:23<31:57,  1.70s/it, loss=3.12]
Epoch 1/4:  10%|▉         | 121/1250 [03:23<32:06,  1.71s/it, loss=3.12]
Epoch 1/4:  10%|▉         | 121/1250 [03:25<32:06,  1.71s/it, loss=3.14]
Epoch 1/4:  10%|▉         | 122/1250 [03:25<31:55,  1.70s/it, loss=3.14]
Epoch 1/4:  10%|▉         | 122/1250 [03:27<31:55,  1.70s/it, loss=3.48]
Epoch 1/4:  10%|▉         | 123/1250 [03:27<34:25,  1.83s/it, loss=3.48]
Epoch 1/4:  10%|▉         | 123/1250 [03:28<34:25,  1.83s/it, loss=2.92]
Epoch 1/4:  10%|▉         | 124/1250 [03:28<33:19,  1.78s/it, loss=2.92]
Epoch 1/4:  10%|▉         | 124/1250 [03:30<33:19,  1.78s/it, loss=2.87]
Epoch 1/4:  10%|█         | 125/1250 [03:30<34:32,  1.84s/it, loss=2.87]
Epoch 1/4:  10%|█         | 125/1250 [03:32<34:32,  1.84s/it, loss=3.27]
Epoch 1/4:  10%|█         | 126/1250 [03:32<32:59,  1.76s/it, loss=3.27]
Epoch 1/4:  10%|█         | 126/1250 [03:34<32:59,  1.76s/it, loss=3.14]
Epoch 1/4:  10%|█         | 127/1250 [03:34<33:14,  1.78s/it, loss=3.14]
Epoch 1/4:  10%|█         | 127/1250 [03:35<33:14,  1.78s/it, loss=2.72]
Epoch 1/4:  10%|█         | 128/1250 [03:35<32:28,  1.74s/it, loss=2.72]
Epoch 1/4:  10%|█         | 128/1250 [03:37<32:28,  1.74s/it, loss=2.56]
Epoch 1/4:  10%|█         | 129/1250 [03:37<31:33,  1.69s/it, loss=2.56]
Epoch 1/4:  10%|█         | 129/1250 [03:39<31:33,  1.69s/it, loss=3.4] 
Epoch 1/4:  10%|█         | 130/1250 [03:39<31:28,  1.69s/it, loss=3.4]
Epoch 1/4:  10%|█         | 130/1250 [03:40<31:28,  1.69s/it, loss=2.89]
Epoch 1/4:  10%|█         | 131/1250 [03:40<30:54,  1.66s/it, loss=2.89]
Epoch 1/4:  10%|█         | 131/1250 [03:42<30:54,  1.66s/it, loss=3.03]
Epoch 1/4:  11%|█         | 132/1250 [03:42<31:41,  1.70s/it, loss=3.03]
Epoch 1/4:  11%|█         | 132/1250 [03:44<31:41,  1.70s/it, loss=2.81]
Epoch 1/4:  11%|█         | 133/1250 [03:44<31:54,  1.71s/it, loss=2.81]
Epoch 1/4:  11%|█         | 133/1250 [03:45<31:54,  1.71s/it, loss=2.68]
Epoch 1/4:  11%|█         | 134/1250 [03:45<30:37,  1.65s/it, loss=2.68]
Epoch 1/4:  11%|█         | 134/1250 [03:47<30:37,  1.65s/it, loss=2.79]
Epoch 1/4:  11%|█         | 135/1250 [03:47<30:29,  1.64s/it, loss=2.79]
Epoch 1/4:  11%|█         | 135/1250 [03:48<30:29,  1.64s/it, loss=2.56]
Epoch 1/4:  11%|█         | 136/1250 [03:48<29:57,  1.61s/it, loss=2.56]
Epoch 1/4:  11%|█         | 136/1250 [03:51<29:57,  1.61s/it, loss=2.84]
Epoch 1/4:  11%|█         | 137/1250 [03:51<33:31,  1.81s/it, loss=2.84]
Epoch 1/4:  11%|█         | 137/1250 [03:52<33:31,  1.81s/it, loss=2.8] 
Epoch 1/4:  11%|█         | 138/1250 [03:52<31:50,  1.72s/it, loss=2.8]
Epoch 1/4:  11%|█         | 138/1250 [03:54<31:50,  1.72s/it, loss=2.42]
Epoch 1/4:  11%|█         | 139/1250 [03:54<31:26,  1.70s/it, loss=2.42]
Epoch 1/4:  11%|█         | 139/1250 [03:56<31:26,  1.70s/it, loss=2.5] 
Epoch 1/4:  11%|█         | 140/1250 [03:56<32:12,  1.74s/it, loss=2.5]
Epoch 1/4:  11%|█         | 140/1250 [03:57<32:12,  1.74s/it, loss=2.34]
Epoch 1/4:  11%|█▏        | 141/1250 [03:57<30:45,  1.66s/it, loss=2.34]
Epoch 1/4:  11%|█▏        | 141/1250 [03:59<30:45,  1.66s/it, loss=2.35]
Epoch 1/4:  11%|█▏        | 142/1250 [03:59<30:51,  1.67s/it, loss=2.35]
Epoch 1/4:  11%|█▏        | 142/1250 [04:01<30:51,  1.67s/it, loss=2.35]
Epoch 1/4:  11%|█▏        | 143/1250 [04:01<30:59,  1.68s/it, loss=2.35]
Epoch 1/4:  11%|█▏        | 143/1250 [04:02<30:59,  1.68s/it, loss=2.58]
Epoch 1/4:  12%|█▏        | 144/1250 [04:03<32:13,  1.75s/it, loss=2.58]
Epoch 1/4:  12%|█▏        | 144/1250 [04:04<32:13,  1.75s/it, loss=2.31]
Epoch 1/4:  12%|█▏        | 145/1250 [04:04<32:20,  1.76s/it, loss=2.31]
Epoch 1/4:  12%|█▏        | 145/1250 [04:06<32:20,  1.76s/it, loss=2.15]
Epoch 1/4:  12%|█▏        | 146/1250 [04:06<31:59,  1.74s/it, loss=2.15]
Epoch 1/4:  12%|█▏        | 146/1250 [04:08<31:59,  1.74s/it, loss=2.27]
Epoch 1/4:  12%|█▏        | 147/1250 [04:08<31:05,  1.69s/it, loss=2.27]
Epoch 1/4:  12%|█▏        | 147/1250 [04:09<31:05,  1.69s/it, loss=2.68]
Epoch 1/4:  12%|█▏        | 148/1250 [04:09<30:35,  1.67s/it, loss=2.68]
Epoch 1/4:  12%|█▏        | 148/1250 [04:11<30:35,  1.67s/it, loss=2.24]
Epoch 1/4:  12%|█▏        | 149/1250 [04:11<32:14,  1.76s/it, loss=2.24]
Epoch 1/4:  12%|█▏        | 149/1250 [04:13<32:14,  1.76s/it, loss=1.87]
Epoch 1/4:  12%|█▏        | 150/1250 [04:13<31:30,  1.72s/it, loss=1.87]
Epoch 1/4:  12%|█▏        | 150/1250 [04:14<31:30,  1.72s/it, loss=2.23]
Epoch 1/4:  12%|█▏        | 151/1250 [04:14<30:44,  1.68s/it, loss=2.23]
Epoch 1/4:  12%|█▏        | 151/1250 [04:16<30:44,  1.68s/it, loss=2.36]
Epoch 1/4:  12%|█▏        | 152/1250 [04:16<30:18,  1.66s/it, loss=2.36]
Epoch 1/4:  12%|█▏        | 152/1250 [04:18<30:18,  1.66s/it, loss=2.05]
Epoch 1/4:  12%|█▏        | 153/1250 [04:18<29:46,  1.63s/it, loss=2.05]
Epoch 1/4:  12%|█▏        | 153/1250 [04:19<29:46,  1.63s/it, loss=1.85]
Epoch 1/4:  12%|█▏        | 154/1250 [04:19<29:59,  1.64s/it, loss=1.85]
Epoch 1/4:  12%|█▏        | 154/1250 [04:21<29:59,  1.64s/it, loss=2.04]
Epoch 1/4:  12%|█▏        | 155/1250 [04:21<32:13,  1.77s/it, loss=2.04]
Epoch 1/4:  12%|█▏        | 155/1250 [04:23<32:13,  1.77s/it, loss=2.21]
Epoch 1/4:  12%|█▏        | 156/1250 [04:23<32:17,  1.77s/it, loss=2.21]
Epoch 1/4:  12%|█▏        | 156/1250 [04:25<32:17,  1.77s/it, loss=2.15]
Epoch 1/4:  13%|█▎        | 157/1250 [04:25<30:40,  1.68s/it, loss=2.15]
Epoch 1/4:  13%|█▎        | 157/1250 [04:26<30:40,  1.68s/it, loss=2.13]
Epoch 1/4:  13%|█▎        | 158/1250 [04:26<30:16,  1.66s/it, loss=2.13]
Epoch 1/4:  13%|█▎        | 158/1250 [04:28<30:16,  1.66s/it, loss=2.43]
Epoch 1/4:  13%|█▎        | 159/1250 [04:28<29:03,  1.60s/it, loss=2.43]
Epoch 1/4:  13%|█▎        | 159/1250 [04:29<29:03,  1.60s/it, loss=2.03]
Epoch 1/4:  13%|█▎        | 160/1250 [04:29<29:06,  1.60s/it, loss=2.03]
Epoch 1/4:  13%|█▎        | 160/1250 [04:31<29:06,  1.60s/it, loss=1.86]
Epoch 1/4:  13%|█▎        | 161/1250 [04:31<28:45,  1.58s/it, loss=1.86]
Epoch 1/4:  13%|█▎        | 161/1250 [04:32<28:45,  1.58s/it, loss=1.96]
Epoch 1/4:  13%|█▎        | 162/1250 [04:32<28:03,  1.55s/it, loss=1.96]
Epoch 1/4:  13%|█▎        | 162/1250 [04:34<28:03,  1.55s/it, loss=2.02]
Epoch 1/4:  13%|█▎        | 163/1250 [04:34<28:17,  1.56s/it, loss=2.02]
Epoch 1/4:  13%|█▎        | 163/1250 [04:35<28:17,  1.56s/it, loss=1.84]
Epoch 1/4:  13%|█▎        | 164/1250 [04:35<28:02,  1.55s/it, loss=1.84]
Epoch 1/4:  13%|█▎        | 164/1250 [04:37<28:02,  1.55s/it, loss=1.84]
Epoch 1/4:  13%|█▎        | 165/1250 [04:37<27:41,  1.53s/it, loss=1.84]
Epoch 1/4:  13%|█▎        | 165/1250 [04:38<27:41,  1.53s/it, loss=2.06]
Epoch 1/4:  13%|█▎        | 166/1250 [04:38<27:52,  1.54s/it, loss=2.06]
Epoch 1/4:  13%|█▎        | 166/1250 [04:40<27:52,  1.54s/it, loss=1.93]
Epoch 1/4:  13%|█▎        | 167/1250 [04:40<28:25,  1.57s/it, loss=1.93]
Epoch 1/4:  13%|█▎        | 167/1250 [04:42<28:25,  1.57s/it, loss=2.07]
Epoch 1/4:  13%|█▎        | 168/1250 [04:42<30:41,  1.70s/it, loss=2.07]
Epoch 1/4:  13%|█▎        | 168/1250 [04:43<30:41,  1.70s/it, loss=1.64]
Epoch 1/4:  14%|█▎        | 169/1250 [04:43<29:01,  1.61s/it, loss=1.64]
Epoch 1/4:  14%|█▎        | 169/1250 [04:45<29:01,  1.61s/it, loss=2.2] 
Epoch 1/4:  14%|█▎        | 170/1250 [04:45<28:49,  1.60s/it, loss=2.2]
Epoch 1/4:  14%|█▎        | 170/1250 [04:47<28:49,  1.60s/it, loss=1.64]
Epoch 1/4:  14%|█▎        | 171/1250 [04:47<28:47,  1.60s/it, loss=1.64]
Epoch 1/4:  14%|█▎        | 171/1250 [04:48<28:47,  1.60s/it, loss=1.64]
Epoch 1/4:  14%|█▍        | 172/1250 [04:48<28:31,  1.59s/it, loss=1.64]
Epoch 1/4:  14%|█▍        | 172/1250 [04:50<28:31,  1.59s/it, loss=1.59]
Epoch 1/4:  14%|█▍        | 173/1250 [04:50<28:19,  1.58s/it, loss=1.59]
Epoch 1/4:  14%|█▍        | 173/1250 [04:51<28:19,  1.58s/it, loss=1.7] 
Epoch 1/4:  14%|█▍        | 174/1250 [04:51<27:59,  1.56s/it, loss=1.7]
Epoch 1/4:  14%|█▍        | 174/1250 [04:53<27:59,  1.56s/it, loss=1.67]
Epoch 1/4:  14%|█▍        | 175/1250 [04:53<27:22,  1.53s/it, loss=1.67]
Epoch 1/4:  14%|█▍        | 175/1250 [04:54<27:22,  1.53s/it, loss=1.81]
Epoch 1/4:  14%|█▍        | 176/1250 [04:54<27:30,  1.54s/it, loss=1.81]
Epoch 1/4:  14%|█▍        | 176/1250 [04:56<27:30,  1.54s/it, loss=1.6] 
Epoch 1/4:  14%|█▍        | 177/1250 [04:56<27:26,  1.53s/it, loss=1.6]
Epoch 1/4:  14%|█▍        | 177/1250 [04:57<27:26,  1.53s/it, loss=1.62]
Epoch 1/4:  14%|█▍        | 178/1250 [04:57<27:01,  1.51s/it, loss=1.62]
Epoch 1/4:  14%|█▍        | 178/1250 [04:59<27:01,  1.51s/it, loss=2.07]
Epoch 1/4:  14%|█▍        | 179/1250 [04:59<27:01,  1.51s/it, loss=2.07]
Epoch 1/4:  14%|█▍        | 179/1250 [05:00<27:01,  1.51s/it, loss=1.99]
Epoch 1/4:  14%|█▍        | 180/1250 [05:00<26:54,  1.51s/it, loss=1.99]
Epoch 1/4:  14%|█▍        | 180/1250 [05:02<26:54,  1.51s/it, loss=1.68]
Epoch 1/4:  14%|█▍        | 181/1250 [05:02<26:55,  1.51s/it, loss=1.68]
Epoch 1/4:  14%|█▍        | 181/1250 [05:03<26:55,  1.51s/it, loss=1.6] 
Epoch 1/4:  15%|█▍        | 182/1250 [05:03<26:54,  1.51s/it, loss=1.6]
Epoch 1/4:  15%|█▍        | 182/1250 [05:05<26:54,  1.51s/it, loss=1.32]
Epoch 1/4:  15%|█▍        | 183/1250 [05:05<26:41,  1.50s/it, loss=1.32]
Epoch 1/4:  15%|█▍        | 183/1250 [05:06<26:41,  1.50s/it, loss=1.56]
Epoch 1/4:  15%|█▍        | 184/1250 [05:06<26:34,  1.50s/it, loss=1.56]
Epoch 1/4:  15%|█▍        | 184/1250 [05:08<26:34,  1.50s/it, loss=1.61]
Epoch 1/4:  15%|█▍        | 185/1250 [05:08<26:33,  1.50s/it, loss=1.61]
Epoch 1/4:  15%|█▍        | 185/1250 [05:09<26:33,  1.50s/it, loss=1.27]
Epoch 1/4:  15%|█▍        | 186/1250 [05:09<27:29,  1.55s/it, loss=1.27]
Epoch 1/4:  15%|█▍        | 186/1250 [05:11<27:29,  1.55s/it, loss=1.94]
Epoch 1/4:  15%|█▍        | 187/1250 [05:11<27:38,  1.56s/it, loss=1.94]
Epoch 1/4:  15%|█▍        | 187/1250 [05:13<27:38,  1.56s/it, loss=1.33]
Epoch 1/4:  15%|█▌        | 188/1250 [05:13<28:54,  1.63s/it, loss=1.33]
Epoch 1/4:  15%|█▌        | 188/1250 [05:15<28:54,  1.63s/it, loss=1.36]
Epoch 1/4:  15%|█▌        | 189/1250 [05:15<32:06,  1.82s/it, loss=1.36]
Epoch 1/4:  15%|█▌        | 189/1250 [05:16<32:06,  1.82s/it, loss=1.7] 
Epoch 1/4:  15%|█▌        | 190/1250 [05:16<29:49,  1.69s/it, loss=1.7]
Epoch 1/4:  15%|█▌        | 190/1250 [05:18<29:49,  1.69s/it, loss=1.72]
Epoch 1/4:  15%|█▌        | 191/1250 [05:18<29:08,  1.65s/it, loss=1.72]
Epoch 1/4:  15%|█▌        | 191/1250 [05:20<29:08,  1.65s/it, loss=1.43]
Epoch 1/4:  15%|█▌        | 192/1250 [05:20<29:28,  1.67s/it, loss=1.43]
Epoch 1/4:  15%|█▌        | 192/1250 [05:21<29:28,  1.67s/it, loss=1.42]
Epoch 1/4:  15%|█▌        | 193/1250 [05:21<29:52,  1.70s/it, loss=1.42]
Epoch 1/4:  15%|█▌        | 193/1250 [05:23<29:52,  1.70s/it, loss=1.42]
Epoch 1/4:  16%|█▌        | 194/1250 [05:23<28:02,  1.59s/it, loss=1.42]
Epoch 1/4:  16%|█▌        | 194/1250 [05:24<28:02,  1.59s/it, loss=1.23]
Epoch 1/4:  16%|█▌        | 195/1250 [05:24<28:07,  1.60s/it, loss=1.23]
Epoch 1/4:  16%|█▌        | 195/1250 [05:26<28:07,  1.60s/it, loss=1.39]
Epoch 1/4:  16%|█▌        | 196/1250 [05:26<28:04,  1.60s/it, loss=1.39]
Epoch 1/4:  16%|█▌        | 196/1250 [05:28<28:04,  1.60s/it, loss=1.3] 
Epoch 1/4:  16%|█▌        | 197/1250 [05:28<28:28,  1.62s/it, loss=1.3]
Epoch 1/4:  16%|█▌        | 197/1250 [05:30<28:28,  1.62s/it, loss=1.11]
Epoch 1/4:  16%|█▌        | 198/1250 [05:30<32:25,  1.85s/it, loss=1.11]
Epoch 1/4:  16%|█▌        | 198/1250 [05:31<32:25,  1.85s/it, loss=1.53]
Epoch 1/4:  16%|█▌        | 199/1250 [05:31<29:02,  1.66s/it, loss=1.53]
Epoch 1/4:  16%|█▌        | 199/1250 [05:34<29:02,  1.66s/it, loss=1.44]
Epoch 1/4:  16%|█▌        | 200/1250 [05:34<33:30,  1.91s/it, loss=1.44]
Epoch 1/4:  16%|█▌        | 200/1250 [05:37<33:30,  1.91s/it, loss=1.17]
Epoch 1/4:  16%|█▌        | 201/1250 [05:37<38:43,  2.21s/it, loss=1.17]
Epoch 1/4:  16%|█▌        | 201/1250 [05:40<38:43,  2.21s/it, loss=1.19]
Epoch 1/4:  16%|█▌        | 202/1250 [05:40<42:21,  2.42s/it, loss=1.19]
Epoch 1/4:  16%|█▌        | 202/1250 [05:42<42:21,  2.42s/it, loss=1.25]
Epoch 1/4:  16%|█▌        | 203/1250 [05:42<43:40,  2.50s/it, loss=1.25]
Epoch 1/4:  16%|█▌        | 203/1250 [05:44<43:40,  2.50s/it, loss=1.7] 
Epoch 1/4:  16%|█▋        | 204/1250 [05:44<38:31,  2.21s/it, loss=1.7]
Epoch 1/4:  16%|█▋        | 204/1250 [05:46<38:31,  2.21s/it, loss=1.04]
Epoch 1/4:  16%|█▋        | 205/1250 [05:46<40:04,  2.30s/it, loss=1.04]
Epoch 1/4:  16%|█▋        | 205/1250 [05:49<40:04,  2.30s/it, loss=1.29]
Epoch 1/4:  16%|█▋        | 206/1250 [05:49<40:47,  2.34s/it, loss=1.29]
Epoch 1/4:  16%|█▋        | 206/1250 [05:51<40:47,  2.34s/it, loss=1.35]
Epoch 1/4:  17%|█▋        | 207/1250 [05:51<42:28,  2.44s/it, loss=1.35]
Epoch 1/4:  17%|█▋        | 207/1250 [05:53<42:28,  2.44s/it, loss=1.56]
Epoch 1/4:  17%|█▋        | 208/1250 [05:53<35:49,  2.06s/it, loss=1.56]
Epoch 1/4:  17%|█▋        | 208/1250 [05:54<35:49,  2.06s/it, loss=1.22]
Epoch 1/4:  17%|█▋        | 209/1250 [05:54<33:38,  1.94s/it, loss=1.22]
Epoch 1/4:  17%|█▋        | 209/1250 [05:57<33:38,  1.94s/it, loss=1.65]
Epoch 1/4:  17%|█▋        | 210/1250 [05:57<36:21,  2.10s/it, loss=1.65]
Epoch 1/4:  17%|█▋        | 210/1250 [05:58<36:21,  2.10s/it, loss=1.13]
Epoch 1/4:  17%|█▋        | 211/1250 [05:58<32:45,  1.89s/it, loss=1.13]
Epoch 1/4:  17%|█▋        | 211/1250 [06:00<32:45,  1.89s/it, loss=1.34]
Epoch 1/4:  17%|█▋        | 212/1250 [06:00<31:10,  1.80s/it, loss=1.34]
Epoch 1/4:  17%|█▋        | 212/1250 [06:02<31:10,  1.80s/it, loss=1.19]
Epoch 1/4:  17%|█▋        | 213/1250 [06:02<31:33,  1.83s/it, loss=1.19]
Epoch 1/4:  17%|█▋        | 213/1250 [06:03<31:33,  1.83s/it, loss=1.25]
Epoch 1/4:  17%|█▋        | 214/1250 [06:03<30:17,  1.75s/it, loss=1.25]
Epoch 1/4:  17%|█▋        | 214/1250 [06:06<30:17,  1.75s/it, loss=1.14]
Epoch 1/4:  17%|█▋        | 215/1250 [06:06<36:02,  2.09s/it, loss=1.14]
Epoch 1/4:  17%|█▋        | 215/1250 [06:09<36:02,  2.09s/it, loss=1.22]
Epoch 1/4:  17%|█▋        | 216/1250 [06:09<42:05,  2.44s/it, loss=1.22]
Epoch 1/4:  17%|█▋        | 216/1250 [06:13<42:05,  2.44s/it, loss=1.41]
Epoch 1/4:  17%|█▋        | 217/1250 [06:13<46:13,  2.68s/it, loss=1.41]
Epoch 1/4:  17%|█▋        | 217/1250 [06:15<46:13,  2.68s/it, loss=1.21]
Epoch 1/4:  17%|█▋        | 218/1250 [06:15<46:22,  2.70s/it, loss=1.21]
Epoch 1/4:  17%|█▋        | 218/1250 [06:18<46:22,  2.70s/it, loss=0.994]
Epoch 1/4:  18%|█▊        | 219/1250 [06:18<46:11,  2.69s/it, loss=0.994]
Epoch 1/4:  18%|█▊        | 219/1250 [06:21<46:11,  2.69s/it, loss=1.11] 
Epoch 1/4:  18%|█▊        | 220/1250 [06:21<45:47,  2.67s/it, loss=1.11]
Epoch 1/4:  18%|█▊        | 220/1250 [06:22<45:47,  2.67s/it, loss=0.894]
Epoch 1/4:  18%|█▊        | 221/1250 [06:22<40:57,  2.39s/it, loss=0.894]
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Epoch 1/4:  18%|█▊        | 224/1250 [06:29<37:07,  2.17s/it, loss=1.71]
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Epoch 1/4:  18%|█▊        | 225/1250 [06:30<35:26,  2.07s/it, loss=1.15]
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Epoch 1/4:  18%|█▊        | 228/1250 [06:36<33:22,  1.96s/it, loss=0.825]
Epoch 1/4:  18%|█▊        | 228/1250 [06:38<33:22,  1.96s/it, loss=0.762]
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Epoch 1/4:  21%|██▏       | 266/1250 [07:49<31:37,  1.93s/it, loss=0.768]
Epoch 1/4:  21%|██▏       | 266/1250 [07:50<31:37,  1.93s/it, loss=0.8]  
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Epoch 1/4:  21%|██▏       | 267/1250 [07:52<29:42,  1.81s/it, loss=0.717]
Epoch 1/4:  21%|██▏       | 268/1250 [07:52<28:23,  1.73s/it, loss=0.717]
Epoch 1/4:  21%|██▏       | 268/1250 [07:54<28:23,  1.73s/it, loss=0.667]
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Epoch 1/4:  22%|██▏       | 269/1250 [07:56<27:47,  1.70s/it, loss=0.839]
Epoch 1/4:  22%|██▏       | 270/1250 [07:56<29:54,  1.83s/it, loss=0.839]
Epoch 1/4:  22%|██▏       | 270/1250 [07:57<29:54,  1.83s/it, loss=0.785]
Epoch 1/4:  22%|██▏       | 271/1250 [07:57<27:59,  1.72s/it, loss=0.785]
Epoch 1/4:  22%|██▏       | 271/1250 [07:59<27:59,  1.72s/it, loss=0.916]
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Epoch 1/4:  22%|██▏       | 273/1250 [08:02<29:49,  1.83s/it, loss=0.966]
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Epoch 1/4:  22%|██▏       | 274/1250 [08:05<27:50,  1.71s/it, loss=1.26] 
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Epoch 1/4:  22%|██▏       | 277/1250 [08:11<32:06,  1.98s/it, loss=0.841]
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Epoch 1/4:  22%|██▏       | 279/1250 [08:14<27:40,  1.71s/it, loss=1.06] 
Epoch 1/4:  22%|██▏       | 280/1250 [08:14<29:08,  1.80s/it, loss=1.06]
Epoch 1/4:  22%|██▏       | 280/1250 [08:15<29:08,  1.80s/it, loss=1.75]
Epoch 1/4:  22%|██▏       | 281/1250 [08:15<27:21,  1.69s/it, loss=1.75]
Epoch 1/4:  22%|██▏       | 281/1250 [08:17<27:21,  1.69s/it, loss=1.05]
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Epoch 1/4:  23%|██▎       | 283/1250 [08:18<26:36,  1.65s/it, loss=1.07]
Epoch 1/4:  23%|██▎       | 283/1250 [08:20<26:36,  1.65s/it, loss=0.675]
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Epoch 1/4:  23%|██▎       | 284/1250 [08:22<25:39,  1.59s/it, loss=0.968]
Epoch 1/4:  23%|██▎       | 285/1250 [08:22<29:06,  1.81s/it, loss=0.968]
Epoch 1/4:  23%|██▎       | 285/1250 [08:23<29:06,  1.81s/it, loss=1.42] 
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Epoch 1/4:  23%|██▎       | 286/1250 [08:25<26:07,  1.63s/it, loss=0.767]
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Epoch 1/4:  23%|██▎       | 287/1250 [08:26<25:01,  1.56s/it, loss=1.26] 
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Epoch 1/4:  23%|██▎       | 288/1250 [08:28<25:24,  1.59s/it, loss=0.584]
Epoch 1/4:  23%|██▎       | 289/1250 [08:28<25:07,  1.57s/it, loss=0.584]
Epoch 1/4:  23%|██▎       | 289/1250 [08:29<25:07,  1.57s/it, loss=0.971]
Epoch 1/4:  23%|██▎       | 290/1250 [08:29<24:05,  1.51s/it, loss=0.971]
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Epoch 1/4:  23%|██▎       | 291/1250 [08:32<23:34,  1.48s/it, loss=0.741]
Epoch 1/4:  23%|██▎       | 292/1250 [08:32<24:33,  1.54s/it, loss=0.741]
Epoch 1/4:  23%|██▎       | 292/1250 [08:34<24:33,  1.54s/it, loss=1.01] 
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Epoch 1/4:  23%|██▎       | 293/1250 [08:35<24:07,  1.51s/it, loss=1.27]
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Epoch 1/4:  24%|██▍       | 298/1250 [08:47<35:19,  2.23s/it, loss=1.49]
Epoch 1/4:  24%|██▍       | 299/1250 [08:47<34:25,  2.17s/it, loss=1.49]
Epoch 1/4:  24%|██▍       | 299/1250 [08:48<34:25,  2.17s/it, loss=0.851]
Epoch 1/4:  24%|██▍       | 300/1250 [08:48<30:21,  1.92s/it, loss=0.851]
Epoch 1/4:  24%|██▍       | 300/1250 [08:50<30:21,  1.92s/it, loss=0.675]
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Epoch 1/4:  24%|██▍       | 301/1250 [08:52<27:57,  1.77s/it, loss=0.926]
Epoch 1/4:  24%|██▍       | 302/1250 [08:52<30:31,  1.93s/it, loss=0.926]
Epoch 1/4:  24%|██▍       | 302/1250 [08:53<30:31,  1.93s/it, loss=0.94] 
Epoch 1/4:  24%|██▍       | 303/1250 [08:53<26:57,  1.71s/it, loss=0.94]
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Epoch 1/4:  28%|██▊       | 347/1250 [10:02<22:45,  1.51s/it, loss=0.878]
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Epoch 1/4:  28%|██▊       | 353/1250 [10:10<19:49,  1.33s/it, loss=0.954]
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Epoch 1/4:  33%|███▎      | 407/1250 [11:22<19:16,  1.37s/it, loss=0.849]
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Epoch 1/4:  33%|███▎      | 411/1250 [11:26<17:33,  1.26s/it, loss=0.956]
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Epoch 1/4:  33%|███▎      | 415/1250 [11:32<18:03,  1.30s/it, loss=0.993]
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Epoch 1/4:  33%|███▎      | 417/1250 [11:33<17:29,  1.26s/it, loss=0.916]
Epoch 1/4:  33%|███▎      | 417/1250 [11:34<17:29,  1.26s/it, loss=0.985]
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Epoch 1/4:  33%|███▎      | 418/1250 [11:35<17:38,  1.27s/it, loss=0.891]
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Epoch 1/4:  34%|███▎      | 419/1250 [11:37<17:40,  1.28s/it, loss=0.717]
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Epoch 1/4:  34%|███▎      | 421/1250 [11:39<16:46,  1.21s/it, loss=0.907]
Epoch 1/4:  34%|███▍      | 422/1250 [11:39<16:57,  1.23s/it, loss=0.907]
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Epoch 1/4:  34%|███▍      | 423/1250 [11:40<17:11,  1.25s/it, loss=0.665]
Epoch 1/4:  34%|███▍      | 423/1250 [11:41<17:11,  1.25s/it, loss=0.745]
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Epoch 1/4:  34%|███▍      | 425/1250 [11:44<15:49,  1.15s/it, loss=1.01] 
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Epoch 1/4:  34%|███▍      | 426/1250 [11:45<15:48,  1.15s/it, loss=0.735]
Epoch 1/4:  34%|███▍      | 427/1250 [11:45<18:33,  1.35s/it, loss=0.735]
Epoch 1/4:  34%|███▍      | 427/1250 [11:47<18:33,  1.35s/it, loss=1.19] 
Epoch 1/4:  34%|███▍      | 428/1250 [11:47<18:10,  1.33s/it, loss=1.19]
Epoch 1/4:  34%|███▍      | 428/1250 [11:48<18:10,  1.33s/it, loss=0.672]
Epoch 1/4:  34%|███▍      | 429/1250 [11:48<17:30,  1.28s/it, loss=0.672]
Epoch 1/4:  34%|███▍      | 429/1250 [11:49<17:30,  1.28s/it, loss=0.993]
Epoch 1/4:  34%|███▍      | 430/1250 [11:49<17:09,  1.26s/it, loss=0.993]
Epoch 1/4:  34%|███▍      | 430/1250 [11:50<17:09,  1.26s/it, loss=0.775]
Epoch 1/4:  34%|███▍      | 431/1250 [11:50<17:00,  1.25s/it, loss=0.775]
Epoch 1/4:  34%|███▍      | 431/1250 [11:51<17:00,  1.25s/it, loss=0.839]
Epoch 1/4:  35%|███▍      | 432/1250 [11:51<16:45,  1.23s/it, loss=0.839]
Epoch 1/4:  35%|███▍      | 432/1250 [11:53<16:45,  1.23s/it, loss=1.1]  
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Epoch 1/4:  35%|███▍      | 433/1250 [11:54<16:30,  1.21s/it, loss=0.71]
Epoch 1/4:  35%|███▍      | 434/1250 [11:54<16:35,  1.22s/it, loss=0.71]
Epoch 1/4:  35%|███▍      | 434/1250 [11:55<16:35,  1.22s/it, loss=1.14]
Epoch 1/4:  35%|███▍      | 435/1250 [11:55<16:50,  1.24s/it, loss=1.14]
Epoch 1/4:  35%|███▍      | 435/1250 [11:56<16:50,  1.24s/it, loss=0.986]
Epoch 1/4:  35%|███▍      | 436/1250 [11:56<16:44,  1.23s/it, loss=0.986]
Epoch 1/4:  35%|███▍      | 436/1250 [11:58<16:44,  1.23s/it, loss=1.15] 
Epoch 1/4:  35%|███▍      | 437/1250 [11:58<16:24,  1.21s/it, loss=1.15]
Epoch 1/4:  35%|███▍      | 437/1250 [11:59<16:24,  1.21s/it, loss=1.02]
Epoch 1/4:  35%|███▌      | 438/1250 [11:59<16:16,  1.20s/it, loss=1.02]
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Epoch 1/4:  35%|███▌      | 439/1250 [12:01<16:22,  1.21s/it, loss=0.643]
Epoch 1/4:  35%|███▌      | 440/1250 [12:01<16:19,  1.21s/it, loss=0.643]
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Epoch 1/4:  35%|███▌      | 442/1250 [12:04<16:32,  1.23s/it, loss=1.21]
Epoch 1/4:  35%|███▌      | 442/1250 [12:05<16:32,  1.23s/it, loss=0.868]
Epoch 1/4:  35%|███▌      | 443/1250 [12:05<16:56,  1.26s/it, loss=0.868]
Epoch 1/4:  35%|███▌      | 443/1250 [12:06<16:56,  1.26s/it, loss=1.44] 
Epoch 1/4:  36%|███▌      | 444/1250 [12:06<16:42,  1.24s/it, loss=1.44]
Epoch 1/4:  36%|███▌      | 444/1250 [12:07<16:42,  1.24s/it, loss=0.774]
Epoch 1/4:  36%|███▌      | 445/1250 [12:07<16:09,  1.20s/it, loss=0.774]
Epoch 1/4:  36%|███▌      | 445/1250 [12:08<16:09,  1.20s/it, loss=0.808]
Epoch 1/4:  36%|███▌      | 446/1250 [12:08<15:44,  1.17s/it, loss=0.808]
Epoch 1/4:  36%|███▌      | 446/1250 [12:10<15:44,  1.17s/it, loss=1.01] 
Epoch 1/4:  36%|███▌      | 447/1250 [12:10<15:55,  1.19s/it, loss=1.01]
Epoch 1/4:  36%|███▌      | 447/1250 [12:11<15:55,  1.19s/it, loss=2.16]
Epoch 1/4:  36%|███▌      | 448/1250 [12:11<15:43,  1.18s/it, loss=2.16]
Epoch 1/4:  36%|███▌      | 448/1250 [12:12<15:43,  1.18s/it, loss=1.3] 
Epoch 1/4:  36%|███▌      | 449/1250 [12:12<14:59,  1.12s/it, loss=1.3]
Epoch 1/4:  36%|███▌      | 449/1250 [12:13<14:59,  1.12s/it, loss=1.13]
Epoch 1/4:  36%|███▌      | 450/1250 [12:13<14:19,  1.07s/it, loss=1.13]
Epoch 1/4:  36%|███▌      | 450/1250 [12:14<14:19,  1.07s/it, loss=0.707]
Epoch 1/4:  36%|███▌      | 451/1250 [12:14<14:14,  1.07s/it, loss=0.707]
Epoch 1/4:  36%|███▌      | 451/1250 [12:15<14:14,  1.07s/it, loss=0.956]
Epoch 1/4:  36%|███▌      | 452/1250 [12:15<14:59,  1.13s/it, loss=0.956]
Epoch 1/4:  36%|███▌      | 452/1250 [12:16<14:59,  1.13s/it, loss=0.59] 
Epoch 1/4:  36%|███▌      | 453/1250 [12:16<14:58,  1.13s/it, loss=0.59]
Epoch 1/4:  36%|███▌      | 453/1250 [12:17<14:58,  1.13s/it, loss=0.871]
Epoch 1/4:  36%|███▋      | 454/1250 [12:17<14:32,  1.10s/it, loss=0.871]
Epoch 1/4:  36%|███▋      | 454/1250 [12:18<14:32,  1.10s/it, loss=1.22] 
Epoch 1/4:  36%|███▋      | 455/1250 [12:18<14:12,  1.07s/it, loss=1.22]
Epoch 1/4:  36%|███▋      | 455/1250 [12:19<14:12,  1.07s/it, loss=0.621]
Epoch 1/4:  36%|███▋      | 456/1250 [12:19<14:36,  1.10s/it, loss=0.621]
Epoch 1/4:  36%|███▋      | 456/1250 [12:21<14:36,  1.10s/it, loss=0.916]
Epoch 1/4:  37%|███▋      | 457/1250 [12:21<15:05,  1.14s/it, loss=0.916]
Epoch 1/4:  37%|███▋      | 457/1250 [12:22<15:05,  1.14s/it, loss=0.73] 
Epoch 1/4:  37%|███▋      | 458/1250 [12:22<15:09,  1.15s/it, loss=0.73]
Epoch 1/4:  37%|███▋      | 458/1250 [12:23<15:09,  1.15s/it, loss=0.488]
Epoch 1/4:  37%|███▋      | 459/1250 [12:23<14:38,  1.11s/it, loss=0.488]
Epoch 1/4:  37%|███▋      | 459/1250 [12:24<14:38,  1.11s/it, loss=0.866]
Epoch 1/4:  37%|███▋      | 460/1250 [12:24<14:32,  1.10s/it, loss=0.866]
Epoch 1/4:  37%|███▋      | 460/1250 [12:25<14:32,  1.10s/it, loss=0.909]
Epoch 1/4:  37%|███▋      | 461/1250 [12:25<14:58,  1.14s/it, loss=0.909]
Epoch 1/4:  37%|███▋      | 461/1250 [12:26<14:58,  1.14s/it, loss=1.02] 
Epoch 1/4:  37%|███▋      | 462/1250 [12:26<14:37,  1.11s/it, loss=1.02]
Epoch 1/4:  37%|███▋      | 462/1250 [12:27<14:37,  1.11s/it, loss=0.974]
Epoch 1/4:  37%|███▋      | 463/1250 [12:27<14:09,  1.08s/it, loss=0.974]
Epoch 1/4:  37%|███▋      | 463/1250 [12:28<14:09,  1.08s/it, loss=1.39] 
Epoch 1/4:  37%|███▋      | 464/1250 [12:28<14:00,  1.07s/it, loss=1.39]
Epoch 1/4:  37%|███▋      | 464/1250 [12:30<14:00,  1.07s/it, loss=0.745]
Epoch 1/4:  37%|███▋      | 465/1250 [12:30<14:58,  1.14s/it, loss=0.745]
Epoch 1/4:  37%|███▋      | 465/1250 [12:31<14:58,  1.14s/it, loss=0.948]
Epoch 1/4:  37%|███▋      | 466/1250 [12:31<15:21,  1.18s/it, loss=0.948]
Epoch 1/4:  37%|███▋      | 466/1250 [12:32<15:21,  1.18s/it, loss=0.658]
Epoch 1/4:  37%|███▋      | 467/1250 [12:32<15:09,  1.16s/it, loss=0.658]
Epoch 1/4:  37%|███▋      | 467/1250 [12:33<15:09,  1.16s/it, loss=0.87] 
Epoch 1/4:  37%|███▋      | 468/1250 [12:33<14:39,  1.12s/it, loss=0.87]
Epoch 1/4:  37%|███▋      | 468/1250 [12:34<14:39,  1.12s/it, loss=0.821]
Epoch 1/4:  38%|███▊      | 469/1250 [12:34<14:45,  1.13s/it, loss=0.821]
Epoch 1/4:  38%|███▊      | 469/1250 [12:35<14:45,  1.13s/it, loss=1.78] 
Epoch 1/4:  38%|███▊      | 470/1250 [12:35<15:23,  1.18s/it, loss=1.78]
Epoch 1/4:  38%|███▊      | 470/1250 [12:36<15:23,  1.18s/it, loss=0.798]
Epoch 1/4:  38%|███▊      | 471/1250 [12:36<14:44,  1.14s/it, loss=0.798]
Epoch 1/4:  38%|███▊      | 471/1250 [12:37<14:44,  1.14s/it, loss=0.707]
Epoch 1/4:  38%|███▊      | 472/1250 [12:37<13:57,  1.08s/it, loss=0.707]
Epoch 1/4:  38%|███▊      | 472/1250 [12:39<13:57,  1.08s/it, loss=0.85] 
Epoch 1/4:  38%|███▊      | 473/1250 [12:39<14:30,  1.12s/it, loss=0.85]
Epoch 1/4:  38%|███▊      | 473/1250 [12:41<14:30,  1.12s/it, loss=0.947]
Epoch 1/4:  38%|███▊      | 474/1250 [12:41<18:19,  1.42s/it, loss=0.947]
Epoch 1/4:  38%|███▊      | 474/1250 [12:42<18:19,  1.42s/it, loss=0.68] 
Epoch 1/4:  38%|███▊      | 475/1250 [12:42<16:59,  1.32s/it, loss=0.68]
Epoch 1/4:  38%|███▊      | 475/1250 [12:43<16:59,  1.32s/it, loss=0.655]
Epoch 1/4:  38%|███▊      | 476/1250 [12:43<15:41,  1.22s/it, loss=0.655]
Epoch 1/4:  38%|███▊      | 476/1250 [12:44<15:41,  1.22s/it, loss=0.78] 
Epoch 1/4:  38%|███▊      | 477/1250 [12:44<14:28,  1.12s/it, loss=0.78]
Epoch 1/4:  38%|███▊      | 477/1250 [12:45<14:28,  1.12s/it, loss=0.986]
Epoch 1/4:  38%|███▊      | 478/1250 [12:45<13:57,  1.08s/it, loss=0.986]
Epoch 1/4:  38%|███▊      | 478/1250 [12:46<13:57,  1.08s/it, loss=1.12] 
Epoch 1/4:  38%|███▊      | 479/1250 [12:46<14:33,  1.13s/it, loss=1.12]
Epoch 1/4:  38%|███▊      | 479/1250 [12:47<14:33,  1.13s/it, loss=1.46]
Epoch 1/4:  38%|███▊      | 480/1250 [12:47<15:49,  1.23s/it, loss=1.46]
Epoch 1/4:  38%|███▊      | 480/1250 [12:50<15:49,  1.23s/it, loss=1.17]
Epoch 1/4:  38%|███▊      | 481/1250 [12:50<20:13,  1.58s/it, loss=1.17]
Epoch 1/4:  38%|███▊      | 481/1250 [12:51<20:13,  1.58s/it, loss=1.03]
Epoch 1/4:  39%|███▊      | 482/1250 [12:51<18:18,  1.43s/it, loss=1.03]
Epoch 1/4:  39%|███▊      | 482/1250 [12:52<18:18,  1.43s/it, loss=1.24]
Epoch 1/4:  39%|███▊      | 483/1250 [12:52<17:08,  1.34s/it, loss=1.24]
Epoch 1/4:  39%|███▊      | 483/1250 [12:53<17:08,  1.34s/it, loss=1.36]
Epoch 1/4:  39%|███▊      | 484/1250 [12:53<17:25,  1.36s/it, loss=1.36]
Epoch 1/4:  39%|███▊      | 484/1250 [12:55<17:25,  1.36s/it, loss=0.877]
Epoch 1/4:  39%|███▉      | 485/1250 [12:55<17:13,  1.35s/it, loss=0.877]
Epoch 1/4:  39%|███▉      | 485/1250 [12:56<17:13,  1.35s/it, loss=1]    
Epoch 1/4:  39%|███▉      | 486/1250 [12:56<16:25,  1.29s/it, loss=1]
Epoch 1/4:  39%|███▉      | 486/1250 [12:57<16:25,  1.29s/it, loss=0.979]
Epoch 1/4:  39%|███▉      | 487/1250 [12:57<15:54,  1.25s/it, loss=0.979]
Epoch 1/4:  39%|███▉      | 487/1250 [12:58<15:54,  1.25s/it, loss=0.98] 
Epoch 1/4:  39%|███▉      | 488/1250 [12:58<16:04,  1.27s/it, loss=0.98]
Epoch 1/4:  39%|███▉      | 488/1250 [12:59<16:04,  1.27s/it, loss=1.27]
Epoch 1/4:  39%|███▉      | 489/1250 [12:59<15:25,  1.22s/it, loss=1.27]
Epoch 1/4:  39%|███▉      | 489/1250 [13:01<15:25,  1.22s/it, loss=1.45]
Epoch 1/4:  39%|███▉      | 490/1250 [13:01<15:04,  1.19s/it, loss=1.45]
Epoch 1/4:  39%|███▉      | 490/1250 [13:02<15:04,  1.19s/it, loss=0.782]
Epoch 1/4:  39%|███▉      | 491/1250 [13:02<14:54,  1.18s/it, loss=0.782]
Epoch 1/4:  39%|███▉      | 491/1250 [13:03<14:54,  1.18s/it, loss=1.14] 
Epoch 1/4:  39%|███▉      | 492/1250 [13:03<15:33,  1.23s/it, loss=1.14]
Epoch 1/4:  39%|███▉      | 492/1250 [13:04<15:33,  1.23s/it, loss=0.923]
Epoch 1/4:  39%|███▉      | 493/1250 [13:04<15:08,  1.20s/it, loss=0.923]
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Epoch 1/4:  51%|█████▏    | 642/1250 [15:47<11:24,  1.13s/it, loss=0.8]  
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Epoch 1/4:  56%|█████▌    | 696/1250 [16:43<09:16,  1.00s/it, loss=0.988]
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Epoch 1/4:  56%|█████▌    | 702/1250 [16:48<10:09,  1.11s/it, loss=0.71]
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Epoch 1/4:  56%|█████▌    | 703/1250 [16:50<09:57,  1.09s/it, loss=0.976]
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Epoch 1/4:  57%|█████▋    | 710/1250 [16:57<08:09,  1.10it/s, loss=0.669]
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Epoch 1/4:  57%|█████▋    | 711/1250 [16:58<08:11,  1.10it/s, loss=0.656]
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Epoch 1/4:  57%|█████▋    | 712/1250 [16:59<09:11,  1.02s/it, loss=0.889]
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Epoch 1/4:  57%|█████▋    | 714/1250 [17:01<08:37,  1.04it/s, loss=0.796]
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Epoch 1/4:  57%|█████▋    | 715/1250 [17:02<08:19,  1.07it/s, loss=0.616]
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Epoch 1/4:  57%|█████▋    | 716/1250 [17:03<08:32,  1.04it/s, loss=0.765]
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Epoch 1/4:  57%|█████▋    | 717/1250 [17:04<09:15,  1.04s/it, loss=1.02] 
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Epoch 1/4:  58%|█████▊    | 719/1250 [17:06<08:49,  1.00it/s, loss=0.601]
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Epoch 1/4:  58%|█████▊    | 721/1250 [17:08<08:01,  1.10it/s, loss=0.912]
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Epoch 1/4:  58%|█████▊    | 726/1250 [17:13<08:13,  1.06it/s, loss=1.01] 
Epoch 1/4:  58%|█████▊    | 727/1250 [17:13<08:35,  1.01it/s, loss=1.01]
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Epoch 1/4:  58%|█████▊    | 728/1250 [17:15<10:16,  1.18s/it, loss=1.45]
Epoch 1/4:  58%|█████▊    | 728/1250 [17:16<10:16,  1.18s/it, loss=0.775]
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Epoch 1/4:  58%|█████▊    | 729/1250 [17:17<09:49,  1.13s/it, loss=0.798]
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Epoch 1/4:  59%|█████▉    | 738/1250 [17:26<10:24,  1.22s/it, loss=0.795]
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Epoch 1/4:  59%|█████▉    | 740/1250 [17:29<09:20,  1.10s/it, loss=0.923]
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Epoch 1/4:  59%|█████▉    | 742/1250 [17:31<09:47,  1.16s/it, loss=0.919]
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Epoch 1/4:  64%|██████▍   | 799/1250 [18:30<09:04,  1.21s/it, loss=1.7]  
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Epoch 1/4:  76%|███████▌  | 946/1250 [21:11<05:07,  1.01s/it, loss=0.645]
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Epoch 1/4:  76%|███████▌  | 947/1250 [21:11<05:08,  1.02s/it, loss=0.61] 
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Epoch 1/4:  76%|███████▌  | 949/1250 [21:12<04:41,  1.07it/s, loss=0.661]
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Epoch 1/4:  76%|███████▌  | 950/1250 [21:13<04:59,  1.00it/s, loss=0.702]
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Epoch 1/4:  76%|███████▌  | 951/1250 [21:14<05:03,  1.01s/it, loss=1.28]
Epoch 1/4:  76%|███████▌  | 951/1250 [21:16<05:03,  1.01s/it, loss=1.26]
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Epoch 1/4:  76%|███████▌  | 953/1250 [21:17<04:56,  1.00it/s, loss=0.91] 
Epoch 1/4:  76%|███████▋  | 954/1250 [21:17<04:44,  1.04it/s, loss=0.91]
Epoch 1/4:  76%|███████▋  | 954/1250 [21:18<04:44,  1.04it/s, loss=1.19]
Epoch 1/4:  76%|███████▋  | 955/1250 [21:18<04:52,  1.01it/s, loss=1.19]
Epoch 1/4:  76%|███████▋  | 955/1250 [21:20<04:52,  1.01it/s, loss=1.04]
Epoch 1/4:  76%|███████▋  | 956/1250 [21:20<05:15,  1.07s/it, loss=1.04]
Epoch 1/4:  76%|███████▋  | 956/1250 [21:21<05:15,  1.07s/it, loss=0.95]
Epoch 1/4:  77%|███████▋  | 957/1250 [21:21<05:17,  1.08s/it, loss=0.95]
Epoch 1/4:  77%|███████▋  | 957/1250 [21:22<05:17,  1.08s/it, loss=0.582]
Epoch 1/4:  77%|███████▋  | 958/1250 [21:22<05:01,  1.03s/it, loss=0.582]
Epoch 1/4:  77%|███████▋  | 958/1250 [21:23<05:01,  1.03s/it, loss=0.537]
Epoch 1/4:  77%|███████▋  | 959/1250 [21:23<04:44,  1.02it/s, loss=0.537]
Epoch 1/4:  77%|███████▋  | 959/1250 [21:23<04:44,  1.02it/s, loss=0.702]
Epoch 1/4:  77%|███████▋  | 960/1250 [21:23<04:36,  1.05it/s, loss=0.702]
Epoch 1/4:  77%|███████▋  | 960/1250 [21:25<04:36,  1.05it/s, loss=0.631]
Epoch 1/4:  77%|███████▋  | 961/1250 [21:25<04:58,  1.03s/it, loss=0.631]
Epoch 1/4:  77%|███████▋  | 961/1250 [21:26<04:58,  1.03s/it, loss=1.04] 
Epoch 1/4:  77%|███████▋  | 962/1250 [21:26<05:29,  1.14s/it, loss=1.04]
Epoch 1/4:  77%|███████▋  | 962/1250 [21:27<05:29,  1.14s/it, loss=1.21]
Epoch 1/4:  77%|███████▋  | 963/1250 [21:27<05:18,  1.11s/it, loss=1.21]
Epoch 1/4:  77%|███████▋  | 963/1250 [21:28<05:18,  1.11s/it, loss=0.799]
Epoch 1/4:  77%|███████▋  | 964/1250 [21:28<05:02,  1.06s/it, loss=0.799]
Epoch 1/4:  77%|███████▋  | 964/1250 [21:29<05:02,  1.06s/it, loss=1.34] 
Epoch 1/4:  77%|███████▋  | 965/1250 [21:29<05:10,  1.09s/it, loss=1.34]
Epoch 1/4:  77%|███████▋  | 965/1250 [21:30<05:10,  1.09s/it, loss=0.739]
Epoch 1/4:  77%|███████▋  | 966/1250 [21:30<05:05,  1.08s/it, loss=0.739]
Epoch 1/4:  77%|███████▋  | 966/1250 [21:31<05:05,  1.08s/it, loss=0.757]
Epoch 1/4:  77%|███████▋  | 967/1250 [21:31<05:03,  1.07s/it, loss=0.757]
Epoch 1/4:  77%|███████▋  | 967/1250 [21:32<05:03,  1.07s/it, loss=1.04] 
Epoch 1/4:  77%|███████▋  | 968/1250 [21:32<04:59,  1.06s/it, loss=1.04]
Epoch 1/4:  77%|███████▋  | 968/1250 [21:33<04:59,  1.06s/it, loss=1.06]
Epoch 1/4:  78%|███████▊  | 969/1250 [21:33<04:40,  1.00it/s, loss=1.06]
Epoch 1/4:  78%|███████▊  | 969/1250 [21:34<04:40,  1.00it/s, loss=0.737]
Epoch 1/4:  78%|███████▊  | 970/1250 [21:34<04:48,  1.03s/it, loss=0.737]
Epoch 1/4:  78%|███████▊  | 970/1250 [21:35<04:48,  1.03s/it, loss=0.704]
Epoch 1/4:  78%|███████▊  | 971/1250 [21:35<04:54,  1.05s/it, loss=0.704]
Epoch 1/4:  78%|███████▊  | 971/1250 [21:37<04:54,  1.05s/it, loss=0.693]
Epoch 1/4:  78%|███████▊  | 972/1250 [21:37<05:02,  1.09s/it, loss=0.693]
Epoch 1/4:  78%|███████▊  | 972/1250 [21:38<05:02,  1.09s/it, loss=0.84] 
Epoch 1/4:  78%|███████▊  | 973/1250 [21:38<05:08,  1.11s/it, loss=0.84]
Epoch 1/4:  78%|███████▊  | 973/1250 [21:39<05:08,  1.11s/it, loss=0.548]
Epoch 1/4:  78%|███████▊  | 974/1250 [21:39<05:04,  1.10s/it, loss=0.548]
Epoch 1/4:  78%|███████▊  | 974/1250 [21:40<05:04,  1.10s/it, loss=1.24] 
Epoch 1/4:  78%|███████▊  | 975/1250 [21:40<05:23,  1.17s/it, loss=1.24]
Epoch 1/4:  78%|███████▊  | 975/1250 [21:42<05:23,  1.17s/it, loss=0.788]
Epoch 1/4:  78%|███████▊  | 976/1250 [21:42<06:12,  1.36s/it, loss=0.788]
Epoch 1/4:  78%|███████▊  | 976/1250 [21:43<06:12,  1.36s/it, loss=1.61] 
Epoch 1/4:  78%|███████▊  | 977/1250 [21:43<05:35,  1.23s/it, loss=1.61]
Epoch 1/4:  78%|███████▊  | 977/1250 [21:44<05:35,  1.23s/it, loss=1.13]
Epoch 1/4:  78%|███████▊  | 978/1250 [21:44<05:12,  1.15s/it, loss=1.13]
Epoch 1/4:  78%|███████▊  | 978/1250 [21:45<05:12,  1.15s/it, loss=1.11]
Epoch 1/4:  78%|███████▊  | 979/1250 [21:45<05:26,  1.21s/it, loss=1.11]
Epoch 1/4:  78%|███████▊  | 979/1250 [21:46<05:26,  1.21s/it, loss=0.802]
Epoch 1/4:  78%|███████▊  | 980/1250 [21:46<05:26,  1.21s/it, loss=0.802]
Epoch 1/4:  78%|███████▊  | 980/1250 [21:48<05:26,  1.21s/it, loss=1]    
Epoch 1/4:  78%|███████▊  | 981/1250 [21:48<05:29,  1.23s/it, loss=1]
Epoch 1/4:  78%|███████▊  | 981/1250 [21:49<05:29,  1.23s/it, loss=0.772]
Epoch 1/4:  79%|███████▊  | 982/1250 [21:49<05:37,  1.26s/it, loss=0.772]
Epoch 1/4:  79%|███████▊  | 982/1250 [21:50<05:37,  1.26s/it, loss=0.973]
Epoch 1/4:  79%|███████▊  | 983/1250 [21:50<05:22,  1.21s/it, loss=0.973]
Epoch 1/4:  79%|███████▊  | 983/1250 [21:51<05:22,  1.21s/it, loss=0.646]
Epoch 1/4:  79%|███████▊  | 984/1250 [21:51<05:11,  1.17s/it, loss=0.646]
Epoch 1/4:  79%|███████▊  | 984/1250 [21:52<05:11,  1.17s/it, loss=0.918]
Epoch 1/4:  79%|███████▉  | 985/1250 [21:52<05:04,  1.15s/it, loss=0.918]
Epoch 1/4:  79%|███████▉  | 985/1250 [21:53<05:04,  1.15s/it, loss=1.11] 
Epoch 1/4:  79%|███████▉  | 986/1250 [21:53<05:02,  1.15s/it, loss=1.11]
Epoch 1/4:  79%|███████▉  | 986/1250 [21:56<05:02,  1.15s/it, loss=0.707]
Epoch 1/4:  79%|███████▉  | 987/1250 [21:56<06:55,  1.58s/it, loss=0.707]
Epoch 1/4:  79%|███████▉  | 987/1250 [21:58<06:55,  1.58s/it, loss=0.944]
Epoch 1/4:  79%|███████▉  | 988/1250 [21:58<07:45,  1.78s/it, loss=0.944]
Epoch 1/4:  79%|███████▉  | 988/1250 [21:59<07:45,  1.78s/it, loss=1]    
Epoch 1/4:  79%|███████▉  | 989/1250 [21:59<07:02,  1.62s/it, loss=1]
Epoch 1/4:  79%|███████▉  | 989/1250 [22:01<07:02,  1.62s/it, loss=0.771]
Epoch 1/4:  79%|███████▉  | 990/1250 [22:01<06:34,  1.52s/it, loss=0.771]
Epoch 1/4:  79%|███████▉  | 990/1250 [22:02<06:34,  1.52s/it, loss=0.676]
Epoch 1/4:  79%|███████▉  | 991/1250 [22:02<06:24,  1.49s/it, loss=0.676]
Epoch 1/4:  79%|███████▉  | 991/1250 [22:03<06:24,  1.49s/it, loss=0.91] 
Epoch 1/4:  79%|███████▉  | 992/1250 [22:03<05:57,  1.38s/it, loss=0.91]
Epoch 1/4:  79%|███████▉  | 992/1250 [22:04<05:57,  1.38s/it, loss=0.626]
Epoch 1/4:  79%|███████▉  | 993/1250 [22:04<05:33,  1.30s/it, loss=0.626]
Epoch 1/4:  79%|███████▉  | 993/1250 [22:06<05:33,  1.30s/it, loss=1.72] 
Epoch 1/4:  80%|███████▉  | 994/1250 [22:06<05:27,  1.28s/it, loss=1.72]
Epoch 1/4:  80%|███████▉  | 994/1250 [22:07<05:27,  1.28s/it, loss=1.02]
Epoch 1/4:  80%|███████▉  | 995/1250 [22:07<05:23,  1.27s/it, loss=1.02]
Epoch 1/4:  80%|█���█████▉  | 995/1250 [22:08<05:23,  1.27s/it, loss=0.966]
Epoch 1/4:  80%|███████▉  | 996/1250 [22:08<05:19,  1.26s/it, loss=0.966]
Epoch 1/4:  80%|███████▉  | 996/1250 [22:09<05:19,  1.26s/it, loss=0.736]
Epoch 1/4:  80%|███████▉  | 997/1250 [22:09<05:16,  1.25s/it, loss=0.736]
Epoch 1/4:  80%|███████▉  | 997/1250 [22:10<05:16,  1.25s/it, loss=1.08] 
Epoch 1/4:  80%|███████▉  | 998/1250 [22:10<05:02,  1.20s/it, loss=1.08]
Epoch 1/4:  80%|███████▉  | 998/1250 [22:12<05:02,  1.20s/it, loss=1.05]
Epoch 1/4:  80%|███████▉  | 999/1250 [22:12<05:05,  1.22s/it, loss=1.05]
Epoch 1/4:  80%|███████▉  | 999/1250 [22:13<05:05,  1.22s/it, loss=0.621]
Epoch 1/4:  80%|████████  | 1000/1250 [22:13<05:41,  1.36s/it, loss=0.621]
Epoch 1/4:  80%|████████  | 1000/1250 [22:15<05:41,  1.36s/it, loss=0.744]
Epoch 1/4:  80%|████████  | 1001/1250 [22:15<05:39,  1.36s/it, loss=0.744]
Epoch 1/4:  80%|████████  | 1001/1250 [22:16<05:39,  1.36s/it, loss=0.69] 
Epoch 1/4:  80%|████████  | 1002/1250 [22:16<05:16,  1.28s/it, loss=0.69]
Epoch 1/4:  80%|████████  | 1002/1250 [22:17<05:16,  1.28s/it, loss=0.722]
Epoch 1/4:  80%|████████  | 1003/1250 [22:17<05:04,  1.23s/it, loss=0.722]
Epoch 1/4:  80%|████████  | 1003/1250 [22:18<05:04,  1.23s/it, loss=0.466]
Epoch 1/4:  80%|████████  | 1004/1250 [22:18<04:47,  1.17s/it, loss=0.466]
Epoch 1/4:  80%|████████  | 1004/1250 [22:19<04:47,  1.17s/it, loss=1.37] 
Epoch 1/4:  80%|████████  | 1005/1250 [22:19<04:33,  1.11s/it, loss=1.37]
Epoch 1/4:  80%|████████  | 1005/1250 [22:20<04:33,  1.11s/it, loss=0.714]
Epoch 1/4:  80%|████████  | 1006/1250 [22:20<04:27,  1.10s/it, loss=0.714]
Epoch 1/4:  80%|████████  | 1006/1250 [22:21<04:27,  1.10s/it, loss=0.595]
Epoch 1/4:  81%|████████  | 1007/1250 [22:21<04:23,  1.08s/it, loss=0.595]
Epoch 1/4:  81%|████████  | 1007/1250 [22:22<04:23,  1.08s/it, loss=1.15] 
Epoch 1/4:  81%|████████  | 1008/1250 [22:22<04:16,  1.06s/it, loss=1.15]
Epoch 1/4:  81%|████████  | 1008/1250 [22:23<04:16,  1.06s/it, loss=0.655]
Epoch 1/4:  81%|████████  | 1009/1250 [22:23<04:17,  1.07s/it, loss=0.655]
Epoch 1/4:  81%|████████  | 1009/1250 [22:25<04:17,  1.07s/it, loss=0.959]
Epoch 1/4:  81%|████████  | 1010/1250 [22:25<05:35,  1.40s/it, loss=0.959]
Epoch 1/4:  81%|████████  | 1010/1250 [22:28<05:35,  1.40s/it, loss=0.815]
Epoch 1/4:  81%|████████  | 1011/1250 [22:28<06:50,  1.72s/it, loss=0.815]
Epoch 1/4:  81%|████████  | 1011/1250 [22:29<06:50,  1.72s/it, loss=0.85] 
Epoch 1/4:  81%|████████  | 1012/1250 [22:29<06:02,  1.52s/it, loss=0.85]
Epoch 1/4:  81%|████████  | 1012/1250 [22:30<06:02,  1.52s/it, loss=0.657]
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Epoch 1/4:  81%|████████  | 1013/1250 [22:33<05:53,  1.49s/it, loss=0.911]
Epoch 1/4:  81%|████████  | 1014/1250 [22:33<06:43,  1.71s/it, loss=0.911]
Epoch 1/4:  81%|████████  | 1014/1250 [22:34<06:43,  1.71s/it, loss=0.682]
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Epoch 1/4:  81%|████████  | 1015/1250 [22:35<06:16,  1.60s/it, loss=0.587]
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Epoch 1/4:  81%|████████▏ | 1016/1250 [22:39<06:02,  1.55s/it, loss=0.751]
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Epoch 1/4:  81%|████████▏ | 1018/1250 [22:41<07:02,  1.82s/it, loss=0.567]
Epoch 1/4:  82%|████████▏ | 1019/1250 [22:41<06:25,  1.67s/it, loss=0.567]
Epoch 1/4:  82%|████████▏ | 1019/1250 [22:44<06:25,  1.67s/it, loss=0.763]
Epoch 1/4:  82%|████████▏ | 1020/1250 [22:44<07:22,  1.92s/it, loss=0.763]
Epoch 1/4:  82%|████████▏ | 1020/1250 [22:44<07:22,  1.92s/it, loss=0.767]
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Epoch 1/4:  82%|████████▏ | 1023/1250 [22:47<05:15,  1.39s/it, loss=0.64]
Epoch 1/4:  82%|█████��██▏ | 1023/1250 [22:48<05:15,  1.39s/it, loss=1.13]
Epoch 1/4:  82%|████████▏ | 1024/1250 [22:48<05:15,  1.39s/it, loss=1.13]
Epoch 1/4:  82%|████████▏ | 1024/1250 [22:49<05:15,  1.39s/it, loss=1.41]
Epoch 1/4:  82%|████████▏ | 1025/1250 [22:49<04:48,  1.28s/it, loss=1.41]
Epoch 1/4:  82%|████████▏ | 1025/1250 [22:50<04:48,  1.28s/it, loss=0.75]
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Epoch 1/4:  82%|████████▏ | 1026/1250 [22:51<04:32,  1.22s/it, loss=1.03]
Epoch 1/4:  82%|████████▏ | 1027/1250 [22:51<04:22,  1.18s/it, loss=1.03]
Epoch 1/4:  82%|████████▏ | 1027/1250 [22:53<04:22,  1.18s/it, loss=0.707]
Epoch 1/4:  82%|████████▏ | 1028/1250 [22:53<04:25,  1.20s/it, loss=0.707]
Epoch 1/4:  82%|████████▏ | 1028/1250 [22:54<04:25,  1.20s/it, loss=0.959]
Epoch 1/4:  82%|████████▏ | 1029/1250 [22:54<04:58,  1.35s/it, loss=0.959]
Epoch 1/4:  82%|████████▏ | 1029/1250 [22:55<04:58,  1.35s/it, loss=0.666]
Epoch 1/4:  82%|████████▏ | 1030/1250 [22:55<04:48,  1.31s/it, loss=0.666]
Epoch 1/4:  82%|████████▏ | 1030/1250 [22:57<04:48,  1.31s/it, loss=0.594]
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Epoch 1/4:  82%|████████▏ | 1031/1250 [22:59<04:54,  1.35s/it, loss=1.05] 
Epoch 1/4:  83%|████████▎ | 1032/1250 [22:59<05:18,  1.46s/it, loss=1.05]
Epoch 1/4:  83%|████████▎ | 1032/1250 [23:00<05:18,  1.46s/it, loss=0.649]
Epoch 1/4:  83%|████████▎ | 1033/1250 [23:00<04:43,  1.31s/it, loss=0.649]
Epoch 1/4:  83%|████████▎ | 1033/1250 [23:00<04:43,  1.31s/it, loss=0.959]
Epoch 1/4:  83%|████████▎ | 1034/1250 [23:00<04:16,  1.19s/it, loss=0.959]
Epoch 1/4:  83%|████████▎ | 1034/1250 [23:02<04:16,  1.19s/it, loss=0.967]
Epoch 1/4:  83%|████████▎ | 1035/1250 [23:02<04:20,  1.21s/it, loss=0.967]
Epoch 1/4:  83%|████████▎ | 1035/1250 [23:03<04:20,  1.21s/it, loss=0.684]
Epoch 1/4:  83%|████████▎ | 1036/1250 [23:03<04:38,  1.30s/it, loss=0.684]
Epoch 1/4:  83%|████████▎ | 1036/1250 [23:04<04:38,  1.30s/it, loss=0.713]
Epoch 1/4:  83%|████████▎ | 1037/1250 [23:04<04:25,  1.24s/it, loss=0.713]
Epoch 1/4:  83%|████████▎ | 1037/1250 [23:06<04:25,  1.24s/it, loss=0.96] 
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Epoch 1/4:  83%|████████▎ | 1038/1250 [23:07<04:21,  1.23s/it, loss=1.15]
Epoch 1/4:  83%|████████▎ | 1039/1250 [23:07<04:24,  1.25s/it, loss=1.15]
Epoch 1/4:  83%|████████▎ | 1039/1250 [23:08<04:24,  1.25s/it, loss=0.755]
Epoch 1/4:  83%|████████▎ | 1040/1250 [23:08<04:29,  1.28s/it, loss=0.755]
Epoch 1/4:  83%|████████▎ | 1040/1250 [23:09<04:29,  1.28s/it, loss=1.39] 
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Epoch 1/4:  83%|████████▎ | 1041/1250 [23:10<04:16,  1.23s/it, loss=1.2] 
Epoch 1/4:  83%|████████▎ | 1042/1250 [23:10<03:51,  1.11s/it, loss=1.2]
Epoch 1/4:  83%|████████▎ | 1042/1250 [23:11<03:51,  1.11s/it, loss=0.8]
Epoch 1/4:  83%|████████▎ | 1043/1250 [23:11<03:31,  1.02s/it, loss=0.8]
Epoch 1/4:  83%|████████▎ | 1043/1250 [23:12<03:31,  1.02s/it, loss=1.1]
Epoch 1/4:  84%|████████▎ | 1044/1250 [23:12<03:25,  1.00it/s, loss=1.1]
Epoch 1/4:  84%|████████▎ | 1044/1250 [23:13<03:25,  1.00it/s, loss=0.407]
Epoch 1/4:  84%|████████▎ | 1045/1250 [23:13<03:31,  1.03s/it, loss=0.407]
Epoch 1/4:  84%|████████▎ | 1045/1250 [23:14<03:31,  1.03s/it, loss=0.955]
Epoch 1/4:  84%|████████▎ | 1046/1250 [23:14<03:26,  1.01s/it, loss=0.955]
Epoch 1/4:  84%|████████▎ | 1046/1250 [23:15<03:26,  1.01s/it, loss=1.19] 
Epoch 1/4:  84%|████████▍ | 1047/1250 [23:15<03:14,  1.05it/s, loss=1.19]
Epoch 1/4:  84%|████████▍ | 1047/1250 [23:16<03:14,  1.05it/s, loss=0.916]
Epoch 1/4:  84%|████████▍ | 1048/1250 [23:16<03:03,  1.10it/s, loss=0.916]
Epoch 1/4:  84%|████████▍ | 1048/1250 [23:17<03:03,  1.10it/s, loss=1.14] 
Epoch 1/4:  84%|████████▍ | 1049/1250 [23:17<03:21,  1.00s/it, loss=1.14]
Epoch 1/4:  84%|████████▍ | 1049/1250 [23:18<03:21,  1.00s/it, loss=1.42]
Epoch 1/4:  84%|████████▍ | 1050/1250 [23:18<03:51,  1.16s/it, loss=1.42]
Epoch 1/4:  84%|████████▍ | 1050/1250 [23:19<03:51,  1.16s/it, loss=0.865]
Epoch 1/4:  84%|████████▍ | 1051/1250 [23:19<03:46,  1.14s/it, loss=0.865]
Epoch 1/4:  84%|████████▍ | 1051/1250 [23:20<03:46,  1.14s/it, loss=1.12] 
Epoch 1/4:  84%|████████▍ | 1052/1250 [23:20<03:34,  1.08s/it, loss=1.12]
Epoch 1/4:  84%|████████▍ | 1052/1250 [23:21<03:34,  1.08s/it, loss=1.02]
Epoch 1/4:  84%|████████▍ | 1053/1250 [23:21<03:23,  1.03s/it, loss=1.02]
Epoch 1/4:  84%|████████▍ | 1053/1250 [23:22<03:23,  1.03s/it, loss=0.803]
Epoch 1/4:  84%|████████▍ | 1054/1250 [23:22<03:18,  1.01s/it, loss=0.803]
Epoch 1/4:  84%|████████▍ | 1054/1250 [23:23<03:18,  1.01s/it, loss=0.766]
Epoch 1/4:  84%|████████▍ | 1055/1250 [23:23<03:19,  1.02s/it, loss=0.766]
Epoch 1/4:  84%|████████▍ | 1055/1250 [23:24<03:19,  1.02s/it, loss=0.478]
Epoch 1/4:  84%|████████▍ | 1056/1250 [23:24<03:21,  1.04s/it, loss=0.478]
Epoch 1/4:  84%|████████▍ | 1056/1250 [23:25<03:21,  1.04s/it, loss=0.66] 
Epoch 1/4:  85%|████████▍ | 1057/1250 [23:25<03:17,  1.02s/it, loss=0.66]
Epoch 1/4:  85%|████████▍ | 1057/1250 [23:26<03:17,  1.02s/it, loss=1.12]
Epoch 1/4:  85%|████████▍ | 1058/1250 [23:26<03:18,  1.03s/it, loss=1.12]
Epoch 1/4:  85%|████████▍ | 1058/1250 [23:28<03:18,  1.03s/it, loss=1.34]
Epoch 1/4:  85%|████████▍ | 1059/1250 [23:28<03:22,  1.06s/it, loss=1.34]
Epoch 1/4:  85%|████████▍ | 1059/1250 [23:29<03:22,  1.06s/it, loss=0.965]
Epoch 1/4:  85%|████████▍ | 1060/1250 [23:29<03:30,  1.11s/it, loss=0.965]
Epoch 1/4:  85%|████████▍ | 1060/1250 [23:30<03:30,  1.11s/it, loss=0.793]
Epoch 1/4:  85%|████████▍ | 1061/1250 [23:30<03:29,  1.11s/it, loss=0.793]
Epoch 1/4:  85%|████████▍ | 1061/1250 [23:31<03:29,  1.11s/it, loss=0.729]
Epoch 1/4:  85%|████████▍ | 1062/1250 [23:31<03:21,  1.07s/it, loss=0.729]
Epoch 1/4:  85%|████████▍ | 1062/1250 [23:32<03:21,  1.07s/it, loss=1.14] 
Epoch 1/4:  85%|████████▌ | 1063/1250 [23:32<03:15,  1.05s/it, loss=1.14]
Epoch 1/4:  85%|████████▌ | 1063/1250 [23:33<03:15,  1.05s/it, loss=1.23]
Epoch 1/4:  85%|████████▌ | 1064/1250 [23:33<03:14,  1.04s/it, loss=1.23]
Epoch 1/4:  85%|████████▌ | 1064/1250 [23:34<03:14,  1.04s/it, loss=1.07]
Epoch 1/4:  85%|████████▌ | 1065/1250 [23:34<03:12,  1.04s/it, loss=1.07]
Epoch 1/4:  85%|████████▌ | 1065/1250 [23:35<03:12,  1.04s/it, loss=1.23]
Epoch 1/4:  85%|████████▌ | 1066/1250 [23:35<03:09,  1.03s/it, loss=1.23]
Epoch 1/4:  85%|████████▌ | 1066/1250 [23:36<03:09,  1.03s/it, loss=0.863]
Epoch 1/4:  85%|████████▌ | 1067/1250 [23:36<03:05,  1.02s/it, loss=0.863]
Epoch 1/4:  85%|████████▌ | 1067/1250 [23:37<03:05,  1.02s/it, loss=0.679]
Epoch 1/4:  85%|████████▌ | 1068/1250 [23:37<03:08,  1.04s/it, loss=0.679]
Epoch 1/4:  85%|████████▌ | 1068/1250 [23:38<03:08,  1.04s/it, loss=1.12] 
Epoch 1/4:  86%|████████▌ | 1069/1250 [23:38<03:09,  1.05s/it, loss=1.12]
Epoch 1/4:  86%|████████▌ | 1069/1250 [23:39<03:09,  1.05s/it, loss=0.997]
Epoch 1/4:  86%|████████▌ | 1070/1250 [23:39<03:10,  1.06s/it, loss=0.997]
Epoch 1/4:  86%|████████▌ | 1070/1250 [23:40<03:10,  1.06s/it, loss=1.02] 
Epoch 1/4:  86%|████████▌ | 1071/1250 [23:40<03:07,  1.05s/it, loss=1.02]
Epoch 1/4:  86%|████████▌ | 1071/1250 [23:41<03:07,  1.05s/it, loss=0.973]
Epoch 1/4:  86%|████████▌ | 1072/1250 [23:41<03:00,  1.02s/it, loss=0.973]
Epoch 1/4:  86%|████████▌ | 1072/1250 [23:42<03:00,  1.02s/it, loss=0.687]
Epoch 1/4:  86%|████████▌ | 1073/1250 [23:42<02:54,  1.01it/s, loss=0.687]
Epoch 1/4:  86%|████████▌ | 1073/1250 [23:43<02:54,  1.01it/s, loss=1.31] 
Epoch 1/4:  86%|████████▌ | 1074/1250 [23:43<02:55,  1.00it/s, loss=1.31]
Epoch 1/4:  86%|████████▌ | 1074/1250 [23:44<02:55,  1.00it/s, loss=1.01]
Epoch 1/4:  86%|████████▌ | 1075/1250 [23:44<02:52,  1.01it/s, loss=1.01]
Epoch 1/4:  86%|████████▌ | 1075/1250 [23:45<02:52,  1.01it/s, loss=0.898]
Epoch 1/4:  86%|████████▌ | 1076/1250 [23:45<02:47,  1.04it/s, loss=0.898]
Epoch 1/4:  86%|████████▌ | 1076/1250 [23:46<02:47,  1.04it/s, loss=0.564]
Epoch 1/4:  86%|████████▌ | 1077/1250 [23:46<02:43,  1.06it/s, loss=0.564]
Epoch 1/4:  86%|████████▌ | 1077/1250 [23:47<02:43,  1.06it/s, loss=1.15] 
Epoch 1/4:  86%|████████▌ | 1078/1250 [23:47<02:47,  1.03it/s, loss=1.15]
Epoch 1/4:  86%|████████▌ | 1078/1250 [23:48<02:47,  1.03it/s, loss=0.834]
Epoch 1/4:  86%|████████▋ | 1079/1250 [23:48<02:52,  1.01s/it, loss=0.834]
Epoch 1/4:  86%|████████▋ | 1079/1250 [23:49<02:52,  1.01s/it, loss=1.03] 
Epoch 1/4:  86%|████████▋ | 1080/1250 [23:49<02:50,  1.00s/it, loss=1.03]
Epoch 1/4:  86%|████████▋ | 1080/1250 [23:50<02:50,  1.00s/it, loss=0.597]
Epoch 1/4:  86%|████████▋ | 1081/1250 [23:50<02:44,  1.03it/s, loss=0.597]
Epoch 1/4:  86%|████████▋ | 1081/1250 [23:51<02:44,  1.03it/s, loss=1.15] 
Epoch 1/4:  87%|████████▋ | 1082/1250 [23:51<02:39,  1.06it/s, loss=1.15]
Epoch 1/4:  87%|████████▋ | 1082/1250 [23:52<02:39,  1.06it/s, loss=0.611]
Epoch 1/4:  87%|████████▋ | 1083/1250 [23:52<02:34,  1.08it/s, loss=0.611]
Epoch 1/4:  87%|████████▋ | 1083/1250 [23:53<02:34,  1.08it/s, loss=0.753]
Epoch 1/4:  87%|████████▋ | 1084/1250 [23:53<02:38,  1.05it/s, loss=0.753]
Epoch 1/4:  87%|████████▋ | 1084/1250 [23:54<02:38,  1.05it/s, loss=0.805]
Epoch 1/4:  87%|████████▋ | 1085/1250 [23:54<02:40,  1.03it/s, loss=0.805]
Epoch 1/4:  87%|████████▋ | 1085/1250 [23:55<02:40,  1.03it/s, loss=0.692]
Epoch 1/4:  87%|████████▋ | 1086/1250 [23:55<02:39,  1.03it/s, loss=0.692]
Epoch 1/4:  87%|████████▋ | 1086/1250 [23:56<02:39,  1.03it/s, loss=1.03] 
Epoch 1/4:  87%|████████▋ | 1087/1250 [23:56<02:45,  1.01s/it, loss=1.03]
Epoch 1/4:  87%|████████▋ | 1087/1250 [23:57<02:45,  1.01s/it, loss=1.1] 
Epoch 1/4:  87%|████████▋ | 1088/1250 [23:57<02:56,  1.09s/it, loss=1.1]
Epoch 1/4:  87%|████████▋ | 1088/1250 [23:58<02:56,  1.09s/it, loss=1.1]
Epoch 1/4:  87%|████████▋ | 1089/1250 [23:58<03:03,  1.14s/it, loss=1.1]
Epoch 1/4:  87%|████████▋ | 1089/1250 [23:59<03:03,  1.14s/it, loss=0.814]
Epoch 1/4:  87%|████████▋ | 1090/1250 [23:59<03:01,  1.13s/it, loss=0.814]
Epoch 1/4:  87%|████████▋ | 1090/1250 [24:00<03:01,  1.13s/it, loss=1.08] 
Epoch 1/4:  87%|████████▋ | 1091/1250 [24:00<02:53,  1.09s/it, loss=1.08]
Epoch 1/4:  87%|████████▋ | 1091/1250 [24:01<02:53,  1.09s/it, loss=1.29]
Epoch 1/4:  87%|████████▋ | 1092/1250 [24:01<02:46,  1.06s/it, loss=1.29]
Epoch 1/4:  87%|████████▋ | 1092/1250 [24:02<02:46,  1.06s/it, loss=0.86]
Epoch 1/4:  87%|████████▋ | 1093/1250 [24:02<02:43,  1.04s/it, loss=0.86]
Epoch 1/4:  87%|████████▋ | 1093/1250 [24:03<02:43,  1.04s/it, loss=0.831]
Epoch 1/4:  88%|████████▊ | 1094/1250 [24:03<02:42,  1.04s/it, loss=0.831]
Epoch 1/4:  88%|████████▊ | 1094/1250 [24:04<02:42,  1.04s/it, loss=0.622]
Epoch 1/4:  88%|████████▊ | 1095/1250 [24:04<02:41,  1.04s/it, loss=0.622]
Epoch 1/4:  88%|████████▊ | 1095/1250 [24:05<02:41,  1.04s/it, loss=0.853]
Epoch 1/4:  88%|████████▊ | 1096/1250 [24:05<02:38,  1.03s/it, loss=0.853]
Epoch 1/4:  88%|████████▊ | 1096/1250 [24:07<02:38,  1.03s/it, loss=0.768]
Epoch 1/4:  88%|████████▊ | 1097/1250 [24:07<02:39,  1.04s/it, loss=0.768]
Epoch 1/4:  88%|████████▊ | 1097/1250 [24:08<02:39,  1.04s/it, loss=0.626]
Epoch 1/4:  88%|████████▊ | 1098/1250 [24:08<02:39,  1.05s/it, loss=0.626]
Epoch 1/4:  88%|████████▊ | 1098/1250 [24:09<02:39,  1.05s/it, loss=0.912]
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Epoch 1/4:  88%|████████▊ | 1099/1250 [24:10<02:42,  1.07s/it, loss=0.984]
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Epoch 1/4:  89%|████████▉ | 1113/1250 [24:24<02:19,  1.02s/it, loss=0.888]
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Epoch 1/4:  89%|████████▉ | 1114/1250 [24:25<02:14,  1.01it/s, loss=0.956]
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Epoch 1/4:  90%|████████▉ | 1119/1250 [24:30<02:17,  1.05s/it, loss=0.812]
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Epoch 1/4:  90%|████████▉ | 1120/1250 [24:31<02:10,  1.00s/it, loss=0.577]
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Epoch 1/4:  90%|█████████ | 1125/1250 [24:36<02:03,  1.01it/s, loss=0.707]
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Epoch 1/4:  90%|█████████ | 1128/1250 [24:38<02:00,  1.01it/s, loss=0.784]
Epoch 1/4:  90%|█████████ | 1128/1250 [24:39<02:00,  1.01it/s, loss=1.05] 
Epoch 1/4:  90%|█████████ | 1129/1250 [24:39<02:02,  1.01s/it, loss=1.05]
Epoch 1/4:  90%|█████████ | 1129/1250 [24:40<02:02,  1.01s/it, loss=0.818]
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Epoch 1/4:  90%|█████████ | 1130/1250 [24:41<01:56,  1.03it/s, loss=0.69] 
Epoch 1/4:  90%|█████████ | 1131/1250 [24:41<01:51,  1.07it/s, loss=0.69]
Epoch 1/4:  90%|█████████ | 1131/1250 [24:42<01:51,  1.07it/s, loss=1.2] 
Epoch 1/4:  91%|█████████ | 1132/1250 [24:42<01:54,  1.03it/s, loss=1.2]
Epoch 1/4:  91%|█████████ | 1132/1250 [24:43<01:54,  1.03it/s, loss=0.539]
Epoch 1/4:  91%|█████████ | 1133/1250 [24:43<01:59,  1.02s/it, loss=0.539]
Epoch 1/4:  91%|█████████ | 1133/1250 [24:44<01:59,  1.02s/it, loss=0.992]
Epoch 1/4:  91%|██████��██ | 1134/1250 [24:44<02:00,  1.04s/it, loss=0.992]
Epoch 1/4:  91%|█████████ | 1134/1250 [24:45<02:00,  1.04s/it, loss=0.583]
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Epoch 1/4:  91%|█████████ | 1135/1250 [24:46<01:54,  1.00it/s, loss=1.13] 
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Epoch 1/4:  91%|█████████ | 1137/1250 [24:47<01:49,  1.03it/s, loss=0.67]
Epoch 1/4:  91%|█████████ | 1137/1250 [24:48<01:49,  1.03it/s, loss=0.913]
Epoch 1/4:  91%|█████████ | 1138/1250 [24:48<01:48,  1.03it/s, loss=0.913]
Epoch 1/4:  91%|█████████ | 1138/1250 [24:49<01:48,  1.03it/s, loss=0.7]  
Epoch 1/4:  91%|█████████ | 1139/1250 [24:49<01:51,  1.01s/it, loss=0.7]
Epoch 1/4:  91%|█████████ | 1139/1250 [24:50<01:51,  1.01s/it, loss=1.02]
Epoch 1/4:  91%|█████████ | 1140/1250 [24:50<01:49,  1.01it/s, loss=1.02]
Epoch 1/4:  91%|█████████ | 1140/1250 [24:51<01:49,  1.01it/s, loss=1.22]
Epoch 1/4:  91%|█████████▏| 1141/1250 [24:51<01:44,  1.05it/s, loss=1.22]
Epoch 1/4:  91%|█████████▏| 1141/1250 [24:52<01:44,  1.05it/s, loss=0.685]
Epoch 1/4:  91%|█████████▏| 1142/1250 [24:52<01:40,  1.08it/s, loss=0.685]
Epoch 1/4:  91%|█████████▏| 1142/1250 [24:52<01:40,  1.08it/s, loss=0.932]
Epoch 1/4:  91%|█████████▏| 1143/1250 [24:52<01:37,  1.09it/s, loss=0.932]
Epoch 1/4:  91%|█████████▏| 1143/1250 [24:54<01:37,  1.09it/s, loss=0.572]
Epoch 1/4:  92%|█████████▏| 1144/1250 [24:54<01:43,  1.02it/s, loss=0.572]
Epoch 1/4:  92%|█████████▏| 1144/1250 [24:55<01:43,  1.02it/s, loss=1.02] 
Epoch 1/4:  92%|█████████▏| 1145/1250 [24:55<01:49,  1.04s/it, loss=1.02]
Epoch 1/4:  92%|█████████▏| 1145/1250 [24:56<01:49,  1.04s/it, loss=0.838]
Epoch 1/4:  92%|█████████▏| 1146/1250 [24:56<01:52,  1.08s/it, loss=0.838]
Epoch 1/4:  92%|█████████▏| 1146/1250 [24:57<01:52,  1.08s/it, loss=0.792]
Epoch 1/4:  92%|█████████▏| 1147/1250 [24:57<01:53,  1.10s/it, loss=0.792]
Epoch 1/4:  92%|█████████▏| 1147/1250 [24:58<01:53,  1.10s/it, loss=0.657]
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Epoch 1/4:  92%|█████████▏| 1148/1250 [24:59<01:51,  1.09s/it, loss=1.25] 
Epoch 1/4:  92%|█████████▏| 1149/1250 [24:59<01:49,  1.09s/it, loss=1.25]
Epoch 1/4:  92%|█████████▏| 1149/1250 [25:00<01:49,  1.09s/it, loss=0.858]
Epoch 1/4:  92%|█████████▏| 1150/1250 [25:00<01:47,  1.07s/it, loss=0.858]
Epoch 1/4:  92%|█████████▏| 1150/1250 [25:01<01:47,  1.07s/it, loss=0.722]
Epoch 1/4:  92%|█████████▏| 1151/1250 [25:01<01:43,  1.05s/it, loss=0.722]
Epoch 1/4:  92%|█████████▏| 1151/1250 [25:02<01:43,  1.05s/it, loss=0.581]
Epoch 1/4:  92%|█████████▏| 1152/1250 [25:02<01:41,  1.04s/it, loss=0.581]
Epoch 1/4:  92%|█████████▏| 1152/1250 [25:03<01:41,  1.04s/it, loss=0.419]
Epoch 1/4:  92%|█████████▏| 1153/1250 [25:03<01:41,  1.05s/it, loss=0.419]
Epoch 1/4:  92%|█████████▏| 1153/1250 [25:04<01:41,  1.05s/it, loss=1.19] 
Epoch 1/4:  92%|█████████▏| 1154/1250 [25:04<01:41,  1.06s/it, loss=1.19]
Epoch 1/4:  92%|█████████▏| 1154/1250 [25:05<01:41,  1.06s/it, loss=1.18]
Epoch 1/4:  92%|█████████▏| 1155/1250 [25:05<01:39,  1.04s/it, loss=1.18]
Epoch 1/4:  92%|█████████▏| 1155/1250 [25:06<01:39,  1.04s/it, loss=0.614]
Epoch 1/4:  92%|█████████▏| 1156/1250 [25:06<01:37,  1.04s/it, loss=0.614]
Epoch 1/4:  92%|█████████▏| 1156/1250 [25:07<01:37,  1.04s/it, loss=0.94] 
Epoch 1/4:  93%|█████████▎| 1157/1250 [25:07<01:36,  1.03s/it, loss=0.94]
Epoch 1/4:  93%|█████████▎| 1157/1250 [25:09<01:36,  1.03s/it, loss=0.659]
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Epoch 1/4:  93%|█████████▎| 1158/1250 [25:10<01:36,  1.05s/it, loss=0.793]
Epoch 1/4:  93%|█████████▎| 1159/1250 [25:10<01:37,  1.07s/it, loss=0.793]
Epoch 1/4:  93%|█████████▎| 1159/1250 [25:11<01:37,  1.07s/it, loss=1.01] 
Epoch 1/4:  93%|█████████▎| 1160/1250 [25:11<01:35,  1.06s/it, loss=1.01]
Epoch 1/4:  93%|█████████▎| 1160/1250 [25:12<01:35,  1.06s/it, loss=0.89]
Epoch 1/4:  93%|█████████▎| 1161/1250 [25:12<01:32,  1.04s/it, loss=0.89]
Epoch 1/4:  93%|█████████▎| 1161/1250 [25:13<01:32,  1.04s/it, loss=0.79]
Epoch 1/4:  93%|█████████▎| 1162/1250 [25:13<01:29,  1.02s/it, loss=0.79]
Epoch 1/4:  93%|█████████▎| 1162/1250 [25:14<01:29,  1.02s/it, loss=0.999]
Epoch 1/4:  93%|█████████▎| 1163/1250 [25:14<01:29,  1.03s/it, loss=0.999]
Epoch 1/4:  93%|█████████▎| 1163/1250 [25:15<01:29,  1.03s/it, loss=0.893]
Epoch 1/4:  93%|█████████▎| 1164/1250 [25:15<01:30,  1.05s/it, loss=0.893]
Epoch 1/4:  93%|█████████▎| 1164/1250 [25:16<01:30,  1.05s/it, loss=0.963]
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Epoch 1/4:  93%|█████████▎| 1165/1250 [25:17<01:30,  1.06s/it, loss=0.966]
Epoch 1/4:  93%|█████████▎| 1166/1250 [25:17<01:30,  1.07s/it, loss=0.966]
Epoch 1/4:  93%|█████████▎| 1166/1250 [25:18<01:30,  1.07s/it, loss=0.86] 
Epoch 1/4:  93%|█████████▎| 1167/1250 [25:18<01:28,  1.07s/it, loss=0.86]
Epoch 1/4:  93%|█████████▎| 1167/1250 [25:19<01:28,  1.07s/it, loss=0.843]
Epoch 1/4:  93%|█████████▎| 1168/1250 [25:19<01:28,  1.08s/it, loss=0.843]
Epoch 1/4:  93%|█████████▎| 1168/1250 [25:20<01:28,  1.08s/it, loss=1.02] 
Epoch 1/4:  94%|█████████▎| 1169/1250 [25:20<01:26,  1.07s/it, loss=1.02]
Epoch 1/4:  94%|█████████▎| 1169/1250 [25:21<01:26,  1.07s/it, loss=0.72]
Epoch 1/4:  94%|█████████▎| 1170/1250 [25:21<01:20,  1.00s/it, loss=0.72]
Epoch 1/4:  94%|█████████▎| 1170/1250 [25:22<01:20,  1.00s/it, loss=0.761]
Epoch 1/4:  94%|█████████▎| 1171/1250 [25:22<01:14,  1.06it/s, loss=0.761]
Epoch 1/4:  94%|█████████▎| 1171/1250 [25:23<01:14,  1.06it/s, loss=1.36] 
Epoch 1/4:  94%|█████████▍| 1172/1250 [25:23<01:11,  1.09it/s, loss=1.36]
Epoch 1/4:  94%|█████████▍| 1172/1250 [25:24<01:11,  1.09it/s, loss=0.551]
Epoch 1/4:  94%|█████████▍| 1173/1250 [25:24<01:13,  1.05it/s, loss=0.551]
Epoch 1/4:  94%|█████████▍| 1173/1250 [25:25<01:13,  1.05it/s, loss=0.755]
Epoch 1/4:  94%|█████████▍| 1174/1250 [25:25<01:14,  1.01it/s, loss=0.755]
Epoch 1/4:  94%|█████████▍| 1174/1250 [25:26<01:14,  1.01it/s, loss=0.767]
Epoch 1/4:  94%|█████████▍| 1175/1250 [25:26<01:12,  1.04it/s, loss=0.767]
Epoch 1/4:  94%|█████████▍| 1175/1250 [25:27<01:12,  1.04it/s, loss=0.736]
Epoch 1/4:  94%|█████████▍| 1176/1250 [25:27<01:11,  1.03it/s, loss=0.736]
Epoch 1/4:  94%|█████████▍| 1176/1250 [25:28<01:11,  1.03it/s, loss=0.67] 
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Epoch 1/4:  94%|█████████▍| 1178/1250 [25:29<01:14,  1.03s/it, loss=1.11]
Epoch 1/4:  94%|█████████▍| 1178/1250 [25:30<01:14,  1.03s/it, loss=1.01]
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Epoch 1/4:  94%|█████████▍| 1180/1250 [25:32<01:40,  1.43s/it, loss=1.09]
Epoch 1/4:  94%|█████████▍| 1180/1250 [25:34<01:40,  1.43s/it, loss=0.75]
Epoch 1/4:  94%|█████████▍| 1181/1250 [25:34<01:34,  1.37s/it, loss=0.75]
Epoch 1/4:  94%|█████████▍| 1181/1250 [25:35<01:34,  1.37s/it, loss=0.967]
Epoch 1/4:  95%|█████████▍| 1182/1250 [25:35<01:27,  1.28s/it, loss=0.967]
Epoch 1/4:  95%|█████████▍| 1182/1250 [25:36<01:27,  1.28s/it, loss=0.956]
Epoch 1/4:  95%|█████████▍| 1183/1250 [25:36<01:29,  1.33s/it, loss=0.956]
Epoch 1/4:  95%|█████████▍| 1183/1250 [25:37<01:29,  1.33s/it, loss=0.899]
Epoch 1/4:  95%|█████████▍| 1184/1250 [25:37<01:22,  1.25s/it, loss=0.899]
Epoch 1/4:  95%|█████████▍| 1184/1250 [25:38<01:22,  1.25s/it, loss=1.64] 
Epoch 1/4:  95%|█████████▍| 1185/1250 [25:38<01:19,  1.23s/it, loss=1.64]
Epoch 1/4:  95%|█████████▍| 1185/1250 [25:40<01:19,  1.23s/it, loss=0.807]
Epoch 1/4:  95%|█████████▍| 1186/1250 [25:40<01:17,  1.21s/it, loss=0.807]
Epoch 1/4:  95%|█████████▍| 1186/1250 [25:41<01:17,  1.21s/it, loss=0.732]
Epoch 1/4:  95%|█████████▍| 1187/1250 [25:41<01:14,  1.18s/it, loss=0.732]
Epoch 1/4:  95%|█████████▍| 1187/1250 [25:42<01:14,  1.18s/it, loss=0.779]
Epoch 1/4:  95%|█████████▌| 1188/1250 [25:42<01:11,  1.15s/it, loss=0.779]
Epoch 1/4:  95%|█████████▌| 1188/1250 [25:43<01:11,  1.15s/it, loss=0.678]
Epoch 1/4:  95%|█████████▌| 1189/1250 [25:43<01:08,  1.12s/it, loss=0.678]
Epoch 1/4:  95%|█████████▌| 1189/1250 [25:45<01:08,  1.12s/it, loss=0.843]
Epoch 1/4:  95%|█████████▌| 1190/1250 [25:45<01:18,  1.31s/it, loss=0.843]
Epoch 1/4:  95%|█████████▌| 1190/1250 [25:46<01:18,  1.31s/it, loss=0.925]
Epoch 1/4:  95%|█████████▌| 1191/1250 [25:46<01:11,  1.21s/it, loss=0.925]
Epoch 1/4:  95%|█████████▌| 1191/1250 [25:47<01:11,  1.21s/it, loss=0.625]
Epoch 1/4:  95%|█████████▌| 1192/1250 [25:47<01:09,  1.19s/it, loss=0.625]
Epoch 1/4:  95%|█████████▌| 1192/1250 [25:48<01:09,  1.19s/it, loss=0.514]
Epoch 1/4:  95%|█████████▌| 1193/1250 [25:48<01:05,  1.15s/it, loss=0.514]
Epoch 1/4:  95%|█████████▌| 1193/1250 [25:49<01:05,  1.15s/it, loss=1.05] 
Epoch 1/4:  96%|█████████▌| 1194/1250 [25:49<01:09,  1.24s/it, loss=1.05]
Epoch 1/4:  96%|█████████▌| 1194/1250 [25:50<01:09,  1.24s/it, loss=0.637]
Epoch 1/4:  96%|█████████▌| 1195/1250 [25:50<01:08,  1.24s/it, loss=0.637]
Epoch 1/4:  96%|█████████▌| 1195/1250 [25:52<01:08,  1.24s/it, loss=0.73] 
Epoch 1/4:  96%|█████████▌| 1196/1250 [25:52<01:05,  1.21s/it, loss=0.73]
Epoch 1/4:  96%|█████████▌| 1196/1250 [25:53<01:05,  1.21s/it, loss=0.582]
Epoch 1/4:  96%|█████████▌| 1197/1250 [25:53<01:01,  1.16s/it, loss=0.582]
Epoch 1/4:  96%|█████████▌| 1197/1250 [25:54<01:01,  1.16s/it, loss=0.666]
Epoch 1/4:  96%|█████████▌| 1198/1250 [25:54<01:00,  1.16s/it, loss=0.666]
Epoch 1/4:  96%|█████████▌| 1198/1250 [25:55<01:00,  1.16s/it, loss=0.959]
Epoch 1/4:  96%|█████████▌| 1199/1250 [25:55<01:00,  1.19s/it, loss=0.959]
Epoch 1/4:  96%|█████████▌| 1199/1250 [25:56<01:00,  1.19s/it, loss=1.18] 
Epoch 1/4:  96%|█████████▌| 1200/1250 [25:56<00:58,  1.17s/it, loss=1.18]
Epoch 1/4:  96%|█████████▌| 1200/1250 [25:57<00:58,  1.17s/it, loss=1.38]
Epoch 1/4:  96%|█████████▌| 1201/1250 [25:57<00:57,  1.16s/it, loss=1.38]
Epoch 1/4:  96%|█████████▌| 1201/1250 [25:58<00:57,  1.16s/it, loss=0.941]
Epoch 1/4:  96%|█████████▌| 1202/1250 [25:58<00:53,  1.11s/it, loss=0.941]
Epoch 1/4:  96%|█████████▌| 1202/1250 [26:00<00:53,  1.11s/it, loss=1.33] 
Epoch 1/4:  96%|█████████▌| 1203/1250 [26:00<00:56,  1.19s/it, loss=1.33]
Epoch 1/4:  96%|█████████▌| 1203/1250 [26:01<00:56,  1.19s/it, loss=1.25]
Epoch 1/4:  96%|█████████▋| 1204/1250 [26:01<00:54,  1.18s/it, loss=1.25]
Epoch 1/4:  96%|█████████▋| 1204/1250 [26:02<00:54,  1.18s/it, loss=1.11]
Epoch 1/4:  96%|█████████▋| 1205/1250 [26:02<00:51,  1.14s/it, loss=1.11]
Epoch 1/4:  96%|█████████▋| 1205/1250 [26:03<00:51,  1.14s/it, loss=1.06]
Epoch 1/4:  96%|█████████▋| 1206/1250 [26:03<00:47,  1.09s/it, loss=1.06]
Epoch 1/4:  96%|█████████▋| 1206/1250 [26:04<00:47,  1.09s/it, loss=0.763]
Epoch 1/4:  97%|█████████▋| 1207/1250 [26:04<00:46,  1.07s/it, loss=0.763]
Epoch 1/4:  97%|█████████▋| 1207/1250 [26:05<00:46,  1.07s/it, loss=1.08] 
Epoch 1/4:  97%|█████████▋| 1208/1250 [26:05<00:47,  1.14s/it, loss=1.08]
Epoch 1/4:  97%|█████████▋| 1208/1250 [26:06<00:47,  1.14s/it, loss=0.662]
Epoch 1/4:  97%|█████████▋| 1209/1250 [26:06<00:48,  1.17s/it, loss=0.662]
Epoch 1/4:  97%|█████████▋| 1209/1250 [26:07<00:48,  1.17s/it, loss=0.713]
Epoch 1/4:  97%|█████████▋| 1210/1250 [26:07<00:45,  1.14s/it, loss=0.713]
Epoch 1/4:  97%|█████████▋| 1210/1250 [26:08<00:45,  1.14s/it, loss=0.812]
Epoch 1/4:  97%|█████████▋| 1211/1250 [26:08<00:42,  1.08s/it, loss=0.812]
Epoch 1/4:  97%|█████████▋| 1211/1250 [26:10<00:42,  1.08s/it, loss=0.773]
Epoch 1/4:  97%|█████████▋| 1212/1250 [26:10<00:43,  1.13s/it, loss=0.773]
Epoch 1/4:  97%|█████████▋| 1212/1250 [26:11<00:43,  1.13s/it, loss=0.639]
Epoch 1/4:  97%|█████████▋| 1213/1250 [26:11<00:42,  1.14s/it, loss=0.639]
Epoch 1/4:  97%|█████████▋| 1213/1250 [26:12<00:42,  1.14s/it, loss=0.714]
Epoch 1/4:  97%|█████████▋| 1214/1250 [26:12<00:39,  1.10s/it, loss=0.714]
Epoch 1/4:  97%|█████████▋| 1214/1250 [26:13<00:39,  1.10s/it, loss=0.857]
Epoch 1/4:  97%|█████████▋| 1215/1250 [26:13<00:36,  1.04s/it, loss=0.857]
Epoch 1/4:  97%|█████████▋| 1215/1250 [26:14<00:36,  1.04s/it, loss=0.606]
Epoch 1/4:  97%|█████████▋| 1216/1250 [26:14<00:34,  1.01s/it, loss=0.606]
Epoch 1/4:  97%|█████████▋| 1216/1250 [26:15<00:34,  1.01s/it, loss=0.747]
Epoch 1/4:  97%|█████████▋| 1217/1250 [26:15<00:36,  1.09s/it, loss=0.747]
Epoch 1/4:  97%|█████████▋| 1217/1250 [26:16<00:36,  1.09s/it, loss=0.607]
Epoch 1/4:  97%|█████████▋| 1218/1250 [26:16<00:38,  1.19s/it, loss=0.607]
Epoch 1/4:  97%|█████████▋| 1218/1250 [26:18<00:38,  1.19s/it, loss=1.08] 
Epoch 1/4:  98%|█████████▊| 1219/1250 [26:18<00:36,  1.17s/it, loss=1.08]
Epoch 1/4:  98%|█████████▊| 1219/1250 [26:18<00:36,  1.17s/it, loss=0.784]
Epoch 1/4:  98%|█████████▊| 1220/1250 [26:18<00:32,  1.09s/it, loss=0.784]
Epoch 1/4:  98%|█████████▊| 1220/1250 [26:19<00:32,  1.09s/it, loss=0.581]
Epoch 1/4:  98%|█████████▊| 1221/1250 [26:19<00:30,  1.06s/it, loss=0.581]
Epoch 1/4:  98%|█████████▊| 1221/1250 [26:21<00:30,  1.06s/it, loss=0.548]
Epoch 1/4:  98%|█████████▊| 1222/1250 [26:21<00:30,  1.09s/it, loss=0.548]
Epoch 1/4:  98%|█████████▊| 1222/1250 [26:21<00:30,  1.09s/it, loss=0.819]
Epoch 1/4:  98%|█████████▊| 1223/1250 [26:21<00:27,  1.03s/it, loss=0.819]
Epoch 1/4:  98%|█████████▊| 1223/1250 [26:22<00:27,  1.03s/it, loss=1.59] 
Epoch 1/4:  98%|█████████▊| 1224/1250 [26:22<00:25,  1.02it/s, loss=1.59]
Epoch 1/4:  98%|█████████▊| 1224/1250 [26:23<00:25,  1.02it/s, loss=0.609]
Epoch 1/4:  98%|█████████▊| 1225/1250 [26:23<00:23,  1.08it/s, loss=0.609]
Epoch 1/4:  98%|█████████▊| 1225/1250 [26:24<00:23,  1.08it/s, loss=0.818]
Epoch 1/4:  98%|█████████▊| 1226/1250 [26:24<00:22,  1.09it/s, loss=0.818]
Epoch 1/4:  98%|█████████▊| 1226/1250 [26:25<00:22,  1.09it/s, loss=0.39] 
Epoch 1/4:  98%|█████████▊| 1227/1250 [26:25<00:23,  1.04s/it, loss=0.39]
Epoch 1/4:  98%|█████████▊| 1227/1250 [26:27<00:23,  1.04s/it, loss=0.6] 
Epoch 1/4:  98%|█████████▊| 1228/1250 [26:27<00:23,  1.08s/it, loss=0.6]
Epoch 1/4:  98%|█████████▊| 1228/1250 [26:28<00:23,  1.08s/it, loss=1.2]
Epoch 1/4:  98%|█████████▊| 1229/1250 [26:28<00:22,  1.06s/it, loss=1.2]
Epoch 1/4:  98%|█████████▊| 1229/1250 [26:28<00:22,  1.06s/it, loss=1.1]
Epoch 1/4:  98%|█████████▊| 1230/1250 [26:28<00:20,  1.02s/it, loss=1.1]
Epoch 1/4:  98%|█████████▊| 1230/1250 [26:29<00:20,  1.02s/it, loss=0.753]
Epoch 1/4:  98%|█████████▊| 1231/1250 [26:30<00:19,  1.03s/it, loss=0.753]
Epoch 1/4:  98%|█████████▊| 1231/1250 [26:31<00:19,  1.03s/it, loss=0.974]
Epoch 1/4:  99%|█████████▊| 1232/1250 [26:31<00:19,  1.08s/it, loss=0.974]
Epoch 1/4:  99%|█████████▊| 1232/1250 [26:32<00:19,  1.08s/it, loss=1.06] 
Epoch 1/4:  99%|█████████▊| 1233/1250 [26:32<00:18,  1.06s/it, loss=1.06]
Epoch 1/4:  99%|█████████▊| 1233/1250 [26:33<00:18,  1.06s/it, loss=1.04]
Epoch 1/4:  99%|█████████▊| 1234/1250 [26:33<00:15,  1.01it/s, loss=1.04]
Epoch 1/4:  99%|█████████▊| 1234/1250 [26:33<00:15,  1.01it/s, loss=0.636]
Epoch 1/4:  99%|█████████▉| 1235/1250 [26:33<00:14,  1.05it/s, loss=0.636]
Epoch 1/4:  99%|█████████▉| 1235/1250 [26:34<00:14,  1.05it/s, loss=1.09] 
Epoch 1/4:  99%|█████████▉| 1236/1250 [26:34<00:13,  1.03it/s, loss=1.09]
Epoch 1/4:  99%|█████████▉| 1236/1250 [26:36<00:13,  1.03it/s, loss=0.824]
Epoch 1/4:  99%|█████████▉| 1237/1250 [26:36<00:14,  1.09s/it, loss=0.824]
Epoch 1/4:  99%|█████████▉| 1237/1250 [26:37<00:14,  1.09s/it, loss=0.929]
Epoch 1/4:  99%|█████████▉| 1238/1250 [26:37<00:13,  1.10s/it, loss=0.929]
Epoch 1/4:  99%|█████████▉| 1238/1250 [26:38<00:13,  1.10s/it, loss=0.842]
Epoch 1/4:  99%|█████████▉| 1239/1250 [26:38<00:11,  1.03s/it, loss=0.842]
Epoch 1/4:  99%|█████████▉| 1239/1250 [26:39<00:11,  1.03s/it, loss=0.83] 
Epoch 1/4:  99%|█████████▉| 1240/1250 [26:39<00:09,  1.01it/s, loss=0.83]
Epoch 1/4:  99%|█████████▉| 1240/1250 [26:40<00:09,  1.01it/s, loss=1.03]
Epoch 1/4:  99%|█████████▉| 1241/1250 [26:40<00:08,  1.01it/s, loss=1.03]
Epoch 1/4:  99%|█████████▉| 1241/1250 [26:41<00:08,  1.01it/s, loss=0.628]
Epoch 1/4:  99%|█████████▉| 1242/1250 [26:41<00:08,  1.06s/it, loss=0.628]
Epoch 1/4:  99%|█████████▉| 1242/1250 [26:42<00:08,  1.06s/it, loss=0.72] 
Epoch 1/4:  99%|█████████▉| 1243/1250 [26:42<00:06,  1.00it/s, loss=0.72]
Epoch 1/4:  99%|█████████▉| 1243/1250 [26:43<00:06,  1.00it/s, loss=0.863]
Epoch 1/4: 100%|█████████▉| 1244/1250 [26:43<00:05,  1.05it/s, loss=0.863]
Epoch 1/4: 100%|█████████▉| 1244/1250 [26:43<00:05,  1.05it/s, loss=0.618]
Epoch 1/4: 100%|█████████▉| 1245/1250 [26:43<00:04,  1.08it/s, loss=0.618]
Epoch 1/4: 100%|█████████▉| 1245/1250 [26:44<00:04,  1.08it/s, loss=0.661]
Epoch 1/4: 100%|█████████▉| 1246/1250 [26:44<00:03,  1.04it/s, loss=0.661]
Epoch 1/4: 100%|█████████▉| 1246/1250 [26:46<00:03,  1.04it/s, loss=0.818]
Epoch 1/4: 100%|█████████▉| 1247/1250 [26:46<00:03,  1.26s/it, loss=0.818]
Epoch 1/4: 100%|█████████▉| 1247/1250 [26:48<00:03,  1.26s/it, loss=0.616]
Epoch 1/4: 100%|█████████▉| 1248/1250 [26:48<00:02,  1.20s/it, loss=0.616]
Epoch 1/4: 100%|█████████▉| 1248/1250 [26:48<00:02,  1.20s/it, loss=0.999]
Epoch 1/4: 100%|█████████▉| 1249/1250 [26:48<00:01,  1.12s/it, loss=0.999]
Epoch 1/4: 100%|█████████▉| 1249/1250 [26:49<00:01,  1.12s/it, loss=0.841]
Epoch 1/4: 100%|██████████| 1250/1250 [26:49<00:00,  1.06s/it, loss=0.841]
Epoch 1/4: 100%|██████████| 1250/1250 [26:49<00:00,  1.29s/it, loss=0.841]
+Epoch 1 Avg Loss: 1.4184
+
Epoch 2/4:   0%|          | 0/1250 [00:00<?, ?it/s]
Epoch 2/4:   0%|          | 0/1250 [00:01<?, ?it/s, loss=0.573]
Epoch 2/4:   0%|          | 1/1250 [00:01<21:54,  1.05s/it, loss=0.573]
Epoch 2/4:   0%|          | 1/1250 [00:02<21:54,  1.05s/it, loss=0.941]
Epoch 2/4:   0%|          | 2/1250 [00:02<23:59,  1.15s/it, loss=0.941]
Epoch 2/4:   0%|          | 2/1250 [00:03<23:59,  1.15s/it, loss=0.859]
Epoch 2/4:   0%|          | 3/1250 [00:03<22:26,  1.08s/it, loss=0.859]
Epoch 2/4:   0%|          | 3/1250 [00:04<22:26,  1.08s/it, loss=0.429]
Epoch 2/4:   0%|          | 4/1250 [00:04<21:27,  1.03s/it, loss=0.429]
Epoch 2/4:   0%|          | 4/1250 [00:05<21:27,  1.03s/it, loss=1.04] 
Epoch 2/4:   0%|          | 5/1250 [00:05<21:13,  1.02s/it, loss=1.04]
Epoch 2/4:   0%|          | 5/1250 [00:06<21:13,  1.02s/it, loss=1]   
Epoch 2/4:   0%|          | 6/1250 [00:06<21:56,  1.06s/it, loss=1]
Epoch 2/4:   0%|          | 6/1250 [00:07<21:56,  1.06s/it, loss=0.51]
Epoch 2/4:   1%|          | 7/1250 [00:07<23:40,  1.14s/it, loss=0.51]
Epoch 2/4:   1%|          | 7/1250 [00:08<23:40,  1.14s/it, loss=0.99]
Epoch 2/4:   1%|          | 8/1250 [00:08<22:45,  1.10s/it, loss=0.99]
Epoch 2/4:   1%|          | 8/1250 [00:09<22:45,  1.10s/it, loss=0.735]
Epoch 2/4:   1%|          | 9/1250 [00:09<22:02,  1.07s/it, loss=0.735]
Epoch 2/4:   1%|          | 9/1250 [00:10<22:02,  1.07s/it, loss=0.712]
Epoch 2/4:   1%|          | 10/1250 [00:10<21:43,  1.05s/it, loss=0.712]
Epoch 2/4:   1%|          | 10/1250 [00:11<21:43,  1.05s/it, loss=0.506]
Epoch 2/4:   1%|          | 11/1250 [00:11<22:44,  1.10s/it, loss=0.506]
Epoch 2/4:   1%|          | 11/1250 [00:13<22:44,  1.10s/it, loss=0.921]
Epoch 2/4:   1%|          | 12/1250 [00:13<23:03,  1.12s/it, loss=0.921]
Epoch 2/4:   1%|          | 12/1250 [00:14<23:03,  1.12s/it, loss=0.516]
Epoch 2/4:   1%|          | 13/1250 [00:14<24:24,  1.18s/it, loss=0.516]
Epoch 2/4:   1%|          | 13/1250 [00:15<24:24,  1.18s/it, loss=0.538]
Epoch 2/4:   1%|          | 14/1250 [00:15<23:34,  1.14s/it, loss=0.538]
Epoch 2/4:   1%|          | 14/1250 [00:16<23:34,  1.14s/it, loss=0.594]
Epoch 2/4:   1%|          | 15/1250 [00:16<23:04,  1.12s/it, loss=0.594]
Epoch 2/4:   1%|          | 15/1250 [00:17<23:04,  1.12s/it, loss=0.837]
Epoch 2/4:   1%|▏         | 16/1250 [00:17<24:36,  1.20s/it, loss=0.837]
Epoch 2/4:   1%|▏         | 16/1250 [00:18<24:36,  1.20s/it, loss=0.946]
Epoch 2/4:   1%|▏         | 17/1250 [00:18<23:17,  1.13s/it, loss=0.946]
Epoch 2/4:   1%|▏         | 17/1250 [00:19<23:17,  1.13s/it, loss=0.697]
Epoch 2/4:   1%|▏         | 18/1250 [00:19<22:05,  1.08s/it, loss=0.697]
Epoch 2/4:   1%|▏         | 18/1250 [00:20<22:05,  1.08s/it, loss=0.538]
Epoch 2/4:   2%|▏         | 19/1250 [00:20<21:21,  1.04s/it, loss=0.538]
Epoch 2/4:   2%|▏         | 19/1250 [00:21<21:21,  1.04s/it, loss=0.61] 
Epoch 2/4:   2%|▏         | 20/1250 [00:21<21:21,  1.04s/it, loss=0.61]
Epoch 2/4:   2%|▏         | 20/1250 [00:23<21:21,  1.04s/it, loss=0.743]
Epoch 2/4:   2%|▏         | 21/1250 [00:23<23:10,  1.13s/it, loss=0.743]
Epoch 2/4:   2%|▏         | 21/1250 [00:24<23:10,  1.13s/it, loss=0.684]
Epoch 2/4:   2%|▏         | 22/1250 [00:24<21:20,  1.04s/it, loss=0.684]
Epoch 2/4:   2%|▏         | 22/1250 [00:24<21:20,  1.04s/it, loss=0.791]
Epoch 2/4:   2%|▏         | 23/1250 [00:24<20:16,  1.01it/s, loss=0.791]
Epoch 2/4:   2%|▏         | 23/1250 [00:25<20:16,  1.01it/s, loss=0.574]
Epoch 2/4:   2%|▏         | 24/1250 [00:25<19:47,  1.03it/s, loss=0.574]
Epoch 2/4:   2%|▏         | 24/1250 [00:26<19:47,  1.03it/s, loss=0.544]
Epoch 2/4:   2%|▏         | 25/1250 [00:26<20:28,  1.00s/it, loss=0.544]
Epoch 2/4:   2%|▏         | 25/1250 [00:28<20:28,  1.00s/it, loss=0.551]
Epoch 2/4:   2%|▏         | 26/1250 [00:28<22:22,  1.10s/it, loss=0.551]
Epoch 2/4:   2%|▏         | 26/1250 [00:29<22:22,  1.10s/it, loss=0.656]
Epoch 2/4:   2%|▏         | 27/1250 [00:29<20:51,  1.02s/it, loss=0.656]
Epoch 2/4:   2%|▏         | 27/1250 [00:30<20:51,  1.02s/it, loss=0.652]
Epoch 2/4:   2%|▏         | 28/1250 [00:30<21:17,  1.05s/it, loss=0.652]
Epoch 2/4:   2%|▏         | 28/1250 [00:31<21:17,  1.05s/it, loss=0.669]
Epoch 2/4:   2%|▏         | 29/1250 [00:31<21:46,  1.07s/it, loss=0.669]
Epoch 2/4:   2%|▏         | 29/1250 [00:32<21:46,  1.07s/it, loss=0.719]
Epoch 2/4:   2%|▏         | 30/1250 [00:32<20:46,  1.02s/it, loss=0.719]
Epoch 2/4:   2%|▏         | 30/1250 [00:33<20:46,  1.02s/it, loss=0.546]
Epoch 2/4:   2%|▏         | 31/1250 [00:33<21:30,  1.06s/it, loss=0.546]
Epoch 2/4:   2%|▏         | 31/1250 [00:34<21:30,  1.06s/it, loss=1.01] 
Epoch 2/4:   3%|▎         | 32/1250 [00:34<20:35,  1.01s/it, loss=1.01]
Epoch 2/4:   3%|▎         | 32/1250 [00:35<20:35,  1.01s/it, loss=0.801]
Epoch 2/4:   3%|▎         | 33/1250 [00:35<20:08,  1.01it/s, loss=0.801]
Epoch 2/4:   3%|▎         | 33/1250 [00:36<20:08,  1.01it/s, loss=0.608]
Epoch 2/4:   3%|▎         | 34/1250 [00:36<20:10,  1.00it/s, loss=0.608]
Epoch 2/4:   3%|▎         | 34/1250 [00:37<20:10,  1.00it/s, loss=0.623]
Epoch 2/4:   3%|▎         | 35/1250 [00:37<22:54,  1.13s/it, loss=0.623]
Epoch 2/4:   3%|▎         | 35/1250 [00:38<22:54,  1.13s/it, loss=0.403]
Epoch 2/4:   3%|▎         | 36/1250 [00:38<23:31,  1.16s/it, loss=0.403]
Epoch 2/4:   3%|▎         | 36/1250 [00:39<23:31,  1.16s/it, loss=0.554]
Epoch 2/4:   3%|▎         | 37/1250 [00:39<22:03,  1.09s/it, loss=0.554]
Epoch 2/4:   3%|▎         | 37/1250 [00:40<22:03,  1.09s/it, loss=0.896]
Epoch 2/4:   3%|▎         | 38/1250 [00:40<21:24,  1.06s/it, loss=0.896]
Epoch 2/4:   3%|▎         | 38/1250 [00:41<21:24,  1.06s/it, loss=0.628]
Epoch 2/4:   3%|▎         | 39/1250 [00:41<21:06,  1.05s/it, loss=0.628]
Epoch 2/4:   3%|▎         | 39/1250 [00:42<21:06,  1.05s/it, loss=0.632]
Epoch 2/4:   3%|▎         | 40/1250 [00:42<20:29,  1.02s/it, loss=0.632]
Epoch 2/4:   3%|▎         | 40/1250 [00:43<20:29,  1.02s/it, loss=0.661]
Epoch 2/4:   3%|▎         | 41/1250 [00:43<21:08,  1.05s/it, loss=0.661]
Epoch 2/4:   3%|▎         | 41/1250 [00:44<21:08,  1.05s/it, loss=1.14] 
Epoch 2/4:   3%|▎         | 42/1250 [00:44<20:43,  1.03s/it, loss=1.14]
Epoch 2/4:   3%|▎         | 42/1250 [00:45<20:43,  1.03s/it, loss=0.68]
Epoch 2/4:   3%|▎         | 43/1250 [00:45<21:22,  1.06s/it, loss=0.68]
Epoch 2/4:   3%|▎         | 43/1250 [00:47<21:22,  1.06s/it, loss=0.499]
Epoch 2/4:   4%|▎         | 44/1250 [00:47<23:18,  1.16s/it, loss=0.499]
Epoch 2/4:   4%|▎         | 44/1250 [00:48<23:18,  1.16s/it, loss=0.724]
Epoch 2/4:   4%|▎         | 45/1250 [00:48<23:25,  1.17s/it, loss=0.724]
Epoch 2/4:   4%|▎         | 45/1250 [00:49<23:25,  1.17s/it, loss=0.818]
Epoch 2/4:   4%|▎         | 46/1250 [00:49<23:10,  1.15s/it, loss=0.818]
Epoch 2/4:   4%|▎         | 46/1250 [00:50<23:10,  1.15s/it, loss=0.529]
Epoch 2/4:   4%|▍         | 47/1250 [00:50<22:08,  1.10s/it, loss=0.529]
Epoch 2/4:   4%|▍         | 47/1250 [00:51<22:08,  1.10s/it, loss=0.576]
Epoch 2/4:   4%|▍         | 48/1250 [00:51<21:32,  1.07s/it, loss=0.576]
Epoch 2/4:   4%|▍         | 48/1250 [00:52<21:32,  1.07s/it, loss=0.886]
Epoch 2/4:   4%|▍         | 49/1250 [00:52<21:05,  1.05s/it, loss=0.886]
Epoch 2/4:   4%|▍         | 49/1250 [00:53<21:05,  1.05s/it, loss=1.15] 
Epoch 2/4:   4%|▍         | 50/1250 [00:53<21:23,  1.07s/it, loss=1.15]
Epoch 2/4:   4%|▍         | 50/1250 [00:54<21:23,  1.07s/it, loss=0.739]
Epoch 2/4:   4%|▍         | 51/1250 [00:54<21:50,  1.09s/it, loss=0.739]
Epoch 2/4:   4%|▍         | 51/1250 [00:55<21:50,  1.09s/it, loss=0.839]
Epoch 2/4:   4%|▍         | 52/1250 [00:55<21:26,  1.07s/it, loss=0.839]
Epoch 2/4:   4%|▍         | 52/1250 [00:57<21:26,  1.07s/it, loss=0.721]
Epoch 2/4:   4%|▍         | 53/1250 [00:57<22:27,  1.13s/it, loss=0.721]
Epoch 2/4:   4%|▍         | 53/1250 [00:58<22:27,  1.13s/it, loss=0.379]
Epoch 2/4:   4%|▍         | 54/1250 [00:58<22:30,  1.13s/it, loss=0.379]
Epoch 2/4:   4%|▍         | 54/1250 [00:59<22:30,  1.13s/it, loss=0.576]
Epoch 2/4:   4%|▍         | 55/1250 [00:59<22:53,  1.15s/it, loss=0.576]
Epoch 2/4:   4%|▍         | 55/1250 [01:00<22:53,  1.15s/it, loss=0.678]
Epoch 2/4:   4%|▍         | 56/1250 [01:00<21:56,  1.10s/it, loss=0.678]
Epoch 2/4:   4%|▍         | 56/1250 [01:01<21:56,  1.10s/it, loss=0.722]
Epoch 2/4:   5%|▍         | 57/1250 [01:01<21:22,  1.07s/it, loss=0.722]
Epoch 2/4:   5%|▍         | 57/1250 [01:02<21:22,  1.07s/it, loss=0.834]
Epoch 2/4:   5%|▍         | 58/1250 [01:02<21:28,  1.08s/it, loss=0.834]
Epoch 2/4:   5%|▍         | 58/1250 [01:03<21:28,  1.08s/it, loss=0.629]
Epoch 2/4:   5%|▍         | 59/1250 [01:03<21:10,  1.07s/it, loss=0.629]
Epoch 2/4:   5%|▍         | 59/1250 [01:04<21:10,  1.07s/it, loss=0.434]
Epoch 2/4:   5%|▍         | 60/1250 [01:04<21:31,  1.09s/it, loss=0.434]
Epoch 2/4:   5%|▍         | 60/1250 [01:05<21:31,  1.09s/it, loss=0.816]
Epoch 2/4:   5%|▍         | 61/1250 [01:05<21:23,  1.08s/it, loss=0.816]
Epoch 2/4:   5%|▍         | 61/1250 [01:07<21:23,  1.08s/it, loss=0.544]
Epoch 2/4:   5%|▍         | 62/1250 [01:07<22:21,  1.13s/it, loss=0.544]
Epoch 2/4:   5%|▍         | 62/1250 [01:08<22:21,  1.13s/it, loss=0.644]
Epoch 2/4:   5%|▌         | 63/1250 [01:08<22:01,  1.11s/it, loss=0.644]
Epoch 2/4:   5%|▌         | 63/1250 [01:09<22:01,  1.11s/it, loss=0.496]
Epoch 2/4:   5%|▌         | 64/1250 [01:09<21:31,  1.09s/it, loss=0.496]
Epoch 2/4:   5%|▌         | 64/1250 [01:10<21:31,  1.09s/it, loss=0.7]  
Epoch 2/4:   5%|▌         | 65/1250 [01:10<22:00,  1.11s/it, loss=0.7]
Epoch 2/4:   5%|▌         | 65/1250 [01:11<22:00,  1.11s/it, loss=0.899]
Epoch 2/4:   5%|▌         | 66/1250 [01:11<21:25,  1.09s/it, loss=0.899]
Epoch 2/4:   5%|▌         | 66/1250 [01:12<21:25,  1.09s/it, loss=1.15] 
Epoch 2/4:   5%|▌         | 67/1250 [01:12<21:07,  1.07s/it, loss=1.15]
Epoch 2/4:   5%|▌         | 67/1250 [01:13<21:07,  1.07s/it, loss=0.667]
Epoch 2/4:   5%|▌         | 68/1250 [01:13<20:20,  1.03s/it, loss=0.667]
Epoch 2/4:   5%|▌         | 68/1250 [01:14<20:20,  1.03s/it, loss=0.768]
Epoch 2/4:   6%|▌         | 69/1250 [01:14<19:21,  1.02it/s, loss=0.768]
Epoch 2/4:   6%|▌         | 69/1250 [01:15<19:21,  1.02it/s, loss=0.56] 
Epoch 2/4:   6%|▌         | 70/1250 [01:15<19:13,  1.02it/s, loss=0.56]
Epoch 2/4:   6%|▌         | 70/1250 [01:16<19:13,  1.02it/s, loss=0.599]
Epoch 2/4:   6%|▌         | 71/1250 [01:16<19:04,  1.03it/s, loss=0.599]
Epoch 2/4:   6%|▌         | 71/1250 [01:17<19:04,  1.03it/s, loss=0.768]
Epoch 2/4:   6%|▌         | 72/1250 [01:17<20:40,  1.05s/it, loss=0.768]
Epoch 2/4:   6%|▌         | 72/1250 [01:18<20:40,  1.05s/it, loss=0.746]
Epoch 2/4:   6%|▌         | 73/1250 [01:18<20:43,  1.06s/it, loss=0.746]
Epoch 2/4:   6%|▌         | 73/1250 [01:19<20:43,  1.06s/it, loss=0.685]
Epoch 2/4:   6%|▌         | 74/1250 [01:19<20:11,  1.03s/it, loss=0.685]
Epoch 2/4:   6%|▌         | 74/1250 [01:20<20:11,  1.03s/it, loss=0.48] 
Epoch 2/4:   6%|▌         | 75/1250 [01:20<21:02,  1.07s/it, loss=0.48]
Epoch 2/4:   6%|▌         | 75/1250 [01:21<21:02,  1.07s/it, loss=0.516]
Epoch 2/4:   6%|▌         | 76/1250 [01:21<20:52,  1.07s/it, loss=0.516]
Epoch 2/4:   6%|▌         | 76/1250 [01:22<20:52,  1.07s/it, loss=0.771]
Epoch 2/4:   6%|▌         | 77/1250 [01:22<19:39,  1.01s/it, loss=0.771]
Epoch 2/4:   6%|▌         | 77/1250 [01:23<19:39,  1.01s/it, loss=0.586]
Epoch 2/4:   6%|▌         | 78/1250 [01:23<19:01,  1.03it/s, loss=0.586]
Epoch 2/4:   6%|▌         | 78/1250 [01:24<19:01,  1.03it/s, loss=0.683]
Epoch 2/4:   6%|▋         | 79/1250 [01:24<18:27,  1.06it/s, loss=0.683]
Epoch 2/4:   6%|▋         | 79/1250 [01:25<18:27,  1.06it/s, loss=0.791]
Epoch 2/4:   6%|▋         | 80/1250 [01:25<19:29,  1.00it/s, loss=0.791]
Epoch 2/4:   6%|▋         | 80/1250 [01:26<19:29,  1.00it/s, loss=0.609]
Epoch 2/4:   6%|▋         | 81/1250 [01:26<20:30,  1.05s/it, loss=0.609]
Epoch 2/4:   6%|▋         | 81/1250 [01:27<20:30,  1.05s/it, loss=0.621]
Epoch 2/4:   7%|▋         | 82/1250 [01:27<21:25,  1.10s/it, loss=0.621]
Epoch 2/4:   7%|▋         | 82/1250 [01:28<21:25,  1.10s/it, loss=0.923]
Epoch 2/4:   7%|▋         | 83/1250 [01:28<19:59,  1.03s/it, loss=0.923]
Epoch 2/4:   7%|▋         | 83/1250 [01:29<19:59,  1.03s/it, loss=0.507]
Epoch 2/4:   7%|▋         | 84/1250 [01:29<18:30,  1.05it/s, loss=0.507]
Epoch 2/4:   7%|▋         | 84/1250 [01:30<18:30,  1.05it/s, loss=0.609]
Epoch 2/4:   7%|▋         | 85/1250 [01:30<19:26,  1.00s/it, loss=0.609]
Epoch 2/4:   7%|▋         | 85/1250 [01:31<19:26,  1.00s/it, loss=0.545]
Epoch 2/4:   7%|▋         | 86/1250 [01:31<20:23,  1.05s/it, loss=0.545]
Epoch 2/4:   7%|▋         | 86/1250 [01:32<20:23,  1.05s/it, loss=0.429]
Epoch 2/4:   7%|▋         | 87/1250 [01:32<19:57,  1.03s/it, loss=0.429]
Epoch 2/4:   7%|▋         | 87/1250 [01:33<19:57,  1.03s/it, loss=0.55] 
Epoch 2/4:   7%|▋         | 88/1250 [01:33<19:27,  1.00s/it, loss=0.55]
Epoch 2/4:   7%|▋         | 88/1250 [01:34<19:27,  1.00s/it, loss=0.738]
Epoch 2/4:   7%|▋         | 89/1250 [01:34<18:27,  1.05it/s, loss=0.738]
Epoch 2/4:   7%|▋         | 89/1250 [01:35<18:27,  1.05it/s, loss=0.538]
Epoch 2/4:   7%|▋         | 90/1250 [01:35<19:21,  1.00s/it, loss=0.538]
Epoch 2/4:   7%|▋         | 90/1250 [01:37<19:21,  1.00s/it, loss=0.508]
Epoch 2/4:   7%|▋         | 91/1250 [01:37<24:51,  1.29s/it, loss=0.508]
Epoch 2/4:   7%|▋         | 91/1250 [01:38<24:51,  1.29s/it, loss=0.571]
Epoch 2/4:   7%|▋         | 92/1250 [01:38<22:25,  1.16s/it, loss=0.571]
Epoch 2/4:   7%|▋         | 92/1250 [01:39<22:25,  1.16s/it, loss=0.721]
Epoch 2/4:   7%|▋         | 93/1250 [01:39<20:36,  1.07s/it, loss=0.721]
Epoch 2/4:   7%|▋         | 93/1250 [01:40<20:36,  1.07s/it, loss=0.582]
Epoch 2/4:   8%|▊         | 94/1250 [01:40<19:05,  1.01it/s, loss=0.582]
Epoch 2/4:   8%|▊         | 94/1250 [01:41<19:05,  1.01it/s, loss=0.65] 
Epoch 2/4:   8%|▊         | 95/1250 [01:41<20:08,  1.05s/it, loss=0.65]
Epoch 2/4:   8%|▊         | 95/1250 [01:42<20:08,  1.05s/it, loss=0.818]
Epoch 2/4:   8%|▊         | 96/1250 [01:42<20:29,  1.07s/it, loss=0.818]
Epoch 2/4:   8%|▊         | 96/1250 [01:43<20:29,  1.07s/it, loss=0.575]
Epoch 2/4:   8%|▊         | 97/1250 [01:43<20:18,  1.06s/it, loss=0.575]
Epoch 2/4:   8%|▊         | 97/1250 [01:44<20:18,  1.06s/it, loss=0.936]
Epoch 2/4:   8%|▊         | 98/1250 [01:44<20:13,  1.05s/it, loss=0.936]
Epoch 2/4:   8%|▊         | 98/1250 [01:45<20:13,  1.05s/it, loss=0.77] 
Epoch 2/4:   8%|▊         | 99/1250 [01:45<20:39,  1.08s/it, loss=0.77]
Epoch 2/4:   8%|▊         | 99/1250 [01:47<20:39,  1.08s/it, loss=0.618]
Epoch 2/4:   8%|▊         | 100/1250 [01:47<25:38,  1.34s/it, loss=0.618]
Epoch 2/4:   8%|▊         | 100/1250 [01:48<25:38,  1.34s/it, loss=0.506]
Epoch 2/4:   8%|▊         | 101/1250 [01:48<23:12,  1.21s/it, loss=0.506]
Epoch 2/4:   8%|▊         | 101/1250 [01:49<23:12,  1.21s/it, loss=0.569]
Epoch 2/4:   8%|▊         | 102/1250 [01:49<21:58,  1.15s/it, loss=0.569]
Epoch 2/4:   8%|▊         | 102/1250 [01:50<21:58,  1.15s/it, loss=0.536]
Epoch 2/4:   8%|▊         | 103/1250 [01:50<24:00,  1.26s/it, loss=0.536]
Epoch 2/4:   8%|▊         | 103/1250 [01:52<24:00,  1.26s/it, loss=0.522]
Epoch 2/4:   8%|▊         | 104/1250 [01:52<24:49,  1.30s/it, loss=0.522]
Epoch 2/4:   8%|▊         | 104/1250 [01:53<24:49,  1.30s/it, loss=0.57] 
Epoch 2/4:   8%|▊         | 105/1250 [01:53<24:09,  1.27s/it, loss=0.57]
Epoch 2/4:   8%|▊         | 105/1250 [01:54<24:09,  1.27s/it, loss=0.659]
Epoch 2/4:   8%|▊         | 106/1250 [01:54<23:37,  1.24s/it, loss=0.659]
Epoch 2/4:   8%|▊         | 106/1250 [01:55<23:37,  1.24s/it, loss=0.624]
Epoch 2/4:   9%|▊         | 107/1250 [01:55<22:18,  1.17s/it, loss=0.624]
Epoch 2/4:   9%|▊         | 107/1250 [01:57<22:18,  1.17s/it, loss=0.765]
Epoch 2/4:   9%|▊         | 108/1250 [01:57<24:18,  1.28s/it, loss=0.765]
Epoch 2/4:   9%|▊         | 108/1250 [01:58<24:18,  1.28s/it, loss=0.595]
Epoch 2/4:   9%|▊         | 109/1250 [01:58<25:36,  1.35s/it, loss=0.595]
Epoch 2/4:   9%|▊         | 109/1250 [01:59<25:36,  1.35s/it, loss=0.516]
Epoch 2/4:   9%|▉         | 110/1250 [01:59<23:25,  1.23s/it, loss=0.516]
Epoch 2/4:   9%|▉         | 110/1250 [02:02<23:25,  1.23s/it, loss=0.658]
Epoch 2/4:   9%|▉         | 111/1250 [02:02<33:53,  1.79s/it, loss=0.658]
Epoch 2/4:   9%|▉         | 111/1250 [02:03<33:53,  1.79s/it, loss=0.731]
Epoch 2/4:   9%|▉         | 112/1250 [02:03<29:31,  1.56s/it, loss=0.731]
Epoch 2/4:   9%|▉         | 112/1250 [02:04<29:31,  1.56s/it, loss=0.84] 
Epoch 2/4:   9%|▉         | 113/1250 [02:04<25:21,  1.34s/it, loss=0.84]
Epoch 2/4:   9%|▉         | 113/1250 [02:05<25:21,  1.34s/it, loss=0.888]
Epoch 2/4:   9%|▉         | 114/1250 [02:05<23:48,  1.26s/it, loss=0.888]
Epoch 2/4:   9%|▉         | 114/1250 [02:07<23:48,  1.26s/it, loss=0.669]
Epoch 2/4:   9%|▉         | 115/1250 [02:07<23:58,  1.27s/it, loss=0.669]
Epoch 2/4:   9%|▉         | 115/1250 [02:08<23:58,  1.27s/it, loss=1.28] 
Epoch 2/4:   9%|▉         | 116/1250 [02:08<24:43,  1.31s/it, loss=1.28]
Epoch 2/4:   9%|▉         | 116/1250 [02:10<24:43,  1.31s/it, loss=0.453]
Epoch 2/4:   9%|▉         | 117/1250 [02:10<26:06,  1.38s/it, loss=0.453]
Epoch 2/4:   9%|▉         | 117/1250 [02:11<26:06,  1.38s/it, loss=0.844]
Epoch 2/4:   9%|▉         | 118/1250 [02:11<23:56,  1.27s/it, loss=0.844]
Epoch 2/4:   9%|▉         | 118/1250 [02:12<23:56,  1.27s/it, loss=0.62] 
Epoch 2/4:  10%|▉         | 119/1250 [02:12<27:13,  1.44s/it, loss=0.62]
Epoch 2/4:  10%|▉         | 119/1250 [02:14<27:13,  1.44s/it, loss=0.532]
Epoch 2/4:  10%|▉         | 120/1250 [02:14<25:34,  1.36s/it, loss=0.532]
Epoch 2/4:  10%|▉         | 120/1250 [02:15<25:34,  1.36s/it, loss=0.737]
Epoch 2/4:  10%|▉         | 121/1250 [02:15<24:36,  1.31s/it, loss=0.737]
Epoch 2/4:  10%|▉         | 121/1250 [02:16<24:36,  1.31s/it, loss=0.834]
Epoch 2/4:  10%|▉         | 122/1250 [02:16<23:09,  1.23s/it, loss=0.834]
Epoch 2/4:  10%|▉         | 122/1250 [02:17<23:09,  1.23s/it, loss=0.517]
Epoch 2/4:  10%|▉         | 123/1250 [02:17<22:35,  1.20s/it, loss=0.517]
Epoch 2/4:  10%|▉         | 123/1250 [02:18<22:35,  1.20s/it, loss=0.547]
Epoch 2/4:  10%|▉         | 124/1250 [02:18<21:52,  1.17s/it, loss=0.547]
Epoch 2/4:  10%|▉         | 124/1250 [02:19<21:52,  1.17s/it, loss=0.525]
Epoch 2/4:  10%|█         | 125/1250 [02:19<21:02,  1.12s/it, loss=0.525]
Epoch 2/4:  10%|█         | 125/1250 [02:20<21:02,  1.12s/it, loss=0.711]
Epoch 2/4:  10%|█         | 126/1250 [02:20<20:14,  1.08s/it, loss=0.711]
Epoch 2/4:  10%|█         | 126/1250 [02:21<20:14,  1.08s/it, loss=0.563]
Epoch 2/4:  10%|█         | 127/1250 [02:21<19:47,  1.06s/it, loss=0.563]
Epoch 2/4:  10%|█         | 127/1250 [02:22<19:47,  1.06s/it, loss=0.799]
Epoch 2/4:  10%|█         | 128/1250 [02:22<21:26,  1.15s/it, loss=0.799]
Epoch 2/4:  10%|█         | 128/1250 [02:24<21:26,  1.15s/it, loss=0.794]
Epoch 2/4:  10%|█         | 129/1250 [02:24<22:50,  1.22s/it, loss=0.794]
Epoch 2/4:  10%|█         | 129/1250 [02:25<22:50,  1.22s/it, loss=0.549]
Epoch 2/4:  10%|█         | 130/1250 [02:25<23:04,  1.24s/it, loss=0.549]
Epoch 2/4:  10%|█         | 130/1250 [02:26<23:04,  1.24s/it, loss=0.524]
Epoch 2/4:  10%|█         | 131/1250 [02:26<22:42,  1.22s/it, loss=0.524]
Epoch 2/4:  10%|█         | 131/1250 [02:28<22:42,  1.22s/it, loss=0.686]
Epoch 2/4:  11%|█         | 132/1250 [02:28<23:40,  1.27s/it, loss=0.686]
Epoch 2/4:  11%|█         | 132/1250 [02:29<23:40,  1.27s/it, loss=0.775]
Epoch 2/4:  11%|█         | 133/1250 [02:29<24:42,  1.33s/it, loss=0.775]
Epoch 2/4:  11%|█         | 133/1250 [02:30<24:42,  1.33s/it, loss=0.672]
Epoch 2/4:  11%|█         | 134/1250 [02:30<24:28,  1.32s/it, loss=0.672]
Epoch 2/4:  11%|█         | 134/1250 [02:32<24:28,  1.32s/it, loss=0.609]
Epoch 2/4:  11%|█         | 135/1250 [02:32<23:59,  1.29s/it, loss=0.609]
Epoch 2/4:  11%|█         | 135/1250 [02:33<23:59,  1.29s/it, loss=0.607]
Epoch 2/4:  11%|█         | 136/1250 [02:33<23:52,  1.29s/it, loss=0.607]
Epoch 2/4:  11%|█         | 136/1250 [02:34<23:52,  1.29s/it, loss=0.531]
Epoch 2/4:  11%|█         | 137/1250 [02:34<24:19,  1.31s/it, loss=0.531]
Epoch 2/4:  11%|█         | 137/1250 [02:35<24:19,  1.31s/it, loss=0.458]
Epoch 2/4:  11%|█         | 138/1250 [02:35<23:20,  1.26s/it, loss=0.458]
Epoch 2/4:  11%|█         | 138/1250 [02:37<23:20,  1.26s/it, loss=0.334]
Epoch 2/4:  11%|█         | 139/1250 [02:37<23:18,  1.26s/it, loss=0.334]
Epoch 2/4:  11%|█         | 139/1250 [02:38<23:18,  1.26s/it, loss=0.528]
Epoch 2/4:  11%|█         | 140/1250 [02:38<23:53,  1.29s/it, loss=0.528]
Epoch 2/4:  11%|█         | 140/1250 [02:39<23:53,  1.29s/it, loss=0.688]
Epoch 2/4:  11%|█▏        | 141/1250 [02:39<23:17,  1.26s/it, loss=0.688]
Epoch 2/4:  11%|█▏        | 141/1250 [02:40<23:17,  1.26s/it, loss=0.595]
Epoch 2/4:  11%|█▏        | 142/1250 [02:40<22:47,  1.23s/it, loss=0.595]
Epoch 2/4:  11%|█▏        | 142/1250 [02:41<22:47,  1.23s/it, loss=0.854]
Epoch 2/4:  11%|█▏        | 143/1250 [02:41<21:42,  1.18s/it, loss=0.854]
Epoch 2/4:  11%|█▏        | 143/1250 [02:43<21:42,  1.18s/it, loss=0.662]
Epoch 2/4:  12%|█▏        | 144/1250 [02:43<21:43,  1.18s/it, loss=0.662]
Epoch 2/4:  12%|█▏        | 144/1250 [02:44<21:43,  1.18s/it, loss=0.534]
Epoch 2/4:  12%|█▏        | 145/1250 [02:44<21:54,  1.19s/it, loss=0.534]
Epoch 2/4:  12%|█▏        | 145/1250 [02:45<21:54,  1.19s/it, loss=0.877]
Epoch 2/4:  12%|█▏        | 146/1250 [02:45<21:42,  1.18s/it, loss=0.877]
Epoch 2/4:  12%|█▏        | 146/1250 [02:46<21:42,  1.18s/it, loss=0.465]
Epoch 2/4:  12%|█▏        | 147/1250 [02:46<22:17,  1.21s/it, loss=0.465]
Epoch 2/4:  12%|█▏        | 147/1250 [02:47<22:17,  1.21s/it, loss=0.372]
Epoch 2/4:  12%|█▏        | 148/1250 [02:47<22:26,  1.22s/it, loss=0.372]
Epoch 2/4:  12%|█▏        | 148/1250 [02:49<22:26,  1.22s/it, loss=0.94] 
Epoch 2/4:  12%|█▏        | 149/1250 [02:49<22:24,  1.22s/it, loss=0.94]
Epoch 2/4:  12%|█▏        | 149/1250 [02:50<22:24,  1.22s/it, loss=0.864]
Epoch 2/4:  12%|█▏        | 150/1250 [02:50<22:00,  1.20s/it, loss=0.864]
Epoch 2/4:  12%|█▏        | 150/1250 [02:51<22:00,  1.20s/it, loss=0.629]
Epoch 2/4:  12%|█▏        | 151/1250 [02:51<21:17,  1.16s/it, loss=0.629]
Epoch 2/4:  12%|█▏        | 151/1250 [02:52<21:17,  1.16s/it, loss=0.394]
Epoch 2/4:  12%|█▏        | 152/1250 [02:52<20:51,  1.14s/it, loss=0.394]
Epoch 2/4:  12%|█▏        | 152/1250 [02:53<20:51,  1.14s/it, loss=0.459]
Epoch 2/4:  12%|█▏        | 153/1250 [02:53<21:24,  1.17s/it, loss=0.459]
Epoch 2/4:  12%|█▏        | 153/1250 [02:54<21:24,  1.17s/it, loss=0.504]
Epoch 2/4:  12%|█▏        | 154/1250 [02:54<21:16,  1.16s/it, loss=0.504]
Epoch 2/4:  12%|█▏        | 154/1250 [02:55<21:16,  1.16s/it, loss=0.66] 
Epoch 2/4:  12%|█▏        | 155/1250 [02:55<20:41,  1.13s/it, loss=0.66]
Epoch 2/4:  12%|█▏        | 155/1250 [02:57<20:41,  1.13s/it, loss=0.49]
Epoch 2/4:  12%|█▏        | 156/1250 [02:57<20:22,  1.12s/it, loss=0.49]
Epoch 2/4:  12%|█▏        | 156/1250 [02:58<20:22,  1.12s/it, loss=0.906]
Epoch 2/4:  13%|█▎        | 157/1250 [02:58<20:36,  1.13s/it, loss=0.906]
Epoch 2/4:  13%|█▎        | 157/1250 [02:59<20:36,  1.13s/it, loss=0.617]
Epoch 2/4:  13%|█▎        | 158/1250 [02:59<20:12,  1.11s/it, loss=0.617]
Epoch 2/4:  13%|█▎        | 158/1250 [03:00<20:12,  1.11s/it, loss=0.814]
Epoch 2/4:  13%|█▎        | 159/1250 [03:00<19:52,  1.09s/it, loss=0.814]
Epoch 2/4:  13%|█▎        | 159/1250 [03:01<19:52,  1.09s/it, loss=0.828]
Epoch 2/4:  13%|█▎        | 160/1250 [03:01<18:27,  1.02s/it, loss=0.828]
Epoch 2/4:  13%|█▎        | 160/1250 [03:01<18:27,  1.02s/it, loss=1.05] 
Epoch 2/4:  13%|█▎        | 161/1250 [03:01<17:15,  1.05it/s, loss=1.05]
Epoch 2/4:  13%|█▎        | 161/1250 [03:02<17:15,  1.05it/s, loss=0.527]
Epoch 2/4:  13%|█▎        | 162/1250 [03:02<17:05,  1.06it/s, loss=0.527]
Epoch 2/4:  13%|█▎        | 162/1250 [03:03<17:05,  1.06it/s, loss=0.647]
Epoch 2/4:  13%|█▎        | 163/1250 [03:03<18:01,  1.01it/s, loss=0.647]
Epoch 2/4:  13%|█▎        | 163/1250 [03:04<18:01,  1.01it/s, loss=0.424]
Epoch 2/4:  13%|█▎        | 164/1250 [03:04<17:48,  1.02it/s, loss=0.424]
Epoch 2/4:  13%|█▎        | 164/1250 [03:05<17:48,  1.02it/s, loss=0.554]
Epoch 2/4:  13%|█▎        | 165/1250 [03:05<17:19,  1.04it/s, loss=0.554]
Epoch 2/4:  13%|█▎        | 165/1250 [03:06<17:19,  1.04it/s, loss=0.618]
Epoch 2/4:  13%|█▎        | 166/1250 [03:06<16:38,  1.09it/s, loss=0.618]
Epoch 2/4:  13%|█▎        | 166/1250 [03:07<16:38,  1.09it/s, loss=0.696]
Epoch 2/4:  13%|█▎        | 167/1250 [03:07<16:59,  1.06it/s, loss=0.696]
Epoch 2/4:  13%|█▎        | 167/1250 [03:08<16:59,  1.06it/s, loss=0.73] 
Epoch 2/4:  13%|█▎        | 168/1250 [03:08<17:44,  1.02it/s, loss=0.73]
Epoch 2/4:  13%|█▎        | 168/1250 [03:09<17:44,  1.02it/s, loss=0.64]
Epoch 2/4:  14%|█▎        | 169/1250 [03:09<17:14,  1.04it/s, loss=0.64]
Epoch 2/4:  14%|█▎        | 169/1250 [03:10<17:14,  1.04it/s, loss=0.723]
Epoch 2/4:  14%|█▎        | 170/1250 [03:10<17:05,  1.05it/s, loss=0.723]
Epoch 2/4:  14%|█▎        | 170/1250 [03:11<17:05,  1.05it/s, loss=0.691]
Epoch 2/4:  14%|█▎        | 171/1250 [03:11<17:55,  1.00it/s, loss=0.691]
Epoch 2/4:  14%|█▎        | 171/1250 [03:13<17:55,  1.00it/s, loss=0.631]
Epoch 2/4:  14%|█▍        | 172/1250 [03:13<19:43,  1.10s/it, loss=0.631]
Epoch 2/4:  14%|█▍        | 172/1250 [03:14<19:43,  1.10s/it, loss=0.703]
Epoch 2/4:  14%|█▍        | 173/1250 [03:14<20:41,  1.15s/it, loss=0.703]
Epoch 2/4:  14%|█▍        | 173/1250 [03:15<20:41,  1.15s/it, loss=0.59] 
Epoch 2/4:  14%|█▍        | 174/1250 [03:15<21:44,  1.21s/it, loss=0.59]
Epoch 2/4:  14%|█▍        | 174/1250 [03:17<21:44,  1.21s/it, loss=0.681]
Epoch 2/4:  14%|█▍        | 175/1250 [03:17<22:52,  1.28s/it, loss=0.681]
Epoch 2/4:  14%|█▍        | 175/1250 [03:19<22:52,  1.28s/it, loss=0.95] 
Epoch 2/4:  14%|█▍        | 176/1250 [03:19<27:39,  1.54s/it, loss=0.95]
Epoch 2/4:  14%|█▍        | 176/1250 [03:20<27:39,  1.54s/it, loss=0.441]
Epoch 2/4:  14%|█▍        | 177/1250 [03:20<27:41,  1.55s/it, loss=0.441]
Epoch 2/4:  14%|█▍        | 177/1250 [03:21<27:41,  1.55s/it, loss=0.655]
Epoch 2/4:  14%|█▍        | 178/1250 [03:21<25:31,  1.43s/it, loss=0.655]
Epoch 2/4:  14%|█▍        | 178/1250 [03:23<25:31,  1.43s/it, loss=0.65] 
Epoch 2/4:  14%|█▍        | 179/1250 [03:23<25:11,  1.41s/it, loss=0.65]
Epoch 2/4:  14%|█▍        | 179/1250 [03:25<25:11,  1.41s/it, loss=0.658]
Epoch 2/4:  14%|█▍        | 180/1250 [03:25<29:50,  1.67s/it, loss=0.658]
Epoch 2/4:  14%|█▍        | 180/1250 [03:27<29:50,  1.67s/it, loss=0.486]
Epoch 2/4:  14%|█▍        | 181/1250 [03:27<31:28,  1.77s/it, loss=0.486]
Epoch 2/4:  14%|█▍        | 181/1250 [03:30<31:28,  1.77s/it, loss=0.63] 
Epoch 2/4:  15%|█▍        | 182/1250 [03:30<38:40,  2.17s/it, loss=0.63]
Epoch 2/4:  15%|█▍        | 182/1250 [03:31<38:40,  2.17s/it, loss=0.739]
Epoch 2/4:  15%|█▍        | 183/1250 [03:31<32:12,  1.81s/it, loss=0.739]
Epoch 2/4:  15%|█▍        | 183/1250 [03:32<32:12,  1.81s/it, loss=0.449]
Epoch 2/4:  15%|█▍        | 184/1250 [03:32<28:23,  1.60s/it, loss=0.449]
Epoch 2/4:  15%|█▍        | 184/1250 [03:34<28:23,  1.60s/it, loss=0.69] 
Epoch 2/4:  15%|█▍        | 185/1250 [03:34<30:02,  1.69s/it, loss=0.69]
Epoch 2/4:  15%|█▍        | 185/1250 [03:35<30:02,  1.69s/it, loss=0.632]
Epoch 2/4:  15%|█▍        | 186/1250 [03:35<26:45,  1.51s/it, loss=0.632]
Epoch 2/4:  15%|█▍        | 186/1250 [03:36<26:45,  1.51s/it, loss=0.478]
Epoch 2/4:  15%|█▍        | 187/1250 [03:36<24:52,  1.40s/it, loss=0.478]
Epoch 2/4:  15%|█▍        | 187/1250 [03:38<24:52,  1.40s/it, loss=0.724]
Epoch 2/4:  15%|█▌        | 188/1250 [03:38<25:43,  1.45s/it, loss=0.724]
Epoch 2/4:  15%|█▌        | 188/1250 [03:39<25:43,  1.45s/it, loss=0.765]
Epoch 2/4:  15%|█▌        | 189/1250 [03:39<24:37,  1.39s/it, loss=0.765]
Epoch 2/4:  15%|█▌        | 189/1250 [03:40<24:37,  1.39s/it, loss=0.579]
Epoch 2/4:  15%|█▌        | 190/1250 [03:40<22:59,  1.30s/it, loss=0.579]
Epoch 2/4:  15%|█▌        | 190/1250 [03:42<22:59,  1.30s/it, loss=0.797]
Epoch 2/4:  15%|█▌        | 191/1250 [03:42<23:42,  1.34s/it, loss=0.797]
Epoch 2/4:  15%|█▌        | 191/1250 [03:43<23:42,  1.34s/it, loss=0.463]
Epoch 2/4:  15%|█▌        | 192/1250 [03:43<22:42,  1.29s/it, loss=0.463]
Epoch 2/4:  15%|█▌        | 192/1250 [03:44<22:42,  1.29s/it, loss=0.728]
Epoch 2/4:  15%|█▌        | 193/1250 [03:44<21:14,  1.21s/it, loss=0.728]
Epoch 2/4:  15%|█▌        | 193/1250 [03:45<21:14,  1.21s/it, loss=0.589]
Epoch 2/4:  16%|█▌        | 194/1250 [03:45<20:18,  1.15s/it, loss=0.589]
Epoch 2/4:  16%|█▌        | 194/1250 [03:46<20:18,  1.15s/it, loss=1.1]  
Epoch 2/4:  16%|█▌        | 195/1250 [03:46<20:33,  1.17s/it, loss=1.1]
Epoch 2/4:  16%|█▌        | 195/1250 [03:47<20:33,  1.17s/it, loss=0.771]
Epoch 2/4:  16%|█▌        | 196/1250 [03:47<20:28,  1.17s/it, loss=0.771]
Epoch 2/4:  16%|█▌        | 196/1250 [03:49<20:28,  1.17s/it, loss=0.552]
Epoch 2/4:  16%|█▌        | 197/1250 [03:49<20:34,  1.17s/it, loss=0.552]
Epoch 2/4:  16%|█▌        | 197/1250 [03:50<20:34,  1.17s/it, loss=0.633]
Epoch 2/4:  16%|█▌        | 198/1250 [03:50<20:28,  1.17s/it, loss=0.633]
Epoch 2/4:  16%|█▌        | 198/1250 [03:51<20:28,  1.17s/it, loss=0.581]
Epoch 2/4:  16%|█▌        | 199/1250 [03:51<20:03,  1.14s/it, loss=0.581]
Epoch 2/4:  16%|█▌        | 199/1250 [03:52<20:03,  1.14s/it, loss=0.515]
Epoch 2/4:  16%|█▌        | 200/1250 [03:52<19:56,  1.14s/it, loss=0.515]
Epoch 2/4:  16%|█▌        | 200/1250 [03:53<19:56,  1.14s/it, loss=0.909]
Epoch 2/4:  16%|█▌        | 201/1250 [03:53<21:23,  1.22s/it, loss=0.909]
Epoch 2/4:  16%|█▌        | 201/1250 [03:54<21:23,  1.22s/it, loss=0.602]
Epoch 2/4:  16%|█▌        | 202/1250 [03:54<20:54,  1.20s/it, loss=0.602]
Epoch 2/4:  16%|█▌        | 202/1250 [03:56<20:54,  1.20s/it, loss=0.495]
Epoch 2/4:  16%|█▌        | 203/1250 [03:56<22:46,  1.31s/it, loss=0.495]
Epoch 2/4:  16%|█▌        | 203/1250 [03:57<22:46,  1.31s/it, loss=0.724]
Epoch 2/4:  16%|█▋        | 204/1250 [03:57<22:28,  1.29s/it, loss=0.724]
Epoch 2/4:  16%|█▋        | 204/1250 [04:00<22:28,  1.29s/it, loss=0.447]
Epoch 2/4:  16%|█▋        | 205/1250 [04:00<30:37,  1.76s/it, loss=0.447]
Epoch 2/4:  16%|█▋        | 205/1250 [04:03<30:37,  1.76s/it, loss=0.615]
Epoch 2/4:  16%|█▋        | 206/1250 [04:03<35:48,  2.06s/it, loss=0.615]
Epoch 2/4:  16%|█▋        | 206/1250 [04:04<35:48,  2.06s/it, loss=0.666]
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Epoch 2/4:  17%|█▋        | 213/1250 [04:11<20:51,  1.21s/it, loss=0.528]
Epoch 2/4:  17%|█▋        | 213/1250 [04:12<20:51,  1.21s/it, loss=0.803]
Epoch 2/4:  17%|█▋        | 214/1250 [04:12<20:27,  1.18s/it, loss=0.803]
Epoch 2/4:  17%|█▋        | 214/1250 [04:13<20:27,  1.18s/it, loss=0.667]
Epoch 2/4:  17%|█▋        | 215/1250 [04:13<19:57,  1.16s/it, loss=0.667]
Epoch 2/4:  17%|█▋        | 215/1250 [04:14<19:57,  1.16s/it, loss=0.703]
Epoch 2/4:  17%|█▋        | 216/1250 [04:14<19:42,  1.14s/it, loss=0.703]
Epoch 2/4:  17%|█▋        | 216/1250 [04:16<19:42,  1.14s/it, loss=0.598]
Epoch 2/4:  17%|█▋        | 217/1250 [04:16<25:08,  1.46s/it, loss=0.598]
Epoch 2/4:  17%|█▋        | 217/1250 [04:17<25:08,  1.46s/it, loss=0.759]
Epoch 2/4:  17%|█▋        | 218/1250 [04:17<22:05,  1.28s/it, loss=0.759]
Epoch 2/4:  17%|█▋        | 218/1250 [04:19<22:05,  1.28s/it, loss=0.614]
Epoch 2/4:  18%|█▊        | 219/1250 [04:19<21:32,  1.25s/it, loss=0.614]
Epoch 2/4:  18%|█▊        | 219/1250 [04:20<21:32,  1.25s/it, loss=0.69] 
Epoch 2/4:  18%|█▊        | 220/1250 [04:20<22:42,  1.32s/it, loss=0.69]
Epoch 2/4:  18%|█▊        | 220/1250 [04:21<22:42,  1.32s/it, loss=0.676]
Epoch 2/4:  18%|█▊        | 221/1250 [04:21<22:47,  1.33s/it, loss=0.676]
Epoch 2/4:  18%|█▊        | 221/1250 [04:23<22:47,  1.33s/it, loss=0.797]
Epoch 2/4:  18%|█▊        | 222/1250 [04:23<22:15,  1.30s/it, loss=0.797]
Epoch 2/4:  18%|█▊        | 222/1250 [04:24<22:15,  1.30s/it, loss=0.809]
Epoch 2/4:  18%|█▊        | 223/1250 [04:24<21:21,  1.25s/it, loss=0.809]
Epoch 2/4:  18%|█▊        | 223/1250 [04:25<21:21,  1.25s/it, loss=0.729]
Epoch 2/4:  18%|█▊        | 224/1250 [04:25<21:45,  1.27s/it, loss=0.729]
Epoch 2/4:  18%|█▊        | 224/1250 [04:27<21:45,  1.27s/it, loss=0.578]
Epoch 2/4:  18%|���▊        | 225/1250 [04:27<22:58,  1.34s/it, loss=0.578]
Epoch 2/4:  18%|█▊        | 225/1250 [04:28<22:58,  1.34s/it, loss=0.499]
Epoch 2/4:  18%|█▊        | 226/1250 [04:28<22:40,  1.33s/it, loss=0.499]
Epoch 2/4:  18%|█▊        | 226/1250 [04:29<22:40,  1.33s/it, loss=0.707]
Epoch 2/4:  18%|█▊        | 227/1250 [04:29<22:12,  1.30s/it, loss=0.707]
Epoch 2/4:  18%|█▊        | 227/1250 [04:31<22:12,  1.30s/it, loss=0.653]
Epoch 2/4:  18%|█▊        | 228/1250 [04:31<24:29,  1.44s/it, loss=0.653]
Epoch 2/4:  18%|█▊        | 228/1250 [04:32<24:29,  1.44s/it, loss=1.05] 
Epoch 2/4:  18%|█▊        | 229/1250 [04:32<23:34,  1.39s/it, loss=1.05]
Epoch 2/4:  18%|█▊        | 229/1250 [04:33<23:34,  1.39s/it, loss=0.498]
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Epoch 2/4:  18%|█▊        | 230/1250 [04:35<22:58,  1.35s/it, loss=0.599]
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Epoch 2/4:  18%|█▊        | 231/1250 [04:36<22:33,  1.33s/it, loss=0.564]
Epoch 2/4:  19%|█▊        | 232/1250 [04:36<23:11,  1.37s/it, loss=0.564]
Epoch 2/4:  19%|█▊        | 232/1250 [04:39<23:11,  1.37s/it, loss=0.587]
Epoch 2/4:  19%|█▊        | 233/1250 [04:39<29:32,  1.74s/it, loss=0.587]
Epoch 2/4:  19%|█▊        | 233/1250 [04:41<29:32,  1.74s/it, loss=1.04] 
Epoch 2/4:  19%|█▊        | 234/1250 [04:41<33:33,  1.98s/it, loss=1.04]
Epoch 2/4:  19%|█▊        | 234/1250 [04:43<33:33,  1.98s/it, loss=0.592]
Epoch 2/4:  19%|█▉        | 235/1250 [04:43<32:33,  1.92s/it, loss=0.592]
Epoch 2/4:  19%|█▉        | 235/1250 [04:45<32:33,  1.92s/it, loss=0.681]
Epoch 2/4:  19%|█▉        | 236/1250 [04:45<34:19,  2.03s/it, loss=0.681]
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Epoch 2/4:  19%|█▉        | 237/1250 [04:47<30:27,  1.80s/it, loss=0.494]
Epoch 2/4:  19%|█▉        | 237/1250 [04:48<30:27,  1.80s/it, loss=0.64] 
Epoch 2/4:  19%|█▉        | 238/1250 [04:48<28:55,  1.71s/it, loss=0.64]
Epoch 2/4:  19%|█▉        | 238/1250 [04:49<28:55,  1.71s/it, loss=0.762]
Epoch 2/4:  19%|█▉        | 239/1250 [04:49<27:08,  1.61s/it, loss=0.762]
Epoch 2/4:  19%|█▉        | 239/1250 [04:51<27:08,  1.61s/it, loss=0.552]
Epoch 2/4:  19%|█▉        | 240/1250 [04:51<25:30,  1.52s/it, loss=0.552]
Epoch 2/4:  19%|█▉        | 240/1250 [04:53<25:30,  1.52s/it, loss=0.706]
Epoch 2/4:  19%|█▉        | 241/1250 [04:53<28:09,  1.67s/it, loss=0.706]
Epoch 2/4:  19%|█▉        | 241/1250 [04:55<28:09,  1.67s/it, loss=0.447]
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Epoch 2/4:  19%|█▉        | 243/1250 [04:57<31:24,  1.87s/it, loss=0.843]
Epoch 2/4:  19%|█▉        | 243/1250 [04:59<31:24,  1.87s/it, loss=0.725]
Epoch 2/4:  20%|█▉        | 244/1250 [04:59<29:50,  1.78s/it, loss=0.725]
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Epoch 2/4:  20%|██        | 250/1250 [05:10<27:08,  1.63s/it, loss=0.551]
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Epoch 2/4:  20%|██        | 251/1250 [05:12<26:31,  1.59s/it, loss=0.59] 
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Epoch 2/4:  20%|██        | 252/1250 [05:13<28:16,  1.70s/it, loss=0.761]
Epoch 2/4:  20%|██        | 253/1250 [05:13<26:47,  1.61s/it, loss=0.761]
Epoch 2/4:  20%|██        | 253/1250 [05:15<26:47,  1.61s/it, loss=0.586]
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Epoch 2/4:  20%|██        | 254/1250 [05:17<25:29,  1.54s/it, loss=0.731]
Epoch 2/4:  20%|██        | 255/1250 [05:17<29:12,  1.76s/it, loss=0.731]
Epoch 2/4:  20%|██        | 255/1250 [05:19<29:12,  1.76s/it, loss=0.349]
Epoch 2/4:  20%|██        | 256/1250 [05:19<30:51,  1.86s/it, loss=0.349]
Epoch 2/4:  20%|██        | 256/1250 [05:21<30:51,  1.86s/it, loss=0.813]
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Epoch 2/4:  21%|██        | 259/1250 [05:28<33:24,  2.02s/it, loss=0.644]
Epoch 2/4:  21%|██        | 260/1250 [05:28<33:48,  2.05s/it, loss=0.644]
Epoch 2/4:  21%|██        | 260/1250 [05:29<33:48,  2.05s/it, loss=0.676]
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Epoch 2/4:  21%|██        | 261/1250 [05:31<31:13,  1.89s/it, loss=0.67] 
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Epoch 2/4:  21%|██        | 262/1250 [05:32<29:08,  1.77s/it, loss=0.62]
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Epoch 2/4:  21%|██        | 265/1250 [05:36<28:38,  1.75s/it, loss=0.948]
Epoch 2/4:  21%|██        | 265/1250 [05:38<28:38,  1.75s/it, loss=0.711]
Epoch 2/4:  21%|██▏       | 266/1250 [05:38<29:36,  1.81s/it, loss=0.711]
Epoch 2/4:  21%|██▏       | 266/1250 [05:39<29:36,  1.81s/it, loss=0.723]
Epoch 2/4:  21%|██▏       | 267/1250 [05:39<26:13,  1.60s/it, loss=0.723]
Epoch 2/4:  21%|██▏       | 267/1250 [05:41<26:13,  1.60s/it, loss=0.983]
Epoch 2/4:  21%|██▏       | 268/1250 [05:41<30:01,  1.83s/it, loss=0.983]
Epoch 2/4:  21%|██▏       | 268/1250 [05:45<30:01,  1.83s/it, loss=0.693]
Epoch 2/4:  22%|██▏       | 269/1250 [05:45<38:43,  2.37s/it, loss=0.693]
Epoch 2/4:  22%|██▏       | 269/1250 [05:46<38:43,  2.37s/it, loss=1.04] 
Epoch 2/4:  22%|██▏       | 270/1250 [05:46<33:39,  2.06s/it, loss=1.04]
Epoch 2/4:  22%|██▏       | 270/1250 [05:48<33:39,  2.06s/it, loss=0.579]
Epoch 2/4:  22%|██▏       | 271/1250 [05:48<30:48,  1.89s/it, loss=0.579]
Epoch 2/4:  22%|██▏       | 271/1250 [05:49<30:48,  1.89s/it, loss=0.835]
Epoch 2/4:  22%|██▏       | 272/1250 [05:49<28:29,  1.75s/it, loss=0.835]
Epoch 2/4:  22%|██▏       | 272/1250 [05:52<28:29,  1.75s/it, loss=0.619]
Epoch 2/4:  22%|██▏       | 273/1250 [05:52<32:05,  1.97s/it, loss=0.619]
Epoch 2/4:  22%|██▏       | 273/1250 [05:54<32:05,  1.97s/it, loss=0.787]
Epoch 2/4:  22%|██▏       | 274/1250 [05:54<34:01,  2.09s/it, loss=0.787]
Epoch 2/4:  22%|██▏       | 274/1250 [05:56<34:01,  2.09s/it, loss=0.693]
Epoch 2/4:  22%|██▏       | 275/1250 [05:56<35:51,  2.21s/it, loss=0.693]
Epoch 2/4:  22%|██▏       | 275/1250 [05:58<35:51,  2.21s/it, loss=0.78] 
Epoch 2/4:  22%|██▏       | 276/1250 [05:58<34:05,  2.10s/it, loss=0.78]
Epoch 2/4:  22%|██▏       | 276/1250 [05:59<34:05,  2.10s/it, loss=0.58]
Epoch 2/4:  22%|██▏       | 277/1250 [05:59<28:28,  1.76s/it, loss=0.58]
Epoch 2/4:  22%|██▏       | 277/1250 [06:00<28:28,  1.76s/it, loss=0.926]
Epoch 2/4:  22%|██▏       | 278/1250 [06:00<25:45,  1.59s/it, loss=0.926]
Epoch 2/4:  22%|██▏       | 278/1250 [06:02<25:45,  1.59s/it, loss=0.784]
Epoch 2/4:  22%|██▏       | 279/1250 [06:02<24:36,  1.52s/it, loss=0.784]
Epoch 2/4:  22%|██▏       | 279/1250 [06:03<24:36,  1.52s/it, loss=0.593]
Epoch 2/4:  22%|██▏       | 280/1250 [06:03<23:11,  1.43s/it, loss=0.593]
Epoch 2/4:  22%|██▏       | 280/1250 [06:04<23:11,  1.43s/it, loss=0.688]
Epoch 2/4:  22%|██▏       | 281/1250 [06:04<21:58,  1.36s/it, loss=0.688]
Epoch 2/4:  22%|██▏       | 281/1250 [06:06<21:58,  1.36s/it, loss=0.681]
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Epoch 2/4:  23%|██▎       | 282/1250 [06:07<23:50,  1.48s/it, loss=0.89] 
Epoch 2/4:  23%|██▎       | 283/1250 [06:07<21:24,  1.33s/it, loss=0.89]
Epoch 2/4:  23%|██▎       | 283/1250 [06:08<21:24,  1.33s/it, loss=0.861]
Epoch 2/4:  23%|██▎       | 284/1250 [06:08<20:09,  1.25s/it, loss=0.861]
Epoch 2/4:  23%|██▎       | 284/1250 [06:10<20:09,  1.25s/it, loss=0.633]
Epoch 2/4:  23%|██▎       | 285/1250 [06:10<22:07,  1.38s/it, loss=0.633]
Epoch 2/4:  23%|██▎       | 285/1250 [06:11<22:07,  1.38s/it, loss=0.764]
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Epoch 2/4:  23%|██▎       | 286/1250 [06:12<21:09,  1.32s/it, loss=0.619]
Epoch 2/4:  23%|██▎       | 287/1250 [06:12<22:07,  1.38s/it, loss=0.619]
Epoch 2/4:  23%|██▎       | 287/1250 [06:14<22:07,  1.38s/it, loss=0.904]
Epoch 2/4:  23%|██▎       | 288/1250 [06:14<21:33,  1.34s/it, loss=0.904]
Epoch 2/4:  23%|██▎       | 288/1250 [06:15<21:33,  1.34s/it, loss=0.733]
Epoch 2/4:  23%|██▎       | 289/1250 [06:15<21:56,  1.37s/it, loss=0.733]
Epoch 2/4:  23%|██▎       | 289/1250 [06:16<21:56,  1.37s/it, loss=1.08] 
Epoch 2/4:  23%|██▎       | 290/1250 [06:16<21:16,  1.33s/it, loss=1.08]
Epoch 2/4:  23%|██▎       | 290/1250 [06:18<21:16,  1.33s/it, loss=0.536]
Epoch 2/4:  23%|██▎       | 291/1250 [06:18<22:02,  1.38s/it, loss=0.536]
Epoch 2/4:  23%|██▎       | 291/1250 [06:19<22:02,  1.38s/it, loss=0.621]
Epoch 2/4:  23%|██▎       | 292/1250 [06:19<21:41,  1.36s/it, loss=0.621]
Epoch 2/4:  23%|██▎       | 292/1250 [06:21<21:41,  1.36s/it, loss=0.513]
Epoch 2/4:  23%|██▎       | 293/1250 [06:21<22:32,  1.41s/it, loss=0.513]
Epoch 2/4:  23%|██▎       | 293/1250 [06:23<22:32,  1.41s/it, loss=0.669]
Epoch 2/4:  24%|██▎       | 294/1250 [06:23<27:26,  1.72s/it, loss=0.669]
Epoch 2/4:  24%|██▎       | 294/1250 [06:26<27:26,  1.72s/it, loss=0.775]
Epoch 2/4:  24%|██▎       | 295/1250 [06:26<33:40,  2.12s/it, loss=0.775]
Epoch 2/4:  24%|██▎       | 295/1250 [06:27<33:40,  2.12s/it, loss=0.747]
Epoch 2/4:  24%|██▎       | 296/1250 [06:27<27:54,  1.76s/it, loss=0.747]
Epoch 2/4:  24%|██▎       | 296/1250 [06:29<27:54,  1.76s/it, loss=0.924]
Epoch 2/4:  24%|██▍       | 297/1250 [06:29<29:56,  1.89s/it, loss=0.924]
Epoch 2/4:  24%|██▍       | 297/1250 [06:31<29:56,  1.89s/it, loss=0.52] 
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Epoch 2/4:  25%|██▌       | 317/1250 [07:02<21:20,  1.37s/it, loss=0.669]
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Epoch 2/4:  26%|██▌       | 321/1250 [07:07<20:58,  1.36s/it, loss=0.65] 
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Epoch 2/4:  26%|██▌       | 325/1250 [07:13<21:05,  1.37s/it, loss=0.594]
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Epoch 2/4:  26%|██▌       | 326/1250 [07:14<22:09,  1.44s/it, loss=0.388]
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Epoch 2/4:  26%|██▌       | 327/1250 [07:16<21:46,  1.42s/it, loss=0.578]
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Epoch 2/4:  26%|██▌       | 328/1250 [07:17<21:08,  1.38s/it, loss=0.734]
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Epoch 2/4:  26%|██▋       | 329/1250 [07:19<21:42,  1.41s/it, loss=0.477]
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Epoch 2/4:  26%|██▋       | 330/1250 [07:20<21:51,  1.43s/it, loss=0.663]
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Epoch 2/4:  26%|██▋       | 331/1250 [07:21<21:14,  1.39s/it, loss=0.363]
Epoch 2/4:  27%|██▋       | 332/1250 [07:21<21:01,  1.37s/it, loss=0.363]
Epoch 2/4:  27%|██▋       | 332/1250 [07:23<21:01,  1.37s/it, loss=0.646]
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Epoch 2/4:  27%|██▋       | 333/1250 [07:24<21:38,  1.42s/it, loss=0.968]
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Epoch 2/4:  27%|██▋       | 334/1250 [07:25<20:55,  1.37s/it, loss=0.743]
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Epoch 2/4:  27%|██▋       | 335/1250 [07:26<19:56,  1.31s/it, loss=1.09] 
Epoch 2/4:  27%|██▋       | 336/1250 [07:26<19:28,  1.28s/it, loss=1.09]
Epoch 2/4:  27%|██▋       | 336/1250 [07:28<19:28,  1.28s/it, loss=0.822]
Epoch 2/4:  27%|██▋       | 337/1250 [07:28<20:18,  1.33s/it, loss=0.822]
Epoch 2/4:  27%|██▋       | 337/1250 [07:29<20:18,  1.33s/it, loss=0.692]
Epoch 2/4:  27%|██▋       | 338/1250 [07:29<19:37,  1.29s/it, loss=0.692]
Epoch 2/4:  27%|██▋       | 338/1250 [07:30<19:37,  1.29s/it, loss=0.461]
Epoch 2/4:  27%|██▋       | 339/1250 [07:30<18:41,  1.23s/it, loss=0.461]
Epoch 2/4:  27%|██▋       | 339/1250 [07:32<18:41,  1.23s/it, loss=0.607]
Epoch 2/4:  27%|██▋       | 340/1250 [07:32<19:40,  1.30s/it, loss=0.607]
Epoch 2/4:  27%|██▋       | 340/1250 [07:33<19:40,  1.30s/it, loss=0.799]
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Epoch 2/4:  27%|██▋       | 341/1250 [07:34<21:26,  1.42s/it, loss=0.717]
Epoch 2/4:  27%|██▋       | 342/1250 [07:34<20:21,  1.35s/it, loss=0.717]
Epoch 2/4:  27%|██▋       | 342/1250 [07:36<20:21,  1.35s/it, loss=0.841]
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Epoch 2/4:  27%|██▋       | 343/1250 [07:38<20:50,  1.38s/it, loss=0.809]
Epoch 2/4:  28%|██▊       | 344/1250 [07:38<23:48,  1.58s/it, loss=0.809]
Epoch 2/4:  28%|██▊       | 344/1250 [07:39<23:48,  1.58s/it, loss=0.662]
Epoch 2/4:  28%|██▊       | 345/1250 [07:39<22:42,  1.51s/it, loss=0.662]
Epoch 2/4:  28%|██▊       | 345/1250 [07:40<22:42,  1.51s/it, loss=0.536]
Epoch 2/4:  28%|██▊       | 346/1250 [07:40<21:29,  1.43s/it, loss=0.536]
Epoch 2/4:  28%|██▊       | 346/1250 [07:42<21:29,  1.43s/it, loss=0.601]
Epoch 2/4:  28%|██▊       | 347/1250 [07:42<21:16,  1.41s/it, loss=0.601]
Epoch 2/4:  28%|██▊       | 347/1250 [07:43<21:16,  1.41s/it, loss=0.938]
Epoch 2/4:  28%|██▊       | 348/1250 [07:43<21:38,  1.44s/it, loss=0.938]
Epoch 2/4:  28%|██▊       | 348/1250 [07:45<21:38,  1.44s/it, loss=0.941]
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Epoch 2/4:  28%|██▊       | 349/1250 [07:47<21:09,  1.41s/it, loss=1.02] 
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Epoch 2/4:  28%|██▊       | 350/1250 [07:49<26:30,  1.77s/it, loss=0.929]
Epoch 2/4:  28%|██▊       | 351/1250 [07:49<28:16,  1.89s/it, loss=0.929]
Epoch 2/4:  28%|██▊       | 351/1250 [07:52<28:16,  1.89s/it, loss=0.776]
Epoch 2/4:  28%|██▊       | 352/1250 [07:52<30:17,  2.02s/it, loss=0.776]
Epoch 2/4:  28%|██▊       | 352/1250 [07:54<30:17,  2.02s/it, loss=0.891]
Epoch 2/4:  28%|██▊       | 353/1250 [07:54<29:48,  1.99s/it, loss=0.891]
Epoch 2/4:  28%|██▊       | 353/1250 [07:56<29:48,  1.99s/it, loss=0.88] 
Epoch 2/4:  28%|██▊       | 354/1250 [07:56<30:00,  2.01s/it, loss=0.88]
Epoch 2/4:  28%|██▊       | 354/1250 [07:58<30:00,  2.01s/it, loss=0.679]
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Epoch 2/4:  28%|██▊       | 355/1250 [08:00<30:07,  2.02s/it, loss=0.854]
Epoch 2/4:  28%|██▊       | 356/1250 [08:00<30:21,  2.04s/it, loss=0.854]
Epoch 2/4:  28%|██▊       | 356/1250 [08:02<30:21,  2.04s/it, loss=0.501]
Epoch 2/4:  29%|██▊       | 357/1250 [08:02<32:35,  2.19s/it, loss=0.501]
Epoch 2/4:  29%|██▊       | 357/1250 [08:04<32:35,  2.19s/it, loss=0.672]
Epoch 2/4:  29%|██▊       | 358/1250 [08:04<29:41,  2.00s/it, loss=0.672]
Epoch 2/4:  29%|██▊       | 358/1250 [08:06<29:41,  2.00s/it, loss=0.753]
Epoch 2/4:  29%|██▊       | 359/1250 [08:06<30:47,  2.07s/it, loss=0.753]
Epoch 2/4:  29%|██▊       | 359/1250 [08:08<30:47,  2.07s/it, loss=0.577]
Epoch 2/4:  29%|██▉       | 360/1250 [08:08<29:11,  1.97s/it, loss=0.577]
Epoch 2/4:  29%|██▉       | 360/1250 [08:10<29:11,  1.97s/it, loss=0.489]
Epoch 2/4:  29%|██▉       | 361/1250 [08:10<28:23,  1.92s/it, loss=0.489]
Epoch 2/4:  29%|██▉       | 361/1250 [08:12<28:23,  1.92s/it, loss=0.888]
Epoch 2/4:  29%|██▉       | 362/1250 [08:12<27:33,  1.86s/it, loss=0.888]
Epoch 2/4:  29%|██▉       | 362/1250 [08:13<27:33,  1.86s/it, loss=0.615]
Epoch 2/4:  29%|██▉       | 363/1250 [08:13<26:52,  1.82s/it, loss=0.615]
Epoch 2/4:  29%|██▉       | 363/1250 [08:15<26:52,  1.82s/it, loss=0.592]
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Epoch 2/4:  29%|██▉       | 364/1250 [08:16<26:28,  1.79s/it, loss=0.778]
Epoch 2/4:  29%|██▉       | 365/1250 [08:16<25:01,  1.70s/it, loss=0.778]
Epoch 2/4:  29%|██▉       | 365/1250 [08:18<25:01,  1.70s/it, loss=0.841]
Epoch 2/4:  29%|██▉       | 366/1250 [08:18<23:56,  1.63s/it, loss=0.841]
Epoch 2/4:  29%|██▉       | 366/1250 [08:20<23:56,  1.63s/it, loss=0.892]
Epoch 2/4:  29%|██▉       | 367/1250 [08:20<25:26,  1.73s/it, loss=0.892]
Epoch 2/4:  29%|██▉       | 367/1250 [08:21<25:26,  1.73s/it, loss=0.939]
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Epoch 2/4:  29%|██▉       | 368/1250 [08:24<24:26,  1.66s/it, loss=0.758]
Epoch 2/4:  30%|██▉       | 369/1250 [08:24<27:16,  1.86s/it, loss=0.758]
Epoch 2/4:  30%|██▉       | 369/1250 [08:26<27:16,  1.86s/it, loss=0.691]
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Epoch 2/4:  30%|██▉       | 370/1250 [08:27<28:28,  1.94s/it, loss=0.576]
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Epoch 2/4:  30%|██▉       | 371/1250 [08:29<26:26,  1.80s/it, loss=0.785]
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Epoch 2/4:  30%|██▉       | 372/1250 [08:31<25:44,  1.76s/it, loss=0.903]
Epoch 2/4:  30%|██▉       | 373/1250 [08:31<26:12,  1.79s/it, loss=0.903]
Epoch 2/4:  30%|██▉       | 373/1250 [08:33<26:12,  1.79s/it, loss=0.452]
Epoch 2/4:  30%|██▉       | 374/1250 [08:33<26:42,  1.83s/it, loss=0.452]
Epoch 2/4:  30%|██▉       | 374/1250 [08:35<26:42,  1.83s/it, loss=0.599]
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Epoch 2/4:  30%|███       | 377/1250 [08:40<25:09,  1.73s/it, loss=0.804]
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Epoch 2/4:  30%|███       | 378/1250 [08:41<26:07,  1.80s/it, loss=0.579]
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Epoch 2/4:  30%|███       | 379/1250 [08:43<25:17,  1.74s/it, loss=0.637]
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Epoch 2/4:  31%|███       | 386/1250 [08:55<22:32,  1.57s/it, loss=0.506]
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Epoch 2/4:  31%|███       | 387/1250 [08:56<25:09,  1.75s/it, loss=0.616]
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Epoch 2/4:  33%|███▎      | 412/1250 [09:44<27:59,  2.00s/it, loss=0.698]
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Epoch 2/4:  33%|███▎      | 417/1250 [09:51<23:28,  1.69s/it, loss=0.72]
Epoch 2/4:  33%|███▎      | 417/1250 [09:53<23:28,  1.69s/it, loss=0.753]
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Epoch 2/4:  34%|███▎      | 420/1250 [09:58<23:45,  1.72s/it, loss=0.735]
Epoch 2/4:  34%|███▎      | 421/1250 [09:58<24:52,  1.80s/it, loss=0.735]
Epoch 2/4:  34%|███▎      | 421/1250 [10:00<24:52,  1.80s/it, loss=0.788]
Epoch 2/4:  34%|███▍      | 422/1250 [10:00<23:27,  1.70s/it, loss=0.788]
Epoch 2/4:  34%|███▍      | 422/1250 [10:01<23:27,  1.70s/it, loss=0.574]
Epoch 2/4:  34%|███▍      | 423/1250 [10:01<22:54,  1.66s/it, loss=0.574]
Epoch 2/4:  34%|███▍      | 423/1250 [10:03<22:54,  1.66s/it, loss=0.399]
Epoch 2/4:  34%|███▍      | 424/1250 [10:03<23:51,  1.73s/it, loss=0.399]
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Epoch 2/4:  34%|███▍      | 425/1250 [10:05<23:15,  1.69s/it, loss=0.688]
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Epoch 2/4:  34%|███▍      | 426/1250 [10:08<23:39,  1.72s/it, loss=0.901]
Epoch 2/4:  34%|███▍      | 427/1250 [10:08<24:40,  1.80s/it, loss=0.901]
Epoch 2/4:  34%|███▍      | 427/1250 [10:10<24:40,  1.80s/it, loss=0.754]
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Epoch 2/4:  34%|███▍      | 429/1250 [10:14<23:29,  1.72s/it, loss=0.818]
Epoch 2/4:  34%|███▍      | 430/1250 [10:14<24:11,  1.77s/it, loss=0.818]
Epoch 2/4:  34%|███▍      | 430/1250 [10:15<24:11,  1.77s/it, loss=0.549]
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Epoch 2/4:  34%|███▍      | 431/1250 [10:17<22:34,  1.65s/it, loss=0.93] 
Epoch 2/4:  35%|███▍      | 432/1250 [10:17<22:07,  1.62s/it, loss=0.93]
Epoch 2/4:  35%|███▍      | 432/1250 [10:18<22:07,  1.62s/it, loss=0.591]
Epoch 2/4:  35%|███▍      | 433/1250 [10:18<23:28,  1.72s/it, loss=0.591]
Epoch 2/4:  35%|███▍      | 433/1250 [10:20<23:28,  1.72s/it, loss=0.659]
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Epoch 2/4:  35%|███▍      | 434/1250 [10:22<22:35,  1.66s/it, loss=0.652]
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Epoch 2/4:  35%|███▍      | 435/1250 [10:23<22:08,  1.63s/it, loss=0.539]
Epoch 2/4:  35%|███▍      | 436/1250 [10:23<22:59,  1.70s/it, loss=0.539]
Epoch 2/4:  35%|███▍      | 436/1250 [10:25<22:59,  1.70s/it, loss=0.913]
Epoch 2/4:  35%|███▍      | 437/1250 [10:25<22:25,  1.65s/it, loss=0.913]
Epoch 2/4:  35%|███▍      | 437/1250 [10:26<22:25,  1.65s/it, loss=0.494]
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Epoch 2/4:  35%|███▌      | 439/1250 [10:28<22:57,  1.70s/it, loss=1.34]
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Epoch 2/4:  35%|███▌      | 442/1250 [10:34<25:33,  1.90s/it, loss=0.742]
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Epoch 2/4:  36%|███▌      | 445/1250 [10:42<26:07,  1.95s/it, loss=0.759]
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Epoch 2/4:  36%|███▌      | 446/1250 [10:44<25:39,  1.91s/it, loss=0.871]
Epoch 2/4:  36%|███▌      | 447/1250 [10:44<24:55,  1.86s/it, loss=0.871]
Epoch 2/4:  36%|███▌      | 447/1250 [10:45<24:55,  1.86s/it, loss=0.504]
Epoch 2/4:  36%|███▌      | 448/1250 [10:45<23:13,  1.74s/it, loss=0.504]
Epoch 2/4:  36%|███▌      | 448/1250 [10:47<23:13,  1.74s/it, loss=0.571]
Epoch 2/4:  36%|███▌      | 449/1250 [10:47<23:09,  1.73s/it, loss=0.571]
Epoch 2/4:  36%|███▌      | 449/1250 [10:48<23:09,  1.73s/it, loss=0.642]
Epoch 2/4:  36%|███▌      | 450/1250 [10:48<22:05,  1.66s/it, loss=0.642]
Epoch 2/4:  36%|███▌      | 450/1250 [10:50<22:05,  1.66s/it, loss=0.652]
Epoch 2/4:  36%|███▌      | 451/1250 [10:50<21:57,  1.65s/it, loss=0.652]
Epoch 2/4:  36%|███▌      | 451/1250 [10:52<21:57,  1.65s/it, loss=0.452]
Epoch 2/4:  36%|███▌      | 452/1250 [10:52<21:46,  1.64s/it, loss=0.452]
Epoch 2/4:  36%|███▌      | 452/1250 [10:53<21:46,  1.64s/it, loss=0.682]
Epoch 2/4:  36%|███▌      | 453/1250 [10:53<22:04,  1.66s/it, loss=0.682]
Epoch 2/4:  36%|███▌      | 453/1250 [10:55<22:04,  1.66s/it, loss=0.746]
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Epoch 2/4:  36%|███▋      | 454/1250 [10:56<21:38,  1.63s/it, loss=0.713]
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Epoch 2/4:  36%|███▋      | 455/1250 [10:58<21:15,  1.60s/it, loss=0.599]
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Epoch 2/4:  36%|███▋      | 456/1250 [11:00<22:09,  1.67s/it, loss=0.596]
Epoch 2/4:  37%|███▋      | 457/1250 [11:00<22:09,  1.68s/it, loss=0.596]
Epoch 2/4:  37%|███▋      | 457/1250 [11:01<22:09,  1.68s/it, loss=0.668]
Epoch 2/4:  37%|███▋      | 458/1250 [11:01<21:20,  1.62s/it, loss=0.668]
Epoch 2/4:  37%|███▋      | 458/1250 [11:03<21:20,  1.62s/it, loss=0.571]
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Epoch 2/4:  37%|███▋      | 459/1250 [11:05<22:11,  1.68s/it, loss=1.04] 
Epoch 2/4:  37%|███▋      | 460/1250 [11:05<23:01,  1.75s/it, loss=1.04]
Epoch 2/4:  37%|███▋      | 460/1250 [11:07<23:01,  1.75s/it, loss=0.57]
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Epoch 2/4:  37%|███▋      | 461/1250 [11:09<23:00,  1.75s/it, loss=0.776]
Epoch 2/4:  37%|███▋      | 462/1250 [11:09<24:08,  1.84s/it, loss=0.776]
Epoch 2/4:  37%|███▋      | 462/1250 [11:10<24:08,  1.84s/it, loss=0.878]
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Epoch 2/4:  37%|███▋      | 463/1250 [11:12<23:02,  1.76s/it, loss=0.581]
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Epoch 2/4:  37%|███▋      | 464/1250 [11:14<23:39,  1.81s/it, loss=0.613]
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Epoch 2/4:  37%|███▋      | 466/1250 [11:18<22:23,  1.71s/it, loss=0.718]
Epoch 2/4:  37%|███▋      | 467/1250 [11:18<24:01,  1.84s/it, loss=0.718]
Epoch 2/4:  37%|███▋      | 467/1250 [11:20<24:01,  1.84s/it, loss=0.945]
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Epoch 2/4:  38%|███▊      | 470/1250 [11:24<22:40,  1.74s/it, loss=0.728]
Epoch 2/4:  38%|███▊      | 471/1250 [11:24<21:53,  1.69s/it, loss=0.728]
Epoch 2/4:  38%|███▊      | 471/1250 [11:26<21:53,  1.69s/it, loss=0.403]
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Epoch 2/4:  38%|███▊      | 472/1250 [11:28<21:10,  1.63s/it, loss=0.644]
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Epoch 2/4:  38%|███▊      | 477/1250 [11:36<22:52,  1.78s/it, loss=0.703]
Epoch 2/4:  38%|███▊      | 478/1250 [11:36<22:06,  1.72s/it, loss=0.703]
Epoch 2/4:  38%|███▊      | 478/1250 [11:38<22:06,  1.72s/it, loss=0.906]
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Epoch 2/4:  56%|█████▌    | 697/1250 [18:37<19:37,  2.13s/it, loss=0.676]
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Epoch 2/4:  56%|█████▌    | 698/1250 [18:40<19:25,  2.11s/it, loss=0.601]
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Epoch 2/4:  56%|█████▌    | 701/1250 [18:46<19:27,  2.13s/it, loss=0.743]
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Epoch 2/4:  57%|█████▋    | 714/1250 [19:11<18:04,  2.02s/it, loss=0.834]
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Epoch 2/4:  61%|██████    | 765/1250 [20:52<16:21,  2.02s/it, loss=0.499]
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Epoch 2/4:  61%|██████▏   | 768/1250 [20:58<17:07,  2.13s/it, loss=0.782]
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Epoch 2/4:  62%|██████▏   | 769/1250 [21:00<16:38,  2.08s/it, loss=0.626]
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Epoch 2/4:  62%|██████▏   | 772/1250 [21:06<15:55,  2.00s/it, loss=0.636]
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Epoch 2/4:  62%|██████▏   | 776/1250 [21:14<16:32,  2.09s/it, loss=0.753]
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Epoch 2/4:  62%|██████▏   | 777/1250 [21:16<15:34,  1.97s/it, loss=0.7]  
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Epoch 2/4:  63%|██████▎   | 784/1250 [21:29<14:59,  1.93s/it, loss=0.615]
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Epoch 2/4:  63%|██████▎   | 786/1250 [21:33<15:24,  1.99s/it, loss=0.609]
Epoch 2/4:  63%|██████▎   | 787/1250 [21:33<14:57,  1.94s/it, loss=0.609]
Epoch 2/4:  63%|██████▎   | 787/1250 [21:35<14:57,  1.94s/it, loss=1.12] 
Epoch 2/4:  63%|██████▎   | 788/1250 [21:35<14:18,  1.86s/it, loss=1.12]
Epoch 2/4:  63%|██████▎   | 788/1250 [21:37<14:18,  1.86s/it, loss=0.581]
Epoch 2/4:  63%|██████▎   | 789/1250 [21:37<15:46,  2.05s/it, loss=0.581]
Epoch 2/4:  63%|██████▎   | 789/1250 [21:39<15:46,  2.05s/it, loss=1.14] 
Epoch 2/4:  63%|██████▎   | 790/1250 [21:39<14:41,  1.92s/it, loss=1.14]
Epoch 2/4:  63%|██████▎   | 790/1250 [21:41<14:41,  1.92s/it, loss=0.305]
Epoch 2/4:  63%|██████▎   | 791/1250 [21:41<15:11,  1.99s/it, loss=0.305]
Epoch 2/4:  63%|██████▎   | 791/1250 [21:43<15:11,  1.99s/it, loss=0.932]
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Epoch 2/4:  63%|██████▎   | 792/1250 [21:45<15:30,  2.03s/it, loss=0.782]
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Epoch 2/4:  63%|██████▎   | 793/1250 [21:47<15:20,  2.01s/it, loss=0.781]
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Epoch 2/4:  64%|██████▎   | 794/1250 [21:49<14:55,  1.96s/it, loss=0.785]
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Epoch 2/4:  64%|██████▎   | 795/1250 [21:51<14:41,  1.94s/it, loss=0.768]
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Epoch 2/4:  64%|██████▎   | 796/1250 [21:53<15:17,  2.02s/it, loss=0.543]
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Epoch 2/4:  64%|██████▍   | 797/1250 [21:55<15:01,  1.99s/it, loss=0.929]
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Epoch 2/4:  64%|██████▍   | 798/1250 [21:57<15:03,  2.00s/it, loss=0.7]  
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Epoch 2/4:  64%|██████▍   | 799/1250 [21:59<15:45,  2.10s/it, loss=0.722]
Epoch 2/4:  64%|██████▍   | 800/1250 [21:59<14:44,  1.97s/it, loss=0.722]
Epoch 2/4:  64%|██████▍   | 800/1250 [22:01<14:44,  1.97s/it, loss=0.651]
Epoch 2/4:  64%|██████▍   | 801/1250 [22:01<14:51,  1.98s/it, loss=0.651]
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Epoch 2/4:  64%|██████▍   | 802/1250 [22:03<15:16,  2.05s/it, loss=0.565]
Epoch 2/4:  64%|██████▍   | 802/1250 [22:05<15:16,  2.05s/it, loss=0.716]
Epoch 2/4:  64%|██████▍   | 803/1250 [22:05<15:05,  2.03s/it, loss=0.716]
Epoch 2/4:  64%|██████▍   | 803/1250 [22:07<15:05,  2.03s/it, loss=0.713]
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Epoch 2/4:  64%|██████▍   | 804/1250 [22:09<15:15,  2.05s/it, loss=0.613]
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Epoch 2/4:  64%|██████▍   | 805/1250 [22:11<14:36,  1.97s/it, loss=0.703]
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Epoch 2/4:  64%|██████▍   | 806/1250 [22:13<14:51,  2.01s/it, loss=0.4]  
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Epoch 2/4:  65%|██████▍   | 807/1250 [22:15<14:58,  2.03s/it, loss=0.614]
Epoch 2/4:  65%|██████▍   | 808/1250 [22:15<14:17,  1.94s/it, loss=0.614]
Epoch 2/4:  65%|██████▍   | 808/1250 [22:17<14:17,  1.94s/it, loss=0.627]
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Epoch 2/4:  65%|██████▍   | 809/1250 [22:19<14:15,  1.94s/it, loss=0.829]
Epoch 2/4:  65%|██████▍   | 810/1250 [22:19<14:22,  1.96s/it, loss=0.829]
Epoch 2/4:  65%|██████▍   | 810/1250 [22:21<14:22,  1.96s/it, loss=0.719]
Epoch 2/4:  65%|██████▍   | 811/1250 [22:21<14:08,  1.93s/it, loss=0.719]
Epoch 2/4:  65%|██████▍   | 811/1250 [22:23<14:08,  1.93s/it, loss=0.688]
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Epoch 2/4:  65%|██████▍   | 812/1250 [22:25<14:23,  1.97s/it, loss=0.847]
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Epoch 2/4:  65%|██████▌   | 813/1250 [22:27<14:16,  1.96s/it, loss=0.371]
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Epoch 2/4:  65%|██████▌   | 814/1250 [22:29<14:19,  1.97s/it, loss=0.632]
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Epoch 2/4:  65%|██████▌   | 815/1250 [22:31<14:19,  1.98s/it, loss=0.997]
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Epoch 2/4:  65%|██████▌   | 816/1250 [22:33<14:25,  1.99s/it, loss=0.592]
Epoch 2/4:  65%|██████▌   | 817/1250 [22:33<14:37,  2.03s/it, loss=0.592]
Epoch 2/4:  65%|██████▌   | 817/1250 [22:35<14:37,  2.03s/it, loss=0.571]
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Epoch 2/4:  65%|██████▌   | 818/1250 [22:37<14:36,  2.03s/it, loss=0.777]
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Epoch 2/4:  66%|██████▌   | 819/1250 [22:39<14:55,  2.08s/it, loss=0.781]
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Epoch 2/4:  66%|██████▌   | 820/1250 [22:41<14:23,  2.01s/it, loss=0.468]
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Epoch 2/4:  66%|██████▌   | 821/1250 [22:44<14:58,  2.09s/it, loss=0.864]
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Epoch 2/4:  66%|██████▌   | 822/1250 [22:46<14:57,  2.10s/it, loss=1.01] 
Epoch 2/4:  66%|██████▌   | 823/1250 [22:46<14:55,  2.10s/it, loss=1.01]
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Epoch 2/4:  66%|██████▌   | 824/1250 [22:49<14:45,  2.08s/it, loss=0.607]
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Epoch 2/4:  66%|██████▌   | 826/1250 [22:53<14:10,  2.01s/it, loss=0.819]
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Epoch 2/4:  66%|██████▌   | 827/1250 [22:55<13:43,  1.95s/it, loss=0.623]
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Epoch 2/4:  66%|██████▌   | 828/1250 [22:57<13:52,  1.97s/it, loss=0.624]
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Epoch 2/4:  66%|██████▋   | 829/1250 [22:59<14:04,  2.01s/it, loss=0.538]
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Epoch 2/4:  74%|█████���█▍  | 927/1250 [26:05<07:02,  1.31s/it, loss=0.455]
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Epoch 2/4:  76%|███████▌  | 944/1250 [26:28<06:12,  1.22s/it, loss=0.608]
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Epoch 2/4:  76%|███████▌  | 945/1250 [26:29<06:07,  1.21s/it, loss=0.692]
Epoch 2/4:  76%|███████▌  | 946/1250 [26:29<06:05,  1.20s/it, loss=0.692]
Epoch 2/4:  76%|███████▌  | 946/1250 [26:30<06:05,  1.20s/it, loss=0.842]
Epoch 2/4:  76%|███████▌  | 947/1250 [26:30<05:57,  1.18s/it, loss=0.842]
Epoch 2/4:  76%|███████▌  | 947/1250 [26:31<05:57,  1.18s/it, loss=0.48] 
Epoch 2/4:  76%|███████▌  | 948/1250 [26:31<05:52,  1.17s/it, loss=0.48]
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Epoch 2/4:  76%|███████▌  | 950/1250 [26:33<05:55,  1.19s/it, loss=0.717]
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Epoch 2/4:  76%|███████▌  | 953/1250 [26:37<05:47,  1.17s/it, loss=0.71]
Epoch 2/4:  76%|███████▌  | 953/1250 [26:38<05:47,  1.17s/it, loss=0.5] 
Epoch 2/4:  76%|███████▋  | 954/1250 [26:38<05:50,  1.18s/it, loss=0.5]
Epoch 2/4:  76%|███████▋  | 954/1250 [26:39<05:50,  1.18s/it, loss=0.892]
Epoch 2/4:  76%|███████▋  | 955/1250 [26:39<05:49,  1.18s/it, loss=0.892]
Epoch 2/4:  76%|███████▋  | 955/1250 [26:40<05:49,  1.18s/it, loss=0.657]
Epoch 2/4:  76%|███████▋  | 956/1250 [26:40<05:43,  1.17s/it, loss=0.657]
Epoch 2/4:  76%|███████▋  | 956/1250 [26:42<05:43,  1.17s/it, loss=1.07] 
Epoch 2/4:  77%|███████▋  | 957/1250 [26:42<05:47,  1.19s/it, loss=1.07]
Epoch 2/4:  77%|███████▋  | 957/1250 [26:43<05:47,  1.19s/it, loss=0.879]
Epoch 2/4:  77%|███████▋  | 958/1250 [26:43<05:52,  1.21s/it, loss=0.879]
Epoch 2/4:  77%|███████▋  | 958/1250 [26:44<05:52,  1.21s/it, loss=1.05] 
Epoch 2/4:  77%|███████▋  | 959/1250 [26:44<05:54,  1.22s/it, loss=1.05]
Epoch 2/4:  77%|███████▋  | 959/1250 [26:45<05:54,  1.22s/it, loss=0.614]
Epoch 2/4:  77%|███████▋  | 960/1250 [26:45<05:48,  1.20s/it, loss=0.614]
Epoch 2/4:  77%|███████▋  | 960/1250 [26:46<05:48,  1.20s/it, loss=0.612]
Epoch 2/4:  77%|███████▋  | 961/1250 [26:46<05:39,  1.17s/it, loss=0.612]
Epoch 2/4:  77%|███████▋  | 961/1250 [26:48<05:39,  1.17s/it, loss=0.665]
Epoch 2/4:  77%|███████▋  | 962/1250 [26:48<05:39,  1.18s/it, loss=0.665]
Epoch 2/4:  77%|███████▋  | 962/1250 [26:49<05:39,  1.18s/it, loss=0.657]
Epoch 2/4:  77%|███████▋  | 963/1250 [26:49<05:39,  1.18s/it, loss=0.657]
Epoch 2/4:  77%|███████▋  | 963/1250 [26:50<05:39,  1.18s/it, loss=0.784]
Epoch 2/4:  77%|███████▋  | 964/1250 [26:50<05:34,  1.17s/it, loss=0.784]
Epoch 2/4:  77%|███████▋  | 964/1250 [26:51<05:34,  1.17s/it, loss=0.618]
Epoch 2/4:  77%|███████▋  | 965/1250 [26:51<05:32,  1.17s/it, loss=0.618]
Epoch 2/4:  77%|███████▋  | 965/1250 [26:52<05:32,  1.17s/it, loss=0.711]
Epoch 2/4:  77%|███████▋  | 966/1250 [26:52<05:40,  1.20s/it, loss=0.711]
Epoch 2/4:  77%|███████▋  | 966/1250 [26:54<05:40,  1.20s/it, loss=0.737]
Epoch 2/4:  77%|███████▋  | 967/1250 [26:54<05:43,  1.21s/it, loss=0.737]
Epoch 2/4:  77%|███████▋  | 967/1250 [26:55<05:43,  1.21s/it, loss=0.519]
Epoch 2/4:  77%|███████▋  | 968/1250 [26:55<05:37,  1.20s/it, loss=0.519]
Epoch 2/4:  77%|███████▋  | 968/1250 [26:56<05:37,  1.20s/it, loss=0.933]
Epoch 2/4:  78%|███████▊  | 969/1250 [26:56<05:28,  1.17s/it, loss=0.933]
Epoch 2/4:  78%|███████▊  | 969/1250 [26:57<05:28,  1.17s/it, loss=0.626]
Epoch 2/4:  78%|███████▊  | 970/1250 [26:57<05:35,  1.20s/it, loss=0.626]
Epoch 2/4:  78%|███████▊  | 970/1250 [26:58<05:35,  1.20s/it, loss=0.511]
Epoch 2/4:  78%|███████▊  | 971/1250 [26:58<05:38,  1.21s/it, loss=0.511]
Epoch 2/4:  78%|███████▊  | 971/1250 [27:00<05:38,  1.21s/it, loss=0.939]
Epoch 2/4:  78%|███████▊  | 972/1250 [27:00<05:33,  1.20s/it, loss=0.939]
Epoch 2/4:  78%|███████▊  | 972/1250 [27:01<05:33,  1.20s/it, loss=0.772]
Epoch 2/4:  78%|███████▊  | 973/1250 [27:01<05:27,  1.18s/it, loss=0.772]
Epoch 2/4:  78%|███████▊  | 973/1250 [27:02<05:27,  1.18s/it, loss=0.757]
Epoch 2/4:  78%|███████▊  | 974/1250 [27:02<05:29,  1.19s/it, loss=0.757]
Epoch 2/4:  78%|███████▊  | 974/1250 [27:03<05:29,  1.19s/it, loss=0.645]
Epoch 2/4:  78%|███████▊  | 975/1250 [27:03<05:33,  1.21s/it, loss=0.645]
Epoch 2/4:  78%|███████▊  | 975/1250 [27:04<05:33,  1.21s/it, loss=0.511]
Epoch 2/4:  78%|███████▊  | 976/1250 [27:04<05:29,  1.20s/it, loss=0.511]
Epoch 2/4:  78%|███████▊  | 976/1250 [27:05<05:29,  1.20s/it, loss=0.695]
Epoch 2/4:  78%|███████▊  | 977/1250 [27:05<05:22,  1.18s/it, loss=0.695]
Epoch 2/4:  78%|███████▊  | 977/1250 [27:07<05:22,  1.18s/it, loss=0.538]
Epoch 2/4:  78%|███████▊  | 978/1250 [27:07<05:21,  1.18s/it, loss=0.538]
Epoch 2/4:  78%|███████▊  | 978/1250 [27:08<05:21,  1.18s/it, loss=0.85] 
Epoch 2/4:  78%|███████▊  | 979/1250 [27:08<05:24,  1.20s/it, loss=0.85]
Epoch 2/4:  78%|███████▊  | 979/1250 [27:09<05:24,  1.20s/it, loss=0.669]
Epoch 2/4:  78%|███████▊  | 980/1250 [27:09<05:20,  1.19s/it, loss=0.669]
Epoch 2/4:  78%|███████▊  | 980/1250 [27:10<05:20,  1.19s/it, loss=0.499]
Epoch 2/4:  78%|███████▊  | 981/1250 [27:10<05:14,  1.17s/it, loss=0.499]
Epoch 2/4:  78%|███████▊  | 981/1250 [27:11<05:14,  1.17s/it, loss=0.595]
Epoch 2/4:  79%|███████▊  | 982/1250 [27:11<05:16,  1.18s/it, loss=0.595]
Epoch 2/4:  79%|███████▊  | 982/1250 [27:13<05:16,  1.18s/it, loss=0.71] 
Epoch 2/4:  79%|███████▊  | 983/1250 [27:13<05:31,  1.24s/it, loss=0.71]
Epoch 2/4:  79%|███████▊  | 983/1250 [27:14<05:31,  1.24s/it, loss=0.863]
Epoch 2/4:  79%|███████▊  | 984/1250 [27:14<05:34,  1.26s/it, loss=0.863]
Epoch 2/4:  79%|███████▊  | 984/1250 [27:15<05:34,  1.26s/it, loss=0.745]
Epoch 2/4:  79%|███████▉  | 985/1250 [27:15<05:26,  1.23s/it, loss=0.745]
Epoch 2/4:  79%|███████▉  | 985/1250 [27:16<05:26,  1.23s/it, loss=0.612]
Epoch 2/4:  79%|███████▉  | 986/1250 [27:16<05:18,  1.21s/it, loss=0.612]
Epoch 2/4:  79%|███████▉  | 986/1250 [27:18<05:18,  1.21s/it, loss=0.901]
Epoch 2/4:  79%|███████▉  | 987/1250 [27:18<05:13,  1.19s/it, loss=0.901]
Epoch 2/4:  79%|███████▉  | 987/1250 [27:19<05:13,  1.19s/it, loss=0.683]
Epoch 2/4:  79%|███████▉  | 988/1250 [27:19<05:12,  1.19s/it, loss=0.683]
Epoch 2/4:  79%|███████▉  | 988/1250 [27:20<05:12,  1.19s/it, loss=0.616]
Epoch 2/4:  79%|███████▉  | 989/1250 [27:20<05:06,  1.17s/it, loss=0.616]
Epoch 2/4:  79%|███████▉  | 989/1250 [27:21<05:06,  1.17s/it, loss=0.78] 
Epoch 2/4:  79%|███████▉  | 990/1250 [27:21<05:01,  1.16s/it, loss=0.78]
Epoch 2/4:  79%|███████▉  | 990/1250 [27:22<05:01,  1.16s/it, loss=0.839]
Epoch 2/4:  79%|███████▉  | 991/1250 [27:22<05:07,  1.19s/it, loss=0.839]
Epoch 2/4:  79%|███████▉  | 991/1250 [27:24<05:07,  1.19s/it, loss=0.505]
Epoch 2/4:  79%|███████▉  | 992/1250 [27:24<05:11,  1.21s/it, loss=0.505]
Epoch 2/4:  79%|███████▉  | 992/1250 [27:25<05:11,  1.21s/it, loss=0.774]
Epoch 2/4:  79%|███████▉  | 993/1250 [27:25<05:07,  1.20s/it, loss=0.774]
Epoch 2/4:  79%|███████▉  | 993/1250 [27:26<05:07,  1.20s/it, loss=0.619]
Epoch 2/4:  80%|███████▉  | 994/1250 [27:26<05:01,  1.18s/it, loss=0.619]
Epoch 2/4:  80%|███████▉  | 994/1250 [27:27<05:01,  1.18s/it, loss=0.968]
Epoch 2/4:  80%|███████▉  | 995/1250 [27:27<05:00,  1.18s/it, loss=0.968]
Epoch 2/4:  80%|███████▉  | 995/1250 [27:28<05:00,  1.18s/it, loss=0.932]
Epoch 2/4:  80%|███████▉  | 996/1250 [27:28<05:02,  1.19s/it, loss=0.932]
Epoch 2/4:  80%|███████▉  | 996/1250 [27:29<05:02,  1.19s/it, loss=0.66] 
Epoch 2/4:  80%|███████▉  | 997/1250 [27:29<04:59,  1.19s/it, loss=0.66]
Epoch 2/4:  80%|███████▉  | 997/1250 [27:31<04:59,  1.19s/it, loss=0.597]
Epoch 2/4:  80%|███████▉  | 998/1250 [27:31<04:53,  1.16s/it, loss=0.597]
Epoch 2/4:  80%|███████▉  | 998/1250 [27:32<04:53,  1.16s/it, loss=0.387]
Epoch 2/4:  80%|███████▉  | 999/1250 [27:32<04:50,  1.16s/it, loss=0.387]
Epoch 2/4:  80%|███████▉  | 999/1250 [27:33<04:50,  1.16s/it, loss=0.727]
Epoch 2/4:  80%|████████  | 1000/1250 [27:33<04:59,  1.20s/it, loss=0.727]
Epoch 2/4:  80%|████████  | 1000/1250 [27:34<04:59,  1.20s/it, loss=0.716]
Epoch 2/4:  80%|████████  | 1001/1250 [27:34<05:01,  1.21s/it, loss=0.716]
Epoch 2/4:  80%|████████  | 1001/1250 [27:35<05:01,  1.21s/it, loss=0.858]
Epoch 2/4:  80%|████████  | 1002/1250 [27:35<04:53,  1.18s/it, loss=0.858]
Epoch 2/4:  80%|████████  | 1002/1250 [27:36<04:53,  1.18s/it, loss=0.696]
Epoch 2/4:  80%|████████  | 1003/1250 [27:36<04:46,  1.16s/it, loss=0.696]
Epoch 2/4:  80%|████████  | 1003/1250 [27:38<04:46,  1.16s/it, loss=0.975]
Epoch 2/4:  80%|████████  | 1004/1250 [27:38<04:52,  1.19s/it, loss=0.975]
Epoch 2/4:  80%|████████  | 1004/1250 [27:39<04:52,  1.19s/it, loss=0.643]
Epoch 2/4:  80%|████████  | 1005/1250 [27:39<05:00,  1.23s/it, loss=0.643]
Epoch 2/4:  80%|████████  | 1005/1250 [27:40<05:00,  1.23s/it, loss=0.667]
Epoch 2/4:  80%|████████  | 1006/1250 [27:40<04:55,  1.21s/it, loss=0.667]
Epoch 2/4:  80%|████████  | 1006/1250 [27:41<04:55,  1.21s/it, loss=0.938]
Epoch 2/4:  81%|████████  | 1007/1250 [27:41<04:46,  1.18s/it, loss=0.938]
Epoch 2/4:  81%|████████  | 1007/1250 [27:43<04:46,  1.18s/it, loss=0.73] 
Epoch 2/4:  81%|████████  | 1008/1250 [27:43<04:51,  1.20s/it, loss=0.73]
Epoch 2/4:  81%|████████  | 1008/1250 [27:44<04:51,  1.20s/it, loss=0.379]
Epoch 2/4:  81%|████████  | 1009/1250 [27:44<04:57,  1.23s/it, loss=0.379]
Epoch 2/4:  81%|████████  | 1009/1250 [27:45<04:57,  1.23s/it, loss=0.547]
Epoch 2/4:  81%|████████  | 1010/1250 [27:45<04:53,  1.22s/it, loss=0.547]
Epoch 2/4:  81%|████████  | 1010/1250 [27:46<04:53,  1.22s/it, loss=0.712]
Epoch 2/4:  81%|████████  | 1011/1250 [27:46<04:41,  1.18s/it, loss=0.712]
Epoch 2/4:  81%|████████  | 1011/1250 [27:47<04:41,  1.18s/it, loss=0.563]
Epoch 2/4:  81%|████████  | 1012/1250 [27:47<04:35,  1.16s/it, loss=0.563]
Epoch 2/4:  81%|████████  | 1012/1250 [27:48<04:35,  1.16s/it, loss=0.77] 
Epoch 2/4:  81%|████████  | 1013/1250 [27:48<04:35,  1.16s/it, loss=0.77]
Epoch 2/4:  81%|████████  | 1013/1250 [27:50<04:35,  1.16s/it, loss=0.633]
Epoch 2/4:  81%|████████  | 1014/1250 [27:50<04:34,  1.16s/it, loss=0.633]
Epoch 2/4:  81%|████████  | 1014/1250 [27:51<04:34,  1.16s/it, loss=0.824]
Epoch 2/4:  81%|████████  | 1015/1250 [27:51<04:32,  1.16s/it, loss=0.824]
Epoch 2/4:  81%|████████  | 1015/1250 [27:52<04:32,  1.16s/it, loss=0.547]
Epoch 2/4:  81%|████████▏ | 1016/1250 [27:52<04:32,  1.16s/it, loss=0.547]
Epoch 2/4:  81%|████████▏ | 1016/1250 [27:53<04:32,  1.16s/it, loss=0.949]
Epoch 2/4:  81%|████████▏ | 1017/1250 [27:53<04:35,  1.18s/it, loss=0.949]
Epoch 2/4:  81%|████████▏ | 1017/1250 [27:54<04:35,  1.18s/it, loss=0.964]
Epoch 2/4:  81%|████████▏ | 1018/1250 [27:54<04:35,  1.19s/it, loss=0.964]
Epoch 2/4:  81%|████████▏ | 1018/1250 [27:55<04:35,  1.19s/it, loss=0.862]
Epoch 2/4:  82%|████████▏ | 1019/1250 [27:55<04:31,  1.17s/it, loss=0.862]
Epoch 2/4:  82%|████████▏ | 1019/1250 [27:57<04:31,  1.17s/it, loss=0.719]
Epoch 2/4:  82%|████████▏ | 1020/1250 [27:57<04:25,  1.15s/it, loss=0.719]
Epoch 2/4:  82%|████████▏ | 1020/1250 [27:58<04:25,  1.15s/it, loss=0.955]
Epoch 2/4:  82%|████████▏ | 1021/1250 [27:58<04:27,  1.17s/it, loss=0.955]
Epoch 2/4:  82%|████████▏ | 1021/1250 [27:59<04:27,  1.17s/it, loss=0.603]
Epoch 2/4:  82%|████████▏ | 1022/1250 [27:59<04:30,  1.19s/it, loss=0.603]
Epoch 2/4:  82%|████████▏ | 1022/1250 [28:00<04:30,  1.19s/it, loss=0.528]
Epoch 2/4:  82%|████████▏ | 1023/1250 [28:00<04:30,  1.19s/it, loss=0.528]
Epoch 2/4:  82%|████████▏ | 1023/1250 [28:01<04:30,  1.19s/it, loss=0.578]
Epoch 2/4:  82%|████████▏ | 1024/1250 [28:01<04:27,  1.19s/it, loss=0.578]
Epoch 2/4:  82%|████████▏ | 1024/1250 [28:03<04:27,  1.19s/it, loss=0.634]
Epoch 2/4:  82%|████████▏ | 1025/1250 [28:03<04:30,  1.20s/it, loss=0.634]
Epoch 2/4:  82%|████████▏ | 1025/1250 [28:04<04:30,  1.20s/it, loss=0.542]
Epoch 2/4:  82%|████████▏ | 1026/1250 [28:04<04:35,  1.23s/it, loss=0.542]
Epoch 2/4:  82%|████████▏ | 1026/1250 [28:05<04:35,  1.23s/it, loss=0.799]
Epoch 2/4:  82%|████████▏ | 1027/1250 [28:05<04:35,  1.23s/it, loss=0.799]
Epoch 2/4:  82%|████████▏ | 1027/1250 [28:06<04:35,  1.23s/it, loss=0.687]
Epoch 2/4:  82%|████████▏ | 1028/1250 [28:06<04:33,  1.23s/it, loss=0.687]
Epoch 2/4:  82%|████████▏ | 1028/1250 [28:08<04:33,  1.23s/it, loss=0.53] 
Epoch 2/4:  82%|████████▏ | 1029/1250 [28:08<04:31,  1.23s/it, loss=0.53]
Epoch 2/4:  82%|████████▏ | 1029/1250 [28:09<04:31,  1.23s/it, loss=0.74]
Epoch 2/4:  82%|████████▏ | 1030/1250 [28:09<04:36,  1.26s/it, loss=0.74]
Epoch 2/4:  82%|████████▏ | 1030/1250 [28:10<04:36,  1.26s/it, loss=0.662]
Epoch 2/4:  82%|████████▏ | 1031/1250 [28:10<04:39,  1.28s/it, loss=0.662]
Epoch 2/4:  82%|████████▏ | 1031/1250 [28:11<04:39,  1.28s/it, loss=0.577]
Epoch 2/4:  83%|████████▎ | 1032/1250 [28:11<04:35,  1.26s/it, loss=0.577]
Epoch 2/4:  83%|████████▎ | 1032/1250 [28:13<04:35,  1.26s/it, loss=0.756]
Epoch 2/4:  83%|████████▎ | 1033/1250 [28:13<04:34,  1.26s/it, loss=0.756]
Epoch 2/4:  83%|████████▎ | 1033/1250 [28:14<04:34,  1.26s/it, loss=0.751]
Epoch 2/4:  83%|████████▎ | 1034/1250 [28:14<04:28,  1.24s/it, loss=0.751]
Epoch 2/4:  83%|████████▎ | 1034/1250 [28:15<04:28,  1.24s/it, loss=0.669]
Epoch 2/4:  83%|████████▎ | 1035/1250 [28:15<04:28,  1.25s/it, loss=0.669]
Epoch 2/4:  83%|████████▎ | 1035/1250 [28:16<04:28,  1.25s/it, loss=0.54] 
Epoch 2/4:  83%|████████▎ | 1036/1250 [28:16<04:22,  1.23s/it, loss=0.54]
Epoch 2/4:  83%|████████▎ | 1036/1250 [28:18<04:22,  1.23s/it, loss=0.964]
Epoch 2/4:  83%|████████▎ | 1037/1250 [28:18<04:18,  1.21s/it, loss=0.964]
Epoch 2/4:  83%|████████▎ | 1037/1250 [28:19<04:18,  1.21s/it, loss=0.479]
Epoch 2/4:  83%|████████▎ | 1038/1250 [28:19<04:18,  1.22s/it, loss=0.479]
Epoch 2/4:  83%|████████▎ | 1038/1250 [28:20<04:18,  1.22s/it, loss=0.537]
Epoch 2/4:  83%|████████▎ | 1039/1250 [28:20<04:17,  1.22s/it, loss=0.537]
Epoch 2/4:  83%|████████▎ | 1039/1250 [28:21<04:17,  1.22s/it, loss=0.756]
Epoch 2/4:  83%|████████▎ | 1040/1250 [28:21<04:10,  1.19s/it, loss=0.756]
Epoch 2/4:  83%|████████▎ | 1040/1250 [28:22<04:10,  1.19s/it, loss=0.758]
Epoch 2/4:  83%|████████▎ | 1041/1250 [28:22<04:02,  1.16s/it, loss=0.758]
Epoch 2/4:  83%|████████▎ | 1041/1250 [28:23<04:02,  1.16s/it, loss=1.03] 
Epoch 2/4:  83%|████████▎ | 1042/1250 [28:23<04:01,  1.16s/it, loss=1.03]
Epoch 2/4:  83%|████████▎ | 1042/1250 [28:25<04:01,  1.16s/it, loss=0.963]
Epoch 2/4:  83%|████████▎ | 1043/1250 [28:25<04:02,  1.17s/it, loss=0.963]
Epoch 2/4:  83%|████████▎ | 1043/1250 [28:26<04:02,  1.17s/it, loss=0.705]
Epoch 2/4:  84%|████████▎ | 1044/1250 [28:26<03:59,  1.16s/it, loss=0.705]
Epoch 2/4:  84%|████████▎ | 1044/1250 [28:27<03:59,  1.16s/it, loss=0.76] 
Epoch 2/4:  84%|████████▎ | 1045/1250 [28:27<03:56,  1.15s/it, loss=0.76]
Epoch 2/4:  84%|████████▎ | 1045/1250 [28:28<03:56,  1.15s/it, loss=0.651]
Epoch 2/4:  84%|████████▎ | 1046/1250 [28:28<04:02,  1.19s/it, loss=0.651]
Epoch 2/4:  84%|████████▎ | 1046/1250 [28:29<04:02,  1.19s/it, loss=0.968]
Epoch 2/4:  84%|████████▍ | 1047/1250 [28:29<04:08,  1.22s/it, loss=0.968]
Epoch 2/4:  84%|████████▍ | 1047/1250 [28:31<04:08,  1.22s/it, loss=0.751]
Epoch 2/4:  84%|████████▍ | 1048/1250 [28:31<04:02,  1.20s/it, loss=0.751]
Epoch 2/4:  84%|████████▍ | 1048/1250 [28:32<04:02,  1.20s/it, loss=0.559]
Epoch 2/4:  84%|████████▍ | 1049/1250 [28:32<03:53,  1.16s/it, loss=0.559]
Epoch 2/4:  84%|████████▍ | 1049/1250 [28:33<03:53,  1.16s/it, loss=0.775]
Epoch 2/4:  84%|████████▍ | 1050/1250 [28:33<03:52,  1.16s/it, loss=0.775]
Epoch 2/4:  84%|████████▍ | 1050/1250 [28:34<03:52,  1.16s/it, loss=0.772]
Epoch 2/4:  84%|████████▍ | 1051/1250 [28:34<03:57,  1.19s/it, loss=0.772]
Epoch 2/4:  84%|████████▍ | 1051/1250 [28:35<03:57,  1.19s/it, loss=0.827]
Epoch 2/4:  84%|████████▍ | 1052/1250 [28:35<03:58,  1.21s/it, loss=0.827]
Epoch 2/4:  84%|████████▍ | 1052/1250 [28:37<03:58,  1.21s/it, loss=0.605]
Epoch 2/4:  84%|████████▍ | 1053/1250 [28:37<03:59,  1.21s/it, loss=0.605]
Epoch 2/4:  84%|████████▍ | 1053/1250 [28:38<03:59,  1.21s/it, loss=0.655]
Epoch 2/4:  84%|████████▍ | 1054/1250 [28:38<04:04,  1.25s/it, loss=0.655]
Epoch 2/4:  84%|████████▍ | 1054/1250 [28:39<04:04,  1.25s/it, loss=0.733]
Epoch 2/4:  84%|████████▍ | 1055/1250 [28:39<04:02,  1.24s/it, loss=0.733]
Epoch 2/4:  84%|████████▍ | 1055/1250 [28:40<04:02,  1.24s/it, loss=0.88] 
Epoch 2/4:  84%|████████▍ | 1056/1250 [28:40<03:59,  1.23s/it, loss=0.88]
Epoch 2/4:  84%|████████▍ | 1056/1250 [28:42<03:59,  1.23s/it, loss=0.809]
Epoch 2/4:  85%|████████▍ | 1057/1250 [28:42<03:58,  1.24s/it, loss=0.809]
Epoch 2/4:  85%|████████▍ | 1057/1250 [28:43<03:58,  1.24s/it, loss=0.929]
Epoch 2/4:  85%|████████▍ | 1058/1250 [28:43<03:52,  1.21s/it, loss=0.929]
Epoch 2/4:  85%|████████▍ | 1058/1250 [28:44<03:52,  1.21s/it, loss=0.745]
Epoch 2/4:  85%|████████▍ | 1059/1250 [28:44<03:52,  1.21s/it, loss=0.745]
Epoch 2/4:  85%|████████▍ | 1059/1250 [28:45<03:52,  1.21s/it, loss=0.614]
Epoch 2/4:  85%|████████▍ | 1060/1250 [28:45<03:49,  1.21s/it, loss=0.614]
Epoch 2/4:  85%|████████▍ | 1060/1250 [28:46<03:49,  1.21s/it, loss=0.84] 
Epoch 2/4:  85%|████████▍ | 1061/1250 [28:46<03:42,  1.18s/it, loss=0.84]
Epoch 2/4:  85%|████████▍ | 1061/1250 [28:47<03:42,  1.18s/it, loss=0.638]
Epoch 2/4:  85%|████████▍ | 1062/1250 [28:47<03:39,  1.17s/it, loss=0.638]
Epoch 2/4:  85%|████████▍ | 1062/1250 [28:49<03:39,  1.17s/it, loss=0.675]
Epoch 2/4:  85%|████████▌ | 1063/1250 [28:49<03:42,  1.19s/it, loss=0.675]
Epoch 2/4:  85%|████████▌ | 1063/1250 [28:50<03:42,  1.19s/it, loss=0.895]
Epoch 2/4:  85%|████████▌ | 1064/1250 [28:50<03:42,  1.20s/it, loss=0.895]
Epoch 2/4:  85%|████████▌ | 1064/1250 [28:51<03:42,  1.20s/it, loss=0.519]
Epoch 2/4:  85%|████████▌ | 1065/1250 [28:51<03:38,  1.18s/it, loss=0.519]
Epoch 2/4:  85%|████████▌ | 1065/1250 [28:52<03:38,  1.18s/it, loss=0.676]
Epoch 2/4:  85%|████████▌ | 1066/1250 [28:52<03:33,  1.16s/it, loss=0.676]
Epoch 2/4:  85%|████████▌ | 1066/1250 [28:53<03:33,  1.16s/it, loss=0.697]
Epoch 2/4:  85%|████████▌ | 1067/1250 [28:53<03:33,  1.17s/it, loss=0.697]
Epoch 2/4:  85%|██���█████▌ | 1067/1250 [28:54<03:33,  1.17s/it, loss=0.977]
Epoch 2/4:  85%|████████▌ | 1068/1250 [28:54<03:35,  1.18s/it, loss=0.977]
Epoch 2/4:  85%|████████▌ | 1068/1250 [28:56<03:35,  1.18s/it, loss=0.52] 
Epoch 2/4:  86%|████████▌ | 1069/1250 [28:56<03:34,  1.19s/it, loss=0.52]
Epoch 2/4:  86%|████████▌ | 1069/1250 [28:57<03:34,  1.19s/it, loss=0.6] 
Epoch 2/4:  86%|████████▌ | 1070/1250 [28:57<03:30,  1.17s/it, loss=0.6]
Epoch 2/4:  86%|████████▌ | 1070/1250 [28:58<03:30,  1.17s/it, loss=0.759]
Epoch 2/4:  86%|████████▌ | 1071/1250 [28:58<03:28,  1.17s/it, loss=0.759]
Epoch 2/4:  86%|████████▌ | 1071/1250 [28:59<03:28,  1.17s/it, loss=0.588]
Epoch 2/4:  86%|████████▌ | 1072/1250 [28:59<03:28,  1.17s/it, loss=0.588]
Epoch 2/4:  86%|████████▌ | 1072/1250 [29:00<03:28,  1.17s/it, loss=0.708]
Epoch 2/4:  86%|████████▌ | 1073/1250 [29:00<03:26,  1.16s/it, loss=0.708]
Epoch 2/4:  86%|████████▌ | 1073/1250 [29:01<03:26,  1.16s/it, loss=0.545]
Epoch 2/4:  86%|████████▌ | 1074/1250 [29:01<03:23,  1.15s/it, loss=0.545]
Epoch 2/4:  86%|████████▌ | 1074/1250 [29:03<03:23,  1.15s/it, loss=0.793]
Epoch 2/4:  86%|████████▌ | 1075/1250 [29:03<03:23,  1.17s/it, loss=0.793]
Epoch 2/4:  86%|████████▌ | 1075/1250 [29:04<03:23,  1.17s/it, loss=0.716]
Epoch 2/4:  86%|████████▌ | 1076/1250 [29:04<03:28,  1.20s/it, loss=0.716]
Epoch 2/4:  86%|████████▌ | 1076/1250 [29:05<03:28,  1.20s/it, loss=0.564]
Epoch 2/4:  86%|████████▌ | 1077/1250 [29:05<03:28,  1.20s/it, loss=0.564]
Epoch 2/4:  86%|████████▌ | 1077/1250 [29:06<03:28,  1.20s/it, loss=0.637]
Epoch 2/4:  86%|████████▌ | 1078/1250 [29:06<03:23,  1.18s/it, loss=0.637]
Epoch 2/4:  86%|████████▌ | 1078/1250 [29:07<03:23,  1.18s/it, loss=0.611]
Epoch 2/4:  86%|████████▋ | 1079/1250 [29:07<03:21,  1.18s/it, loss=0.611]
Epoch 2/4:  86%|████████▋ | 1079/1250 [29:09<03:21,  1.18s/it, loss=0.694]
Epoch 2/4:  86%|████████▋ | 1080/1250 [29:09<03:23,  1.20s/it, loss=0.694]
Epoch 2/4:  86%|████████▋ | 1080/1250 [29:10<03:23,  1.20s/it, loss=0.85] 
Epoch 2/4:  86%|████████▋ | 1081/1250 [29:10<03:22,  1.20s/it, loss=0.85]
Epoch 2/4:  86%|████████▋ | 1081/1250 [29:11<03:22,  1.20s/it, loss=0.76]
Epoch 2/4:  87%|████████▋ | 1082/1250 [29:11<03:17,  1.18s/it, loss=0.76]
Epoch 2/4:  87%|████████▋ | 1082/1250 [29:12<03:17,  1.18s/it, loss=0.791]
Epoch 2/4:  87%|████████▋ | 1083/1250 [29:12<03:14,  1.17s/it, loss=0.791]
Epoch 2/4:  87%|████████▋ | 1083/1250 [29:13<03:14,  1.17s/it, loss=0.61] 
Epoch 2/4:  87%|████████▋ | 1084/1250 [29:13<03:17,  1.19s/it, loss=0.61]
Epoch 2/4:  87%|████████▋ | 1084/1250 [29:15<03:17,  1.19s/it, loss=0.613]
Epoch 2/4:  87%|████████▋ | 1085/1250 [29:15<03:17,  1.19s/it, loss=0.613]
Epoch 2/4:  87%|████████▋ | 1085/1250 [29:16<03:17,  1.19s/it, loss=0.873]
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Epoch 2/4:  87%|████████▋ | 1086/1250 [29:17<03:12,  1.18s/it, loss=0.521]
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Epoch 2/4:  88%|████████▊ | 1101/1250 [29:35<02:53,  1.16s/it, loss=0.538]
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Epoch 2/4:  88%|████████▊ | 1102/1250 [29:36<02:59,  1.21s/it, loss=0.851]
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Epoch 2/4:  88%|████████▊ | 1103/1250 [29:37<02:57,  1.21s/it, loss=0.781]
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Epoch 2/4:  88%|████████▊ | 1104/1250 [29:38<02:51,  1.17s/it, loss=0.643]
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Epoch 2/4:  88%|████████▊ | 1105/1250 [29:39<02:49,  1.17s/it, loss=0.832]
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Epoch 2/4:  88%|████████▊ | 1106/1250 [29:40<02:49,  1.18s/it, loss=0.67] 
Epoch 2/4:  89%|████████▊ | 1107/1250 [29:40<02:48,  1.18s/it, loss=0.67]
Epoch 2/4:  89%|████████▊ | 1107/1250 [29:41<02:48,  1.18s/it, loss=0.694]
Epoch 2/4:  89%|████████▊ | 1108/1250 [29:41<02:45,  1.16s/it, loss=0.694]
Epoch 2/4:  89%|████████▊ | 1108/1250 [29:43<02:45,  1.16s/it, loss=1.03] 
Epoch 2/4:  89%|████████▊ | 1109/1250 [29:43<02:44,  1.17s/it, loss=1.03]
Epoch 2/4:  89%|████████▊ | 1109/1250 [29:44<02:44,  1.17s/it, loss=0.472]
Epoch 2/4:  89%|████████▉ | 1110/1250 [29:44<02:47,  1.20s/it, loss=0.472]
Epoch 2/4:  89%|████████▉ | 1110/1250 [29:45<02:47,  1.20s/it, loss=0.604]
Epoch 2/4:  89%|████████▉ | 1111/1250 [29:45<02:48,  1.22s/it, loss=0.604]
Epoch 2/4:  89%|████████▉ | 1111/1250 [29:46<02:48,  1.22s/it, loss=0.727]
Epoch 2/4:  89%|████████▉ | 1112/1250 [29:46<02:45,  1.20s/it, loss=0.727]
Epoch 2/4:  89%|████████▉ | 1112/1250 [29:48<02:45,  1.20s/it, loss=0.735]
Epoch 2/4:  89%|████████▉ | 1113/1250 [29:48<02:41,  1.18s/it, loss=0.735]
Epoch 2/4:  89%|████████▉ | 1113/1250 [29:49<02:41,  1.18s/it, loss=1.07] 
Epoch 2/4:  89%|████████▉ | 1114/1250 [29:49<02:39,  1.17s/it, loss=1.07]
Epoch 2/4:  89%|████████▉ | 1114/1250 [29:50<02:39,  1.17s/it, loss=0.61]
Epoch 2/4:  89%|████████▉ | 1115/1250 [29:50<02:37,  1.17s/it, loss=0.61]
Epoch 2/4:  89%|████████▉ | 1115/1250 [29:51<02:37,  1.17s/it, loss=0.502]
Epoch 2/4:  89%|████████▉ | 1116/1250 [29:51<02:35,  1.16s/it, loss=0.502]
Epoch 2/4:  89%|████████▉ | 1116/1250 [29:52<02:35,  1.16s/it, loss=0.59] 
Epoch 2/4:  89%|████████▉ | 1117/1250 [29:52<02:32,  1.15s/it, loss=0.59]
Epoch 2/4:  89%|████████▉ | 1117/1250 [29:53<02:32,  1.15s/it, loss=0.855]
Epoch 2/4:  89%|████████▉ | 1118/1250 [29:53<02:32,  1.16s/it, loss=0.855]
Epoch 2/4:  89%|████████▉ | 1118/1250 [29:55<02:32,  1.16s/it, loss=0.684]
Epoch 2/4:  90%|████████▉ | 1119/1250 [29:55<02:36,  1.19s/it, loss=0.684]
Epoch 2/4:  90%|████████▉ | 1119/1250 [29:56<02:36,  1.19s/it, loss=0.781]
Epoch 2/4:  90%|████████▉ | 1120/1250 [29:56<02:35,  1.19s/it, loss=0.781]
Epoch 2/4:  90%|████████▉ | 1120/1250 [29:57<02:35,  1.19s/it, loss=0.801]
Epoch 2/4:  90%|████████▉ | 1121/1250 [29:57<02:30,  1.16s/it, loss=0.801]
Epoch 2/4:  90%|████████▉ | 1121/1250 [29:58<02:30,  1.16s/it, loss=0.855]
Epoch 2/4:  90%|████████▉ | 1122/1250 [29:58<02:26,  1.14s/it, loss=0.855]
Epoch 2/4:  90%|████████▉ | 1122/1250 [29:59<02:26,  1.14s/it, loss=0.612]
Epoch 2/4:  90%|████████▉ | 1123/1250 [29:59<02:27,  1.16s/it, loss=0.612]
Epoch 2/4:  90%|████████▉ | 1123/1250 [30:00<02:27,  1.16s/it, loss=0.578]
Epoch 2/4:  90%|████████▉ | 1124/1250 [30:00<02:28,  1.18s/it, loss=0.578]
Epoch 2/4:  90%|████████▉ | 1124/1250 [30:01<02:28,  1.18s/it, loss=1.12] 
Epoch 2/4:  90%|█████████ | 1125/1250 [30:01<02:25,  1.17s/it, loss=1.12]
Epoch 2/4:  90%|█████████ | 1125/1250 [30:03<02:25,  1.17s/it, loss=0.764]
Epoch 2/4:  90%|█████████ | 1126/1250 [30:03<02:22,  1.15s/it, loss=0.764]
Epoch 2/4:  90%|█████████ | 1126/1250 [30:04<02:22,  1.15s/it, loss=0.681]
Epoch 2/4:  90%|█████████ | 1127/1250 [30:04<02:23,  1.17s/it, loss=0.681]
Epoch 2/4:  90%|█████████ | 1127/1250 [30:05<02:23,  1.17s/it, loss=0.754]
Epoch 2/4:  90%|█████████ | 1128/1250 [30:05<02:24,  1.18s/it, loss=0.754]
Epoch 2/4:  90%|█████████ | 1128/1250 [30:06<02:24,  1.18s/it, loss=0.793]
Epoch 2/4:  90%|█████████ | 1129/1250 [30:06<02:22,  1.18s/it, loss=0.793]
Epoch 2/4:  90%|█████████ | 1129/1250 [30:07<02:22,  1.18s/it, loss=0.532]
Epoch 2/4:  90%|█████████ | 1130/1250 [30:07<02:18,  1.16s/it, loss=0.532]
Epoch 2/4:  90%|█████████ | 1130/1250 [30:08<02:18,  1.16s/it, loss=0.545]
Epoch 2/4:  90%|█████████ | 1131/1250 [30:08<02:18,  1.16s/it, loss=0.545]
Epoch 2/4:  90%|█████████ | 1131/1250 [30:10<02:18,  1.16s/it, loss=0.531]
Epoch 2/4:  91%|█████████ | 1132/1250 [30:10<02:20,  1.19s/it, loss=0.531]
Epoch 2/4:  91%|█████████ | 1132/1250 [30:11<02:20,  1.19s/it, loss=0.702]
Epoch 2/4:  91%|█████████ | 1133/1250 [30:11<02:18,  1.18s/it, loss=0.702]
Epoch 2/4:  91%|█████████ | 1133/1250 [30:12<02:18,  1.18s/it, loss=0.719]
Epoch 2/4:  91%|█████████ | 1134/1250 [30:12<02:15,  1.17s/it, loss=0.719]
Epoch 2/4:  91%|█████████ | 1134/1250 [30:13<02:15,  1.17s/it, loss=0.589]
Epoch 2/4:  91%|█████████ | 1135/1250 [30:13<02:15,  1.18s/it, loss=0.589]
Epoch 2/4:  91%|█████████ | 1135/1250 [30:14<02:15,  1.18s/it, loss=0.73] 
Epoch 2/4:  91%|█████████ | 1136/1250 [30:14<02:14,  1.18s/it, loss=0.73]
Epoch 2/4:  91%|█████████ | 1136/1250 [30:16<02:14,  1.18s/it, loss=0.897]
Epoch 2/4:  91%|█████████ | 1137/1250 [30:16<02:14,  1.19s/it, loss=0.897]
Epoch 2/4:  91%|█████████ | 1137/1250 [30:17<02:14,  1.19s/it, loss=1.99] 
Epoch 2/4:  91%|█████████ | 1138/1250 [30:17<02:11,  1.18s/it, loss=1.99]
Epoch 2/4:  91%|█████████ | 1138/1250 [30:18<02:11,  1.18s/it, loss=0.523]
Epoch 2/4:  91%|█████████ | 1139/1250 [30:18<02:07,  1.15s/it, loss=0.523]
Epoch 2/4:  91%|█████████ | 1139/1250 [30:19<02:07,  1.15s/it, loss=0.578]
Epoch 2/4:  91%|█████████ | 1140/1250 [30:19<02:06,  1.15s/it, loss=0.578]
Epoch 2/4:  91%|█████████ | 1140/1250 [30:20<02:06,  1.15s/it, loss=0.681]
Epoch 2/4:  91%|█████████▏| 1141/1250 [30:20<02:06,  1.16s/it, loss=0.681]
Epoch 2/4:  91%|█████████▏| 1141/1250 [30:21<02:06,  1.16s/it, loss=0.831]
Epoch 2/4:  91%|█████████▏| 1142/1250 [30:21<02:00,  1.12s/it, loss=0.831]
Epoch 2/4:  91%|█████████▏| 1142/1250 [30:22<02:00,  1.12s/it, loss=0.731]
Epoch 2/4:  91%|█████████▏| 1143/1250 [30:22<01:57,  1.09s/it, loss=0.731]
Epoch 2/4:  91%|█████████▏| 1143/1250 [30:23<01:57,  1.09s/it, loss=0.516]
Epoch 2/4:  92%|█████████▏| 1144/1250 [30:23<02:00,  1.13s/it, loss=0.516]
Epoch 2/4:  92%|█████████▏| 1144/1250 [30:25<02:00,  1.13s/it, loss=0.725]
Epoch 2/4:  92%|█████████▏| 1145/1250 [30:25<02:04,  1.18s/it, loss=0.725]
Epoch 2/4:  92%|█████████▏| 1145/1250 [30:26<02:04,  1.18s/it, loss=0.822]
Epoch 2/4:  92%|█████████▏| 1146/1250 [30:26<02:03,  1.19s/it, loss=0.822]
Epoch 2/4:  92%|█████████▏| 1146/1250 [30:27<02:03,  1.19s/it, loss=0.548]
Epoch 2/4:  92%|█████████▏| 1147/1250 [30:27<01:59,  1.16s/it, loss=0.548]
Epoch 2/4:  92%|█████████▏| 1147/1250 [30:28<01:59,  1.16s/it, loss=0.545]
Epoch 2/4:  92%|█████████▏| 1148/1250 [30:28<01:53,  1.11s/it, loss=0.545]
Epoch 2/4:  92%|█████████▏| 1148/1250 [30:29<01:53,  1.11s/it, loss=0.589]
Epoch 2/4:  92%|█████████▏| 1149/1250 [30:29<01:52,  1.11s/it, loss=0.589]
Epoch 2/4:  92%|█████████▏| 1149/1250 [30:30<01:52,  1.11s/it, loss=0.737]
Epoch 2/4:  92%|███��█████▏| 1150/1250 [30:30<01:55,  1.16s/it, loss=0.737]
Epoch 2/4:  92%|█████████▏| 1150/1250 [30:32<01:55,  1.16s/it, loss=0.472]
Epoch 2/4:  92%|█████████▏| 1151/1250 [30:32<01:55,  1.17s/it, loss=0.472]
Epoch 2/4:  92%|█████████▏| 1151/1250 [30:33<01:55,  1.17s/it, loss=0.777]
Epoch 2/4:  92%|█████████▏| 1152/1250 [30:33<01:52,  1.15s/it, loss=0.777]
Epoch 2/4:  92%|█████████▏| 1152/1250 [30:34<01:52,  1.15s/it, loss=0.799]
Epoch 2/4:  92%|█████████▏| 1153/1250 [30:34<01:51,  1.15s/it, loss=0.799]
Epoch 2/4:  92%|█████████▏| 1153/1250 [30:35<01:51,  1.15s/it, loss=0.601]
Epoch 2/4:  92%|█████████▏| 1154/1250 [30:35<01:52,  1.17s/it, loss=0.601]
Epoch 2/4:  92%|█████████▏| 1154/1250 [30:36<01:52,  1.17s/it, loss=0.633]
Epoch 2/4:  92%|█████████▏| 1155/1250 [30:36<01:50,  1.17s/it, loss=0.633]
Epoch 2/4:  92%|█████████▏| 1155/1250 [30:37<01:50,  1.17s/it, loss=0.761]
Epoch 2/4:  92%|█████████▏| 1156/1250 [30:37<01:47,  1.15s/it, loss=0.761]
Epoch 2/4:  92%|█████████▏| 1156/1250 [30:39<01:47,  1.15s/it, loss=0.817]
Epoch 2/4:  93%|█████████▎| 1157/1250 [30:39<01:47,  1.15s/it, loss=0.817]
Epoch 2/4:  93%|█████████▎| 1157/1250 [30:40<01:47,  1.15s/it, loss=0.668]
Epoch 2/4:  93%|█████████▎| 1158/1250 [30:40<01:47,  1.17s/it, loss=0.668]
Epoch 2/4:  93%|█████████▎| 1158/1250 [30:41<01:47,  1.17s/it, loss=0.707]
Epoch 2/4:  93%|█████████▎| 1159/1250 [30:41<01:46,  1.18s/it, loss=0.707]
Epoch 2/4:  93%|█████████▎| 1159/1250 [30:42<01:46,  1.18s/it, loss=0.6]  
Epoch 2/4:  93%|█████████▎| 1160/1250 [30:42<01:45,  1.18s/it, loss=0.6]
Epoch 2/4:  93%|█████████▎| 1160/1250 [30:43<01:45,  1.18s/it, loss=0.81]
Epoch 2/4:  93%|█████████▎| 1161/1250 [30:43<01:46,  1.20s/it, loss=0.81]
Epoch 2/4:  93%|█████████▎| 1161/1250 [30:45<01:46,  1.20s/it, loss=0.54]
Epoch 2/4:  93%|█████████▎| 1162/1250 [30:45<01:44,  1.19s/it, loss=0.54]
Epoch 2/4:  93%|█████████▎| 1162/1250 [30:46<01:44,  1.19s/it, loss=0.764]
Epoch 2/4:  93%|█████████▎| 1163/1250 [30:46<01:43,  1.19s/it, loss=0.764]
Epoch 2/4:  93%|█████████▎| 1163/1250 [30:47<01:43,  1.19s/it, loss=0.749]
Epoch 2/4:  93%|█████████▎| 1164/1250 [30:47<01:41,  1.18s/it, loss=0.749]
Epoch 2/4:  93%|█████████▎| 1164/1250 [30:48<01:41,  1.18s/it, loss=0.55] 
Epoch 2/4:  93%|█████████▎| 1165/1250 [30:48<01:38,  1.15s/it, loss=0.55]
Epoch 2/4:  93%|█████████▎| 1165/1250 [30:49<01:38,  1.15s/it, loss=0.753]
Epoch 2/4:  93%|█████████▎| 1166/1250 [30:49<01:36,  1.15s/it, loss=0.753]
Epoch 2/4:  93%|█████████▎| 1166/1250 [30:50<01:36,  1.15s/it, loss=0.805]
Epoch 2/4:  93%|█████████▎| 1167/1250 [30:50<01:35,  1.15s/it, loss=0.805]
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Epoch 2/4:  93%|█████████▎| 1168/1250 [30:51<01:34,  1.15s/it, loss=0.708]
Epoch 2/4:  93%|█████████▎| 1168/1250 [30:53<01:34,  1.15s/it, loss=0.476]
Epoch 2/4:  94%|█████████▎| 1169/1250 [30:53<01:32,  1.14s/it, loss=0.476]
Epoch 2/4:  94%|█████████▎| 1169/1250 [30:54<01:32,  1.14s/it, loss=0.657]
Epoch 2/4:  94%|█████████▎| 1170/1250 [30:54<01:31,  1.15s/it, loss=0.657]
Epoch 2/4:  94%|█████████▎| 1170/1250 [30:55<01:31,  1.15s/it, loss=0.739]
Epoch 2/4:  94%|█████████▎| 1171/1250 [30:55<01:32,  1.16s/it, loss=0.739]
Epoch 2/4:  94%|█████████▎| 1171/1250 [30:56<01:32,  1.16s/it, loss=1.12] 
Epoch 2/4:  94%|█████████▍| 1172/1250 [30:56<01:31,  1.17s/it, loss=1.12]
Epoch 2/4:  94%|█████████▍| 1172/1250 [30:57<01:31,  1.17s/it, loss=0.652]
Epoch 2/4:  94%|█████████▍| 1173/1250 [30:57<01:29,  1.16s/it, loss=0.652]
Epoch 2/4:  94%|█████████▍| 1173/1250 [30:58<01:29,  1.16s/it, loss=0.831]
Epoch 2/4:  94%|█████████▍| 1174/1250 [30:58<01:27,  1.15s/it, loss=0.831]
Epoch 2/4:  94%|█████████▍| 1174/1250 [31:00<01:27,  1.15s/it, loss=0.887]
Epoch 2/4:  94%|█████████▍| 1175/1250 [31:00<01:27,  1.16s/it, loss=0.887]
Epoch 2/4:  94%|█████████▍| 1175/1250 [31:01<01:27,  1.16s/it, loss=0.91] 
Epoch 2/4:  94%|█████████▍| 1176/1250 [31:01<01:27,  1.18s/it, loss=0.91]
Epoch 2/4:  94%|█████████▍| 1176/1250 [31:02<01:27,  1.18s/it, loss=0.697]
Epoch 2/4:  94%|███���█████▍| 1177/1250 [31:02<01:25,  1.17s/it, loss=0.697]
Epoch 2/4:  94%|█████████▍| 1177/1250 [31:03<01:25,  1.17s/it, loss=0.842]
Epoch 2/4:  94%|█████████▍| 1178/1250 [31:03<01:22,  1.15s/it, loss=0.842]
Epoch 2/4:  94%|█████████▍| 1178/1250 [31:04<01:22,  1.15s/it, loss=0.622]
Epoch 2/4:  94%|█████████▍| 1179/1250 [31:04<01:21,  1.15s/it, loss=0.622]
Epoch 2/4:  94%|█████████▍| 1179/1250 [31:05<01:21,  1.15s/it, loss=0.962]
Epoch 2/4:  94%|█████████▍| 1180/1250 [31:05<01:21,  1.17s/it, loss=0.962]
Epoch 2/4:  94%|█████████▍| 1180/1250 [31:07<01:21,  1.17s/it, loss=0.9]  
Epoch 2/4:  94%|█████████▍| 1181/1250 [31:07<01:21,  1.18s/it, loss=0.9]
Epoch 2/4:  94%|█████████▍| 1181/1250 [31:08<01:21,  1.18s/it, loss=0.416]
Epoch 2/4:  95%|█████████▍| 1182/1250 [31:08<01:19,  1.16s/it, loss=0.416]
Epoch 2/4:  95%|█████████▍| 1182/1250 [31:09<01:19,  1.16s/it, loss=0.661]
Epoch 2/4:  95%|█████████▍| 1183/1250 [31:09<01:17,  1.16s/it, loss=0.661]
Epoch 2/4:  95%|█████████▍| 1183/1250 [31:10<01:17,  1.16s/it, loss=0.98] 
Epoch 2/4:  95%|█████████▍| 1184/1250 [31:10<01:16,  1.16s/it, loss=0.98]
Epoch 2/4:  95%|█████████▍| 1184/1250 [31:11<01:16,  1.16s/it, loss=0.714]
Epoch 2/4:  95%|█████████▍| 1185/1250 [31:11<01:15,  1.16s/it, loss=0.714]
Epoch 2/4:  95%|█████████▍| 1185/1250 [31:12<01:15,  1.16s/it, loss=0.797]
Epoch 2/4:  95%|█████████▍| 1186/1250 [31:12<01:14,  1.16s/it, loss=0.797]
Epoch 2/4:  95%|█████████▍| 1186/1250 [31:13<01:14,  1.16s/it, loss=0.368]
Epoch 2/4:  95%|█████████▍| 1187/1250 [31:13<01:13,  1.16s/it, loss=0.368]
Epoch 2/4:  95%|█████████▍| 1187/1250 [31:15<01:13,  1.16s/it, loss=0.749]
Epoch 2/4:  95%|█████████▌| 1188/1250 [31:15<01:14,  1.21s/it, loss=0.749]
Epoch 2/4:  95%|█████████▌| 1188/1250 [31:16<01:14,  1.21s/it, loss=1.28] 
Epoch 2/4:  95%|█████████▌| 1189/1250 [31:16<01:14,  1.23s/it, loss=1.28]
Epoch 2/4:  95%|█████████▌| 1189/1250 [31:17<01:14,  1.23s/it, loss=0.863]
Epoch 2/4:  95%|█████████▌| 1190/1250 [31:17<01:11,  1.19s/it, loss=0.863]
Epoch 2/4:  95%|█████████▌| 1190/1250 [31:18<01:11,  1.19s/it, loss=0.789]
Epoch 2/4:  95%|█████████▌| 1191/1250 [31:18<01:07,  1.15s/it, loss=0.789]
Epoch 2/4:  95%|█████████▌| 1191/1250 [31:19<01:07,  1.15s/it, loss=0.747]
Epoch 2/4:  95%|█████████▌| 1192/1250 [31:19<01:05,  1.14s/it, loss=0.747]
Epoch 2/4:  95%|█████████▌| 1192/1250 [31:21<01:05,  1.14s/it, loss=0.788]
Epoch 2/4:  95%|█████████▌| 1193/1250 [31:21<01:05,  1.15s/it, loss=0.788]
Epoch 2/4:  95%|█████████▌| 1193/1250 [31:22<01:05,  1.15s/it, loss=0.891]
Epoch 2/4:  96%|█████████▌| 1194/1250 [31:22<01:04,  1.15s/it, loss=0.891]
Epoch 2/4:  96%|█████████▌| 1194/1250 [31:23<01:04,  1.15s/it, loss=0.516]
Epoch 2/4:  96%|█████████▌| 1195/1250 [31:23<01:02,  1.13s/it, loss=0.516]
Epoch 2/4:  96%|█████████▌| 1195/1250 [31:24<01:02,  1.13s/it, loss=0.782]
Epoch 2/4:  96%|█████████▌| 1196/1250 [31:24<01:00,  1.13s/it, loss=0.782]
Epoch 2/4:  96%|█████████▌| 1196/1250 [31:25<01:00,  1.13s/it, loss=0.733]
Epoch 2/4:  96%|█████████▌| 1197/1250 [31:25<01:01,  1.16s/it, loss=0.733]
Epoch 2/4:  96%|█████████▌| 1197/1250 [31:26<01:01,  1.16s/it, loss=0.764]
Epoch 2/4:  96%|█████████▌| 1198/1250 [31:26<01:01,  1.18s/it, loss=0.764]
Epoch 2/4:  96%|█████████▌| 1198/1250 [31:27<01:01,  1.18s/it, loss=0.788]
Epoch 2/4:  96%|█████████▌| 1199/1250 [31:27<00:59,  1.16s/it, loss=0.788]
Epoch 2/4:  96%|█████████▌| 1199/1250 [31:29<00:59,  1.16s/it, loss=0.461]
Epoch 2/4:  96%|█████████▌| 1200/1250 [31:29<00:57,  1.14s/it, loss=0.461]
Epoch 2/4:  96%|█████████▌| 1200/1250 [31:30<00:57,  1.14s/it, loss=0.68] 
Epoch 2/4:  96%|█████████▌| 1201/1250 [31:30<00:56,  1.15s/it, loss=0.68]
Epoch 2/4:  96%|█████████▌| 1201/1250 [31:31<00:56,  1.15s/it, loss=0.661]
Epoch 2/4:  96%|█████████▌| 1202/1250 [31:31<00:55,  1.16s/it, loss=0.661]
Epoch 2/4:  96%|█████████▌| 1202/1250 [31:32<00:55,  1.16s/it, loss=0.448]
Epoch 2/4:  96%|█████████▌| 1203/1250 [31:32<00:54,  1.16s/it, loss=0.448]
Epoch 2/4:  96%|█████████▌| 1203/1250 [31:33<00:54,  1.16s/it, loss=0.646]
Epoch 2/4:  96%|█��███████▋| 1204/1250 [31:33<00:53,  1.16s/it, loss=0.646]
Epoch 2/4:  96%|█████████▋| 1204/1250 [31:34<00:53,  1.16s/it, loss=0.827]
Epoch 2/4:  96%|█████████▋| 1205/1250 [31:34<00:52,  1.17s/it, loss=0.827]
Epoch 2/4:  96%|█████████▋| 1205/1250 [31:36<00:52,  1.17s/it, loss=0.591]
Epoch 2/4:  96%|█████████▋| 1206/1250 [31:36<00:51,  1.17s/it, loss=0.591]
Epoch 2/4:  96%|█████████▋| 1206/1250 [31:37<00:51,  1.17s/it, loss=0.676]
Epoch 2/4:  97%|█████████▋| 1207/1250 [31:37<00:50,  1.17s/it, loss=0.676]
Epoch 2/4:  97%|█████████▋| 1207/1250 [31:38<00:50,  1.17s/it, loss=0.689]
Epoch 2/4:  97%|█████████▋| 1208/1250 [31:38<00:48,  1.15s/it, loss=0.689]
Epoch 2/4:  97%|█████████▋| 1208/1250 [31:39<00:48,  1.15s/it, loss=0.92] 
Epoch 2/4:  97%|█████████▋| 1209/1250 [31:39<00:47,  1.15s/it, loss=0.92]
Epoch 2/4:  97%|█████████▋| 1209/1250 [31:40<00:47,  1.15s/it, loss=0.512]
Epoch 2/4:  97%|█████████▋| 1210/1250 [31:40<00:46,  1.16s/it, loss=0.512]
Epoch 2/4:  97%|█████████▋| 1210/1250 [31:41<00:46,  1.16s/it, loss=0.663]
Epoch 2/4:  97%|█████████▋| 1211/1250 [31:41<00:45,  1.17s/it, loss=0.663]
Epoch 2/4:  97%|█████████▋| 1211/1250 [31:43<00:45,  1.17s/it, loss=0.88] 
Epoch 2/4:  97%|█████████▋| 1212/1250 [31:43<00:44,  1.18s/it, loss=0.88]
Epoch 2/4:  97%|█████████▋| 1212/1250 [31:44<00:44,  1.18s/it, loss=0.798]
Epoch 2/4:  97%|█████████▋| 1213/1250 [31:44<00:44,  1.19s/it, loss=0.798]
Epoch 2/4:  97%|█████████▋| 1213/1250 [31:45<00:44,  1.19s/it, loss=0.704]
Epoch 2/4:  97%|█████████▋| 1214/1250 [31:45<00:42,  1.19s/it, loss=0.704]
Epoch 2/4:  97%|█████████▋| 1214/1250 [31:46<00:42,  1.19s/it, loss=0.563]
Epoch 2/4:  97%|█████████▋| 1215/1250 [31:46<00:40,  1.17s/it, loss=0.563]
Epoch 2/4:  97%|█████████▋| 1215/1250 [31:47<00:40,  1.17s/it, loss=0.472]
Epoch 2/4:  97%|█████████▋| 1216/1250 [31:47<00:38,  1.15s/it, loss=0.472]
Epoch 2/4:  97%|█████████▋| 1216/1250 [31:48<00:38,  1.15s/it, loss=0.978]
Epoch 2/4:  97%|█████████▋| 1217/1250 [31:48<00:37,  1.13s/it, loss=0.978]
Epoch 2/4:  97%|█████████▋| 1217/1250 [31:49<00:37,  1.13s/it, loss=0.811]
Epoch 2/4:  97%|█████████▋| 1218/1250 [31:49<00:36,  1.13s/it, loss=0.811]
Epoch 2/4:  97%|█████████▋| 1218/1250 [31:51<00:36,  1.13s/it, loss=0.585]
Epoch 2/4:  98%|█████████▊| 1219/1250 [31:51<00:35,  1.15s/it, loss=0.585]
Epoch 2/4:  98%|█████████▊| 1219/1250 [31:52<00:35,  1.15s/it, loss=0.536]
Epoch 2/4:  98%|█████████▊| 1220/1250 [31:52<00:35,  1.17s/it, loss=0.536]
Epoch 2/4:  98%|█████████▊| 1220/1250 [31:53<00:35,  1.17s/it, loss=0.806]
Epoch 2/4:  98%|█████████▊| 1221/1250 [31:53<00:33,  1.15s/it, loss=0.806]
Epoch 2/4:  98%|█████████▊| 1221/1250 [31:54<00:33,  1.15s/it, loss=0.545]
Epoch 2/4:  98%|█████████▊| 1222/1250 [31:54<00:31,  1.13s/it, loss=0.545]
Epoch 2/4:  98%|█████████▊| 1222/1250 [31:55<00:31,  1.13s/it, loss=0.779]
Epoch 2/4:  98%|█████████▊| 1223/1250 [31:55<00:30,  1.14s/it, loss=0.779]
Epoch 2/4:  98%|█████████▊| 1223/1250 [31:56<00:30,  1.14s/it, loss=0.764]
Epoch 2/4:  98%|█████████▊| 1224/1250 [31:56<00:29,  1.15s/it, loss=0.764]
Epoch 2/4:  98%|█████████▊| 1224/1250 [31:57<00:29,  1.15s/it, loss=0.582]
Epoch 2/4:  98%|█████████▊| 1225/1250 [31:57<00:28,  1.15s/it, loss=0.582]
Epoch 2/4:  98%|█████████▊| 1225/1250 [31:59<00:28,  1.15s/it, loss=0.694]
Epoch 2/4:  98%|█████████▊| 1226/1250 [31:59<00:27,  1.13s/it, loss=0.694]
Epoch 2/4:  98%|█████████▊| 1226/1250 [32:00<00:27,  1.13s/it, loss=0.559]
Epoch 2/4:  98%|█████████▊| 1227/1250 [32:00<00:26,  1.14s/it, loss=0.559]
Epoch 2/4:  98%|█████████▊| 1227/1250 [32:01<00:26,  1.14s/it, loss=0.523]
Epoch 2/4:  98%|█████████▊| 1228/1250 [32:01<00:25,  1.17s/it, loss=0.523]
Epoch 2/4:  98%|█████████▊| 1228/1250 [32:02<00:25,  1.17s/it, loss=0.711]
Epoch 2/4:  98%|█████████▊| 1229/1250 [32:02<00:24,  1.18s/it, loss=0.711]
Epoch 2/4:  98%|█████████▊| 1229/1250 [32:03<00:24,  1.18s/it, loss=0.63] 
Epoch 2/4:  98%|█████████▊| 1230/1250 [32:03<00:23,  1.15s/it, loss=0.63]
Epoch 2/4:  98%|█████████▊| 1230/1250 [32:04<00:23,  1.15s/it, loss=0.666]
Epoch 2/4:  98%|█████████▊| 1231/1250 [32:04<00:21,  1.14s/it, loss=0.666]
Epoch 2/4:  98%|█████████▊| 1231/1250 [32:06<00:21,  1.14s/it, loss=0.595]
Epoch 2/4:  99%|█████████▊| 1232/1250 [32:06<00:20,  1.14s/it, loss=0.595]
Epoch 2/4:  99%|█████████▊| 1232/1250 [32:07<00:20,  1.14s/it, loss=0.778]
Epoch 2/4:  99%|█████████▊| 1233/1250 [32:07<00:19,  1.14s/it, loss=0.778]
Epoch 2/4:  99%|█████████▊| 1233/1250 [32:08<00:19,  1.14s/it, loss=1.05] 
Epoch 2/4:  99%|█████████▊| 1234/1250 [32:08<00:18,  1.13s/it, loss=1.05]
Epoch 2/4:  99%|█████████▊| 1234/1250 [32:09<00:18,  1.13s/it, loss=0.639]
Epoch 2/4:  99%|█████████▉| 1235/1250 [32:09<00:16,  1.12s/it, loss=0.639]
Epoch 2/4:  99%|█████████▉| 1235/1250 [32:10<00:16,  1.12s/it, loss=0.706]
Epoch 2/4:  99%|█████████▉| 1236/1250 [32:10<00:16,  1.14s/it, loss=0.706]
Epoch 2/4:  99%|█████████▉| 1236/1250 [32:11<00:16,  1.14s/it, loss=0.734]
Epoch 2/4:  99%|█████████▉| 1237/1250 [32:11<00:15,  1.20s/it, loss=0.734]
Epoch 2/4:  99%|█████████▉| 1237/1250 [32:13<00:15,  1.20s/it, loss=0.822]
Epoch 2/4:  99%|█████████▉| 1238/1250 [32:13<00:14,  1.21s/it, loss=0.822]
Epoch 2/4:  99%|█████████▉| 1238/1250 [32:14<00:14,  1.21s/it, loss=0.548]
Epoch 2/4:  99%|█████████▉| 1239/1250 [32:14<00:12,  1.17s/it, loss=0.548]
Epoch 2/4:  99%|█████████▉| 1239/1250 [32:15<00:12,  1.17s/it, loss=0.671]
Epoch 2/4:  99%|█████████▉| 1240/1250 [32:15<00:11,  1.14s/it, loss=0.671]
Epoch 2/4:  99%|█████████▉| 1240/1250 [32:16<00:11,  1.14s/it, loss=0.631]
Epoch 2/4:  99%|█████████▉| 1241/1250 [32:16<00:10,  1.14s/it, loss=0.631]
Epoch 2/4:  99%|█████████▉| 1241/1250 [32:17<00:10,  1.14s/it, loss=0.59] 
Epoch 2/4:  99%|█████████▉| 1242/1250 [32:17<00:09,  1.14s/it, loss=0.59]
Epoch 2/4:  99%|█████████▉| 1242/1250 [32:18<00:09,  1.14s/it, loss=0.988]
Epoch 2/4:  99%|█████████▉| 1243/1250 [32:18<00:07,  1.14s/it, loss=0.988]
Epoch 2/4:  99%|█████████▉| 1243/1250 [32:19<00:07,  1.14s/it, loss=0.751]
Epoch 2/4: 100%|█████████▉| 1244/1250 [32:19<00:06,  1.15s/it, loss=0.751]
Epoch 2/4: 100%|█████████▉| 1244/1250 [32:21<00:06,  1.15s/it, loss=0.814]
Epoch 2/4: 100%|█████████▉| 1245/1250 [32:21<00:05,  1.17s/it, loss=0.814]
Epoch 2/4: 100%|█████████▉| 1245/1250 [32:22<00:05,  1.17s/it, loss=0.967]
Epoch 2/4: 100%|█████████▉| 1246/1250 [32:22<00:04,  1.18s/it, loss=0.967]
Epoch 2/4: 100%|█████████▉| 1246/1250 [32:23<00:04,  1.18s/it, loss=0.754]
Epoch 2/4: 100%|█████████▉| 1247/1250 [32:23<00:03,  1.16s/it, loss=0.754]
Epoch 2/4: 100%|█████████▉| 1247/1250 [32:24<00:03,  1.16s/it, loss=0.906]
Epoch 2/4: 100%|█████████▉| 1248/1250 [32:24<00:02,  1.13s/it, loss=0.906]
Epoch 2/4: 100%|█████████▉| 1248/1250 [32:25<00:02,  1.13s/it, loss=0.634]
Epoch 2/4: 100%|█████████▉| 1249/1250 [32:25<00:01,  1.14s/it, loss=0.634]
Epoch 2/4: 100%|█████████▉| 1249/1250 [32:26<00:01,  1.14s/it, loss=0.703]
Epoch 2/4: 100%|██████████| 1250/1250 [32:26<00:00,  1.16s/it, loss=0.703]
Epoch 2/4: 100%|██████████| 1250/1250 [32:26<00:00,  1.56s/it, loss=0.703]
+Epoch 2 Avg Loss: 0.7048
+
Epoch 3/4:   0%|          | 0/1250 [00:00<?, ?it/s]
Epoch 3/4:   0%|          | 0/1250 [00:01<?, ?it/s, loss=0.332]
Epoch 3/4:   0%|          | 1/1250 [00:01<23:34,  1.13s/it, loss=0.332]
Epoch 3/4:   0%|          | 1/1250 [00:02<23:34,  1.13s/it, loss=0.572]
Epoch 3/4:   0%|          | 2/1250 [00:02<22:40,  1.09s/it, loss=0.572]
Epoch 3/4:   0%|          | 2/1250 [00:03<22:40,  1.09s/it, loss=0.455]
Epoch 3/4:   0%|          | 3/1250 [00:03<22:54,  1.10s/it, loss=0.455]
Epoch 3/4:   0%|          | 3/1250 [00:04<22:54,  1.10s/it, loss=0.533]
Epoch 3/4:   0%|          | 4/1250 [00:04<23:38,  1.14s/it, loss=0.533]
Epoch 3/4:   0%|          | 4/1250 [00:05<23:38,  1.14s/it, loss=0.436]
Epoch 3/4:   0%|          | 5/1250 [00:05<23:48,  1.15s/it, loss=0.436]
Epoch 3/4:   0%|          | 5/1250 [00:06<23:48,  1.15s/it, loss=0.573]
Epoch 3/4:   0%|          | 6/1250 [00:06<23:17,  1.12s/it, loss=0.573]
Epoch 3/4:   0%|          | 6/1250 [00:07<23:17,  1.12s/it, loss=0.545]
Epoch 3/4:   1%|          | 7/1250 [00:07<22:58,  1.11s/it, loss=0.545]
Epoch 3/4:   1%|          | 7/1250 [00:09<22:58,  1.11s/it, loss=0.418]
Epoch 3/4:   1%|          | 8/1250 [00:09<23:40,  1.14s/it, loss=0.418]
Epoch 3/4:   1%|          | 8/1250 [00:10<23:40,  1.14s/it, loss=0.715]
Epoch 3/4:   1%|          | 9/1250 [00:10<24:06,  1.17s/it, loss=0.715]
Epoch 3/4:   1%|          | 9/1250 [00:11<24:06,  1.17s/it, loss=0.507]
Epoch 3/4:   1%|          | 10/1250 [00:11<24:24,  1.18s/it, loss=0.507]
Epoch 3/4:   1%|          | 10/1250 [00:12<24:24,  1.18s/it, loss=0.537]
Epoch 3/4:   1%|          | 11/1250 [00:12<24:03,  1.16s/it, loss=0.537]
Epoch 3/4:   1%|          | 11/1250 [00:13<24:03,  1.16s/it, loss=0.473]
Epoch 3/4:   1%|          | 12/1250 [00:13<24:07,  1.17s/it, loss=0.473]
Epoch 3/4:   1%|          | 12/1250 [00:14<24:07,  1.17s/it, loss=0.672]
Epoch 3/4:   1%|          | 13/1250 [00:14<24:10,  1.17s/it, loss=0.672]
Epoch 3/4:   1%|          | 13/1250 [00:16<24:10,  1.17s/it, loss=0.433]
Epoch 3/4:   1%|          | 14/1250 [00:16<24:19,  1.18s/it, loss=0.433]
Epoch 3/4:   1%|          | 14/1250 [00:17<24:19,  1.18s/it, loss=0.679]
Epoch 3/4:   1%|          | 15/1250 [00:17<23:49,  1.16s/it, loss=0.679]
Epoch 3/4:   1%|          | 15/1250 [00:18<23:49,  1.16s/it, loss=0.398]
Epoch 3/4:   1%|▏         | 16/1250 [00:18<23:54,  1.16s/it, loss=0.398]
Epoch 3/4:   1%|▏         | 16/1250 [00:19<23:54,  1.16s/it, loss=0.591]
Epoch 3/4:   1%|▏         | 17/1250 [00:19<23:37,  1.15s/it, loss=0.591]
Epoch 3/4:   1%|▏         | 17/1250 [00:20<23:37,  1.15s/it, loss=0.664]
Epoch 3/4:   1%|▏         | 18/1250 [00:20<23:52,  1.16s/it, loss=0.664]
Epoch 3/4:   1%|▏         | 18/1250 [00:21<23:52,  1.16s/it, loss=0.66] 
Epoch 3/4:   2%|▏         | 19/1250 [00:21<23:37,  1.15s/it, loss=0.66]
Epoch 3/4:   2%|▏         | 19/1250 [00:22<23:37,  1.15s/it, loss=0.595]
Epoch 3/4:   2%|▏         | 20/1250 [00:22<23:10,  1.13s/it, loss=0.595]
Epoch 3/4:   2%|▏         | 20/1250 [00:24<23:10,  1.13s/it, loss=0.639]
Epoch 3/4:   2%|▏         | 21/1250 [00:24<23:10,  1.13s/it, loss=0.639]
Epoch 3/4:   2%|▏         | 21/1250 [00:25<23:10,  1.13s/it, loss=0.52] 
Epoch 3/4:   2%|▏         | 22/1250 [00:25<23:38,  1.16s/it, loss=0.52]
Epoch 3/4:   2%|▏         | 22/1250 [00:26<23:38,  1.16s/it, loss=0.691]
Epoch 3/4:   2%|▏         | 23/1250 [00:26<24:02,  1.18s/it, loss=0.691]
Epoch 3/4:   2%|▏         | 23/1250 [00:27<24:02,  1.18s/it, loss=0.46] 
Epoch 3/4:   2%|▏         | 24/1250 [00:27<23:27,  1.15s/it, loss=0.46]
Epoch 3/4:   2%|▏         | 24/1250 [00:28<23:27,  1.15s/it, loss=0.55]
Epoch 3/4:   2%|▏         | 25/1250 [00:28<23:16,  1.14s/it, loss=0.55]
Epoch 3/4:   2%|▏         | 25/1250 [00:29<23:16,  1.14s/it, loss=0.661]
Epoch 3/4:   2%|▏         | 26/1250 [00:29<23:21,  1.14s/it, loss=0.661]
Epoch 3/4:   2%|▏         | 26/1250 [00:31<23:21,  1.14s/it, loss=0.547]
Epoch 3/4:   2%|▏         | 27/1250 [00:31<23:34,  1.16s/it, loss=0.547]
Epoch 3/4:   2%|▏         | 27/1250 [00:32<23:34,  1.16s/it, loss=0.491]
Epoch 3/4:   2%|▏         | 28/1250 [00:32<23:20,  1.15s/it, loss=0.491]
Epoch 3/4:   2%|▏         | 28/1250 [00:33<23:20,  1.15s/it, loss=0.521]
Epoch 3/4:   2%|▏         | 29/1250 [00:33<23:15,  1.14s/it, loss=0.521]
Epoch 3/4:   2%|▏         | 29/1250 [00:34<23:15,  1.14s/it, loss=0.522]
Epoch 3/4:   2%|▏         | 30/1250 [00:34<23:36,  1.16s/it, loss=0.522]
Epoch 3/4:   2%|▏         | 30/1250 [00:35<23:36,  1.16s/it, loss=0.684]
Epoch 3/4:   2%|▏         | 31/1250 [00:35<23:31,  1.16s/it, loss=0.684]
Epoch 3/4:   2%|▏         | 31/1250 [00:36<23:31,  1.16s/it, loss=0.512]
Epoch 3/4:   3%|▎         | 32/1250 [00:36<23:51,  1.17s/it, loss=0.512]
Epoch 3/4:   3%|▎         | 32/1250 [00:38<23:51,  1.17s/it, loss=0.464]
Epoch 3/4:   3%|▎         | 33/1250 [00:38<23:43,  1.17s/it, loss=0.464]
Epoch 3/4:   3%|▎         | 33/1250 [00:39<23:43,  1.17s/it, loss=0.551]
Epoch 3/4:   3%|▎         | 34/1250 [00:39<24:12,  1.19s/it, loss=0.551]
Epoch 3/4:   3%|▎         | 34/1250 [00:40<24:12,  1.19s/it, loss=0.437]
Epoch 3/4:   3%|▎         | 35/1250 [00:40<23:51,  1.18s/it, loss=0.437]
Epoch 3/4:   3%|▎         | 35/1250 [00:41<23:51,  1.18s/it, loss=0.623]
Epoch 3/4:   3%|▎         | 36/1250 [00:41<23:18,  1.15s/it, loss=0.623]
Epoch 3/4:   3%|▎         | 36/1250 [00:42<23:18,  1.15s/it, loss=0.607]
Epoch 3/4:   3%|▎         | 37/1250 [00:42<22:40,  1.12s/it, loss=0.607]
Epoch 3/4:   3%|▎         | 37/1250 [00:43<22:40,  1.12s/it, loss=0.356]
Epoch 3/4:   3%|▎         | 38/1250 [00:43<22:30,  1.11s/it, loss=0.356]
Epoch 3/4:   3%|▎         | 38/1250 [00:44<22:30,  1.11s/it, loss=0.475]
Epoch 3/4:   3%|▎         | 39/1250 [00:44<23:08,  1.15s/it, loss=0.475]
Epoch 3/4:   3%|▎         | 39/1250 [00:46<23:08,  1.15s/it, loss=0.554]
Epoch 3/4:   3%|▎         | 40/1250 [00:46<24:15,  1.20s/it, loss=0.554]
Epoch 3/4:   3%|▎         | 40/1250 [00:47<24:15,  1.20s/it, loss=0.29] 
Epoch 3/4:   3%|▎         | 41/1250 [00:47<24:03,  1.19s/it, loss=0.29]
Epoch 3/4:   3%|▎         | 41/1250 [00:48<24:03,  1.19s/it, loss=0.377]
Epoch 3/4:   3%|▎         | 42/1250 [00:48<23:18,  1.16s/it, loss=0.377]
Epoch 3/4:   3%|▎         | 42/1250 [00:49<23:18,  1.16s/it, loss=0.459]
Epoch 3/4:   3%|▎         | 43/1250 [00:49<22:43,  1.13s/it, loss=0.459]
Epoch 3/4:   3%|▎         | 43/1250 [00:50<22:43,  1.13s/it, loss=0.576]
Epoch 3/4:   4%|▎         | 44/1250 [00:50<22:29,  1.12s/it, loss=0.576]
Epoch 3/4:   4%|▎         | 44/1250 [00:51<22:29,  1.12s/it, loss=0.673]
Epoch 3/4:   4%|▎         | 45/1250 [00:51<22:26,  1.12s/it, loss=0.673]
Epoch 3/4:   4%|▎         | 45/1250 [00:52<22:26,  1.12s/it, loss=0.595]
Epoch 3/4:   4%|▎         | 46/1250 [00:52<22:13,  1.11s/it, loss=0.595]
Epoch 3/4:   4%|▎         | 46/1250 [00:54<22:13,  1.11s/it, loss=0.39] 
Epoch 3/4:   4%|▍         | 47/1250 [00:54<22:39,  1.13s/it, loss=0.39]
Epoch 3/4:   4%|▍         | 47/1250 [00:55<22:39,  1.13s/it, loss=0.475]
Epoch 3/4:   4%|▍         | 48/1250 [00:55<23:04,  1.15s/it, loss=0.475]
Epoch 3/4:   4%|▍         | 48/1250 [00:56<23:04,  1.15s/it, loss=0.547]
Epoch 3/4:   4%|▍         | 49/1250 [00:56<23:10,  1.16s/it, loss=0.547]
Epoch 3/4:   4%|▍         | 49/1250 [00:57<23:10,  1.16s/it, loss=0.318]
Epoch 3/4:   4%|▍         | 50/1250 [00:57<22:38,  1.13s/it, loss=0.318]
Epoch 3/4:   4%|▍         | 50/1250 [00:58<22:38,  1.13s/it, loss=0.348]
Epoch 3/4:   4%|▍         | 51/1250 [00:58<22:13,  1.11s/it, loss=0.348]
Epoch 3/4:   4%|▍         | 51/1250 [00:59<22:13,  1.11s/it, loss=0.554]
Epoch 3/4:   4%|▍         | 52/1250 [00:59<22:35,  1.13s/it, loss=0.554]
Epoch 3/4:   4%|▍         | 52/1250 [01:00<22:35,  1.13s/it, loss=0.306]
Epoch 3/4:   4%|▍         | 53/1250 [01:00<23:02,  1.15s/it, loss=0.306]
Epoch 3/4:   4%|▍         | 53/1250 [01:02<23:02,  1.15s/it, loss=0.603]
Epoch 3/4:   4%|▍         | 54/1250 [01:02<22:50,  1.15s/it, loss=0.603]
Epoch 3/4:   4%|▍         | 54/1250 [01:03<22:50,  1.15s/it, loss=0.743]
Epoch 3/4:   4%|▍         | 55/1250 [01:03<22:18,  1.12s/it, loss=0.743]
Epoch 3/4:   4%|▍         | 55/1250 [01:04<22:18,  1.12s/it, loss=0.635]
Epoch 3/4:   4%|▍         | 56/1250 [01:04<22:24,  1.13s/it, loss=0.635]
Epoch 3/4:   4%|▍         | 56/1250 [01:05<22:24,  1.13s/it, loss=0.372]
Epoch 3/4:   5%|▍         | 57/1250 [01:05<22:56,  1.15s/it, loss=0.372]
Epoch 3/4:   5%|▍         | 57/1250 [01:06<22:56,  1.15s/it, loss=0.687]
Epoch 3/4:   5%|▍         | 58/1250 [01:06<23:03,  1.16s/it, loss=0.687]
Epoch 3/4:   5%|▍         | 58/1250 [01:07<23:03,  1.16s/it, loss=0.566]
Epoch 3/4:   5%|▍         | 59/1250 [01:07<22:37,  1.14s/it, loss=0.566]
Epoch 3/4:   5%|▍         | 59/1250 [01:08<22:37,  1.14s/it, loss=0.475]
Epoch 3/4:   5%|▍         | 60/1250 [01:08<22:29,  1.13s/it, loss=0.475]
Epoch 3/4:   5%|▍         | 60/1250 [01:10<22:29,  1.13s/it, loss=0.368]
Epoch 3/4:   5%|▍         | 61/1250 [01:10<22:44,  1.15s/it, loss=0.368]
Epoch 3/4:   5%|▍         | 61/1250 [01:11<22:44,  1.15s/it, loss=0.408]
Epoch 3/4:   5%|▍         | 62/1250 [01:11<23:20,  1.18s/it, loss=0.408]
Epoch 3/4:   5%|▍         | 62/1250 [01:12<23:20,  1.18s/it, loss=0.606]
Epoch 3/4:   5%|▌         | 63/1250 [01:12<23:28,  1.19s/it, loss=0.606]
Epoch 3/4:   5%|▌         | 63/1250 [01:13<23:28,  1.19s/it, loss=0.48] 
Epoch 3/4:   5%|▌         | 64/1250 [01:13<23:01,  1.17s/it, loss=0.48]
Epoch 3/4:   5%|▌         | 64/1250 [01:14<23:01,  1.17s/it, loss=0.499]
Epoch 3/4:   5%|▌         | 65/1250 [01:14<22:37,  1.15s/it, loss=0.499]
Epoch 3/4:   5%|▌         | 65/1250 [01:15<22:37,  1.15s/it, loss=0.688]
Epoch 3/4:   5%|▌         | 66/1250 [01:15<22:37,  1.15s/it, loss=0.688]
Epoch 3/4:   5%|▌         | 66/1250 [01:16<22:37,  1.15s/it, loss=0.665]
Epoch 3/4:   5%|▌         | 67/1250 [01:16<22:33,  1.14s/it, loss=0.665]
Epoch 3/4:   5%|▌         | 67/1250 [01:18<22:33,  1.14s/it, loss=0.544]
Epoch 3/4:   5%|▌         | 68/1250 [01:18<22:09,  1.12s/it, loss=0.544]
Epoch 3/4:   5%|▌         | 68/1250 [01:19<22:09,  1.12s/it, loss=0.621]
Epoch 3/4:   6%|▌         | 69/1250 [01:19<21:54,  1.11s/it, loss=0.621]
Epoch 3/4:   6%|▌         | 69/1250 [01:20<21:54,  1.11s/it, loss=0.571]
Epoch 3/4:   6%|▌         | 70/1250 [01:20<22:07,  1.13s/it, loss=0.571]
Epoch 3/4:   6%|▌         | 70/1250 [01:21<22:07,  1.13s/it, loss=0.399]
Epoch 3/4:   6%|▌         | 71/1250 [01:21<22:23,  1.14s/it, loss=0.399]
Epoch 3/4:   6%|▌         | 71/1250 [01:22<22:23,  1.14s/it, loss=0.426]
Epoch 3/4:   6%|▌         | 72/1250 [01:22<22:16,  1.13s/it, loss=0.426]
Epoch 3/4:   6%|▌         | 72/1250 [01:23<22:16,  1.13s/it, loss=0.395]
Epoch 3/4:   6%|▌         | 73/1250 [01:23<21:34,  1.10s/it, loss=0.395]
Epoch 3/4:   6%|▌         | 73/1250 [01:24<21:34,  1.10s/it, loss=0.411]
Epoch 3/4:   6%|▌         | 74/1250 [01:24<21:37,  1.10s/it, loss=0.411]
Epoch 3/4:   6%|▌         | 74/1250 [01:25<21:37,  1.10s/it, loss=0.394]
Epoch 3/4:   6%|▌         | 75/1250 [01:25<22:01,  1.12s/it, loss=0.394]
Epoch 3/4:   6%|▌         | 75/1250 [01:27<22:01,  1.12s/it, loss=0.55] 
Epoch 3/4:   6%|▌         | 76/1250 [01:27<22:06,  1.13s/it, loss=0.55]
Epoch 3/4:   6%|▌         | 76/1250 [01:28<22:06,  1.13s/it, loss=0.992]
Epoch 3/4:   6%|▌         | 77/1250 [01:28<21:45,  1.11s/it, loss=0.992]
Epoch 3/4:   6%|▌         | 77/1250 [01:29<21:45,  1.11s/it, loss=0.494]
Epoch 3/4:   6%|▌         | 78/1250 [01:29<21:36,  1.11s/it, loss=0.494]
Epoch 3/4:   6%|▌         | 78/1250 [01:30<21:36,  1.11s/it, loss=0.541]
Epoch 3/4:   6%|▋         | 79/1250 [01:30<21:55,  1.12s/it, loss=0.541]
Epoch 3/4:   6%|▋         | 79/1250 [01:31<21:55,  1.12s/it, loss=0.505]
Epoch 3/4:   6%|▋         | 80/1250 [01:31<22:14,  1.14s/it, loss=0.505]
Epoch 3/4:   6%|▋         | 80/1250 [01:32<22:14,  1.14s/it, loss=0.57] 
Epoch 3/4:   6%|▋         | 81/1250 [01:32<21:59,  1.13s/it, loss=0.57]
Epoch 3/4:   6%|▋         | 81/1250 [01:33<21:59,  1.13s/it, loss=0.44]
Epoch 3/4:   7%|▋         | 82/1250 [01:33<21:51,  1.12s/it, loss=0.44]
Epoch 3/4:   7%|▋         | 82/1250 [01:34<21:51,  1.12s/it, loss=0.418]
Epoch 3/4:   7%|▋         | 83/1250 [01:34<22:00,  1.13s/it, loss=0.418]
Epoch 3/4:   7%|▋         | 83/1250 [01:36<22:00,  1.13s/it, loss=0.519]
Epoch 3/4:   7%|▋         | 84/1250 [01:36<22:22,  1.15s/it, loss=0.519]
Epoch 3/4:   7%|▋         | 84/1250 [01:37<22:22,  1.15s/it, loss=0.409]
Epoch 3/4:   7%|▋         | 85/1250 [01:37<22:15,  1.15s/it, loss=0.409]
Epoch 3/4:   7%|▋         | 85/1250 [01:38<22:15,  1.15s/it, loss=0.514]
Epoch 3/4:   7%|▋         | 86/1250 [01:38<21:43,  1.12s/it, loss=0.514]
Epoch 3/4:   7%|▋         | 86/1250 [01:39<21:43,  1.12s/it, loss=0.62] 
Epoch 3/4:   7%|▋         | 87/1250 [01:39<21:42,  1.12s/it, loss=0.62]
Epoch 3/4:   7%|▋         | 87/1250 [01:40<21:42,  1.12s/it, loss=0.466]
Epoch 3/4:   7%|▋         | 88/1250 [01:40<22:16,  1.15s/it, loss=0.466]
Epoch 3/4:   7%|▋         | 88/1250 [01:41<22:16,  1.15s/it, loss=0.328]
Epoch 3/4:   7%|▋         | 89/1250 [01:41<22:38,  1.17s/it, loss=0.328]
Epoch 3/4:   7%|▋         | 89/1250 [01:42<22:38,  1.17s/it, loss=0.495]
Epoch 3/4:   7%|▋         | 90/1250 [01:42<22:00,  1.14s/it, loss=0.495]
Epoch 3/4:   7%|▋         | 90/1250 [01:43<22:00,  1.14s/it, loss=0.563]
Epoch 3/4:   7%|▋         | 91/1250 [01:43<21:30,  1.11s/it, loss=0.563]
Epoch 3/4:   7%|▋         | 91/1250 [01:45<21:30,  1.11s/it, loss=0.572]
Epoch 3/4:   7%|▋         | 92/1250 [01:45<21:44,  1.13s/it, loss=0.572]
Epoch 3/4:   7%|▋         | 92/1250 [01:46<21:44,  1.13s/it, loss=0.467]
Epoch 3/4:   7%|▋         | 93/1250 [01:46<22:15,  1.15s/it, loss=0.467]
Epoch 3/4:   7%|▋         | 93/1250 [01:47<22:15,  1.15s/it, loss=0.379]
Epoch 3/4:   8%|▊         | 94/1250 [01:47<22:01,  1.14s/it, loss=0.379]
Epoch 3/4:   8%|▊         | 94/1250 [01:48<22:01,  1.14s/it, loss=0.676]
Epoch 3/4:   8%|▊         | 95/1250 [01:48<21:28,  1.12s/it, loss=0.676]
Epoch 3/4:   8%|▊         | 95/1250 [01:49<21:28,  1.12s/it, loss=0.516]
Epoch 3/4:   8%|▊         | 96/1250 [01:49<21:13,  1.10s/it, loss=0.516]
Epoch 3/4:   8%|▊         | 96/1250 [01:50<21:13,  1.10s/it, loss=0.43] 
Epoch 3/4:   8%|▊         | 97/1250 [01:50<21:26,  1.12s/it, loss=0.43]
Epoch 3/4:   8%|▊         | 97/1250 [01:51<21:26,  1.12s/it, loss=0.65]
Epoch 3/4:   8%|▊         | 98/1250 [01:51<21:29,  1.12s/it, loss=0.65]
Epoch 3/4:   8%|▊         | 98/1250 [01:52<21:29,  1.12s/it, loss=0.521]
Epoch 3/4:   8%|▊         | 99/1250 [01:52<21:19,  1.11s/it, loss=0.521]
Epoch 3/4:   8%|▊         | 99/1250 [01:54<21:19,  1.11s/it, loss=0.405]
Epoch 3/4:   8%|▊         | 100/1250 [01:54<21:16,  1.11s/it, loss=0.405]
Epoch 3/4:   8%|▊         | 100/1250 [01:55<21:16,  1.11s/it, loss=0.538]
Epoch 3/4:   8%|▊         | 101/1250 [01:55<21:35,  1.13s/it, loss=0.538]
Epoch 3/4:   8%|▊         | 101/1250 [01:56<21:35,  1.13s/it, loss=0.379]
Epoch 3/4:   8%|▊         | 102/1250 [01:56<22:00,  1.15s/it, loss=0.379]
Epoch 3/4:   8%|▊         | 102/1250 [01:57<22:00,  1.15s/it, loss=0.529]
Epoch 3/4:   8%|▊         | 103/1250 [01:57<21:47,  1.14s/it, loss=0.529]
Epoch 3/4:   8%|▊         | 103/1250 [01:58<21:47,  1.14s/it, loss=0.596]
Epoch 3/4:   8%|▊         | 104/1250 [01:58<21:15,  1.11s/it, loss=0.596]
Epoch 3/4:   8%|▊         | 104/1250 [01:59<21:15,  1.11s/it, loss=0.63] 
Epoch 3/4:   8%|▊         | 105/1250 [01:59<21:06,  1.11s/it, loss=0.63]
Epoch 3/4:   8%|▊         | 105/1250 [02:00<21:06,  1.11s/it, loss=0.681]
Epoch 3/4:   8%|▊         | 106/1250 [02:00<21:24,  1.12s/it, loss=0.681]
Epoch 3/4:   8%|▊         | 106/1250 [02:02<21:24,  1.12s/it, loss=0.586]
Epoch 3/4:   9%|▊         | 107/1250 [02:02<21:32,  1.13s/it, loss=0.586]
Epoch 3/4:   9%|▊         | 107/1250 [02:03<21:32,  1.13s/it, loss=0.571]
Epoch 3/4:   9%|▊         | 108/1250 [02:03<21:21,  1.12s/it, loss=0.571]
Epoch 3/4:   9%|▊         | 108/1250 [02:04<21:21,  1.12s/it, loss=0.62] 
Epoch 3/4:   9%|▊         | 109/1250 [02:04<20:56,  1.10s/it, loss=0.62]
Epoch 3/4:   9%|▊         | 109/1250 [02:05<20:56,  1.10s/it, loss=0.625]
Epoch 3/4:   9%|▉         | 110/1250 [02:05<21:06,  1.11s/it, loss=0.625]
Epoch 3/4:   9%|▉         | 110/1250 [02:06<21:06,  1.11s/it, loss=0.563]
Epoch 3/4:   9%|▉         | 111/1250 [02:06<21:37,  1.14s/it, loss=0.563]
Epoch 3/4:   9%|▉         | 111/1250 [02:07<21:37,  1.14s/it, loss=0.87] 
Epoch 3/4:   9%|▉         | 112/1250 [02:07<21:50,  1.15s/it, loss=0.87]
Epoch 3/4:   9%|▉         | 112/1250 [02:08<21:50,  1.15s/it, loss=0.413]
Epoch 3/4:   9%|▉         | 113/1250 [02:08<21:24,  1.13s/it, loss=0.413]
Epoch 3/4:   9%|▉         | 113/1250 [02:09<21:24,  1.13s/it, loss=0.406]
Epoch 3/4:   9%|▉         | 114/1250 [02:09<21:04,  1.11s/it, loss=0.406]
Epoch 3/4:   9%|▉         | 114/1250 [02:11<21:04,  1.11s/it, loss=0.413]
Epoch 3/4:   9%|▉         | 115/1250 [02:11<21:30,  1.14s/it, loss=0.413]
Epoch 3/4:   9%|▉         | 115/1250 [02:12<21:30,  1.14s/it, loss=0.434]
Epoch 3/4:   9%|▉         | 116/1250 [02:12<21:46,  1.15s/it, loss=0.434]
Epoch 3/4:   9%|▉         | 116/1250 [02:13<21:46,  1.15s/it, loss=0.621]
Epoch 3/4:   9%|▉         | 117/1250 [02:13<21:19,  1.13s/it, loss=0.621]
Epoch 3/4:   9%|▉         | 117/1250 [02:14<21:19,  1.13s/it, loss=0.458]
Epoch 3/4:   9%|▉         | 118/1250 [02:14<20:44,  1.10s/it, loss=0.458]
Epoch 3/4:   9%|▉         | 118/1250 [02:15<20:44,  1.10s/it, loss=0.585]
Epoch 3/4:  10%|▉         | 119/1250 [02:15<20:57,  1.11s/it, loss=0.585]
Epoch 3/4:  10%|▉         | 119/1250 [02:16<20:57,  1.11s/it, loss=0.636]
Epoch 3/4:  10%|▉         | 120/1250 [02:16<21:23,  1.14s/it, loss=0.636]
Epoch 3/4:  10%|▉         | 120/1250 [02:17<21:23,  1.14s/it, loss=0.778]
Epoch 3/4:  10%|▉         | 121/1250 [02:17<21:21,  1.14s/it, loss=0.778]
Epoch 3/4:  10%|▉         | 121/1250 [02:18<21:21,  1.14s/it, loss=0.614]
Epoch 3/4:  10%|▉         | 122/1250 [02:18<20:52,  1.11s/it, loss=0.614]
Epoch 3/4:  10%|▉         | 122/1250 [02:19<20:52,  1.11s/it, loss=0.537]
Epoch 3/4:  10%|▉         | 123/1250 [02:19<20:42,  1.10s/it, loss=0.537]
Epoch 3/4:  10%|▉         | 123/1250 [02:21<20:42,  1.10s/it, loss=0.367]
Epoch 3/4:  10%|▉         | 124/1250 [02:21<21:02,  1.12s/it, loss=0.367]
Epoch 3/4:  10%|▉         | 124/1250 [02:22<21:02,  1.12s/it, loss=0.526]
Epoch 3/4:  10%|█         | 125/1250 [02:22<21:10,  1.13s/it, loss=0.526]
Epoch 3/4:  10%|█         | 125/1250 [02:23<21:10,  1.13s/it, loss=0.534]
Epoch 3/4:  10%|█         | 126/1250 [02:23<20:50,  1.11s/it, loss=0.534]
Epoch 3/4:  10%|█         | 126/1250 [02:24<20:50,  1.11s/it, loss=1.04] 
Epoch 3/4:  10%|█         | 127/1250 [02:24<20:26,  1.09s/it, loss=1.04]
Epoch 3/4:  10%|█         | 127/1250 [02:25<20:26,  1.09s/it, loss=0.524]
Epoch 3/4:  10%|█         | 128/1250 [02:25<20:42,  1.11s/it, loss=0.524]
Epoch 3/4:  10%|█         | 128/1250 [02:26<20:42,  1.11s/it, loss=0.436]
Epoch 3/4:  10%|█         | 129/1250 [02:26<21:11,  1.13s/it, loss=0.436]
Epoch 3/4:  10%|█         | 129/1250 [02:27<21:11,  1.13s/it, loss=0.616]
Epoch 3/4:  10%|█         | 130/1250 [02:27<21:05,  1.13s/it, loss=0.616]
Epoch 3/4:  10%|█         | 130/1250 [02:28<21:05,  1.13s/it, loss=0.516]
Epoch 3/4:  10%|█         | 131/1250 [02:28<20:30,  1.10s/it, loss=0.516]
Epoch 3/4:  10%|█         | 131/1250 [02:29<20:30,  1.10s/it, loss=0.475]
Epoch 3/4:  11%|█         | 132/1250 [02:29<20:20,  1.09s/it, loss=0.475]
Epoch 3/4:  11%|█         | 132/1250 [02:31<20:20,  1.09s/it, loss=0.609]
Epoch 3/4:  11%|█         | 133/1250 [02:31<20:39,  1.11s/it, loss=0.609]
Epoch 3/4:  11%|█         | 133/1250 [02:32<20:39,  1.11s/it, loss=0.623]
Epoch 3/4:  11%|█         | 134/1250 [02:32<20:49,  1.12s/it, loss=0.623]
Epoch 3/4:  11%|█         | 134/1250 [02:33<20:49,  1.12s/it, loss=0.545]
Epoch 3/4:  11%|█         | 135/1250 [02:33<20:45,  1.12s/it, loss=0.545]
Epoch 3/4:  11%|█         | 135/1250 [02:34<20:45,  1.12s/it, loss=0.473]
Epoch 3/4:  11%|█         | 136/1250 [02:34<20:52,  1.12s/it, loss=0.473]
Epoch 3/4:  11%|█         | 136/1250 [02:35<20:52,  1.12s/it, loss=0.51] 
Epoch 3/4:  11%|█         | 137/1250 [02:35<21:23,  1.15s/it, loss=0.51]
Epoch 3/4:  11%|█         | 137/1250 [02:36<21:23,  1.15s/it, loss=0.472]
Epoch 3/4:  11%|█         | 138/1250 [02:36<21:17,  1.15s/it, loss=0.472]
Epoch 3/4:  11%|█         | 138/1250 [02:37<21:17,  1.15s/it, loss=0.655]
Epoch 3/4:  11%|█         | 139/1250 [02:37<20:54,  1.13s/it, loss=0.655]
Epoch 3/4:  11%|█         | 139/1250 [02:38<20:54,  1.13s/it, loss=0.444]
Epoch 3/4:  11%|█         | 140/1250 [02:38<20:18,  1.10s/it, loss=0.444]
Epoch 3/4:  11%|█         | 140/1250 [02:40<20:18,  1.10s/it, loss=0.585]
Epoch 3/4:  11%|█▏        | 141/1250 [02:40<20:06,  1.09s/it, loss=0.585]
Epoch 3/4:  11%|█▏        | 141/1250 [02:41<20:06,  1.09s/it, loss=0.381]
Epoch 3/4:  11%|█▏        | 142/1250 [02:41<20:41,  1.12s/it, loss=0.381]
Epoch 3/4:  11%|█▏        | 142/1250 [02:42<20:41,  1.12s/it, loss=0.445]
Epoch 3/4:  11%|█▏        | 143/1250 [02:42<20:53,  1.13s/it, loss=0.445]
Epoch 3/4:  11%|█▏        | 143/1250 [02:43<20:53,  1.13s/it, loss=1.05] 
Epoch 3/4:  12%|█▏        | 144/1250 [02:43<20:36,  1.12s/it, loss=1.05]
Epoch 3/4:  12%|█▏        | 144/1250 [02:44<20:36,  1.12s/it, loss=0.593]
Epoch 3/4:  12%|█▏        | 145/1250 [02:44<20:02,  1.09s/it, loss=0.593]
Epoch 3/4:  12%|█▏        | 145/1250 [02:45<20:02,  1.09s/it, loss=0.585]
Epoch 3/4:  12%|█▏        | 146/1250 [02:45<20:32,  1.12s/it, loss=0.585]
Epoch 3/4:  12%|█▏        | 146/1250 [02:46<20:32,  1.12s/it, loss=0.396]
Epoch 3/4:  12%|█▏        | 147/1250 [02:46<20:59,  1.14s/it, loss=0.396]
Epoch 3/4:  12%|█▏        | 147/1250 [02:47<20:59,  1.14s/it, loss=0.471]
Epoch 3/4:  12%|█▏        | 148/1250 [02:47<20:53,  1.14s/it, loss=0.471]
Epoch 3/4:  12%|█▏        | 148/1250 [02:49<20:53,  1.14s/it, loss=0.643]
Epoch 3/4:  12%|█▏        | 149/1250 [02:49<20:27,  1.11s/it, loss=0.643]
Epoch 3/4:  12%|█▏        | 149/1250 [02:50<20:27,  1.11s/it, loss=0.449]
Epoch 3/4:  12%|█▏        | 150/1250 [02:50<20:08,  1.10s/it, loss=0.449]
Epoch 3/4:  12%|█▏        | 150/1250 [02:51<20:08,  1.10s/it, loss=0.758]
Epoch 3/4:  12%|█▏        | 151/1250 [02:51<20:17,  1.11s/it, loss=0.758]
Epoch 3/4:  12%|█▏        | 151/1250 [02:52<20:17,  1.11s/it, loss=0.39] 
Epoch 3/4:  12%|█▏        | 152/1250 [02:52<20:37,  1.13s/it, loss=0.39]
Epoch 3/4:  12%|█▏        | 152/1250 [02:53<20:37,  1.13s/it, loss=0.538]
Epoch 3/4:  12%|█▏        | 153/1250 [02:53<20:31,  1.12s/it, loss=0.538]
Epoch 3/4:  12%|█▏        | 153/1250 [02:54<20:31,  1.12s/it, loss=0.591]
Epoch 3/4:  12%|█▏        | 154/1250 [02:54<20:08,  1.10s/it, loss=0.591]
Epoch 3/4:  12%|█▏        | 154/1250 [02:55<20:08,  1.10s/it, loss=0.721]
Epoch 3/4:  12%|█▏        | 155/1250 [02:55<20:10,  1.11s/it, loss=0.721]
Epoch 3/4:  12%|█▏        | 155/1250 [02:56<20:10,  1.11s/it, loss=0.424]
Epoch 3/4:  12%|█▏        | 156/1250 [02:56<20:23,  1.12s/it, loss=0.424]
Epoch 3/4:  12%|█▏        | 156/1250 [02:57<20:23,  1.12s/it, loss=0.452]
Epoch 3/4:  13%|█▎        | 157/1250 [02:57<20:21,  1.12s/it, loss=0.452]
Epoch 3/4:  13%|█▎        | 157/1250 [02:58<20:21,  1.12s/it, loss=0.46] 
Epoch 3/4:  13%|█▎        | 158/1250 [02:58<19:57,  1.10s/it, loss=0.46]
Epoch 3/4:  13%|█▎        | 158/1250 [03:00<19:57,  1.10s/it, loss=0.422]
Epoch 3/4:  13%|█▎        | 159/1250 [03:00<19:58,  1.10s/it, loss=0.422]
Epoch 3/4:  13%|█▎        | 159/1250 [03:01<19:58,  1.10s/it, loss=0.362]
Epoch 3/4:  13%|█▎        | 160/1250 [03:01<20:35,  1.13s/it, loss=0.362]
Epoch 3/4:  13%|█▎        | 160/1250 [03:02<20:35,  1.13s/it, loss=0.678]
Epoch 3/4:  13%|█▎        | 161/1250 [03:02<20:46,  1.14s/it, loss=0.678]
Epoch 3/4:  13%|█▎        | 161/1250 [03:03<20:46,  1.14s/it, loss=0.522]
Epoch 3/4:  13%|█▎        | 162/1250 [03:03<20:17,  1.12s/it, loss=0.522]
Epoch 3/4:  13%|█▎        | 162/1250 [03:04<20:17,  1.12s/it, loss=0.721]
Epoch 3/4:  13%|█▎        | 163/1250 [03:04<19:39,  1.08s/it, loss=0.721]
Epoch 3/4:  13%|█▎        | 163/1250 [03:05<19:39,  1.08s/it, loss=0.44] 
Epoch 3/4:  13%|█▎        | 164/1250 [03:05<19:36,  1.08s/it, loss=0.44]
Epoch 3/4:  13%|█▎        | 164/1250 [03:06<19:36,  1.08s/it, loss=0.439]
Epoch 3/4:  13%|█▎        | 165/1250 [03:06<20:16,  1.12s/it, loss=0.439]
Epoch 3/4:  13%|█▎        | 165/1250 [03:07<20:16,  1.12s/it, loss=0.471]
Epoch 3/4:  13%|█▎        | 166/1250 [03:07<20:22,  1.13s/it, loss=0.471]
Epoch 3/4:  13%|█▎        | 166/1250 [03:09<20:22,  1.13s/it, loss=0.552]
Epoch 3/4:  13%|█▎        | 167/1250 [03:09<19:54,  1.10s/it, loss=0.552]
Epoch 3/4:  13%|█▎        | 167/1250 [03:10<19:54,  1.10s/it, loss=0.589]
Epoch 3/4:  13%|█▎        | 168/1250 [03:10<19:30,  1.08s/it, loss=0.589]
Epoch 3/4:  13%|█▎        | 168/1250 [03:11<19:30,  1.08s/it, loss=0.985]
Epoch 3/4:  14%|█▎        | 169/1250 [03:11<19:51,  1.10s/it, loss=0.985]
Epoch 3/4:  14%|█▎        | 169/1250 [03:12<19:51,  1.10s/it, loss=0.451]
Epoch 3/4:  14%|█▎        | 170/1250 [03:12<20:18,  1.13s/it, loss=0.451]
Epoch 3/4:  14%|█▎        | 170/1250 [03:13<20:18,  1.13s/it, loss=0.434]
Epoch 3/4:  14%|█▎        | 171/1250 [03:13<20:11,  1.12s/it, loss=0.434]
Epoch 3/4:  14%|█▎        | 171/1250 [03:14<20:11,  1.12s/it, loss=0.4]  
Epoch 3/4:  14%|█▍        | 172/1250 [03:14<19:47,  1.10s/it, loss=0.4]
Epoch 3/4:  14%|█▍        | 172/1250 [03:15<19:47,  1.10s/it, loss=0.611]
Epoch 3/4:  14%|█▍        | 173/1250 [03:15<19:58,  1.11s/it, loss=0.611]
Epoch 3/4:  14%|█▍        | 173/1250 [03:16<19:58,  1.11s/it, loss=0.591]
Epoch 3/4:  14%|█▍        | 174/1250 [03:16<20:30,  1.14s/it, loss=0.591]
Epoch 3/4:  14%|█▍        | 174/1250 [03:18<20:30,  1.14s/it, loss=0.435]
Epoch 3/4:  14%|█▍        | 175/1250 [03:18<20:28,  1.14s/it, loss=0.435]
Epoch 3/4:  14%|█▍        | 175/1250 [03:19<20:28,  1.14s/it, loss=0.483]
Epoch 3/4:  14%|█▍        | 176/1250 [03:19<19:52,  1.11s/it, loss=0.483]
Epoch 3/4:  14%|█▍        | 176/1250 [03:20<19:52,  1.11s/it, loss=0.715]
Epoch 3/4:  14%|█▍        | 177/1250 [03:20<19:24,  1.09s/it, loss=0.715]
Epoch 3/4:  14%|█▍        | 177/1250 [03:21<19:24,  1.09s/it, loss=0.551]
Epoch 3/4:  14%|█▍        | 178/1250 [03:21<19:27,  1.09s/it, loss=0.551]
Epoch 3/4:  14%|█▍        | 178/1250 [03:22<19:27,  1.09s/it, loss=0.49] 
Epoch 3/4:  14%|█▍        | 179/1250 [03:22<19:43,  1.10s/it, loss=0.49]
Epoch 3/4:  14%|█▍        | 179/1250 [03:23<19:43,  1.10s/it, loss=0.471]
Epoch 3/4:  14%|█▍        | 180/1250 [03:23<19:38,  1.10s/it, loss=0.471]
Epoch 3/4:  14%|█▍        | 180/1250 [03:24<19:38,  1.10s/it, loss=0.385]
Epoch 3/4:  14%|█▍        | 181/1250 [03:24<19:21,  1.09s/it, loss=0.385]
Epoch 3/4:  14%|█▍        | 181/1250 [03:25<19:21,  1.09s/it, loss=0.575]
Epoch 3/4:  15%|█▍        | 182/1250 [03:25<19:21,  1.09s/it, loss=0.575]
Epoch 3/4:  15%|█▍        | 182/1250 [03:26<19:21,  1.09s/it, loss=0.471]
Epoch 3/4:  15%|█▍        | 183/1250 [03:26<19:59,  1.12s/it, loss=0.471]
Epoch 3/4:  15%|█▍        | 183/1250 [03:28<19:59,  1.12s/it, loss=0.446]
Epoch 3/4:  15%|█▍        | 184/1250 [03:28<20:59,  1.18s/it, loss=0.446]
Epoch 3/4:  15%|█▍        | 184/1250 [03:29<20:59,  1.18s/it, loss=0.579]
Epoch 3/4:  15%|█▍        | 185/1250 [03:29<20:28,  1.15s/it, loss=0.579]
Epoch 3/4:  15%|█▍        | 185/1250 [03:30<20:28,  1.15s/it, loss=0.438]
Epoch 3/4:  15%|█▍        | 186/1250 [03:30<19:44,  1.11s/it, loss=0.438]
Epoch 3/4:  15%|█▍        | 186/1250 [03:31<19:44,  1.11s/it, loss=0.473]
Epoch 3/4:  15%|█▍        | 187/1250 [03:31<19:31,  1.10s/it, loss=0.473]
Epoch 3/4:  15%|█▍        | 187/1250 [03:32<19:31,  1.10s/it, loss=0.625]
Epoch 3/4:  15%|█▌        | 188/1250 [03:32<19:40,  1.11s/it, loss=0.625]
Epoch 3/4:  15%|█▌        | 188/1250 [03:33<19:40,  1.11s/it, loss=0.57] 
Epoch 3/4:  15%|█▌        | 189/1250 [03:33<19:37,  1.11s/it, loss=0.57]
Epoch 3/4:  15%|█▌        | 189/1250 [03:34<19:37,  1.11s/it, loss=0.64]
Epoch 3/4:  15%|█▌        | 190/1250 [03:34<19:15,  1.09s/it, loss=0.64]
Epoch 3/4:  15%|█▌        | 190/1250 [03:35<19:15,  1.09s/it, loss=0.526]
Epoch 3/4:  15%|█▌        | 191/1250 [03:35<19:08,  1.08s/it, loss=0.526]
Epoch 3/4:  15%|█▌        | 191/1250 [03:36<19:08,  1.08s/it, loss=0.843]
Epoch 3/4:  15%|█▌        | 192/1250 [03:36<19:32,  1.11s/it, loss=0.843]
Epoch 3/4:  15%|█▌        | 192/1250 [03:37<19:32,  1.11s/it, loss=0.427]
Epoch 3/4:  15%|█▌        | 193/1250 [03:37<19:51,  1.13s/it, loss=0.427]
Epoch 3/4:  15%|█▌        | 193/1250 [03:39<19:51,  1.13s/it, loss=0.737]
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Epoch 3/4:  18%|█▊        | 224/1250 [04:11<18:53,  1.10s/it, loss=0.414]
Epoch 3/4:  18%|█▊        | 224/1250 [04:13<18:53,  1.10s/it, loss=0.476]
Epoch 3/4:  18%|█▊        | 225/1250 [04:13<19:17,  1.13s/it, loss=0.476]
Epoch 3/4:  18%|█▊        | 225/1250 [04:14<19:17,  1.13s/it, loss=0.614]
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Epoch 3/4:  18%|█▊        | 226/1250 [04:15<18:49,  1.10s/it, loss=0.461]
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Epoch 3/4:  18%|█▊        | 227/1250 [04:16<18:26,  1.08s/it, loss=0.509]
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Epoch 3/4:  19%|█▉        | 239/1250 [04:29<18:45,  1.11s/it, loss=0.456]
Epoch 3/4:  19%|█▉        | 240/1250 [04:29<18:34,  1.10s/it, loss=0.456]
Epoch 3/4:  19%|█▉        | 240/1250 [04:30<18:34,  1.10s/it, loss=0.406]
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Epoch 3/4:  32%|███▏      | 406/1250 [07:29<14:48,  1.05s/it, loss=0.576]
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Epoch 3/4:  33%|███▎      | 407/1250 [07:30<15:04,  1.07s/it, loss=0.684]
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Epoch 3/4:  33%|███▎      | 408/1250 [07:31<15:16,  1.09s/it, loss=0.461]
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Epoch 3/4:  33%|███▎      | 410/1250 [07:33<14:57,  1.07s/it, loss=0.629]
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Epoch 3/4:  33%|███▎      | 411/1250 [07:35<15:18,  1.09s/it, loss=0.581]
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Epoch 3/4:  33%|███▎      | 417/1250 [07:40<15:05,  1.09s/it, loss=0.614]
Epoch 3/4:  33%|███▎      | 417/1250 [07:41<15:05,  1.09s/it, loss=0.462]
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Epoch 3/4:  34%|███▎      | 420/1250 [07:44<14:42,  1.06s/it, loss=0.482]
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Epoch 3/4:  34%|███▎      | 421/1250 [07:45<14:59,  1.08s/it, loss=0.461]
Epoch 3/4:  34%|███▍      | 422/1250 [07:45<15:24,  1.12s/it, loss=0.461]
Epoch 3/4:  34%|███▍      | 422/1250 [07:46<15:24,  1.12s/it, loss=0.56] 
Epoch 3/4:  34%|███▍      | 423/1250 [07:46<15:19,  1.11s/it, loss=0.56]
Epoch 3/4:  34%|███▍      | 423/1250 [07:47<15:19,  1.11s/it, loss=0.689]
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Epoch 3/4:  34%|███▍      | 426/1250 [07:51<15:11,  1.11s/it, loss=0.769]
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Epoch 3/4:  35%|███▍      | 436/1250 [08:02<14:39,  1.08s/it, loss=0.421]
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Epoch 3/4:  35%|███▍      | 437/1250 [08:03<14:26,  1.07s/it, loss=0.528]
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Epoch 3/4:  77%|███████▋  | 960/1250 [17:25<05:04,  1.05s/it, loss=0.842]
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Epoch 3/4:  79%|███████▉  | 992/1250 [17:59<04:34,  1.06s/it, loss=0.618]
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Epoch 3/4:  80%|███████▉  | 995/1250 [18:01<04:30,  1.06s/it, loss=0.693]
Epoch 3/4:  80%|███████▉  | 995/1250 [18:02<04:30,  1.06s/it, loss=0.522]
Epoch 3/4:  80%|███████▉  | 996/1250 [18:02<04:28,  1.06s/it, loss=0.522]
Epoch 3/4:  80%|███████▉  | 996/1250 [18:03<04:28,  1.06s/it, loss=0.623]
Epoch 3/4:  80%|███████▉  | 997/1250 [18:03<04:22,  1.04s/it, loss=0.623]
Epoch 3/4:  80%|███████▉  | 997/1250 [18:04<04:22,  1.04s/it, loss=0.691]
Epoch 3/4:  80%|███████▉  | 998/1250 [18:04<04:18,  1.03s/it, loss=0.691]
Epoch 3/4:  80%|███████▉  | 998/1250 [18:05<04:18,  1.03s/it, loss=0.618]
Epoch 3/4:  80%|███████▉  | 999/1250 [18:05<04:25,  1.06s/it, loss=0.618]
Epoch 3/4:  80%|███████▉  | 999/1250 [18:06<04:25,  1.06s/it, loss=0.989]
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Epoch 3/4:  80%|████████  | 1000/1250 [18:07<04:31,  1.09s/it, loss=0.674]
Epoch 3/4:  80%|████████  | 1001/1250 [18:07<04:27,  1.07s/it, loss=0.674]
Epoch 3/4:  80%|████████  | 1001/1250 [18:08<04:27,  1.07s/it, loss=0.479]
Epoch 3/4:  80%|████████  | 1002/1250 [18:08<04:19,  1.05s/it, loss=0.479]
Epoch 3/4:  80%|████████  | 1002/1250 [18:09<04:19,  1.05s/it, loss=0.383]
Epoch 3/4:  80%|████████  | 1003/1250 [18:09<04:13,  1.03s/it, loss=0.383]
Epoch 3/4:  80%|████████  | 1003/1250 [18:10<04:13,  1.03s/it, loss=0.541]
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Epoch 3/4:  80%|████████  | 1006/1250 [18:14<04:27,  1.10s/it, loss=0.981]
Epoch 3/4:  81%|████████  | 1007/1250 [18:14<04:22,  1.08s/it, loss=0.981]
Epoch 3/4:  81%|████████  | 1007/1250 [18:15<04:22,  1.08s/it, loss=0.391]
Epoch 3/4:  81%|████████  | 1008/1250 [18:15<04:22,  1.09s/it, loss=0.391]
Epoch 3/4:  81%|████████  | 1008/1250 [18:16<04:22,  1.09s/it, loss=0.606]
Epoch 3/4:  81%|████████  | 1009/1250 [18:16<04:28,  1.12s/it, loss=0.606]
Epoch 3/4:  81%|████████  | 1009/1250 [18:17<04:28,  1.12s/it, loss=0.488]
Epoch 3/4:  81%|████████  | 1010/1250 [18:17<04:28,  1.12s/it, loss=0.488]
Epoch 3/4:  81%|████████  | 1010/1250 [18:18<04:28,  1.12s/it, loss=0.676]
Epoch 3/4:  81%|████████  | 1011/1250 [18:18<04:19,  1.08s/it, loss=0.676]
Epoch 3/4:  81%|████████  | 1011/1250 [18:19<04:19,  1.08s/it, loss=0.581]
Epoch 3/4:  81%|████████  | 1012/1250 [18:19<04:08,  1.04s/it, loss=0.581]
Epoch 3/4:  81%|████████  | 1012/1250 [18:20<04:08,  1.04s/it, loss=0.588]
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Epoch 3/4:  81%|████████  | 1013/1250 [18:21<04:04,  1.03s/it, loss=0.65] 
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Epoch 3/4:  81%|████████  | 1014/1250 [18:22<04:08,  1.05s/it, loss=0.628]
Epoch 3/4:  81%|████████  | 1015/1250 [18:22<04:09,  1.06s/it, loss=0.628]
Epoch 3/4:  81%|████████  | 1015/1250 [18:23<04:09,  1.06s/it, loss=0.639]
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Epoch 3/4:  81%|████████▏ | 1016/1250 [18:24<04:04,  1.04s/it, loss=0.364]
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Epoch 3/4:  81%|████████▏ | 1017/1250 [18:25<03:59,  1.03s/it, loss=0.754]
Epoch 3/4:  81%|████████▏ | 1018/1250 [18:25<04:01,  1.04s/it, loss=0.754]
Epoch 3/4:  81%|████████▏ | 1018/1250 [18:27<04:01,  1.04s/it, loss=0.675]
Epoch 3/4:  82%|████████▏ | 1019/1250 [18:27<04:07,  1.07s/it, loss=0.675]
Epoch 3/4:  82%|████████▏ | 1019/1250 [18:28<04:07,  1.07s/it, loss=0.683]
Epoch 3/4:  82%|████████▏ | 1020/1250 [18:28<04:05,  1.07s/it, loss=0.683]
Epoch 3/4:  82%|████████▏ | 1020/1250 [18:29<04:05,  1.07s/it, loss=0.486]
Epoch 3/4:  82%|████████▏ | 1021/1250 [18:29<03:59,  1.05s/it, loss=0.486]
Epoch 3/4:  82%|████████▏ | 1021/1250 [18:30<03:59,  1.05s/it, loss=0.43] 
Epoch 3/4:  82%|████████▏ | 1022/1250 [18:30<03:54,  1.03s/it, loss=0.43]
Epoch 3/4:  82%|████████▏ | 1022/1250 [18:31<03:54,  1.03s/it, loss=0.681]
Epoch 3/4:  82%|████████▏ | 1023/1250 [18:31<03:57,  1.05s/it, loss=0.681]
Epoch 3/4:  82%|████████▏ | 1023/1250 [18:32<03:57,  1.05s/it, loss=0.461]
Epoch 3/4:  82%|████████▏ | 1024/1250 [18:32<04:00,  1.06s/it, loss=0.461]
Epoch 3/4:  82%|████████▏ | 1024/1250 [18:33<04:00,  1.06s/it, loss=0.559]
Epoch 3/4:  82%|████████▏ | 1025/1250 [18:33<03:58,  1.06s/it, loss=0.559]
Epoch 3/4:  82%|████████▏ | 1025/1250 [18:34<03:58,  1.06s/it, loss=0.497]
Epoch 3/4:  82%|████████▏ | 1026/1250 [18:34<03:53,  1.04s/it, loss=0.497]
Epoch 3/4:  82%|████████▏ | 1026/1250 [18:35<03:53,  1.04s/it, loss=0.43] 
Epoch 3/4:  82%|████████▏ | 1027/1250 [18:35<03:51,  1.04s/it, loss=0.43]
Epoch 3/4:  82%|████████▏ | 1027/1250 [18:36<03:51,  1.04s/it, loss=0.446]
Epoch 3/4:  82%|█��██████▏ | 1028/1250 [18:36<03:56,  1.06s/it, loss=0.446]
Epoch 3/4:  82%|████████▏ | 1028/1250 [18:37<03:56,  1.06s/it, loss=0.603]
Epoch 3/4:  82%|████████▏ | 1029/1250 [18:37<03:59,  1.08s/it, loss=0.603]
Epoch 3/4:  82%|████████▏ | 1029/1250 [18:38<03:59,  1.08s/it, loss=0.685]
Epoch 3/4:  82%|████████▏ | 1030/1250 [18:38<03:58,  1.08s/it, loss=0.685]
Epoch 3/4:  82%|████████▏ | 1030/1250 [18:39<03:58,  1.08s/it, loss=0.476]
Epoch 3/4:  82%|████████▏ | 1031/1250 [18:39<03:54,  1.07s/it, loss=0.476]
Epoch 3/4:  82%|████████▏ | 1031/1250 [18:40<03:54,  1.07s/it, loss=0.527]
Epoch 3/4:  83%|████████▎ | 1032/1250 [18:40<03:50,  1.06s/it, loss=0.527]
Epoch 3/4:  83%|████████▎ | 1032/1250 [18:41<03:50,  1.06s/it, loss=0.523]
Epoch 3/4:  83%|████████▎ | 1033/1250 [18:41<03:48,  1.06s/it, loss=0.523]
Epoch 3/4:  83%|████████▎ | 1033/1250 [18:42<03:48,  1.06s/it, loss=0.435]
Epoch 3/4:  83%|████████▎ | 1034/1250 [18:42<03:47,  1.05s/it, loss=0.435]
Epoch 3/4:  83%|████████▎ | 1034/1250 [18:43<03:47,  1.05s/it, loss=0.564]
Epoch 3/4:  83%|████████▎ | 1035/1250 [18:43<03:44,  1.04s/it, loss=0.564]
Epoch 3/4:  83%|████████▎ | 1035/1250 [18:44<03:44,  1.04s/it, loss=0.639]
Epoch 3/4:  83%|████████▎ | 1036/1250 [18:44<03:41,  1.03s/it, loss=0.639]
Epoch 3/4:  83%|████████▎ | 1036/1250 [18:45<03:41,  1.03s/it, loss=0.545]
Epoch 3/4:  83%|████████▎ | 1037/1250 [18:45<03:45,  1.06s/it, loss=0.545]
Epoch 3/4:  83%|████████▎ | 1037/1250 [18:47<03:45,  1.06s/it, loss=0.539]
Epoch 3/4:  83%|████████▎ | 1038/1250 [18:47<03:48,  1.08s/it, loss=0.539]
Epoch 3/4:  83%|████████▎ | 1038/1250 [18:48<03:48,  1.08s/it, loss=0.469]
Epoch 3/4:  83%|████████▎ | 1039/1250 [18:48<03:44,  1.06s/it, loss=0.469]
Epoch 3/4:  83%|████████▎ | 1039/1250 [18:49<03:44,  1.06s/it, loss=0.429]
Epoch 3/4:  83%|████████▎ | 1040/1250 [18:49<03:37,  1.04s/it, loss=0.429]
Epoch 3/4:  83%|████████▎ | 1040/1250 [18:50<03:37,  1.04s/it, loss=0.515]
Epoch 3/4:  83%|████████▎ | 1041/1250 [18:50<03:33,  1.02s/it, loss=0.515]
Epoch 3/4:  83%|████████▎ | 1041/1250 [18:51<03:33,  1.02s/it, loss=1.04] 
Epoch 3/4:  83%|████████▎ | 1042/1250 [18:51<03:36,  1.04s/it, loss=1.04]
Epoch 3/4:  83%|████████▎ | 1042/1250 [18:52<03:36,  1.04s/it, loss=0.523]
Epoch 3/4:  83%|████████▎ | 1043/1250 [18:52<03:42,  1.08s/it, loss=0.523]
Epoch 3/4:  83%|████████▎ | 1043/1250 [18:53<03:42,  1.08s/it, loss=0.551]
Epoch 3/4:  84%|████████▎ | 1044/1250 [18:53<03:41,  1.07s/it, loss=0.551]
Epoch 3/4:  84%|████████▎ | 1044/1250 [18:54<03:41,  1.07s/it, loss=0.805]
Epoch 3/4:  84%|████████▎ | 1045/1250 [18:54<03:34,  1.05s/it, loss=0.805]
Epoch 3/4:  84%|████████▎ | 1045/1250 [18:55<03:34,  1.05s/it, loss=0.576]
Epoch 3/4:  84%|████████▎ | 1046/1250 [18:55<03:30,  1.03s/it, loss=0.576]
Epoch 3/4:  84%|████████▎ | 1046/1250 [18:56<03:30,  1.03s/it, loss=0.606]
Epoch 3/4:  84%|████████▍ | 1047/1250 [18:56<03:38,  1.08s/it, loss=0.606]
Epoch 3/4:  84%|████████▍ | 1047/1250 [18:57<03:38,  1.08s/it, loss=0.637]
Epoch 3/4:  84%|████████▍ | 1048/1250 [18:57<03:39,  1.09s/it, loss=0.637]
Epoch 3/4:  84%|████████▍ | 1048/1250 [18:58<03:39,  1.09s/it, loss=0.431]
Epoch 3/4:  84%|████████▍ | 1049/1250 [18:58<03:35,  1.07s/it, loss=0.431]
Epoch 3/4:  84%|████████▍ | 1049/1250 [18:59<03:35,  1.07s/it, loss=0.403]
Epoch 3/4:  84%|████████▍ | 1050/1250 [18:59<03:29,  1.05s/it, loss=0.403]
Epoch 3/4:  84%|████████▍ | 1050/1250 [19:00<03:29,  1.05s/it, loss=0.649]
Epoch 3/4:  84%|████████▍ | 1051/1250 [19:00<03:26,  1.04s/it, loss=0.649]
Epoch 3/4:  84%|████████▍ | 1051/1250 [19:01<03:26,  1.04s/it, loss=0.437]
Epoch 3/4:  84%|████████▍ | 1052/1250 [19:01<03:33,  1.08s/it, loss=0.437]
Epoch 3/4:  84%|████████▍ | 1052/1250 [19:03<03:33,  1.08s/it, loss=0.393]
Epoch 3/4:  84%|████████▍ | 1053/1250 [19:03<03:37,  1.10s/it, loss=0.393]
Epoch 3/4:  84%|████████▍ | 1053/1250 [19:04<03:37,  1.10s/it, loss=0.457]
Epoch 3/4:  84%|████████▍ | 1054/1250 [19:04<03:30,  1.07s/it, loss=0.457]
Epoch 3/4:  84%|████████▍ | 1054/1250 [19:05<03:30,  1.07s/it, loss=0.613]
Epoch 3/4:  84%|████████▍ | 1055/1250 [19:05<03:22,  1.04s/it, loss=0.613]
Epoch 3/4:  84%|███��████▍ | 1055/1250 [19:06<03:22,  1.04s/it, loss=0.898]
Epoch 3/4:  84%|████████▍ | 1056/1250 [19:06<03:20,  1.03s/it, loss=0.898]
Epoch 3/4:  84%|████████▍ | 1056/1250 [19:07<03:20,  1.03s/it, loss=0.579]
Epoch 3/4:  85%|████████▍ | 1057/1250 [19:07<03:25,  1.07s/it, loss=0.579]
Epoch 3/4:  85%|████████▍ | 1057/1250 [19:08<03:25,  1.07s/it, loss=0.549]
Epoch 3/4:  85%|████████▍ | 1058/1250 [19:08<03:26,  1.08s/it, loss=0.549]
Epoch 3/4:  85%|████████▍ | 1058/1250 [19:09<03:26,  1.08s/it, loss=0.739]
Epoch 3/4:  85%|████████▍ | 1059/1250 [19:09<03:20,  1.05s/it, loss=0.739]
Epoch 3/4:  85%|████████▍ | 1059/1250 [19:10<03:20,  1.05s/it, loss=0.879]
Epoch 3/4:  85%|████████▍ | 1060/1250 [19:10<03:14,  1.02s/it, loss=0.879]
Epoch 3/4:  85%|████████▍ | 1060/1250 [19:11<03:14,  1.02s/it, loss=0.542]
Epoch 3/4:  85%|████████▍ | 1061/1250 [19:11<03:16,  1.04s/it, loss=0.542]
Epoch 3/4:  85%|████████▍ | 1061/1250 [19:12<03:16,  1.04s/it, loss=0.65] 
Epoch 3/4:  85%|████████▍ | 1062/1250 [19:12<03:24,  1.09s/it, loss=0.65]
Epoch 3/4:  85%|████████▍ | 1062/1250 [19:13<03:24,  1.09s/it, loss=0.789]
Epoch 3/4:  85%|████████▌ | 1063/1250 [19:13<03:24,  1.09s/it, loss=0.789]
Epoch 3/4:  85%|████████▌ | 1063/1250 [19:14<03:24,  1.09s/it, loss=0.46] 
Epoch 3/4:  85%|████████▌ | 1064/1250 [19:14<03:17,  1.06s/it, loss=0.46]
Epoch 3/4:  85%|████████▌ | 1064/1250 [19:15<03:17,  1.06s/it, loss=0.444]
Epoch 3/4:  85%|████████▌ | 1065/1250 [19:15<03:12,  1.04s/it, loss=0.444]
Epoch 3/4:  85%|████████▌ | 1065/1250 [19:16<03:12,  1.04s/it, loss=0.61] 
Epoch 3/4:  85%|████████▌ | 1066/1250 [19:16<03:15,  1.06s/it, loss=0.61]
Epoch 3/4:  85%|████████▌ | 1066/1250 [19:17<03:15,  1.06s/it, loss=0.55]
Epoch 3/4:  85%|████████▌ | 1067/1250 [19:17<03:17,  1.08s/it, loss=0.55]
Epoch 3/4:  85%|████████▌ | 1067/1250 [19:18<03:17,  1.08s/it, loss=0.644]
Epoch 3/4:  85%|████████▌ | 1068/1250 [19:18<03:17,  1.08s/it, loss=0.644]
Epoch 3/4:  85%|████████▌ | 1068/1250 [19:19<03:17,  1.08s/it, loss=0.52] 
Epoch 3/4:  86%|████████▌ | 1069/1250 [19:19<03:11,  1.06s/it, loss=0.52]
Epoch 3/4:  86%|████████▌ | 1069/1250 [19:20<03:11,  1.06s/it, loss=0.467]
Epoch 3/4:  86%|████████▌ | 1070/1250 [19:20<03:06,  1.03s/it, loss=0.467]
Epoch 3/4:  86%|████████▌ | 1070/1250 [19:21<03:06,  1.03s/it, loss=0.405]
Epoch 3/4:  86%|████████▌ | 1071/1250 [19:21<03:05,  1.04s/it, loss=0.405]
Epoch 3/4:  86%|████████▌ | 1071/1250 [19:22<03:05,  1.04s/it, loss=0.684]
Epoch 3/4:  86%|████████▌ | 1072/1250 [19:22<03:05,  1.04s/it, loss=0.684]
Epoch 3/4:  86%|████████▌ | 1072/1250 [19:23<03:05,  1.04s/it, loss=0.42] 
Epoch 3/4:  86%|████████▌ | 1073/1250 [19:23<03:02,  1.03s/it, loss=0.42]
Epoch 3/4:  86%|████████▌ | 1073/1250 [19:24<03:02,  1.03s/it, loss=0.681]
Epoch 3/4:  86%|████████▌ | 1074/1250 [19:24<02:59,  1.02s/it, loss=0.681]
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Epoch 3/4:  91%|█████████ | 1134/1250 [20:29<02:01,  1.05s/it, loss=0.593]
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Epoch 3/4:  91%|█████████ | 1139/1250 [20:33<01:59,  1.08s/it, loss=0.719]
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Epoch 3/4:  91%|█████████▏| 1142/1250 [20:36<01:52,  1.04s/it, loss=0.61]
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Epoch 3/4: 100%|█████████▉| 1244/1250 [22:22<00:06,  1.05s/it, loss=0.651]
Epoch 3/4: 100%|█████████▉| 1244/1250 [22:24<00:06,  1.05s/it, loss=0.718]
Epoch 3/4: 100%|█████████▉| 1245/1250 [22:24<00:05,  1.06s/it, loss=0.718]
Epoch 3/4: 100%|█████████▉| 1245/1250 [22:25<00:05,  1.06s/it, loss=0.664]
Epoch 3/4: 100%|█████████▉| 1246/1250 [22:25<00:04,  1.07s/it, loss=0.664]
Epoch 3/4: 100%|█████████▉| 1246/1250 [22:26<00:04,  1.07s/it, loss=0.407]
Epoch 3/4: 100%|█████████▉| 1247/1250 [22:26<00:03,  1.06s/it, loss=0.407]
Epoch 3/4: 100%|█████████▉| 1247/1250 [22:27<00:03,  1.06s/it, loss=0.493]
Epoch 3/4: 100%|█████████▉| 1248/1250 [22:27<00:02,  1.03s/it, loss=0.493]
Epoch 3/4: 100%|█████████▉| 1248/1250 [22:28<00:02,  1.03s/it, loss=0.499]
Epoch 3/4: 100%|█████████▉| 1249/1250 [22:28<00:01,  1.02s/it, loss=0.499]
Epoch 3/4: 100%|█████████▉| 1249/1250 [22:29<00:01,  1.02s/it, loss=0.671]
Epoch 3/4: 100%|██████████| 1250/1250 [22:29<00:00,  1.03s/it, loss=0.671]
Epoch 3/4: 100%|██████████| 1250/1250 [22:29<00:00,  1.08s/it, loss=0.671]
+Epoch 3 Avg Loss: 0.5675
+
Epoch 4/4:   0%|          | 0/1250 [00:00<?, ?it/s]
Epoch 4/4:   0%|          | 0/1250 [00:01<?, ?it/s, loss=0.371]
Epoch 4/4:   0%|          | 1/1250 [00:01<21:29,  1.03s/it, loss=0.371]
Epoch 4/4:   0%|          | 1/1250 [00:02<21:29,  1.03s/it, loss=0.463]
Epoch 4/4:   0%|          | 2/1250 [00:02<20:57,  1.01s/it, loss=0.463]
Epoch 4/4:   0%|          | 2/1250 [00:03<20:57,  1.01s/it, loss=0.413]
Epoch 4/4:   0%|          | 3/1250 [00:03<20:59,  1.01s/it, loss=0.413]
Epoch 4/4:   0%|          | 3/1250 [00:04<20:59,  1.01s/it, loss=0.343]
Epoch 4/4:   0%|          | 4/1250 [00:04<21:31,  1.04s/it, loss=0.343]
Epoch 4/4:   0%|          | 4/1250 [00:05<21:31,  1.04s/it, loss=0.508]
Epoch 4/4:   0%|          | 5/1250 [00:05<21:58,  1.06s/it, loss=0.508]
Epoch 4/4:   0%|          | 5/1250 [00:06<21:58,  1.06s/it, loss=0.43] 
Epoch 4/4:   0%|          | 6/1250 [00:06<22:01,  1.06s/it, loss=0.43]
Epoch 4/4:   0%|          | 6/1250 [00:07<22:01,  1.06s/it, loss=0.391]
Epoch 4/4:   1%|          | 7/1250 [00:07<21:36,  1.04s/it, loss=0.391]
Epoch 4/4:   1%|          | 7/1250 [00:08<21:36,  1.04s/it, loss=0.44] 
Epoch 4/4:   1%|          | 8/1250 [00:08<21:08,  1.02s/it, loss=0.44]
Epoch 4/4:   1%|          | 8/1250 [00:09<21:08,  1.02s/it, loss=0.36]
Epoch 4/4:   1%|          | 9/1250 [00:09<21:22,  1.03s/it, loss=0.36]
Epoch 4/4:   1%|          | 9/1250 [00:10<21:22,  1.03s/it, loss=0.406]
Epoch 4/4:   1%|          | 10/1250 [00:10<21:47,  1.05s/it, loss=0.406]
Epoch 4/4:   1%|          | 10/1250 [00:11<21:47,  1.05s/it, loss=0.565]
Epoch 4/4:   1%|          | 11/1250 [00:11<21:38,  1.05s/it, loss=0.565]
Epoch 4/4:   1%|          | 11/1250 [00:12<21:38,  1.05s/it, loss=0.415]
Epoch 4/4:   1%|          | 12/1250 [00:12<21:29,  1.04s/it, loss=0.415]
Epoch 4/4:   1%|          | 12/1250 [00:13<21:29,  1.04s/it, loss=0.491]
Epoch 4/4:   1%|          | 13/1250 [00:13<21:37,  1.05s/it, loss=0.491]
Epoch 4/4:   1%|          | 13/1250 [00:14<21:37,  1.05s/it, loss=0.44] 
Epoch 4/4:   1%|          | 14/1250 [00:14<21:54,  1.06s/it, loss=0.44]
Epoch 4/4:   1%|          | 14/1250 [00:15<21:54,  1.06s/it, loss=0.42]
Epoch 4/4:   1%|          | 15/1250 [00:15<22:06,  1.07s/it, loss=0.42]
Epoch 4/4:   1%|          | 15/1250 [00:16<22:06,  1.07s/it, loss=0.461]
Epoch 4/4:   1%|▏         | 16/1250 [00:16<21:57,  1.07s/it, loss=0.461]
Epoch 4/4:   1%|▏         | 16/1250 [00:17<21:57,  1.07s/it, loss=0.455]
Epoch 4/4:   1%|▏         | 17/1250 [00:17<21:23,  1.04s/it, loss=0.455]
Epoch 4/4:   1%|▏         | 17/1250 [00:18<21:23,  1.04s/it, loss=0.473]
Epoch 4/4:   1%|▏         | 18/1250 [00:18<21:05,  1.03s/it, loss=0.473]
Epoch 4/4:   1%|▏         | 18/1250 [00:19<21:05,  1.03s/it, loss=0.521]
Epoch 4/4:   2%|▏         | 19/1250 [00:19<21:37,  1.05s/it, loss=0.521]
Epoch 4/4:   2%|▏         | 19/1250 [00:20<21:37,  1.05s/it, loss=0.516]
Epoch 4/4:   2%|▏         | 20/1250 [00:20<21:57,  1.07s/it, loss=0.516]
Epoch 4/4:   2%|▏         | 20/1250 [00:21<21:57,  1.07s/it, loss=0.393]
Epoch 4/4:   2%|▏         | 21/1250 [00:21<21:28,  1.05s/it, loss=0.393]
Epoch 4/4:   2%|▏         | 21/1250 [00:22<21:28,  1.05s/it, loss=0.495]
Epoch 4/4:   2%|▏         | 22/1250 [00:22<20:55,  1.02s/it, loss=0.495]
Epoch 4/4:   2%|▏         | 22/1250 [00:23<20:55,  1.02s/it, loss=0.314]
Epoch 4/4:   2%|▏         | 23/1250 [00:23<20:55,  1.02s/it, loss=0.314]
Epoch 4/4:   2%|▏         | 23/1250 [00:25<20:55,  1.02s/it, loss=0.367]
Epoch 4/4:   2%|▏         | 24/1250 [00:25<21:17,  1.04s/it, loss=0.367]
Epoch 4/4:   2%|▏         | 24/1250 [00:26<21:17,  1.04s/it, loss=0.429]
Epoch 4/4:   2%|▏         | 25/1250 [00:26<21:26,  1.05s/it, loss=0.429]
Epoch 4/4:   2%|▏         | 25/1250 [00:27<21:26,  1.05s/it, loss=0.59] 
Epoch 4/4:   2%|▏         | 26/1250 [00:27<21:03,  1.03s/it, loss=0.59]
Epoch 4/4:   2%|▏         | 26/1250 [00:28<21:03,  1.03s/it, loss=0.338]
Epoch 4/4:   2%|▏         | 27/1250 [00:28<20:47,  1.02s/it, loss=0.338]
Epoch 4/4:   2%|▏         | 27/1250 [00:29<20:47,  1.02s/it, loss=0.367]
Epoch 4/4:   2%|▏         | 28/1250 [00:29<21:12,  1.04s/it, loss=0.367]
Epoch 4/4:   2%|▏         | 28/1250 [00:30<21:12,  1.04s/it, loss=0.437]
Epoch 4/4:   2%|▏         | 29/1250 [00:30<21:36,  1.06s/it, loss=0.437]
Epoch 4/4:   2%|▏         | 29/1250 [00:31<21:36,  1.06s/it, loss=0.595]
Epoch 4/4:   2%|▏         | 30/1250 [00:31<21:30,  1.06s/it, loss=0.595]
Epoch 4/4:   2%|▏         | 30/1250 [00:32<21:30,  1.06s/it, loss=0.453]
Epoch 4/4:   2%|▏         | 31/1250 [00:32<20:57,  1.03s/it, loss=0.453]
Epoch 4/4:   2%|▏         | 31/1250 [00:33<20:57,  1.03s/it, loss=0.372]
Epoch 4/4:   3%|▎         | 32/1250 [00:33<20:30,  1.01s/it, loss=0.372]
Epoch 4/4:   3%|▎         | 32/1250 [00:34<20:30,  1.01s/it, loss=0.426]
Epoch 4/4:   3%|▎         | 33/1250 [00:34<20:56,  1.03s/it, loss=0.426]
Epoch 4/4:   3%|▎         | 33/1250 [00:35<20:56,  1.03s/it, loss=0.295]
Epoch 4/4:   3%|▎         | 34/1250 [00:35<21:48,  1.08s/it, loss=0.295]
Epoch 4/4:   3%|▎         | 34/1250 [00:36<21:48,  1.08s/it, loss=0.481]
Epoch 4/4:   3%|▎         | 35/1250 [00:36<22:07,  1.09s/it, loss=0.481]
Epoch 4/4:   3%|▎         | 35/1250 [00:37<22:07,  1.09s/it, loss=0.442]
Epoch 4/4:   3%|▎         | 36/1250 [00:37<21:43,  1.07s/it, loss=0.442]
Epoch 4/4:   3%|▎         | 36/1250 [00:38<21:43,  1.07s/it, loss=0.393]
Epoch 4/4:   3%|▎         | 37/1250 [00:38<21:04,  1.04s/it, loss=0.393]
Epoch 4/4:   3%|▎         | 37/1250 [00:39<21:04,  1.04s/it, loss=0.618]
Epoch 4/4:   3%|▎         | 38/1250 [00:39<20:54,  1.04s/it, loss=0.618]
Epoch 4/4:   3%|▎         | 38/1250 [00:40<20:54,  1.04s/it, loss=0.33] 
Epoch 4/4:   3%|▎         | 39/1250 [00:40<21:05,  1.04s/it, loss=0.33]
Epoch 4/4:   3%|▎         | 39/1250 [00:41<21:05,  1.04s/it, loss=0.379]
Epoch 4/4:   3%|▎         | 40/1250 [00:41<21:03,  1.04s/it, loss=0.379]
Epoch 4/4:   3%|▎         | 40/1250 [00:42<21:03,  1.04s/it, loss=0.378]
Epoch 4/4:   3%|▎         | 41/1250 [00:42<20:48,  1.03s/it, loss=0.378]
Epoch 4/4:   3%|▎         | 41/1250 [00:43<20:48,  1.03s/it, loss=0.232]
Epoch 4/4:   3%|▎         | 42/1250 [00:43<20:38,  1.03s/it, loss=0.232]
Epoch 4/4:   3%|▎         | 42/1250 [00:44<20:38,  1.03s/it, loss=0.335]
Epoch 4/4:   3%|▎         | 43/1250 [00:44<21:03,  1.05s/it, loss=0.335]
Epoch 4/4:   3%|▎         | 43/1250 [00:46<21:03,  1.05s/it, loss=0.415]
Epoch 4/4:   4%|▎         | 44/1250 [00:46<21:38,  1.08s/it, loss=0.415]
Epoch 4/4:   4%|▎         | 44/1250 [00:47<21:38,  1.08s/it, loss=0.336]
Epoch 4/4:   4%|▎         | 45/1250 [00:47<21:44,  1.08s/it, loss=0.336]
Epoch 4/4:   4%|▎         | 45/1250 [00:48<21:44,  1.08s/it, loss=0.512]
Epoch 4/4:   4%|▎         | 46/1250 [00:48<21:11,  1.06s/it, loss=0.512]
Epoch 4/4:   4%|▎         | 46/1250 [00:49<21:11,  1.06s/it, loss=0.505]
Epoch 4/4:   4%|▍         | 47/1250 [00:49<20:48,  1.04s/it, loss=0.505]
Epoch 4/4:   4%|▍         | 47/1250 [00:50<20:48,  1.04s/it, loss=0.366]
Epoch 4/4:   4%|▍         | 48/1250 [00:50<20:41,  1.03s/it, loss=0.366]
Epoch 4/4:   4%|▍         | 48/1250 [00:51<20:41,  1.03s/it, loss=0.456]
Epoch 4/4:   4%|▍         | 49/1250 [00:51<20:49,  1.04s/it, loss=0.456]
Epoch 4/4:   4%|▍         | 49/1250 [00:52<20:49,  1.04s/it, loss=0.448]
Epoch 4/4:   4%|▍         | 50/1250 [00:52<20:28,  1.02s/it, loss=0.448]
Epoch 4/4:   4%|▍         | 50/1250 [00:53<20:28,  1.02s/it, loss=0.321]
Epoch 4/4:   4%|▍         | 51/1250 [00:53<20:08,  1.01s/it, loss=0.321]
Epoch 4/4:   4%|▍         | 51/1250 [00:54<20:08,  1.01s/it, loss=0.325]
Epoch 4/4:   4%|▍         | 52/1250 [00:54<20:13,  1.01s/it, loss=0.325]
Epoch 4/4:   4%|▍         | 52/1250 [00:55<20:13,  1.01s/it, loss=0.317]
Epoch 4/4:   4%|▍         | 53/1250 [00:55<20:49,  1.04s/it, loss=0.317]
Epoch 4/4:   4%|▍         | 53/1250 [00:56<20:49,  1.04s/it, loss=0.446]
Epoch 4/4:   4%|▍         | 54/1250 [00:56<21:16,  1.07s/it, loss=0.446]
Epoch 4/4:   4%|▍         | 54/1250 [00:57<21:16,  1.07s/it, loss=0.358]
Epoch 4/4:   4%|▍         | 55/1250 [00:57<21:07,  1.06s/it, loss=0.358]
Epoch 4/4:   4%|▍         | 55/1250 [00:58<21:07,  1.06s/it, loss=0.321]
Epoch 4/4:   4%|▍         | 56/1250 [00:58<20:53,  1.05s/it, loss=0.321]
Epoch 4/4:   4%|▍         | 56/1250 [00:59<20:53,  1.05s/it, loss=0.379]
Epoch 4/4:   5%|▍         | 57/1250 [00:59<20:50,  1.05s/it, loss=0.379]
Epoch 4/4:   5%|▍         | 57/1250 [01:00<20:50,  1.05s/it, loss=0.361]
Epoch 4/4:   5%|▍         | 58/1250 [01:00<20:57,  1.05s/it, loss=0.361]
Epoch 4/4:   5%|▍         | 58/1250 [01:01<20:57,  1.05s/it, loss=0.314]
Epoch 4/4:   5%|▍         | 59/1250 [01:01<20:48,  1.05s/it, loss=0.314]
Epoch 4/4:   5%|▍         | 59/1250 [01:02<20:48,  1.05s/it, loss=0.437]
Epoch 4/4:   5%|▍         | 60/1250 [01:02<20:18,  1.02s/it, loss=0.437]
Epoch 4/4:   5%|▍         | 60/1250 [01:03<20:18,  1.02s/it, loss=0.429]
Epoch 4/4:   5%|▍         | 61/1250 [01:03<19:53,  1.00s/it, loss=0.429]
Epoch 4/4:   5%|▍         | 61/1250 [01:04<19:53,  1.00s/it, loss=0.355]
Epoch 4/4:   5%|▍         | 62/1250 [01:04<19:59,  1.01s/it, loss=0.355]
Epoch 4/4:   5%|▍         | 62/1250 [01:05<19:59,  1.01s/it, loss=0.391]
Epoch 4/4:   5%|▌         | 63/1250 [01:05<20:41,  1.05s/it, loss=0.391]
Epoch 4/4:   5%|▌         | 63/1250 [01:06<20:41,  1.05s/it, loss=0.381]
Epoch 4/4:   5%|▌         | 64/1250 [01:06<21:06,  1.07s/it, loss=0.381]
Epoch 4/4:   5%|▌         | 64/1250 [01:07<21:06,  1.07s/it, loss=0.351]
Epoch 4/4:   5%|▌         | 65/1250 [01:07<20:54,  1.06s/it, loss=0.351]
Epoch 4/4:   5%|▌         | 65/1250 [01:08<20:54,  1.06s/it, loss=0.382]
Epoch 4/4:   5%|▌         | 66/1250 [01:08<20:46,  1.05s/it, loss=0.382]
Epoch 4/4:   5%|▌         | 66/1250 [01:10<20:46,  1.05s/it, loss=0.553]
Epoch 4/4:   5%|▌         | 67/1250 [01:10<21:00,  1.07s/it, loss=0.553]
Epoch 4/4:   5%|▌         | 67/1250 [01:11<21:00,  1.07s/it, loss=0.502]
Epoch 4/4:   5%|▌         | 68/1250 [01:11<21:09,  1.07s/it, loss=0.502]
Epoch 4/4:   5%|▌         | 68/1250 [01:12<21:09,  1.07s/it, loss=0.552]
Epoch 4/4:   6%|▌         | 69/1250 [01:12<20:49,  1.06s/it, loss=0.552]
Epoch 4/4:   6%|▌         | 69/1250 [01:13<20:49,  1.06s/it, loss=0.51] 
Epoch 4/4:   6%|▌         | 70/1250 [01:13<20:16,  1.03s/it, loss=0.51]
Epoch 4/4:   6%|▌         | 70/1250 [01:14<20:16,  1.03s/it, loss=0.349]
Epoch 4/4:   6%|▌         | 71/1250 [01:14<20:03,  1.02s/it, loss=0.349]
Epoch 4/4:   6%|▌         | 71/1250 [01:15<20:03,  1.02s/it, loss=0.456]
Epoch 4/4:   6%|▌         | 72/1250 [01:15<20:17,  1.03s/it, loss=0.456]
Epoch 4/4:   6%|▌         | 72/1250 [01:16<20:17,  1.03s/it, loss=0.431]
Epoch 4/4:   6%|▌         | 73/1250 [01:16<21:23,  1.09s/it, loss=0.431]
Epoch 4/4:   6%|▌         | 73/1250 [01:17<21:23,  1.09s/it, loss=0.382]
Epoch 4/4:   6%|▌         | 74/1250 [01:17<21:37,  1.10s/it, loss=0.382]
Epoch 4/4:   6%|▌         | 74/1250 [01:18<21:37,  1.10s/it, loss=0.394]
Epoch 4/4:   6%|▌         | 75/1250 [01:18<21:03,  1.08s/it, loss=0.394]
Epoch 4/4:   6%|▌         | 75/1250 [01:19<21:03,  1.08s/it, loss=0.418]
Epoch 4/4:   6%|▌         | 76/1250 [01:19<20:35,  1.05s/it, loss=0.418]
Epoch 4/4:   6%|▌         | 76/1250 [01:20<20:35,  1.05s/it, loss=0.259]
Epoch 4/4:   6%|▌         | 77/1250 [01:20<20:27,  1.05s/it, loss=0.259]
Epoch 4/4:   6%|▌         | 77/1250 [01:21<20:27,  1.05s/it, loss=0.426]
Epoch 4/4:   6%|▌         | 78/1250 [01:21<20:26,  1.05s/it, loss=0.426]
Epoch 4/4:   6%|▌         | 78/1250 [01:22<20:26,  1.05s/it, loss=1.18] 
Epoch 4/4:   6%|▋         | 79/1250 [01:22<20:03,  1.03s/it, loss=1.18]
Epoch 4/4:   6%|▋         | 79/1250 [01:23<20:03,  1.03s/it, loss=0.411]
Epoch 4/4:   6%|▋         | 80/1250 [01:23<19:45,  1.01s/it, loss=0.411]
Epoch 4/4:   6%|▋         | 80/1250 [01:24<19:45,  1.01s/it, loss=0.416]
Epoch 4/4:   6%|▋         | 81/1250 [01:24<19:54,  1.02s/it, loss=0.416]
Epoch 4/4:   6%|▋         | 81/1250 [01:25<19:54,  1.02s/it, loss=0.494]
Epoch 4/4:   7%|▋         | 82/1250 [01:25<20:20,  1.04s/it, loss=0.494]
Epoch 4/4:   7%|▋         | 82/1250 [01:26<20:20,  1.04s/it, loss=0.468]
Epoch 4/4:   7%|▋         | 83/1250 [01:26<20:29,  1.05s/it, loss=0.468]
Epoch 4/4:   7%|▋         | 83/1250 [01:27<20:29,  1.05s/it, loss=0.552]
Epoch 4/4:   7%|▋         | 84/1250 [01:27<20:10,  1.04s/it, loss=0.552]
Epoch 4/4:   7%|▋         | 84/1250 [01:28<20:10,  1.04s/it, loss=0.469]
Epoch 4/4:   7%|▋         | 85/1250 [01:28<20:05,  1.03s/it, loss=0.469]
Epoch 4/4:   7%|▋         | 85/1250 [01:29<20:05,  1.03s/it, loss=0.373]
Epoch 4/4:   7%|▋         | 86/1250 [01:29<20:15,  1.04s/it, loss=0.373]
Epoch 4/4:   7%|▋         | 86/1250 [01:31<20:15,  1.04s/it, loss=0.389]
Epoch 4/4:   7%|▋         | 87/1250 [01:31<20:34,  1.06s/it, loss=0.389]
Epoch 4/4:   7%|▋         | 87/1250 [01:32<20:34,  1.06s/it, loss=0.483]
Epoch 4/4:   7%|▋         | 88/1250 [01:32<20:26,  1.06s/it, loss=0.483]
Epoch 4/4:   7%|▋         | 88/1250 [01:33<20:26,  1.06s/it, loss=0.405]
Epoch 4/4:   7%|▋         | 89/1250 [01:33<20:00,  1.03s/it, loss=0.405]
Epoch 4/4:   7%|▋         | 89/1250 [01:33<20:00,  1.03s/it, loss=0.365]
Epoch 4/4:   7%|▋         | 90/1250 [01:33<19:36,  1.01s/it, loss=0.365]
Epoch 4/4:   7%|▋         | 90/1250 [01:35<19:36,  1.01s/it, loss=0.448]
Epoch 4/4:   7%|▋         | 91/1250 [01:35<19:45,  1.02s/it, loss=0.448]
Epoch 4/4:   7%|▋         | 91/1250 [01:36<19:45,  1.02s/it, loss=0.292]
Epoch 4/4:   7%|▋         | 92/1250 [01:36<20:22,  1.06s/it, loss=0.292]
Epoch 4/4:   7%|▋         | 92/1250 [01:37<20:22,  1.06s/it, loss=0.395]
Epoch 4/4:   7%|▋         | 93/1250 [01:37<20:35,  1.07s/it, loss=0.395]
Epoch 4/4:   7%|▋         | 93/1250 [01:38<20:35,  1.07s/it, loss=0.337]
Epoch 4/4:   8%|▊         | 94/1250 [01:38<20:10,  1.05s/it, loss=0.337]
Epoch 4/4:   8%|▊         | 94/1250 [01:39<20:10,  1.05s/it, loss=0.387]
Epoch 4/4:   8%|▊         | 95/1250 [01:39<19:50,  1.03s/it, loss=0.387]
Epoch 4/4:   8%|▊         | 95/1250 [01:40<19:50,  1.03s/it, loss=0.462]
Epoch 4/4:   8%|▊         | 96/1250 [01:40<20:14,  1.05s/it, loss=0.462]
Epoch 4/4:   8%|▊         | 96/1250 [01:41<20:14,  1.05s/it, loss=0.438]
Epoch 4/4:   8%|▊         | 97/1250 [01:41<20:55,  1.09s/it, loss=0.438]
Epoch 4/4:   8%|▊         | 97/1250 [01:42<20:55,  1.09s/it, loss=0.445]
Epoch 4/4:   8%|▊         | 98/1250 [01:42<20:54,  1.09s/it, loss=0.445]
Epoch 4/4:   8%|▊         | 98/1250 [01:43<20:54,  1.09s/it, loss=0.349]
Epoch 4/4:   8%|▊         | 99/1250 [01:43<20:15,  1.06s/it, loss=0.349]
Epoch 4/4:   8%|▊         | 99/1250 [01:44<20:15,  1.06s/it, loss=0.336]
Epoch 4/4:   8%|▊         | 100/1250 [01:44<19:44,  1.03s/it, loss=0.336]
Epoch 4/4:   8%|▊         | 100/1250 [01:45<19:44,  1.03s/it, loss=0.384]
Epoch 4/4:   8%|▊         | 101/1250 [01:45<19:54,  1.04s/it, loss=0.384]
Epoch 4/4:   8%|▊         | 101/1250 [01:46<19:54,  1.04s/it, loss=0.378]
Epoch 4/4:   8%|▊         | 102/1250 [01:46<20:39,  1.08s/it, loss=0.378]
Epoch 4/4:   8%|▊         | 102/1250 [01:47<20:39,  1.08s/it, loss=0.383]
Epoch 4/4:   8%|▊         | 103/1250 [01:47<20:29,  1.07s/it, loss=0.383]
Epoch 4/4:   8%|▊         | 103/1250 [01:48<20:29,  1.07s/it, loss=0.326]
Epoch 4/4:   8%|▊         | 104/1250 [01:48<19:51,  1.04s/it, loss=0.326]
Epoch 4/4:   8%|▊         | 104/1250 [01:49<19:51,  1.04s/it, loss=0.389]
Epoch 4/4:   8%|▊         | 105/1250 [01:49<19:28,  1.02s/it, loss=0.389]
Epoch 4/4:   8%|▊         | 105/1250 [01:50<19:28,  1.02s/it, loss=0.35] 
Epoch 4/4:   8%|▊         | 106/1250 [01:50<19:31,  1.02s/it, loss=0.35]
Epoch 4/4:   8%|▊         | 106/1250 [01:51<19:31,  1.02s/it, loss=0.497]
Epoch 4/4:   9%|▊         | 107/1250 [01:51<19:45,  1.04s/it, loss=0.497]
Epoch 4/4:   9%|▊         | 107/1250 [01:52<19:45,  1.04s/it, loss=0.418]
Epoch 4/4:   9%|▊         | 108/1250 [01:52<19:35,  1.03s/it, loss=0.418]
Epoch 4/4:   9%|▊         | 108/1250 [01:53<19:35,  1.03s/it, loss=0.389]
Epoch 4/4:   9%|▊         | 109/1250 [01:53<19:32,  1.03s/it, loss=0.389]
Epoch 4/4:   9%|▊         | 109/1250 [01:56<19:32,  1.03s/it, loss=0.443]
Epoch 4/4:   9%|▉         | 110/1250 [01:56<25:54,  1.36s/it, loss=0.443]
Epoch 4/4:   9%|▉         | 110/1250 [01:57<25:54,  1.36s/it, loss=0.598]
Epoch 4/4:   9%|▉         | 111/1250 [01:57<26:11,  1.38s/it, loss=0.598]
Epoch 4/4:   9%|▉         | 111/1250 [01:59<26:11,  1.38s/it, loss=0.472]
Epoch 4/4:   9%|▉         | 112/1250 [01:59<28:01,  1.48s/it, loss=0.472]
Epoch 4/4:   9%|▉         | 112/1250 [02:01<28:01,  1.48s/it, loss=0.343]
Epoch 4/4:   9%|▉         | 113/1250 [02:01<30:48,  1.63s/it, loss=0.343]
Epoch 4/4:   9%|▉         | 113/1250 [02:03<30:48,  1.63s/it, loss=0.473]
Epoch 4/4:   9%|▉         | 114/1250 [02:03<32:13,  1.70s/it, loss=0.473]
Epoch 4/4:   9%|▉         | 114/1250 [02:04<32:13,  1.70s/it, loss=0.296]
Epoch 4/4:   9%|▉         | 115/1250 [02:04<31:29,  1.66s/it, loss=0.296]
Epoch 4/4:   9%|▉         | 115/1250 [02:06<31:29,  1.66s/it, loss=0.372]
Epoch 4/4:   9%|▉         | 116/1250 [02:06<32:28,  1.72s/it, loss=0.372]
Epoch 4/4:   9%|▉         | 116/1250 [02:08<32:28,  1.72s/it, loss=0.38] 
Epoch 4/4:   9%|▉         | 117/1250 [02:08<32:03,  1.70s/it, loss=0.38]
Epoch 4/4:   9%|▉         | 117/1250 [02:09<32:03,  1.70s/it, loss=0.432]
Epoch 4/4:   9%|▉         | 118/1250 [02:09<31:37,  1.68s/it, loss=0.432]
Epoch 4/4:   9%|▉         | 118/1250 [02:11<31:37,  1.68s/it, loss=0.399]
Epoch 4/4:  10%|▉         | 119/1250 [02:11<33:05,  1.76s/it, loss=0.399]
Epoch 4/4:  10%|▉         | 119/1250 [02:14<33:05,  1.76s/it, loss=0.631]
Epoch 4/4:  10%|▉         | 120/1250 [02:14<39:41,  2.11s/it, loss=0.631]
Epoch 4/4:  10%|▉         | 120/1250 [02:18<39:41,  2.11s/it, loss=0.501]
Epoch 4/4:  10%|▉         | 121/1250 [02:18<46:51,  2.49s/it, loss=0.501]
Epoch 4/4:  10%|▉         | 121/1250 [02:19<46:51,  2.49s/it, loss=0.345]
Epoch 4/4:  10%|▉         | 122/1250 [02:19<43:48,  2.33s/it, loss=0.345]
Epoch 4/4:  10%|▉         | 122/1250 [02:21<43:48,  2.33s/it, loss=0.437]
Epoch 4/4:  10%|▉         | 123/1250 [02:21<38:37,  2.06s/it, loss=0.437]
Epoch 4/4:  10%|▉         | 123/1250 [02:24<38:37,  2.06s/it, loss=0.308]
Epoch 4/4:  10%|▉         | 124/1250 [02:24<41:47,  2.23s/it, loss=0.308]
Epoch 4/4:  10%|▉         | 124/1250 [02:25<41:47,  2.23s/it, loss=0.454]
Epoch 4/4:  10%|█         | 125/1250 [02:25<38:40,  2.06s/it, loss=0.454]
Epoch 4/4:  10%|█         | 125/1250 [02:27<38:40,  2.06s/it, loss=0.342]
Epoch 4/4:  10%|█         | 126/1250 [02:27<38:32,  2.06s/it, loss=0.342]
Epoch 4/4:  10%|█         | 126/1250 [02:29<38:32,  2.06s/it, loss=0.585]
Epoch 4/4:  10%|█         | 127/1250 [02:29<38:56,  2.08s/it, loss=0.585]
Epoch 4/4:  10%|█         | 127/1250 [02:32<38:56,  2.08s/it, loss=0.423]
Epoch 4/4:  10%|█         | 128/1250 [02:32<41:09,  2.20s/it, loss=0.423]
Epoch 4/4:  10%|█         | 128/1250 [02:34<41:09,  2.20s/it, loss=0.616]
Epoch 4/4:  10%|█         | 129/1250 [02:34<38:59,  2.09s/it, loss=0.616]
Epoch 4/4:  10%|█         | 129/1250 [02:36<38:59,  2.09s/it, loss=0.512]
Epoch 4/4:  10%|█         | 130/1250 [02:36<38:52,  2.08s/it, loss=0.512]
Epoch 4/4:  10%|█         | 130/1250 [02:37<38:52,  2.08s/it, loss=0.486]
Epoch 4/4:  10%|█         | 131/1250 [02:37<34:55,  1.87s/it, loss=0.486]
Epoch 4/4:  10%|█         | 131/1250 [02:39<34:55,  1.87s/it, loss=0.471]
Epoch 4/4:  11%|█         | 132/1250 [02:39<34:59,  1.88s/it, loss=0.471]
Epoch 4/4:  11%|█         | 132/1250 [02:41<34:59,  1.88s/it, loss=0.441]
Epoch 4/4:  11%|█         | 133/1250 [02:41<33:51,  1.82s/it, loss=0.441]
Epoch 4/4:  11%|█         | 133/1250 [02:43<33:51,  1.82s/it, loss=0.519]
Epoch 4/4:  11%|█         | 134/1250 [02:43<34:23,  1.85s/it, loss=0.519]
Epoch 4/4:  11%|█         | 134/1250 [02:44<34:23,  1.85s/it, loss=0.394]
Epoch 4/4:  11%|█         | 135/1250 [02:44<33:02,  1.78s/it, loss=0.394]
Epoch 4/4:  11%|█         | 135/1250 [02:46<33:02,  1.78s/it, loss=0.475]
Epoch 4/4:  11%|█         | 136/1250 [02:46<33:13,  1.79s/it, loss=0.475]
Epoch 4/4:  11%|█         | 136/1250 [02:48<33:13,  1.79s/it, loss=0.4]  
Epoch 4/4:  11%|█         | 137/1250 [02:48<33:49,  1.82s/it, loss=0.4]
Epoch 4/4:  11%|█         | 137/1250 [02:50<33:49,  1.82s/it, loss=0.517]
Epoch 4/4:  11%|█         | 138/1250 [02:50<32:36,  1.76s/it, loss=0.517]
Epoch 4/4:  11%|█         | 138/1250 [02:51<32:36,  1.76s/it, loss=0.326]
Epoch 4/4:  11%|█         | 139/1250 [02:51<31:42,  1.71s/it, loss=0.326]
Epoch 4/4:  11%|█         | 139/1250 [02:53<31:42,  1.71s/it, loss=0.459]
Epoch 4/4:  11%|█         | 140/1250 [02:53<32:36,  1.76s/it, loss=0.459]
Epoch 4/4:  11%|█         | 140/1250 [02:56<32:36,  1.76s/it, loss=0.359]
Epoch 4/4:  11%|█▏        | 141/1250 [02:56<37:29,  2.03s/it, loss=0.359]
Epoch 4/4:  11%|█▏        | 141/1250 [02:58<37:29,  2.03s/it, loss=0.465]
Epoch 4/4:  11%|█▏        | 142/1250 [02:58<38:18,  2.07s/it, loss=0.465]
Epoch 4/4:  11%|█▏        | 142/1250 [03:00<38:18,  2.07s/it, loss=0.509]
Epoch 4/4:  11%|█▏        | 143/1250 [03:00<35:58,  1.95s/it, loss=0.509]
Epoch 4/4:  11%|█▏        | 143/1250 [03:01<35:58,  1.95s/it, loss=0.445]
Epoch 4/4:  12%|█▏        | 144/1250 [03:02<36:03,  1.96s/it, loss=0.445]
Epoch 4/4:  12%|█▏        | 144/1250 [03:04<36:03,  1.96s/it, loss=0.379]
Epoch 4/4:  12%|█▏        | 145/1250 [03:04<39:16,  2.13s/it, loss=0.379]
Epoch 4/4:  12%|█▏        | 145/1250 [03:06<39:16,  2.13s/it, loss=0.548]
Epoch 4/4:  12%|█▏        | 146/1250 [03:06<35:37,  1.94s/it, loss=0.548]
Epoch 4/4:  12%|█▏        | 146/1250 [03:07<35:37,  1.94s/it, loss=0.337]
Epoch 4/4:  12%|█▏        | 147/1250 [03:07<34:40,  1.89s/it, loss=0.337]
Epoch 4/4:  12%|█▏        | 147/1250 [03:09<34:40,  1.89s/it, loss=0.4]  
Epoch 4/4:  12%|█▏        | 148/1250 [03:09<33:05,  1.80s/it, loss=0.4]
Epoch 4/4:  12%|█▏        | 148/1250 [03:11<33:05,  1.80s/it, loss=0.4]
Epoch 4/4:  12%|█▏        | 149/1250 [03:11<33:20,  1.82s/it, loss=0.4]
Epoch 4/4:  12%|█▏        | 149/1250 [03:12<33:20,  1.82s/it, loss=0.418]
Epoch 4/4:  12%|█▏        | 150/1250 [03:12<31:49,  1.74s/it, loss=0.418]
Epoch 4/4:  12%|█▏        | 150/1250 [03:15<31:49,  1.74s/it, loss=0.564]
Epoch 4/4:  12%|█▏        | 151/1250 [03:15<34:54,  1.91s/it, loss=0.564]
Epoch 4/4:  12%|█▏        | 151/1250 [03:18<34:54,  1.91s/it, loss=0.286]
Epoch 4/4:  12%|█▏        | 152/1250 [03:18<40:41,  2.22s/it, loss=0.286]
Epoch 4/4:  12%|█▏        | 152/1250 [03:21<40:41,  2.22s/it, loss=0.447]
Epoch 4/4:  12%|█▏        | 153/1250 [03:21<47:21,  2.59s/it, loss=0.447]
Epoch 4/4:  12%|█▏        | 153/1250 [03:23<47:21,  2.59s/it, loss=0.486]
Epoch 4/4:  12%|█▏        | 154/1250 [03:23<46:00,  2.52s/it, loss=0.486]
Epoch 4/4:  12%|█▏        | 154/1250 [03:25<46:00,  2.52s/it, loss=0.33] 
Epoch 4/4:  12%|█▏        | 155/1250 [03:25<41:10,  2.26s/it, loss=0.33]
Epoch 4/4:  12%|█▏        | 155/1250 [03:26<41:10,  2.26s/it, loss=0.452]
Epoch 4/4:  12%|█▏        | 156/1250 [03:26<36:56,  2.03s/it, loss=0.452]
Epoch 4/4:  12%|█▏        | 156/1250 [03:28<36:56,  2.03s/it, loss=0.385]
Epoch 4/4:  13%|█▎        | 157/1250 [03:28<33:47,  1.85s/it, loss=0.385]
Epoch 4/4:  13%|█▎        | 157/1250 [03:30<33:47,  1.85s/it, loss=0.349]
Epoch 4/4:  13%|█▎        | 158/1250 [03:30<35:13,  1.94s/it, loss=0.349]
Epoch 4/4:  13%|█▎        | 158/1250 [03:32<35:13,  1.94s/it, loss=0.494]
Epoch 4/4:  13%|█▎        | 159/1250 [03:32<33:19,  1.83s/it, loss=0.494]
Epoch 4/4:  13%|█▎        | 159/1250 [03:34<33:19,  1.83s/it, loss=0.374]
Epoch 4/4:  13%|█▎        | 160/1250 [03:34<35:20,  1.95s/it, loss=0.374]
Epoch 4/4:  13%|█▎        | 160/1250 [03:36<35:20,  1.95s/it, loss=0.311]
Epoch 4/4:  13%|█▎        | 161/1250 [03:36<36:23,  2.00s/it, loss=0.311]
Epoch 4/4:  13%|█▎        | 161/1250 [03:38<36:23,  2.00s/it, loss=0.277]
Epoch 4/4:  13%|█▎        | 162/1250 [03:38<34:59,  1.93s/it, loss=0.277]
Epoch 4/4:  13%|█▎        | 162/1250 [03:39<34:59,  1.93s/it, loss=0.319]
Epoch 4/4:  13%|█▎        | 163/1250 [03:39<33:41,  1.86s/it, loss=0.319]
Epoch 4/4:  13%|█▎        | 163/1250 [03:41<33:41,  1.86s/it, loss=0.307]
Epoch 4/4:  13%|█▎        | 164/1250 [03:41<34:34,  1.91s/it, loss=0.307]
Epoch 4/4:  13%|█▎        | 164/1250 [03:43<34:34,  1.91s/it, loss=0.39] 
Epoch 4/4:  13%|█▎        | 165/1250 [03:43<31:52,  1.76s/it, loss=0.39]
Epoch 4/4:  13%|█▎        | 165/1250 [03:46<31:52,  1.76s/it, loss=0.508]
Epoch 4/4:  13%|█▎        | 166/1250 [03:46<40:19,  2.23s/it, loss=0.508]
Epoch 4/4:  13%|█▎        | 166/1250 [03:49<40:19,  2.23s/it, loss=0.477]
Epoch 4/4:  13%|█▎        | 167/1250 [03:49<40:37,  2.25s/it, loss=0.477]
Epoch 4/4:  13%|█▎        | 167/1250 [03:51<40:37,  2.25s/it, loss=0.381]
Epoch 4/4:  13%|█▎        | 168/1250 [03:51<39:51,  2.21s/it, loss=0.381]
Epoch 4/4:  13%|█▎        | 168/1250 [03:53<39:51,  2.21s/it, loss=0.526]
Epoch 4/4:  14%|█▎        | 169/1250 [03:53<39:03,  2.17s/it, loss=0.526]
Epoch 4/4:  14%|█▎        | 169/1250 [03:54<39:03,  2.17s/it, loss=0.423]
Epoch 4/4:  14%|█▎        | 170/1250 [03:54<35:02,  1.95s/it, loss=0.423]
Epoch 4/4:  14%|█▎        | 170/1250 [03:57<35:02,  1.95s/it, loss=0.433]
Epoch 4/4:  14%|█▎        | 171/1250 [03:57<40:33,  2.25s/it, loss=0.433]
Epoch 4/4:  14%|█▎        | 171/1250 [04:01<40:33,  2.25s/it, loss=0.407]
Epoch 4/4:  14%|█▍        | 172/1250 [04:01<50:47,  2.83s/it, loss=0.407]
Epoch 4/4:  14%|█▍        | 172/1250 [04:03<50:47,  2.83s/it, loss=0.569]
Epoch 4/4:  14%|█▍        | 173/1250 [04:03<45:10,  2.52s/it, loss=0.569]
Epoch 4/4:  14%|█▍        | 173/1250 [04:10<45:10,  2.52s/it, loss=0.279]
Epoch 4/4:  14%|█▍        | 174/1250 [04:10<1:11:07,  3.97s/it, loss=0.279]
Epoch 4/4:  14%|█▍        | 174/1250 [04:16<1:11:07,  3.97s/it, loss=0.407]
Epoch 4/4:  14%|█▍        | 175/1250 [04:16<1:21:04,  4.52s/it, loss=0.407]
Epoch 4/4:  14%|█▍        | 175/1250 [04:18<1:21:04,  4.52s/it, loss=0.339]
Epoch 4/4:  14%|█▍        | 176/1250 [04:18<1:08:17,  3.81s/it, loss=0.339]
Epoch 4/4:  14%|█▍        | 176/1250 [04:21<1:08:17,  3.81s/it, loss=0.338]
Epoch 4/4:  14%|█▍        | 177/1250 [04:21<1:01:06,  3.42s/it, loss=0.338]
Epoch 4/4:  14%|█▍        | 177/1250 [04:25<1:01:06,  3.42s/it, loss=0.528]
Epoch 4/4:  14%|█▍        | 178/1250 [04:25<1:02:08,  3.48s/it, loss=0.528]
Epoch 4/4:  14%|█▍        | 178/1250 [04:27<1:02:08,  3.48s/it, loss=0.404]
Epoch 4/4:  14%|█▍        | 179/1250 [04:27<58:06,  3.26s/it, loss=0.404]  
Epoch 4/4:  14%|█▍        | 179/1250 [04:29<58:06,  3.26s/it, loss=0.326]
Epoch 4/4:  14%|█▍        | 180/1250 [04:29<52:03,  2.92s/it, loss=0.326]
Epoch 4/4:  14%|█▍        | 180/1250 [04:31<52:03,  2.92s/it, loss=0.375]
Epoch 4/4:  14%|█▍        | 181/1250 [04:31<45:11,  2.54s/it, loss=0.375]
Epoch 4/4:  14%|█▍        | 181/1250 [04:33<45:11,  2.54s/it, loss=0.527]
Epoch 4/4:  15%|█▍        | 182/1250 [04:33<43:46,  2.46s/it, loss=0.527]
Epoch 4/4:  15%|█▍        | 182/1250 [04:36<43:46,  2.46s/it, loss=0.318]
Epoch 4/4:  15%|█▍        | 183/1250 [04:36<42:40,  2.40s/it, loss=0.318]
Epoch 4/4:  15%|█▍        | 183/1250 [04:38<42:40,  2.40s/it, loss=0.532]
Epoch 4/4:  15%|█▍        | 184/1250 [04:38<43:13,  2.43s/it, loss=0.532]
Epoch 4/4:  15%|█▍        | 184/1250 [04:40<43:13,  2.43s/it, loss=0.45] 
Epoch 4/4:  15%|█▍        | 185/1250 [04:41<43:04,  2.43s/it, loss=0.45]
Epoch 4/4:  15%|█▍        | 185/1250 [04:45<43:04,  2.43s/it, loss=0.427]
Epoch 4/4:  15%|█▍        | 186/1250 [04:45<53:01,  2.99s/it, loss=0.427]
Epoch 4/4:  15%|█▍        | 186/1250 [04:46<53:01,  2.99s/it, loss=0.378]
Epoch 4/4:  15%|█▍        | 187/1250 [04:46<45:08,  2.55s/it, loss=0.378]
Epoch 4/4:  15%|█▍        | 187/1250 [04:49<45:08,  2.55s/it, loss=0.346]
Epoch 4/4:  15%|█▌        | 188/1250 [04:49<43:10,  2.44s/it, loss=0.346]
Epoch 4/4:  15%|█▌        | 188/1250 [04:51<43:10,  2.44s/it, loss=0.413]
Epoch 4/4:  15%|█▌        | 189/1250 [04:51<43:29,  2.46s/it, loss=0.413]
Epoch 4/4:  15%|█▌        | 189/1250 [04:53<43:29,  2.46s/it, loss=0.51] 
Epoch 4/4:  15%|█▌        | 190/1250 [04:53<42:45,  2.42s/it, loss=0.51]
Epoch 4/4:  15%|█▌        | 190/1250 [04:55<42:45,  2.42s/it, loss=0.406]
Epoch 4/4:  15%|█▌        | 191/1250 [04:55<39:48,  2.26s/it, loss=0.406]
Epoch 4/4:  15%|█▌        | 191/1250 [04:57<39:48,  2.26s/it, loss=0.411]
Epoch 4/4:  15%|█▌        | 192/1250 [04:57<38:37,  2.19s/it, loss=0.411]
Epoch 4/4:  15%|█▌        | 192/1250 [05:00<38:37,  2.19s/it, loss=0.375]
Epoch 4/4:  15%|█▌        | 193/1250 [05:00<40:07,  2.28s/it, loss=0.375]
Epoch 4/4:  15%|█▌        | 193/1250 [05:02<40:07,  2.28s/it, loss=0.24] 
Epoch 4/4:  16%|█▌        | 194/1250 [05:02<40:15,  2.29s/it, loss=0.24]
Epoch 4/4:  16%|█▌        | 194/1250 [05:04<40:15,  2.29s/it, loss=0.333]
Epoch 4/4:  16%|█▌        | 195/1250 [05:04<39:35,  2.25s/it, loss=0.333]
Epoch 4/4:  16%|█▌        | 195/1250 [05:06<39:35,  2.25s/it, loss=0.506]
Epoch 4/4:  16%|█▌        | 196/1250 [05:06<38:54,  2.21s/it, loss=0.506]
Epoch 4/4:  16%|���▌        | 196/1250 [05:09<38:54,  2.21s/it, loss=0.347]
Epoch 4/4:  16%|█▌        | 197/1250 [05:09<42:09,  2.40s/it, loss=0.347]
Epoch 4/4:  16%|█▌        | 197/1250 [05:13<42:09,  2.40s/it, loss=0.389]
Epoch 4/4:  16%|█▌        | 198/1250 [05:13<51:07,  2.92s/it, loss=0.389]
Epoch 4/4:  16%|█▌        | 198/1250 [05:18<51:07,  2.92s/it, loss=0.389]
Epoch 4/4:  16%|█▌        | 199/1250 [05:18<1:01:09,  3.49s/it, loss=0.389]
Epoch 4/4:  16%|█▌        | 199/1250 [05:21<1:01:09,  3.49s/it, loss=0.449]
Epoch 4/4:  16%|█▌        | 200/1250 [05:21<56:42,  3.24s/it, loss=0.449]  
Epoch 4/4:  16%|█▌        | 200/1250 [05:23<56:42,  3.24s/it, loss=0.359]
Epoch 4/4:  16%|█▌        | 201/1250 [05:23<50:49,  2.91s/it, loss=0.359]
Epoch 4/4:  16%|█▌        | 201/1250 [05:24<50:49,  2.91s/it, loss=0.279]
Epoch 4/4:  16%|█▌        | 202/1250 [05:24<43:07,  2.47s/it, loss=0.279]
Epoch 4/4:  16%|█▌        | 202/1250 [05:27<43:07,  2.47s/it, loss=0.35] 
Epoch 4/4:  16%|█▌        | 203/1250 [05:27<42:14,  2.42s/it, loss=0.35]
Epoch 4/4:  16%|█▌        | 203/1250 [05:28<42:14,  2.42s/it, loss=0.392]
Epoch 4/4:  16%|█▋        | 204/1250 [05:28<37:39,  2.16s/it, loss=0.392]
Epoch 4/4:  16%|█▋        | 204/1250 [05:30<37:39,  2.16s/it, loss=0.443]
Epoch 4/4:  16%|█▋        | 205/1250 [05:30<34:16,  1.97s/it, loss=0.443]
Epoch 4/4:  16%|█▋        | 205/1250 [05:31<34:16,  1.97s/it, loss=0.467]
Epoch 4/4:  16%|█▋        | 206/1250 [05:31<33:08,  1.90s/it, loss=0.467]
Epoch 4/4:  16%|█▋        | 206/1250 [05:33<33:08,  1.90s/it, loss=0.271]
Epoch 4/4:  17%|█▋        | 207/1250 [05:33<30:55,  1.78s/it, loss=0.271]
Epoch 4/4:  17%|█▋        | 207/1250 [05:34<30:55,  1.78s/it, loss=0.312]
Epoch 4/4:  17%|█▋        | 208/1250 [05:34<29:25,  1.69s/it, loss=0.312]
Epoch 4/4:  17%|█▋        | 208/1250 [05:36<29:25,  1.69s/it, loss=0.38] 
Epoch 4/4:  17%|█▋        | 209/1250 [05:36<29:22,  1.69s/it, loss=0.38]
Epoch 4/4:  17%|█▋        | 209/1250 [05:38<29:22,  1.69s/it, loss=0.412]
Epoch 4/4:  17%|█▋        | 210/1250 [05:38<28:12,  1.63s/it, loss=0.412]
Epoch 4/4:  17%|█▋        | 210/1250 [05:39<28:12,  1.63s/it, loss=0.453]
Epoch 4/4:  17%|█▋        | 211/1250 [05:39<27:32,  1.59s/it, loss=0.453]
Epoch 4/4:  17%|█▋        | 211/1250 [05:41<27:32,  1.59s/it, loss=0.381]
Epoch 4/4:  17%|█▋        | 212/1250 [05:41<29:41,  1.72s/it, loss=0.381]
Epoch 4/4:  17%|█▋        | 212/1250 [05:43<29:41,  1.72s/it, loss=0.364]
Epoch 4/4:  17%|█▋        | 213/1250 [05:43<30:25,  1.76s/it, loss=0.364]
Epoch 4/4:  17%|█▋        | 213/1250 [05:45<30:25,  1.76s/it, loss=0.34] 
Epoch 4/4:  17%|█▋        | 214/1250 [05:45<29:57,  1.73s/it, loss=0.34]
Epoch 4/4:  17%|█▋        | 214/1250 [05:47<29:57,  1.73s/it, loss=0.498]
Epoch 4/4:  17%|█▋        | 215/1250 [05:47<31:57,  1.85s/it, loss=0.498]
Epoch 4/4:  17%|█▋        | 215/1250 [05:49<31:57,  1.85s/it, loss=0.381]
Epoch 4/4:  17%|█▋        | 216/1250 [05:49<32:26,  1.88s/it, loss=0.381]
Epoch 4/4:  17%|█▋        | 216/1250 [05:51<32:26,  1.88s/it, loss=0.812]
Epoch 4/4:  17%|█▋        | 217/1250 [05:51<33:36,  1.95s/it, loss=0.812]
Epoch 4/4:  17%|█▋        | 217/1250 [05:53<33:36,  1.95s/it, loss=0.363]
Epoch 4/4:  17%|█▋        | 218/1250 [05:53<35:43,  2.08s/it, loss=0.363]
Epoch 4/4:  17%|█▋        | 218/1250 [05:55<35:43,  2.08s/it, loss=0.39] 
Epoch 4/4:  18%|█▊        | 219/1250 [05:55<33:04,  1.93s/it, loss=0.39]
Epoch 4/4:  18%|█▊        | 219/1250 [05:56<33:04,  1.93s/it, loss=0.412]
Epoch 4/4:  18%|█▊        | 220/1250 [05:56<31:13,  1.82s/it, loss=0.412]
Epoch 4/4:  18%|█▊        | 220/1250 [05:58<31:13,  1.82s/it, loss=0.346]
Epoch 4/4:  18%|█▊        | 221/1250 [05:58<29:44,  1.73s/it, loss=0.346]
Epoch 4/4:  18%|█▊        | 221/1250 [05:59<29:44,  1.73s/it, loss=0.473]
Epoch 4/4:  18%|█▊        | 222/1250 [05:59<28:39,  1.67s/it, loss=0.473]
Epoch 4/4:  18%|█▊        | 222/1250 [06:02<28:39,  1.67s/it, loss=0.505]
Epoch 4/4:  18%|█▊        | 223/1250 [06:02<33:41,  1.97s/it, loss=0.505]
Epoch 4/4:  18%|█▊        | 223/1250 [06:04<33:41,  1.97s/it, loss=0.605]
Epoch 4/4:  18%|█▊        | 224/1250 [06:04<31:52,  1.86s/it, loss=0.605]
Epoch 4/4:  18%|█▊        | 224/1250 [06:05<31:52,  1.86s/it, loss=0.31] 
Epoch 4/4:  18%|█▊        | 225/1250 [06:05<30:07,  1.76s/it, loss=0.31]
Epoch 4/4:  18%|█▊        | 225/1250 [06:07<30:07,  1.76s/it, loss=0.5] 
Epoch 4/4:  18%|█▊        | 226/1250 [06:07<30:23,  1.78s/it, loss=0.5]
Epoch 4/4:  18%|█▊        | 226/1250 [06:09<30:23,  1.78s/it, loss=0.351]
Epoch 4/4:  18%|█▊        | 227/1250 [06:09<32:48,  1.92s/it, loss=0.351]
Epoch 4/4:  18%|█▊        | 227/1250 [06:12<32:48,  1.92s/it, loss=0.322]
Epoch 4/4:  18%|█▊        | 228/1250 [06:12<34:25,  2.02s/it, loss=0.322]
Epoch 4/4:  18%|█▊        | 228/1250 [06:14<34:25,  2.02s/it, loss=0.457]
Epoch 4/4:  18%|█▊        | 229/1250 [06:14<34:32,  2.03s/it, loss=0.457]
Epoch 4/4:  18%|█▊        | 229/1250 [06:16<34:32,  2.03s/it, loss=0.465]
Epoch 4/4:  18%|█▊        | 230/1250 [06:16<34:27,  2.03s/it, loss=0.465]
Epoch 4/4:  18%|█▊        | 230/1250 [06:18<34:27,  2.03s/it, loss=0.321]
Epoch 4/4:  18%|█▊        | 231/1250 [06:18<34:31,  2.03s/it, loss=0.321]
Epoch 4/4:  18%|█▊        | 231/1250 [06:20<34:31,  2.03s/it, loss=0.409]
Epoch 4/4:  19%|█▊        | 232/1250 [06:20<34:44,  2.05s/it, loss=0.409]
Epoch 4/4:  19%|█▊        | 232/1250 [06:22<34:44,  2.05s/it, loss=0.438]
Epoch 4/4:  19%|█▊        | 233/1250 [06:22<34:50,  2.06s/it, loss=0.438]
Epoch 4/4:  19%|█▊        | 233/1250 [06:24<34:50,  2.06s/it, loss=0.38] 
Epoch 4/4:  19%|█▊        | 234/1250 [06:24<35:32,  2.10s/it, loss=0.38]
Epoch 4/4:  19%|█▊        | 234/1250 [06:27<35:32,  2.10s/it, loss=0.448]
Epoch 4/4:  19%|█▉        | 235/1250 [06:27<38:40,  2.29s/it, loss=0.448]
Epoch 4/4:  19%|█▉        | 235/1250 [06:31<38:40,  2.29s/it, loss=0.559]
Epoch 4/4:  19%|█▉        | 236/1250 [06:31<47:46,  2.83s/it, loss=0.559]
Epoch 4/4:  19%|█▉        | 236/1250 [06:40<47:46,  2.83s/it, loss=0.461]
Epoch 4/4:  19%|█▉        | 237/1250 [06:40<1:18:32,  4.65s/it, loss=0.461]
Epoch 4/4:  19%|█▉        | 237/1250 [06:42<1:18:32,  4.65s/it, loss=0.442]
Epoch 4/4:  19%|█▉        | 238/1250 [06:42<1:04:16,  3.81s/it, loss=0.442]
Epoch 4/4:  19%|█▉        | 238/1250 [06:43<1:04:16,  3.81s/it, loss=0.501]
Epoch 4/4:  19%|█▉        | 239/1250 [06:43<53:45,  3.19s/it, loss=0.501]  
Epoch 4/4:  19%|█▉        | 239/1250 [06:45<53:45,  3.19s/it, loss=0.436]
Epoch 4/4:  19%|█▉        | 240/1250 [06:45<45:09,  2.68s/it, loss=0.436]
Epoch 4/4:  19%|█▉        | 240/1250 [06:47<45:09,  2.68s/it, loss=0.456]
Epoch 4/4:  19%|█▉        | 241/1250 [06:47<39:43,  2.36s/it, loss=0.456]
Epoch 4/4:  19%|█▉        | 241/1250 [06:49<39:43,  2.36s/it, loss=0.367]
Epoch 4/4:  19%|█▉        | 242/1250 [06:49<42:15,  2.52s/it, loss=0.367]
Epoch 4/4:  19%|█▉        | 242/1250 [06:51<42:15,  2.52s/it, loss=0.315]
Epoch 4/4:  19%|█▉        | 243/1250 [06:51<37:30,  2.23s/it, loss=0.315]
Epoch 4/4:  19%|█▉        | 243/1250 [06:52<37:30,  2.23s/it, loss=0.451]
Epoch 4/4:  20%|█▉        | 244/1250 [06:52<33:37,  2.01s/it, loss=0.451]
Epoch 4/4:  20%|█▉        | 244/1250 [06:54<33:37,  2.01s/it, loss=0.465]
Epoch 4/4:  20%|█▉        | 245/1250 [06:54<31:09,  1.86s/it, loss=0.465]
Epoch 4/4:  20%|█▉        | 245/1250 [06:56<31:09,  1.86s/it, loss=0.411]
Epoch 4/4:  20%|█▉        | 246/1250 [06:56<29:36,  1.77s/it, loss=0.411]
Epoch 4/4:  20%|█▉        | 246/1250 [06:57<29:36,  1.77s/it, loss=0.339]
Epoch 4/4:  20%|█▉        | 247/1250 [06:57<28:24,  1.70s/it, loss=0.339]
Epoch 4/4:  20%|█▉        | 247/1250 [06:59<28:24,  1.70s/it, loss=0.285]
Epoch 4/4:  20%|█▉        | 248/1250 [06:59<29:10,  1.75s/it, loss=0.285]
Epoch 4/4:  20%|█▉        | 248/1250 [07:00<29:10,  1.75s/it, loss=0.476]
Epoch 4/4:  20%|█▉        | 249/1250 [07:00<28:25,  1.70s/it, loss=0.476]
Epoch 4/4:  20%|█▉        | 249/1250 [07:02<28:25,  1.70s/it, loss=0.345]
Epoch 4/4:  20%|██        | 250/1250 [07:02<27:30,  1.65s/it, loss=0.345]
Epoch 4/4:  20%|██        | 250/1250 [07:04<27:30,  1.65s/it, loss=0.449]
Epoch 4/4:  20%|██        | 251/1250 [07:04<27:17,  1.64s/it, loss=0.449]
Epoch 4/4:  20%|██        | 251/1250 [07:05<27:17,  1.64s/it, loss=0.436]
Epoch 4/4:  20%|██        | 252/1250 [07:05<26:49,  1.61s/it, loss=0.436]
Epoch 4/4:  20%|██        | 252/1250 [07:07<26:49,  1.61s/it, loss=0.376]
Epoch 4/4:  20%|██        | 253/1250 [07:07<29:58,  1.80s/it, loss=0.376]
Epoch 4/4:  20%|██        | 253/1250 [07:10<29:58,  1.80s/it, loss=0.372]
Epoch 4/4:  20%|██        | 254/1250 [07:10<32:26,  1.95s/it, loss=0.372]
Epoch 4/4:  20%|██        | 254/1250 [07:12<32:26,  1.95s/it, loss=0.796]
Epoch 4/4:  20%|██        | 255/1250 [07:12<33:28,  2.02s/it, loss=0.796]
Epoch 4/4:  20%|██        | 255/1250 [07:15<33:28,  2.02s/it, loss=0.464]
Epoch 4/4:  20%|██        | 256/1250 [07:15<36:38,  2.21s/it, loss=0.464]
Epoch 4/4:  20%|██        | 256/1250 [07:17<36:38,  2.21s/it, loss=0.445]
Epoch 4/4:  21%|██        | 257/1250 [07:17<36:41,  2.22s/it, loss=0.445]
Epoch 4/4:  21%|██        | 257/1250 [07:19<36:41,  2.22s/it, loss=0.52] 
Epoch 4/4:  21%|██        | 258/1250 [07:19<36:02,  2.18s/it, loss=0.52]
Epoch 4/4:  21%|██        | 258/1250 [07:21<36:02,  2.18s/it, loss=0.349]
Epoch 4/4:  21%|██        | 259/1250 [07:21<35:48,  2.17s/it, loss=0.349]
Epoch 4/4:  21%|██        | 259/1250 [07:23<35:48,  2.17s/it, loss=0.317]
Epoch 4/4:  21%|██        | 260/1250 [07:23<35:09,  2.13s/it, loss=0.317]
Epoch 4/4:  21%|██        | 260/1250 [07:25<35:09,  2.13s/it, loss=0.357]
Epoch 4/4:  21%|██        | 261/1250 [07:25<34:12,  2.08s/it, loss=0.357]
Epoch 4/4:  21%|██        | 261/1250 [07:27<34:12,  2.08s/it, loss=0.456]
Epoch 4/4:  21%|██        | 262/1250 [07:27<33:10,  2.01s/it, loss=0.456]
Epoch 4/4:  21%|██        | 262/1250 [07:29<33:10,  2.01s/it, loss=0.275]
Epoch 4/4:  21%|██        | 263/1250 [07:29<32:38,  1.98s/it, loss=0.275]
Epoch 4/4:  21%|██        | 263/1250 [07:31<32:38,  1.98s/it, loss=0.419]
Epoch 4/4:  21%|██        | 264/1250 [07:31<31:33,  1.92s/it, loss=0.419]
Epoch 4/4:  21%|██        | 264/1250 [07:32<31:33,  1.92s/it, loss=0.333]
Epoch 4/4:  21%|██        | 265/1250 [07:32<31:23,  1.91s/it, loss=0.333]
Epoch 4/4:  21%|██        | 265/1250 [07:35<31:23,  1.91s/it, loss=0.26] 
Epoch 4/4:  21%|██▏       | 266/1250 [07:35<36:20,  2.22s/it, loss=0.26]
Epoch 4/4:  21%|██▏       | 266/1250 [07:37<36:20,  2.22s/it, loss=0.358]
Epoch 4/4:  21%|██▏       | 267/1250 [07:37<34:12,  2.09s/it, loss=0.358]
Epoch 4/4:  21%|██▏       | 267/1250 [07:39<34:12,  2.09s/it, loss=0.408]
Epoch 4/4:  21%|██▏       | 268/1250 [07:39<30:30,  1.86s/it, loss=0.408]
Epoch 4/4:  21%|██▏       | 268/1250 [07:40<30:30,  1.86s/it, loss=0.422]
Epoch 4/4:  22%|██▏       | 269/1250 [07:40<29:03,  1.78s/it, loss=0.422]
Epoch 4/4:  22%|██▏       | 269/1250 [07:42<29:03,  1.78s/it, loss=0.518]
Epoch 4/4:  22%|██▏       | 270/1250 [07:42<31:40,  1.94s/it, loss=0.518]
Epoch 4/4:  22%|██▏       | 270/1250 [07:45<31:40,  1.94s/it, loss=0.38] 
Epoch 4/4:  22%|██▏       | 271/1250 [07:45<34:41,  2.13s/it, loss=0.38]
Epoch 4/4:  22%|██▏       | 271/1250 [07:48<34:41,  2.13s/it, loss=0.352]
Epoch 4/4:  22%|██▏       | 272/1250 [07:48<38:38,  2.37s/it, loss=0.352]
Epoch 4/4:  22%|██▏       | 272/1250 [07:50<38:38,  2.37s/it, loss=0.365]
Epoch 4/4:  22%|██▏       | 273/1250 [07:50<38:55,  2.39s/it, loss=0.365]
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Epoch 4/4:  22%|██▏       | 274/1250 [07:55<39:44,  2.44s/it, loss=0.422]
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Epoch 4/4:  22%|██▏       | 275/1250 [07:58<38:33,  2.37s/it, loss=0.513]
Epoch 4/4:  22%|██▏       | 276/1250 [07:58<42:32,  2.62s/it, loss=0.513]
Epoch 4/4:  22%|██▏       | 276/1250 [08:01<42:32,  2.62s/it, loss=0.432]
Epoch 4/4:  22%|██▏       | 277/1250 [08:01<43:10,  2.66s/it, loss=0.432]
Epoch 4/4:  22%|██▏       | 277/1250 [08:07<43:10,  2.66s/it, loss=0.515]
Epoch 4/4:  22%|██▏       | 278/1250 [08:07<1:00:51,  3.76s/it, loss=0.515]
Epoch 4/4:  22%|██▏       | 278/1250 [08:10<1:00:51,  3.76s/it, loss=0.466]
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Epoch 4/4:  22%|██▏       | 279/1250 [08:11<53:57,  3.33s/it, loss=0.42] 
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Epoch 4/4:  22%|██▏       | 280/1250 [08:13<44:40,  2.76s/it, loss=0.458]
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Epoch 4/4:  22%|██▏       | 281/1250 [08:14<38:53,  2.41s/it, loss=0.454]
Epoch 4/4:  23%|██▎       | 282/1250 [08:14<34:55,  2.17s/it, loss=0.454]
Epoch 4/4:  23%|██▎       | 282/1250 [08:17<34:55,  2.17s/it, loss=0.465]
Epoch 4/4:  23%|██▎       | 283/1250 [08:17<34:51,  2.16s/it, loss=0.465]
Epoch 4/4:  23%|██▎       | 283/1250 [08:18<34:51,  2.16s/it, loss=0.321]
Epoch 4/4:  23%|██▎       | 284/1250 [08:18<33:29,  2.08s/it, loss=0.321]
Epoch 4/4:  23%|██▎       | 284/1250 [08:20<33:29,  2.08s/it, loss=0.441]
Epoch 4/4:  23%|██▎       | 285/1250 [08:20<32:47,  2.04s/it, loss=0.441]
Epoch 4/4:  23%|██▎       | 285/1250 [08:22<32:47,  2.04s/it, loss=0.586]
Epoch 4/4:  23%|██▎       | 286/1250 [08:22<32:57,  2.05s/it, loss=0.586]
Epoch 4/4:  23%|██▎       | 286/1250 [08:24<32:57,  2.05s/it, loss=0.381]
Epoch 4/4:  23%|██▎       | 287/1250 [08:24<30:10,  1.88s/it, loss=0.381]
Epoch 4/4:  23%|██▎       | 287/1250 [08:26<30:10,  1.88s/it, loss=0.44] 
Epoch 4/4:  23%|██▎       | 288/1250 [08:26<29:03,  1.81s/it, loss=0.44]
Epoch 4/4:  23%|██▎       | 288/1250 [08:27<29:03,  1.81s/it, loss=0.285]
Epoch 4/4:  23%|██▎       | 289/1250 [08:27<29:21,  1.83s/it, loss=0.285]
Epoch 4/4:  23%|██▎       | 289/1250 [08:29<29:21,  1.83s/it, loss=0.409]
Epoch 4/4:  23%|██▎       | 290/1250 [08:29<30:13,  1.89s/it, loss=0.409]
Epoch 4/4:  23%|██▎       | 290/1250 [08:31<30:13,  1.89s/it, loss=0.275]
Epoch 4/4:  23%|██▎       | 291/1250 [08:31<30:50,  1.93s/it, loss=0.275]
Epoch 4/4:  23%|██▎       | 291/1250 [08:33<30:50,  1.93s/it, loss=0.42] 
Epoch 4/4:  23%|██▎       | 292/1250 [08:33<29:36,  1.85s/it, loss=0.42]
Epoch 4/4:  23%|██▎       | 292/1250 [08:35<29:36,  1.85s/it, loss=0.27]
Epoch 4/4:  23%|██▎       | 293/1250 [08:35<29:36,  1.86s/it, loss=0.27]
Epoch 4/4:  23%|██▎       | 293/1250 [08:37<29:36,  1.86s/it, loss=0.425]
Epoch 4/4:  24%|██▎       | 294/1250 [08:37<29:52,  1.87s/it, loss=0.425]
Epoch 4/4:  24%|██▎       | 294/1250 [08:39<29:52,  1.87s/it, loss=0.332]
Epoch 4/4:  24%|██▎       | 295/1250 [08:39<30:03,  1.89s/it, loss=0.332]
Epoch 4/4:  24%|██▎       | 295/1250 [08:41<30:03,  1.89s/it, loss=0.43] 
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Epoch 4/4:  24%|██▎       | 296/1250 [08:42<30:08,  1.90s/it, loss=0.428]
Epoch 4/4:  24%|██▍       | 297/1250 [08:42<28:53,  1.82s/it, loss=0.428]
Epoch 4/4:  24%|██▍       | 297/1250 [08:44<28:53,  1.82s/it, loss=0.547]
Epoch 4/4:  24%|██▍       | 298/1250 [08:44<29:46,  1.88s/it, loss=0.547]
Epoch 4/4:  24%|██▍       | 298/1250 [08:46<29:46,  1.88s/it, loss=0.431]
Epoch 4/4:  24%|██▍       | 299/1250 [08:46<29:14,  1.85s/it, loss=0.431]
Epoch 4/4:  24%|██▍       | 299/1250 [08:48<29:14,  1.85s/it, loss=0.392]
Epoch 4/4:  24%|██▍       | 300/1250 [08:48<27:41,  1.75s/it, loss=0.392]
Epoch 4/4:  24%|██▍       | 300/1250 [08:50<27:41,  1.75s/it, loss=0.564]
Epoch 4/4:  24%|██▍       | 301/1250 [08:50<27:57,  1.77s/it, loss=0.564]
Epoch 4/4:  24%|██▍       | 301/1250 [08:51<27:57,  1.77s/it, loss=0.535]
Epoch 4/4:  24%|██▍       | 302/1250 [08:51<28:35,  1.81s/it, loss=0.535]
Epoch 4/4:  24%|██▍       | 302/1250 [08:53<28:35,  1.81s/it, loss=0.381]
Epoch 4/4:  24%|██▍       | 303/1250 [08:53<28:27,  1.80s/it, loss=0.381]
Epoch 4/4:  24%|██▍       | 303/1250 [08:55<28:27,  1.80s/it, loss=0.503]
Epoch 4/4:  24%|██▍       | 304/1250 [08:55<27:18,  1.73s/it, loss=0.503]
Epoch 4/4:  24%|██▍       | 304/1250 [08:56<27:18,  1.73s/it, loss=0.487]
Epoch 4/4:  24%|██▍       | 305/1250 [08:56<26:39,  1.69s/it, loss=0.487]
Epoch 4/4:  24%|██▍       | 305/1250 [08:58<26:39,  1.69s/it, loss=0.473]
Epoch 4/4:  24%|██▍       | 306/1250 [08:58<27:51,  1.77s/it, loss=0.473]
Epoch 4/4:  24%|██▍       | 306/1250 [09:00<27:51,  1.77s/it, loss=0.468]
Epoch 4/4:  25%|██▍       | 307/1250 [09:00<28:05,  1.79s/it, loss=0.468]
Epoch 4/4:  25%|██▍       | 307/1250 [09:02<28:05,  1.79s/it, loss=0.426]
Epoch 4/4:  25%|██▍       | 308/1250 [09:02<27:20,  1.74s/it, loss=0.426]
Epoch 4/4:  25%|██▍       | 308/1250 [09:04<27:20,  1.74s/it, loss=0.492]
Epoch 4/4:  25%|██▍       | 309/1250 [09:04<27:54,  1.78s/it, loss=0.492]
Epoch 4/4:  25%|██▍       | 309/1250 [09:06<27:54,  1.78s/it, loss=0.455]
Epoch 4/4:  25%|██▍       | 310/1250 [09:06<28:17,  1.81s/it, loss=0.455]
Epoch 4/4:  25%|██▍       | 310/1250 [09:07<28:17,  1.81s/it, loss=0.364]
Epoch 4/4:  25%|██▍       | 311/1250 [09:07<27:31,  1.76s/it, loss=0.364]
Epoch 4/4:  25%|██▍       | 311/1250 [09:09<27:31,  1.76s/it, loss=0.435]
Epoch 4/4:  25%|██▍       | 312/1250 [09:09<29:05,  1.86s/it, loss=0.435]
Epoch 4/4:  25%|██▍       | 312/1250 [09:11<29:05,  1.86s/it, loss=0.337]
Epoch 4/4:  25%|██▌       | 313/1250 [09:11<29:28,  1.89s/it, loss=0.337]
Epoch 4/4:  25%|██▌       | 313/1250 [09:13<29:28,  1.89s/it, loss=0.445]
Epoch 4/4:  25%|██▌       | 314/1250 [09:13<28:24,  1.82s/it, loss=0.445]
Epoch 4/4:  25%|██▌       | 314/1250 [09:14<28:24,  1.82s/it, loss=0.263]
Epoch 4/4:  25%|██▌       | 315/1250 [09:14<27:04,  1.74s/it, loss=0.263]
Epoch 4/4:  25%|██▌       | 315/1250 [09:16<27:04,  1.74s/it, loss=0.337]
Epoch 4/4:  25%|██▌       | 316/1250 [09:16<27:42,  1.78s/it, loss=0.337]
Epoch 4/4:  25%|██▌       | 316/1250 [09:19<27:42,  1.78s/it, loss=0.374]
Epoch 4/4:  25%|██▌       | 317/1250 [09:19<29:40,  1.91s/it, loss=0.374]
Epoch 4/4:  25%|██▌       | 317/1250 [09:22<29:40,  1.91s/it, loss=0.44] 
Epoch 4/4:  25%|██▌       | 318/1250 [09:22<34:36,  2.23s/it, loss=0.44]
Epoch 4/4:  25%|██▌       | 318/1250 [09:24<34:36,  2.23s/it, loss=0.437]
Epoch 4/4:  26%|██▌       | 319/1250 [09:24<36:35,  2.36s/it, loss=0.437]
Epoch 4/4:  26%|██▌       | 319/1250 [09:28<36:35,  2.36s/it, loss=0.494]
Epoch 4/4:  26%|██▌       | 320/1250 [09:28<42:47,  2.76s/it, loss=0.494]
Epoch 4/4:  26%|██▌       | 320/1250 [09:36<42:47,  2.76s/it, loss=0.473]
Epoch 4/4:  26%|██▌       | 321/1250 [09:36<1:06:43,  4.31s/it, loss=0.473]
Epoch 4/4:  26%|██▌       | 321/1250 [09:38<1:06:43,  4.31s/it, loss=0.318]
Epoch 4/4:  26%|██▌       | 322/1250 [09:38<57:58,  3.75s/it, loss=0.318]  
Epoch 4/4:  26%|██▌       | 322/1250 [09:40<57:58,  3.75s/it, loss=0.474]
Epoch 4/4:  26%|██▌       | 323/1250 [09:40<49:26,  3.20s/it, loss=0.474]
Epoch 4/4:  26%|██▌       | 323/1250 [09:42<49:26,  3.20s/it, loss=0.447]
Epoch 4/4:  26%|██▌       | 324/1250 [09:42<45:15,  2.93s/it, loss=0.447]
Epoch 4/4:  26%|██▌       | 324/1250 [09:45<45:15,  2.93s/it, loss=0.447]
Epoch 4/4:  26%|██▌       | 325/1250 [09:45<45:37,  2.96s/it, loss=0.447]
Epoch 4/4:  26%|██▌       | 325/1250 [09:49<45:37,  2.96s/it, loss=0.455]
Epoch 4/4:  26%|██▌       | 326/1250 [09:49<49:12,  3.19s/it, loss=0.455]
Epoch 4/4:  26%|██▌       | 326/1250 [09:52<49:12,  3.19s/it, loss=0.407]
Epoch 4/4:  26%|██▌       | 327/1250 [09:52<45:01,  2.93s/it, loss=0.407]
Epoch 4/4:  26%|██▌       | 327/1250 [09:54<45:01,  2.93s/it, loss=0.423]
Epoch 4/4:  26%|██▌       | 328/1250 [09:54<41:57,  2.73s/it, loss=0.423]
Epoch 4/4:  26%|██▌       | 328/1250 [09:56<41:57,  2.73s/it, loss=0.408]
Epoch 4/4:  26%|██▋       | 329/1250 [09:56<40:47,  2.66s/it, loss=0.408]
Epoch 4/4:  26%|██▋       | 329/1250 [10:07<40:47,  2.66s/it, loss=0.279]
Epoch 4/4:  26%|██▋       | 330/1250 [10:07<1:19:24,  5.18s/it, loss=0.279]
Epoch 4/4:  26%|██▋       | 330/1250 [10:10<1:19:24,  5.18s/it, loss=0.346]
Epoch 4/4:  26%|██▋       | 331/1250 [10:10<1:06:14,  4.32s/it, loss=0.346]
Epoch 4/4:  26%|██▋       | 331/1250 [10:11<1:06:14,  4.32s/it, loss=0.345]
Epoch 4/4:  27%|██▋       | 332/1250 [10:11<54:22,  3.55s/it, loss=0.345]  
Epoch 4/4:  27%|██▋       | 332/1250 [10:13<54:22,  3.55s/it, loss=0.54] 
Epoch 4/4:  27%|██▋       | 333/1250 [10:13<45:07,  2.95s/it, loss=0.54]
Epoch 4/4:  27%|██▋       | 333/1250 [10:15<45:07,  2.95s/it, loss=0.454]
Epoch 4/4:  27%|██▋       | 334/1250 [10:15<39:07,  2.56s/it, loss=0.454]
Epoch 4/4:  27%|██▋       | 334/1250 [10:17<39:07,  2.56s/it, loss=0.367]
Epoch 4/4:  27%|██▋       | 335/1250 [10:17<35:59,  2.36s/it, loss=0.367]
Epoch 4/4:  27%|██▋       | 335/1250 [10:18<35:59,  2.36s/it, loss=0.451]
Epoch 4/4:  27%|██▋       | 336/1250 [10:18<33:06,  2.17s/it, loss=0.451]
Epoch 4/4:  27%|██▋       | 336/1250 [10:20<33:06,  2.17s/it, loss=0.348]
Epoch 4/4:  27%|██▋       | 337/1250 [10:20<31:26,  2.07s/it, loss=0.348]
Epoch 4/4:  27%|██▋       | 337/1250 [10:22<31:26,  2.07s/it, loss=0.428]
Epoch 4/4:  27%|██▋       | 338/1250 [10:22<31:10,  2.05s/it, loss=0.428]
Epoch 4/4:  27%|██▋       | 338/1250 [10:24<31:10,  2.05s/it, loss=0.48] 
Epoch 4/4:  27%|██▋       | 339/1250 [10:24<29:51,  1.97s/it, loss=0.48]
Epoch 4/4:  27%|██▋       | 339/1250 [10:26<29:51,  1.97s/it, loss=0.311]
Epoch 4/4:  27%|██▋       | 340/1250 [10:26<29:12,  1.93s/it, loss=0.311]
Epoch 4/4:  27%|██▋       | 340/1250 [10:27<29:12,  1.93s/it, loss=0.443]
Epoch 4/4:  27%|██▋       | 341/1250 [10:27<27:27,  1.81s/it, loss=0.443]
Epoch 4/4:  27%|██▋       | 341/1250 [10:29<27:27,  1.81s/it, loss=0.373]
Epoch 4/4:  27%|██▋       | 342/1250 [10:29<28:03,  1.85s/it, loss=0.373]
Epoch 4/4:  27%|██▋       | 342/1250 [10:31<28:03,  1.85s/it, loss=0.353]
Epoch 4/4:  27%|██▋       | 343/1250 [10:31<28:13,  1.87s/it, loss=0.353]
Epoch 4/4:  27%|██▋       | 343/1250 [10:33<28:13,  1.87s/it, loss=0.349]
Epoch 4/4:  28%|██▊       | 344/1250 [10:33<27:43,  1.84s/it, loss=0.349]
Epoch 4/4:  28%|██▊       | 344/1250 [10:35<27:43,  1.84s/it, loss=0.563]
Epoch 4/4:  28%|██▊       | 345/1250 [10:35<27:56,  1.85s/it, loss=0.563]
Epoch 4/4:  28%|██▊       | 345/1250 [10:36<27:56,  1.85s/it, loss=0.326]
Epoch 4/4:  28%|██▊       | 346/1250 [10:36<26:13,  1.74s/it, loss=0.326]
Epoch 4/4:  28%|██▊       | 346/1250 [10:38<26:13,  1.74s/it, loss=0.488]
Epoch 4/4:  28%|██▊       | 347/1250 [10:38<26:56,  1.79s/it, loss=0.488]
Epoch 4/4:  28%|██▊       | 347/1250 [10:40<26:56,  1.79s/it, loss=0.452]
Epoch 4/4:  28%|██▊       | 348/1250 [10:40<28:09,  1.87s/it, loss=0.452]
Epoch 4/4:  28%|██▊       | 348/1250 [10:42<28:09,  1.87s/it, loss=0.266]
Epoch 4/4:  28%|██▊       | 349/1250 [10:42<29:12,  1.95s/it, loss=0.266]
Epoch 4/4:  28%|██▊       | 349/1250 [10:44<29:12,  1.95s/it, loss=0.473]
Epoch 4/4:  28%|██▊       | 350/1250 [10:44<27:10,  1.81s/it, loss=0.473]
Epoch 4/4:  28%|██▊       | 350/1250 [10:45<27:10,  1.81s/it, loss=0.486]
Epoch 4/4:  28%|██▊       | 351/1250 [10:45<25:55,  1.73s/it, loss=0.486]
Epoch 4/4:  28%|██▊       | 351/1250 [10:47<25:55,  1.73s/it, loss=0.453]
Epoch 4/4:  28%|██▊       | 352/1250 [10:47<26:33,  1.77s/it, loss=0.453]
Epoch 4/4:  28%|██▊       | 352/1250 [10:49<26:33,  1.77s/it, loss=0.4]  
Epoch 4/4:  28%|██▊       | 353/1250 [10:49<26:49,  1.79s/it, loss=0.4]
Epoch 4/4:  28%|██▊       | 353/1250 [10:51<26:49,  1.79s/it, loss=0.45]
Epoch 4/4:  28%|██▊       | 354/1250 [10:51<25:55,  1.74s/it, loss=0.45]
Epoch 4/4:  28%|██▊       | 354/1250 [10:53<25:55,  1.74s/it, loss=0.392]
Epoch 4/4:  28%|██▊       | 355/1250 [10:53<26:26,  1.77s/it, loss=0.392]
Epoch 4/4:  28%|██▊       | 355/1250 [10:54<26:26,  1.77s/it, loss=0.505]
Epoch 4/4:  28%|██▊       | 356/1250 [10:54<26:30,  1.78s/it, loss=0.505]
Epoch 4/4:  28%|██▊       | 356/1250 [10:56<26:30,  1.78s/it, loss=0.646]
Epoch 4/4:  29%|██▊       | 357/1250 [10:56<26:17,  1.77s/it, loss=0.646]
Epoch 4/4:  29%|██▊       | 357/1250 [10:58<26:17,  1.77s/it, loss=0.425]
Epoch 4/4:  29%|██▊       | 358/1250 [10:58<26:40,  1.79s/it, loss=0.425]
Epoch 4/4:  29%|██▊       | 358/1250 [10:59<26:40,  1.79s/it, loss=0.422]
Epoch 4/4:  29%|██▊       | 359/1250 [10:59<25:22,  1.71s/it, loss=0.422]
Epoch 4/4:  29%|██▊       | 359/1250 [11:02<25:22,  1.71s/it, loss=0.493]
Epoch 4/4:  29%|██▉       | 360/1250 [11:02<28:57,  1.95s/it, loss=0.493]
Epoch 4/4:  29%|██▉       | 360/1250 [11:05<28:57,  1.95s/it, loss=0.538]
Epoch 4/4:  29%|██▉       | 361/1250 [11:05<35:04,  2.37s/it, loss=0.538]
Epoch 4/4:  29%|██▉       | 361/1250 [11:07<35:04,  2.37s/it, loss=0.315]
Epoch 4/4:  29%|██▉       | 362/1250 [11:07<33:52,  2.29s/it, loss=0.315]
Epoch 4/4:  29%|██▉       | 362/1250 [11:10<33:52,  2.29s/it, loss=0.562]
Epoch 4/4:  29%|██▉       | 363/1250 [11:10<33:19,  2.25s/it, loss=0.562]
Epoch 4/4:  29%|██▉       | 363/1250 [11:12<33:19,  2.25s/it, loss=0.421]
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Epoch 4/4:  33%|███▎      | 409/1250 [12:33<21:31,  1.54s/it, loss=0.468]
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Epoch 4/4:  33%|███▎      | 410/1250 [12:35<22:41,  1.62s/it, loss=0.455]
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Epoch 4/4:  66%|██████▌   | 821/1250 [25:46<18:18,  2.56s/it, loss=0.521]
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Epoch 4/4:  66%|██████▌   | 826/1250 [25:57<18:15,  2.58s/it, loss=0.643]
Epoch 4/4:  66%|██████▌   | 826/1250 [25:59<18:15,  2.58s/it, loss=0.375]
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Epoch 4/4:  66%|██████▌   | 828/1250 [26:02<15:06,  2.15s/it, loss=0.435]
Epoch 4/4:  66%|██████▋   | 829/1250 [26:02<13:57,  1.99s/it, loss=0.435]
Epoch 4/4:  66%|██████▋   | 829/1250 [26:04<13:57,  1.99s/it, loss=0.397]
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Epoch 4/4:  66%|██████▋   | 831/1250 [26:07<12:57,  1.86s/it, loss=0.549]
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Epoch 4/4:  67%|██████▋   | 834/1250 [26:11<12:09,  1.75s/it, loss=0.567]
Epoch 4/4:  67%|██████▋   | 834/1250 [26:12<12:09,  1.75s/it, loss=0.308]
Epoch 4/4:  67%|██████▋   | 835/1250 [26:12<11:51,  1.71s/it, loss=0.308]
Epoch 4/4:  67%|██████▋   | 835/1250 [26:14<11:51,  1.71s/it, loss=0.444]
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Epoch 4/4:  67%|██████▋   | 836/1250 [26:16<12:21,  1.79s/it, loss=0.375]
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Epoch 4/4:  67%|██████▋   | 837/1250 [26:18<12:54,  1.87s/it, loss=0.435]
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Epoch 4/4:  67%|██████▋   | 840/1250 [26:23<13:31,  1.98s/it, loss=0.396]
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Epoch 4/4:  67%|██████▋   | 841/1250 [26:24<13:02,  1.91s/it, loss=0.3]
Epoch 4/4:  67%|██████▋   | 841/1250 [26:26<13:02,  1.91s/it, loss=0.522]
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Epoch 4/4:  67%|██████▋   | 842/1250 [26:28<12:59,  1.91s/it, loss=0.437]
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Epoch 4/4:  67%|██████▋   | 843/1250 [26:30<12:11,  1.80s/it, loss=0.36] 
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Epoch 4/4:  68%|██████▊   | 845/1250 [26:34<13:03,  1.93s/it, loss=0.329]
Epoch 4/4:  68%|██████▊   | 846/1250 [26:34<13:10,  1.96s/it, loss=0.329]
Epoch 4/4:  68%|██████▊   | 846/1250 [26:36<13:10,  1.96s/it, loss=0.598]
Epoch 4/4:  68%|██████▊   | 847/1250 [26:36<13:12,  1.97s/it, loss=0.598]
Epoch 4/4:  68%|██████▊   | 847/1250 [26:38<13:12,  1.97s/it, loss=0.446]
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Epoch 4/4:  68%|██████▊   | 848/1250 [26:41<13:50,  2.07s/it, loss=0.38] 
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Epoch 4/4:  68%|██████▊   | 850/1250 [26:43<15:03,  2.26s/it, loss=0.408]
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Epoch 4/4:  68%|██████▊   | 851/1250 [26:49<21:34,  3.24s/it, loss=0.36]
Epoch 4/4:  68%|██████▊   | 851/1250 [26:50<21:34,  3.24s/it, loss=0.495]
Epoch 4/4:  68%|██████▊   | 852/1250 [26:50<18:29,  2.79s/it, loss=0.495]
Epoch 4/4:  68%|██████▊   | 852/1250 [26:52<18:29,  2.79s/it, loss=0.453]
Epoch 4/4:  68%|██████▊   | 853/1250 [26:52<16:49,  2.54s/it, loss=0.453]
Epoch 4/4:  68%|██████▊   | 853/1250 [26:54<16:49,  2.54s/it, loss=0.461]
Epoch 4/4:  68%|██████▊   | 854/1250 [26:54<15:17,  2.32s/it, loss=0.461]
Epoch 4/4:  68%|██████▊   | 854/1250 [26:56<15:17,  2.32s/it, loss=0.487]
Epoch 4/4:  68%|██████▊   | 855/1250 [26:56<14:39,  2.23s/it, loss=0.487]
Epoch 4/4:  68%|██████▊   | 855/1250 [26:58<14:39,  2.23s/it, loss=0.439]
Epoch 4/4:  68%|██████▊   | 856/1250 [26:58<14:23,  2.19s/it, loss=0.439]
Epoch 4/4:  68%|██████▊   | 856/1250 [27:00<14:23,  2.19s/it, loss=0.463]
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Epoch 4/4:  69%|██████▊   | 857/1250 [27:02<14:09,  2.16s/it, loss=0.637]
Epoch 4/4:  69%|██████▊   | 858/1250 [27:02<13:33,  2.07s/it, loss=0.637]
Epoch 4/4:  69%|██████▊   | 858/1250 [27:04<13:33,  2.07s/it, loss=0.473]
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Epoch 4/4:  69%|██████▉   | 860/1250 [27:08<13:10,  2.03s/it, loss=0.366]
Epoch 4/4:  69%|██████▉   | 861/1250 [27:08<12:10,  1.88s/it, loss=0.366]
Epoch 4/4:  69%|██████▉   | 861/1250 [27:09<12:10,  1.88s/it, loss=0.511]
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Epoch 4/4:  69%|██████▉   | 862/1250 [27:11<11:37,  1.80s/it, loss=0.439]
Epoch 4/4:  69%|██████▉   | 863/1250 [27:11<11:11,  1.74s/it, loss=0.439]
Epoch 4/4:  69%|██████▉   | 863/1250 [27:13<11:11,  1.74s/it, loss=0.621]
Epoch 4/4:  69%|██████▉   | 864/1250 [27:13<11:10,  1.74s/it, loss=0.621]
Epoch 4/4:  69%|██████▉   | 864/1250 [27:14<11:10,  1.74s/it, loss=0.473]
Epoch 4/4:  69%|██████▉   | 865/1250 [27:14<10:51,  1.69s/it, loss=0.473]
Epoch 4/4:  69%|██████▉   | 865/1250 [27:16<10:51,  1.69s/it, loss=0.637]
Epoch 4/4:  69%|██████▉   | 866/1250 [27:16<11:27,  1.79s/it, loss=0.637]
Epoch 4/4:  69%|██████▉   | 866/1250 [27:18<11:27,  1.79s/it, loss=0.379]
Epoch 4/4:  69%|██████▉   | 867/1250 [27:18<11:36,  1.82s/it, loss=0.379]
Epoch 4/4:  69%|██████▉   | 867/1250 [27:20<11:36,  1.82s/it, loss=0.349]
Epoch 4/4:  69%|██████▉   | 868/1250 [27:20<11:05,  1.74s/it, loss=0.349]
Epoch 4/4:  69%|██████▉   | 868/1250 [27:22<11:05,  1.74s/it, loss=0.406]
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Epoch 4/4:  70%|██████▉   | 869/1250 [27:24<11:34,  1.82s/it, loss=0.55] 
Epoch 4/4:  70%|██████▉   | 870/1250 [27:24<11:42,  1.85s/it, loss=0.55]
Epoch 4/4:  70%|██████▉   | 870/1250 [27:25<11:42,  1.85s/it, loss=0.531]
Epoch 4/4:  70%|██████▉   | 871/1250 [27:25<11:30,  1.82s/it, loss=0.531]
Epoch 4/4:  70%|██████▉   | 871/1250 [27:27<11:30,  1.82s/it, loss=0.376]
Epoch 4/4:  70%|██████▉   | 872/1250 [27:27<11:50,  1.88s/it, loss=0.376]
Epoch 4/4:  70%|██████▉   | 872/1250 [27:29<11:50,  1.88s/it, loss=0.429]
Epoch 4/4:  70%|███��██▉   | 873/1250 [27:29<11:45,  1.87s/it, loss=0.429]
Epoch 4/4:  70%|██████▉   | 873/1250 [27:31<11:45,  1.87s/it, loss=0.359]
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Epoch 4/4:  70%|███████   | 875/1250 [27:35<11:11,  1.79s/it, loss=0.568]
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Epoch 4/4:  70%|███████   | 878/1250 [27:38<11:28,  1.85s/it, loss=0.62]
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Epoch 4/4:  70%|███████   | 879/1250 [27:43<11:24,  1.84s/it, loss=0.5]  
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Epoch 4/4:  71%|███████   | 882/1250 [27:48<12:39,  2.07s/it, loss=0.622]
Epoch 4/4:  71%|███████   | 883/1250 [27:48<11:53,  1.94s/it, loss=0.622]
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Epoch 4/4:  71%|███████   | 886/1250 [27:56<11:14,  1.85s/it, loss=0.409]
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Epoch 4/4:  71%|███████   | 887/1250 [27:58<11:23,  1.88s/it, loss=0.45] 
Epoch 4/4:  71%|███████   | 888/1250 [27:58<11:32,  1.91s/it, loss=0.45]
Epoch 4/4:  71%|███████   | 888/1250 [27:59<11:32,  1.91s/it, loss=0.405]
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Epoch 4/4:  71%|███████   | 889/1250 [28:01<11:06,  1.85s/it, loss=0.519]
Epoch 4/4:  71%|███████   | 890/1250 [28:01<11:16,  1.88s/it, loss=0.519]
Epoch 4/4:  71%|███████   | 890/1250 [28:03<11:16,  1.88s/it, loss=0.412]
Epoch 4/4:  71%|███████▏  | 891/1250 [28:03<10:47,  1.80s/it, loss=0.412]
Epoch 4/4:  71%|███████▏  | 891/1250 [28:05<10:47,  1.80s/it, loss=0.411]
Epoch 4/4:  71%|███████▏  | 892/1250 [28:05<11:07,  1.87s/it, loss=0.411]
Epoch 4/4:  71%|███████▏  | 892/1250 [28:07<11:07,  1.87s/it, loss=0.513]
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Epoch 4/4:  74%|███████▍  | 929/1250 [29:16<10:07,  1.89s/it, loss=0.531]
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Epoch 4/4:  74%|███████▍  | 930/1250 [29:17<10:06,  1.89s/it, loss=0.459]
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Epoch 4/4:  74%|███████▍  | 931/1250 [29:19<09:47,  1.84s/it, loss=0.554]
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Epoch 4/4:  75%|███████▍  | 932/1250 [29:21<09:47,  1.85s/it, loss=0.524]
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Epoch 4/4:  75%|███████▍  | 934/1250 [29:25<09:40,  1.84s/it, loss=0.4]  
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Epoch 4/4:  75%|███████▍  | 935/1250 [29:27<10:12,  1.94s/it, loss=0.574]
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Epoch 4/4:  76%|███████▌  | 946/1250 [29:48<09:27,  1.87s/it, loss=0.544]
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Epoch 4/4:  76%|███████▌  | 947/1250 [29:50<09:01,  1.79s/it, loss=0.542]
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Epoch 4/4:  76%|███████▌  | 949/1250 [29:53<08:33,  1.71s/it, loss=0.612]
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Epoch 4/4:  76%|███████▌  | 951/1250 [29:56<08:18,  1.67s/it, loss=0.424]
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Epoch 4/4:  76%|███████▋  | 956/1250 [30:02<07:52,  1.61s/it, loss=0.44]
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Epoch 4/4:  77%|███████▋  | 957/1250 [30:05<07:39,  1.57s/it, loss=0.426]
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Epoch 4/4:  77%|███████▋  | 960/1250 [30:10<07:41,  1.59s/it, loss=0.472]
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Epoch 4/4:  77%|███████▋  | 961/1250 [30:12<07:42,  1.60s/it, loss=0.396]
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Epoch 4/4:  77%|███████▋  | 962/1250 [30:14<07:55,  1.65s/it, loss=0.448]
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Epoch 4/4:  77%|███████▋  | 963/1250 [30:16<08:20,  1.74s/it, loss=0.47] 
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Epoch 4/4:  77%|███████▋  | 965/1250 [30:26<12:26,  2.62s/it, loss=0.427]
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Epoch 4/4:  77%|███████▋  | 966/1250 [30:29<17:04,  3.61s/it, loss=0.461]
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Epoch 4/4:  77%|███████▋  | 967/1250 [30:31<15:55,  3.38s/it, loss=0.442]
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Epoch 4/4:  77%|███████▋  | 968/1250 [30:33<14:22,  3.06s/it, loss=0.845]
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Epoch 4/4:  78%|███████▊  | 969/1250 [30:35<12:43,  2.72s/it, loss=0.468]
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Epoch 4/4:  78%|███████▊  | 970/1250 [30:37<11:06,  2.38s/it, loss=0.481]
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Epoch 4/4:  78%|███████▊  | 971/1250 [30:38<09:59,  2.15s/it, loss=0.457]
Epoch 4/4:  78%|███████▊  | 972/1250 [30:38<09:08,  1.97s/it, loss=0.457]
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Epoch 4/4:  78%|███████▊  | 973/1250 [30:42<08:23,  1.82s/it, loss=0.522]
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Epoch 4/4:  78%|███████▊  | 974/1250 [30:44<08:47,  1.91s/it, loss=0.392]
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Epoch 4/4:  78%|███████▊  | 975/1250 [30:46<08:40,  1.89s/it, loss=0.262]
Epoch 4/4:  78%|███████▊  | 976/1250 [30:46<08:57,  1.96s/it, loss=0.262]
Epoch 4/4:  78%|███████▊  | 976/1250 [30:48<08:57,  1.96s/it, loss=0.506]
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Epoch 4/4:  79%|███████▉  | 993/1250 [31:22<09:32,  2.23s/it, loss=0.513]
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Epoch 4/4:  80%|███████▉  | 995/1250 [31:25<07:48,  1.84s/it, loss=0.494]
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Epoch 4/4:  80%|███████▉  | 997/1250 [31:29<08:37,  2.04s/it, loss=0.436]
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Epoch 4/4:  80%|███████▉  | 998/1250 [31:29<07:30,  1.79s/it, loss=0.425]
Epoch 4/4:  80%|███████▉  | 999/1250 [31:29<06:06,  1.46s/it, loss=0.425]
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Epoch 4/4:  80%|████████  | 1001/1250 [31:31<04:26,  1.07s/it, loss=0.515]
Epoch 4/4:  80%|████████  | 1001/1250 [31:32<04:26,  1.07s/it, loss=0.485]
Epoch 4/4:  80%|████████  | 1002/1250 [31:32<03:53,  1.06it/s, loss=0.485]
Epoch 4/4:  80%|████████  | 1002/1250 [31:32<03:53,  1.06it/s, loss=0.418]
Epoch 4/4:  80%|████████  | 1003/1250 [31:32<03:28,  1.18it/s, loss=0.418]
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Epoch 4/4:  80%|████████  | 1005/1250 [31:34<03:00,  1.36it/s, loss=0.417]
Epoch 4/4:  80%|████████  | 1006/1250 [31:34<02:51,  1.42it/s, loss=0.417]
Epoch 4/4:  80%|████████  | 1006/1250 [31:35<02:51,  1.42it/s, loss=0.372]
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Epoch 4/4:  81%|████████  | 1007/1250 [31:35<02:43,  1.48it/s, loss=0.714]
Epoch 4/4:  81%|████████  | 1008/1250 [31:35<02:38,  1.52it/s, loss=0.714]
Epoch 4/4:  81%|████████  | 1008/1250 [31:36<02:38,  1.52it/s, loss=0.489]
Epoch 4/4:  81%|████████  | 1009/1250 [31:36<02:34,  1.56it/s, loss=0.489]
Epoch 4/4:  81%|████████  | 1009/1250 [31:37<02:34,  1.56it/s, loss=0.523]
Epoch 4/4:  81%|████████  | 1010/1250 [31:37<02:35,  1.55it/s, loss=0.523]
Epoch 4/4:  81%|████████  | 1010/1250 [31:37<02:35,  1.55it/s, loss=0.591]
Epoch 4/4:  81%|████████  | 1011/1250 [31:37<02:39,  1.50it/s, loss=0.591]
Epoch 4/4:  81%|████████  | 1011/1250 [31:38<02:39,  1.50it/s, loss=0.414]
Epoch 4/4:  81%|████████  | 1012/1250 [31:38<02:43,  1.45it/s, loss=0.414]
Epoch 4/4:  81%|████████  | 1012/1250 [31:39<02:43,  1.45it/s, loss=0.368]
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Epoch 4/4:  81%|████████  | 1013/1250 [31:39<02:40,  1.48it/s, loss=0.549]
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Epoch 4/4:  81%|████████  | 1014/1250 [31:40<02:37,  1.50it/s, loss=0.54] 
Epoch 4/4:  81%|████████  | 1015/1250 [31:40<02:32,  1.54it/s, loss=0.54]
Epoch 4/4:  81%|███████���  | 1015/1250 [31:41<02:32,  1.54it/s, loss=0.563]
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Epoch 4/4:  81%|████████▏ | 1016/1250 [31:41<02:29,  1.56it/s, loss=0.662]
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Epoch 4/4:  81%|████████▏ | 1018/1250 [31:43<02:32,  1.52it/s, loss=0.5]  
Epoch 4/4:  82%|████████▏ | 1019/1250 [31:43<02:37,  1.46it/s, loss=0.5]
Epoch 4/4:  82%|████████▏ | 1019/1250 [31:43<02:37,  1.46it/s, loss=0.486]
Epoch 4/4:  82%|████████▏ | 1020/1250 [31:43<02:43,  1.41it/s, loss=0.486]
Epoch 4/4:  82%|████████▏ | 1020/1250 [31:44<02:43,  1.41it/s, loss=0.279]
Epoch 4/4:  82%|████████▏ | 1021/1250 [31:44<02:45,  1.39it/s, loss=0.279]
Epoch 4/4:  82%|████████▏ | 1021/1250 [31:45<02:45,  1.39it/s, loss=0.621]
Epoch 4/4:  82%|████████▏ | 1022/1250 [31:45<02:39,  1.43it/s, loss=0.621]
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Epoch 4/4:  82%|████████▏ | 1024/1250 [31:46<02:29,  1.51it/s, loss=0.505]
Epoch 4/4:  82%|████████▏ | 1024/1250 [31:47<02:29,  1.51it/s, loss=0.65] 
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Epoch 4/4:  82%|████████▏ | 1028/1250 [31:49<02:26,  1.51it/s, loss=0.374]
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Epoch 4/4:  82%|████████▏ | 1029/1250 [31:50<02:24,  1.53it/s, loss=0.687]
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Epoch 4/4:  83%|████████▎ | 1032/1250 [31:52<02:19,  1.56it/s, loss=0.297]
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Epoch 4/4:  83%|████████▎ | 1033/1250 [31:52<02:19,  1.55it/s, loss=0.339]
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Epoch 4/4:  83%|████████▎ | 1034/1250 [31:53<02:21,  1.53it/s, loss=0.424]
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Epoch 4/4:  83%|████████▎ | 1035/1250 [31:54<02:20,  1.53it/s, loss=0.468]
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Epoch 4/4:  83%|████████▎ | 1036/1250 [31:54<02:19,  1.53it/s, loss=0.478]
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Epoch 4/4:  83%|████████▎ | 1037/1250 [31:55<02:18,  1.54it/s, loss=0.496]
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Epoch 4/4:  83%|████████▎ | 1038/1250 [31:56<02:17,  1.54it/s, loss=0.387]
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Epoch 4/4:  83%|████████▎ | 1040/1250 [31:57<02:15,  1.55it/s, loss=0.442]
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Epoch 4/4:  83%|████████▎ | 1042/1250 [31:58<02:17,  1.51it/s, loss=0.334]
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Epoch 4/4:  83%|████████▎ | 1043/1250 [31:59<02:18,  1.49it/s, loss=0.354]
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Epoch 4/4:  84%|████████▎ | 1045/1250 [32:00<02:18,  1.48it/s, loss=0.339]
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Epoch 4/4:  84%|████████▎ | 1046/1250 [32:01<02:18,  1.47it/s, loss=0.575]
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Epoch 4/4:  84%|████████▍ | 1047/1250 [32:02<02:17,  1.48it/s, loss=0.441]
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Epoch 4/4:  84%|████████▍ | 1048/1250 [32:03<02:16,  1.48it/s, loss=0.755]
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Epoch 4/4:  84%|████████▍ | 1049/1250 [32:03<02:17,  1.46it/s, loss=0.462]
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Epoch 4/4:  84%|████████▍ | 1051/1250 [32:05<02:19,  1.43it/s, loss=0.541]
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Epoch 4/4:  84%|████████▍ | 1052/1250 [32:05<02:21,  1.40it/s, loss=0.467]
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Epoch 4/4:  84%|████████▍ | 1054/1250 [32:07<02:17,  1.43it/s, loss=0.806]
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Epoch 4/4:  84%|████████▍ | 1055/1250 [32:08<02:17,  1.42it/s, loss=0.386]
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Epoch 4/4:  84%|████████▍ | 1056/1250 [32:08<02:26,  1.33it/s, loss=0.6]  
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Epoch 4/4:  85%|████████▍ | 1060/1250 [32:11<02:16,  1.39it/s, loss=0.347]
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Epoch 4/4:  85%|████████▌ | 1068/1250 [32:17<02:06,  1.44it/s, loss=0.477]
Epoch 4/4:  86%|████████▌ | 1069/1250 [32:17<02:04,  1.46it/s, loss=0.477]
Epoch 4/4:  86%|████████▌ | 1069/1250 [32:17<02:04,  1.46it/s, loss=0.556]
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Epoch 4/4:  86%|████████▌ | 1070/1250 [32:18<02:05,  1.44it/s, loss=0.488]
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Epoch 4/4:  86%|████████▌ | 1071/1250 [32:19<02:04,  1.44it/s, loss=0.348]
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Epoch 4/4:  86%|████████▌ | 1072/1250 [32:20<02:04,  1.43it/s, loss=0.416]
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Epoch 4/4:  86%|████████▌ | 1073/1250 [32:20<02:07,  1.39it/s, loss=0.386]
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Epoch 4/4:  86%|████████▌ | 1074/1250 [32:21<02:04,  1.42it/s, loss=0.504]
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Epoch 4/4:  86%|████████▌ | 1075/1250 [32:22<02:01,  1.44it/s, loss=0.519]
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Epoch 4/4:  86%|████████▌ | 1076/1250 [32:22<02:00,  1.45it/s, loss=0.473]
Epoch 4/4:  86%|████████▌ | 1077/1250 [32:22<02:05,  1.37it/s, loss=0.473]
Epoch 4/4:  86%|████████▌ | 1077/1250 [32:23<02:05,  1.37it/s, loss=0.445]
Epoch 4/4:  86%|████████▌ | 1078/1250 [32:23<02:03,  1.39it/s, loss=0.445]
Epoch 4/4:  86%|████████▌ | 1078/1250 [32:24<02:03,  1.39it/s, loss=0.532]
Epoch 4/4:  86%|████████▋ | 1079/1250 [32:24<02:01,  1.40it/s, loss=0.532]
Epoch 4/4:  86%|████████▋ | 1079/1250 [32:25<02:01,  1.40it/s, loss=0.439]
Epoch 4/4:  86%|████████▋ | 1080/1250 [32:25<02:00,  1.41it/s, loss=0.439]
Epoch 4/4:  86%|████████▋ | 1080/1250 [32:25<02:00,  1.41it/s, loss=0.425]
Epoch 4/4:  86%|████████▋ | 1081/1250 [32:25<01:57,  1.43it/s, loss=0.425]
Epoch 4/4:  86%|████████▋ | 1081/1250 [32:26<01:57,  1.43it/s, loss=0.425]
Epoch 4/4:  87%|████████▋ | 1082/1250 [32:26<01:56,  1.44it/s, loss=0.425]
Epoch 4/4:  87%|████████▋ | 1082/1250 [32:27<01:56,  1.44it/s, loss=0.451]
Epoch 4/4:  87%|████████▋ | 1083/1250 [32:27<01:56,  1.43it/s, loss=0.451]
Epoch 4/4:  87%|████████▋ | 1083/1250 [32:27<01:56,  1.43it/s, loss=0.45] 
Epoch 4/4:  87%|████████▋ | 1084/1250 [32:27<01:56,  1.42it/s, loss=0.45]
Epoch 4/4:  87%|████████▋ | 1084/1250 [32:28<01:56,  1.42it/s, loss=0.274]
Epoch 4/4:  87%|████████▋ | 1085/1250 [32:28<01:58,  1.39it/s, loss=0.274]
Epoch 4/4:  87%|████████▋ | 1085/1250 [32:29<01:58,  1.39it/s, loss=0.57] 
Epoch 4/4:  87%|████████▋ | 1086/1250 [32:29<01:58,  1.38it/s, loss=0.57]
Epoch 4/4:  87%|████████▋ | 1086/1250 [32:30<01:58,  1.38it/s, loss=0.416]
Epoch 4/4:  87%|████████▋ | 1087/1250 [32:30<01:59,  1.37it/s, loss=0.416]
Epoch 4/4:  87%|████████▋ | 1087/1250 [32:30<01:59,  1.37it/s, loss=0.374]
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Epoch 4/4:  87%|████████▋ | 1088/1250 [32:31<01:57,  1.37it/s, loss=0.489]
Epoch 4/4:  87%|████████▋ | 1089/1250 [32:31<01:55,  1.39it/s, loss=0.489]
Epoch 4/4:  87%|████████▋ | 1089/1250 [32:32<01:55,  1.39it/s, loss=0.459]
Epoch 4/4:  87%|████████▋ | 1090/1250 [32:32<01:54,  1.40it/s, loss=0.459]
Epoch 4/4:  87%|████████▋ | 1090/1250 [32:32<01:54,  1.40it/s, loss=0.511]
Epoch 4/4:  87%|████████▋ | 1091/1250 [32:32<01:54,  1.39it/s, loss=0.511]
Epoch 4/4:  87%|████████▋ | 1091/1250 [32:33<01:54,  1.39it/s, loss=0.449]
Epoch 4/4:  87%|████████▋ | 1092/1250 [32:33<01:58,  1.34it/s, loss=0.449]
Epoch 4/4:  87%|████████▋ | 1092/1250 [32:34<01:58,  1.34it/s, loss=0.494]
Epoch 4/4:  87%|████████▋ | 1093/1250 [32:34<01:59,  1.32it/s, loss=0.494]
Epoch 4/4:  87%|████████▋ | 1093/1250 [32:35<01:59,  1.32it/s, loss=0.317]
Epoch 4/4:  88%|████████▊ | 1094/1250 [32:35<01:56,  1.33it/s, loss=0.317]
Epoch 4/4:  88%|████████▊ | 1094/1250 [32:35<01:56,  1.33it/s, loss=0.479]
Epoch 4/4:  88%|████████▊ | 1095/1250 [32:35<01:55,  1.34it/s, loss=0.479]
Epoch 4/4:  88%|████████▊ | 1095/1250 [32:36<01:55,  1.34it/s, loss=0.372]
Epoch 4/4:  88%|████████▊ | 1096/1250 [32:36<01:52,  1.37it/s, loss=0.372]
Epoch 4/4:  88%|████████▊ | 1096/1250 [32:37<01:52,  1.37it/s, loss=0.53] 
Epoch 4/4:  88%|████████▊ | 1097/1250 [32:37<01:49,  1.39it/s, loss=0.53]
Epoch 4/4:  88%|████████▊ | 1097/1250 [32:38<01:49,  1.39it/s, loss=0.662]
Epoch 4/4:  88%|████████▊ | 1098/1250 [32:38<01:48,  1.40it/s, loss=0.662]
Epoch 4/4:  88%|████████▊ | 1098/1250 [32:38<01:48,  1.40it/s, loss=0.467]
Epoch 4/4:  88%|████████▊ | 1099/1250 [32:38<01:48,  1.39it/s, loss=0.467]
Epoch 4/4:  88%|████████▊ | 1099/1250 [32:39<01:48,  1.39it/s, loss=0.471]
Epoch 4/4:  88%|████████▊ | 1100/1250 [32:39<01:48,  1.39it/s, loss=0.471]
Epoch 4/4:  88%|████████▊ | 1100/1250 [32:40<01:48,  1.39it/s, loss=0.539]
Epoch 4/4:  88%|████████▊ | 1101/1250 [32:40<01:48,  1.38it/s, loss=0.539]
Epoch 4/4:  88%|████████▊ | 1101/1250 [32:40<01:48,  1.38it/s, loss=0.389]
Epoch 4/4:  88%|████████▊ | 1102/1250 [32:40<01:47,  1.38it/s, loss=0.389]
Epoch 4/4:  88%|████████▊ | 1102/1250 [32:41<01:47,  1.38it/s, loss=0.462]
Epoch 4/4:  88%|████████▊ | 1103/1250 [32:41<01:50,  1.33it/s, loss=0.462]
Epoch 4/4:  88%|████████▊ | 1103/1250 [32:42<01:50,  1.33it/s, loss=0.284]
Epoch 4/4:  88%|████████▊ | 1104/1250 [32:42<01:48,  1.35it/s, loss=0.284]
Epoch 4/4:  88%|████████▊ | 1104/1250 [32:43<01:48,  1.35it/s, loss=0.412]
Epoch 4/4:  88%|████████▊ | 1105/1250 [32:43<01:47,  1.35it/s, loss=0.412]
Epoch 4/4:  88%|████████▊ | 1105/1250 [32:43<01:47,  1.35it/s, loss=0.453]
Epoch 4/4:  88%|████████▊ | 1106/1250 [32:43<01:46,  1.36it/s, loss=0.453]
Epoch 4/4:  88%|████████▊ | 1106/1250 [32:44<01:46,  1.36it/s, loss=0.516]
Epoch 4/4:  89%|████████▊ | 1107/1250 [32:44<01:44,  1.36it/s, loss=0.516]
Epoch 4/4:  89%|████████▊ | 1107/1250 [32:45<01:44,  1.36it/s, loss=0.371]
Epoch 4/4:  89%|████████▊ | 1108/1250 [32:45<01:43,  1.37it/s, loss=0.371]
Epoch 4/4:  89%|████████▊ | 1108/1250 [32:46<01:43,  1.37it/s, loss=0.633]
Epoch 4/4:  89%|████████▊ | 1109/1250 [32:46<01:42,  1.37it/s, loss=0.633]
Epoch 4/4:  89%|████████▊ | 1109/1250 [32:46<01:42,  1.37it/s, loss=0.368]
Epoch 4/4:  89%|████████▉ | 1110/1250 [32:46<01:41,  1.38it/s, loss=0.368]
Epoch 4/4:  89%|████████▉ | 1110/1250 [32:47<01:41,  1.38it/s, loss=0.385]
Epoch 4/4:  89%|████████▉ | 1111/1250 [32:47<01:40,  1.39it/s, loss=0.385]
Epoch 4/4:  89%|████████▉ | 1111/1250 [32:48<01:40,  1.39it/s, loss=0.39] 
Epoch 4/4:  89%|████████▉ | 1112/1250 [32:48<01:40,  1.38it/s, loss=0.39]
Epoch 4/4:  89%|████████▉ | 1112/1250 [32:49<01:40,  1.38it/s, loss=0.599]
Epoch 4/4:  89%|████████▉ | 1113/1250 [32:49<01:41,  1.34it/s, loss=0.599]
Epoch 4/4:  89%|████████▉ | 1113/1250 [32:49<01:41,  1.34it/s, loss=0.488]
Epoch 4/4:  89%|████████▉ | 1114/1250 [32:49<01:45,  1.29it/s, loss=0.488]
Epoch 4/4:  89%|████████▉ | 1114/1250 [32:50<01:45,  1.29it/s, loss=0.442]
Epoch 4/4:  89%|████████▉ | 1115/1250 [32:50<01:47,  1.26it/s, loss=0.442]
Epoch 4/4:  89%|████████▉ | 1115/1250 [32:51<01:47,  1.26it/s, loss=0.374]
Epoch 4/4:  89%|████████▉ | 1116/1250 [32:51<01:46,  1.26it/s, loss=0.374]
Epoch 4/4:  89%|████████▉ | 1116/1250 [32:52<01:46,  1.26it/s, loss=0.4]  
Epoch 4/4:  89%|████████▉ | 1117/1250 [32:52<01:43,  1.28it/s, loss=0.4]
Epoch 4/4:  89%|████████▉ | 1117/1250 [32:53<01:43,  1.28it/s, loss=0.434]
Epoch 4/4:  89%|████████▉ | 1118/1250 [32:53<01:41,  1.30it/s, loss=0.434]
Epoch 4/4:  89%|████████▉ | 1118/1250 [32:53<01:41,  1.30it/s, loss=0.509]
Epoch 4/4:  90%|████████▉ | 1119/1250 [32:53<01:40,  1.30it/s, loss=0.509]
Epoch 4/4:  90%|████████▉ | 1119/1250 [32:54<01:40,  1.30it/s, loss=0.395]
Epoch 4/4:  90%|████████▉ | 1120/1250 [32:54<01:40,  1.29it/s, loss=0.395]
Epoch 4/4:  90%|████████▉ | 1120/1250 [32:55<01:40,  1.29it/s, loss=0.523]
Epoch 4/4:  90%|████████▉ | 1121/1250 [32:55<01:40,  1.28it/s, loss=0.523]
Epoch 4/4:  90%|████████▉ | 1121/1250 [32:56<01:40,  1.28it/s, loss=0.508]
Epoch 4/4:  90%|████████▉ | 1122/1250 [32:56<01:40,  1.27it/s, loss=0.508]
Epoch 4/4:  90%|████████▉ | 1122/1250 [32:57<01:40,  1.27it/s, loss=0.339]
Epoch 4/4:  90%|████████▉ | 1123/1250 [32:57<01:39,  1.27it/s, loss=0.339]
Epoch 4/4:  90%|████████▉ | 1123/1250 [32:57<01:39,  1.27it/s, loss=0.414]
Epoch 4/4:  90%|████████▉ | 1124/1250 [32:57<01:39,  1.27it/s, loss=0.414]
Epoch 4/4:  90%|████████▉ | 1124/1250 [32:58<01:39,  1.27it/s, loss=0.337]
Epoch 4/4:  90%|█████████ | 1125/1250 [32:58<01:40,  1.25it/s, loss=0.337]
Epoch 4/4:  90%|█████████ | 1125/1250 [32:59<01:40,  1.25it/s, loss=0.507]
Epoch 4/4:  90%|█████████ | 1126/1250 [32:59<01:41,  1.22it/s, loss=0.507]
Epoch 4/4:  90%|█████████ | 1126/1250 [33:00<01:41,  1.22it/s, loss=0.608]
Epoch 4/4:  90%|█████████ | 1127/1250 [33:00<01:43,  1.19it/s, loss=0.608]
Epoch 4/4:  90%|█████████ | 1127/1250 [33:01<01:43,  1.19it/s, loss=0.407]
Epoch 4/4:  90%|█████████ | 1128/1250 [33:01<01:44,  1.17it/s, loss=0.407]
Epoch 4/4:  90%|█████████ | 1128/1250 [33:02<01:44,  1.17it/s, loss=0.6]  
Epoch 4/4:  90%|█████████ | 1129/1250 [33:02<01:43,  1.17it/s, loss=0.6]
Epoch 4/4:  90%|█████████ | 1129/1250 [33:02<01:43,  1.17it/s, loss=0.353]
Epoch 4/4:  90%|█████████ | 1130/1250 [33:02<01:41,  1.18it/s, loss=0.353]
Epoch 4/4:  90%|█████████ | 1130/1250 [33:03<01:41,  1.18it/s, loss=0.688]
Epoch 4/4:  90%|█████████ | 1131/1250 [33:03<01:43,  1.15it/s, loss=0.688]
Epoch 4/4:  90%|█████████ | 1131/1250 [33:04<01:43,  1.15it/s, loss=0.404]
Epoch 4/4:  91%|█████████ | 1132/1250 [33:04<01:45,  1.12it/s, loss=0.404]
Epoch 4/4:  91%|█████████ | 1132/1250 [33:05<01:45,  1.12it/s, loss=0.515]
Epoch 4/4:  91%|█████████ | 1133/1250 [33:05<01:45,  1.11it/s, loss=0.515]
Epoch 4/4:  91%|█████████ | 1133/1250 [33:06<01:45,  1.11it/s, loss=0.426]
Epoch 4/4:  91%|█████████ | 1134/1250 [33:06<01:43,  1.12it/s, loss=0.426]
Epoch 4/4:  91%|█████████ | 1134/1250 [33:07<01:43,  1.12it/s, loss=0.69] 
Epoch 4/4:  91%|█████████ | 1135/1250 [33:07<01:40,  1.14it/s, loss=0.69]
Epoch 4/4:  91%|█████████ | 1135/1250 [33:08<01:40,  1.14it/s, loss=0.535]
Epoch 4/4:  91%|█████████ | 1136/1250 [33:08<01:39,  1.15it/s, loss=0.535]
Epoch 4/4:  91%|█████████ | 1136/1250 [33:09<01:39,  1.15it/s, loss=0.588]
Epoch 4/4:  91%|█████████ | 1137/1250 [33:09<01:40,  1.13it/s, loss=0.588]
Epoch 4/4:  91%|█████████ | 1137/1250 [33:10<01:40,  1.13it/s, loss=0.584]
Epoch 4/4:  91%|█████████ | 1138/1250 [33:10<01:41,  1.11it/s, loss=0.584]
Epoch 4/4:  91%|█████████ | 1138/1250 [33:11<01:41,  1.11it/s, loss=0.484]
Epoch 4/4:  91%|█████████ | 1139/1250 [33:11<01:42,  1.09it/s, loss=0.484]
Epoch 4/4:  91%|█████████ | 1139/1250 [33:12<01:42,  1.09it/s, loss=0.483]
Epoch 4/4:  91%|█████████ | 1140/1250 [33:12<01:41,  1.09it/s, loss=0.483]
Epoch 4/4:  91%|█████████ | 1140/1250 [33:12<01:41,  1.09it/s, loss=0.574]
Epoch 4/4:  91%|█████████▏| 1141/1250 [33:12<01:38,  1.11it/s, loss=0.574]
Epoch 4/4:  91%|█████████▏| 1141/1250 [33:13<01:38,  1.11it/s, loss=0.386]
Epoch 4/4:  91%|█████████▏| 1142/1250 [33:13<01:36,  1.12it/s, loss=0.386]
Epoch 4/4:  91%|█████████▏| 1142/1250 [33:14<01:36,  1.12it/s, loss=0.453]
Epoch 4/4:  91%|█████████▏| 1143/1250 [33:14<01:35,  1.13it/s, loss=0.453]
Epoch 4/4:  91%|█████████▏| 1143/1250 [33:15<01:35,  1.13it/s, loss=0.44] 
Epoch 4/4:  92%|█████████▏| 1144/1250 [33:15<01:35,  1.11it/s, loss=0.44]
Epoch 4/4:  92%|█████████▏| 1144/1250 [33:16<01:35,  1.11it/s, loss=0.462]
Epoch 4/4:  92%|█████████▏| 1145/1250 [33:16<01:35,  1.09it/s, loss=0.462]
Epoch 4/4:  92%|█████████▏| 1145/1250 [33:17<01:35,  1.09it/s, loss=0.535]
Epoch 4/4:  92%|█████████▏| 1146/1250 [33:17<01:34,  1.10it/s, loss=0.535]
Epoch 4/4:  92%|█████████▏| 1146/1250 [33:18<01:34,  1.10it/s, loss=0.384]
Epoch 4/4:  92%|█████████▏| 1147/1250 [33:18<01:31,  1.12it/s, loss=0.384]
Epoch 4/4:  92%|█████████▏| 1147/1250 [33:19<01:31,  1.12it/s, loss=0.483]
Epoch 4/4:  92%|█████████▏| 1148/1250 [33:19<01:30,  1.12it/s, loss=0.483]
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Epoch 4/4:  94%|█████████▎| 1169/1250 [33:40<01:21,  1.01s/it, loss=0.378]
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Epoch 4/4:  94%|█████████▎| 1170/1250 [33:42<01:25,  1.07s/it, loss=0.484]
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Epoch 4/4:  94%|█████████▍| 1173/1250 [33:45<01:21,  1.05s/it, loss=0.418]
Epoch 4/4:  94%|█████████▍| 1174/1250 [33:45<01:18,  1.04s/it, loss=0.418]
Epoch 4/4:  94%|█████████▍| 1174/1250 [33:46<01:18,  1.04s/it, loss=0.581]
Epoch 4/4:  94%|█████████▍| 1175/1250 [33:46<01:19,  1.05s/it, loss=0.581]
Epoch 4/4:  94%|█████████▍| 1175/1250 [33:47<01:19,  1.05s/it, loss=0.601]
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Epoch 4/4:  94%|█████████▍| 1176/1250 [33:48<01:18,  1.06s/it, loss=0.525]
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Epoch 4/4:  94%|█████████▍| 1179/1250 [33:51<01:16,  1.07s/it, loss=0.434]
Epoch 4/4:  94%|█████████▍| 1180/1250 [33:51<01:20,  1.15s/it, loss=0.434]
Epoch 4/4:  94%|█████████▍| 1180/1250 [33:52<01:20,  1.15s/it, loss=0.61] 
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Epoch 4/4:  95%|█████████▍| 1185/1250 [33:58<01:11,  1.11s/it, loss=0.712]
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Epoch 4/4:  95%|█████████▌| 1190/1250 [34:03<01:04,  1.07s/it, loss=0.718]
Epoch 4/4:  95%|█████████▌| 1191/1250 [34:03<01:01,  1.04s/it, loss=0.718]
Epoch 4/4:  95%|█████████▌| 1191/1250 [34:04<01:01,  1.04s/it, loss=0.527]
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Epoch 4/4:  95%|█████████▌| 1192/1250 [34:05<01:00,  1.04s/it, loss=0.512]
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Epoch 4/4:  95%|█████████▌| 1193/1250 [34:06<01:00,  1.06s/it, loss=0.602]
Epoch 4/4:  96%|█████████▌| 1194/1250 [34:06<01:00,  1.08s/it, loss=0.602]
Epoch 4/4:  96%|█████████▌| 1194/1250 [34:07<01:00,  1.08s/it, loss=0.483]
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Epoch 4/4:  96%|█████████▌| 1195/1250 [34:09<01:00,  1.11s/it, loss=0.519]
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Epoch 4/4:  96%|█████████▌| 1196/1250 [34:10<01:07,  1.24s/it, loss=0.544]
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Epoch 4/4:  96%|█████████▌| 1198/1250 [34:13<01:05,  1.26s/it, loss=0.488]
Epoch 4/4:  96%|█████████▌| 1199/1250 [34:13<01:01,  1.22s/it, loss=0.488]
Epoch 4/4:  96%|█████████▌| 1199/1250 [34:14<01:01,  1.22s/it, loss=0.449]
Epoch 4/4:  96%|█████████▌| 1200/1250 [34:14<00:57,  1.16s/it, loss=0.449]
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Epoch 4/4:  96%|█████████▌| 1202/1250 [34:17<00:54,  1.13s/it, loss=0.392]
Epoch 4/4:  96%|█████████▌| 1203/1250 [34:17<00:55,  1.18s/it, loss=0.392]
Epoch 4/4:  96%|█████████▌| 1203/1250 [34:18<00:55,  1.18s/it, loss=0.392]
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Epoch 4/4:  96%|█████████▋| 1204/1250 [34:20<00:54,  1.19s/it, loss=0.739]
Epoch 4/4:  96%|█████████▋| 1205/1250 [34:20<00:53,  1.19s/it, loss=0.739]
Epoch 4/4:  96%|█████████▋| 1205/1250 [34:21<00:53,  1.19s/it, loss=0.437]
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Epoch 4/4:  96%|█████████▋| 1206/1250 [34:22<00:55,  1.27s/it, loss=0.28] 
Epoch 4/4:  97%|���████████▋| 1207/1250 [34:22<00:53,  1.26s/it, loss=0.28]
Epoch 4/4:  97%|█████████▋| 1207/1250 [34:23<00:53,  1.26s/it, loss=0.511]
Epoch 4/4:  97%|█████████▋| 1208/1250 [34:23<00:49,  1.18s/it, loss=0.511]
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Epoch 4/4:  98%|█████████▊| 1219/1250 [34:36<00:31,  1.02s/it, loss=0.589]
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Epoch 4/4:  98%|█████████▊| 1221/1250 [34:38<00:31,  1.09s/it, loss=0.68] 
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Epoch 4/4:  98%|█████████▊| 1227/1250 [34:44<00:23,  1.02s/it, loss=0.316]
Epoch 4/4:  98%|█████████▊| 1228/1250 [34:44<00:21,  1.03it/s, loss=0.316]
Epoch 4/4:  98%|█████████▊| 1228/1250 [34:45<00:21,  1.03it/s, loss=0.596]
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Epoch 4/4:  98%|█████████▊| 1231/1250 [34:48<00:20,  1.06s/it, loss=0.387]
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Epoch 4/4:  99%|█████████▊| 1232/1250 [34:49<00:18,  1.03s/it, loss=0.499]
Epoch 4/4:  99%|█████████▊| 1233/1250 [34:49<00:16,  1.02it/s, loss=0.499]
Epoch 4/4:  99%|█████████▊| 1233/1250 [34:50<00:16,  1.02it/s, loss=0.493]
Epoch 4/4:  99%|█████████▊| 1234/1250 [34:50<00:15,  1.06it/s, loss=0.493]
Epoch 4/4:  99%|█████████▊| 1234/1250 [34:51<00:15,  1.06it/s, loss=0.475]
Epoch 4/4:  99%|█████████▉| 1235/1250 [34:51<00:14,  1.03it/s, loss=0.475]
Epoch 4/4:  99%|█████████▉| 1235/1250 [34:52<00:14,  1.03it/s, loss=0.41] 
Epoch 4/4:  99%|█████████▉| 1236/1250 [34:52<00:14,  1.02s/it, loss=0.41]
Epoch 4/4:  99%|█████████▉| 1236/1250 [34:53<00:14,  1.02s/it, loss=0.393]
Epoch 4/4:  99%|█████████▉| 1237/1250 [34:53<00:12,  1.01it/s, loss=0.393]
Epoch 4/4:  99%|█████████▉| 1237/1250 [34:54<00:12,  1.01it/s, loss=0.45] 
Epoch 4/4:  99%|█████████▉| 1238/1250 [34:54<00:11,  1.05it/s, loss=0.45]
Epoch 4/4:  99%|█████████▉| 1238/1250 [34:54<00:11,  1.05it/s, loss=0.464]
Epoch 4/4:  99%|█████████▉| 1239/1250 [34:54<00:10,  1.08it/s, loss=0.464]
Epoch 4/4:  99%|█████████▉| 1239/1250 [34:55<00:10,  1.08it/s, loss=0.469]
Epoch 4/4:  99%|█████████▉| 1240/1250 [34:55<00:09,  1.05it/s, loss=0.469]
Epoch 4/4:  99%|█████████▉| 1240/1250 [34:57<00:09,  1.05it/s, loss=0.435]
Epoch 4/4:  99%|█████████▉| 1241/1250 [34:57<00:09,  1.01s/it, loss=0.435]
Epoch 4/4:  99%|█████████▉| 1241/1250 [34:58<00:09,  1.01s/it, loss=0.381]
Epoch 4/4:  99%|█████████▉| 1242/1250 [34:58<00:07,  1.01it/s, loss=0.381]
Epoch 4/4:  99%|█████████▉| 1242/1250 [34:58<00:07,  1.01it/s, loss=0.364]
Epoch 4/4:  99%|█████████▉| 1243/1250 [34:58<00:06,  1.04it/s, loss=0.364]
Epoch 4/4:  99%|█████████▉| 1243/1250 [34:59<00:06,  1.04it/s, loss=0.414]
Epoch 4/4: 100%|█████████▉| 1244/1250 [34:59<00:05,  1.07it/s, loss=0.414]
Epoch 4/4: 100%|█████████▉| 1244/1250 [35:00<00:05,  1.07it/s, loss=0.554]
Epoch 4/4: 100%|█████████▉| 1245/1250 [35:00<00:04,  1.05it/s, loss=0.554]
Epoch 4/4: 100%|█████████▉| 1245/1250 [35:02<00:04,  1.05it/s, loss=0.443]
Epoch 4/4: 100%|█████████▉| 1246/1250 [35:02<00:04,  1.07s/it, loss=0.443]
Epoch 4/4: 100%|█████████▉| 1246/1250 [35:03<00:04,  1.07s/it, loss=0.492]
Epoch 4/4: 100%|█████████▉| 1247/1250 [35:03<00:03,  1.06s/it, loss=0.492]
Epoch 4/4: 100%|█████████▉| 1247/1250 [35:04<00:03,  1.06s/it, loss=0.249]
Epoch 4/4: 100%|█████████▉| 1248/1250 [35:04<00:02,  1.02s/it, loss=0.249]
Epoch 4/4: 100%|█████████▉| 1248/1250 [35:05<00:02,  1.02s/it, loss=0.495]
Epoch 4/4: 100%|█████████▉| 1249/1250 [35:05<00:01,  1.01s/it, loss=0.495]
Epoch 4/4: 100%|█████████▉| 1249/1250 [35:06<00:01,  1.01s/it, loss=0.562]
Epoch 4/4: 100%|██████████| 1250/1250 [35:06<00:00,  1.02s/it, loss=0.562]
Epoch 4/4: 100%|██████████| 1250/1250 [35:06<00:00,  1.68s/it, loss=0.562]
+Epoch 4 Avg Loss: 0.4481
+
+💾 Saving tuned VQA model to checkpoints/oculus_instruct_v1
+✅ Instruction Tuning Complete!