diff --git "a/log.txt" "b/log.txt"
new file mode 100644--- /dev/null
+++ "b/log.txt"
@@ -0,0 +1,196 @@
+10/29/2022 06:15:53 - WARNING - __main__ -   Process rank: 1, device: cuda:1, n_gpu: 1 distributed training: True, 16-bits training: True
+10/29/2022 06:15:53 - WARNING - __main__ -   Process rank: 2, device: cuda:2, n_gpu: 1 distributed training: True, 16-bits training: True
+10/29/2022 06:15:53 - WARNING - __main__ -   Process rank: 0, device: cuda:0, n_gpu: 1 distributed training: True, 16-bits training: True
+10/29/2022 06:15:53 - INFO - __main__ -   Training/evaluation parameters OurTrainingArguments(output_dir='out/mabel-joint-cl-al1-mlm-bs-32-lr-3e-5-msl-84-ep-3-bbl', overwrite_output_dir=True, do_train=True, do_eval=False, do_predict=False, evaluation_strategy=<EvaluationStrategy.NO: 'no'>, prediction_loss_only=False, per_device_train_batch_size=32, per_device_eval_batch_size=8, per_gpu_train_batch_size=None, per_gpu_eval_batch_size=None, gradient_accumulation_steps=1, eval_accumulation_steps=None, learning_rate=3e-05, weight_decay=0.0, adam_beta1=0.9, adam_beta2=0.999, adam_epsilon=1e-08, max_grad_norm=1.0, num_train_epochs=3.0, max_steps=-1, lr_scheduler_type=<SchedulerType.LINEAR: 'linear'>, warmup_steps=0, logging_dir='runs/Oct29_06-15-53_a11-02.hpc.usc.edu', logging_first_step=False, logging_steps=500, save_steps=125, save_total_limit=None, no_cuda=False, seed=42, fp16=True, fp16_opt_level='O1', fp16_backend='auto', local_rank=0, tpu_num_cores=None, tpu_metrics_debug=False, debug=False, dataloader_drop_last=False, eval_steps=500, dataloader_num_workers=0, past_index=-1, run_name='out/mabel-joint-cl-al1-mlm-bs-32-lr-3e-5-msl-84-ep-3-bbl', disable_tqdm=False, remove_unused_columns=True, label_names=None, load_best_model_at_end=True, metric_for_best_model='loss', greater_is_better=False, ignore_data_skip=False, sharded_ddp=False, deepspeed=None, label_smoothing_factor=0.0, adafactor=False, eval_transfer=False, report_to='wandb')
+10/29/2022 06:15:53 - WARNING - __main__ -   Process rank: 3, device: cuda:3, n_gpu: 1 distributed training: True, 16-bits training: True
+10/29/2022 06:15:53 - WARNING - datasets.builder -   Using custom data configuration default-2f6794b69ce47e79
+10/29/2022 06:15:53 - WARNING - datasets.builder -   Using custom data configuration default-2f6794b69ce47e79
+10/29/2022 06:15:53 - WARNING - datasets.builder -   Using custom data configuration default-2f6794b69ce47e79
+10/29/2022 06:15:53 - WARNING - datasets.builder -   Using custom data configuration default-2f6794b69ce47e79
+10/29/2022 06:15:53 - WARNING - datasets.builder -   Found cached dataset csv (/project/jonmay_231/jacqueline/mabel/training/.cache/csv/default-2f6794b69ce47e79/0.0.0/652c3096f041ee27b04d2232d41f10547a8fecda3e284a79a0ec4053c916ef7a)
+
  0%|          | 0/1 [00:00<?, ?it/s]10/29/2022 06:15:53 - WARNING - datasets.builder -   Found cached dataset csv (/project/jonmay_231/jacqueline/mabel/training/.cache/csv/default-2f6794b69ce47e79/0.0.0/652c3096f041ee27b04d2232d41f10547a8fecda3e284a79a0ec4053c916ef7a)
+
  0%|          | 0/1 [00:00<?, ?it/s]10/29/2022 06:15:53 - WARNING - datasets.builder -   Found cached dataset csv (/project/jonmay_231/jacqueline/mabel/training/.cache/csv/default-2f6794b69ce47e79/0.0.0/652c3096f041ee27b04d2232d41f10547a8fecda3e284a79a0ec4053c916ef7a)
+
  0%|          | 0/1 [00:00<?, ?it/s]10/29/2022 06:15:53 - WARNING - datasets.builder -   Found cached dataset csv (/project/jonmay_231/jacqueline/mabel/training/.cache/csv/default-2f6794b69ce47e79/0.0.0/652c3096f041ee27b04d2232d41f10547a8fecda3e284a79a0ec4053c916ef7a)
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.37it/s]
100%|██████████| 1/1 [00:00<00:00,  4.04it/s]
100%|██████████| 1/1 [00:00<00:00,  3.29it/s]
100%|██████████| 1/1 [00:00<00:00,  2.83it/s]
100%|██████████| 1/1 [00:00<00:00,  3.27it/s]
100%|██████████| 1/1 [00:00<00:00,  3.99it/s]
100%|██████████| 1/1 [00:00<00:00,  3.31it/s]
+
+
+
100%|██████████| 1/1 [00:00<00:00,  2.81it/s]
+[INFO|configuration_utils.py:445] 2022-10-29 06:15:54,433 >> loading configuration file https://huggingface.co/bert-large-uncased/resolve/main/config.json from cache at .cache/1cf090f220f9674b67b3434decfe4d40a6532d7849653eac435ff94d31a4904c.1d03e5e4fa2db2532c517b2cd98290d8444b237619bd3d2039850a6d5e86473d
+[INFO|configuration_utils.py:481] 2022-10-29 06:15:54,434 >> Model config BertConfig {
+  "architectures": [
+    "BertForMaskedLM"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 1024,
+  "initializer_range": 0.02,
+  "intermediate_size": 4096,
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 24,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "transformers_version": "4.2.1",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}
+
+[INFO|configuration_utils.py:445] 2022-10-29 06:15:54,740 >> loading configuration file https://huggingface.co/bert-large-uncased/resolve/main/config.json from cache at .cache/1cf090f220f9674b67b3434decfe4d40a6532d7849653eac435ff94d31a4904c.1d03e5e4fa2db2532c517b2cd98290d8444b237619bd3d2039850a6d5e86473d
+[INFO|configuration_utils.py:481] 2022-10-29 06:15:54,741 >> Model config BertConfig {
+  "architectures": [
+    "BertForMaskedLM"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 1024,
+  "initializer_range": 0.02,
+  "intermediate_size": 4096,
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 24,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "transformers_version": "4.2.1",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}
+
+[INFO|tokenization_utils_base.py:1766] 2022-10-29 06:15:55,339 >> loading file https://huggingface.co/bert-large-uncased/resolve/main/vocab.txt from cache at .cache/e12f02d630da91a0982ce6db1ad595231d155a2b725ab106971898276d842ecc.d789d64ebfe299b0e416afc4a169632f903f693095b4629a7ea271d5a0cf2c99
+[INFO|tokenization_utils_base.py:1766] 2022-10-29 06:15:55,339 >> loading file https://huggingface.co/bert-large-uncased/resolve/main/tokenizer.json from cache at .cache/475d46024228961ca8770cead39e1079f135fd2441d14cf216727ffac8d41d78.7f2721073f19841be16f41b0a70b600ca6b880c8f3df6f3535cbc704371bdfa4
+[INFO|modeling_utils.py:1027] 2022-10-29 06:15:55,697 >> loading weights file https://huggingface.co/bert-large-uncased/resolve/main/pytorch_model.bin from cache at .cache/1d959166dd7e047e57ea1b2d9b7b9669938a7e90c5e37a03961ad9f15eaea17f.fea64cd906e3766b04c92397f9ad3ff45271749cbe49829a079dd84e34c1697d
+Some weights of the model checkpoint at bert-large-uncased were not used when initializing BertForMabel: ['cls.predictions.bias', 'cls.predictions.transform.dense.weight', 'cls.predictions.transform.dense.bias', 'cls.predictions.decoder.weight', 'cls.seq_relationship.weight', 'cls.seq_relationship.bias', 'cls.predictions.transform.LayerNorm.weight', 'cls.predictions.transform.LayerNorm.bias', 'bert.pooler.dense.weight', 'bert.pooler.dense.bias']
+- This IS expected if you are initializing BertForMabel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).
+- This IS NOT expected if you are initializing BertForMabel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).
+Some weights of BertForMabel were not initialized from the model checkpoint at bert-large-uncased and are newly initialized: ['lm_head.bias', 'lm_head.transform.dense.weight', 'lm_head.transform.dense.bias', 'lm_head.transform.LayerNorm.weight', 'lm_head.transform.LayerNorm.bias', 'lm_head.decoder.weight', 'lm_head.decoder.bias', 'mlp.dense1.weight', 'mlp.dense1.bias', 'mlp.dense2.weight', 'mlp.dense2.bias']
+You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.
+Some weights of the model checkpoint at bert-large-uncased were not used when initializing BertForMabel: ['cls.predictions.bias', 'cls.predictions.transform.dense.weight', 'cls.predictions.transform.dense.bias', 'cls.predictions.decoder.weight', 'cls.seq_relationship.weight', 'cls.seq_relationship.bias', 'cls.predictions.transform.LayerNorm.weight', 'cls.predictions.transform.LayerNorm.bias', 'bert.pooler.dense.weight', 'bert.pooler.dense.bias']
+- This IS expected if you are initializing BertForMabel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).
+- This IS NOT expected if you are initializing BertForMabel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).
+Some weights of BertForMabel were not initialized from the model checkpoint at bert-large-uncased and are newly initialized: ['lm_head.bias', 'lm_head.transform.dense.weight', 'lm_head.transform.dense.bias', 'lm_head.transform.LayerNorm.weight', 'lm_head.transform.LayerNorm.bias', 'lm_head.decoder.weight', 'lm_head.decoder.bias', 'mlp.dense1.weight', 'mlp.dense1.bias', 'mlp.dense2.weight', 'mlp.dense2.bias']
+You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.
+[WARNING|modeling_utils.py:1135] 2022-10-29 06:16:24,169 >> Some weights of the model checkpoint at bert-large-uncased were not used when initializing BertForMabel: ['cls.predictions.bias', 'cls.predictions.transform.dense.weight', 'cls.predictions.transform.dense.bias', 'cls.predictions.decoder.weight', 'cls.seq_relationship.weight', 'cls.seq_relationship.bias', 'cls.predictions.transform.LayerNorm.weight', 'cls.predictions.transform.LayerNorm.bias', 'bert.pooler.dense.weight', 'bert.pooler.dense.bias']
+- This IS expected if you are initializing BertForMabel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).
+- This IS NOT expected if you are initializing BertForMabel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).
+[WARNING|modeling_utils.py:1146] 2022-10-29 06:16:24,175 >> Some weights of BertForMabel were not initialized from the model checkpoint at bert-large-uncased and are newly initialized: ['lm_head.bias', 'lm_head.transform.dense.weight', 'lm_head.transform.dense.bias', 'lm_head.transform.LayerNorm.weight', 'lm_head.transform.LayerNorm.bias', 'lm_head.decoder.weight', 'lm_head.decoder.bias', 'mlp.dense1.weight', 'mlp.dense1.bias', 'mlp.dense2.weight', 'mlp.dense2.bias']
+You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.
+Some weights of the model checkpoint at bert-large-uncased were not used when initializing BertForMabel: ['cls.predictions.bias', 'cls.predictions.transform.dense.weight', 'cls.predictions.transform.dense.bias', 'cls.predictions.decoder.weight', 'cls.seq_relationship.weight', 'cls.seq_relationship.bias', 'cls.predictions.transform.LayerNorm.weight', 'cls.predictions.transform.LayerNorm.bias', 'bert.pooler.dense.weight', 'bert.pooler.dense.bias']
+- This IS expected if you are initializing BertForMabel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).
+- This IS NOT expected if you are initializing BertForMabel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).
+Some weights of BertForMabel were not initialized from the model checkpoint at bert-large-uncased and are newly initialized: ['lm_head.bias', 'lm_head.transform.dense.weight', 'lm_head.transform.dense.bias', 'lm_head.transform.LayerNorm.weight', 'lm_head.transform.LayerNorm.bias', 'lm_head.decoder.weight', 'lm_head.decoder.bias', 'mlp.dense1.weight', 'mlp.dense1.bias', 'mlp.dense2.weight', 'mlp.dense2.bias']
+You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.
+[INFO|configuration_utils.py:445] 2022-10-29 06:16:24,467 >> loading configuration file https://huggingface.co/bert-large-uncased/resolve/main/config.json from cache at .cache/1cf090f220f9674b67b3434decfe4d40a6532d7849653eac435ff94d31a4904c.1d03e5e4fa2db2532c517b2cd98290d8444b237619bd3d2039850a6d5e86473d
+[INFO|configuration_utils.py:481] 2022-10-29 06:16:24,467 >> Model config BertConfig {
+  "architectures": [
+    "BertForMaskedLM"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 1024,
+  "initializer_range": 0.02,
+  "intermediate_size": 4096,
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 24,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "transformers_version": "4.2.1",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}
+
+[INFO|modeling_utils.py:1027] 2022-10-29 06:16:24,768 >> loading weights file https://huggingface.co/bert-large-uncased/resolve/main/pytorch_model.bin from cache at .cache/1d959166dd7e047e57ea1b2d9b7b9669938a7e90c5e37a03961ad9f15eaea17f.fea64cd906e3766b04c92397f9ad3ff45271749cbe49829a079dd84e34c1697d
+Some weights of BertForPreTraining were not initialized from the model checkpoint at bert-large-uncased and are newly initialized: ['cls.predictions.decoder.bias']
+You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.
+[INFO|modeling_utils.py:1143] 2022-10-29 06:16:52,152 >> All model checkpoint weights were used when initializing BertForPreTraining.
+
+[WARNING|modeling_utils.py:1146] 2022-10-29 06:16:52,153 >> Some weights of BertForPreTraining were not initialized from the model checkpoint at bert-large-uncased and are newly initialized: ['cls.predictions.decoder.bias']
+You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.
+
  0%|          | 0/143 [00:00<?, ?ba/s]
  0%|          | 0/143 [00:00<?, ?ba/s]
  1%|          | 1/143 [00:01<03:20,  1.41s/ba]
  1%|          | 1/143 [00:01<03:27,  1.46s/ba]Some weights of BertForPreTraining were not initialized from the model checkpoint at bert-large-uncased and are newly initialized: ['cls.predictions.decoder.bias']
+You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.
+
  0%|          | 0/143 [00:00<?, ?ba/s]
  1%|▏         | 2/143 [00:03<04:35,  1.95s/ba]
  1%|▏         | 2/143 [00:03<04:39,  1.99s/ba]
  1%|          | 1/143 [00:01<03:24,  1.44s/ba]Some weights of BertForPreTraining were not initialized from the model checkpoint at bert-large-uncased and are newly initialized: ['cls.predictions.decoder.bias']
+You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.
+
  0%|          | 0/143 [00:00<?, ?ba/s]
  2%|▏         | 3/143 [00:05<03:57,  1.70s/ba]
  2%|▏         | 3/143 [00:05<03:59,  1.71s/ba]
  1%|          | 1/143 [00:01<03:25,  1.44s/ba]
  1%|▏         | 2/143 [00:03<04:38,  1.98s/ba]
  3%|▎         | 4/143 [00:06<03:54,  1.68s/ba]
  3%|▎         | 4/143 [00:06<03:54,  1.69s/ba]
  2%|▏         | 3/143 [00:05<03:56,  1.69s/ba]
  3%|▎         | 5/143 [00:08<03:40,  1.60s/ba]
  3%|▎         | 5/143 [00:08<03:40,  1.60s/ba]
  1%|▏         | 2/143 [00:03<04:37,  1.97s/ba]
  3%|▎         | 4/143 [00:06<03:53,  1.68s/ba]
  4%|▍         | 6/143 [00:09<03:30,  1.54s/ba]
  4%|▍         | 6/143 [00:09<03:30,  1.54s/ba]
  2%|▏         | 3/143 [00:05<03:56,  1.69s/ba]
  3%|▎         | 5/143 [00:08<03:38,  1.59s/ba]
  5%|▍         | 7/143 [00:11<03:34,  1.58s/ba]
  5%|▍         | 7/143 [00:11<03:34,  1.58s/ba]
  3%|▎         | 4/143 [00:06<03:52,  1.67s/ba]
  4%|▍         | 6/143 [00:09<03:26,  1.51s/ba]
  6%|▌         | 8/143 [00:12<03:26,  1.53s/ba]
  6%|▌         | 8/143 [00:12<03:25,  1.52s/ba]
  3%|▎         | 5/143 [00:08<03:38,  1.59s/ba]
  5%|▍         | 7/143 [00:11<03:30,  1.55s/ba]
  4%|▍         | 6/143 [00:09<03:27,  1.51s/ba]
  6%|▋         | 9/143 [00:14<03:32,  1.58s/ba]
  6%|▋         | 9/143 [00:14<03:31,  1.58s/ba]
  6%|▌         | 8/143 [00:12<03:21,  1.49s/ba]
  7%|▋         | 10/143 [00:15<03:20,  1.51s/ba]
  7%|▋         | 10/143 [00:15<03:20,  1.50s/ba]
  5%|▍         | 7/143 [00:11<03:32,  1.56s/ba]
  6%|▋         | 9/143 [00:14<03:26,  1.54s/ba]
  6%|▌         | 8/143 [00:12<03:22,  1.50s/ba]
  8%|▊         | 11/143 [00:17<03:28,  1.58s/ba]
  8%|▊         | 11/143 [00:17<03:28,  1.58s/ba]
  7%|▋         | 10/143 [00:15<03:17,  1.49s/ba]
  8%|▊         | 12/143 [00:18<03:19,  1.53s/ba]
  8%|▊         | 12/143 [00:18<03:18,  1.52s/ba]
  6%|▋         | 9/143 [00:14<03:30,  1.57s/ba]
  8%|▊         | 11/143 [00:17<03:25,  1.56s/ba]
  9%|▉         | 13/143 [00:20<03:12,  1.48s/ba]
  9%|▉         | 13/143 [00:20<03:14,  1.50s/ba]
  7%|▋         | 10/143 [00:15<03:19,  1.50s/ba]
  8%|▊         | 12/143 [00:18<03:16,  1.50s/ba]
 10%|▉         | 14/143 [00:22<03:21,  1.56s/ba]
 10%|▉         | 14/143 [00:22<03:22,  1.57s/ba]
  8%|▊         | 11/143 [00:17<03:26,  1.57s/ba]
  9%|▉         | 13/143 [00:20<03:10,  1.47s/ba]
 10%|█         | 15/143 [00:23<03:15,  1.53s/ba]
 10%|█         | 15/143 [00:23<03:15,  1.53s/ba]
  8%|▊         | 12/143 [00:18<03:18,  1.52s/ba]
 10%|▉         | 14/143 [00:21<03:18,  1.54s/ba]
  9%|▉         | 13/143 [00:20<03:12,  1.48s/ba]
 11%|█         | 16/143 [00:25<03:20,  1.58s/ba]
 11%|█         | 16/143 [00:25<03:21,  1.59s/ba]
 10%|█         | 15/143 [00:23<03:12,  1.50s/ba]
 12%|█▏        | 17/143 [00:26<03:12,  1.53s/ba]
 12%|█▏        | 17/143 [00:26<03:15,  1.55s/ba]
 10%|▉         | 14/143 [00:21<03:23,  1.57s/ba]
 11%|█         | 16/143 [00:24<03:17,  1.56s/ba]
 13%|█▎        | 18/143 [00:27<03:04,  1.47s/ba]
 13%|█▎        | 18/143 [00:28<03:06,  1.49s/ba]
 10%|█         | 15/143 [00:23<03:15,  1.53s/ba]
 12%|█▏        | 17/143 [00:26<03:08,  1.50s/ba]
 13%|█▎        | 19/143 [00:29<03:08,  1.52s/ba]
 13%|█▎        | 19/143 [00:29<03:11,  1.55s/ba]
 11%|█         | 16/143 [00:25<03:19,  1.57s/ba]
 13%|█▎        | 18/143 [00:27<03:02,  1.46s/ba]
 14%|█▍        | 20/143 [00:31<03:04,  1.50s/ba]
 14%|█▍        | 20/143 [00:31<03:05,  1.51s/ba]
 12%|█▏        | 17/143 [00:26<03:11,  1.52s/ba]
 13%|█▎        | 19/143 [00:29<03:09,  1.53s/ba]
 13%|█▎        | 18/143 [00:27<03:01,  1.45s/ba]
 15%|█▍        | 21/143 [00:32<03:12,  1.58s/ba]
 15%|█▍        | 21/143 [00:32<03:11,  1.57s/ba]
 14%|█▍        | 20/143 [00:30<03:03,  1.49s/ba]
 15%|█▌        | 22/143 [00:34<03:03,  1.52s/ba]
 13%|█▎        | 19/143 [00:29<03:10,  1.53s/ba]
 15%|█▌        | 22/143 [00:34<03:06,  1.54s/ba]
 15%|█▍        | 21/143 [00:32<03:08,  1.54s/ba]
 14%|█▍        | 20/143 [00:30<03:03,  1.49s/ba]
 16%|█▌        | 23/143 [00:35<02:59,  1.50s/ba]
 16%|█▌        | 23/143 [00:35<02:58,  1.49s/ba]
 15%|█▌        | 22/143 [00:33<03:03,  1.52s/ba]
 15%|█▍        | 21/143 [00:32<03:09,  1.55s/ba]
 17%|█▋        | 24/143 [00:37<03:05,  1.56s/ba]
 17%|█▋        | 24/143 [00:37<03:04,  1.55s/ba]
 16%|█▌        | 23/143 [00:35<02:57,  1.48s/ba]
 17%|█▋        | 25/143 [00:38<02:58,  1.51s/ba]
 15%|█▌        | 22/143 [00:34<03:05,  1.53s/ba]
 17%|█▋        | 25/143 [00:38<02:58,  1.51s/ba]
 17%|█▋        | 24/143 [00:36<03:02,  1.53s/ba]
 16%|█▌        | 23/143 [00:35<02:57,  1.48s/ba]
 18%|█▊        | 26/143 [00:40<03:04,  1.57s/ba]
 18%|█▊        | 26/143 [00:40<03:07,  1.60s/ba]
 17%|█▋        | 25/143 [00:38<02:57,  1.50s/ba]
 19%|█▉        | 27/143 [00:41<02:55,  1.52s/ba]
 17%|█▋        | 24/143 [00:37<03:02,  1.54s/ba]
 19%|█▉        | 27/143 [00:42<02:58,  1.54s/ba]
 18%|█▊        | 26/143 [00:39<03:01,  1.55s/ba]
 20%|█▉        | 28/143 [00:43<02:51,  1.49s/ba]
 17%|█▋        | 25/143 [00:38<02:58,  1.52s/ba]
 20%|█▉        | 28/143 [00:43<02:53,  1.51s/ba]
 19%|█▉        | 27/143 [00:41<02:55,  1.52s/ba]
 20%|██        | 29/143 [00:44<02:55,  1.54s/ba]
 18%|█▊        | 26/143 [00:40<03:05,  1.58s/ba]
 20%|██        | 29/143 [00:45<02:57,  1.56s/ba]
 20%|█▉        | 28/143 [00:42<02:51,  1.49s/ba]
 21%|██        | 30/143 [00:46<02:49,  1.50s/ba]
 19%|█▉        | 27/143 [00:41<02:56,  1.52s/ba]
 21%|██        | 30/143 [00:46<02:53,  1.53s/ba]
 20%|██        | 29/143 [00:44<02:56,  1.54s/ba]
 20%|█▉        | 28/143 [00:43<02:50,  1.49s/ba]
 22%|██▏       | 31/143 [00:48<02:57,  1.58s/ba]
 22%|██▏       | 31/143 [00:48<02:56,  1.58s/ba]
 21%|██        | 30/143 [00:45<02:48,  1.49s/ba]
 20%|██        | 29/143 [00:44<02:55,  1.54s/ba]
 22%|██▏       | 32/143 [00:49<02:49,  1.52s/ba]
 22%|██▏       | 32/143 [00:49<02:49,  1.53s/ba]
 22%|██▏       | 31/143 [00:47<02:53,  1.55s/ba]
 21%|██        | 30/143 [00:46<02:47,  1.48s/ba]
 23%|██▎       | 33/143 [00:50<02:43,  1.48s/ba]
 23%|██▎       | 33/143 [00:51<02:44,  1.49s/ba]
 22%|██▏       | 32/143 [00:49<02:48,  1.52s/ba]
 24%|██▍       | 34/143 [00:52<02:46,  1.53s/ba]
 22%|██▏       | 31/143 [00:47<02:56,  1.58s/ba]
 24%|██▍       | 34/143 [00:52<02:47,  1.54s/ba]
 23%|██▎       | 33/143 [00:50<02:43,  1.49s/ba]
 24%|██▍       | 35/143 [00:53<02:41,  1.49s/ba]
 22%|██▏       | 32/143 [00:49<02:48,  1.52s/ba]
 24%|██▍       | 35/143 [00:54<02:42,  1.50s/ba]
 24%|██▍       | 34/143 [00:52<02:46,  1.53s/ba]
 23%|██▎       | 33/143 [00:50<02:42,  1.47s/ba]
 25%|██▌       | 36/143 [00:55<02:49,  1.59s/ba]
 24%|██▍       | 35/143 [00:53<02:40,  1.49s/ba]
 25%|██▌       | 36/143 [00:55<02:46,  1.56s/ba]
 24%|██▍       | 34/143 [00:52<02:45,  1.51s/ba]
 26%|██▌       | 37/143 [00:57<02:42,  1.53s/ba]
 26%|██▌       | 37/143 [00:57<02:42,  1.53s/ba]
 25%|██▌       | 36/143 [00:55<02:46,  1.56s/ba]
 24%|██▍       | 35/143 [00:53<02:41,  1.50s/ba]
 27%|██▋       | 38/143 [00:58<02:38,  1.51s/ba]
 27%|██▋       | 38/143 [00:58<02:38,  1.51s/ba]
 26%|██▌       | 37/143 [00:56<02:40,  1.52s/ba]
 25%|██▌       | 36/143 [00:55<02:48,  1.57s/ba]
 27%|██▋       | 39/143 [01:00<02:41,  1.56s/ba]
 27%|██▋       | 38/143 [00:57<02:35,  1.48s/ba]
 27%|██▋       | 39/143 [01:00<02:43,  1.57s/ba]
 26%|██▌       | 37/143 [00:56<02:40,  1.51s/ba]
 28%|██▊       | 40/143 [01:01<02:36,  1.52s/ba]
 28%|██▊       | 40/143 [01:01<02:36,  1.52s/ba]
 27%|██▋       | 39/143 [00:59<02:42,  1.57s/ba]
 27%|██▋       | 38/143 [00:58<02:35,  1.48s/ba]
 29%|██▊       | 41/143 [01:03<02:39,  1.56s/ba]
 28%|██▊       | 40/143 [01:01<02:35,  1.51s/ba]
 29%|██▊       | 41/143 [01:03<02:39,  1.57s/ba]
 27%|██▋       | 39/143 [00:59<02:39,  1.53s/ba]
 29%|██▉       | 42/143 [01:04<02:33,  1.52s/ba]
 29%|██▉       | 42/143 [01:04<02:33,  1.52s/ba]
 29%|██▊       | 41/143 [01:02<02:39,  1.56s/ba]
 28%|██▊       | 40/143 [01:01<02:33,  1.49s/ba]
 30%|███       | 43/143 [01:06<02:28,  1.48s/ba]
 30%|███       | 43/143 [01:06<02:28,  1.49s/ba]
 29%|██▉       | 42/143 [01:04<02:32,  1.51s/ba]
 29%|██▊       | 41/143 [01:03<02:40,  1.58s/ba]
 31%|███       | 44/143 [01:07<02:31,  1.53s/ba]
 30%|███       | 43/143 [01:05<02:27,  1.47s/ba]
 31%|███       | 44/143 [01:08<02:33,  1.55s/ba]
 29%|██▉       | 42/143 [01:04<02:33,  1.52s/ba]
 31%|███▏      | 45/143 [01:09<02:28,  1.51s/ba]
 31%|███▏      | 45/143 [01:09<02:28,  1.52s/ba]
 31%|███       | 44/143 [01:07<02:31,  1.53s/ba]
 30%|███       | 43/143 [01:05<02:27,  1.48s/ba]
 32%|███▏      | 46/143 [01:11<02:33,  1.58s/ba]
 31%|███▏      | 45/143 [01:08<02:25,  1.49s/ba]
 32%|███▏      | 46/143 [01:11<02:33,  1.58s/ba]
 31%|███       | 44/143 [01:07<02:31,  1.53s/ba]
 33%|███▎      | 47/143 [01:12<02:25,  1.52s/ba]
 33%|███▎      | 47/143 [01:12<02:25,  1.52s/ba]
 32%|███▏      | 46/143 [01:10<02:33,  1.58s/ba]
 31%|███▏      | 45/143 [01:08<02:25,  1.48s/ba]
 34%|███▎      | 48/143 [01:13<02:20,  1.48s/ba]
 34%|███▎      | 48/143 [01:14<02:20,  1.48s/ba]
 33%|███▎      | 47/143 [01:11<02:25,  1.52s/ba]
 32%|███▏      | 46/143 [01:10<02:30,  1.55s/ba]
 34%|��██▍      | 49/143 [01:15<02:24,  1.53s/ba]
 34%|███▎      | 48/143 [01:13<02:20,  1.48s/ba]
 34%|███▍      | 49/143 [01:15<02:24,  1.54s/ba]
 33%|███▎      | 47/143 [01:11<02:25,  1.52s/ba]
 35%|███▍      | 50/143 [01:16<02:19,  1.50s/ba]
 35%|███▍      | 50/143 [01:17<02:19,  1.50s/ba]
 34%|███▍      | 49/143 [01:14<02:24,  1.53s/ba]
 34%|███▎      | 48/143 [01:13<02:19,  1.47s/ba]
 36%|███▌      | 51/143 [01:18<02:23,  1.56s/ba]
 35%|███▍      | 50/143 [01:16<02:18,  1.48s/ba]
 36%|███▌      | 51/143 [01:18<02:23,  1.56s/ba]
 34%|███▍      | 49/143 [01:15<02:24,  1.54s/ba]
 36%|███▋      | 52/143 [01:19<02:17,  1.51s/ba]
 36%|███▋      | 52/143 [01:20<02:17,  1.52s/ba]
 36%|███▌      | 51/143 [01:17<02:22,  1.55s/ba]
 35%|███▍      | 50/143 [01:16<02:17,  1.48s/ba]
 37%|███▋      | 53/143 [01:21<02:15,  1.50s/ba]
 37%|███▋      | 53/143 [01:21<02:13,  1.48s/ba]
 36%|███▋      | 52/143 [01:19<02:17,  1.51s/ba]
 36%|███▌      | 51/143 [01:18<02:22,  1.55s/ba]
 37%|███▋      | 53/143 [01:20<02:12,  1.47s/ba]
 38%|███▊      | 54/143 [01:23<02:19,  1.56s/ba]
 38%|███▊      | 54/143 [01:23<02:17,  1.54s/ba]
 36%|███▋      | 52/143 [01:19<02:15,  1.49s/ba]
 38%|███▊      | 55/143 [01:24<02:13,  1.51s/ba]
 38%|███▊      | 55/143 [01:24<02:13,  1.51s/ba]
 38%|███▊      | 54/143 [01:22<02:17,  1.54s/ba]
 37%|███▋      | 53/143 [01:20<02:10,  1.45s/ba]
 38%|███▊      | 55/143 [01:23<02:10,  1.49s/ba]
 39%|███▉      | 56/143 [01:26<02:16,  1.57s/ba]
 39%|███▉      | 56/143 [01:26<02:18,  1.59s/ba]
 38%|███▊      | 54/143 [01:22<02:15,  1.53s/ba]
 40%|███▉      | 57/143 [01:27<02:10,  1.52s/ba]
 40%|███▉      | 57/143 [01:27<02:11,  1.52s/ba]
 39%|███▉      | 56/143 [01:25<02:18,  1.59s/ba]
 38%|███▊      | 55/143 [01:23<02:09,  1.48s/ba]
 41%|████      | 58/143 [01:29<02:06,  1.49s/ba]
 41%|████      | 58/143 [01:29<02:06,  1.49s/ba]
 40%|███▉      | 57/143 [01:26<02:11,  1.53s/ba]
 39%|███▉      | 56/143 [01:25<02:14,  1.55s/ba]
 41%|████▏     | 59/143 [01:30<02:08,  1.53s/ba]
 41%|████      | 58/143 [01:28<02:06,  1.49s/ba]
 41%|████▏     | 59/143 [01:30<02:09,  1.54s/ba]
 40%|███▉      | 57/143 [01:26<02:07,  1.48s/ba]
 42%|████▏     | 60/143 [01:32<02:03,  1.49s/ba]
 42%|████▏     | 60/143 [01:32<02:03,  1.49s/ba]
 41%|████▏     | 59/143 [01:30<02:09,  1.54s/ba]
 41%|████      | 58/143 [01:28<02:03,  1.45s/ba]
 43%|████▎     | 61/143 [01:33<02:06,  1.55s/ba]
 42%|████▏     | 60/143 [01:31<02:03,  1.49s/ba]
 43%|████▎     | 61/143 [01:34<02:09,  1.58s/ba]
 41%|████▏     | 59/143 [01:29<02:06,  1.50s/ba]
 43%|████▎     | 62/143 [01:35<02:02,  1.51s/ba]
 43%|████▎     | 62/143 [01:35<02:03,  1.52s/ba]
 43%|████▎     | 61/143 [01:33<02:06,  1.55s/ba]
 42%|████▏     | 60/143 [01:31<02:02,  1.48s/ba]
 44%|████▍     | 63/143 [01:36<01:58,  1.48s/ba]
 44%|████▍     | 63/143 [01:36<01:59,  1.49s/ba]
 43%|████▎     | 62/143 [01:34<02:02,  1.51s/ba]
 43%|████▎     | 61/143 [01:33<02:06,  1.54s/ba]
 45%|████▍     | 64/143 [01:38<02:01,  1.54s/ba]
 44%|████▍     | 63/143 [01:35<01:58,  1.48s/ba]
 45%|████▍     | 64/143 [01:38<02:02,  1.55s/ba]
 43%|████▎     | 62/143 [01:34<02:01,  1.50s/ba]
 45%|████▌     | 65/143 [01:39<01:56,  1.49s/ba]
 45%|████▌     | 65/143 [01:40<01:56,  1.50s/ba]
 45%|████▍     | 64/143 [01:37<02:02,  1.55s/ba]
 44%|████▍     | 63/143 [01:35<01:57,  1.46s/ba]
 46%|████▌     | 66/143 [01:41<01:58,  1.54s/ba]
 45%|████▌     | 65/143 [01:39<01:57,  1.50s/ba]
 46%|████▌     | 66/143 [01:41<01:59,  1.55s/ba]
 45%|████▍     | 64/143 [01:37<01:59,  1.51s/ba]
 47%|████▋     | 67/143 [01:42<01:53,  1.50s/ba]
 47%|████▋     | 67/143 [01:43<01:53,  1.49s/ba]
 46%|████▌     | 66/143 [01:40<01:59,  1.55s/ba]
 45%|████▌     | 65/143 [01:38<01:54,  1.47s/ba]
 48%|████▊     | 68/143 [01:44<01:49,  1.46s/ba]
 48%|████▊     | 68/143 [01:44<01:50,  1.47s/ba]
 47%|████▋     | 67/143 [01:42<01:53,  1.49s/ba]
 46%|████▌     | 66/143 [01:40<01:57,  1.52s/ba]
 48%|████▊     | 69/143 [01:45<01:53,  1.54s/ba]
 48%|████▊     | 68/143 [01:43<01:49,  1.46s/ba]
 48%|████▊     | 69/143 [01:46<01:53,  1.53s/ba]
 47%|████▋     | 67/143 [01:41<01:51,  1.47s/ba]
 49%|████▉     | 70/143 [01:47<01:49,  1.49s/ba]
 49%|████▉     | 70/143 [01:47<01:48,  1.49s/ba]
 48%|████▊     | 69/143 [01:45<01:55,  1.56s/ba]
 48%|████▊     | 68/143 [01:43<01:49,  1.46s/ba]
 50%|████▉     | 71/143 [01:48<01:52,  1.56s/ba]
 49%|████▉     | 70/143 [01:46<01:50,  1.51s/ba]
 50%|████▉     | 71/143 [01:49<01:51,  1.55s/ba]
 48%|████▊     | 69/143 [01:44<01:52,  1.52s/ba]
 50%|█████     | 72/143 [01:50<01:46,  1.49s/ba]
 50%|█████     | 72/143 [01:50<01:45,  1.48s/ba]
 50%|████▉     | 71/143 [01:48<01:52,  1.57s/ba]
 49%|████▉     | 70/143 [01:46<01:48,  1.48s/ba]
 51%|█████     | 73/143 [01:51<01:42,  1.46s/ba]
 51%|█████     | 73/143 [01:51<01:42,  1.46s/ba]
 50%|█████     | 72/143 [01:49<01:47,  1.51s/ba]
 50%|████▉     | 71/143 [01:47<01:50,  1.54s/ba]
 52%|█████▏    | 74/143 [01:53<01:44,  1.52s/ba]
 51%|█████     | 73/143 [01:51<01:42,  1.47s/ba]
 52%|█████▏    | 74/143 [01:53<01:44,  1.52s/ba]
 50%|█████     | 72/143 [01:49<01:44,  1.47s/ba]
 52%|█████▏    | 75/143 [01:54<01:40,  1.48s/ba]
 52%|█████▏    | 75/143 [01:55<01:40,  1.48s/ba]
 52%|█████▏    | 74/143 [01:52<01:45,  1.52s/ba]
 51%|█████     | 73/143 [01:50<01:41,  1.45s/ba]
 53%|█████▎    | 76/143 [01:56<01:42,  1.54s/ba]
 52%|█████▏    | 75/143 [01:54<01:41,  1.49s/ba]
 53%|█████▎    | 76/143 [01:56<01:45,  1.57s/ba]
 52%|█████▏    | 74/143 [01:52<01:43,  1.49s/ba]
 54%|█████▍    | 77/143 [01:57<01:38,  1.50s/ba]
 54%|█████▍    | 77/143 [01:58<01:40,  1.52s/ba]
 53%|█████▎    | 76/143 [01:55<01:43,  1.54s/ba]
 52%|█████▏    | 75/143 [01:53<01:39,  1.46s/ba]
 55%|█████▍    | 78/143 [01:59<01:34,  1.46s/ba]
 55%|█████▍    | 78/143 [01:59<01:36,  1.48s/ba]
 54%|█████▍    | 77/143 [01:57<01:40,  1.52s/ba]
 53%|█████▎    | 76/143 [01:55<01:41,  1.51s/ba]
 55%|█████▌    | 79/143 [02:00<01:39,  1.55s/ba]
 55%|█████▍    | 78/143 [01:58<01:36,  1.48s/ba]
 55%|█████▌    | 79/143 [02:01<01:38,  1.53s/ba]
 54%|█████▍    | 77/143 [01:56<01:37,  1.48s/ba]
 56%|█████▌    | 80/143 [02:02<01:34,  1.50s/ba]
 56%|█████▌    | 80/143 [02:02<01:33,  1.49s/ba]
 55%|█████▌    | 79/143 [02:00<01:38,  1.54s/ba]
 55%|█████▍    | 78/143 [01:58<01:33,  1.44s/ba]
 57%|█████▋    | 81/143 [02:03<01:36,  1.56s/ba]
 56%|█████▌    | 80/143 [02:01<01:34,  1.50s/ba]
 57%|█████▋    | 81/143 [02:04<01:36,  1.55s/ba]
 55%|█████▌    | 79/143 [01:59<01:36,  1.50s/ba]
 57%|█████▋    | 82/143 [02:05<01:31,  1.50s/ba]
 57%|█████▋    | 82/143 [02:05<01:31,  1.49s/ba]
 56%|█████▌    | 80/143 [02:01<01:31,  1.46s/ba]
 57%|█████▋    | 81/143 [02:03<01:37,  1.57s/ba]
 58%|█████▊    | 83/143 [02:06<01:27,  1.46s/ba]
 58%|█████▊    | 83/143 [02:07<01:27,  1.46s/ba]
 57%|█████▋    | 82/143 [02:04<01:31,  1.50s/ba]
 57%|█████▋    | 81/143 [02:02<01:34,  1.53s/ba]
 59%|█████▊    | 84/143 [02:08<01:29,  1.52s/ba]
 58%|█████▊    | 83/143 [02:06<01:28,  1.47s/ba]
 59%|█████▊    | 84/143 [02:08<01:29,  1.51s/ba]
 57%|█████▋    | 82/143 [02:04<01:29,  1.47s/ba]
 59%|█████▉    | 85/143 [02:09<01:25,  1.48s/ba]
 59%|█████▉    | 85/143 [02:10<01:25,  1.47s/ba]
 58%|█████▊    | 83/143 [02:05<01:26,  1.44s/ba]
 59%|█████▊    | 84/143 [02:07<01:29,  1.52s/ba]
 60%|██████    | 86/143 [02:11<01:27,  1.54s/ba]
 59%|█████▉    | 85/143 [02:09<01:26,  1.48s/ba]
 60%|██████    | 86/143 [02:11<01:28,  1.54s/ba]
 59%|█████▊    | 84/143 [02:07<01:28,  1.50s/ba]
 61%|██████    | 87/143 [02:12<01:24,  1.50s/ba]
 61%|██████    | 87/143 [02:13<01:23,  1.50s/ba]
 59%|█████▉    | 85/143 [02:08<01:24,  1.46s/ba]
 60%|██████    | 86/143 [02:10<01:27,  1.54s/ba]
 62%|██████▏   | 88/143 [02:14<01:20,  1.47s/ba]
 62%|██████▏   | 88/143 [02:14<01:20,  1.47s/ba]
 61%|██████    | 87/143 [02:12<01:23,  1.50s/ba]
 60%|██████    | 86/143 [02:10<01:26,  1.52s/ba]
 62%|██████▏   | 89/143 [02:15<01:22,  1.53s/ba]
 62%|██████▏   | 88/143 [02:13<01:20,  1.46s/ba]
 61%|██████    | 87/143 [02:11<01:22,  1.48s/ba]
 62%|██████▏   | 89/143 [02:16<01:23,  1.54s/ba]
 63%|██████▎   | 90/143 [02:17<01:19,  1.50s/ba]
 63%|██████▎   | 90/143 [02:17<01:19,  1.50s/ba]
 62%|██████▏   | 88/143 [02:12<01:20,  1.47s/ba]
 62%|██████▏   | 89/143 [02:15<01:22,  1.53s/ba]
 64%|██████▎   | 91/143 [02:19<01:20,  1.55s/ba]
 63%|██████▎   | 90/143 [02:16<01:19,  1.50s/ba]
 62%|██████▏   | 89/143 [02:14<01:22,  1.53s/ba]
 64%|██████▎   | 91/143 [02:19<01:21,  1.56s/ba]
 64%|█████���▍   | 92/143 [02:20<01:17,  1.51s/ba]
 63%|██████▎   | 90/143 [02:15<01:18,  1.49s/ba]
 64%|██████▍   | 92/143 [02:20<01:16,  1.51s/ba]
 64%|██████▎   | 91/143 [02:18<01:20,  1.56s/ba]
 65%|██████▌   | 93/143 [02:21<01:15,  1.51s/ba]
 65%|██████▌   | 93/143 [02:22<01:16,  1.52s/ba]
 64%|██████▎   | 91/143 [02:17<01:20,  1.56s/ba]
 64%|██████▍   | 92/143 [02:20<01:18,  1.54s/ba]
 66%|██████▌   | 94/143 [02:23<01:16,  1.56s/ba]
 64%|██████▍   | 92/143 [02:19<01:16,  1.51s/ba]
 65%|██████▌   | 93/143 [02:21<01:15,  1.50s/ba]
 66%|██████▌   | 94/143 [02:24<01:16,  1.57s/ba]
 66%|██████▋   | 95/143 [02:25<01:12,  1.51s/ba]
 65%|██████▌   | 93/143 [02:20<01:13,  1.47s/ba]
 66%|██████▋   | 95/143 [02:25<01:12,  1.52s/ba]
 66%|██████▌   | 94/143 [02:23<01:16,  1.56s/ba]
 67%|██████▋   | 96/143 [02:26<01:13,  1.56s/ba]
 66%|██████▌   | 94/143 [02:22<01:14,  1.53s/ba]
 66%|██████▋   | 95/143 [02:24<01:12,  1.51s/ba]
 67%|██████▋   | 96/143 [02:27<01:13,  1.57s/ba]
 68%|██████▊   | 97/143 [02:28<01:09,  1.51s/ba]
 66%|██████▋   | 95/143 [02:23<01:11,  1.49s/ba]
 68%|██████▊   | 97/143 [02:28<01:10,  1.54s/ba]
 67%|██████▋   | 96/143 [02:26<01:13,  1.56s/ba]
 69%|██████▊   | 98/143 [02:29<01:06,  1.47s/ba]
 69%|██████▊   | 98/143 [02:29<01:06,  1.49s/ba]
 67%|██████▋   | 96/143 [02:25<01:12,  1.55s/ba]
 68%|██████▊   | 97/143 [02:27<01:09,  1.52s/ba]
 69%|██████▉   | 99/143 [02:31<01:07,  1.54s/ba]
 68%|██████▊   | 97/143 [02:26<01:09,  1.50s/ba]
 69%|██████▊   | 98/143 [02:29<01:07,  1.49s/ba]
 69%|██████▉   | 99/143 [02:31<01:08,  1.55s/ba]
 70%|██████▉   | 100/143 [02:32<01:03,  1.48s/ba]
 69%|██████▊   | 98/143 [02:27<01:05,  1.46s/ba]
 70%|██████▉   | 100/143 [02:33<01:04,  1.50s/ba]
 69%|██████▉   | 99/143 [02:30<01:08,  1.55s/ba]
 71%|███████   | 101/143 [02:34<01:05,  1.55s/ba]
 69%|██████▉   | 99/143 [02:29<01:06,  1.52s/ba]
 70%|██████▉   | 100/143 [02:32<01:04,  1.50s/ba]
 71%|███████   | 101/143 [02:34<01:05,  1.56s/ba]
 71%|███████▏  | 102/143 [02:35<01:02,  1.52s/ba]
 70%|██████▉   | 100/143 [02:31<01:04,  1.50s/ba]
 71%|███████▏  | 102/143 [02:36<01:01,  1.51s/ba]
 71%|███████   | 101/143 [02:33<01:05,  1.56s/ba]
 72%|███████▏  | 103/143 [02:37<00:59,  1.48s/ba]
 72%|███████▏  | 103/143 [02:37<00:59,  1.48s/ba]
 71%|███████   | 101/143 [02:32<01:05,  1.57s/ba]
 71%|███████▏  | 102/143 [02:35<01:02,  1.51s/ba]
 73%|███████▎  | 104/143 [02:38<01:00,  1.55s/ba]
 71%|███████▏  | 102/143 [02:34<01:02,  1.51s/ba]
 72%|███████▏  | 103/143 [02:36<00:59,  1.48s/ba]
 73%|███████▎  | 104/143 [02:39<01:00,  1.54s/ba]
 73%|███████▎  | 105/143 [02:40<00:57,  1.51s/ba]
 72%|███████▏  | 103/143 [02:35<00:59,  1.48s/ba]
 73%|███████▎  | 105/143 [02:40<00:56,  1.50s/ba]
 73%|███████▎  | 104/143 [02:38<00:59,  1.53s/ba]
 74%|███████▍  | 106/143 [02:41<00:58,  1.57s/ba]
 73%|███████▎  | 104/143 [02:37<00:59,  1.53s/ba]
 73%|███████▎  | 105/143 [02:39<00:56,  1.49s/ba]
 74%|███████▍  | 106/143 [02:42<00:57,  1.56s/ba]
 75%|███████▍  | 107/143 [02:43<00:54,  1.50s/ba]
 73%|███████▎  | 105/143 [02:38<00:56,  1.49s/ba]
 75%|███████▍  | 107/143 [02:43<00:53,  1.49s/ba]
 74%|███████▍  | 106/143 [02:41<00:57,  1.56s/ba]
 76%|███████▌  | 108/143 [02:44<00:51,  1.47s/ba]
 76%|███████▌  | 108/143 [02:45<00:51,  1.47s/ba]
 74%|███████▍  | 106/143 [02:40<00:57,  1.55s/ba]
 75%|███████▍  | 107/143 [02:42<00:53,  1.49s/ba]
 76%|███████▌  | 109/143 [02:46<00:52,  1.53s/ba]
 75%|███████▍  | 107/143 [02:41<00:53,  1.49s/ba]
 76%|███████▌  | 108/143 [02:44<00:51,  1.47s/ba]
 76%|███████▌  | 109/143 [02:46<00:52,  1.53s/ba]
 77%|███████▋  | 110/143 [02:47<00:49,  1.49s/ba]
 76%|███████▌  | 108/143 [02:43<00:51,  1.47s/ba]
 77%|███████▋  | 110/143 [02:48<00:49,  1.49s/ba]
 76%|███████▌  | 109/143 [02:45<00:51,  1.53s/ba]
 78%|███████▊  | 111/143 [02:49<00:50,  1.57s/ba]
 76%|███████▌  | 109/143 [02:44<00:51,  1.53s/ba]
 77%|███████▋  | 110/143 [02:47<00:49,  1.49s/ba]
 78%|███████▊  | 111/143 [02:49<00:49,  1.56s/ba]
 78%|███████▊  | 112/143 [02:50<00:46,  1.51s/ba]
 77%|███████▋  | 110/143 [02:46<00:48,  1.48s/ba]
 78%|███████▊  | 112/143 [02:51<00:46,  1.51s/ba]
 78%|███████▊  | 111/143 [02:48<00:50,  1.58s/ba]
 79%|███████▉  | 113/143 [02:52<00:44,  1.48s/ba]
 79%|███████▉  | 113/143 [02:52<00:44,  1.47s/ba]
 78%|███████▊  | 111/143 [02:47<00:49,  1.54s/ba]
 78%|███████▊  | 112/143 [02:50<00:47,  1.52s/ba]
 80%|███████▉  | 114/143 [02:53<00:44,  1.53s/ba]
 78%|███████▊  | 112/143 [02:49<00:46,  1.51s/ba]
 79%|███████▉  | 113/143 [02:51<00:44,  1.48s/ba]
 80%|███████▉  | 114/143 [02:54<00:44,  1.54s/ba]
 80%|████████  | 115/143 [02:55<00:41,  1.48s/ba]
 79%|███████▉  | 113/143 [02:50<00:44,  1.47s/ba]
 80%|████████  | 115/143 [02:55<00:41,  1.48s/ba]
 80%|███████▉  | 114/143 [02:53<00:44,  1.53s/ba]
 81%|████████  | 116/143 [02:56<00:41,  1.54s/ba]
 80%|███████▉  | 114/143 [02:52<00:44,  1.52s/ba]
 80%|████████  | 115/143 [02:54<00:41,  1.48s/ba]
 81%|████████  | 116/143 [02:57<00:41,  1.55s/ba]
 82%|████████▏ | 117/143 [02:58<00:38,  1.50s/ba]
 80%|████████  | 115/143 [02:53<00:41,  1.47s/ba]
 82%|████████▏ | 117/143 [02:58<00:38,  1.49s/ba]
 81%|████████  | 116/143 [02:56<00:41,  1.54s/ba]
 83%|████████▎ | 118/143 [02:59<00:37,  1.49s/ba]
 81%|████████  | 116/143 [02:55<00:41,  1.53s/ba]
 83%|████████▎ | 118/143 [03:00<00:36,  1.47s/ba]
 82%|████████▏ | 117/143 [02:57<00:38,  1.50s/ba]
 82%|████████▏ | 117/143 [02:56<00:38,  1.49s/ba]
 83%|████████▎ | 119/143 [03:01<00:37,  1.55s/ba]
 83%|████████▎ | 118/143 [02:59<00:36,  1.47s/ba]
 83%|████████▎ | 119/143 [03:01<00:36,  1.53s/ba]
 83%|████████▎ | 118/143 [02:58<00:36,  1.46s/ba]
 84%|████████▍ | 120/143 [03:02<00:34,  1.51s/ba]
 84%|████████▍ | 120/143 [03:03<00:34,  1.50s/ba]
 83%|████████▎ | 119/143 [03:00<00:36,  1.53s/ba]
 83%|████████▎ | 119/143 [02:59<00:36,  1.52s/ba]
 85%|████████▍ | 121/143 [03:04<00:34,  1.56s/ba]
 84%|████████▍ | 120/143 [03:02<00:34,  1.49s/ba]
 85%|████████▍ | 121/143 [03:04<00:34,  1.55s/ba]
 84%|████████▍ | 120/143 [03:01<00:34,  1.49s/ba]
 85%|████████▌ | 122/143 [03:06<00:32,  1.52s/ba]
 85%|████████▌ | 122/143 [03:06<00:32,  1.53s/ba]
 85%|████████▍ | 121/143 [03:04<00:34,  1.55s/ba]
 86%|████████▌ | 123/143 [03:07<00:29,  1.50s/ba]
 85%|████████▍ | 121/143 [03:02<00:33,  1.54s/ba]
 86%|████████▌ | 123/143 [03:07<00:30,  1.50s/ba]
 85%|████████▌ | 122/143 [03:05<00:31,  1.51s/ba]
 85%|████████▌ | 122/143 [03:04<00:31,  1.50s/ba]
 87%|████████▋ | 124/143 [03:09<00:29,  1.54s/ba]
 86%|████████▌ | 123/143 [03:06<00:29,  1.49s/ba]
 87%|████████▋ | 124/143 [03:09<00:29,  1.56s/ba]
 86%|████████▌ | 123/143 [03:05<00:29,  1.48s/ba]
 87%|████████▋ | 125/143 [03:10<00:27,  1.51s/ba]
 87%|████████▋ | 125/143 [03:10<00:27,  1.51s/ba]
 87%|████████▋ | 124/143 [03:08<00:29,  1.54s/ba]
 87%|████████▋ | 124/143 [03:07<00:29,  1.53s/ba]
 88%|████████▊ | 126/143 [03:12<00:26,  1.57s/ba]
 87%|████████▋ | 125/143 [03:09<00:26,  1.50s/ba]
 88%|████████▊ | 126/143 [03:12<00:26,  1.57s/ba]
 87%|████████▋ | 125/143 [03:08<00:26,  1.48s/ba]
 89%|████████▉ | 127/143 [03:13<00:24,  1.53s/ba]
 89%|████████▉ | 127/143 [03:14<00:24,  1.52s/ba]
 88%|████████▊ | 126/143 [03:11<00:26,  1.57s/ba]
 90%|████████▉ | 128/143 [03:15<00:22,  1.49s/ba]
 88%|████████▊ | 126/143 [03:10<00:26,  1.55s/ba]
 90%|████████▉ | 128/143 [03:15<00:22,  1.49s/ba]
 89%|████████▉ | 127/143 [03:13<00:24,  1.52s/ba]
 89%|████████▉ | 127/143 [03:11<00:24,  1.51s/ba]
 90%|█████████ | 129/143 [03:16<00:21,  1.55s/ba]
 90%|████████▉ | 128/143 [03:14<00:22,  1.48s/ba]
 90%|█████████ | 129/143 [03:17<00:21,  1.54s/ba]
 90%|████████▉ | 128/143 [03:13<00:21,  1.47s/ba]
 91%|█████████ | 130/143 [03:18<00:19,  1.50s/ba]
 91%|█████████ | 130/143 [03:18<00:19,  1.49s/ba]
 90%|█████████ | 129/143 [03:16<00:21,  1.54s/ba]
 90%|█████████ | 129/143 [03:14<00:21,  1.53s/ba]
 92%|█████████▏| 131/143 [03:19<00:18,  1.56s/ba]
 91%|█████████ | 130/143 [03:17<00:19,  1.51s/ba]
 92%|█████████▏| 131/143 [03:20<00:18,  1.56s/ba]
 91%|█████████ | 130/143 [03:16<00:19,  1.48s/ba]
 92%|█████████▏| 132/143 [03:21<00:16,  1.51s/ba]
 92%|█████████▏| 132/143 [03:21<00:16,  1.50s/ba]
 92%|█████████▏| 131/143 [03:19<00:18,  1.57s/ba]
 93%|█████████▎| 133/143 [03:22<00:14,  1.48s/ba]
 92%|█████████▏| 131/143 [03:18<00:18,  1.57s/ba]
 93%|█████████▎| 133/143 [03:22<00:14,  1.48s/ba]
 92%|█████████▏| 132/143 [03:20<00:16,  1.52s/ba]
 92%|█████████▏| 132/143 [03:19<00:16,  1.52s/ba]
 94%|█████████▎| 134/143 [03:24<00:13,  1.55s/ba]
 93%|█████████▎| 133/143 [03:22<00:14,  1.48s/ba]
 94%|█████████▎| 134/143 [03:24<00:13,  1.54s/ba]
 93%|█████████▎| 133/143 [03:20<00:14,  1.48s/ba]
 94%|█████████▍| 135/143 [03:25<00:11,  1.50s/ba]
 94%|█████████▍| 135/143 [03:26<00:11,  1.49s/ba]
 94%|█████████▎| 134/143 [03:23<00:13,  1.54s/ba]
 94%|█████████▎| 134/143 [03:22<00:13,  1.53s/ba]
 95%|█████████▌| 136/143 [03:27<00:10,  1.54s/ba]
 94%|█████████▍| 135/143 [03:25<00:11,  1.50s/ba]
 95%|█████████▌| 136/143 [03:27<00:10,  1.54s/ba]
 94%|█████████▍| 135/143 [03:23<00:11,  1.48s/ba]
 96%|█████████▌| 137/143 [03:28<00:08,  1.50s/ba]
 96%|█████████▌| 137/143 [03:29<00:08,  1.49s/ba]
 95%|█████████▌| 136/143 [03:26<00:10,  1.54s/ba]
 97%|█████████▋| 138/143 [03:30<00:07,  1.48s/ba]
 95%|█████████▌| 136/143 [03:25<00:10,  1.52s/ba]
 97%|█████████▋| 138/143 [03:30<00:07,  1.47s/ba]
 96%|█████████▌| 137/143 [03:28<00:08,  1.50s/ba]
 96%|█████████▌| 137/143 [03:26<00:08,  1.49s/ba]
 97%|█████████▋| 139/143 [03:31<00:06,  1.53s/ba]
 97%|█████████▋| 138/143 [03:29<00:07,  1.48s/ba]
 97%|█████████▋| 139/143 [03:32<00:06,  1.56s/ba]
 97%|█████████▋| 138/143 [03:28<00:07,  1.47s/ba]
 98%|█████████▊| 140/143 [03:33<00:04,  1.50s/ba]
 98%|█████████▊| 140/143 [03:33<00:04,  1.51s/ba]
 97%|█████████▋| 139/143 [03:31<00:06,  1.53s/ba]
 97%|█████████▋| 139/143 [03:29<00:06,  1.53s/ba]
 99%|█████████▊| 141/143 [03:34<00:03,  1.55s/ba]
 98%|█████████▊| 140/143 [03:32<00:04,  1.50s/ba]
 99%|█████████▊| 141/143 [03:35<00:03,  1.56s/ba]
 98%|█████████▊| 140/143 [03:31<00:04,  1.48s/ba]
 99%|█████████▉| 142/143 [03:36<00:01,  1.51s/ba]
100%|██████████| 143/143 [03:36<00:00,  1.10s/ba]
100%|██████████| 143/143 [03:36<00:00,  1.51s/ba]
+
 99%|█████████▉| 142/143 [03:36<00:01,  1.52s/ba]
 99%|█████████▊| 141/143 [03:34<00:03,  1.57s/ba]Dataset({
+    features: ['bin_mask', 'input_ids', 'token_type_ids', 'attention_mask'],
+    num_rows: 142158
+})
+
100%|██████████| 143/143 [03:37<00:00,  1.15s/ba]
100%|██████████| 143/143 [03:37<00:00,  1.52s/ba]
+Dataset({
+    features: ['bin_mask', 'input_ids', 'token_type_ids', 'attention_mask'],
+    num_rows: 142158
+})
+
 99%|█████████▊| 141/143 [03:33<00:03,  1.61s/ba]
 99%|█████████▉| 142/143 [03:35<00:01,  1.56s/ba]
100%|██████████| 143/143 [03:36<00:00,  1.14s/ba]
100%|██████████| 143/143 [03:36<00:00,  1.51s/ba]
+Dataset({
+    features: ['bin_mask', 'input_ids', 'token_type_ids', 'attention_mask'],
+    num_rows: 142158
+})
+
 99%|█████████▉| 142/143 [03:34<00:01,  1.54s/ba]
100%|██████████| 143/143 [03:34<00:00,  1.12s/ba]
100%|██████████| 143/143 [03:34<00:00,  1.50s/ba]
+Dataset({
+    features: ['bin_mask', 'input_ids', 'token_type_ids', 'attention_mask'],
+    num_rows: 142158
+})
+[INFO|trainer.py:442] 2022-10-29 06:20:36,915 >> The following columns in the training set don't have a corresponding argument in `BertForMabel.forward` and have been ignored: .
+[INFO|trainer.py:358] 2022-10-29 06:20:36,916 >> Using amp fp16 backend
+10/29/2022 06:20:40 - INFO - trainer -   ***** Running training *****
+10/29/2022 06:20:40 - INFO - trainer -     Num examples = 142158
+10/29/2022 06:20:40 - INFO - trainer -     Num Epochs = 3
+10/29/2022 06:20:40 - INFO - trainer -     Instantaneous batch size per device = 32
+10/29/2022 06:20:40 - INFO - trainer -     Total train batch size (w. parallel, distributed & accumulation) = 128
+10/29/2022 06:20:40 - INFO - trainer -     Gradient Accumulation steps = 1
+10/29/2022 06:20:40 - INFO - trainer -     Total optimization steps = 3333
+
  0%|          | 0/3333 [00:00<?, ?it/s][W reducer.cpp:1251] Warning: find_unused_parameters=True was specified in DDP constructor, but did not find any unused parameters in the forward pass. This flag results in an extra traversal of the autograd graph every iteration,  which can adversely affect performance. If your model indeed never has any unused parameters in the forward pass, consider turning this flag off. Note that this warning may be a false positive if your model has flow control causing later iterations to have unused parameters. (function operator())
+[W reducer.cpp:1251] Warning: find_unused_parameters=True was specified in DDP constructor, but did not find any unused parameters in the forward pass. This flag results in an extra traversal of the autograd graph every iteration,  which can adversely affect performance. If your model indeed never has any unused parameters in the forward pass, consider turning this flag off. Note that this warning may be a false positive if your model has flow control causing later iterations to have unused parameters. (function operator())
+[W reducer.cpp:1251] Warning: find_unused_parameters=True was specified in DDP constructor, but did not find any unused parameters in the forward pass. This flag results in an extra traversal of the autograd graph every iteration,  which can adversely affect performance. If your model indeed never has any unused parameters in the forward pass, consider turning this flag off. Note that this warning may be a false positive if your model has flow control causing later iterations to have unused parameters. (function operator())
+[W reducer.cpp:1251] Warning: find_unused_parameters=True was specified in DDP constructor, but did not find any unused parameters in the forward pass. This flag results in an extra traversal of the autograd graph every iteration,  which can adversely affect performance. If your model indeed never has any unused parameters in the forward pass, consider turning this flag off. Note that this warning may be a false positive if your model has flow control causing later iterations to have unused parameters. (function operator())
+/home1/jh_445/.conda/envs/pred/lib/python3.7/site-packages/torch/optim/lr_scheduler.py:136: UserWarning: Detected call of `lr_scheduler.step()` before `optimizer.step()`. In PyTorch 1.1.0 and later, you should call them in the opposite order: `optimizer.step()` before `lr_scheduler.step()`.  Failure to do this will result in PyTorch skipping the first value of the learning rate schedule. See more details at https://pytorch.org/docs/stable/optim.html#how-to-adjust-learning-rate
+  "https://pytorch.org/docs/stable/optim.html#how-to-adjust-learning-rate", UserWarning)
+/home1/jh_445/.conda/envs/pred/lib/python3.7/site-packages/torch/optim/lr_scheduler.py:136: UserWarning: Detected call of `lr_scheduler.step()` before `optimizer.step()`. In PyTorch 1.1.0 and later, you should call them in the opposite order: `optimizer.step()` before `lr_scheduler.step()`.  Failure to do this will result in PyTorch skipping the first value of the learning rate schedule. See more details at https://pytorch.org/docs/stable/optim.html#how-to-adjust-learning-rate
+  "https://pytorch.org/docs/stable/optim.html#how-to-adjust-learning-rate", UserWarning)
+/home1/jh_445/.conda/envs/pred/lib/python3.7/site-packages/torch/optim/lr_scheduler.py:136: UserWarning: Detected call of `lr_scheduler.step()` before `optimizer.step()`. In PyTorch 1.1.0 and later, you should call them in the opposite order: `optimizer.step()` before `lr_scheduler.step()`.  Failure to do this will result in PyTorch skipping the first value of the learning rate schedule. See more details at https://pytorch.org/docs/stable/optim.html#how-to-adjust-learning-rate
+  "https://pytorch.org/docs/stable/optim.html#how-to-adjust-learning-rate", UserWarning)
+
  0%|          | 1/3333 [00:05<5:32:42,  5.99s/it]/home1/jh_445/.conda/envs/pred/lib/python3.7/site-packages/torch/optim/lr_scheduler.py:136: UserWarning: Detected call of `lr_scheduler.step()` before `optimizer.step()`. In PyTorch 1.1.0 and later, you should call them in the opposite order: `optimizer.step()` before `lr_scheduler.step()`.  Failure to do this will result in PyTorch skipping the first value of the learning rate schedule. See more details at https://pytorch.org/docs/stable/optim.html#how-to-adjust-learning-rate
+  "https://pytorch.org/docs/stable/optim.html#how-to-adjust-learning-rate", UserWarning)
+
  0%|          | 2/3333 [00:07<3:10:08,  3.42s/it]
  0%|          | 3/3333 [00:09<2:22:57,  2.58s/it]
  0%|          | 4/3333 [00:10<2:02:37,  2.21s/it]
  0%|          | 5/3333 [00:12<1:54:54,  2.07s/it]
  0%|          | 6/3333 [00:14<1:52:09,  2.02s/it]
  0%|          | 7/3333 [00:16<1:45:00,  1.89s/it]
  0%|          | 8/3333 [00:17<1:40:05,  1.81s/it]
  0%|          | 9/3333 [00:19<1:39:30,  1.80s/it]
  0%|          | 10/3333 [00:21<1:37:56,  1.77s/it]
  0%|          | 11/3333 [00:23<1:37:00,  1.75s/it]
  0%|          | 12/3333 [00:24<1:35:02,  1.72s/it]
  0%|          | 13/3333 [00:26<1:35:19,  1.72s/it]
  0%|          | 14/3333 [00:28<1:35:40,  1.73s/it]
  0%|          | 15/3333 [00:29<1:36:19,  1.74s/it]
  0%|          | 16/3333 [00:31<1:35:40,  1.73s/it]
  1%|          | 17/3333 [00:33<1:34:46,  1.71s/it]
  1%|          | 18/3333 [00:35<1:35:21,  1.73s/it]
  1%|          | 19/3333 [00:36<1:35:44,  1.73s/it]
  1%|          | 20/3333 [00:38<1:35:45,  1.73s/it]
  1%|          | 21/3333 [00:40<1:35:29,  1.73s/it]
  1%|          | 22/3333 [00:41<1:34:51,  1.72s/it]
  1%|          | 23/3333 [00:43<1:34:47,  1.72s/it]
  1%|          | 24/3333 [00:45<1:34:28,  1.71s/it]
  1%|          | 25/3333 [00:47<1:34:34,  1.72s/it]
  1%|          | 26/3333 [00:48<1:35:04,  1.72s/it]
  1%|          | 27/3333 [00:50<1:35:08,  1.73s/it]
  1%|          | 28/3333 [00:52<1:34:36,  1.72s/it]
  1%|          | 29/3333 [00:53<1:33:59,  1.71s/it]
  1%|          | 30/3333 [00:55<1:34:51,  1.72s/it]
  1%|          | 31/3333 [00:57<1:34:28,  1.72s/it]
  1%|          | 32/3333 [00:59<1:35:42,  1.74s/it]
  1%|          | 33/3333 [01:00<1:34:56,  1.73s/it]
  1%|          | 34/3333 [01:02<1:34:38,  1.72s/it]
  1%|          | 35/3333 [01:04<1:34:34,  1.72s/it]
  1%|          | 36/3333 [01:06<1:34:49,  1.73s/it]
  1%|          | 37/3333 [01:07<1:34:40,  1.72s/it]
  1%|          | 38/3333 [01:09<1:34:02,  1.71s/it]
  1%|          | 39/3333 [01:11<1:33:24,  1.70s/it]
  1%|          | 40/3333 [01:12<1:34:26,  1.72s/it]
  1%|          | 41/3333 [01:14<1:33:41,  1.71s/it]
  1%|▏         | 42/3333 [01:16<1:33:45,  1.71s/it]
  1%|▏         | 43/3333 [01:18<1:33:41,  1.71s/it]
  1%|▏         | 44/3333 [01:19<1:34:02,  1.72s/it]
  1%|▏         | 45/3333 [01:21<1:34:19,  1.72s/it]
  1%|▏         | 46/3333 [01:23<1:33:24,  1.70s/it]
  1%|▏         | 47/3333 [01:24<1:33:01,  1.70s/it]
  1%|▏         | 48/3333 [01:26<1:34:13,  1.72s/it]
  1%|▏         | 49/3333 [01:28<1:33:45,  1.71s/it]
  2%|▏         | 50/3333 [01:30<1:34:19,  1.72s/it]
  2%|▏         | 51/3333 [01:31<1:33:01,  1.70s/it]
  2%|▏         | 52/3333 [01:33<1:33:45,  1.71s/it]
  2%|▏         | 53/3333 [01:35<1:33:28,  1.71s/it]
  2%|▏         | 54/3333 [01:36<1:33:19,  1.71s/it]
  2%|▏         | 55/3333 [01:38<1:33:30,  1.71s/it]
  2%|▏         | 56/3333 [01:40<1:34:34,  1.73s/it]
  2%|▏         | 57/3333 [01:41<1:33:14,  1.71s/it]
  2%|▏         | 58/3333 [01:43<1:33:20,  1.71s/it]
  2%|▏         | 59/3333 [01:45<1:33:33,  1.71s/it]
  2%|▏         | 60/3333 [01:47<1:33:51,  1.72s/it]
  2%|▏         | 61/3333 [01:48<1:33:34,  1.72s/it]
  2%|▏         | 62/3333 [01:50<1:33:26,  1.71s/it]
  2%|▏         | 63/3333 [01:52<1:33:08,  1.71s/it]
  2%|▏         | 64/3333 [01:53<1:33:09,  1.71s/it]
  2%|▏         | 65/3333 [01:55<1:33:14,  1.71s/it]
  2%|▏         | 66/3333 [01:57<1:33:01,  1.71s/it]
  2%|▏         | 67/3333 [01:59<1:32:41,  1.70s/it]
  2%|▏         | 68/3333 [02:00<1:32:14,  1.70s/it]
  2%|▏         | 69/3333 [02:02<1:33:45,  1.72s/it]
  2%|▏         | 70/3333 [02:04<1:33:38,  1.72s/it]
  2%|▏         | 71/3333 [02:06<1:33:39,  1.72s/it]
  2%|▏         | 72/3333 [02:07<1:33:36,  1.72s/it]
  2%|▏         | 73/3333 [02:09<1:32:38,  1.71s/it]
  2%|▏         | 74/3333 [02:11<1:33:39,  1.72s/it]
  2%|▏         | 75/3333 [02:12<1:33:29,  1.72s/it]
  2%|▏         | 76/3333 [02:14<1:33:23,  1.72s/it]
  2%|▏         | 77/3333 [02:16<1:33:25,  1.72s/it]
  2%|▏         | 78/3333 [02:18<1:33:19,  1.72s/it]
  2%|▏         | 79/3333 [02:19<1:33:00,  1.72s/it]
  2%|▏         | 80/3333 [02:21<1:32:56,  1.71s/it]
  2%|▏         | 81/3333 [02:23<1:32:30,  1.71s/it]
  2%|▏         | 82/3333 [02:24<1:31:59,  1.70s/it]
  2%|▏         | 83/3333 [02:26<1:32:13,  1.70s/it]
  3%|▎         | 84/3333 [02:28<1:32:03,  1.70s/it]
  3%|▎         | 85/3333 [02:29<1:32:27,  1.71s/it]
  3%|▎         | 86/3333 [02:31<1:33:30,  1.73s/it]
  3%|▎         | 87/3333 [02:33<1:33:08,  1.72s/it]
  3%|▎         | 88/3333 [02:35<1:32:52,  1.72s/it]
  3%|▎         | 89/3333 [02:36<1:33:11,  1.72s/it]
  3%|▎         | 90/3333 [02:38<1:34:04,  1.74s/it]
  3%|▎         | 91/3333 [02:40<1:33:46,  1.74s/it]
  3%|▎         | 92/3333 [02:42<1:33:25,  1.73s/it]
  3%|▎         | 93/3333 [02:43<1:32:41,  1.72s/it]
  3%|▎         | 94/3333 [02:45<1:32:35,  1.72s/it]
  3%|▎         | 95/3333 [02:47<1:33:10,  1.73s/it]
  3%|▎         | 96/3333 [02:48<1:32:28,  1.71s/it]
  3%|▎         | 97/3333 [02:50<1:32:52,  1.72s/it]
  3%|▎         | 98/3333 [02:52<1:32:24,  1.71s/it]
  3%|▎         | 99/3333 [02:54<1:32:17,  1.71s/it]
  3%|▎         | 100/3333 [02:55<1:31:57,  1.71s/it]
  3%|▎         | 101/3333 [02:57<1:31:47,  1.70s/it]
  3%|▎         | 102/3333 [02:59<1:31:25,  1.70s/it]
  3%|▎         | 103/3333 [03:00<1:31:28,  1.70s/it]
  3%|▎         | 104/3333 [03:02<1:31:57,  1.71s/it]
  3%|▎         | 105/3333 [03:04<1:31:22,  1.70s/it]
  3%|▎         | 106/3333 [03:06<1:32:17,  1.72s/it]
  3%|▎         | 107/3333 [03:07<1:32:00,  1.71s/it]
  3%|▎         | 108/3333 [03:09<1:32:26,  1.72s/it]
  3%|▎         | 109/3333 [03:11<1:32:59,  1.73s/it]
  3%|▎         | 110/3333 [03:12<1:32:23,  1.72s/it]
  3%|▎         | 111/3333 [03:14<1:31:52,  1.71s/it]
  3%|▎         | 112/3333 [03:16<1:32:12,  1.72s/it]
  3%|▎         | 113/3333 [03:18<1:32:35,  1.73s/it]
  3%|▎         | 114/3333 [03:19<1:31:52,  1.71s/it]
  3%|▎         | 115/3333 [03:21<1:31:15,  1.70s/it]
  3%|▎         | 116/3333 [03:23<1:31:42,  1.71s/it]
  4%|▎         | 117/3333 [03:24<1:32:07,  1.72s/it]
  4%|▎         | 118/3333 [03:26<1:31:27,  1.71s/it]
  4%|▎         | 119/3333 [03:28<1:31:50,  1.71s/it]
  4%|▎         | 120/3333 [03:30<1:32:10,  1.72s/it]
  4%|▎         | 121/3333 [03:31<1:32:25,  1.73s/it]
  4%|▎         | 122/3333 [03:33<1:31:41,  1.71s/it]
  4%|▎         | 123/3333 [03:35<1:31:05,  1.70s/it]
  4%|▎         | 124/3333 [03:36<1:31:45,  1.72s/it]
  4%|▍         | 125/3333 [03:38<1:31:32,  1.71s/it]
  4%|▍         | 126/3333 [03:40<1:32:41,  1.73s/it]
  4%|▍         | 127/3333 [03:42<1:31:23,  1.71s/it]
  4%|▍         | 128/3333 [03:43<1:32:00,  1.72s/it]
  4%|▍         | 129/3333 [03:45<1:31:40,  1.72s/it]
  4%|▍         | 130/3333 [03:47<1:30:40,  1.70s/it]
  4%|▍         | 131/3333 [03:48<1:30:57,  1.70s/it]
  4%|▍         | 132/3333 [03:50<1:31:12,  1.71s/it]
  4%|▍         | 133/3333 [03:52<1:31:01,  1.71s/it]
  4%|▍         | 134/3333 [03:54<1:31:17,  1.71s/it]
  4%|▍         | 135/3333 [03:55<1:31:08,  1.71s/it]
  4%|▍         | 136/3333 [03:57<1:30:38,  1.70s/it]
  4%|▍         | 137/3333 [03:59<1:31:02,  1.71s/it]
  4%|▍         | 138/3333 [04:00<1:31:01,  1.71s/it]
  4%|▍         | 139/3333 [04:02<1:31:19,  1.72s/it]
  4%|▍         | 140/3333 [04:04<1:31:52,  1.73s/it]
  4%|▍         | 141/3333 [04:05<1:31:04,  1.71s/it]
  4%|▍         | 142/3333 [04:07<1:31:57,  1.73s/it]
  4%|▍         | 143/3333 [04:09<1:31:29,  1.72s/it]
  4%|▍         | 144/3333 [04:11<1:31:38,  1.72s/it]
  4%|▍         | 145/3333 [04:12<1:30:58,  1.71s/it]
  4%|▍         | 146/3333 [04:14<1:30:56,  1.71s/it]
  4%|▍         | 147/3333 [04:16<1:30:59,  1.71s/it]
  4%|▍         | 148/3333 [04:17<1:30:10,  1.70s/it]
  4%|▍         | 149/3333 [04:19<1:31:11,  1.72s/it]
  5%|▍         | 150/3333 [04:21<1:31:41,  1.73s/it]
  5%|▍         | 151/3333 [04:23<1:31:17,  1.72s/it]
  5%|▍         | 152/3333 [04:24<1:30:28,  1.71s/it]
  5%|▍         | 153/3333 [04:26<1:31:41,  1.73s/it]
  5%|▍         | 154/3333 [04:28<1:31:36,  1.73s/it]
  5%|▍         | 155/3333 [04:30<1:31:00,  1.72s/it]
  5%|▍         | 156/3333 [04:31<1:30:56,  1.72s/it]
  5%|▍         | 157/3333 [04:33<1:30:33,  1.71s/it]
  5%|▍         | 158/3333 [04:35<1:30:45,  1.72s/it]
  5%|▍         | 159/3333 [04:36<1:31:21,  1.73s/it]
  5%|▍         | 160/3333 [04:38<1:30:44,  1.72s/it]
  5%|▍         | 161/3333 [04:40<1:31:13,  1.73s/it]
  5%|▍         | 162/3333 [04:42<1:31:14,  1.73s/it]
  5%|▍         | 163/3333 [04:43<1:30:39,  1.72s/it]
  5%|▍         | 164/3333 [04:45<1:30:12,  1.71s/it]
  5%|▍         | 165/3333 [04:47<1:30:18,  1.71s/it]
  5%|▍         | 166/3333 [04:48<1:29:54,  1.70s/it]
  5%|▌         | 167/3333 [04:50<1:30:33,  1.72s/it]
  5%|▌         | 168/3333 [04:52<1:30:29,  1.72s/it]
  5%|▌         | 169/3333 [04:54<1:29:48,  1.70s/it]
  5%|▌         | 170/3333 [04:55<1:30:23,  1.71s/it]
  5%|▌         | 171/3333 [04:57<1:29:20,  1.70s/it]
  5%|▌         | 172/3333 [04:59<1:30:15,  1.71s/it]
  5%|▌         | 173/3333 [05:00<1:30:45,  1.72s/it]
  5%|▌         | 174/3333 [05:02<1:30:50,  1.73s/it]
  5%|▌         | 175/3333 [05:04<1:30:27,  1.72s/it]
  5%|▌         | 176/3333 [05:06<1:30:35,  1.72s/it]
  5%|▌         | 177/3333 [05:07<1:29:39,  1.70s/it]
  5%|▌         | 178/3333 [05:09<1:30:29,  1.72s/it]
  5%|▌         | 179/3333 [05:11<1:30:22,  1.72s/it]
  5%|▌         | 180/3333 [05:12<1:29:40,  1.71s/it]
  5%|▌         | 181/3333 [05:14<1:31:02,  1.73s/it]
  5%|▌         | 182/3333 [05:16<1:31:06,  1.73s/it]
  5%|▌         | 183/3333 [05:18<1:29:48,  1.71s/it]
  6%|▌         | 184/3333 [05:19<1:30:25,  1.72s/it]
  6%|▌         | 185/3333 [05:21<1:30:47,  1.73s/it]
  6%|▌         | 186/3333 [05:23<1:30:07,  1.72s/it]
  6%|▌         | 187/3333 [05:25<1:29:54,  1.71s/it]
  6%|▌         | 188/3333 [05:26<1:29:44,  1.71s/it]
  6%|▌         | 189/3333 [05:28<1:29:50,  1.71s/it]
  6%|▌         | 190/3333 [05:30<1:30:29,  1.73s/it]
  6%|▌         | 191/3333 [05:31<1:29:57,  1.72s/it]
  6%|▌         | 192/3333 [05:33<1:30:02,  1.72s/it]
  6%|▌         | 193/3333 [05:35<1:29:17,  1.71s/it]
  6%|▌         | 194/3333 [05:37<1:29:56,  1.72s/it]
  6%|▌         | 195/3333 [05:38<1:30:30,  1.73s/it]
  6%|▌         | 196/3333 [05:40<1:29:31,  1.71s/it]
  6%|▌         | 197/3333 [05:42<1:29:55,  1.72s/it]
  6%|▌         | 198/3333 [05:43<1:30:01,  1.72s/it]
  6%|▌         | 199/3333 [05:45<1:29:46,  1.72s/it]
  6%|▌         | 200/3333 [05:47<1:30:00,  1.72s/it]
  6%|▌         | 201/3333 [05:49<1:30:13,  1.73s/it]
  6%|▌         | 202/3333 [05:50<1:29:28,  1.71s/it]
  6%|▌         | 203/3333 [05:52<1:28:56,  1.70s/it]
  6%|▌         | 204/3333 [05:54<1:31:01,  1.75s/it]
  6%|▌         | 205/3333 [05:55<1:29:42,  1.72s/it]
  6%|▌         | 206/3333 [05:57<1:30:09,  1.73s/it]
  6%|▌         | 207/3333 [05:59<1:29:10,  1.71s/it]
  6%|▌         | 208/3333 [06:01<1:30:20,  1.73s/it]
  6%|▋         | 209/3333 [06:02<1:29:28,  1.72s/it]
  6%|▋         | 210/3333 [06:04<1:29:59,  1.73s/it]
  6%|▋         | 211/3333 [06:06<1:29:19,  1.72s/it]
  6%|▋         | 212/3333 [06:08<1:29:26,  1.72s/it]
  6%|▋         | 213/3333 [06:09<1:29:08,  1.71s/it]
  6%|▋         | 214/3333 [06:11<1:29:20,  1.72s/it]
  6%|▋         | 215/3333 [06:13<1:29:21,  1.72s/it]
  6%|▋         | 216/3333 [06:14<1:28:57,  1.71s/it]
  7%|▋         | 217/3333 [06:16<1:29:37,  1.73s/it]
  7%|▋         | 218/3333 [06:18<1:29:36,  1.73s/it]
  7%|▋         | 219/3333 [06:20<1:29:33,  1.73s/it]
  7%|▋         | 220/3333 [06:21<1:28:56,  1.71s/it]
  7%|▋         | 221/3333 [06:23<1:29:39,  1.73s/it]
  7%|▋         | 222/3333 [06:25<1:29:31,  1.73s/it]
  7%|▋         | 223/3333 [06:26<1:28:45,  1.71s/it]
  7%|▋         | 224/3333 [06:28<1:28:54,  1.72s/it]
  7%|▋         | 225/3333 [06:30<1:28:35,  1.71s/it]
  7%|▋         | 226/3333 [06:32<1:28:34,  1.71s/it]
  7%|▋         | 227/3333 [06:33<1:29:00,  1.72s/it]
  7%|▋         | 228/3333 [06:35<1:28:32,  1.71s/it]
  7%|▋         | 229/3333 [06:37<1:28:31,  1.71s/it]
  7%|▋         | 230/3333 [06:38<1:28:40,  1.71s/it]
  7%|▋         | 231/3333 [06:40<1:27:42,  1.70s/it]
  7%|▋         | 232/3333 [06:42<1:28:39,  1.72s/it]
  7%|▋         | 233/3333 [06:44<1:28:27,  1.71s/it]
  7%|▋         | 234/3333 [06:45<1:28:58,  1.72s/it]
  7%|▋         | 235/3333 [06:47<1:28:48,  1.72s/it]
  7%|▋         | 236/3333 [06:49<1:28:15,  1.71s/it]
  7%|▋         | 237/3333 [06:50<1:28:13,  1.71s/it]
  7%|▋         | 238/3333 [06:52<1:27:53,  1.70s/it]
  7%|▋         | 239/3333 [06:54<1:27:48,  1.70s/it]
  7%|▋         | 240/3333 [06:56<1:28:08,  1.71s/it]
  7%|▋         | 241/3333 [06:57<1:27:56,  1.71s/it]
  7%|▋         | 242/3333 [06:59<1:27:47,  1.70s/it]
  7%|▋         | 243/3333 [07:01<1:27:22,  1.70s/it]
  7%|▋         | 244/3333 [07:02<1:28:01,  1.71s/it]
  7%|▋         | 245/3333 [07:04<1:28:29,  1.72s/it]
  7%|▋         | 246/3333 [07:06<1:28:44,  1.72s/it]
  7%|▋         | 247/3333 [07:08<1:28:09,  1.71s/it]
  7%|▋         | 248/3333 [07:09<1:27:50,  1.71s/it]
  7%|▋         | 249/3333 [07:11<1:27:44,  1.71s/it]
  8%|▊         | 250/3333 [07:13<1:27:20,  1.70s/it]
  8%|▊         | 251/3333 [07:14<1:28:05,  1.72s/it]
  8%|▊         | 252/3333 [07:16<1:28:55,  1.73s/it]
  8%|▊         | 253/3333 [07:18<1:28:21,  1.72s/it]
  8%|▊         | 254/3333 [07:20<1:27:58,  1.71s/it]
  8%|▊         | 255/3333 [07:21<1:27:47,  1.71s/it]
  8%|▊         | 256/3333 [07:23<1:28:01,  1.72s/it]
  8%|▊         | 257/3333 [07:25<1:27:57,  1.72s/it]
  8%|▊         | 258/3333 [07:26<1:28:39,  1.73s/it]
  8%|▊         | 259/3333 [07:28<1:28:06,  1.72s/it]
  8%|▊         | 260/3333 [07:30<1:29:08,  1.74s/it]
  8%|▊         | 261/3333 [07:32<1:28:07,  1.72s/it]
  8%|▊         | 262/3333 [07:33<1:27:39,  1.71s/it]
  8%|▊         | 263/3333 [07:35<1:28:28,  1.73s/it]
  8%|▊         | 264/3333 [07:37<1:28:01,  1.72s/it]
  8%|▊         | 265/3333 [07:38<1:28:12,  1.73s/it]
  8%|▊         | 266/3333 [07:40<1:27:57,  1.72s/it]
  8%|▊         | 267/3333 [07:42<1:27:21,  1.71s/it]
  8%|▊         | 268/3333 [07:44<1:27:01,  1.70s/it]
  8%|▊         | 269/3333 [07:45<1:28:12,  1.73s/it]
  8%|▊         | 270/3333 [07:47<1:27:47,  1.72s/it]
  8%|▊         | 271/3333 [07:49<1:27:28,  1.71s/it]
  8%|▊         | 272/3333 [07:50<1:27:49,  1.72s/it]
  8%|▊         | 273/3333 [07:52<1:27:21,  1.71s/it]
  8%|▊         | 274/3333 [07:54<1:27:59,  1.73s/it]
  8%|▊         | 275/3333 [07:56<1:27:15,  1.71s/it]
  8%|▊         | 276/3333 [07:57<1:27:31,  1.72s/it]
  8%|▊         | 277/3333 [07:59<1:27:08,  1.71s/it]
  8%|▊         | 278/3333 [08:01<1:27:34,  1.72s/it]
  8%|▊         | 279/3333 [08:02<1:26:52,  1.71s/it]
  8%|▊         | 280/3333 [08:04<1:27:14,  1.71s/it]
  8%|▊         | 281/3333 [08:06<1:27:56,  1.73s/it]
  8%|▊         | 282/3333 [08:08<1:27:48,  1.73s/it]
  8%|▊         | 283/3333 [08:09<1:26:58,  1.71s/it]
  9%|▊         | 284/3333 [08:11<1:26:30,  1.70s/it]
  9%|▊         | 285/3333 [08:13<1:26:44,  1.71s/it]
  9%|▊         | 286/3333 [08:15<1:28:01,  1.73s/it]
  9%|▊         | 287/3333 [08:16<1:26:57,  1.71s/it]
  9%|▊         | 288/3333 [08:18<1:27:36,  1.73s/it]
  9%|▊         | 289/3333 [08:20<1:26:48,  1.71s/it]
  9%|▊         | 290/3333 [08:21<1:27:29,  1.72s/it]
  9%|▊         | 291/3333 [08:23<1:27:04,  1.72s/it]
  9%|▉         | 292/3333 [08:25<1:26:50,  1.71s/it]
  9%|▉         | 293/3333 [08:27<1:27:00,  1.72s/it]
  9%|▉         | 294/3333 [08:28<1:27:03,  1.72s/it]
  9%|▉         | 295/3333 [08:30<1:26:39,  1.71s/it]
  9%|▉         | 296/3333 [08:32<1:26:13,  1.70s/it]
  9%|▉         | 297/3333 [08:33<1:27:15,  1.72s/it]
  9%|▉         | 298/3333 [08:35<1:26:23,  1.71s/it]
  9%|▉         | 299/3333 [08:37<1:27:05,  1.72s/it]
  9%|▉         | 300/3333 [08:39<1:26:31,  1.71s/it]
  9%|▉         | 301/3333 [08:40<1:25:56,  1.70s/it]
  9%|▉         | 302/3333 [08:42<1:26:11,  1.71s/it]
  9%|▉         | 303/3333 [08:44<1:26:07,  1.71s/it]
  9%|▉         | 304/3333 [08:45<1:26:42,  1.72s/it]
  9%|▉         | 305/3333 [08:47<1:26:11,  1.71s/it]
  9%|▉         | 306/3333 [08:49<1:25:33,  1.70s/it]
  9%|▉         | 307/3333 [08:50<1:25:32,  1.70s/it]
  9%|▉         | 308/3333 [08:52<1:26:25,  1.71s/it]
  9%|▉         | 309/3333 [08:54<1:26:21,  1.71s/it]
  9%|▉         | 310/3333 [08:56<1:25:58,  1.71s/it]
  9%|▉         | 311/3333 [08:57<1:25:56,  1.71s/it]
  9%|▉         | 312/3333 [08:59<1:25:55,  1.71s/it]
  9%|▉         | 313/3333 [09:01<1:25:34,  1.70s/it]
  9%|▉         | 314/3333 [09:02<1:25:45,  1.70s/it]
  9%|▉         | 315/3333 [09:04<1:25:48,  1.71s/it]
  9%|▉         | 316/3333 [09:06<1:25:39,  1.70s/it]
 10%|▉         | 317/3333 [09:08<1:26:38,  1.72s/it]
 10%|▉         | 318/3333 [09:09<1:25:34,  1.70s/it]
 10%|▉         | 319/3333 [09:11<1:25:56,  1.71s/it]
 10%|▉         | 320/3333 [09:13<1:25:51,  1.71s/it]
 10%|▉         | 321/3333 [09:14<1:25:38,  1.71s/it]
 10%|▉         | 322/3333 [09:16<1:25:54,  1.71s/it]
 10%|▉         | 323/3333 [09:18<1:26:01,  1.71s/it]
 10%|▉         | 324/3333 [09:19<1:25:14,  1.70s/it]
 10%|▉         | 325/3333 [09:21<1:26:22,  1.72s/it]
 10%|▉         | 326/3333 [09:23<1:25:22,  1.70s/it]
 10%|▉         | 327/3333 [09:25<1:26:55,  1.73s/it]
 10%|▉         | 328/3333 [09:26<1:26:24,  1.73s/it]
 10%|▉         | 329/3333 [09:28<1:25:42,  1.71s/it]
 10%|▉         | 330/3333 [09:30<1:25:59,  1.72s/it]
 10%|▉         | 331/3333 [09:32<1:25:40,  1.71s/it]
 10%|▉         | 332/3333 [09:33<1:26:14,  1.72s/it]
 10%|▉         | 333/3333 [09:35<1:25:45,  1.72s/it]
 10%|█         | 334/3333 [09:37<1:25:57,  1.72s/it]
 10%|█         | 335/3333 [09:38<1:26:05,  1.72s/it]
 10%|█         | 336/3333 [09:40<1:25:47,  1.72s/it]
 10%|█         | 337/3333 [09:42<1:25:03,  1.70s/it]
 10%|█         | 338/3333 [09:44<1:25:26,  1.71s/it]
 10%|█         | 339/3333 [09:45<1:25:49,  1.72s/it]
 10%|█         | 340/3333 [09:47<1:24:47,  1.70s/it]
 10%|█         | 341/3333 [09:49<1:25:41,  1.72s/it]
 10%|█         | 342/3333 [09:50<1:25:11,  1.71s/it]
 10%|█         | 343/3333 [09:52<1:25:27,  1.71s/it]
 10%|█         | 344/3333 [09:54<1:24:57,  1.71s/it]
 10%|█         | 345/3333 [09:56<1:25:24,  1.72s/it]
 10%|█         | 346/3333 [09:57<1:25:04,  1.71s/it]
 10%|█         | 347/3333 [09:59<1:24:57,  1.71s/it]
 10%|█         | 348/3333 [10:01<1:25:11,  1.71s/it]
 10%|█         | 349/3333 [10:02<1:24:52,  1.71s/it]
 11%|█         | 350/3333 [10:04<1:24:49,  1.71s/it]
 11%|█         | 351/3333 [10:06<1:24:53,  1.71s/it]
 11%|█         | 352/3333 [10:07<1:25:02,  1.71s/it]
 11%|█         | 353/3333 [10:09<1:25:27,  1.72s/it]
 11%|█         | 354/3333 [10:11<1:24:33,  1.70s/it]
 11%|█         | 355/3333 [10:13<1:24:52,  1.71s/it]
 11%|█         | 356/3333 [10:14<1:25:49,  1.73s/it]
 11%|█         | 357/3333 [10:16<1:25:44,  1.73s/it]
 11%|█         | 358/3333 [10:18<1:25:23,  1.72s/it]
 11%|█         | 359/3333 [10:20<1:25:03,  1.72s/it]
 11%|█         | 360/3333 [10:21<1:24:18,  1.70s/it]
 11%|█         | 361/3333 [10:23<1:24:31,  1.71s/it]
 11%|█         | 362/3333 [10:25<1:24:43,  1.71s/it]
 11%|█         | 363/3333 [10:26<1:25:32,  1.73s/it]
 11%|█         | 364/3333 [10:28<1:25:15,  1.72s/it]
 11%|█         | 365/3333 [10:30<1:24:55,  1.72s/it]
 11%|█         | 366/3333 [10:32<1:24:46,  1.71s/it]
 11%|█         | 367/3333 [10:33<1:24:12,  1.70s/it]
 11%|█         | 368/3333 [10:35<1:24:43,  1.71s/it]
 11%|█         | 369/3333 [10:37<1:24:59,  1.72s/it]
 11%|█         | 370/3333 [10:38<1:25:05,  1.72s/it]
 11%|█         | 371/3333 [10:40<1:24:16,  1.71s/it]
 11%|█         | 372/3333 [10:42<1:24:19,  1.71s/it]
 11%|█         | 373/3333 [10:43<1:23:48,  1.70s/it]
 11%|█         | 374/3333 [10:45<1:24:24,  1.71s/it]
 11%|█▏        | 375/3333 [10:47<1:24:20,  1.71s/it]
 11%|█▏        | 376/3333 [10:49<1:24:06,  1.71s/it]
 11%|█▏        | 377/3333 [10:50<1:24:07,  1.71s/it]
 11%|█▏        | 378/3333 [10:52<1:23:45,  1.70s/it]
 11%|█▏        | 379/3333 [10:54<1:23:44,  1.70s/it]
 11%|█▏        | 380/3333 [10:55<1:23:52,  1.70s/it]
 11%|█▏        | 381/3333 [10:57<1:24:43,  1.72s/it]
 11%|█▏        | 382/3333 [10:59<1:23:58,  1.71s/it]
 11%|█▏        | 383/3333 [11:01<1:23:40,  1.70s/it]
 12%|█▏        | 384/3333 [11:02<1:24:06,  1.71s/it]
 12%|█▏        | 385/3333 [11:04<1:24:00,  1.71s/it]
 12%|█▏        | 386/3333 [11:06<1:23:55,  1.71s/it]
 12%|█▏        | 387/3333 [11:07<1:24:03,  1.71s/it]
 12%|█▏        | 388/3333 [11:09<1:23:43,  1.71s/it]
 12%|█▏        | 389/3333 [11:11<1:24:01,  1.71s/it]
 12%|█▏        | 390/3333 [11:13<1:23:52,  1.71s/it]
 12%|█▏        | 391/3333 [11:14<1:23:33,  1.70s/it]
 12%|█▏        | 392/3333 [11:16<1:24:06,  1.72s/it]
 12%|█▏        | 393/3333 [11:18<1:23:57,  1.71s/it]
 12%|█▏        | 394/3333 [11:19<1:24:20,  1.72s/it]
 12%|█▏        | 395/3333 [11:21<1:23:38,  1.71s/it]
 12%|█▏        | 396/3333 [11:23<1:24:27,  1.73s/it]
 12%|█▏        | 397/3333 [11:25<1:24:46,  1.73s/it]
 12%|█▏        | 398/3333 [11:26<1:23:31,  1.71s/it]
 12%|█▏        | 399/3333 [11:28<1:24:11,  1.72s/it]
 12%|█▏        | 400/3333 [11:30<1:23:59,  1.72s/it]
 12%|█▏        | 401/3333 [11:31<1:24:24,  1.73s/it]
 12%|█▏        | 402/3333 [11:33<1:23:53,  1.72s/it]
 12%|█▏        | 403/3333 [11:35<1:23:46,  1.72s/it]
 12%|█▏        | 404/3333 [11:37<1:24:22,  1.73s/it]
 12%|█▏        | 405/3333 [11:38<1:24:29,  1.73s/it]
 12%|█▏        | 406/3333 [11:40<1:24:01,  1.72s/it]
 12%|█▏        | 407/3333 [11:42<1:23:34,  1.71s/it]
 12%|█▏        | 408/3333 [11:43<1:23:39,  1.72s/it]
 12%|█▏        | 409/3333 [11:45<1:23:16,  1.71s/it]
 12%|█▏        | 410/3333 [11:47<1:23:24,  1.71s/it]
 12%|█▏        | 411/3333 [11:49<1:23:28,  1.71s/it]
 12%|█▏        | 412/3333 [11:50<1:23:21,  1.71s/it]
 12%|█▏        | 413/3333 [11:52<1:27:45,  1.80s/it]
 12%|█▏        | 414/3333 [11:54<1:27:11,  1.79s/it]
 12%|█▏        | 415/3333 [11:56<1:26:06,  1.77s/it]
 12%|█▏        | 416/3333 [11:58<1:25:27,  1.76s/it]
 13%|█▎        | 417/3333 [11:59<1:24:03,  1.73s/it]
 13%|█▎        | 418/3333 [12:01<1:23:50,  1.73s/it]
 13%|█▎        | 419/3333 [12:03<1:23:43,  1.72s/it]
 13%|█▎        | 420/3333 [12:04<1:23:41,  1.72s/it]
 13%|█▎        | 421/3333 [12:06<1:23:27,  1.72s/it]
 13%|█▎        | 422/3333 [12:08<1:22:43,  1.71s/it]
 13%|█▎        | 423/3333 [12:10<1:23:13,  1.72s/it]
 13%|█▎        | 424/3333 [12:11<1:23:13,  1.72s/it]
 13%|█▎        | 425/3333 [12:13<1:22:38,  1.71s/it]
 13%|█▎        | 426/3333 [12:15<1:23:18,  1.72s/it]
 13%|█▎        | 427/3333 [12:16<1:22:30,  1.70s/it]
 13%|█▎        | 428/3333 [12:18<1:22:59,  1.71s/it]
 13%|█▎        | 429/3333 [12:20<1:22:40,  1.71s/it]
 13%|█▎        | 430/3333 [12:21<1:22:10,  1.70s/it]
 13%|█▎        | 431/3333 [12:23<1:22:19,  1.70s/it]
 13%|█▎        | 432/3333 [12:25<1:22:43,  1.71s/it]
 13%|█▎        | 433/3333 [12:27<1:23:14,  1.72s/it]
 13%|█▎        | 434/3333 [12:28<1:22:53,  1.72s/it]
 13%|█▎        | 435/3333 [12:30<1:22:42,  1.71s/it]
 13%|█▎        | 436/3333 [12:32<1:23:26,  1.73s/it]
 13%|█▎        | 437/3333 [12:33<1:22:39,  1.71s/it]
 13%|█▎        | 438/3333 [12:35<1:22:27,  1.71s/it]
 13%|█▎        | 439/3333 [12:37<1:22:21,  1.71s/it]
 13%|█▎        | 440/3333 [12:39<1:22:41,  1.71s/it]
 13%|█▎        | 441/3333 [12:40<1:22:04,  1.70s/it]
 13%|█▎        | 442/3333 [12:42<1:22:42,  1.72s/it]
 13%|█▎        | 443/3333 [12:44<1:22:40,  1.72s/it]
 13%|█▎        | 444/3333 [12:45<1:21:56,  1.70s/it]
 13%|█▎        | 445/3333 [12:47<1:23:12,  1.73s/it]
 13%|█▎        | 446/3333 [12:49<1:22:47,  1.72s/it]
 13%|█▎        | 447/3333 [12:51<1:21:55,  1.70s/it]
 13%|█▎        | 448/3333 [12:52<1:22:28,  1.72s/it]
 13%|█▎        | 449/3333 [12:54<1:27:32,  1.82s/it]
 14%|█▎        | 450/3333 [12:56<1:25:37,  1.78s/it]
 14%|█▎        | 451/3333 [12:58<1:24:19,  1.76s/it]
 14%|█▎        | 452/3333 [12:59<1:23:45,  1.74s/it]
 14%|█▎        | 453/3333 [13:01<1:23:05,  1.73s/it]
 14%|█▎        | 454/3333 [13:03<1:22:53,  1.73s/it]
 14%|█▎        | 455/3333 [13:05<1:23:06,  1.73s/it]
 14%|█▎        | 456/3333 [13:06<1:23:14,  1.74s/it]
 14%|█▎        | 457/3333 [13:08<1:21:49,  1.71s/it]
 14%|█▎        | 458/3333 [13:10<1:22:17,  1.72s/it]
 14%|█▍        | 459/3333 [13:11<1:22:10,  1.72s/it]
 14%|█▍        | 460/3333 [13:13<1:22:25,  1.72s/it]
 14%|█▍        | 461/3333 [13:15<1:22:47,  1.73s/it]
 14%|█▍        | 462/3333 [13:17<1:22:29,  1.72s/it]
 14%|█▍        | 463/3333 [13:18<1:21:51,  1.71s/it]
 14%|█▍        | 464/3333 [13:20<1:21:48,  1.71s/it]
 14%|█▍        | 465/3333 [13:22<1:21:45,  1.71s/it]
 14%|█▍        | 466/3333 [13:24<1:22:16,  1.72s/it]
 14%|█▍        | 467/3333 [13:25<1:22:03,  1.72s/it]
 14%|█▍        | 468/3333 [13:27<1:22:08,  1.72s/it]
 14%|█▍        | 469/3333 [13:29<1:22:25,  1.73s/it]
 14%|█▍        | 470/3333 [13:30<1:22:54,  1.74s/it]
 14%|█▍        | 471/3333 [13:32<1:21:59,  1.72s/it]
 14%|█▍        | 472/3333 [13:34<1:21:39,  1.71s/it]
 14%|█▍        | 473/3333 [13:36<1:21:42,  1.71s/it]
 14%|█▍        | 474/3333 [13:37<1:21:50,  1.72s/it]
 14%|█▍        | 475/3333 [13:39<1:21:57,  1.72s/it]
 14%|█▍        | 476/3333 [13:41<1:22:05,  1.72s/it]
 14%|█▍        | 477/3333 [13:42<1:21:31,  1.71s/it]
 14%|█▍        | 478/3333 [13:44<1:21:28,  1.71s/it]
 14%|█▍        | 479/3333 [13:46<1:21:38,  1.72s/it]
 14%|█▍        | 480/3333 [13:48<1:21:21,  1.71s/it]
 14%|█▍        | 481/3333 [13:49<1:21:42,  1.72s/it]
 14%|█▍        | 482/3333 [13:51<1:21:15,  1.71s/it]
 14%|█▍        | 483/3333 [13:53<1:21:00,  1.71s/it]
 15%|█▍        | 484/3333 [13:54<1:21:41,  1.72s/it]
 15%|█▍        | 485/3333 [13:56<1:20:55,  1.70s/it]
 15%|█▍        | 486/3333 [13:58<1:21:00,  1.71s/it]
 15%|█▍        | 487/3333 [14:00<1:21:42,  1.72s/it]
 15%|█▍        | 488/3333 [14:01<1:21:23,  1.72s/it]
 15%|█▍        | 489/3333 [14:03<1:20:47,  1.70s/it]
 15%|█▍        | 490/3333 [14:05<1:21:07,  1.71s/it]
 15%|█▍        | 491/3333 [14:06<1:20:54,  1.71s/it]
 15%|█▍        | 492/3333 [14:08<1:21:13,  1.72s/it]
 15%|█▍        | 493/3333 [14:10<1:21:53,  1.73s/it]
 15%|█▍        | 494/3333 [14:12<1:21:11,  1.72s/it]
 15%|█▍        | 495/3333 [14:13<1:21:43,  1.73s/it]
 15%|█▍        | 496/3333 [14:15<1:22:31,  1.75s/it]
 15%|█▍        | 497/3333 [14:17<1:22:19,  1.74s/it]
 15%|█▍        | 498/3333 [14:19<1:21:12,  1.72s/it]
 15%|█▍        | 499/3333 [14:20<1:21:11,  1.72s/it]
 15%|█▌        | 500/3333 [14:22<1:20:48,  1.71s/it]
                                                    
{'loss': 3.7031, 'learning_rate': 2.5499549954995502e-05, 'epoch': 0.45}
+
 15%|█▌        | 500/3333 [14:22<1:20:48,  1.71s/it]
 15%|█▌        | 501/3333 [14:24<1:21:02,  1.72s/it]
 15%|█▌        | 502/3333 [14:25<1:20:18,  1.70s/it]
 15%|█▌        | 503/3333 [14:27<1:20:48,  1.71s/it]
 15%|█▌        | 504/3333 [14:29<1:20:04,  1.70s/it]
 15%|█▌        | 505/3333 [14:30<1:20:59,  1.72s/it]
 15%|█▌        | 506/3333 [14:32<1:20:09,  1.70s/it]
 15%|█▌        | 507/3333 [14:34<1:21:03,  1.72s/it]
 15%|█▌        | 508/3333 [14:36<1:20:21,  1.71s/it]
 15%|█▌        | 509/3333 [14:37<1:20:02,  1.70s/it]
 15%|█▌        | 510/3333 [14:39<1:20:31,  1.71s/it]
 15%|█▌        | 511/3333 [14:41<1:20:18,  1.71s/it]
 15%|█▌        | 512/3333 [14:42<1:20:28,  1.71s/it]
 15%|█▌        | 513/3333 [14:44<1:20:24,  1.71s/it]
 15%|█▌        | 514/3333 [14:46<1:20:27,  1.71s/it]
 15%|█▌        | 515/3333 [14:48<1:20:13,  1.71s/it]
 15%|█▌        | 516/3333 [14:49<1:20:14,  1.71s/it]
 16%|█▌        | 517/3333 [14:51<1:20:08,  1.71s/it]
 16%|█▌        | 518/3333 [14:53<1:20:20,  1.71s/it]
 16%|█▌        | 519/3333 [14:54<1:20:02,  1.71s/it]
 16%|█▌        | 520/3333 [14:56<1:19:50,  1.70s/it]
 16%|█▌        | 521/3333 [14:58<1:19:49,  1.70s/it]
 16%|█▌        | 522/3333 [14:59<1:19:42,  1.70s/it]
 16%|█▌        | 523/3333 [15:01<1:19:47,  1.70s/it]
 16%|█▌        | 524/3333 [15:03<1:20:17,  1.71s/it]
 16%|█▌        | 525/3333 [15:05<1:20:38,  1.72s/it]
 16%|█▌        | 526/3333 [15:06<1:19:54,  1.71s/it]
 16%|█▌        | 527/3333 [15:08<1:20:09,  1.71s/it]
 16%|█▌        | 528/3333 [15:10<1:20:03,  1.71s/it]
 16%|█▌        | 529/3333 [15:12<1:20:36,  1.72s/it]
 16%|█▌        | 530/3333 [15:13<1:20:33,  1.72s/it]
 16%|█▌        | 531/3333 [15:15<1:19:47,  1.71s/it]
 16%|█▌        | 532/3333 [15:17<1:19:59,  1.71s/it]
 16%|█▌        | 533/3333 [15:18<1:20:05,  1.72s/it]
 16%|█▌        | 534/3333 [15:20<1:19:47,  1.71s/it]
 16%|█▌        | 535/3333 [15:22<1:20:03,  1.72s/it]
 16%|█▌        | 536/3333 [15:24<1:20:26,  1.73s/it]
 16%|█▌        | 537/3333 [15:25<1:19:54,  1.71s/it]
 16%|█▌        | 538/3333 [15:27<1:20:09,  1.72s/it]
 16%|█▌        | 539/3333 [15:29<1:19:44,  1.71s/it]
 16%|█▌        | 540/3333 [15:30<1:20:10,  1.72s/it]
 16%|█▌        | 541/3333 [15:32<1:19:46,  1.71s/it]
 16%|█▋        | 542/3333 [15:34<1:19:59,  1.72s/it]
 16%|█▋        | 543/3333 [15:36<1:19:54,  1.72s/it]
 16%|█▋        | 544/3333 [15:37<1:19:36,  1.71s/it]
 16%|█▋        | 545/3333 [15:39<1:19:03,  1.70s/it]
 16%|█▋        | 546/3333 [15:41<1:19:20,  1.71s/it]
 16%|█▋        | 547/3333 [15:42<1:19:51,  1.72s/it]
 16%|█▋        | 548/3333 [15:44<1:19:47,  1.72s/it]
 16%|█▋        | 549/3333 [15:46<1:20:10,  1.73s/it]
 17%|█▋        | 550/3333 [15:48<1:19:06,  1.71s/it]
 17%|█▋        | 551/3333 [15:49<1:19:05,  1.71s/it]
 17%|█▋        | 552/3333 [15:51<1:19:33,  1.72s/it]
 17%|█▋        | 553/3333 [15:53<1:19:04,  1.71s/it]
 17%|█▋        | 554/3333 [15:54<1:18:53,  1.70s/it]
 17%|█▋        | 555/3333 [15:56<1:19:08,  1.71s/it]
 17%|█▋        | 556/3333 [15:58<1:19:42,  1.72s/it]
 17%|█▋        | 557/3333 [16:00<1:19:36,  1.72s/it]
 17%|█▋        | 558/3333 [16:01<1:19:07,  1.71s/it]
 17%|█▋        | 559/3333 [16:03<1:19:25,  1.72s/it]
 17%|█▋        | 560/3333 [16:05<1:18:57,  1.71s/it]
 17%|█▋        | 561/3333 [16:06<1:17:40,  1.68s/it]
 17%|█▋        | 562/3333 [16:08<1:18:59,  1.71s/it]
 17%|█▋        | 563/3333 [16:10<1:18:29,  1.70s/it]
 17%|█▋        | 564/3333 [16:11<1:18:47,  1.71s/it]
 17%|█▋        | 565/3333 [16:13<1:19:05,  1.71s/it]
 17%|█▋        | 566/3333 [16:15<1:18:52,  1.71s/it]
 17%|█▋        | 567/3333 [16:17<1:18:55,  1.71s/it]
 17%|█▋        | 568/3333 [16:18<1:18:40,  1.71s/it]
 17%|█▋        | 569/3333 [16:20<1:19:32,  1.73s/it]
 17%|█▋        | 570/3333 [16:22<1:18:42,  1.71s/it]
 17%|█▋        | 571/3333 [16:23<1:18:24,  1.70s/it]
 17%|█▋        | 572/3333 [16:25<1:18:44,  1.71s/it]
 17%|█▋        | 573/3333 [16:27<1:18:44,  1.71s/it]
 17%|█▋        | 574/3333 [16:29<1:18:47,  1.71s/it]
 17%|█▋        | 575/3333 [16:30<1:18:49,  1.71s/it]
 17%|█▋        | 576/3333 [16:32<1:18:11,  1.70s/it]
 17%|█▋        | 577/3333 [16:34<1:18:24,  1.71s/it]
 17%|█▋        | 578/3333 [16:35<1:18:37,  1.71s/it]
 17%|█▋        | 579/3333 [16:37<1:18:29,  1.71s/it]
 17%|█▋        | 580/3333 [16:39<1:18:24,  1.71s/it]
 17%|█▋        | 581/3333 [16:41<1:18:19,  1.71s/it]
 17%|█▋        | 582/3333 [16:42<1:18:04,  1.70s/it]
 17%|█▋        | 583/3333 [16:44<1:18:17,  1.71s/it]
 18%|█▊        | 584/3333 [16:46<1:18:47,  1.72s/it]
 18%|█▊        | 585/3333 [16:47<1:18:06,  1.71s/it]
 18%|█▊        | 586/3333 [16:49<1:18:06,  1.71s/it]
 18%|█▊        | 587/3333 [16:51<1:18:42,  1.72s/it]
 18%|█▊        | 588/3333 [16:53<1:18:15,  1.71s/it]
 18%|█▊        | 589/3333 [16:54<1:18:05,  1.71s/it]
 18%|█▊        | 590/3333 [16:56<1:18:20,  1.71s/it]
 18%|█▊        | 591/3333 [16:58<1:17:38,  1.70s/it]
 18%|█▊        | 592/3333 [16:59<1:18:08,  1.71s/it]
 18%|█▊        | 593/3333 [17:01<1:17:58,  1.71s/it]
 18%|█▊        | 594/3333 [17:03<1:17:53,  1.71s/it]
 18%|█▊        | 595/3333 [17:04<1:18:26,  1.72s/it]
 18%|█▊        | 596/3333 [17:06<1:17:57,  1.71s/it]
 18%|█▊        | 597/3333 [17:08<1:18:00,  1.71s/it]
 18%|█▊        | 598/3333 [17:10<1:17:33,  1.70s/it]
 18%|█▊        | 599/3333 [17:11<1:18:02,  1.71s/it]
 18%|█▊        | 600/3333 [17:13<1:18:23,  1.72s/it]
 18%|█▊        | 601/3333 [17:15<1:17:59,  1.71s/it]
 18%|█▊        | 602/3333 [17:16<1:18:02,  1.71s/it]
 18%|█▊        | 603/3333 [17:18<1:17:43,  1.71s/it]
 18%|█▊        | 604/3333 [17:20<1:18:18,  1.72s/it]
 18%|█▊        | 605/3333 [17:22<1:18:13,  1.72s/it]
 18%|█▊        | 606/3333 [17:23<1:18:03,  1.72s/it]
 18%|█▊        | 607/3333 [17:25<1:18:19,  1.72s/it]
 18%|█▊        | 608/3333 [17:27<1:18:13,  1.72s/it]
 18%|█▊        | 609/3333 [17:28<1:17:41,  1.71s/it]
 18%|█▊        | 610/3333 [17:30<1:18:03,  1.72s/it]
 18%|█▊        | 611/3333 [17:32<1:17:54,  1.72s/it]
 18%|█▊        | 612/3333 [17:34<1:17:48,  1.72s/it]
 18%|█▊        | 613/3333 [17:35<1:17:33,  1.71s/it]
 18%|█▊        | 614/3333 [17:37<1:17:21,  1.71s/it]
 18%|█▊        | 615/3333 [17:39<1:17:22,  1.71s/it]
 18%|█▊        | 616/3333 [17:40<1:17:50,  1.72s/it]
 19%|█▊        | 617/3333 [17:42<1:17:48,  1.72s/it]
 19%|█▊        | 618/3333 [17:44<1:17:51,  1.72s/it]
 19%|█▊        | 619/3333 [17:46<1:18:03,  1.73s/it]
 19%|█▊        | 620/3333 [17:47<1:17:31,  1.71s/it]
 19%|█▊        | 621/3333 [17:49<1:17:39,  1.72s/it]
 19%|█▊        | 622/3333 [17:51<1:18:06,  1.73s/it]
 19%|█▊        | 623/3333 [17:53<1:17:54,  1.73s/it]
 19%|█▊        | 624/3333 [17:54<1:17:00,  1.71s/it]
 19%|█▉        | 625/3333 [17:56<1:17:54,  1.73s/it]
 19%|█▉        | 626/3333 [17:58<1:16:54,  1.70s/it]
 19%|█▉        | 627/3333 [17:59<1:17:48,  1.73s/it]
 19%|█▉        | 628/3333 [18:01<1:17:33,  1.72s/it]
 19%|█▉        | 629/3333 [18:03<1:17:01,  1.71s/it]
 19%|█▉        | 630/3333 [18:05<1:17:02,  1.71s/it]
 19%|█▉        | 631/3333 [18:06<1:18:02,  1.73s/it]
 19%|█▉        | 632/3333 [18:08<1:16:49,  1.71s/it]
 19%|█▉        | 633/3333 [18:10<1:17:30,  1.72s/it]
 19%|█▉        | 634/3333 [18:11<1:16:59,  1.71s/it]
 19%|█▉        | 635/3333 [18:13<1:17:12,  1.72s/it]
 19%|█▉        | 636/3333 [18:15<1:17:00,  1.71s/it]
 19%|█▉        | 637/3333 [18:17<1:16:34,  1.70s/it]
 19%|█▉        | 638/3333 [18:18<1:17:47,  1.73s/it]
 19%|█▉        | 639/3333 [18:20<1:16:47,  1.71s/it]
 19%|█▉        | 640/3333 [18:22<1:17:15,  1.72s/it]
 19%|█▉        | 641/3333 [18:23<1:16:52,  1.71s/it]
 19%|█▉        | 642/3333 [18:25<1:16:24,  1.70s/it]
 19%|█▉        | 643/3333 [18:27<1:17:11,  1.72s/it]
 19%|█▉        | 644/3333 [18:29<1:16:11,  1.70s/it]
 19%|█▉        | 645/3333 [18:30<1:17:07,  1.72s/it]
 19%|█▉        | 646/3333 [18:32<1:16:38,  1.71s/it]
 19%|█▉        | 647/3333 [18:34<1:16:43,  1.71s/it]
 19%|█▉        | 648/3333 [18:35<1:17:06,  1.72s/it]
 19%|█▉        | 649/3333 [18:37<1:16:47,  1.72s/it]
 20%|█▉        | 650/3333 [18:39<1:16:48,  1.72s/it]
 20%|█▉        | 651/3333 [18:41<1:17:17,  1.73s/it]
 20%|█▉        | 652/3333 [18:42<1:17:53,  1.74s/it]
 20%|█▉        | 653/3333 [18:44<1:17:41,  1.74s/it]
 20%|█▉        | 654/3333 [18:46<1:16:55,  1.72s/it]
 20%|█▉        | 655/3333 [18:48<1:16:35,  1.72s/it]
 20%|█▉        | 656/3333 [18:49<1:16:25,  1.71s/it]
 20%|█▉        | 657/3333 [18:51<1:16:24,  1.71s/it]
 20%|█▉        | 658/3333 [18:53<1:15:35,  1.70s/it]
 20%|█▉        | 659/3333 [18:54<1:16:20,  1.71s/it]
 20%|█▉        | 660/3333 [18:56<1:16:28,  1.72s/it]
 20%|█▉        | 661/3333 [18:58<1:16:53,  1.73s/it]
 20%|█▉        | 662/3333 [19:00<1:16:41,  1.72s/it]
 20%|█▉        | 663/3333 [19:01<1:16:02,  1.71s/it]
 20%|█▉        | 664/3333 [19:03<1:16:13,  1.71s/it]
 20%|█▉        | 665/3333 [19:05<1:15:50,  1.71s/it]
 20%|█▉        | 666/3333 [19:06<1:15:43,  1.70s/it]
 20%|██        | 667/3333 [19:08<1:16:29,  1.72s/it]
 20%|██        | 668/3333 [19:10<1:15:47,  1.71s/it]
 20%|██        | 669/3333 [19:11<1:15:51,  1.71s/it]
 20%|██        | 670/3333 [19:13<1:16:36,  1.73s/it]
 20%|██        | 671/3333 [19:15<1:16:47,  1.73s/it]
 20%|██        | 672/3333 [19:17<1:17:03,  1.74s/it]
 20%|██        | 673/3333 [19:18<1:16:51,  1.73s/it]
 20%|██        | 674/3333 [19:20<1:16:26,  1.73s/it]
 20%|██        | 675/3333 [19:22<1:15:41,  1.71s/it]
 20%|██        | 676/3333 [19:24<1:16:07,  1.72s/it]
 20%|██        | 677/3333 [19:25<1:15:44,  1.71s/it]
 20%|██        | 678/3333 [19:27<1:15:37,  1.71s/it]
 20%|██        | 679/3333 [19:29<1:16:42,  1.73s/it]
 20%|██        | 680/3333 [19:30<1:15:56,  1.72s/it]
 20%|██        | 681/3333 [19:32<1:16:30,  1.73s/it]
 20%|██        | 682/3333 [19:34<1:16:08,  1.72s/it]
 20%|██        | 683/3333 [19:36<1:15:38,  1.71s/it]
 21%|██        | 684/3333 [19:37<1:16:03,  1.72s/it]
 21%|██        | 685/3333 [19:39<1:15:39,  1.71s/it]
 21%|██        | 686/3333 [19:41<1:15:15,  1.71s/it]
 21%|██        | 687/3333 [19:42<1:15:29,  1.71s/it]
 21%|██        | 688/3333 [19:44<1:15:52,  1.72s/it]
 21%|██        | 689/3333 [19:46<1:15:34,  1.72s/it]
 21%|██        | 690/3333 [19:48<1:15:38,  1.72s/it]
 21%|██        | 691/3333 [19:49<1:15:20,  1.71s/it]
 21%|██        | 692/3333 [19:51<1:15:09,  1.71s/it]
 21%|██        | 693/3333 [19:53<1:14:54,  1.70s/it]
 21%|██        | 694/3333 [19:54<1:15:19,  1.71s/it]
 21%|██        | 695/3333 [19:56<1:15:13,  1.71s/it]
 21%|██        | 696/3333 [19:58<1:14:56,  1.70s/it]
 21%|██        | 697/3333 [20:00<1:14:52,  1.70s/it]
 21%|██        | 698/3333 [20:01<1:14:49,  1.70s/it]
 21%|██        | 699/3333 [20:03<1:14:58,  1.71s/it]
 21%|██        | 700/3333 [20:05<1:15:42,  1.73s/it]
 21%|██        | 701/3333 [20:06<1:15:20,  1.72s/it]
 21%|██        | 702/3333 [20:08<1:15:37,  1.72s/it]
 21%|██        | 703/3333 [20:10<1:15:22,  1.72s/it]
 21%|██        | 704/3333 [20:12<1:14:49,  1.71s/it]
 21%|██        | 705/3333 [20:13<1:14:36,  1.70s/it]
 21%|██        | 706/3333 [20:15<1:14:40,  1.71s/it]
 21%|██        | 707/3333 [20:17<1:14:47,  1.71s/it]
 21%|██        | 708/3333 [20:18<1:14:26,  1.70s/it]
 21%|██▏       | 709/3333 [20:20<1:14:39,  1.71s/it]
 21%|██▏       | 710/3333 [20:22<1:14:16,  1.70s/it]
 21%|██▏       | 711/3333 [20:23<1:14:42,  1.71s/it]
 21%|██▏       | 712/3333 [20:25<1:14:43,  1.71s/it]
 21%|██▏       | 713/3333 [20:27<1:14:46,  1.71s/it]
 21%|██▏       | 714/3333 [20:29<1:14:15,  1.70s/it]
 21%|██▏       | 715/3333 [20:30<1:14:16,  1.70s/it]
 21%|██▏       | 716/3333 [20:32<1:15:15,  1.73s/it]
 22%|██▏       | 717/3333 [20:34<1:15:31,  1.73s/it]
 22%|██▏       | 718/3333 [20:35<1:14:44,  1.71s/it]
 22%|██▏       | 719/3333 [20:37<1:14:49,  1.72s/it]
 22%|██▏       | 720/3333 [20:39<1:14:45,  1.72s/it]
 22%|██▏       | 721/3333 [20:41<1:14:33,  1.71s/it]
 22%|██▏       | 722/3333 [20:42<1:14:29,  1.71s/it]
 22%|██▏       | 723/3333 [20:44<1:14:43,  1.72s/it]
 22%|██▏       | 724/3333 [20:46<1:14:06,  1.70s/it]
 22%|██▏       | 725/3333 [20:47<1:14:34,  1.72s/it]
 22%|██▏       | 726/3333 [20:49<1:14:19,  1.71s/it]
 22%|██▏       | 727/3333 [20:51<1:14:11,  1.71s/it]
 22%|██▏       | 728/3333 [20:53<1:14:10,  1.71s/it]
 22%|██▏       | 729/3333 [20:54<1:14:10,  1.71s/it]
 22%|██▏       | 730/3333 [20:56<1:13:41,  1.70s/it]
 22%|██▏       | 731/3333 [20:58<1:14:11,  1.71s/it]
 22%|██▏       | 732/3333 [20:59<1:14:04,  1.71s/it]
 22%|██▏       | 733/3333 [21:01<1:13:43,  1.70s/it]
 22%|██▏       | 734/3333 [21:03<1:13:51,  1.71s/it]
 22%|██▏       | 735/3333 [21:05<1:14:15,  1.71s/it]
 22%|██▏       | 736/3333 [21:06<1:13:47,  1.70s/it]
 22%|██▏       | 737/3333 [21:08<1:13:19,  1.69s/it]
 22%|██▏       | 738/3333 [21:10<1:14:07,  1.71s/it]
 22%|██▏       | 739/3333 [21:11<1:14:17,  1.72s/it]
 22%|██▏       | 740/3333 [21:13<1:14:06,  1.71s/it]
 22%|██▏       | 741/3333 [21:15<1:13:43,  1.71s/it]
 22%|██▏       | 742/3333 [21:17<1:13:43,  1.71s/it]
 22%|██▏       | 743/3333 [21:18<1:14:02,  1.72s/it]
 22%|██▏       | 744/3333 [21:20<1:13:34,  1.70s/it]
 22%|██▏       | 745/3333 [21:22<1:13:57,  1.71s/it]
 22%|██▏       | 746/3333 [21:23<1:14:06,  1.72s/it]
 22%|██▏       | 747/3333 [21:25<1:13:57,  1.72s/it]
 22%|██▏       | 748/3333 [21:27<1:14:37,  1.73s/it]
 22%|██▏       | 749/3333 [21:29<1:14:36,  1.73s/it]
 23%|██▎       | 750/3333 [21:30<1:13:28,  1.71s/it]
 23%|██▎       | 751/3333 [21:32<1:13:51,  1.72s/it]
 23%|██▎       | 752/3333 [21:34<1:13:24,  1.71s/it]
 23%|██▎       | 753/3333 [21:35<1:14:07,  1.72s/it]
 23%|██▎       | 754/3333 [21:37<1:13:43,  1.72s/it]
 23%|██▎       | 755/3333 [21:39<1:13:53,  1.72s/it]
 23%|██▎       | 756/3333 [21:41<1:13:12,  1.70s/it]
 23%|██▎       | 757/3333 [21:42<1:14:00,  1.72s/it]
 23%|██▎       | 758/3333 [21:44<1:13:39,  1.72s/it]
 23%|██▎       | 759/3333 [21:46<1:13:36,  1.72s/it]
 23%|██▎       | 760/3333 [21:47<1:13:10,  1.71s/it]
 23%|██▎       | 761/3333 [21:49<1:13:23,  1.71s/it]
 23%|██▎       | 762/3333 [21:51<1:13:47,  1.72s/it]
 23%|██▎       | 763/3333 [21:53<1:13:13,  1.71s/it]
 23%|██▎       | 764/3333 [21:54<1:13:21,  1.71s/it]
 23%|██▎       | 765/3333 [21:56<1:13:03,  1.71s/it]
 23%|██▎       | 766/3333 [21:58<1:13:31,  1.72s/it]
 23%|██▎       | 767/3333 [21:59<1:13:31,  1.72s/it]
 23%|██▎       | 768/3333 [22:01<1:12:45,  1.70s/it]
 23%|██▎       | 769/3333 [22:03<1:13:28,  1.72s/it]
 23%|██▎       | 770/3333 [22:05<1:12:55,  1.71s/it]
 23%|██▎       | 771/3333 [22:06<1:12:35,  1.70s/it]
 23%|██▎       | 772/3333 [22:08<1:13:22,  1.72s/it]
 23%|██▎       | 773/3333 [22:10<1:12:49,  1.71s/it]
 23%|██▎       | 774/3333 [22:11<1:13:41,  1.73s/it]
 23%|██▎       | 775/3333 [22:13<1:13:00,  1.71s/it]
 23%|██▎       | 776/3333 [22:15<1:13:02,  1.71s/it]
 23%|██▎       | 777/3333 [22:17<1:13:32,  1.73s/it]
 23%|██▎       | 778/3333 [22:18<1:13:32,  1.73s/it]
 23%|██▎       | 779/3333 [22:20<1:14:08,  1.74s/it]
 23%|██▎       | 780/3333 [22:22<1:13:21,  1.72s/it]
 23%|██▎       | 781/3333 [22:23<1:13:15,  1.72s/it]
 23%|██▎       | 782/3333 [22:25<1:12:46,  1.71s/it]
 23%|██▎       | 783/3333 [22:27<1:12:25,  1.70s/it]
 24%|██▎       | 784/3333 [22:29<1:13:11,  1.72s/it]
 24%|██▎       | 785/3333 [22:30<1:12:44,  1.71s/it]
 24%|██▎       | 786/3333 [22:32<1:12:31,  1.71s/it]
 24%|██▎       | 787/3333 [22:34<1:12:26,  1.71s/it]
 24%|██▎       | 788/3333 [22:35<1:12:16,  1.70s/it]
 24%|██▎       | 789/3333 [22:37<1:11:59,  1.70s/it]
 24%|██▎       | 790/3333 [22:39<1:11:46,  1.69s/it]
 24%|██▎       | 791/3333 [22:41<1:12:56,  1.72s/it]
 24%|██▍       | 792/3333 [22:42<1:12:53,  1.72s/it]
 24%|██▍       | 793/3333 [22:44<1:12:50,  1.72s/it]
 24%|██▍       | 794/3333 [22:46<1:12:05,  1.70s/it]
 24%|██▍       | 795/3333 [22:47<1:12:32,  1.72s/it]
 24%|██▍       | 796/3333 [22:49<1:12:02,  1.70s/it]
 24%|██▍       | 797/3333 [22:51<1:12:00,  1.70s/it]
 24%|██▍       | 798/3333 [22:53<1:12:05,  1.71s/it]
 24%|██▍       | 799/3333 [22:54<1:11:56,  1.70s/it]
 24%|██▍       | 800/3333 [22:56<1:12:05,  1.71s/it]
 24%|██▍       | 801/3333 [22:58<1:12:10,  1.71s/it]
 24%|██▍       | 802/3333 [22:59<1:12:42,  1.72s/it]
 24%|██▍       | 803/3333 [23:01<1:12:29,  1.72s/it]
 24%|██▍       | 804/3333 [23:03<1:12:41,  1.72s/it]
 24%|██▍       | 805/3333 [23:05<1:12:34,  1.72s/it]
 24%|██▍       | 806/3333 [23:06<1:12:04,  1.71s/it]
 24%|██▍       | 807/3333 [23:08<1:12:20,  1.72s/it]
 24%|██▍       | 808/3333 [23:10<1:11:51,  1.71s/it]
 24%|██▍       | 809/3333 [23:11<1:11:51,  1.71s/it]
 24%|██▍       | 810/3333 [23:13<1:12:40,  1.73s/it]
 24%|██▍       | 811/3333 [23:15<1:12:28,  1.72s/it]
 24%|██▍       | 812/3333 [23:17<1:12:25,  1.72s/it]
 24%|██▍       | 813/3333 [23:18<1:12:25,  1.72s/it]
 24%|██▍       | 814/3333 [23:20<1:12:04,  1.72s/it]
 24%|██▍       | 815/3333 [23:22<1:11:41,  1.71s/it]
 24%|██▍       | 816/3333 [23:23<1:11:25,  1.70s/it]
 25%|██▍       | 817/3333 [23:25<1:10:57,  1.69s/it]
 25%|██▍       | 818/3333 [23:27<1:11:30,  1.71s/it]
 25%|██▍       | 819/3333 [23:28<1:11:29,  1.71s/it]
 25%|██▍       | 820/3333 [23:30<1:11:28,  1.71s/it]
 25%|██▍       | 821/3333 [23:32<1:11:50,  1.72s/it]
 25%|██▍       | 822/3333 [23:34<1:11:19,  1.70s/it]
 25%|██▍       | 823/3333 [23:35<1:11:17,  1.70s/it]
 25%|██▍       | 824/3333 [23:37<1:11:45,  1.72s/it]
 25%|██▍       | 825/3333 [23:39<1:11:16,  1.71s/it]
 25%|██▍       | 826/3333 [23:40<1:11:49,  1.72s/it]
 25%|██▍       | 827/3333 [23:42<1:11:13,  1.71s/it]
 25%|██▍       | 828/3333 [23:44<1:11:36,  1.72s/it]
 25%|██▍       | 829/3333 [23:46<1:11:27,  1.71s/it]
 25%|██▍       | 830/3333 [23:47<1:11:29,  1.71s/it]
 25%|██▍       | 831/3333 [23:49<1:11:32,  1.72s/it]
 25%|██▍       | 832/3333 [23:51<1:11:12,  1.71s/it]
 25%|██▍       | 833/3333 [23:52<1:11:17,  1.71s/it]
 25%|██▌       | 834/3333 [23:54<1:11:26,  1.72s/it]
 25%|██▌       | 835/3333 [23:56<1:11:02,  1.71s/it]
 25%|██▌       | 836/3333 [23:58<1:10:33,  1.70s/it]
 25%|██▌       | 837/3333 [23:59<1:10:42,  1.70s/it]
 25%|██▌       | 838/3333 [24:01<1:11:08,  1.71s/it]
 25%|██▌       | 839/3333 [24:03<1:10:57,  1.71s/it]
 25%|██▌       | 840/3333 [24:04<1:11:11,  1.71s/it]
 25%|██▌       | 841/3333 [24:06<1:11:11,  1.71s/it]
 25%|██▌       | 842/3333 [24:08<1:10:57,  1.71s/it]
 25%|██▌       | 843/3333 [24:10<1:11:06,  1.71s/it]
 25%|██▌       | 844/3333 [24:11<1:10:57,  1.71s/it]
 25%|██▌       | 845/3333 [24:13<1:11:08,  1.72s/it]
 25%|██▌       | 846/3333 [24:15<1:11:21,  1.72s/it]
 25%|██▌       | 847/3333 [24:16<1:10:55,  1.71s/it]
 25%|██▌       | 848/3333 [24:18<1:11:16,  1.72s/it]
 25%|██▌       | 849/3333 [24:20<1:10:54,  1.71s/it]
 26%|██▌       | 850/3333 [24:22<1:11:14,  1.72s/it]
 26%|██▌       | 851/3333 [24:23<1:10:54,  1.71s/it]
 26%|██▌       | 852/3333 [24:25<1:11:07,  1.72s/it]
 26%|██▌       | 853/3333 [24:27<1:10:59,  1.72s/it]
 26%|██▌       | 854/3333 [24:28<1:11:01,  1.72s/it]
 26%|██▌       | 855/3333 [24:30<1:11:26,  1.73s/it]
 26%|██▌       | 856/3333 [24:32<1:11:08,  1.72s/it]
 26%|██▌       | 857/3333 [24:34<1:10:24,  1.71s/it]
 26%|██▌       | 858/3333 [24:35<1:10:44,  1.71s/it]
 26%|██▌       | 859/3333 [24:37<1:10:15,  1.70s/it]
 26%|██▌       | 860/3333 [24:39<1:10:31,  1.71s/it]
 26%|██▌       | 861/3333 [24:40<1:10:22,  1.71s/it]
 26%|██▌       | 862/3333 [24:42<1:09:59,  1.70s/it]
 26%|██▌       | 863/3333 [24:44<1:10:17,  1.71s/it]
 26%|██▌       | 864/3333 [24:46<1:10:46,  1.72s/it]
 26%|██▌       | 865/3333 [24:47<1:10:35,  1.72s/it]
 26%|██▌       | 866/3333 [24:49<1:10:13,  1.71s/it]
 26%|██▌       | 867/3333 [24:51<1:10:19,  1.71s/it]
 26%|██▌       | 868/3333 [24:52<1:11:05,  1.73s/it]
 26%|██▌       | 869/3333 [24:54<1:14:22,  1.81s/it]
 26%|██▌       | 870/3333 [24:56<1:16:21,  1.86s/it]
 26%|██▌       | 871/3333 [24:58<1:14:48,  1.82s/it]
 26%|██▌       | 872/3333 [25:00<1:13:01,  1.78s/it]
 26%|██▌       | 873/3333 [25:02<1:12:22,  1.77s/it]
 26%|██▌       | 874/3333 [25:03<1:11:40,  1.75s/it]
 26%|██▋       | 875/3333 [25:05<1:11:37,  1.75s/it]
 26%|██▋       | 876/3333 [25:07<1:10:46,  1.73s/it]
 26%|██▋       | 877/3333 [25:08<1:10:53,  1.73s/it]
 26%|██▋       | 878/3333 [25:10<1:10:20,  1.72s/it]
 26%|██▋       | 879/3333 [25:12<1:10:14,  1.72s/it]
 26%|██▋       | 880/3333 [25:14<1:10:25,  1.72s/it]
 26%|██▋       | 881/3333 [25:15<1:10:53,  1.73s/it]
 26%|██▋       | 882/3333 [25:17<1:10:16,  1.72s/it]
 26%|██▋       | 883/3333 [25:19<1:10:05,  1.72s/it]
 27%|██▋       | 884/3333 [25:20<1:09:39,  1.71s/it]
 27%|██▋       | 885/3333 [25:22<1:09:20,  1.70s/it]
 27%|██▋       | 886/3333 [25:24<1:09:54,  1.71s/it]
 27%|██▋       | 887/3333 [25:26<1:10:08,  1.72s/it]
 27%|██▋       | 888/3333 [25:27<1:10:18,  1.73s/it]
 27%|██▋       | 889/3333 [25:29<1:09:33,  1.71s/it]
 27%|██▋       | 890/3333 [25:31<1:09:17,  1.70s/it]
 27%|██▋       | 891/3333 [25:32<1:09:44,  1.71s/it]
 27%|██▋       | 892/3333 [25:34<1:09:38,  1.71s/it]
 27%|██▋       | 893/3333 [25:36<1:09:33,  1.71s/it]
 27%|██▋       | 894/3333 [25:38<1:09:41,  1.71s/it]
 27%|██▋       | 895/3333 [25:39<1:09:19,  1.71s/it]
 27%|██▋       | 896/3333 [25:41<1:09:17,  1.71s/it]
 27%|██▋       | 897/3333 [25:43<1:09:32,  1.71s/it]
 27%|██▋       | 898/3333 [25:44<1:09:03,  1.70s/it]
 27%|██▋       | 899/3333 [25:46<1:09:16,  1.71s/it]
 27%|██▋       | 900/3333 [25:48<1:10:02,  1.73s/it]
 27%|██▋       | 901/3333 [25:50<1:09:55,  1.73s/it]
 27%|██▋       | 902/3333 [25:51<1:09:41,  1.72s/it]
 27%|██▋       | 903/3333 [25:53<1:09:27,  1.71s/it]
 27%|██▋       | 904/3333 [25:55<1:09:24,  1.71s/it]
 27%|██▋       | 905/3333 [25:56<1:09:23,  1.71s/it]
 27%|██▋       | 906/3333 [25:58<1:09:27,  1.72s/it]
 27%|██▋       | 907/3333 [26:00<1:08:47,  1.70s/it]
 27%|██▋       | 908/3333 [26:02<1:09:14,  1.71s/it]
 27%|██▋       | 909/3333 [26:03<1:09:21,  1.72s/it]
 27%|██▋       | 910/3333 [26:05<1:09:18,  1.72s/it]
 27%|██▋       | 911/3333 [26:07<1:09:47,  1.73s/it]
 27%|██▋       | 912/3333 [26:09<1:09:59,  1.73s/it]
 27%|██▋       | 913/3333 [26:10<1:09:49,  1.73s/it]
 27%|██▋       | 914/3333 [26:12<1:09:23,  1.72s/it]
 27%|██▋       | 915/3333 [26:14<1:09:39,  1.73s/it]
 27%|██▋       | 916/3333 [26:15<1:09:07,  1.72s/it]
 28%|██▊       | 917/3333 [26:17<1:09:01,  1.71s/it]
 28%|██▊       | 918/3333 [26:19<1:08:57,  1.71s/it]
 28%|██▊       | 919/3333 [26:21<1:09:12,  1.72s/it]
 28%|██▊       | 920/3333 [26:22<1:08:53,  1.71s/it]
 28%|██▊       | 921/3333 [26:24<1:09:04,  1.72s/it]
 28%|██▊       | 922/3333 [26:26<1:08:28,  1.70s/it]
 28%|██▊       | 923/3333 [26:27<1:08:27,  1.70s/it]
 28%|██▊       | 924/3333 [26:29<1:08:54,  1.72s/it]
 28%|██▊       | 925/3333 [26:31<1:08:33,  1.71s/it]
 28%|██▊       | 926/3333 [26:32<1:08:43,  1.71s/it]
 28%|██▊       | 927/3333 [26:34<1:08:10,  1.70s/it]
 28%|██▊       | 928/3333 [26:36<1:08:19,  1.70s/it]
 28%|██▊       | 929/3333 [26:38<1:08:18,  1.70s/it]
 28%|██▊       | 930/3333 [26:39<1:08:43,  1.72s/it]
 28%|██▊       | 931/3333 [26:41<1:08:30,  1.71s/it]
 28%|██▊       | 932/3333 [26:43<1:08:38,  1.72s/it]
 28%|██▊       | 933/3333 [26:44<1:08:18,  1.71s/it]
 28%|██▊       | 934/3333 [26:46<1:08:21,  1.71s/it]
 28%|██▊       | 935/3333 [26:48<1:08:53,  1.72s/it]
 28%|██▊       | 936/3333 [26:50<1:08:43,  1.72s/it]
 28%|██▊       | 937/3333 [26:51<1:08:15,  1.71s/it]
 28%|██▊       | 938/3333 [26:53<1:08:12,  1.71s/it]
 28%|██▊       | 939/3333 [26:55<1:08:13,  1.71s/it]
 28%|██▊       | 940/3333 [26:56<1:08:40,  1.72s/it]
 28%|██▊       | 941/3333 [26:58<1:08:27,  1.72s/it]
 28%|██▊       | 942/3333 [27:00<1:08:23,  1.72s/it]
 28%|██▊       | 943/3333 [27:02<1:08:22,  1.72s/it]
 28%|██▊       | 944/3333 [27:03<1:08:32,  1.72s/it]
 28%|██▊       | 945/3333 [27:05<1:09:08,  1.74s/it]
 28%|██▊       | 946/3333 [27:07<1:09:20,  1.74s/it]
 28%|██▊       | 947/3333 [27:09<1:08:13,  1.72s/it]
 28%|██▊       | 948/3333 [27:10<1:08:18,  1.72s/it]
 28%|██▊       | 949/3333 [27:12<1:07:35,  1.70s/it]
 29%|██▊       | 950/3333 [27:14<1:08:13,  1.72s/it]
 29%|██▊       | 951/3333 [27:15<1:08:01,  1.71s/it]
 29%|██▊       | 952/3333 [27:17<1:07:47,  1.71s/it]
 29%|██▊       | 953/3333 [27:19<1:07:57,  1.71s/it]
 29%|██▊       | 954/3333 [27:20<1:07:33,  1.70s/it]
 29%|██▊       | 955/3333 [27:22<1:08:04,  1.72s/it]
 29%|██▊       | 956/3333 [27:24<1:07:58,  1.72s/it]
 29%|██▊       | 957/3333 [27:26<1:08:18,  1.72s/it]
 29%|██▊       | 958/3333 [27:27<1:08:40,  1.74s/it]
 29%|██▉       | 959/3333 [27:29<1:08:17,  1.73s/it]
 29%|██▉       | 960/3333 [27:31<1:08:09,  1.72s/it]
 29%|██▉       | 961/3333 [27:33<1:07:56,  1.72s/it]
 29%|██▉       | 962/3333 [27:34<1:07:22,  1.71s/it]
 29%|██▉       | 963/3333 [27:36<1:07:28,  1.71s/it]
 29%|██▉       | 964/3333 [27:38<1:07:42,  1.71s/it]
 29%|██▉       | 965/3333 [27:39<1:07:22,  1.71s/it]
 29%|██▉       | 966/3333 [27:41<1:07:09,  1.70s/it]
 29%|██▉       | 967/3333 [27:43<1:07:16,  1.71s/it]
 29%|██▉       | 968/3333 [27:45<1:07:51,  1.72s/it]
 29%|██▉       | 969/3333 [27:46<1:07:18,  1.71s/it]
 29%|██▉       | 970/3333 [27:48<1:07:18,  1.71s/it]
 29%|██▉       | 971/3333 [27:50<1:07:39,  1.72s/it]
 29%|██▉       | 972/3333 [27:51<1:07:28,  1.71s/it]
 29%|██▉       | 973/3333 [27:53<1:07:17,  1.71s/it]
 29%|██▉       | 974/3333 [27:55<1:06:51,  1.70s/it]
 29%|██▉       | 975/3333 [27:56<1:06:25,  1.69s/it]
 29%|██▉       | 976/3333 [27:58<1:07:04,  1.71s/it]
 29%|██▉       | 977/3333 [28:00<1:07:03,  1.71s/it]
 29%|██▉       | 978/3333 [28:02<1:06:56,  1.71s/it]
 29%|██▉       | 979/3333 [28:03<1:07:11,  1.71s/it]
 29%|██▉       | 980/3333 [28:05<1:07:05,  1.71s/it]
 29%|██▉       | 981/3333 [28:07<1:07:00,  1.71s/it]
 29%|██▉       | 982/3333 [28:08<1:07:31,  1.72s/it]
 29%|██▉       | 983/3333 [28:10<1:07:53,  1.73s/it]
 30%|██▉       | 984/3333 [28:12<1:07:42,  1.73s/it]
 30%|██▉       | 985/3333 [28:14<1:07:08,  1.72s/it]
 30%|██▉       | 986/3333 [28:15<1:07:43,  1.73s/it]
 30%|██▉       | 987/3333 [28:17<1:07:19,  1.72s/it]
 30%|██▉       | 988/3333 [28:19<1:07:03,  1.72s/it]
 30%|██▉       | 989/3333 [28:21<1:07:32,  1.73s/it]
 30%|██▉       | 990/3333 [28:22<1:06:43,  1.71s/it]
 30%|██▉       | 991/3333 [28:24<1:07:07,  1.72s/it]
 30%|██▉       | 992/3333 [28:26<1:06:38,  1.71s/it]
 30%|██▉       | 993/3333 [28:27<1:06:40,  1.71s/it]
 30%|██▉       | 994/3333 [28:29<1:06:47,  1.71s/it]
 30%|██▉       | 995/3333 [28:31<1:06:50,  1.72s/it]
 30%|██▉       | 996/3333 [28:33<1:07:43,  1.74s/it]
 30%|██▉       | 997/3333 [28:34<1:08:04,  1.75s/it]
 30%|██▉       | 998/3333 [28:36<1:07:21,  1.73s/it]
 30%|██▉       | 999/3333 [28:38<1:07:24,  1.73s/it]
 30%|███       | 1000/3333 [28:39<1:07:03,  1.72s/it]
                                                     
{'loss': 2.1276, 'learning_rate': 2.0999099909991e-05, 'epoch': 0.9}
+
 30%|███       | 1000/3333 [28:40<1:07:03,  1.72s/it]
 30%|███       | 1001/3333 [28:41<1:06:39,  1.71s/it]
 30%|███       | 1002/3333 [28:43<1:06:52,  1.72s/it]
 30%|███       | 1003/3333 [28:45<1:06:25,  1.71s/it]
 30%|███       | 1004/3333 [28:46<1:06:48,  1.72s/it]
 30%|███       | 1005/3333 [28:48<1:06:34,  1.72s/it]
 30%|███       | 1006/3333 [28:50<1:06:14,  1.71s/it]
 30%|███       | 1007/3333 [28:51<1:06:26,  1.71s/it]
 30%|███       | 1008/3333 [28:53<1:06:12,  1.71s/it]
 30%|███       | 1009/3333 [28:55<1:06:22,  1.71s/it]
 30%|███       | 1010/3333 [28:57<1:06:10,  1.71s/it]
 30%|███       | 1011/3333 [28:58<1:06:26,  1.72s/it]
 30%|███       | 1012/3333 [29:00<1:06:07,  1.71s/it]
 30%|███       | 1013/3333 [29:02<1:06:20,  1.72s/it]
 30%|███       | 1014/3333 [29:03<1:06:03,  1.71s/it]
 30%|███       | 1015/3333 [29:05<1:05:53,  1.71s/it]
 30%|███       | 1016/3333 [29:07<1:05:25,  1.69s/it]
 31%|███       | 1017/3333 [29:09<1:05:55,  1.71s/it]
 31%|███       | 1018/3333 [29:10<1:05:51,  1.71s/it]
 31%|███       | 1019/3333 [29:12<1:05:53,  1.71s/it]
 31%|███       | 1020/3333 [29:14<1:06:25,  1.72s/it]
 31%|███       | 1021/3333 [29:15<1:05:44,  1.71s/it]
 31%|███       | 1022/3333 [29:17<1:05:33,  1.70s/it]
 31%|███       | 1023/3333 [29:19<1:06:07,  1.72s/it]
 31%|███       | 1024/3333 [29:21<1:05:59,  1.71s/it]
 31%|███       | 1025/3333 [29:22<1:06:03,  1.72s/it]
 31%|███       | 1026/3333 [29:24<1:06:23,  1.73s/it]
 31%|███       | 1027/3333 [29:26<1:06:19,  1.73s/it]
 31%|███       | 1028/3333 [29:27<1:06:21,  1.73s/it]
 31%|███       | 1029/3333 [29:29<1:05:36,  1.71s/it]
 31%|███       | 1030/3333 [29:31<1:05:52,  1.72s/it]
 31%|███       | 1031/3333 [29:33<1:05:42,  1.71s/it]
 31%|███       | 1032/3333 [29:34<1:05:40,  1.71s/it]
 31%|███       | 1033/3333 [29:36<1:05:48,  1.72s/it]
 31%|███       | 1034/3333 [29:38<1:05:46,  1.72s/it]
 31%|███       | 1035/3333 [29:39<1:05:55,  1.72s/it]
 31%|███       | 1036/3333 [29:41<1:05:25,  1.71s/it]
 31%|███       | 1037/3333 [29:43<1:05:34,  1.71s/it]
 31%|███       | 1038/3333 [29:45<1:05:26,  1.71s/it]
 31%|███       | 1039/3333 [29:46<1:05:51,  1.72s/it]
 31%|███       | 1040/3333 [29:48<1:05:59,  1.73s/it]
 31%|███       | 1041/3333 [29:50<1:05:58,  1.73s/it]
 31%|███▏      | 1042/3333 [29:51<1:05:07,  1.71s/it]
 31%|███▏      | 1043/3333 [29:53<1:05:40,  1.72s/it]
 31%|███▏      | 1044/3333 [29:55<1:05:22,  1.71s/it]
 31%|███▏      | 1045/3333 [29:57<1:05:40,  1.72s/it]
 31%|███▏      | 1046/3333 [29:58<1:05:28,  1.72s/it]
 31%|███▏      | 1047/3333 [30:00<1:04:58,  1.71s/it]
 31%|███▏      | 1048/3333 [30:02<1:04:57,  1.71s/it]
 31%|███▏      | 1049/3333 [30:04<1:05:42,  1.73s/it]
 32%|███▏      | 1050/3333 [30:05<1:05:09,  1.71s/it]
 32%|███▏      | 1051/3333 [30:07<1:05:47,  1.73s/it]
 32%|███▏      | 1052/3333 [30:09<1:05:12,  1.72s/it]
 32%|███▏      | 1053/3333 [30:10<1:05:39,  1.73s/it]
 32%|███▏      | 1054/3333 [30:12<1:05:18,  1.72s/it]
 32%|███▏      | 1055/3333 [30:14<1:05:21,  1.72s/it]
 32%|███▏      | 1056/3333 [30:16<1:05:21,  1.72s/it]
 32%|███▏      | 1057/3333 [30:17<1:05:53,  1.74s/it]
 32%|███▏      | 1058/3333 [30:19<1:04:59,  1.71s/it]
 32%|███▏      | 1059/3333 [30:21<1:05:21,  1.72s/it]
 32%|███▏      | 1060/3333 [30:22<1:05:00,  1.72s/it]
 32%|███▏      | 1061/3333 [30:24<1:05:28,  1.73s/it]
 32%|███▏      | 1062/3333 [30:26<1:05:11,  1.72s/it]
 32%|███▏      | 1063/3333 [30:28<1:05:20,  1.73s/it]
 32%|███▏      | 1064/3333 [30:29<1:05:01,  1.72s/it]
 32%|███▏      | 1065/3333 [30:31<1:05:26,  1.73s/it]
 32%|███▏      | 1066/3333 [30:33<1:04:51,  1.72s/it]
 32%|███▏      | 1067/3333 [30:35<1:05:16,  1.73s/it]
 32%|███▏      | 1068/3333 [30:36<1:04:58,  1.72s/it]
 32%|███▏      | 1069/3333 [30:38<1:04:36,  1.71s/it]
 32%|███▏      | 1070/3333 [30:40<1:05:24,  1.73s/it]
 32%|███▏      | 1071/3333 [30:41<1:04:35,  1.71s/it]
 32%|███▏      | 1072/3333 [30:43<1:04:57,  1.72s/it]
 32%|███▏      | 1073/3333 [30:45<1:05:59,  1.75s/it]
 32%|███▏      | 1074/3333 [30:47<1:04:52,  1.72s/it]
 32%|███▏      | 1075/3333 [30:48<1:04:36,  1.72s/it]
 32%|███▏      | 1076/3333 [30:50<1:05:06,  1.73s/it]
 32%|███▏      | 1077/3333 [30:52<1:04:26,  1.71s/it]
 32%|███▏      | 1078/3333 [30:53<1:04:41,  1.72s/it]
 32%|███▏      | 1079/3333 [30:55<1:04:39,  1.72s/it]
 32%|███▏      | 1080/3333 [30:57<1:04:12,  1.71s/it]
 32%|███▏      | 1081/3333 [30:59<1:04:38,  1.72s/it]
 32%|███▏      | 1082/3333 [31:00<1:04:09,  1.71s/it]
 32%|███▏      | 1083/3333 [31:02<1:04:14,  1.71s/it]
 33%|███▎      | 1084/3333 [31:04<1:03:45,  1.70s/it]
 33%|███▎      | 1085/3333 [31:05<1:03:38,  1.70s/it]
 33%|███▎      | 1086/3333 [31:07<1:03:43,  1.70s/it]
 33%|███▎      | 1087/3333 [31:09<1:03:43,  1.70s/it]
 33%|███▎      | 1088/3333 [31:11<1:03:41,  1.70s/it]
 33%|███▎      | 1089/3333 [31:12<1:04:00,  1.71s/it]
 33%|███▎      | 1090/3333 [31:14<1:03:47,  1.71s/it]
 33%|███▎      | 1091/3333 [31:16<1:03:38,  1.70s/it]
 33%|███▎      | 1092/3333 [31:17<1:03:52,  1.71s/it]
 33%|███▎      | 1093/3333 [31:19<1:03:35,  1.70s/it]
 33%|███▎      | 1094/3333 [31:21<1:04:23,  1.73s/it]
 33%|███▎      | 1095/3333 [31:23<1:04:02,  1.72s/it]
 33%|███▎      | 1096/3333 [31:24<1:04:23,  1.73s/it]
 33%|███▎      | 1097/3333 [31:26<1:04:00,  1.72s/it]
 33%|███▎      | 1098/3333 [31:28<1:03:54,  1.72s/it]
 33%|███▎      | 1099/3333 [31:29<1:03:41,  1.71s/it]
 33%|███▎      | 1100/3333 [31:31<1:03:04,  1.69s/it]
 33%|███▎      | 1101/3333 [31:33<1:04:07,  1.72s/it]
 33%|███▎      | 1102/3333 [31:35<1:04:01,  1.72s/it]
 33%|███▎      | 1103/3333 [31:36<1:03:45,  1.72s/it]
 33%|███▎      | 1104/3333 [31:38<1:03:21,  1.71s/it]
 33%|███▎      | 1105/3333 [31:40<1:03:33,  1.71s/it]
 33%|███▎      | 1106/3333 [31:41<1:03:18,  1.71s/it]
 33%|███▎      | 1107/3333 [31:43<1:03:14,  1.70s/it]
 33%|███▎      | 1108/3333 [31:45<1:03:28,  1.71s/it]
 33%|███▎      | 1109/3333 [31:46<1:03:14,  1.71s/it]
 33%|███▎      | 1110/3333 [31:48<1:03:27,  1.71s/it]
 33%|███▎      | 1111/3333 [31:50<1:01:40,  1.67s/it]
 33%|███▎      | 1112/3333 [31:51<1:02:34,  1.69s/it]
 33%|███▎      | 1113/3333 [31:53<1:02:16,  1.68s/it]
 33%|███▎      | 1114/3333 [31:55<1:03:00,  1.70s/it]
 33%|███▎      | 1115/3333 [31:57<1:02:41,  1.70s/it]
 33%|███▎      | 1116/3333 [31:58<1:03:06,  1.71s/it]
 34%|███▎      | 1117/3333 [32:00<1:02:46,  1.70s/it]
 34%|███▎      | 1118/3333 [32:02<1:02:45,  1.70s/it]
 34%|███▎      | 1119/3333 [32:03<1:02:30,  1.69s/it]
 34%|███▎      | 1120/3333 [32:05<1:03:09,  1.71s/it]
 34%|███▎      | 1121/3333 [32:07<1:02:58,  1.71s/it]
 34%|███▎      | 1122/3333 [32:09<1:03:10,  1.71s/it]
 34%|███▎      | 1123/3333 [32:10<1:03:40,  1.73s/it]
 34%|███▎      | 1124/3333 [32:12<1:02:59,  1.71s/it]
 34%|███▍      | 1125/3333 [32:14<1:02:58,  1.71s/it]
 34%|███▍      | 1126/3333 [32:16<1:03:47,  1.73s/it]
 34%|███▍      | 1127/3333 [32:17<1:03:34,  1.73s/it]
 34%|███▍      | 1128/3333 [32:19<1:03:00,  1.71s/it]
 34%|███▍      | 1129/3333 [32:21<1:02:46,  1.71s/it]
 34%|███▍      | 1130/3333 [32:22<1:03:12,  1.72s/it]
 34%|███▍      | 1131/3333 [32:24<1:03:14,  1.72s/it]
 34%|███▍      | 1132/3333 [32:26<1:03:05,  1.72s/it]
 34%|███▍      | 1133/3333 [32:27<1:02:51,  1.71s/it]
 34%|███▍      | 1134/3333 [32:29<1:02:59,  1.72s/it]
 34%|███▍      | 1135/3333 [32:31<1:02:56,  1.72s/it]
 34%|███▍      | 1136/3333 [32:33<1:02:27,  1.71s/it]
 34%|███▍      | 1137/3333 [32:34<1:02:31,  1.71s/it]
 34%|███▍      | 1138/3333 [32:36<1:02:12,  1.70s/it]
 34%|███▍      | 1139/3333 [32:38<1:02:22,  1.71s/it]
 34%|███▍      | 1140/3333 [32:39<1:02:40,  1.71s/it]
 34%|███▍      | 1141/3333 [32:41<1:02:20,  1.71s/it]
 34%|███▍      | 1142/3333 [32:43<1:02:25,  1.71s/it]
 34%|███▍      | 1143/3333 [32:45<1:02:03,  1.70s/it]
 34%|███▍      | 1144/3333 [32:46<1:02:43,  1.72s/it]
 34%|███▍      | 1145/3333 [32:48<1:02:20,  1.71s/it]
 34%|███▍      | 1146/3333 [32:50<1:02:15,  1.71s/it]
 34%|███▍      | 1147/3333 [32:51<1:02:40,  1.72s/it]
 34%|███▍      | 1148/3333 [32:53<1:02:02,  1.70s/it]
 34%|███▍      | 1149/3333 [32:55<1:02:41,  1.72s/it]
 35%|███▍      | 1150/3333 [32:57<1:02:44,  1.72s/it]
 35%|███▍      | 1151/3333 [32:58<1:02:28,  1.72s/it]
 35%|███▍      | 1152/3333 [33:00<1:02:31,  1.72s/it]
 35%|███▍      | 1153/3333 [33:02<1:02:21,  1.72s/it]
 35%|███▍      | 1154/3333 [33:03<1:02:00,  1.71s/it]
 35%|███▍      | 1155/3333 [33:05<1:02:13,  1.71s/it]
 35%|███▍      | 1156/3333 [33:07<1:02:01,  1.71s/it]
 35%|███▍      | 1157/3333 [33:09<1:01:54,  1.71s/it]
 35%|███▍      | 1158/3333 [33:10<1:01:44,  1.70s/it]
 35%|███▍      | 1159/3333 [33:12<1:01:35,  1.70s/it]
 35%|███▍      | 1160/3333 [33:14<1:01:49,  1.71s/it]
 35%|███▍      | 1161/3333 [33:15<1:01:57,  1.71s/it]
 35%|███▍      | 1162/3333 [33:17<1:02:22,  1.72s/it]
 35%|███▍      | 1163/3333 [33:19<1:01:44,  1.71s/it]
 35%|███▍      | 1164/3333 [33:21<1:01:55,  1.71s/it]
 35%|███▍      | 1165/3333 [33:22<1:01:53,  1.71s/it]
 35%|███▍      | 1166/3333 [33:24<1:01:57,  1.72s/it]
 35%|███▌      | 1167/3333 [33:26<1:02:07,  1.72s/it]
 35%|███▌      | 1168/3333 [33:27<1:01:58,  1.72s/it]
 35%|███▌      | 1169/3333 [33:29<1:01:36,  1.71s/it]
 35%|███▌      | 1170/3333 [33:31<1:01:34,  1.71s/it]
 35%|███▌      | 1171/3333 [33:33<1:01:28,  1.71s/it]
 35%|███▌      | 1172/3333 [33:34<1:01:56,  1.72s/it]
 35%|███▌      | 1173/3333 [33:36<1:01:22,  1.71s/it]
 35%|███▌      | 1174/3333 [33:38<1:01:30,  1.71s/it]
 35%|███▌      | 1175/3333 [33:39<1:01:40,  1.71s/it]
 35%|███▌      | 1176/3333 [33:41<1:01:27,  1.71s/it]
 35%|███▌      | 1177/3333 [33:43<1:01:55,  1.72s/it]
 35%|███▌      | 1178/3333 [33:45<1:01:40,  1.72s/it]
 35%|███▌      | 1179/3333 [33:46<1:01:57,  1.73s/it]
 35%|███▌      | 1180/3333 [33:48<1:01:31,  1.71s/it]
 35%|███▌      | 1181/3333 [33:50<1:01:31,  1.72s/it]
 35%|███▌      | 1182/3333 [33:51<1:01:44,  1.72s/it]
 35%|███▌      | 1183/3333 [33:53<1:01:26,  1.71s/it]
 36%|███▌      | 1184/3333 [33:55<1:01:01,  1.70s/it]
 36%|███▌      | 1185/3333 [33:57<1:01:31,  1.72s/it]
 36%|███▌      | 1186/3333 [33:58<1:01:01,  1.71s/it]
 36%|███▌      | 1187/3333 [34:00<1:01:21,  1.72s/it]
 36%|███▌      | 1188/3333 [34:02<1:00:53,  1.70s/it]
 36%|███▌      | 1189/3333 [34:03<1:01:24,  1.72s/it]
 36%|███▌      | 1190/3333 [34:05<1:00:59,  1.71s/it]
 36%|███▌      | 1191/3333 [34:07<1:00:41,  1.70s/it]
 36%|███▌      | 1192/3333 [34:09<1:01:20,  1.72s/it]
 36%|███▌      | 1193/3333 [34:10<1:01:07,  1.71s/it]
 36%|███▌      | 1194/3333 [34:12<1:00:57,  1.71s/it]
 36%|███▌      | 1195/3333 [34:14<1:00:36,  1.70s/it]
 36%|███▌      | 1196/3333 [34:15<1:00:57,  1.71s/it]
 36%|███▌      | 1197/3333 [34:17<1:01:10,  1.72s/it]
 36%|███▌      | 1198/3333 [34:19<1:01:01,  1.72s/it]
 36%|███▌      | 1199/3333 [34:20<1:00:41,  1.71s/it]
 36%|███▌      | 1200/3333 [34:22<1:00:55,  1.71s/it]
 36%|███▌      | 1201/3333 [34:24<1:00:36,  1.71s/it]
 36%|███▌      | 1202/3333 [34:26<1:01:05,  1.72s/it]
 36%|███▌      | 1203/3333 [34:27<1:01:28,  1.73s/it]
 36%|███▌      | 1204/3333 [34:29<1:01:01,  1.72s/it]
 36%|███▌      | 1205/3333 [34:31<1:01:23,  1.73s/it]
 36%|███▌      | 1206/3333 [34:33<1:01:14,  1.73s/it]
 36%|███▌      | 1207/3333 [34:34<1:00:40,  1.71s/it]
 36%|███▌      | 1208/3333 [34:36<1:00:42,  1.71s/it]
 36%|███▋      | 1209/3333 [34:38<1:00:54,  1.72s/it]
 36%|███▋      | 1210/3333 [34:39<1:00:40,  1.71s/it]
 36%|███▋      | 1211/3333 [34:41<1:01:08,  1.73s/it]
 36%|███▋      | 1212/3333 [34:43<1:00:54,  1.72s/it]
 36%|███▋      | 1213/3333 [34:45<1:00:34,  1.71s/it]
 36%|███▋      | 1214/3333 [34:46<1:00:48,  1.72s/it]
 36%|███▋      | 1215/3333 [34:48<1:00:39,  1.72s/it]
 36%|███▋      | 1216/3333 [34:50<1:00:35,  1.72s/it]
 37%|███▋      | 1217/3333 [34:51<1:00:32,  1.72s/it]
 37%|███▋      | 1218/3333 [34:53<1:00:25,  1.71s/it]
 37%|███▋      | 1219/3333 [34:55<1:00:11,  1.71s/it]
 37%|███▋      | 1220/3333 [34:57<1:00:13,  1.71s/it]
 37%|███▋      | 1221/3333 [34:58<1:00:32,  1.72s/it]
 37%|███▋      | 1222/3333 [35:00<1:00:34,  1.72s/it]
 37%|███▋      | 1223/3333 [35:02<1:00:33,  1.72s/it]
 37%|███▋      | 1224/3333 [35:03<1:00:40,  1.73s/it]
 37%|███▋      | 1225/3333 [35:05<1:00:55,  1.73s/it]
 37%|███▋      | 1226/3333 [35:07<1:00:34,  1.73s/it]
 37%|███▋      | 1227/3333 [35:09<1:00:15,  1.72s/it]
 37%|███▋      | 1228/3333 [35:10<59:54,  1.71s/it]  
 37%|███▋      | 1229/3333 [35:12<1:00:14,  1.72s/it]
 37%|███▋      | 1230/3333 [35:14<1:00:22,  1.72s/it]
 37%|███▋      | 1231/3333 [35:16<1:00:45,  1.73s/it]
 37%|███▋      | 1232/3333 [35:17<59:51,  1.71s/it]  
 37%|███▋      | 1233/3333 [35:19<1:00:07,  1.72s/it]
 37%|███▋      | 1234/3333 [35:21<1:00:06,  1.72s/it]
 37%|███▋      | 1235/3333 [35:22<59:31,  1.70s/it]  
 37%|███▋      | 1236/3333 [35:24<1:00:25,  1.73s/it]
 37%|███▋      | 1237/3333 [35:26<1:00:28,  1.73s/it]
 37%|███▋      | 1238/3333 [35:28<1:00:12,  1.72s/it]
 37%|███▋      | 1239/3333 [35:29<1:00:24,  1.73s/it]
 37%|███▋      | 1240/3333 [35:31<1:00:02,  1.72s/it]
 37%|███▋      | 1241/3333 [35:33<59:44,  1.71s/it]  
 37%|███▋      | 1242/3333 [35:34<59:53,  1.72s/it]
 37%|███▋      | 1243/3333 [35:36<59:41,  1.71s/it]
 37%|███▋      | 1244/3333 [35:38<59:59,  1.72s/it]
 37%|███▋      | 1245/3333 [35:40<59:53,  1.72s/it]
 37%|███▋      | 1246/3333 [35:41<59:41,  1.72s/it]
 37%|███▋      | 1247/3333 [35:43<59:25,  1.71s/it]
 37%|███▋      | 1248/3333 [35:45<59:54,  1.72s/it]
 37%|███▋      | 1249/3333 [35:46<59:35,  1.72s/it]
 38%|███▊      | 1250/3333 [35:48<59:28,  1.71s/it]
 38%|███▊      | 1251/3333 [35:50<59:25,  1.71s/it]
 38%|███▊      | 1252/3333 [35:52<59:34,  1.72s/it]
 38%|███▊      | 1253/3333 [35:53<59:08,  1.71s/it]
 38%|███▊      | 1254/3333 [35:55<59:26,  1.72s/it]
 38%|███▊      | 1255/3333 [35:57<59:15,  1.71s/it]
 38%|███▊      | 1256/3333 [35:58<59:13,  1.71s/it]
 38%|███▊      | 1257/3333 [36:00<59:15,  1.71s/it]
 38%|███▊      | 1258/3333 [36:02<59:24,  1.72s/it]
 38%|███▊      | 1259/3333 [36:04<59:07,  1.71s/it]
 38%|███▊      | 1260/3333 [36:05<58:46,  1.70s/it]
 38%|███▊      | 1261/3333 [36:07<58:56,  1.71s/it]
 38%|███▊      | 1262/3333 [36:09<58:42,  1.70s/it]
 38%|███▊      | 1263/3333 [36:10<59:16,  1.72s/it]
 38%|███▊      | 1264/3333 [36:12<59:42,  1.73s/it]
 38%|███▊      | 1265/3333 [36:14<59:46,  1.73s/it]
 38%|███▊      | 1266/3333 [36:16<58:58,  1.71s/it]
 38%|███▊      | 1267/3333 [36:17<59:15,  1.72s/it]
 38%|███▊      | 1268/3333 [36:19<59:02,  1.72s/it]
 38%|███▊      | 1269/3333 [36:21<58:43,  1.71s/it]
 38%|███▊      | 1270/3333 [36:22<59:11,  1.72s/it]
 38%|███▊      | 1271/3333 [36:24<59:15,  1.72s/it]
 38%|███▊      | 1272/3333 [36:26<58:36,  1.71s/it]
 38%|███▊      | 1273/3333 [36:28<58:49,  1.71s/it]
 38%|███▊      | 1274/3333 [36:29<59:09,  1.72s/it]
 38%|███▊      | 1275/3333 [36:31<58:36,  1.71s/it]
 38%|███▊      | 1276/3333 [36:33<58:37,  1.71s/it]
 38%|███▊      | 1277/3333 [36:34<58:34,  1.71s/it]
 38%|███▊      | 1278/3333 [36:36<58:40,  1.71s/it]
 38%|███▊      | 1279/3333 [36:38<58:34,  1.71s/it]
 38%|███▊      | 1280/3333 [36:40<58:11,  1.70s/it]
 38%|███▊      | 1281/3333 [36:41<58:24,  1.71s/it]
 38%|███▊      | 1282/3333 [36:43<58:26,  1.71s/it]
 38%|███▊      | 1283/3333 [36:45<58:20,  1.71s/it]
 39%|███▊      | 1284/3333 [36:46<58:42,  1.72s/it]
 39%|███▊      | 1285/3333 [36:48<58:47,  1.72s/it]
 39%|███▊      | 1286/3333 [36:50<58:33,  1.72s/it]
 39%|███▊      | 1287/3333 [36:52<58:36,  1.72s/it]
 39%|███▊      | 1288/3333 [36:53<58:20,  1.71s/it]
 39%|███▊      | 1289/3333 [36:55<58:09,  1.71s/it]
 39%|███▊      | 1290/3333 [36:57<58:16,  1.71s/it]
 39%|███▊      | 1291/3333 [36:58<58:09,  1.71s/it]
 39%|███▉      | 1292/3333 [37:00<58:31,  1.72s/it]
 39%|███▉      | 1293/3333 [37:02<58:15,  1.71s/it]
 39%|███▉      | 1294/3333 [37:04<58:19,  1.72s/it]
 39%|███▉      | 1295/3333 [37:05<58:21,  1.72s/it]
 39%|███▉      | 1296/3333 [37:07<58:13,  1.72s/it]
 39%|███▉      | 1297/3333 [37:09<57:53,  1.71s/it]
 39%|███▉      | 1298/3333 [37:10<57:59,  1.71s/it]
 39%|███▉      | 1299/3333 [37:12<58:04,  1.71s/it]
 39%|███▉      | 1300/3333 [37:14<57:47,  1.71s/it]
 39%|███▉      | 1301/3333 [37:16<58:12,  1.72s/it]
 39%|███▉      | 1302/3333 [37:17<58:05,  1.72s/it]
 39%|███▉      | 1303/3333 [37:19<1:01:11,  1.81s/it]
 39%|███▉      | 1304/3333 [37:21<1:00:21,  1.78s/it]
 39%|███▉      | 1305/3333 [37:23<59:45,  1.77s/it]  
 39%|███▉      | 1306/3333 [37:24<58:41,  1.74s/it]
 39%|███▉      | 1307/3333 [37:26<58:43,  1.74s/it]
 39%|███▉      | 1308/3333 [37:28<1:01:46,  1.83s/it]
 39%|███▉      | 1309/3333 [37:30<1:00:34,  1.80s/it]
 39%|███▉      | 1310/3333 [37:32<59:48,  1.77s/it]  
 39%|███▉      | 1311/3333 [37:33<59:31,  1.77s/it]
 39%|███▉      | 1312/3333 [37:35<58:45,  1.74s/it]
 39%|███▉      | 1313/3333 [37:37<58:25,  1.74s/it]
 39%|███▉      | 1314/3333 [37:39<58:15,  1.73s/it]
 39%|███▉      | 1315/3333 [37:40<57:53,  1.72s/it]
 39%|███▉      | 1316/3333 [37:42<57:31,  1.71s/it]
 40%|███▉      | 1317/3333 [37:44<58:03,  1.73s/it]
 40%|███▉      | 1318/3333 [37:45<58:21,  1.74s/it]
 40%|███▉      | 1319/3333 [37:47<57:55,  1.73s/it]
 40%|███▉      | 1320/3333 [37:49<57:54,  1.73s/it]
 40%|███▉      | 1321/3333 [37:51<57:59,  1.73s/it]
 40%|███▉      | 1322/3333 [37:52<57:36,  1.72s/it]
 40%|███▉      | 1323/3333 [37:54<57:56,  1.73s/it]
 40%|███▉      | 1324/3333 [37:56<57:34,  1.72s/it]
 40%|███▉      | 1325/3333 [37:58<57:43,  1.72s/it]
 40%|███▉      | 1326/3333 [37:59<57:31,  1.72s/it]
 40%|███▉      | 1327/3333 [38:01<57:29,  1.72s/it]
 40%|███▉      | 1328/3333 [38:03<57:18,  1.71s/it]
 40%|███▉      | 1329/3333 [38:04<57:19,  1.72s/it]
 40%|███▉      | 1330/3333 [38:06<56:55,  1.71s/it]
 40%|███▉      | 1331/3333 [38:08<56:45,  1.70s/it]
 40%|███▉      | 1332/3333 [38:09<57:07,  1.71s/it]
 40%|███▉      | 1333/3333 [38:11<56:34,  1.70s/it]
 40%|████      | 1334/3333 [38:13<57:01,  1.71s/it]
 40%|████      | 1335/3333 [38:15<57:09,  1.72s/it]
 40%|████      | 1336/3333 [38:16<57:22,  1.72s/it]
 40%|████      | 1337/3333 [38:18<57:08,  1.72s/it]
 40%|████      | 1338/3333 [38:20<56:45,  1.71s/it]
 40%|████      | 1339/3333 [38:21<56:42,  1.71s/it]
 40%|████      | 1340/3333 [38:23<56:37,  1.70s/it]
 40%|████      | 1341/3333 [38:25<56:41,  1.71s/it]
 40%|████      | 1342/3333 [38:27<57:06,  1.72s/it]
 40%|████      | 1343/3333 [38:28<57:25,  1.73s/it]
 40%|████      | 1344/3333 [38:30<57:24,  1.73s/it]
 40%|████      | 1345/3333 [38:32<57:07,  1.72s/it]
 40%|████      | 1346/3333 [38:33<56:44,  1.71s/it]
 40%|████      | 1347/3333 [38:35<57:05,  1.72s/it]
 40%|████      | 1348/3333 [38:37<56:53,  1.72s/it]
 40%|████      | 1349/3333 [38:39<56:52,  1.72s/it]
 41%|████      | 1350/3333 [38:40<56:36,  1.71s/it]
 41%|████      | 1351/3333 [38:42<56:36,  1.71s/it]
 41%|████      | 1352/3333 [38:44<57:13,  1.73s/it]
 41%|████      | 1353/3333 [38:46<56:41,  1.72s/it]
 41%|████      | 1354/3333 [38:47<56:08,  1.70s/it]
 41%|████      | 1355/3333 [38:49<56:54,  1.73s/it]
 41%|████      | 1356/3333 [38:51<56:41,  1.72s/it]
 41%|████      | 1357/3333 [38:52<56:12,  1.71s/it]
 41%|████      | 1358/3333 [38:54<56:06,  1.70s/it]
 41%|████      | 1359/3333 [38:56<56:20,  1.71s/it]
 41%|████      | 1360/3333 [38:57<56:06,  1.71s/it]
 41%|████      | 1361/3333 [38:59<56:25,  1.72s/it]
 41%|████      | 1362/3333 [39:01<56:21,  1.72s/it]
 41%|████      | 1363/3333 [39:03<56:38,  1.73s/it]
 41%|████      | 1364/3333 [39:04<56:08,  1.71s/it]
 41%|████      | 1365/3333 [39:06<56:17,  1.72s/it]
 41%|████      | 1366/3333 [39:08<55:51,  1.70s/it]
 41%|████      | 1367/3333 [39:10<56:02,  1.71s/it]
 41%|████      | 1368/3333 [39:11<55:54,  1.71s/it]
 41%|████      | 1369/3333 [39:13<55:43,  1.70s/it]
 41%|████      | 1370/3333 [39:15<55:39,  1.70s/it]
 41%|████      | 1371/3333 [39:16<56:04,  1.71s/it]
 41%|████      | 1372/3333 [39:18<55:42,  1.70s/it]
 41%|████      | 1373/3333 [39:20<56:02,  1.72s/it]
 41%|████      | 1374/3333 [39:21<55:49,  1.71s/it]
 41%|████▏     | 1375/3333 [39:23<56:13,  1.72s/it]
 41%|████▏     | 1376/3333 [39:25<55:45,  1.71s/it]
 41%|████▏     | 1377/3333 [39:27<55:25,  1.70s/it]
 41%|████▏     | 1378/3333 [39:28<55:59,  1.72s/it]
 41%|████▏     | 1379/3333 [39:30<56:00,  1.72s/it]
 41%|████▏     | 1380/3333 [39:32<55:51,  1.72s/it]
 41%|████▏     | 1381/3333 [39:34<56:16,  1.73s/it]
 41%|████▏     | 1382/3333 [39:35<56:02,  1.72s/it]
 41%|████▏     | 1383/3333 [39:37<55:37,  1.71s/it]
 42%|████▏     | 1384/3333 [39:39<55:33,  1.71s/it]
 42%|████▏     | 1385/3333 [39:40<55:36,  1.71s/it]
 42%|████▏     | 1386/3333 [39:42<56:01,  1.73s/it]
 42%|████▏     | 1387/3333 [39:44<55:20,  1.71s/it]
 42%|████▏     | 1388/3333 [39:46<55:44,  1.72s/it]
 42%|████▏     | 1389/3333 [39:47<55:32,  1.71s/it]
 42%|████▏     | 1390/3333 [39:49<55:39,  1.72s/it]
 42%|████▏     | 1391/3333 [39:51<55:40,  1.72s/it]
 42%|████▏     | 1392/3333 [39:52<55:42,  1.72s/it]
 42%|████▏     | 1393/3333 [39:54<55:43,  1.72s/it]
 42%|████▏     | 1394/3333 [39:56<55:27,  1.72s/it]
 42%|████▏     | 1395/3333 [39:58<55:44,  1.73s/it]
 42%|████▏     | 1396/3333 [39:59<55:32,  1.72s/it]
 42%|████▏     | 1397/3333 [40:01<55:30,  1.72s/it]
 42%|████▏     | 1398/3333 [40:03<55:24,  1.72s/it]
 42%|████▏     | 1399/3333 [40:04<55:14,  1.71s/it]
 42%|████▏     | 1400/3333 [40:06<54:42,  1.70s/it]
 42%|████▏     | 1401/3333 [40:08<54:55,  1.71s/it]
 42%|████▏     | 1402/3333 [40:09<54:43,  1.70s/it]
 42%|████▏     | 1403/3333 [40:11<55:06,  1.71s/it]
 42%|████▏     | 1404/3333 [40:13<54:56,  1.71s/it]
 42%|████▏     | 1405/3333 [40:15<55:07,  1.72s/it]
 42%|████▏     | 1406/3333 [40:16<54:46,  1.71s/it]
 42%|████▏     | 1407/3333 [40:18<55:08,  1.72s/it]
 42%|████▏     | 1408/3333 [40:20<55:31,  1.73s/it]
 42%|████▏     | 1409/3333 [40:22<55:02,  1.72s/it]
 42%|████▏     | 1410/3333 [40:23<54:48,  1.71s/it]
 42%|████▏     | 1411/3333 [40:25<54:45,  1.71s/it]
 42%|████▏     | 1412/3333 [40:27<54:55,  1.72s/it]
 42%|████▏     | 1413/3333 [40:28<54:45,  1.71s/it]
 42%|████▏     | 1414/3333 [40:30<54:50,  1.71s/it]
 42%|████▏     | 1415/3333 [40:32<54:41,  1.71s/it]
 42%|████▏     | 1416/3333 [40:33<54:43,  1.71s/it]
 43%|████▎     | 1417/3333 [40:35<54:28,  1.71s/it]
 43%|████▎     | 1418/3333 [40:37<54:17,  1.70s/it]
 43%|████▎     | 1419/3333 [40:39<54:28,  1.71s/it]
 43%|████▎     | 1420/3333 [40:40<54:20,  1.70s/it]
 43%|████▎     | 1421/3333 [40:42<54:01,  1.70s/it]
 43%|████▎     | 1422/3333 [40:44<53:58,  1.69s/it]
 43%|████▎     | 1423/3333 [40:45<54:33,  1.71s/it]
 43%|████▎     | 1424/3333 [40:47<54:06,  1.70s/it]
 43%|████▎     | 1425/3333 [40:49<54:14,  1.71s/it]
 43%|████▎     | 1426/3333 [40:51<54:30,  1.72s/it]
 43%|████▎     | 1427/3333 [40:52<54:32,  1.72s/it]
 43%|████▎     | 1428/3333 [40:54<54:06,  1.70s/it]
 43%|████▎     | 1429/3333 [40:56<54:17,  1.71s/it]
 43%|████▎     | 1430/3333 [40:57<54:36,  1.72s/it]
 43%|████▎     | 1431/3333 [40:59<54:20,  1.71s/it]
 43%|████▎     | 1432/3333 [41:01<54:12,  1.71s/it]
 43%|████▎     | 1433/3333 [41:03<54:03,  1.71s/it]
 43%|████▎     | 1434/3333 [41:04<53:59,  1.71s/it]
 43%|████▎     | 1435/3333 [41:06<54:00,  1.71s/it]
 43%|████▎     | 1436/3333 [41:08<54:15,  1.72s/it]
 43%|████▎     | 1437/3333 [41:09<53:43,  1.70s/it]
 43%|████▎     | 1438/3333 [41:11<54:12,  1.72s/it]
 43%|████▎     | 1439/3333 [41:13<54:11,  1.72s/it]
 43%|████▎     | 1440/3333 [41:15<54:01,  1.71s/it]
 43%|████▎     | 1441/3333 [41:16<54:02,  1.71s/it]
 43%|████▎     | 1442/3333 [41:18<54:09,  1.72s/it]
 43%|████▎     | 1443/3333 [41:20<53:59,  1.71s/it]
 43%|████▎     | 1444/3333 [41:21<53:37,  1.70s/it]
 43%|████▎     | 1445/3333 [41:23<54:17,  1.73s/it]
 43%|████▎     | 1446/3333 [41:25<53:41,  1.71s/it]
 43%|████▎     | 1447/3333 [41:26<53:39,  1.71s/it]
 43%|████▎     | 1448/3333 [41:28<53:57,  1.72s/it]
 43%|████▎     | 1449/3333 [41:30<54:00,  1.72s/it]
 44%|████▎     | 1450/3333 [41:32<53:44,  1.71s/it]
 44%|████▎     | 1451/3333 [41:33<53:53,  1.72s/it]
 44%|████▎     | 1452/3333 [41:35<53:32,  1.71s/it]
 44%|████▎     | 1453/3333 [41:37<53:47,  1.72s/it]
 44%|████▎     | 1454/3333 [41:39<54:01,  1.73s/it]
 44%|████▎     | 1455/3333 [41:40<53:20,  1.70s/it]
 44%|████▎     | 1456/3333 [41:42<53:47,  1.72s/it]
 44%|████▎     | 1457/3333 [41:44<53:32,  1.71s/it]
 44%|████▎     | 1458/3333 [41:45<53:51,  1.72s/it]
 44%|████▍     | 1459/3333 [41:47<53:29,  1.71s/it]
 44%|████▍     | 1460/3333 [41:49<53:41,  1.72s/it]
 44%|████▍     | 1461/3333 [41:51<53:30,  1.72s/it]
 44%|████▍     | 1462/3333 [41:52<53:38,  1.72s/it]
 44%|████▍     | 1463/3333 [41:54<53:05,  1.70s/it]
 44%|████▍     | 1464/3333 [41:56<53:09,  1.71s/it]
 44%|████▍     | 1465/3333 [41:57<53:07,  1.71s/it]
 44%|████▍     | 1466/3333 [41:59<53:29,  1.72s/it]
 44%|████▍     | 1467/3333 [42:01<53:53,  1.73s/it]
 44%|████▍     | 1468/3333 [42:03<53:30,  1.72s/it]
 44%|████▍     | 1469/3333 [42:04<53:11,  1.71s/it]
 44%|████▍     | 1470/3333 [42:06<53:02,  1.71s/it]
 44%|████▍     | 1471/3333 [42:08<52:57,  1.71s/it]
 44%|████▍     | 1472/3333 [42:09<53:03,  1.71s/it]
 44%|████▍     | 1473/3333 [42:11<52:57,  1.71s/it]
 44%|████▍     | 1474/3333 [42:13<53:07,  1.71s/it]
 44%|████▍     | 1475/3333 [42:14<52:58,  1.71s/it]
 44%|████▍     | 1476/3333 [42:16<52:35,  1.70s/it]
 44%|████▍     | 1477/3333 [42:18<52:50,  1.71s/it]
 44%|████▍     | 1478/3333 [42:20<52:48,  1.71s/it]
 44%|████▍     | 1479/3333 [42:21<52:48,  1.71s/it]
 44%|████▍     | 1480/3333 [42:23<52:33,  1.70s/it]
 44%|████▍     | 1481/3333 [42:25<52:16,  1.69s/it]
 44%|████▍     | 1482/3333 [42:26<52:31,  1.70s/it]
 44%|████▍     | 1483/3333 [42:28<52:35,  1.71s/it]
 45%|████▍     | 1484/3333 [42:30<52:27,  1.70s/it]
 45%|████▍     | 1485/3333 [42:32<52:46,  1.71s/it]
 45%|████▍     | 1486/3333 [42:33<52:23,  1.70s/it]
 45%|████▍     | 1487/3333 [42:35<52:42,  1.71s/it]
 45%|████▍     | 1488/3333 [42:37<52:38,  1.71s/it]
 45%|████▍     | 1489/3333 [42:38<52:39,  1.71s/it]
 45%|████▍     | 1490/3333 [42:40<52:33,  1.71s/it]
 45%|████▍     | 1491/3333 [42:42<52:24,  1.71s/it]
 45%|████▍     | 1492/3333 [42:44<52:37,  1.71s/it]
 45%|████▍     | 1493/3333 [42:45<52:39,  1.72s/it]
 45%|████▍     | 1494/3333 [42:47<52:20,  1.71s/it]
 45%|████▍     | 1495/3333 [42:49<52:14,  1.71s/it]
 45%|████▍     | 1496/3333 [42:50<52:47,  1.72s/it]
 45%|████▍     | 1497/3333 [42:52<52:11,  1.71s/it]
 45%|████▍     | 1498/3333 [42:54<52:35,  1.72s/it]
 45%|████▍     | 1499/3333 [42:56<52:19,  1.71s/it]
 45%|████▌     | 1500/3333 [42:57<52:08,  1.71s/it]
                                                   
{'loss': 1.8363, 'learning_rate': 1.64986498649865e-05, 'epoch': 1.35}
+
 45%|████▌     | 1500/3333 [42:57<52:08,  1.71s/it]
 45%|████▌     | 1501/3333 [42:59<52:11,  1.71s/it]
 45%|████▌     | 1502/3333 [43:01<51:55,  1.70s/it]
 45%|████▌     | 1503/3333 [43:02<51:48,  1.70s/it]
 45%|████▌     | 1504/3333 [43:04<52:02,  1.71s/it]
 45%|████▌     | 1505/3333 [43:06<52:26,  1.72s/it]
 45%|████▌     | 1506/3333 [43:07<52:14,  1.72s/it]
 45%|████▌     | 1507/3333 [43:09<52:24,  1.72s/it]
 45%|████▌     | 1508/3333 [43:11<52:22,  1.72s/it]
 45%|████▌     | 1509/3333 [43:13<52:03,  1.71s/it]
 45%|████▌     | 1510/3333 [43:14<52:13,  1.72s/it]
 45%|████▌     | 1511/3333 [43:16<52:21,  1.72s/it]
 45%|████▌     | 1512/3333 [43:18<52:10,  1.72s/it]
 45%|████▌     | 1513/3333 [43:20<52:03,  1.72s/it]
 45%|████▌     | 1514/3333 [43:21<51:51,  1.71s/it]
 45%|████▌     | 1515/3333 [43:23<52:14,  1.72s/it]
 45%|████▌     | 1516/3333 [43:25<52:39,  1.74s/it]
 46%|████▌     | 1517/3333 [43:26<52:21,  1.73s/it]
 46%|████▌     | 1518/3333 [43:28<52:05,  1.72s/it]
 46%|████▌     | 1519/3333 [43:30<52:26,  1.73s/it]
 46%|████▌     | 1520/3333 [43:32<52:16,  1.73s/it]
 46%|████▌     | 1521/3333 [43:33<51:44,  1.71s/it]
 46%|████▌     | 1522/3333 [43:35<51:53,  1.72s/it]
 46%|████▌     | 1523/3333 [43:37<51:39,  1.71s/it]
 46%|████▌     | 1524/3333 [43:38<51:24,  1.71s/it]
 46%|████▌     | 1525/3333 [43:40<52:01,  1.73s/it]
 46%|████▌     | 1526/3333 [43:42<51:47,  1.72s/it]
 46%|████▌     | 1527/3333 [43:44<51:10,  1.70s/it]
 46%|████▌     | 1528/3333 [43:45<51:28,  1.71s/it]
 46%|████▌     | 1529/3333 [43:47<51:22,  1.71s/it]
 46%|████▌     | 1530/3333 [43:49<51:24,  1.71s/it]
 46%|████▌     | 1531/3333 [43:50<51:20,  1.71s/it]
 46%|████▌     | 1532/3333 [43:52<50:56,  1.70s/it]
 46%|████▌     | 1533/3333 [43:54<51:01,  1.70s/it]
 46%|████▌     | 1534/3333 [43:56<51:05,  1.70s/it]
 46%|████▌     | 1535/3333 [43:57<51:19,  1.71s/it]
 46%|████▌     | 1536/3333 [43:59<51:14,  1.71s/it]
 46%|████▌     | 1537/3333 [44:01<51:12,  1.71s/it]
 46%|████▌     | 1538/3333 [44:02<51:17,  1.71s/it]
 46%|████▌     | 1539/3333 [44:04<51:05,  1.71s/it]
 46%|████▌     | 1540/3333 [44:06<51:20,  1.72s/it]
 46%|████▌     | 1541/3333 [44:08<51:16,  1.72s/it]
 46%|████▋     | 1542/3333 [44:09<50:54,  1.71s/it]
 46%|████▋     | 1543/3333 [44:11<50:42,  1.70s/it]
 46%|████▋     | 1544/3333 [44:13<50:52,  1.71s/it]
 46%|████▋     | 1545/3333 [44:14<51:16,  1.72s/it]
 46%|████▋     | 1546/3333 [44:16<51:16,  1.72s/it]
 46%|████▋     | 1547/3333 [44:18<51:17,  1.72s/it]
 46%|████▋     | 1548/3333 [44:20<51:25,  1.73s/it]
 46%|████▋     | 1549/3333 [44:21<51:09,  1.72s/it]
 47%|████▋     | 1550/3333 [44:23<51:02,  1.72s/it]
 47%|████▋     | 1551/3333 [44:25<51:12,  1.72s/it]
 47%|████▋     | 1552/3333 [44:26<50:46,  1.71s/it]
 47%|████▋     | 1553/3333 [44:28<51:05,  1.72s/it]
 47%|████▋     | 1554/3333 [44:30<50:52,  1.72s/it]
 47%|████▋     | 1555/3333 [44:32<51:01,  1.72s/it]
 47%|████▋     | 1556/3333 [44:33<50:36,  1.71s/it]
 47%|████▋     | 1557/3333 [44:35<50:53,  1.72s/it]
 47%|████▋     | 1558/3333 [44:37<50:35,  1.71s/it]
 47%|████▋     | 1559/3333 [44:38<50:58,  1.72s/it]
 47%|████▋     | 1560/3333 [44:40<50:52,  1.72s/it]
 47%|████▋     | 1561/3333 [44:42<50:52,  1.72s/it]
 47%|████▋     | 1562/3333 [44:44<50:36,  1.71s/it]
 47%|████▋     | 1563/3333 [44:45<50:31,  1.71s/it]
 47%|████▋     | 1564/3333 [44:47<50:52,  1.73s/it]
 47%|████▋     | 1565/3333 [44:49<50:45,  1.72s/it]
 47%|████▋     | 1566/3333 [44:50<50:28,  1.71s/it]
 47%|████▋     | 1567/3333 [44:52<49:55,  1.70s/it]
 47%|████▋     | 1568/3333 [44:54<49:57,  1.70s/it]
 47%|████▋     | 1569/3333 [44:56<50:09,  1.71s/it]
 47%|████▋     | 1570/3333 [44:57<50:40,  1.72s/it]
 47%|████▋     | 1571/3333 [44:59<50:40,  1.73s/it]
 47%|████▋     | 1572/3333 [45:01<50:15,  1.71s/it]
 47%|████▋     | 1573/3333 [45:02<50:19,  1.72s/it]
 47%|████▋     | 1574/3333 [45:04<50:34,  1.73s/it]
 47%|████▋     | 1575/3333 [45:06<50:16,  1.72s/it]
 47%|██��█▋     | 1576/3333 [45:08<50:21,  1.72s/it]
 47%|████▋     | 1577/3333 [45:09<50:28,  1.72s/it]
 47%|████▋     | 1578/3333 [45:11<50:38,  1.73s/it]
 47%|████▋     | 1579/3333 [45:13<50:36,  1.73s/it]
 47%|████▋     | 1580/3333 [45:14<50:01,  1.71s/it]
 47%|████▋     | 1581/3333 [45:16<50:05,  1.72s/it]
 47%|████▋     | 1582/3333 [45:18<50:18,  1.72s/it]
 47%|████▋     | 1583/3333 [45:20<49:54,  1.71s/it]
 48%|████▊     | 1584/3333 [45:21<49:49,  1.71s/it]
 48%|████▊     | 1585/3333 [45:23<50:10,  1.72s/it]
 48%|████▊     | 1586/3333 [45:25<49:40,  1.71s/it]
 48%|████▊     | 1587/3333 [45:27<50:03,  1.72s/it]
 48%|████▊     | 1588/3333 [45:28<49:33,  1.70s/it]
 48%|████▊     | 1589/3333 [45:30<49:36,  1.71s/it]
 48%|████▊     | 1590/3333 [45:32<50:00,  1.72s/it]
 48%|████▊     | 1591/3333 [45:33<49:36,  1.71s/it]
 48%|████▊     | 1592/3333 [45:35<49:36,  1.71s/it]
 48%|████▊     | 1593/3333 [45:37<49:56,  1.72s/it]
 48%|████▊     | 1594/3333 [45:38<49:35,  1.71s/it]
 48%|████▊     | 1595/3333 [45:40<49:54,  1.72s/it]
 48%|████▊     | 1596/3333 [45:42<49:52,  1.72s/it]
 48%|████▊     | 1597/3333 [45:44<49:38,  1.72s/it]
 48%|████▊     | 1598/3333 [45:45<49:26,  1.71s/it]
 48%|████▊     | 1599/3333 [45:47<49:29,  1.71s/it]
 48%|████▊     | 1600/3333 [45:49<49:47,  1.72s/it]
 48%|████▊     | 1601/3333 [45:51<49:33,  1.72s/it]
 48%|████▊     | 1602/3333 [45:52<49:14,  1.71s/it]
 48%|████▊     | 1603/3333 [45:54<49:37,  1.72s/it]
 48%|████▊     | 1604/3333 [45:56<49:32,  1.72s/it]
 48%|████▊     | 1605/3333 [45:57<49:49,  1.73s/it]
 48%|████▊     | 1606/3333 [45:59<49:16,  1.71s/it]
 48%|████▊     | 1607/3333 [46:01<49:13,  1.71s/it]
 48%|████▊     | 1608/3333 [46:03<49:41,  1.73s/it]
 48%|████▊     | 1609/3333 [46:04<49:37,  1.73s/it]
 48%|████▊     | 1610/3333 [46:06<49:21,  1.72s/it]
 48%|████▊     | 1611/3333 [46:08<48:53,  1.70s/it]
 48%|████▊     | 1612/3333 [46:09<49:11,  1.72s/it]
 48%|████▊     | 1613/3333 [46:11<49:02,  1.71s/it]
 48%|████▊     | 1614/3333 [46:13<49:11,  1.72s/it]
 48%|████▊     | 1615/3333 [46:15<49:04,  1.71s/it]
 48%|████▊     | 1616/3333 [46:16<48:57,  1.71s/it]
 49%|████▊     | 1617/3333 [46:18<49:07,  1.72s/it]
 49%|████▊     | 1618/3333 [46:20<48:48,  1.71s/it]
 49%|████▊     | 1619/3333 [46:21<48:41,  1.70s/it]
 49%|████▊     | 1620/3333 [46:23<49:25,  1.73s/it]
 49%|████▊     | 1621/3333 [46:25<49:21,  1.73s/it]
 49%|████▊     | 1622/3333 [46:27<48:47,  1.71s/it]
 49%|████▊     | 1623/3333 [46:28<49:05,  1.72s/it]
 49%|████▊     | 1624/3333 [46:30<48:32,  1.70s/it]
 49%|████▉     | 1625/3333 [46:32<48:51,  1.72s/it]
 49%|████▉     | 1626/3333 [46:33<49:02,  1.72s/it]
 49%|████▉     | 1627/3333 [46:35<48:30,  1.71s/it]
 49%|████▉     | 1628/3333 [46:37<48:32,  1.71s/it]
 49%|████▉     | 1629/3333 [46:39<48:27,  1.71s/it]
 49%|████▉     | 1630/3333 [46:40<48:23,  1.70s/it]
 49%|████▉     | 1631/3333 [46:42<48:12,  1.70s/it]
 49%|████▉     | 1632/3333 [46:44<48:07,  1.70s/it]
 49%|████▉     | 1633/3333 [46:45<48:00,  1.69s/it]
 49%|████▉     | 1634/3333 [46:47<48:03,  1.70s/it]
 49%|████▉     | 1635/3333 [46:49<48:33,  1.72s/it]
 49%|████▉     | 1636/3333 [46:50<48:21,  1.71s/it]
 49%|████▉     | 1637/3333 [46:52<48:30,  1.72s/it]
 49%|████▉     | 1638/3333 [46:54<48:00,  1.70s/it]
 49%|████▉     | 1639/3333 [46:56<48:12,  1.71s/it]
 49%|████▉     | 1640/3333 [46:57<48:16,  1.71s/it]
 49%|████▉     | 1641/3333 [46:59<48:00,  1.70s/it]
 49%|████▉     | 1642/3333 [47:01<47:54,  1.70s/it]
 49%|████▉     | 1643/3333 [47:02<48:06,  1.71s/it]
 49%|████▉     | 1644/3333 [47:04<48:23,  1.72s/it]
 49%|████▉     | 1645/3333 [47:06<47:48,  1.70s/it]
 49%|████▉     | 1646/3333 [47:08<47:52,  1.70s/it]
 49%|████▉     | 1647/3333 [47:09<48:29,  1.73s/it]
 49%|████▉     | 1648/3333 [47:11<48:27,  1.73s/it]
 49%|████▉     | 1649/3333 [47:13<48:21,  1.72s/it]
 50%|████▉     | 1650/3333 [47:14<48:22,  1.72s/it]
 50%|████▉     | 1651/3333 [47:16<48:15,  1.72s/it]
 50%|████▉     | 1652/3333 [47:18<47:56,  1.71s/it]
 50%|████▉     | 1653/3333 [47:20<47:46,  1.71s/it]
 50%|████▉     | 1654/3333 [47:21<47:46,  1.71s/it]
 50%|████▉     | 1655/3333 [47:23<47:32,  1.70s/it]
 50%|████▉     | 1656/3333 [47:25<47:42,  1.71s/it]
 50%|████▉     | 1657/3333 [47:26<47:25,  1.70s/it]
 50%|████▉     | 1658/3333 [47:28<47:34,  1.70s/it]
 50%|████▉     | 1659/3333 [47:30<47:48,  1.71s/it]
 50%|████▉     | 1660/3333 [47:32<47:50,  1.72s/it]
 50%|████▉     | 1661/3333 [47:33<47:44,  1.71s/it]
 50%|████▉     | 1662/3333 [47:35<47:05,  1.69s/it]
 50%|████▉     | 1663/3333 [47:37<47:35,  1.71s/it]
 50%|████▉     | 1664/3333 [47:38<47:34,  1.71s/it]
 50%|████▉     | 1665/3333 [47:40<47:18,  1.70s/it]
 50%|████▉     | 1666/3333 [47:42<47:29,  1.71s/it]
 50%|█████     | 1667/3333 [47:43<47:19,  1.70s/it]
 50%|█████     | 1668/3333 [47:45<47:28,  1.71s/it]
 50%|█████     | 1669/3333 [47:47<47:53,  1.73s/it]
 50%|█████     | 1670/3333 [47:49<47:24,  1.71s/it]
 50%|█████     | 1671/3333 [47:50<47:37,  1.72s/it]
 50%|█████     | 1672/3333 [47:52<47:49,  1.73s/it]
 50%|█████     | 1673/3333 [47:54<47:19,  1.71s/it]
 50%|█████     | 1674/3333 [47:55<47:21,  1.71s/it]
 50%|█████     | 1675/3333 [47:57<47:15,  1.71s/it]
 50%|█████     | 1676/3333 [47:59<47:33,  1.72s/it]
 50%|█████     | 1677/3333 [48:01<47:06,  1.71s/it]
 50%|█████     | 1678/3333 [48:02<47:16,  1.71s/it]
 50%|█████     | 1679/3333 [48:04<47:29,  1.72s/it]
 50%|█████     | 1680/3333 [48:06<46:50,  1.70s/it]
 50%|█████     | 1681/3333 [48:07<46:57,  1.71s/it]
 50%|█████     | 1682/3333 [48:09<47:09,  1.71s/it]
 50%|█████     | 1683/3333 [48:11<47:06,  1.71s/it]
 51%|█████     | 1684/3333 [48:13<46:45,  1.70s/it]
 51%|█████     | 1685/3333 [48:14<46:44,  1.70s/it]
 51%|█████     | 1686/3333 [48:16<46:36,  1.70s/it]
 51%|█████     | 1687/3333 [48:18<46:59,  1.71s/it]
 51%|█████     | 1688/3333 [48:19<46:52,  1.71s/it]
 51%|█████     | 1689/3333 [48:21<46:42,  1.70s/it]
 51%|█████     | 1690/3333 [48:23<46:56,  1.71s/it]
 51%|█████     | 1691/3333 [48:25<46:57,  1.72s/it]
 51%|█████     | 1692/3333 [48:26<46:54,  1.72s/it]
 51%|█████     | 1693/3333 [48:28<46:49,  1.71s/it]
 51%|█████     | 1694/3333 [48:30<46:57,  1.72s/it]
 51%|█████     | 1695/3333 [48:31<46:42,  1.71s/it]
 51%|█████     | 1696/3333 [48:33<47:09,  1.73s/it]
 51%|█████     | 1697/3333 [48:35<46:49,  1.72s/it]
 51%|█████     | 1698/3333 [48:37<46:44,  1.72s/it]
 51%|█████     | 1699/3333 [48:38<46:49,  1.72s/it]
 51%|█████     | 1700/3333 [48:40<46:32,  1.71s/it]
 51%|█████     | 1701/3333 [48:42<46:30,  1.71s/it]
 51%|█████     | 1702/3333 [48:43<46:14,  1.70s/it]
 51%|█████     | 1703/3333 [48:45<46:29,  1.71s/it]
 51%|█████     | 1704/3333 [48:47<46:36,  1.72s/it]
 51%|█████     | 1705/3333 [48:49<46:51,  1.73s/it]
 51%|█████     | 1706/3333 [48:50<46:35,  1.72s/it]
 51%|█████     | 1707/3333 [48:52<46:37,  1.72s/it]
 51%|█████     | 1708/3333 [48:54<46:51,  1.73s/it]
 51%|█████▏    | 1709/3333 [48:55<46:35,  1.72s/it]
 51%|█████▏    | 1710/3333 [48:57<46:26,  1.72s/it]
 51%|█████▏    | 1711/3333 [48:59<46:46,  1.73s/it]
 51%|█████▏    | 1712/3333 [49:01<46:28,  1.72s/it]
 51%|█████▏    | 1713/3333 [49:02<46:16,  1.71s/it]
 51%|█████▏    | 1714/3333 [49:04<46:24,  1.72s/it]
 51%|█████▏    | 1715/3333 [49:06<45:58,  1.70s/it]
 51%|█████▏    | 1716/3333 [49:07<46:18,  1.72s/it]
 52%|█████▏    | 1717/3333 [49:09<45:54,  1.70s/it]
 52%|█████▏    | 1718/3333 [49:11<46:19,  1.72s/it]
 52%|█████▏    | 1719/3333 [49:13<45:50,  1.70s/it]
 52%|█████▏    | 1720/3333 [49:14<46:03,  1.71s/it]
 52%|█████▏    | 1721/3333 [49:16<46:07,  1.72s/it]
 52%|█████▏    | 1722/3333 [49:18<45:53,  1.71s/it]
 52%|█████▏    | 1723/3333 [49:20<48:30,  1.81s/it]
 52%|█████▏    | 1724/3333 [49:21<47:43,  1.78s/it]
 52%|█████▏    | 1725/3333 [49:23<47:34,  1.78s/it]
 52%|█████▏    | 1726/3333 [49:25<47:05,  1.76s/it]
 52%|█████▏    | 1727/3333 [49:27<46:24,  1.73s/it]
 52%|█████▏    | 1728/3333 [49:28<46:26,  1.74s/it]
 52%|█████▏    | 1729/3333 [49:30<45:50,  1.71s/it]
 52%|█████▏    | 1730/3333 [49:32<45:49,  1.71s/it]
 52%|█████▏    | 1731/3333 [49:33<45:35,  1.71s/it]
 52%|█████▏    | 1732/3333 [49:35<45:35,  1.71s/it]
 52%|█████▏    | 1733/3333 [49:37<45:44,  1.72s/it]
 52%|█████▏    | 1734/3333 [49:39<45:28,  1.71s/it]
 52%|█████▏    | 1735/3333 [49:40<45:08,  1.69s/it]
 52%|█████▏    | 1736/3333 [49:42<45:51,  1.72s/it]
 52%|█████▏    | 1737/3333 [49:44<45:27,  1.71s/it]
 52%|█████▏    | 1738/3333 [49:45<45:41,  1.72s/it]
 52%|█████▏    | 1739/3333 [49:47<45:27,  1.71s/it]
 52%|█████▏    | 1740/3333 [49:49<45:34,  1.72s/it]
 52%|█████▏    | 1741/3333 [49:51<45:22,  1.71s/it]
 52%|█████▏    | 1742/3333 [49:52<45:24,  1.71s/it]
 52%|█████▏    | 1743/3333 [49:54<45:34,  1.72s/it]
 52%|█████▏    | 1744/3333 [49:56<45:35,  1.72s/it]
 52%|█████▏    | 1745/3333 [49:57<45:24,  1.72s/it]
 52%|█████▏    | 1746/3333 [49:59<45:42,  1.73s/it]
 52%|█████▏    | 1747/3333 [50:01<45:28,  1.72s/it]
 52%|█████▏    | 1748/3333 [50:03<45:31,  1.72s/it]
 52%|█████▏    | 1749/3333 [50:04<45:01,  1.71s/it]
 53%|█████▎    | 1750/3333 [50:06<45:22,  1.72s/it]
 53%|█████▎    | 1751/3333 [50:08<45:11,  1.71s/it]
 53%|█████▎    | 1752/3333 [50:09<45:05,  1.71s/it]
 53%|█████▎    | 1753/3333 [50:11<44:43,  1.70s/it]
 53%|█████▎    | 1754/3333 [50:13<44:53,  1.71s/it]
 53%|█████▎    | 1755/3333 [50:15<44:49,  1.70s/it]
 53%|█████▎    | 1756/3333 [50:16<44:48,  1.71s/it]
 53%|█████▎    | 1757/3333 [50:18<44:39,  1.70s/it]
 53%|█████▎    | 1758/3333 [50:20<44:42,  1.70s/it]
 53%|█████▎    | 1759/3333 [50:21<44:51,  1.71s/it]
 53%|█████▎    | 1760/3333 [50:23<44:38,  1.70s/it]
 53%|█████▎    | 1761/3333 [50:25<44:54,  1.71s/it]
 53%|█████▎    | 1762/3333 [50:27<44:37,  1.70s/it]
 53%|█████▎    | 1763/3333 [50:28<44:39,  1.71s/it]
 53%|█████▎    | 1764/3333 [50:30<44:42,  1.71s/it]
 53%|█████▎    | 1765/3333 [50:32<46:53,  1.79s/it]
 53%|█████▎    | 1766/3333 [50:34<46:35,  1.78s/it]
 53%|█████▎    | 1767/3333 [50:35<46:15,  1.77s/it]
 53%|█████▎    | 1768/3333 [50:37<45:42,  1.75s/it]
 53%|█████▎    | 1769/3333 [50:39<45:14,  1.74s/it]
 53%|█████▎    | 1770/3333 [50:41<44:55,  1.72s/it]
 53%|█████▎    | 1771/3333 [50:42<44:42,  1.72s/it]
 53%|█████▎    | 1772/3333 [50:44<44:23,  1.71s/it]
 53%|█████▎    | 1773/3333 [50:46<44:42,  1.72s/it]
 53%|█████▎    | 1774/3333 [50:47<44:19,  1.71s/it]
 53%|█████▎    | 1775/3333 [50:49<44:32,  1.72s/it]
 53%|█████▎    | 1776/3333 [50:51<44:41,  1.72s/it]
 53%|█████▎    | 1777/3333 [50:53<44:48,  1.73s/it]
 53%|█████▎    | 1778/3333 [50:54<44:26,  1.71s/it]
 53%|█████▎    | 1779/3333 [50:56<44:41,  1.73s/it]
 53%|█████▎    | 1780/3333 [50:58<44:42,  1.73s/it]
 53%|█████▎    | 1781/3333 [50:59<44:26,  1.72s/it]
 53%|█████▎    | 1782/3333 [51:01<44:45,  1.73s/it]
 53%|█████▎    | 1783/3333 [51:03<44:22,  1.72s/it]
 54%|█████▎    | 1784/3333 [51:05<44:16,  1.71s/it]
 54%|█████▎    | 1785/3333 [51:06<44:37,  1.73s/it]
 54%|█████▎    | 1786/3333 [51:08<44:29,  1.73s/it]
 54%|█████▎    | 1787/3333 [51:10<44:08,  1.71s/it]
 54%|█████▎    | 1788/3333 [51:11<44:17,  1.72s/it]
 54%|█████▎    | 1789/3333 [51:13<43:48,  1.70s/it]
 54%|█████▎    | 1790/3333 [51:15<44:18,  1.72s/it]
 54%|█████▎    | 1791/3333 [51:17<44:08,  1.72s/it]
 54%|█████▍    | 1792/3333 [51:18<44:03,  1.72s/it]
 54%|█████▍    | 1793/3333 [51:20<43:58,  1.71s/it]
 54%|█████▍    | 1794/3333 [51:22<44:05,  1.72s/it]
 54%|█████▍    | 1795/3333 [51:23<43:55,  1.71s/it]
 54%|█████▍    | 1796/3333 [51:25<43:47,  1.71s/it]
 54%|█████▍    | 1797/3333 [51:27<43:44,  1.71s/it]
 54%|█████▍    | 1798/3333 [51:29<44:00,  1.72s/it]
 54%|█████▍    | 1799/3333 [51:30<43:45,  1.71s/it]
 54%|█████▍    | 1800/3333 [51:32<43:56,  1.72s/it]
 54%|█████▍    | 1801/3333 [51:34<43:55,  1.72s/it]
 54%|█████▍    | 1802/3333 [51:35<43:32,  1.71s/it]
 54%|█████▍    | 1803/3333 [51:37<43:33,  1.71s/it]
 54%|█████▍    | 1804/3333 [51:39<43:29,  1.71s/it]
 54%|█████▍    | 1805/3333 [51:41<43:30,  1.71s/it]
 54%|█████▍    | 1806/3333 [51:42<43:32,  1.71s/it]
 54%|█████▍    | 1807/3333 [51:44<43:14,  1.70s/it]
 54%|█████▍    | 1808/3333 [51:46<43:18,  1.70s/it]
 54%|█████▍    | 1809/3333 [51:47<43:30,  1.71s/it]
 54%|█████▍    | 1810/3333 [51:49<43:23,  1.71s/it]
 54%|█████▍    | 1811/3333 [51:51<43:37,  1.72s/it]
 54%|█████▍    | 1812/3333 [51:53<43:04,  1.70s/it]
 54%|█████▍    | 1813/3333 [51:54<43:12,  1.71s/it]
 54%|█████▍    | 1814/3333 [51:56<43:02,  1.70s/it]
 54%|█████▍    | 1815/3333 [51:58<43:27,  1.72s/it]
 54%|█████▍    | 1816/3333 [51:59<43:01,  1.70s/it]
 55%|█████▍    | 1817/3333 [52:01<43:43,  1.73s/it]
 55%|█████▍    | 1818/3333 [52:03<43:33,  1.73s/it]
 55%|█████▍    | 1819/3333 [52:05<43:12,  1.71s/it]
 55%|█████▍    | 1820/3333 [52:06<43:15,  1.72s/it]
 55%|█████▍    | 1821/3333 [52:08<43:18,  1.72s/it]
 55%|█████▍    | 1822/3333 [52:10<43:12,  1.72s/it]
 55%|█████▍    | 1823/3333 [52:11<43:24,  1.72s/it]
 55%|█████▍    | 1824/3333 [52:13<43:07,  1.71s/it]
 55%|█████▍    | 1825/3333 [52:15<43:18,  1.72s/it]
 55%|█████▍    | 1826/3333 [52:17<43:00,  1.71s/it]
 55%|█████▍    | 1827/3333 [52:18<43:28,  1.73s/it]
 55%|█████▍    | 1828/3333 [52:20<43:19,  1.73s/it]
 55%|█████▍    | 1829/3333 [52:22<42:56,  1.71s/it]
 55%|█████▍    | 1830/3333 [52:23<42:46,  1.71s/it]
 55%|█████▍    | 1831/3333 [52:25<43:07,  1.72s/it]
 55%|█████▍    | 1832/3333 [52:27<42:55,  1.72s/it]
 55%|█████▍    | 1833/3333 [52:29<42:31,  1.70s/it]
 55%|█████▌    | 1834/3333 [52:30<42:47,  1.71s/it]
 55%|█████▌    | 1835/3333 [52:32<42:28,  1.70s/it]
 55%|█████▌    | 1836/3333 [52:34<43:09,  1.73s/it]
 55%|█████▌    | 1837/3333 [52:35<42:49,  1.72s/it]
 55%|█████▌    | 1838/3333 [52:37<42:34,  1.71s/it]
 55%|█████▌    | 1839/3333 [52:39<43:02,  1.73s/it]
 55%|█████▌    | 1840/3333 [52:41<42:29,  1.71s/it]
 55%|█████▌    | 1841/3333 [52:42<42:57,  1.73s/it]
 55%|█████▌    | 1842/3333 [52:44<42:53,  1.73s/it]
 55%|█████▌    | 1843/3333 [52:46<42:48,  1.72s/it]
 55%|█████▌    | 1844/3333 [52:48<42:51,  1.73s/it]
 55%|█████▌    | 1845/3333 [52:49<42:47,  1.73s/it]
 55%|█████▌    | 1846/3333 [52:51<42:43,  1.72s/it]
 55%|█████▌    | 1847/3333 [52:53<43:05,  1.74s/it]
 55%|█████▌    | 1848/3333 [52:54<42:32,  1.72s/it]
 55%|█████▌    | 1849/3333 [52:56<42:21,  1.71s/it]
 56%|█████▌    | 1850/3333 [52:58<42:20,  1.71s/it]
 56%|█████▌    | 1851/3333 [53:00<42:27,  1.72s/it]
 56%|█████▌    | 1852/3333 [53:01<42:27,  1.72s/it]
 56%|█████▌    | 1853/3333 [53:03<42:39,  1.73s/it]
 56%|█████▌    | 1854/3333 [53:05<42:37,  1.73s/it]
 56%|█████▌    | 1855/3333 [53:06<42:13,  1.71s/it]
 56%|█████▌    | 1856/3333 [53:08<42:20,  1.72s/it]
 56%|█████▌    | 1857/3333 [53:10<42:21,  1.72s/it]
 56%|█████▌    | 1858/3333 [53:12<42:19,  1.72s/it]
 56%|█████▌    | 1859/3333 [53:13<42:09,  1.72s/it]
 56%|█████▌    | 1860/3333 [53:15<41:55,  1.71s/it]
 56%|█████▌    | 1861/3333 [53:17<41:58,  1.71s/it]
 56%|█████▌    | 1862/3333 [53:18<41:53,  1.71s/it]
 56%|█████▌    | 1863/3333 [53:20<42:05,  1.72s/it]
 56%|█████▌    | 1864/3333 [53:22<41:41,  1.70s/it]
 56%|█████▌    | 1865/3333 [53:24<41:57,  1.71s/it]
 56%|█████▌    | 1866/3333 [53:25<41:34,  1.70s/it]
 56%|█████▌    | 1867/3333 [53:27<41:31,  1.70s/it]
 56%|█████▌    | 1868/3333 [53:29<41:47,  1.71s/it]
 56%|█████▌    | 1869/3333 [53:30<41:51,  1.72s/it]
 56%|█████▌    | 1870/3333 [53:32<41:57,  1.72s/it]
 56%|█████▌    | 1871/3333 [53:34<41:57,  1.72s/it]
 56%|█████▌    | 1872/3333 [53:36<41:56,  1.72s/it]
 56%|█████▌    | 1873/3333 [53:37<41:25,  1.70s/it]
 56%|█████▌    | 1874/3333 [53:39<41:37,  1.71s/it]
 56%|█████▋    | 1875/3333 [53:41<41:40,  1.72s/it]
 56%|█████▋    | 1876/3333 [53:42<41:40,  1.72s/it]
 56%|█████▋    | 1877/3333 [53:44<41:27,  1.71s/it]
 56%|█████▋    | 1878/3333 [53:46<41:20,  1.70s/it]
 56%|█████▋    | 1879/3333 [53:47<41:10,  1.70s/it]
 56%|█████▋    | 1880/3333 [53:49<41:23,  1.71s/it]
 56%|█████▋    | 1881/3333 [53:51<41:13,  1.70s/it]
 56%|█████▋    | 1882/3333 [53:53<41:12,  1.70s/it]
 56%|█████▋    | 1883/3333 [53:54<41:26,  1.71s/it]
 57%|█████▋    | 1884/3333 [53:56<40:55,  1.69s/it]
 57%|█████▋    | 1885/3333 [53:58<41:21,  1.71s/it]
 57%|█████▋    | 1886/3333 [53:59<41:23,  1.72s/it]
 57%|█████▋    | 1887/3333 [54:01<41:34,  1.72s/it]
 57%|█████▋    | 1888/3333 [54:03<41:17,  1.71s/it]
 57%|█████▋    | 1889/3333 [54:05<40:53,  1.70s/it]
 57%|█████▋    | 1890/3333 [54:06<41:19,  1.72s/it]
 57%|█████▋    | 1891/3333 [54:08<41:19,  1.72s/it]
 57%|█████▋    | 1892/3333 [54:10<41:11,  1.72s/it]
 57%|█████▋    | 1893/3333 [54:11<40:59,  1.71s/it]
 57%|█████▋    | 1894/3333 [54:13<40:52,  1.70s/it]
 57%|█████▋    | 1895/3333 [54:15<41:05,  1.71s/it]
 57%|█████▋    | 1896/3333 [54:17<41:00,  1.71s/it]
 57%|█████▋    | 1897/3333 [54:18<40:54,  1.71s/it]
 57%|█████▋    | 1898/3333 [54:20<40:49,  1.71s/it]
 57%|█████▋    | 1899/3333 [54:22<40:48,  1.71s/it]
 57%|█████▋    | 1900/3333 [54:23<40:55,  1.71s/it]
 57%|█████▋    | 1901/3333 [54:25<40:57,  1.72s/it]
 57%|█████▋    | 1902/3333 [54:27<40:45,  1.71s/it]
 57%|█████▋    | 1903/3333 [54:29<40:48,  1.71s/it]
 57%|█████▋    | 1904/3333 [54:30<40:52,  1.72s/it]
 57%|█████▋    | 1905/3333 [54:32<40:44,  1.71s/it]
 57%|█████▋    | 1906/3333 [54:34<40:46,  1.71s/it]
 57%|█████▋    | 1907/3333 [54:35<40:33,  1.71s/it]
 57%|█████▋    | 1908/3333 [54:37<40:41,  1.71s/it]
 57%|█████▋    | 1909/3333 [54:39<40:45,  1.72s/it]
 57%|█████▋    | 1910/3333 [54:41<40:46,  1.72s/it]
 57%|█████▋    | 1911/3333 [54:42<40:38,  1.71s/it]
 57%|█████▋    | 1912/3333 [54:44<40:23,  1.71s/it]
 57%|█████▋    | 1913/3333 [54:46<40:29,  1.71s/it]
 57%|█████▋    | 1914/3333 [54:47<40:35,  1.72s/it]
 57%|█████▋    | 1915/3333 [54:49<40:34,  1.72s/it]
 57%|█████▋    | 1916/3333 [54:51<40:19,  1.71s/it]
 58%|█████▊    | 1917/3333 [54:53<40:24,  1.71s/it]
 58%|█████▊    | 1918/3333 [54:54<40:09,  1.70s/it]
 58%|█████▊    | 1919/3333 [54:56<40:07,  1.70s/it]
 58%|█████▊    | 1920/3333 [54:58<39:54,  1.69s/it]
 58%|█████▊    | 1921/3333 [54:59<40:32,  1.72s/it]
 58%|█████▊    | 1922/3333 [55:01<40:19,  1.71s/it]
 58%|█████▊    | 1923/3333 [55:03<39:57,  1.70s/it]
 58%|█████▊    | 1924/3333 [55:05<40:13,  1.71s/it]
 58%|█████▊    | 1925/3333 [55:06<40:25,  1.72s/it]
 58%|█████▊    | 1926/3333 [55:08<40:14,  1.72s/it]
 58%|█████▊    | 1927/3333 [55:10<39:59,  1.71s/it]
 58%|█████▊    | 1928/3333 [55:11<40:22,  1.72s/it]
 58%|█████▊    | 1929/3333 [55:13<40:21,  1.72s/it]
 58%|█████▊    | 1930/3333 [55:15<39:47,  1.70s/it]
 58%|█████▊    | 1931/3333 [55:17<40:05,  1.72s/it]
 58%|█████▊    | 1932/3333 [55:18<40:10,  1.72s/it]
 58%|█████▊    | 1933/3333 [55:20<39:58,  1.71s/it]
 58%|█████▊    | 1934/3333 [55:22<39:50,  1.71s/it]
 58%|█████▊    | 1935/3333 [55:23<39:56,  1.71s/it]
 58%|█████▊    | 1936/3333 [55:25<39:55,  1.71s/it]
 58%|█████▊    | 1937/3333 [55:27<39:58,  1.72s/it]
 58%|█████▊    | 1938/3333 [55:29<39:51,  1.71s/it]
 58%|█████▊    | 1939/3333 [55:30<40:00,  1.72s/it]
 58%|█████▊    | 1940/3333 [55:32<39:58,  1.72s/it]
 58%|█████▊    | 1941/3333 [55:34<39:44,  1.71s/it]
 58%|█████▊    | 1942/3333 [55:35<39:34,  1.71s/it]
 58%|█████▊    | 1943/3333 [55:37<39:58,  1.73s/it]
 58%|█████▊    | 1944/3333 [55:39<39:45,  1.72s/it]
 58%|█████▊    | 1945/3333 [55:41<39:53,  1.72s/it]
 58%|█████▊    | 1946/3333 [55:42<39:39,  1.72s/it]
 58%|█████▊    | 1947/3333 [55:44<39:26,  1.71s/it]
 58%|█████▊    | 1948/3333 [55:46<39:45,  1.72s/it]
 58%|█████▊    | 1949/3333 [55:47<39:36,  1.72s/it]
 59%|█████▊    | 1950/3333 [55:49<39:23,  1.71s/it]
 59%|█████▊    | 1951/3333 [55:51<39:24,  1.71s/it]
 59%|█████▊    | 1952/3333 [55:53<39:32,  1.72s/it]
 59%|█████▊    | 1953/3333 [55:54<39:32,  1.72s/it]
 59%|█████▊    | 1954/3333 [55:56<39:21,  1.71s/it]
 59%|█████▊    | 1955/3333 [55:58<39:47,  1.73s/it]
 59%|█████▊    | 1956/3333 [55:59<39:40,  1.73s/it]
 59%|█████▊    | 1957/3333 [56:01<39:46,  1.73s/it]
 59%|█████▊    | 1958/3333 [56:03<39:29,  1.72s/it]
 59%|█████▉    | 1959/3333 [56:05<39:24,  1.72s/it]
 59%|█████▉    | 1960/3333 [56:06<39:07,  1.71s/it]
 59%|█████▉    | 1961/3333 [56:08<38:56,  1.70s/it]
 59%|█████▉    | 1962/3333 [56:10<39:19,  1.72s/it]
 59%|█████▉    | 1963/3333 [56:12<39:22,  1.72s/it]
 59%|█████▉    | 1964/3333 [56:13<39:03,  1.71s/it]
 59%|█████▉    | 1965/3333 [56:15<39:33,  1.73s/it]
 59%|█████▉    | 1966/3333 [56:17<39:28,  1.73s/it]
 59%|█████▉    | 1967/3333 [56:18<38:59,  1.71s/it]
 59%|█████▉    | 1968/3333 [56:20<38:55,  1.71s/it]
 59%|█████▉    | 1969/3333 [56:22<38:51,  1.71s/it]
 59%|█████▉    | 1970/3333 [56:23<38:43,  1.70s/it]
 59%|█████▉    | 1971/3333 [56:25<38:44,  1.71s/it]
 59%|█████▉    | 1972/3333 [56:27<39:07,  1.72s/it]
 59%|█████▉    | 1973/3333 [56:29<38:55,  1.72s/it]
 59%|█████▉    | 1974/3333 [56:30<38:48,  1.71s/it]
 59%|█████▉    | 1975/3333 [56:32<38:43,  1.71s/it]
 59%|█████▉    | 1976/3333 [56:34<38:45,  1.71s/it]
 59%|█████▉    | 1977/3333 [56:36<38:53,  1.72s/it]
 59%|█████▉    | 1978/3333 [56:37<38:53,  1.72s/it]
 59%|█████▉    | 1979/3333 [56:39<38:42,  1.72s/it]
 59%|█████▉    | 1980/3333 [56:41<38:50,  1.72s/it]
 59%|█████▉    | 1981/3333 [56:42<38:39,  1.72s/it]
 59%|█████▉    | 1982/3333 [56:44<38:28,  1.71s/it]
 59%|█████▉    | 1983/3333 [56:46<38:19,  1.70s/it]
 60%|█████▉    | 1984/3333 [56:48<38:51,  1.73s/it]
 60%|█████▉    | 1985/3333 [56:49<38:29,  1.71s/it]
 60%|█████▉    | 1986/3333 [56:51<38:24,  1.71s/it]
 60%|█████▉    | 1987/3333 [56:53<38:16,  1.71s/it]
 60%|█████▉    | 1988/3333 [56:54<38:17,  1.71s/it]
 60%|█████▉    | 1989/3333 [56:56<38:21,  1.71s/it]
 60%|█████▉    | 1990/3333 [56:58<38:09,  1.70s/it]
 60%|█████▉    | 1991/3333 [57:00<38:38,  1.73s/it]
 60%|█████▉    | 1992/3333 [57:01<38:21,  1.72s/it]
 60%|█████▉    | 1993/3333 [57:03<38:10,  1.71s/it]
 60%|█████▉    | 1994/3333 [57:05<38:27,  1.72s/it]
 60%|█████▉    | 1995/3333 [57:06<38:21,  1.72s/it]
 60%|█████▉    | 1996/3333 [57:08<38:03,  1.71s/it]
 60%|█████▉    | 1997/3333 [57:10<38:02,  1.71s/it]
 60%|█████▉    | 1998/3333 [57:11<37:46,  1.70s/it]
 60%|█████▉    | 1999/3333 [57:13<37:47,  1.70s/it]
 60%|██████    | 2000/3333 [57:15<38:35,  1.74s/it]
                                                   
{'loss': 1.6986, 'learning_rate': 1.1998199819981998e-05, 'epoch': 1.8}
+
 60%|██████    | 2000/3333 [57:15<38:35,  1.74s/it]
 60%|██████    | 2001/3333 [57:17<38:20,  1.73s/it]
 60%|██████    | 2002/3333 [57:18<38:03,  1.72s/it]
 60%|██████    | 2003/3333 [57:20<37:42,  1.70s/it]
 60%|██████    | 2004/3333 [57:22<37:48,  1.71s/it]
 60%|██████    | 2005/3333 [57:23<37:51,  1.71s/it]
 60%|██████    | 2006/3333 [57:25<37:41,  1.70s/it]
 60%|██████    | 2007/3333 [57:27<37:44,  1.71s/it]
 60%|██████    | 2008/3333 [57:29<38:04,  1.72s/it]
 60%|██████    | 2009/3333 [57:30<37:50,  1.72s/it]
 60%|██████    | 2010/3333 [57:32<37:55,  1.72s/it]
 60%|██████    | 2011/3333 [57:34<37:35,  1.71s/it]
 60%|██████    | 2012/3333 [57:35<37:45,  1.72s/it]
 60%|██████    | 2013/3333 [57:37<37:44,  1.72s/it]
 60%|██████    | 2014/3333 [57:39<37:29,  1.71s/it]
 60%|██████    | 2015/3333 [57:41<37:47,  1.72s/it]
 60%|██████    | 2016/3333 [57:42<37:38,  1.71s/it]
 61%|██████    | 2017/3333 [57:44<37:30,  1.71s/it]
 61%|██████    | 2018/3333 [57:46<37:34,  1.71s/it]
 61%|██████    | 2019/3333 [57:47<37:16,  1.70s/it]
 61%|██████    | 2020/3333 [57:49<37:10,  1.70s/it]
 61%|██████    | 2021/3333 [57:51<37:18,  1.71s/it]
 61%|██████    | 2022/3333 [57:53<37:22,  1.71s/it]
 61%|██████    | 2023/3333 [57:54<37:03,  1.70s/it]
 61%|██████    | 2024/3333 [57:56<37:08,  1.70s/it]
 61%|██████    | 2025/3333 [57:58<37:15,  1.71s/it]
 61%|██████    | 2026/3333 [57:59<37:19,  1.71s/it]
 61%|██████    | 2027/3333 [58:01<37:26,  1.72s/it]
 61%|██████    | 2028/3333 [58:03<37:14,  1.71s/it]
 61%|██████    | 2029/3333 [58:05<37:15,  1.71s/it]
 61%|██████    | 2030/3333 [58:06<36:58,  1.70s/it]
 61%|██████    | 2031/3333 [58:08<36:58,  1.70s/it]
 61%|██████    | 2032/3333 [58:10<37:05,  1.71s/it]
 61%|██████    | 2033/3333 [58:11<37:16,  1.72s/it]
 61%|██████    | 2034/3333 [58:13<36:59,  1.71s/it]
 61%|██████    | 2035/3333 [58:15<36:55,  1.71s/it]
 61%|██████    | 2036/3333 [58:17<37:08,  1.72s/it]
 61%|██████    | 2037/3333 [58:18<37:03,  1.72s/it]
 61%|██████    | 2038/3333 [58:20<36:52,  1.71s/it]
 61%|██████    | 2039/3333 [58:22<36:54,  1.71s/it]
 61%|██████    | 2040/3333 [58:23<37:01,  1.72s/it]
 61%|██████    | 2041/3333 [58:25<37:10,  1.73s/it]
 61%|██████▏   | 2042/3333 [58:27<37:15,  1.73s/it]
 61%|██████▏   | 2043/3333 [58:29<37:07,  1.73s/it]
 61%|██████▏   | 2044/3333 [58:30<36:46,  1.71s/it]
 61%|██████▏   | 2045/3333 [58:32<36:56,  1.72s/it]
 61%|██████▏   | 2046/3333 [58:34<36:51,  1.72s/it]
 61%|██████▏   | 2047/3333 [58:35<36:28,  1.70s/it]
 61%|██████▏   | 2048/3333 [58:37<36:32,  1.71s/it]
 61%|██████▏   | 2049/3333 [58:39<36:43,  1.72s/it]
 62%|██████▏   | 2050/3333 [58:40<36:13,  1.69s/it]
 62%|██████▏   | 2051/3333 [58:42<36:23,  1.70s/it]
 62%|██████▏   | 2052/3333 [58:44<36:25,  1.71s/it]
 62%|██████▏   | 2053/3333 [58:46<36:47,  1.72s/it]
 62%|██████▏   | 2054/3333 [58:47<36:32,  1.71s/it]
 62%|██████▏   | 2055/3333 [58:49<36:25,  1.71s/it]
 62%|██████▏   | 2056/3333 [58:51<36:24,  1.71s/it]
 62%|██████▏   | 2057/3333 [58:53<36:27,  1.71s/it]
 62%|██████▏   | 2058/3333 [58:54<36:05,  1.70s/it]
 62%|██████▏   | 2059/3333 [58:56<36:20,  1.71s/it]
 62%|██████▏   | 2060/3333 [58:58<36:16,  1.71s/it]
 62%|██████▏   | 2061/3333 [58:59<36:08,  1.70s/it]
 62%|██████▏   | 2062/3333 [59:01<36:29,  1.72s/it]
 62%|██████▏   | 2063/3333 [59:03<36:15,  1.71s/it]
 62%|██████▏   | 2064/3333 [59:04<36:06,  1.71s/it]
 62%|██████▏   | 2065/3333 [59:06<36:31,  1.73s/it]
 62%|██████▏   | 2066/3333 [59:08<36:11,  1.71s/it]
 62%|██████▏   | 2067/3333 [59:10<36:16,  1.72s/it]
 62%|██████▏   | 2068/3333 [59:11<36:27,  1.73s/it]
 62%|██████▏   | 2069/3333 [59:13<36:25,  1.73s/it]
 62%|██████▏   | 2070/3333 [59:15<36:17,  1.72s/it]
 62%|██████▏   | 2071/3333 [59:17<36:33,  1.74s/it]
 62%|██████▏   | 2072/3333 [59:18<36:28,  1.74s/it]
 62%|██████▏   | 2073/3333 [59:20<36:19,  1.73s/it]
 62%|██████▏   | 2074/3333 [59:22<36:04,  1.72s/it]
 62%|██████▏   | 2075/3333 [59:23<36:05,  1.72s/it]
 62%|██████▏   | 2076/3333 [59:25<35:55,  1.71s/it]
 62%|██████▏   | 2077/3333 [59:27<35:39,  1.70s/it]
 62%|██████▏   | 2078/3333 [59:29<35:53,  1.72s/it]
 62%|██████▏   | 2079/3333 [59:30<35:40,  1.71s/it]
 62%|██████▏   | 2080/3333 [59:32<36:04,  1.73s/it]
 62%|██████▏   | 2081/3333 [59:34<35:56,  1.72s/it]
 62%|██████▏   | 2082/3333 [59:35<35:46,  1.72s/it]
 62%|██████▏   | 2083/3333 [59:37<35:29,  1.70s/it]
 63%|██████▎   | 2084/3333 [59:39<35:58,  1.73s/it]
 63%|██████▎   | 2085/3333 [59:41<35:40,  1.72s/it]
 63%|██████▎   | 2086/3333 [59:42<35:35,  1.71s/it]
 63%|██████▎   | 2087/3333 [59:44<35:44,  1.72s/it]
 63%|██████▎   | 2088/3333 [59:46<35:49,  1.73s/it]
 63%|██████▎   | 2089/3333 [59:48<35:47,  1.73s/it]
 63%|██████▎   | 2090/3333 [59:49<35:46,  1.73s/it]
 63%|██████▎   | 2091/3333 [59:51<35:43,  1.73s/it]
 63%|██████▎   | 2092/3333 [59:53<35:20,  1.71s/it]
 63%|██████▎   | 2093/3333 [59:54<35:26,  1.71s/it]
 63%|██████▎   | 2094/3333 [59:56<35:35,  1.72s/it]
 63%|██████▎   | 2095/3333 [59:58<35:40,  1.73s/it]
 63%|██████▎   | 2096/3333 [1:00:00<35:37,  1.73s/it]
 63%|██████▎   | 2097/3333 [1:00:01<35:30,  1.72s/it]
 63%|██████▎   | 2098/3333 [1:00:03<35:16,  1.71s/it]
 63%|██████▎   | 2099/3333 [1:00:05<35:18,  1.72s/it]
 63%|██████▎   | 2100/3333 [1:00:06<35:05,  1.71s/it]
 63%|██████▎   | 2101/3333 [1:00:08<35:13,  1.72s/it]
 63%|██████▎   | 2102/3333 [1:00:10<35:12,  1.72s/it]
 63%|██████▎   | 2103/3333 [1:00:12<35:10,  1.72s/it]
 63%|██████▎   | 2104/3333 [1:00:13<35:13,  1.72s/it]
 63%|██████▎   | 2105/3333 [1:00:15<35:00,  1.71s/it]
 63%|██████▎   | 2106/3333 [1:00:17<35:00,  1.71s/it]
 63%|██████▎   | 2107/3333 [1:00:18<35:04,  1.72s/it]
 63%|██████▎   | 2108/3333 [1:00:20<34:59,  1.71s/it]
 63%|██████▎   | 2109/3333 [1:00:22<34:54,  1.71s/it]
 63%|██████▎   | 2110/3333 [1:00:24<35:08,  1.72s/it]
 63%|██████▎   | 2111/3333 [1:00:25<34:44,  1.71s/it]
 63%|██████▎   | 2112/3333 [1:00:27<34:50,  1.71s/it]
 63%|██████▎   | 2113/3333 [1:00:29<34:47,  1.71s/it]
 63%|██████▎   | 2114/3333 [1:00:30<34:38,  1.71s/it]
 63%|██████▎   | 2115/3333 [1:00:32<34:29,  1.70s/it]
 63%|██████▎   | 2116/3333 [1:00:34<34:50,  1.72s/it]
 64%|██████▎   | 2117/3333 [1:00:36<34:51,  1.72s/it]
 64%|██████▎   | 2118/3333 [1:00:37<34:26,  1.70s/it]
 64%|██████▎   | 2119/3333 [1:00:39<34:42,  1.72s/it]
 64%|██████▎   | 2120/3333 [1:00:41<34:24,  1.70s/it]
 64%|██████▎   | 2121/3333 [1:00:42<34:46,  1.72s/it]
 64%|██████▎   | 2122/3333 [1:00:44<34:49,  1.73s/it]
 64%|██████▎   | 2123/3333 [1:00:46<34:37,  1.72s/it]
 64%|██████▎   | 2124/3333 [1:00:48<34:48,  1.73s/it]
 64%|██████▍   | 2125/3333 [1:00:49<34:34,  1.72s/it]
 64%|██████▍   | 2126/3333 [1:00:51<34:40,  1.72s/it]
 64%|██████▍   | 2127/3333 [1:00:53<34:31,  1.72s/it]
 64%|██████▍   | 2128/3333 [1:00:54<34:31,  1.72s/it]
 64%|██████▍   | 2129/3333 [1:00:56<34:15,  1.71s/it]
 64%|██████▍   | 2130/3333 [1:00:58<34:29,  1.72s/it]
 64%|██████▍   | 2131/3333 [1:01:00<34:10,  1.71s/it]
 64%|██████▍   | 2132/3333 [1:01:01<34:21,  1.72s/it]
 64%|██████��   | 2133/3333 [1:01:03<34:23,  1.72s/it]
 64%|██████▍   | 2134/3333 [1:01:05<34:24,  1.72s/it]
 64%|██████▍   | 2135/3333 [1:01:06<34:07,  1.71s/it]
 64%|██████▍   | 2136/3333 [1:01:08<34:19,  1.72s/it]
 64%|██████▍   | 2137/3333 [1:01:10<33:51,  1.70s/it]
 64%|██████▍   | 2138/3333 [1:01:12<34:13,  1.72s/it]
 64%|██████▍   | 2139/3333 [1:01:13<34:19,  1.73s/it]
 64%|██████▍   | 2140/3333 [1:01:15<34:07,  1.72s/it]
 64%|██████▍   | 2141/3333 [1:01:17<34:06,  1.72s/it]
 64%|██████▍   | 2142/3333 [1:01:18<34:03,  1.72s/it]
 64%|██████▍   | 2143/3333 [1:01:20<34:10,  1.72s/it]
 64%|██████▍   | 2144/3333 [1:01:22<34:15,  1.73s/it]
 64%|██████▍   | 2145/3333 [1:01:24<34:07,  1.72s/it]
 64%|██████▍   | 2146/3333 [1:01:25<34:14,  1.73s/it]
 64%|██████▍   | 2147/3333 [1:01:27<33:45,  1.71s/it]
 64%|██████▍   | 2148/3333 [1:01:29<33:45,  1.71s/it]
 64%|██████▍   | 2149/3333 [1:01:31<33:51,  1.72s/it]
 65%|██████▍   | 2150/3333 [1:01:32<33:39,  1.71s/it]
 65%|██████▍   | 2151/3333 [1:01:34<33:44,  1.71s/it]
 65%|██████▍   | 2152/3333 [1:01:36<33:29,  1.70s/it]
 65%|██████▍   | 2153/3333 [1:01:37<33:43,  1.71s/it]
 65%|██████▍   | 2154/3333 [1:01:39<33:44,  1.72s/it]
 65%|██████▍   | 2155/3333 [1:01:41<33:32,  1.71s/it]
 65%|██████▍   | 2156/3333 [1:01:43<33:45,  1.72s/it]
 65%|██████▍   | 2157/3333 [1:01:44<33:52,  1.73s/it]
 65%|██████▍   | 2158/3333 [1:01:46<33:52,  1.73s/it]
 65%|██████▍   | 2159/3333 [1:01:48<33:34,  1.72s/it]
 65%|██████▍   | 2160/3333 [1:01:49<33:48,  1.73s/it]
 65%|██████▍   | 2161/3333 [1:01:51<33:35,  1.72s/it]
 65%|██████▍   | 2162/3333 [1:01:53<33:15,  1.70s/it]
 65%|██████▍   | 2163/3333 [1:01:55<33:48,  1.73s/it]
 65%|██████▍   | 2164/3333 [1:01:56<33:35,  1.72s/it]
 65%|██████▍   | 2165/3333 [1:01:58<33:28,  1.72s/it]
 65%|██████▍   | 2166/3333 [1:02:00<33:20,  1.71s/it]
 65%|██████▌   | 2167/3333 [1:02:01<33:07,  1.70s/it]
 65%|██████▌   | 2168/3333 [1:02:03<33:11,  1.71s/it]
 65%|██████▌   | 2169/3333 [1:02:05<33:08,  1.71s/it]
 65%|██████▌   | 2170/3333 [1:02:07<33:05,  1.71s/it]
 65%|██████▌   | 2171/3333 [1:02:08<32:58,  1.70s/it]
 65%|██████▌   | 2172/3333 [1:02:10<33:30,  1.73s/it]
 65%|██████▌   | 2173/3333 [1:02:12<33:02,  1.71s/it]
 65%|██████▌   | 2174/3333 [1:02:13<32:54,  1.70s/it]
 65%|██████▌   | 2175/3333 [1:02:15<33:09,  1.72s/it]
 65%|██████▌   | 2176/3333 [1:02:17<33:14,  1.72s/it]
 65%|██████▌   | 2177/3333 [1:02:19<33:04,  1.72s/it]
 65%|██████▌   | 2178/3333 [1:02:20<33:03,  1.72s/it]
 65%|██████▌   | 2179/3333 [1:02:22<32:48,  1.71s/it]
 65%|██████▌   | 2180/3333 [1:02:24<34:57,  1.82s/it]
 65%|██████▌   | 2181/3333 [1:02:26<34:21,  1.79s/it]
 65%|██████▌   | 2182/3333 [1:02:27<33:47,  1.76s/it]
 65%|██████▌   | 2183/3333 [1:02:29<33:25,  1.74s/it]
 66%|██████▌   | 2184/3333 [1:02:31<33:09,  1.73s/it]
 66%|██████▌   | 2185/3333 [1:02:33<34:56,  1.83s/it]
 66%|██████▌   | 2186/3333 [1:02:35<34:11,  1.79s/it]
 66%|██████▌   | 2187/3333 [1:02:36<33:47,  1.77s/it]
 66%|██████▌   | 2188/3333 [1:02:38<33:19,  1.75s/it]
 66%|██████▌   | 2189/3333 [1:02:40<33:13,  1.74s/it]
 66%|██████▌   | 2190/3333 [1:02:41<32:49,  1.72s/it]
 66%|██████▌   | 2191/3333 [1:02:43<32:46,  1.72s/it]
 66%|██████▌   | 2192/3333 [1:02:45<33:00,  1.74s/it]
 66%|██████▌   | 2193/3333 [1:02:47<32:57,  1.73s/it]
 66%|██████▌   | 2194/3333 [1:02:48<32:44,  1.72s/it]
 66%|██████▌   | 2195/3333 [1:02:50<32:40,  1.72s/it]
 66%|██████▌   | 2196/3333 [1:02:52<32:28,  1.71s/it]
 66%|██████▌   | 2197/3333 [1:02:53<32:29,  1.72s/it]
 66%|██████▌   | 2198/3333 [1:02:55<32:24,  1.71s/it]
 66%|██████▌   | 2199/3333 [1:02:57<32:14,  1.71s/it]
 66%|██████▌   | 2200/3333 [1:02:59<32:21,  1.71s/it]
 66%|██████▌   | 2201/3333 [1:03:00<32:16,  1.71s/it]
 66%|██████▌   | 2202/3333 [1:03:02<32:07,  1.70s/it]
 66%|██████▌   | 2203/3333 [1:03:04<32:18,  1.72s/it]
 66%|██████▌   | 2204/3333 [1:03:05<32:09,  1.71s/it]
 66%|██████▌   | 2205/3333 [1:03:07<32:11,  1.71s/it]
 66%|██████▌   | 2206/3333 [1:03:09<32:22,  1.72s/it]
 66%|██████▌   | 2207/3333 [1:03:11<32:12,  1.72s/it]
 66%|██████▌   | 2208/3333 [1:03:12<32:10,  1.72s/it]
 66%|██████▋   | 2209/3333 [1:03:14<32:10,  1.72s/it]
 66%|██████▋   | 2210/3333 [1:03:16<31:48,  1.70s/it]
 66%|██████▋   | 2211/3333 [1:03:17<32:02,  1.71s/it]
 66%|██████▋   | 2212/3333 [1:03:19<31:44,  1.70s/it]
 66%|██████▋   | 2213/3333 [1:03:21<32:10,  1.72s/it]
 66%|██████▋   | 2214/3333 [1:03:23<32:02,  1.72s/it]
 66%|██████▋   | 2215/3333 [1:03:24<31:57,  1.72s/it]
 66%|██████▋   | 2216/3333 [1:03:26<31:45,  1.71s/it]
 67%|██████▋   | 2217/3333 [1:03:28<31:49,  1.71s/it]
 67%|██████▋   | 2218/3333 [1:03:29<31:42,  1.71s/it]
 67%|██████▋   | 2219/3333 [1:03:31<31:51,  1.72s/it]
 67%|██████▋   | 2220/3333 [1:03:33<31:40,  1.71s/it]
 67%|██████▋   | 2221/3333 [1:03:35<31:39,  1.71s/it]
 67%|██████▋   | 2222/3333 [1:03:36<30:39,  1.66s/it]
 67%|██████▋   | 2223/3333 [1:03:38<31:08,  1.68s/it]
 67%|██████▋   | 2224/3333 [1:03:40<31:12,  1.69s/it]
 67%|██████▋   | 2225/3333 [1:03:41<31:15,  1.69s/it]
 67%|██████▋   | 2226/3333 [1:03:43<31:17,  1.70s/it]
 67%|██████▋   | 2227/3333 [1:03:45<31:14,  1.69s/it]
 67%|██████▋   | 2228/3333 [1:03:46<31:18,  1.70s/it]
 67%|██████▋   | 2229/3333 [1:03:48<31:25,  1.71s/it]
 67%|██████▋   | 2230/3333 [1:03:50<31:26,  1.71s/it]
 67%|██████▋   | 2231/3333 [1:03:51<31:18,  1.70s/it]
 67%|██████▋   | 2232/3333 [1:03:53<31:19,  1.71s/it]
 67%|██████▋   | 2233/3333 [1:03:55<31:12,  1.70s/it]
 67%|██████▋   | 2234/3333 [1:03:57<31:06,  1.70s/it]
 67%|██████▋   | 2235/3333 [1:03:58<31:05,  1.70s/it]
 67%|██████▋   | 2236/3333 [1:04:00<30:53,  1.69s/it]
 67%|██████▋   | 2237/3333 [1:04:02<30:50,  1.69s/it]
 67%|██████▋   | 2238/3333 [1:04:03<31:04,  1.70s/it]
 67%|██████▋   | 2239/3333 [1:04:05<31:04,  1.70s/it]
 67%|██████▋   | 2240/3333 [1:04:07<31:09,  1.71s/it]
 67%|██████▋   | 2241/3333 [1:04:08<31:00,  1.70s/it]
 67%|██████▋   | 2242/3333 [1:04:10<31:09,  1.71s/it]
 67%|██████▋   | 2243/3333 [1:04:12<31:04,  1.71s/it]
 67%|██████▋   | 2244/3333 [1:04:14<30:51,  1.70s/it]
 67%|██████▋   | 2245/3333 [1:04:15<30:46,  1.70s/it]
 67%|██████▋   | 2246/3333 [1:04:17<30:59,  1.71s/it]
 67%|██████▋   | 2247/3333 [1:04:19<30:57,  1.71s/it]
 67%|██████▋   | 2248/3333 [1:04:20<30:47,  1.70s/it]
 67%|██████▋   | 2249/3333 [1:04:22<30:37,  1.70s/it]
 68%|██████▊   | 2250/3333 [1:04:24<30:42,  1.70s/it]
 68%|██████▊   | 2251/3333 [1:04:26<30:48,  1.71s/it]
 68%|██████▊   | 2252/3333 [1:04:27<30:41,  1.70s/it]
 68%|██████▊   | 2253/3333 [1:04:29<30:37,  1.70s/it]
 68%|██████▊   | 2254/3333 [1:04:31<30:47,  1.71s/it]
 68%|██████▊   | 2255/3333 [1:04:32<30:31,  1.70s/it]
 68%|██████▊   | 2256/3333 [1:04:34<30:30,  1.70s/it]
 68%|██████▊   | 2257/3333 [1:04:36<30:45,  1.72s/it]
 68%|██████▊   | 2258/3333 [1:04:37<30:43,  1.72s/it]
 68%|██████▊   | 2259/3333 [1:04:39<30:39,  1.71s/it]
 68%|██████▊   | 2260/3333 [1:04:41<30:46,  1.72s/it]
 68%|██████▊   | 2261/3333 [1:04:43<30:30,  1.71s/it]
 68%|██████▊   | 2262/3333 [1:04:44<30:20,  1.70s/it]
 68%|██████▊   | 2263/3333 [1:04:46<30:28,  1.71s/it]
 68%|██████▊   | 2264/3333 [1:04:48<30:31,  1.71s/it]
 68%|██████▊   | 2265/3333 [1:04:49<30:10,  1.70s/it]
 68%|██████▊   | 2266/3333 [1:04:51<30:18,  1.70s/it]
 68%|██████▊   | 2267/3333 [1:04:53<30:08,  1.70s/it]
 68%|██████▊   | 2268/3333 [1:04:55<30:14,  1.70s/it]
 68%|██████▊   | 2269/3333 [1:04:56<30:18,  1.71s/it]
 68%|██████▊   | 2270/3333 [1:04:58<30:08,  1.70s/it]
 68%|██████▊   | 2271/3333 [1:05:00<30:24,  1.72s/it]
 68%|██████▊   | 2272/3333 [1:05:01<30:16,  1.71s/it]
 68%|██████▊   | 2273/3333 [1:05:03<30:08,  1.71s/it]
 68%|██████▊   | 2274/3333 [1:05:05<30:23,  1.72s/it]
 68%|██████▊   | 2275/3333 [1:05:07<30:07,  1.71s/it]
 68%|██████▊   | 2276/3333 [1:05:08<30:00,  1.70s/it]
 68%|██████▊   | 2277/3333 [1:05:10<30:02,  1.71s/it]
 68%|██████▊   | 2278/3333 [1:05:12<30:19,  1.72s/it]
 68%|██████▊   | 2279/3333 [1:05:13<30:19,  1.73s/it]
 68%|██████▊   | 2280/3333 [1:05:15<30:20,  1.73s/it]
 68%|██████▊   | 2281/3333 [1:05:17<30:07,  1.72s/it]
 68%|██████▊   | 2282/3333 [1:05:19<30:13,  1.73s/it]
 68%|██████▊   | 2283/3333 [1:05:20<29:53,  1.71s/it]
 69%|██████▊   | 2284/3333 [1:05:22<29:46,  1.70s/it]
 69%|██████▊   | 2285/3333 [1:05:24<29:38,  1.70s/it]
 69%|██████▊   | 2286/3333 [1:05:25<30:01,  1.72s/it]
 69%|██████▊   | 2287/3333 [1:05:27<29:44,  1.71s/it]
 69%|██████▊   | 2288/3333 [1:05:29<29:31,  1.70s/it]
 69%|██████▊   | 2289/3333 [1:05:31<29:58,  1.72s/it]
 69%|██████▊   | 2290/3333 [1:05:32<29:49,  1.72s/it]
 69%|██████▊   | 2291/3333 [1:05:34<29:50,  1.72s/it]
 69%|██████▉   | 2292/3333 [1:05:36<29:55,  1.73s/it]
 69%|██████▉   | 2293/3333 [1:05:37<29:46,  1.72s/it]
 69%|██████▉   | 2294/3333 [1:05:39<29:51,  1.72s/it]
 69%|██████▉   | 2295/3333 [1:05:41<29:42,  1.72s/it]
 69%|██████▉   | 2296/3333 [1:05:43<29:47,  1.72s/it]
 69%|██████▉   | 2297/3333 [1:05:44<29:40,  1.72s/it]
 69%|██████▉   | 2298/3333 [1:05:46<29:37,  1.72s/it]
 69%|██████▉   | 2299/3333 [1:05:48<29:50,  1.73s/it]
 69%|██████▉   | 2300/3333 [1:05:49<29:30,  1.71s/it]
 69%|██████▉   | 2301/3333 [1:05:51<29:26,  1.71s/it]
 69%|██████▉   | 2302/3333 [1:05:53<29:29,  1.72s/it]
 69%|██████▉   | 2303/3333 [1:05:55<29:15,  1.70s/it]
 69%|██████▉   | 2304/3333 [1:05:56<29:07,  1.70s/it]
 69%|██████▉   | 2305/3333 [1:05:58<29:15,  1.71s/it]
 69%|██████▉   | 2306/3333 [1:06:00<29:31,  1.72s/it]
 69%|██████▉   | 2307/3333 [1:06:01<29:16,  1.71s/it]
 69%|██████▉   | 2308/3333 [1:06:03<29:11,  1.71s/it]
 69%|██████▉   | 2309/3333 [1:06:05<29:11,  1.71s/it]
 69%|██████▉   | 2310/3333 [1:06:07<29:01,  1.70s/it]
 69%|██████▉   | 2311/3333 [1:06:08<28:46,  1.69s/it]
 69%|██████▉   | 2312/3333 [1:06:10<29:02,  1.71s/it]
 69%|██████▉   | 2313/3333 [1:06:12<29:12,  1.72s/it]
 69%|██████▉   | 2314/3333 [1:06:13<28:58,  1.71s/it]
 69%|██████▉   | 2315/3333 [1:06:15<29:04,  1.71s/it]
 69%|██████▉   | 2316/3333 [1:06:17<29:13,  1.72s/it]
 70%|██████▉   | 2317/3333 [1:06:19<28:55,  1.71s/it]
 70%|██████▉   | 2318/3333 [1:06:20<28:52,  1.71s/it]
 70%|██████▉   | 2319/3333 [1:06:22<28:58,  1.71s/it]
 70%|██████▉   | 2320/3333 [1:06:24<28:57,  1.71s/it]
 70%|██████▉   | 2321/3333 [1:06:25<28:51,  1.71s/it]
 70%|██████▉   | 2322/3333 [1:06:27<28:56,  1.72s/it]
 70%|██████▉   | 2323/3333 [1:06:29<28:51,  1.71s/it]
 70%|██████▉   | 2324/3333 [1:06:31<28:59,  1.72s/it]
 70%|██████▉   | 2325/3333 [1:06:32<28:51,  1.72s/it]
 70%|██████▉   | 2326/3333 [1:06:34<28:43,  1.71s/it]
 70%|██████▉   | 2327/3333 [1:06:36<28:28,  1.70s/it]
 70%|██████▉   | 2328/3333 [1:06:37<28:36,  1.71s/it]
 70%|██████▉   | 2329/3333 [1:06:39<28:34,  1.71s/it]
 70%|██████▉   | 2330/3333 [1:06:41<28:37,  1.71s/it]
 70%|██████▉   | 2331/3333 [1:06:42<28:33,  1.71s/it]
 70%|██████▉   | 2332/3333 [1:06:44<28:26,  1.70s/it]
 70%|██████▉   | 2333/3333 [1:06:46<28:21,  1.70s/it]
 70%|███████   | 2334/3333 [1:06:48<28:30,  1.71s/it]
 70%|███████   | 2335/3333 [1:06:49<28:15,  1.70s/it]
 70%|███████   | 2336/3333 [1:06:51<28:43,  1.73s/it]
 70%|███████   | 2337/3333 [1:06:53<28:36,  1.72s/it]
 70%|███████   | 2338/3333 [1:06:54<28:19,  1.71s/it]
 70%|███████   | 2339/3333 [1:06:56<28:18,  1.71s/it]
 70%|███████   | 2340/3333 [1:06:58<28:13,  1.70s/it]
 70%|███████   | 2341/3333 [1:07:00<28:09,  1.70s/it]
 70%|███████   | 2342/3333 [1:07:01<28:20,  1.72s/it]
 70%|███████   | 2343/3333 [1:07:03<28:18,  1.72s/it]
 70%|███████   | 2344/3333 [1:07:05<28:20,  1.72s/it]
 70%|███████   | 2345/3333 [1:07:06<28:02,  1.70s/it]
 70%|███████   | 2346/3333 [1:07:08<28:14,  1.72s/it]
 70%|███████   | 2347/3333 [1:07:10<28:21,  1.73s/it]
 70%|███████   | 2348/3333 [1:07:12<28:05,  1.71s/it]
 70%|███████   | 2349/3333 [1:07:13<28:01,  1.71s/it]
 71%|███████   | 2350/3333 [1:07:15<27:54,  1.70s/it]
 71%|███████   | 2351/3333 [1:07:17<28:11,  1.72s/it]
 71%|███████   | 2352/3333 [1:07:18<27:49,  1.70s/it]
 71%|███████   | 2353/3333 [1:07:20<27:52,  1.71s/it]
 71%|███████   | 2354/3333 [1:07:22<27:53,  1.71s/it]
 71%|███████   | 2355/3333 [1:07:24<27:58,  1.72s/it]
 71%|███████   | 2356/3333 [1:07:25<27:56,  1.72s/it]
 71%|███████   | 2357/3333 [1:07:27<27:42,  1.70s/it]
 71%|███████   | 2358/3333 [1:07:29<28:02,  1.73s/it]
 71%|███████   | 2359/3333 [1:07:30<27:58,  1.72s/it]
 71%|███████   | 2360/3333 [1:07:32<27:48,  1.71s/it]
 71%|███████   | 2361/3333 [1:07:34<27:38,  1.71s/it]
 71%|███████   | 2362/3333 [1:07:36<27:52,  1.72s/it]
 71%|███████   | 2363/3333 [1:07:37<27:42,  1.71s/it]
 71%|███████   | 2364/3333 [1:07:39<27:48,  1.72s/it]
 71%|███████   | 2365/3333 [1:07:41<27:33,  1.71s/it]
 71%|███████   | 2366/3333 [1:07:42<27:35,  1.71s/it]
 71%|███████   | 2367/3333 [1:07:44<27:37,  1.72s/it]
 71%|███████   | 2368/3333 [1:07:46<27:33,  1.71s/it]
 71%|███████   | 2369/3333 [1:07:48<27:42,  1.72s/it]
 71%|███████   | 2370/3333 [1:07:49<27:25,  1.71s/it]
 71%|███████   | 2371/3333 [1:07:51<27:30,  1.72s/it]
 71%|███████   | 2372/3333 [1:07:53<27:32,  1.72s/it]
 71%|███████   | 2373/3333 [1:07:54<27:23,  1.71s/it]
 71%|███████   | 2374/3333 [1:07:56<27:31,  1.72s/it]
 71%|███████▏  | 2375/3333 [1:07:58<27:36,  1.73s/it]
 71%|███████▏  | 2376/3333 [1:08:00<27:38,  1.73s/it]
 71%|███████▏  | 2377/3333 [1:08:01<27:26,  1.72s/it]
 71%|███████▏  | 2378/3333 [1:08:03<27:23,  1.72s/it]
 71%|███████▏  | 2379/3333 [1:08:05<27:18,  1.72s/it]
 71%|███████▏  | 2380/3333 [1:08:06<27:08,  1.71s/it]
 71%|███████▏  | 2381/3333 [1:08:08<27:21,  1.72s/it]
 71%|███████▏  | 2382/3333 [1:08:10<27:10,  1.71s/it]
 71%|███████▏  | 2383/3333 [1:08:12<27:15,  1.72s/it]
 72%|███████▏  | 2384/3333 [1:08:13<27:04,  1.71s/it]
 72%|███████▏  | 2385/3333 [1:08:15<26:58,  1.71s/it]
 72%|███████▏  | 2386/3333 [1:08:17<26:53,  1.70s/it]
 72%|███████▏  | 2387/3333 [1:08:19<27:07,  1.72s/it]
 72%|███████▏  | 2388/3333 [1:08:20<26:52,  1.71s/it]
 72%|███████▏  | 2389/3333 [1:08:22<26:58,  1.71s/it]
 72%|███████▏  | 2390/3333 [1:08:24<27:01,  1.72s/it]
 72%|███████▏  | 2391/3333 [1:08:25<26:48,  1.71s/it]
 72%|███████▏  | 2392/3333 [1:08:27<27:02,  1.72s/it]
 72%|███████▏  | 2393/3333 [1:08:29<27:02,  1.73s/it]
 72%|███████▏  | 2394/3333 [1:08:31<26:49,  1.71s/it]
 72%|███████▏  | 2395/3333 [1:08:32<26:36,  1.70s/it]
 72%|███████▏  | 2396/3333 [1:08:34<26:45,  1.71s/it]
 72%|███████▏  | 2397/3333 [1:08:36<26:36,  1.71s/it]
 72%|███████▏  | 2398/3333 [1:08:37<26:35,  1.71s/it]
 72%|███████▏  | 2399/3333 [1:08:39<26:35,  1.71s/it]
 72%|███████▏  | 2400/3333 [1:08:41<26:43,  1.72s/it]
 72%|███████▏  | 2401/3333 [1:08:42<26:35,  1.71s/it]
 72%|███████▏  | 2402/3333 [1:08:44<26:25,  1.70s/it]
 72%|███████▏  | 2403/3333 [1:08:46<26:24,  1.70s/it]
 72%|███████▏  | 2404/3333 [1:08:48<26:15,  1.70s/it]
 72%|███████▏  | 2405/3333 [1:08:49<26:21,  1.70s/it]
 72%|███████▏  | 2406/3333 [1:08:51<26:08,  1.69s/it]
 72%|███████▏  | 2407/3333 [1:08:53<26:36,  1.72s/it]
 72%|███████▏  | 2408/3333 [1:08:54<26:23,  1.71s/it]
 72%|███████▏  | 2409/3333 [1:08:56<26:20,  1.71s/it]
 72%|███████▏  | 2410/3333 [1:08:58<26:27,  1.72s/it]
 72%|███████▏  | 2411/3333 [1:09:00<26:42,  1.74s/it]
 72%|███████▏  | 2412/3333 [1:09:01<26:25,  1.72s/it]
 72%|███████▏  | 2413/3333 [1:09:03<26:31,  1.73s/it]
 72%|███████▏  | 2414/3333 [1:09:05<26:28,  1.73s/it]
 72%|███████▏  | 2415/3333 [1:09:06<26:17,  1.72s/it]
 72%|███████▏  | 2416/3333 [1:09:08<26:05,  1.71s/it]
 73%|███████▎  | 2417/3333 [1:09:10<25:59,  1.70s/it]
 73%|███████▎  | 2418/3333 [1:09:12<26:07,  1.71s/it]
 73%|███████▎  | 2419/3333 [1:09:13<25:45,  1.69s/it]
 73%|███████▎  | 2420/3333 [1:09:15<26:08,  1.72s/it]
 73%|███████▎  | 2421/3333 [1:09:17<25:52,  1.70s/it]
 73%|███████▎  | 2422/3333 [1:09:18<26:01,  1.71s/it]
 73%|███████▎  | 2423/3333 [1:09:20<26:06,  1.72s/it]
 73%|███████▎  | 2424/3333 [1:09:22<26:07,  1.72s/it]
 73%|███████▎  | 2425/3333 [1:09:24<26:03,  1.72s/it]
 73%|███████▎  | 2426/3333 [1:09:25<25:51,  1.71s/it]
 73%|███████▎  | 2427/3333 [1:09:27<25:58,  1.72s/it]
 73%|███████▎  | 2428/3333 [1:09:29<25:41,  1.70s/it]
 73%|███████▎  | 2429/3333 [1:09:30<25:42,  1.71s/it]
 73%|███████▎  | 2430/3333 [1:09:32<25:48,  1.72s/it]
 73%|███████▎  | 2431/3333 [1:09:34<25:40,  1.71s/it]
 73%|███████▎  | 2432/3333 [1:09:36<25:47,  1.72s/it]
 73%|███████▎  | 2433/3333 [1:09:37<25:39,  1.71s/it]
 73%|███████▎  | 2434/3333 [1:09:39<25:36,  1.71s/it]
 73%|███████▎  | 2435/3333 [1:09:41<25:39,  1.71s/it]
 73%|███████▎  | 2436/3333 [1:09:42<25:42,  1.72s/it]
 73%|███████▎  | 2437/3333 [1:09:44<25:56,  1.74s/it]
 73%|███████▎  | 2438/3333 [1:09:46<25:52,  1.73s/it]
 73%|███████▎  | 2439/3333 [1:09:48<25:34,  1.72s/it]
 73%|███████▎  | 2440/3333 [1:09:49<25:31,  1.72s/it]
 73%|███████▎  | 2441/3333 [1:09:51<25:30,  1.72s/it]
 73%|███████▎  | 2442/3333 [1:09:53<25:24,  1.71s/it]
 73%|███████▎  | 2443/3333 [1:09:54<25:31,  1.72s/it]
 73%|███████▎  | 2444/3333 [1:09:56<25:29,  1.72s/it]
 73%|███████▎  | 2445/3333 [1:09:58<25:23,  1.72s/it]
 73%|███████▎  | 2446/3333 [1:10:00<25:21,  1.72s/it]
 73%|███████▎  | 2447/3333 [1:10:01<25:15,  1.71s/it]
 73%|███████▎  | 2448/3333 [1:10:03<25:10,  1.71s/it]
 73%|███████▎  | 2449/3333 [1:10:05<25:08,  1.71s/it]
 74%|███████▎  | 2450/3333 [1:10:06<25:11,  1.71s/it]
 74%|███████▎  | 2451/3333 [1:10:08<25:16,  1.72s/it]
 74%|███████▎  | 2452/3333 [1:10:10<25:02,  1.71s/it]
 74%|███████▎  | 2453/3333 [1:10:12<25:05,  1.71s/it]
 74%|███████▎  | 2454/3333 [1:10:13<25:05,  1.71s/it]
 74%|███████▎  | 2455/3333 [1:10:15<24:54,  1.70s/it]
 74%|███████▎  | 2456/3333 [1:10:17<24:54,  1.70s/it]
 74%|███████▎  | 2457/3333 [1:10:18<25:09,  1.72s/it]
 74%|███████▎  | 2458/3333 [1:10:20<25:17,  1.73s/it]
 74%|███████▍  | 2459/3333 [1:10:22<24:54,  1.71s/it]
 74%|███████▍  | 2460/3333 [1:10:24<25:00,  1.72s/it]
 74%|███████▍  | 2461/3333 [1:10:25<25:03,  1.72s/it]
 74%|███████▍  | 2462/3333 [1:10:27<24:52,  1.71s/it]
 74%|███████▍  | 2463/3333 [1:10:29<24:52,  1.72s/it]
 74%|███████▍  | 2464/3333 [1:10:30<24:45,  1.71s/it]
 74%|███████▍  | 2465/3333 [1:10:32<24:35,  1.70s/it]
 74%|███████▍  | 2466/3333 [1:10:34<24:47,  1.72s/it]
 74%|███████▍  | 2467/3333 [1:10:36<24:43,  1.71s/it]
 74%|███████▍  | 2468/3333 [1:10:37<24:44,  1.72s/it]
 74%|███████▍  | 2469/3333 [1:10:39<24:30,  1.70s/it]
 74%|███████▍  | 2470/3333 [1:10:41<24:36,  1.71s/it]
 74%|███████▍  | 2471/3333 [1:10:42<24:39,  1.72s/it]
 74%|███████▍  | 2472/3333 [1:10:44<24:38,  1.72s/it]
 74%|███████▍  | 2473/3333 [1:10:46<24:26,  1.71s/it]
 74%|███████▍  | 2474/3333 [1:10:48<24:37,  1.72s/it]
 74%|███████▍  | 2475/3333 [1:10:49<24:45,  1.73s/it]
 74%|███████▍  | 2476/3333 [1:10:51<24:31,  1.72s/it]
 74%|███████▍  | 2477/3333 [1:10:53<24:27,  1.71s/it]
 74%|███████▍  | 2478/3333 [1:10:55<24:36,  1.73s/it]
 74%|███████▍  | 2479/3333 [1:10:56<24:32,  1.72s/it]
 74%|███████▍  | 2480/3333 [1:10:58<24:29,  1.72s/it]
 74%|███████▍  | 2481/3333 [1:11:00<24:20,  1.71s/it]
 74%|███████▍  | 2482/3333 [1:11:01<24:14,  1.71s/it]
 74%|███████▍  | 2483/3333 [1:11:03<24:12,  1.71s/it]
 75%|███████▍  | 2484/3333 [1:11:05<24:13,  1.71s/it]
 75%|███████▍  | 2485/3333 [1:11:06<24:15,  1.72s/it]
 75%|███████▍  | 2486/3333 [1:11:08<24:05,  1.71s/it]
 75%|███████▍  | 2487/3333 [1:11:10<24:05,  1.71s/it]
 75%|███████▍  | 2488/3333 [1:11:12<23:57,  1.70s/it]
 75%|███████▍  | 2489/3333 [1:11:13<24:04,  1.71s/it]
 75%|███████▍  | 2490/3333 [1:11:15<24:03,  1.71s/it]
 75%|███████▍  | 2491/3333 [1:11:17<24:04,  1.72s/it]
 75%|███████▍  | 2492/3333 [1:11:18<24:01,  1.71s/it]
 75%|███████▍  | 2493/3333 [1:11:20<23:46,  1.70s/it]
 75%|███████▍  | 2494/3333 [1:11:22<23:46,  1.70s/it]
 75%|███████▍  | 2495/3333 [1:11:24<23:47,  1.70s/it]
 75%|███████▍  | 2496/3333 [1:11:25<23:52,  1.71s/it]
 75%|███████▍  | 2497/3333 [1:11:27<23:58,  1.72s/it]
 75%|███████▍  | 2498/3333 [1:11:29<23:59,  1.72s/it]
 75%|███████▍  | 2499/3333 [1:11:30<23:47,  1.71s/it]
 75%|███████▌  | 2500/3333 [1:11:32<24:03,  1.73s/it]
                                                     
{'loss': 1.6041, 'learning_rate': 7.497749774977498e-06, 'epoch': 2.25}
+
 75%|███████▌  | 2500/3333 [1:11:32<24:03,  1.73s/it]
 75%|███████▌  | 2501/3333 [1:11:34<23:47,  1.72s/it]
 75%|███████▌  | 2502/3333 [1:11:36<23:50,  1.72s/it]
 75%|███████▌  | 2503/3333 [1:11:37<23:48,  1.72s/it]
 75%|███████▌  | 2504/3333 [1:11:39<23:39,  1.71s/it]
 75%|███████▌  | 2505/3333 [1:11:41<23:29,  1.70s/it]
 75%|███████▌  | 2506/3333 [1:11:42<23:33,  1.71s/it]
 75%|███████▌  | 2507/3333 [1:11:44<23:35,  1.71s/it]
 75%|███████▌  | 2508/3333 [1:11:46<23:24,  1.70s/it]
 75%|███████▌  | 2509/3333 [1:11:48<23:22,  1.70s/it]
 75%|███████▌  | 2510/3333 [1:11:49<23:15,  1.70s/it]
 75%|███████▌  | 2511/3333 [1:11:51<23:28,  1.71s/it]
 75%|███████▌  | 2512/3333 [1:11:53<23:16,  1.70s/it]
 75%|███████▌  | 2513/3333 [1:11:54<23:14,  1.70s/it]
 75%|███████▌  | 2514/3333 [1:11:56<23:06,  1.69s/it]
 75%|███████▌  | 2515/3333 [1:11:58<23:19,  1.71s/it]
 75%|███████▌  | 2516/3333 [1:11:59<23:01,  1.69s/it]
 76%|███████▌  | 2517/3333 [1:12:01<23:03,  1.70s/it]
 76%|███████▌  | 2518/3333 [1:12:03<23:16,  1.71s/it]
 76%|███████▌  | 2519/3333 [1:12:05<23:08,  1.71s/it]
 76%|███████▌  | 2520/3333 [1:12:06<23:18,  1.72s/it]
 76%|███████▌  | 2521/3333 [1:12:08<23:06,  1.71s/it]
 76%|███████▌  | 2522/3333 [1:12:10<23:10,  1.71s/it]
 76%|███████▌  | 2523/3333 [1:12:11<23:08,  1.71s/it]
 76%|███████▌  | 2524/3333 [1:12:13<23:05,  1.71s/it]
 76%|███████▌  | 2525/3333 [1:12:15<23:06,  1.72s/it]
 76%|███████▌  | 2526/3333 [1:12:17<22:59,  1.71s/it]
 76%|███████▌  | 2527/3333 [1:12:18<23:01,  1.71s/it]
 76%|███████▌  | 2528/3333 [1:12:20<22:48,  1.70s/it]
 76%|███████▌  | 2529/3333 [1:12:22<22:46,  1.70s/it]
 76%|███████▌  | 2530/3333 [1:12:23<22:43,  1.70s/it]
 76%|███████▌  | 2531/3333 [1:12:25<22:37,  1.69s/it]
 76%|███████▌  | 2532/3333 [1:12:27<22:47,  1.71s/it]
 76%|███████▌  | 2533/3333 [1:12:29<22:58,  1.72s/it]
 76%|███████▌  | 2534/3333 [1:12:30<22:43,  1.71s/it]
 76%|███████▌  | 2535/3333 [1:12:32<22:42,  1.71s/it]
 76%|███████▌  | 2536/3333 [1:12:34<22:48,  1.72s/it]
 76%|███████▌  | 2537/3333 [1:12:35<22:46,  1.72s/it]
 76%|███████▌  | 2538/3333 [1:12:37<22:45,  1.72s/it]
 76%|███████▌  | 2539/3333 [1:12:39<22:35,  1.71s/it]
 76%|███████▌  | 2540/3333 [1:12:41<22:44,  1.72s/it]
 76%|███████▌  | 2541/3333 [1:12:42<22:30,  1.71s/it]
 76%|███████▋  | 2542/3333 [1:12:44<22:27,  1.70s/it]
 76%|███████▋  | 2543/3333 [1:12:46<22:31,  1.71s/it]
 76%|███████▋  | 2544/3333 [1:12:47<22:27,  1.71s/it]
 76%|███████▋  | 2545/3333 [1:12:49<22:39,  1.73s/it]
 76%|███████▋  | 2546/3333 [1:12:51<22:25,  1.71s/it]
 76%|███████▋  | 2547/3333 [1:12:53<22:33,  1.72s/it]
 76%|███████▋  | 2548/3333 [1:12:54<22:28,  1.72s/it]
 76%|███████▋  | 2549/3333 [1:12:56<22:28,  1.72s/it]
 77%|███████▋  | 2550/3333 [1:12:58<22:24,  1.72s/it]
 77%|███████▋  | 2551/3333 [1:12:59<22:18,  1.71s/it]
 77%|███████▋  | 2552/3333 [1:13:01<22:16,  1.71s/it]
 77%|███████▋  | 2553/3333 [1:13:03<22:22,  1.72s/it]
 77%|███████▋  | 2554/3333 [1:13:04<22:14,  1.71s/it]
 77%|███████▋  | 2555/3333 [1:13:06<22:20,  1.72s/it]
 77%|███████▋  | 2556/3333 [1:13:08<22:13,  1.72s/it]
 77%|███████▋  | 2557/3333 [1:13:10<22:01,  1.70s/it]
 77%|███████▋  | 2558/3333 [1:13:11<22:10,  1.72s/it]
 77%|███████▋  | 2559/3333 [1:13:13<22:11,  1.72s/it]
 77%|███████▋  | 2560/3333 [1:13:15<22:09,  1.72s/it]
 77%|███████▋  | 2561/3333 [1:13:16<21:52,  1.70s/it]
 77%|███████▋  | 2562/3333 [1:13:18<21:56,  1.71s/it]
 77%|███████▋  | 2563/3333 [1:13:20<21:56,  1.71s/it]
 77%|███████▋  | 2564/3333 [1:13:22<21:46,  1.70s/it]
 77%|███████▋  | 2565/3333 [1:13:23<21:44,  1.70s/it]
 77%|███████▋  | 2566/3333 [1:13:25<21:45,  1.70s/it]
 77%|███████▋  | 2567/3333 [1:13:27<21:40,  1.70s/it]
 77%|███████▋  | 2568/3333 [1:13:28<21:38,  1.70s/it]
 77%|███████▋  | 2569/3333 [1:13:30<21:45,  1.71s/it]
 77%|███████▋  | 2570/3333 [1:13:32<21:28,  1.69s/it]
 77%|███████▋  | 2571/3333 [1:13:34<21:49,  1.72s/it]
 77%|███████▋  | 2572/3333 [1:13:35<21:36,  1.70s/it]
 77%|███████▋  | 2573/3333 [1:13:37<21:39,  1.71s/it]
 77%|███████▋  | 2574/3333 [1:13:39<21:39,  1.71s/it]
 77%|███████▋  | 2575/3333 [1:13:40<21:34,  1.71s/it]
 77%|█████���█▋  | 2576/3333 [1:13:42<21:35,  1.71s/it]
 77%|███████▋  | 2577/3333 [1:13:44<21:42,  1.72s/it]
 77%|███████▋  | 2578/3333 [1:13:46<21:35,  1.72s/it]
 77%|███████▋  | 2579/3333 [1:13:47<21:28,  1.71s/it]
 77%|███████▋  | 2580/3333 [1:13:49<21:23,  1.70s/it]
 77%|███████▋  | 2581/3333 [1:13:51<21:20,  1.70s/it]
 77%|███████▋  | 2582/3333 [1:13:52<21:21,  1.71s/it]
 77%|███████▋  | 2583/3333 [1:13:54<21:21,  1.71s/it]
 78%|███████▊  | 2584/3333 [1:13:56<21:32,  1.73s/it]
 78%|███████▊  | 2585/3333 [1:13:57<21:20,  1.71s/it]
 78%|███████▊  | 2586/3333 [1:13:59<21:25,  1.72s/it]
 78%|███████▊  | 2587/3333 [1:14:01<21:15,  1.71s/it]
 78%|███████▊  | 2588/3333 [1:14:03<21:17,  1.71s/it]
 78%|███████▊  | 2589/3333 [1:14:04<21:06,  1.70s/it]
 78%|███████▊  | 2590/3333 [1:14:06<21:11,  1.71s/it]
 78%|███████▊  | 2591/3333 [1:14:08<21:12,  1.71s/it]
 78%|███████▊  | 2592/3333 [1:14:09<21:00,  1.70s/it]
 78%|███████▊  | 2593/3333 [1:14:11<21:05,  1.71s/it]
 78%|███████▊  | 2594/3333 [1:14:13<21:06,  1.71s/it]
 78%|███████▊  | 2595/3333 [1:14:15<20:59,  1.71s/it]
 78%|███████▊  | 2596/3333 [1:14:16<21:01,  1.71s/it]
 78%|███████▊  | 2597/3333 [1:14:18<21:09,  1.72s/it]
 78%|███████▊  | 2598/3333 [1:14:20<20:57,  1.71s/it]
 78%|███████▊  | 2599/3333 [1:14:21<20:59,  1.72s/it]
 78%|███████▊  | 2600/3333 [1:14:23<20:52,  1.71s/it]
 78%|███████▊  | 2601/3333 [1:14:25<20:54,  1.71s/it]
 78%|███████▊  | 2602/3333 [1:14:27<20:59,  1.72s/it]
 78%|███████▊  | 2603/3333 [1:14:28<20:44,  1.71s/it]
 78%|███████▊  | 2604/3333 [1:14:30<20:52,  1.72s/it]
 78%|███████▊  | 2605/3333 [1:14:32<20:45,  1.71s/it]
 78%|███████▊  | 2606/3333 [1:14:34<21:54,  1.81s/it]
 78%|███████▊  | 2607/3333 [1:14:35<21:23,  1.77s/it]
 78%|███████▊  | 2608/3333 [1:14:37<21:07,  1.75s/it]
 78%|███████▊  | 2609/3333 [1:14:39<20:50,  1.73s/it]
 78%|███████▊  | 2610/3333 [1:14:41<20:44,  1.72s/it]
 78%|███████▊  | 2611/3333 [1:14:42<20:43,  1.72s/it]
 78%|███████▊  | 2612/3333 [1:14:44<20:39,  1.72s/it]
 78%|███████▊  | 2613/3333 [1:14:46<20:40,  1.72s/it]
 78%|███████▊  | 2614/3333 [1:14:47<20:29,  1.71s/it]
 78%|███████▊  | 2615/3333 [1:14:49<20:22,  1.70s/it]
 78%|███████▊  | 2616/3333 [1:14:51<20:34,  1.72s/it]
 79%|███████▊  | 2617/3333 [1:14:53<20:27,  1.71s/it]
 79%|███████▊  | 2618/3333 [1:14:54<20:29,  1.72s/it]
 79%|███████▊  | 2619/3333 [1:14:56<20:20,  1.71s/it]
 79%|███████▊  | 2620/3333 [1:14:58<20:23,  1.72s/it]
 79%|███████▊  | 2621/3333 [1:14:59<20:24,  1.72s/it]
 79%|███████▊  | 2622/3333 [1:15:01<20:09,  1.70s/it]
 79%|███████▊  | 2623/3333 [1:15:03<20:24,  1.72s/it]
 79%|███████▊  | 2624/3333 [1:15:04<20:11,  1.71s/it]
 79%|███████▉  | 2625/3333 [1:15:06<20:15,  1.72s/it]
 79%|███████▉  | 2626/3333 [1:15:08<20:06,  1.71s/it]
 79%|███████▉  | 2627/3333 [1:15:10<20:03,  1.71s/it]
 79%|███████▉  | 2628/3333 [1:15:11<20:07,  1.71s/it]
 79%|███████▉  | 2629/3333 [1:15:13<20:03,  1.71s/it]
 79%|███████▉  | 2630/3333 [1:15:15<19:59,  1.71s/it]
 79%|███████▉  | 2631/3333 [1:15:17<21:12,  1.81s/it]
 79%|███████▉  | 2632/3333 [1:15:18<20:43,  1.77s/it]
 79%|███████▉  | 2633/3333 [1:15:20<20:28,  1.76s/it]
 79%|███████▉  | 2634/3333 [1:15:22<20:20,  1.75s/it]
 79%|███████▉  | 2635/3333 [1:15:24<20:04,  1.73s/it]
 79%|███████▉  | 2636/3333 [1:15:25<20:01,  1.72s/it]
 79%|███████▉  | 2637/3333 [1:15:27<19:54,  1.72s/it]
 79%|███████▉  | 2638/3333 [1:15:29<19:52,  1.72s/it]
 79%|███████▉  | 2639/3333 [1:15:31<20:02,  1.73s/it]
 79%|███████▉  | 2640/3333 [1:15:32<19:59,  1.73s/it]
 79%|███████▉  | 2641/3333 [1:15:34<20:07,  1.74s/it]
 79%|███████▉  | 2642/3333 [1:15:36<20:02,  1.74s/it]
 79%|███████▉  | 2643/3333 [1:15:37<19:46,  1.72s/it]
 79%|███████▉  | 2644/3333 [1:15:39<19:45,  1.72s/it]
 79%|███████▉  | 2645/3333 [1:15:41<19:35,  1.71s/it]
 79%|███████▉  | 2646/3333 [1:15:43<19:34,  1.71s/it]
 79%|███████▉  | 2647/3333 [1:15:44<19:29,  1.70s/it]
 79%|███████▉  | 2648/3333 [1:15:46<19:28,  1.71s/it]
 79%|███████▉  | 2649/3333 [1:15:48<19:21,  1.70s/it]
 80%|███████▉  | 2650/3333 [1:15:49<19:21,  1.70s/it]
 80%|███████▉  | 2651/3333 [1:15:51<19:27,  1.71s/it]
 80%|███████▉  | 2652/3333 [1:15:53<19:31,  1.72s/it]
 80%|███████▉  | 2653/3333 [1:15:54<19:22,  1.71s/it]
 80%|███████▉  | 2654/3333 [1:15:56<19:19,  1.71s/it]
 80%|███████▉  | 2655/3333 [1:15:58<19:20,  1.71s/it]
 80%|███████▉  | 2656/3333 [1:16:00<19:26,  1.72s/it]
 80%|███████▉  | 2657/3333 [1:16:01<19:16,  1.71s/it]
 80%|███████▉  | 2658/3333 [1:16:03<19:17,  1.71s/it]
 80%|███████▉  | 2659/3333 [1:16:05<19:11,  1.71s/it]
 80%|███████▉  | 2660/3333 [1:16:06<19:07,  1.71s/it]
 80%|███████▉  | 2661/3333 [1:16:08<19:17,  1.72s/it]
 80%|███████▉  | 2662/3333 [1:16:10<19:06,  1.71s/it]
 80%|███████▉  | 2663/3333 [1:16:12<19:13,  1.72s/it]
 80%|███████▉  | 2664/3333 [1:16:13<19:03,  1.71s/it]
 80%|███████▉  | 2665/3333 [1:16:15<18:52,  1.70s/it]
 80%|███████▉  | 2666/3333 [1:16:17<18:54,  1.70s/it]
 80%|████████  | 2667/3333 [1:16:18<19:04,  1.72s/it]
 80%|████████  | 2668/3333 [1:16:20<19:06,  1.72s/it]
 80%|████████  | 2669/3333 [1:16:22<19:03,  1.72s/it]
 80%|████████  | 2670/3333 [1:16:24<19:06,  1.73s/it]
 80%|████████  | 2671/3333 [1:16:25<18:54,  1.71s/it]
 80%|████████  | 2672/3333 [1:16:27<18:57,  1.72s/it]
 80%|████████  | 2673/3333 [1:16:29<18:52,  1.72s/it]
 80%|████████  | 2674/3333 [1:16:31<18:53,  1.72s/it]
 80%|████████  | 2675/3333 [1:16:32<18:47,  1.71s/it]
 80%|████████  | 2676/3333 [1:16:34<18:48,  1.72s/it]
 80%|████████  | 2677/3333 [1:16:36<18:48,  1.72s/it]
 80%|████████  | 2678/3333 [1:16:37<18:40,  1.71s/it]
 80%|████████  | 2679/3333 [1:16:39<18:35,  1.71s/it]
 80%|████████  | 2680/3333 [1:16:41<18:38,  1.71s/it]
 80%|████████  | 2681/3333 [1:16:42<18:36,  1.71s/it]
 80%|████████  | 2682/3333 [1:16:44<18:37,  1.72s/it]
 80%|████████  | 2683/3333 [1:16:46<18:40,  1.72s/it]
 81%|████████  | 2684/3333 [1:16:48<18:27,  1.71s/it]
 81%|████████  | 2685/3333 [1:16:49<18:26,  1.71s/it]
 81%|████████  | 2686/3333 [1:16:51<18:35,  1.72s/it]
 81%|████████  | 2687/3333 [1:16:53<18:22,  1.71s/it]
 81%|████████  | 2688/3333 [1:16:54<18:23,  1.71s/it]
 81%|████████  | 2689/3333 [1:16:56<18:24,  1.72s/it]
 81%|████████  | 2690/3333 [1:16:58<18:29,  1.73s/it]
 81%|████████  | 2691/3333 [1:17:00<18:25,  1.72s/it]
 81%|████████  | 2692/3333 [1:17:01<18:16,  1.71s/it]
 81%|████████  | 2693/3333 [1:17:03<18:20,  1.72s/it]
 81%|████████  | 2694/3333 [1:17:05<18:12,  1.71s/it]
 81%|████████  | 2695/3333 [1:17:07<18:20,  1.73s/it]
 81%|████████  | 2696/3333 [1:17:08<18:06,  1.71s/it]
 81%|████████  | 2697/3333 [1:17:10<18:09,  1.71s/it]
 81%|████████  | 2698/3333 [1:17:12<18:05,  1.71s/it]
 81%|████████  | 2699/3333 [1:17:13<18:06,  1.71s/it]
 81%|████████  | 2700/3333 [1:17:15<18:00,  1.71s/it]
 81%|████████  | 2701/3333 [1:17:17<17:49,  1.69s/it]
 81%|████████  | 2702/3333 [1:17:18<17:48,  1.69s/it]
 81%|████████  | 2703/3333 [1:17:20<17:57,  1.71s/it]
 81%|████████  | 2704/3333 [1:17:22<18:00,  1.72s/it]
 81%|████████  | 2705/3333 [1:17:24<17:58,  1.72s/it]
 81%|████████  | 2706/3333 [1:17:25<17:55,  1.71s/it]
 81%|████████  | 2707/3333 [1:17:27<18:01,  1.73s/it]
 81%|████████  | 2708/3333 [1:17:29<17:51,  1.71s/it]
 81%|████████▏ | 2709/3333 [1:17:30<17:49,  1.71s/it]
 81%|████████▏ | 2710/3333 [1:17:32<17:51,  1.72s/it]
 81%|████████▏ | 2711/3333 [1:17:34<17:47,  1.72s/it]
 81%|████████▏ | 2712/3333 [1:17:36<17:41,  1.71s/it]
 81%|████████▏ | 2713/3333 [1:17:37<17:48,  1.72s/it]
 81%|████████▏ | 2714/3333 [1:17:39<17:42,  1.72s/it]
 81%|████████▏ | 2715/3333 [1:17:41<17:35,  1.71s/it]
 81%|████████▏ | 2716/3333 [1:17:42<17:37,  1.71s/it]
 82%|████████▏ | 2717/3333 [1:17:44<17:43,  1.73s/it]
 82%|████████▏ | 2718/3333 [1:17:46<17:32,  1.71s/it]
 82%|████████▏ | 2719/3333 [1:17:48<17:35,  1.72s/it]
 82%|████████▏ | 2720/3333 [1:17:49<17:32,  1.72s/it]
 82%|████████▏ | 2721/3333 [1:17:51<17:27,  1.71s/it]
 82%|███���████▏ | 2722/3333 [1:17:53<17:29,  1.72s/it]
 82%|████████▏ | 2723/3333 [1:17:54<17:19,  1.70s/it]
 82%|████████▏ | 2724/3333 [1:17:56<17:22,  1.71s/it]
 82%|████████▏ | 2725/3333 [1:17:58<17:16,  1.70s/it]
 82%|████████▏ | 2726/3333 [1:18:00<17:29,  1.73s/it]
 82%|████████▏ | 2727/3333 [1:18:01<17:18,  1.71s/it]
 82%|████████▏ | 2728/3333 [1:18:03<17:24,  1.73s/it]
 82%|████████▏ | 2729/3333 [1:18:05<17:25,  1.73s/it]
 82%|████████▏ | 2730/3333 [1:18:07<17:18,  1.72s/it]
 82%|████████▏ | 2731/3333 [1:18:08<17:22,  1.73s/it]
 82%|████████▏ | 2732/3333 [1:18:10<17:14,  1.72s/it]
 82%|████████▏ | 2733/3333 [1:18:12<17:18,  1.73s/it]
 82%|████████▏ | 2734/3333 [1:18:13<17:16,  1.73s/it]
 82%|████████▏ | 2735/3333 [1:18:15<17:11,  1.72s/it]
 82%|████████▏ | 2736/3333 [1:18:17<17:01,  1.71s/it]
 82%|████████▏ | 2737/3333 [1:18:19<16:58,  1.71s/it]
 82%|████████▏ | 2738/3333 [1:18:20<17:03,  1.72s/it]
 82%|████████▏ | 2739/3333 [1:18:22<16:57,  1.71s/it]
 82%|████████▏ | 2740/3333 [1:18:24<16:56,  1.71s/it]
 82%|████████▏ | 2741/3333 [1:18:25<16:50,  1.71s/it]
 82%|████████▏ | 2742/3333 [1:18:27<16:58,  1.72s/it]
 82%|████████▏ | 2743/3333 [1:18:29<16:47,  1.71s/it]
 82%|████████▏ | 2744/3333 [1:18:31<16:45,  1.71s/it]
 82%|████████▏ | 2745/3333 [1:18:32<16:46,  1.71s/it]
 82%|████████▏ | 2746/3333 [1:18:34<16:39,  1.70s/it]
 82%|████████▏ | 2747/3333 [1:18:36<16:41,  1.71s/it]
 82%|████████▏ | 2748/3333 [1:18:37<16:39,  1.71s/it]
 82%|████████▏ | 2749/3333 [1:18:39<16:41,  1.71s/it]
 83%|████████▎ | 2750/3333 [1:18:41<16:34,  1.71s/it]
 83%|████████▎ | 2751/3333 [1:18:43<16:40,  1.72s/it]
 83%|████████▎ | 2752/3333 [1:18:44<16:35,  1.71s/it]
 83%|████████▎ | 2753/3333 [1:18:46<16:40,  1.73s/it]
 83%|████████▎ | 2754/3333 [1:18:48<16:31,  1.71s/it]
 83%|████████▎ | 2755/3333 [1:18:49<16:40,  1.73s/it]
 83%|████████▎ | 2756/3333 [1:18:51<16:31,  1.72s/it]
 83%|████████▎ | 2757/3333 [1:18:53<16:26,  1.71s/it]
 83%|████████▎ | 2758/3333 [1:18:55<16:28,  1.72s/it]
 83%|████████▎ | 2759/3333 [1:18:56<16:18,  1.70s/it]
 83%|████████▎ | 2760/3333 [1:18:58<16:19,  1.71s/it]
 83%|████████▎ | 2761/3333 [1:19:00<16:16,  1.71s/it]
 83%|████████▎ | 2762/3333 [1:19:01<16:25,  1.73s/it]
 83%|████████▎ | 2763/3333 [1:19:03<16:22,  1.72s/it]
 83%|████████▎ | 2764/3333 [1:19:05<16:14,  1.71s/it]
 83%|████████▎ | 2765/3333 [1:19:07<16:14,  1.72s/it]
 83%|████████▎ | 2766/3333 [1:19:08<16:09,  1.71s/it]
 83%|████████▎ | 2767/3333 [1:19:10<16:12,  1.72s/it]
 83%|████████▎ | 2768/3333 [1:19:12<16:08,  1.71s/it]
 83%|████████▎ | 2769/3333 [1:19:13<16:01,  1.71s/it]
 83%|████████▎ | 2770/3333 [1:19:15<15:59,  1.70s/it]
 83%|████████▎ | 2771/3333 [1:19:17<16:01,  1.71s/it]
 83%|████████▎ | 2772/3333 [1:19:19<15:54,  1.70s/it]
 83%|████████▎ | 2773/3333 [1:19:20<15:57,  1.71s/it]
 83%|████████▎ | 2774/3333 [1:19:22<15:56,  1.71s/it]
 83%|████████▎ | 2775/3333 [1:19:24<15:48,  1.70s/it]
 83%|████████▎ | 2776/3333 [1:19:25<15:51,  1.71s/it]
 83%|████████▎ | 2777/3333 [1:19:27<15:53,  1.71s/it]
 83%|████████▎ | 2778/3333 [1:19:29<15:51,  1.72s/it]
 83%|████████▎ | 2779/3333 [1:19:31<15:56,  1.73s/it]
 83%|████████▎ | 2780/3333 [1:19:32<15:46,  1.71s/it]
 83%|████████▎ | 2781/3333 [1:19:34<15:43,  1.71s/it]
 83%|████████▎ | 2782/3333 [1:19:36<15:47,  1.72s/it]
 83%|████████▎ | 2783/3333 [1:19:37<15:45,  1.72s/it]
 84%|████████▎ | 2784/3333 [1:19:39<15:45,  1.72s/it]
 84%|████████▎ | 2785/3333 [1:19:41<15:34,  1.70s/it]
 84%|████████▎ | 2786/3333 [1:19:42<15:30,  1.70s/it]
 84%|████████▎ | 2787/3333 [1:19:44<15:36,  1.72s/it]
 84%|████████▎ | 2788/3333 [1:19:46<15:38,  1.72s/it]
 84%|████████▎ | 2789/3333 [1:19:48<15:28,  1.71s/it]
 84%|████████▎ | 2790/3333 [1:19:49<15:37,  1.73s/it]
 84%|████████▎ | 2791/3333 [1:19:51<15:29,  1.72s/it]
 84%|████████▍ | 2792/3333 [1:19:53<15:22,  1.70s/it]
 84%|████████▍ | 2793/3333 [1:19:55<15:28,  1.72s/it]
 84%|████████▍ | 2794/3333 [1:19:56<15:22,  1.71s/it]
 84%|████████▍ | 2795/3333 [1:19:58<15:25,  1.72s/it]
 84%|████████▍ | 2796/3333 [1:20:00<15:17,  1.71s/it]
 84%|████████▍ | 2797/3333 [1:20:01<15:20,  1.72s/it]
 84%|████████▍ | 2798/3333 [1:20:03<15:19,  1.72s/it]
 84%|████████▍ | 2799/3333 [1:20:05<15:13,  1.71s/it]
 84%|████████▍ | 2800/3333 [1:20:07<15:17,  1.72s/it]
 84%|████████▍ | 2801/3333 [1:20:08<15:10,  1.71s/it]
 84%|████████▍ | 2802/3333 [1:20:10<15:05,  1.71s/it]
 84%|████████▍ | 2803/3333 [1:20:12<15:18,  1.73s/it]
 84%|████████▍ | 2804/3333 [1:20:13<15:21,  1.74s/it]
 84%|████████▍ | 2805/3333 [1:20:15<15:19,  1.74s/it]
 84%|████████▍ | 2806/3333 [1:20:17<15:11,  1.73s/it]
 84%|████████▍ | 2807/3333 [1:20:19<15:15,  1.74s/it]
 84%|████████▍ | 2808/3333 [1:20:20<15:11,  1.74s/it]
 84%|████████▍ | 2809/3333 [1:20:22<15:02,  1.72s/it]
 84%|████████▍ | 2810/3333 [1:20:24<14:58,  1.72s/it]
 84%|████████▍ | 2811/3333 [1:20:26<15:00,  1.72s/it]
 84%|████████▍ | 2812/3333 [1:20:27<14:53,  1.71s/it]
 84%|████████▍ | 2813/3333 [1:20:29<14:53,  1.72s/it]
 84%|████████▍ | 2814/3333 [1:20:31<14:49,  1.71s/it]
 84%|████████▍ | 2815/3333 [1:20:32<14:48,  1.72s/it]
 84%|████████▍ | 2816/3333 [1:20:34<14:47,  1.72s/it]
 85%|████████▍ | 2817/3333 [1:20:36<14:44,  1.71s/it]
 85%|████████▍ | 2818/3333 [1:20:38<14:37,  1.70s/it]
 85%|████████▍ | 2819/3333 [1:20:39<14:48,  1.73s/it]
 85%|████████▍ | 2820/3333 [1:20:41<14:41,  1.72s/it]
 85%|████████▍ | 2821/3333 [1:20:43<14:40,  1.72s/it]
 85%|████████▍ | 2822/3333 [1:20:44<14:35,  1.71s/it]
 85%|████████▍ | 2823/3333 [1:20:46<14:29,  1.70s/it]
 85%|████████▍ | 2824/3333 [1:20:48<14:33,  1.72s/it]
 85%|████████▍ | 2825/3333 [1:20:50<14:25,  1.70s/it]
 85%|████████▍ | 2826/3333 [1:20:51<14:23,  1.70s/it]
 85%|████████▍ | 2827/3333 [1:20:53<14:21,  1.70s/it]
 85%|████████▍ | 2828/3333 [1:20:55<14:17,  1.70s/it]
 85%|████████▍ | 2829/3333 [1:20:56<14:19,  1.71s/it]
 85%|████████▍ | 2830/3333 [1:20:58<14:20,  1.71s/it]
 85%|████████▍ | 2831/3333 [1:21:00<14:17,  1.71s/it]
 85%|████████▍ | 2832/3333 [1:21:01<14:17,  1.71s/it]
 85%|████████▍ | 2833/3333 [1:21:03<14:17,  1.72s/it]
 85%|████████▌ | 2834/3333 [1:21:05<14:21,  1.73s/it]
 85%|████████▌ | 2835/3333 [1:21:07<14:18,  1.72s/it]
 85%|████████▌ | 2836/3333 [1:21:08<14:14,  1.72s/it]
 85%|████████▌ | 2837/3333 [1:21:10<14:08,  1.71s/it]
 85%|████████▌ | 2838/3333 [1:21:12<14:03,  1.70s/it]
 85%|████████▌ | 2839/3333 [1:21:14<14:10,  1.72s/it]
 85%|████████▌ | 2840/3333 [1:21:15<14:08,  1.72s/it]
 85%|████████▌ | 2841/3333 [1:21:17<14:03,  1.71s/it]
 85%|████████▌ | 2842/3333 [1:21:19<14:02,  1.72s/it]
 85%|████████▌ | 2843/3333 [1:21:20<13:59,  1.71s/it]
 85%|████████▌ | 2844/3333 [1:21:22<13:56,  1.71s/it]
 85%|████████▌ | 2845/3333 [1:21:24<13:58,  1.72s/it]
 85%|████████▌ | 2846/3333 [1:21:26<13:59,  1.72s/it]
 85%|████████▌ | 2847/3333 [1:21:27<13:54,  1.72s/it]
 85%|████████▌ | 2848/3333 [1:21:29<13:45,  1.70s/it]
 85%|████████▌ | 2849/3333 [1:21:31<13:47,  1.71s/it]
 86%|████████▌ | 2850/3333 [1:21:32<13:44,  1.71s/it]
 86%|████████▌ | 2851/3333 [1:21:34<13:42,  1.71s/it]
 86%|████████▌ | 2852/3333 [1:21:36<13:44,  1.71s/it]
 86%|████████▌ | 2853/3333 [1:21:37<13:41,  1.71s/it]
 86%|████████▌ | 2854/3333 [1:21:39<13:38,  1.71s/it]
 86%|████████▌ | 2855/3333 [1:21:41<13:44,  1.72s/it]
 86%|████████▌ | 2856/3333 [1:21:43<13:31,  1.70s/it]
 86%|████████▌ | 2857/3333 [1:21:44<13:38,  1.72s/it]
 86%|████████▌ | 2858/3333 [1:21:46<13:29,  1.70s/it]
 86%|████████▌ | 2859/3333 [1:21:48<13:32,  1.71s/it]
 86%|████████▌ | 2860/3333 [1:21:49<13:27,  1.71s/it]
 86%|████████▌ | 2861/3333 [1:21:51<13:24,  1.70s/it]
 86%|████████▌ | 2862/3333 [1:21:53<13:24,  1.71s/it]
 86%|████████▌ | 2863/3333 [1:21:55<13:27,  1.72s/it]
 86%|████████�� | 2864/3333 [1:21:56<13:22,  1.71s/it]
 86%|████████▌ | 2865/3333 [1:21:58<13:19,  1.71s/it]
 86%|████████▌ | 2866/3333 [1:22:00<13:20,  1.71s/it]
 86%|████████▌ | 2867/3333 [1:22:01<13:10,  1.70s/it]
 86%|████████▌ | 2868/3333 [1:22:03<13:14,  1.71s/it]
 86%|████████▌ | 2869/3333 [1:22:05<13:10,  1.70s/it]
 86%|████████▌ | 2870/3333 [1:22:06<13:07,  1.70s/it]
 86%|████████▌ | 2871/3333 [1:22:08<13:11,  1.71s/it]
 86%|████████▌ | 2872/3333 [1:22:10<13:04,  1.70s/it]
 86%|████████▌ | 2873/3333 [1:22:12<13:04,  1.70s/it]
 86%|████████▌ | 2874/3333 [1:22:13<12:59,  1.70s/it]
 86%|████████▋ | 2875/3333 [1:22:15<12:59,  1.70s/it]
 86%|████████▋ | 2876/3333 [1:22:17<12:58,  1.70s/it]
 86%|████████▋ | 2877/3333 [1:22:18<13:01,  1.71s/it]
 86%|████████▋ | 2878/3333 [1:22:20<12:54,  1.70s/it]
 86%|████████▋ | 2879/3333 [1:22:22<13:00,  1.72s/it]
 86%|████████▋ | 2880/3333 [1:22:24<12:54,  1.71s/it]
 86%|████████▋ | 2881/3333 [1:22:25<12:57,  1.72s/it]
 86%|████████▋ | 2882/3333 [1:22:27<12:50,  1.71s/it]
 86%|████████▋ | 2883/3333 [1:22:29<12:44,  1.70s/it]
 87%|████████▋ | 2884/3333 [1:22:30<12:45,  1.70s/it]
 87%|████████▋ | 2885/3333 [1:22:32<12:58,  1.74s/it]
 87%|████████▋ | 2886/3333 [1:22:34<12:49,  1.72s/it]
 87%|████████▋ | 2887/3333 [1:22:36<12:43,  1.71s/it]
 87%|████████▋ | 2888/3333 [1:22:37<12:41,  1.71s/it]
 87%|████████▋ | 2889/3333 [1:22:39<12:39,  1.71s/it]
 87%|████████▋ | 2890/3333 [1:22:41<12:40,  1.72s/it]
 87%|████████▋ | 2891/3333 [1:22:42<12:35,  1.71s/it]
 87%|████████▋ | 2892/3333 [1:22:44<12:35,  1.71s/it]
 87%|████████▋ | 2893/3333 [1:22:46<12:31,  1.71s/it]
 87%|████████▋ | 2894/3333 [1:22:48<12:26,  1.70s/it]
 87%|████████▋ | 2895/3333 [1:22:49<12:30,  1.71s/it]
 87%|████████▋ | 2896/3333 [1:22:51<12:33,  1.72s/it]
 87%|████████▋ | 2897/3333 [1:22:53<12:28,  1.72s/it]
 87%|████████▋ | 2898/3333 [1:22:54<12:29,  1.72s/it]
 87%|████████▋ | 2899/3333 [1:22:56<12:24,  1.72s/it]
 87%|████████▋ | 2900/3333 [1:22:58<12:30,  1.73s/it]
 87%|████████▋ | 2901/3333 [1:23:00<12:26,  1.73s/it]
 87%|████████▋ | 2902/3333 [1:23:01<12:20,  1.72s/it]
 87%|████████▋ | 2903/3333 [1:23:03<12:15,  1.71s/it]
 87%|████████▋ | 2904/3333 [1:23:05<12:18,  1.72s/it]
 87%|████████▋ | 2905/3333 [1:23:06<12:09,  1.71s/it]
 87%|████████▋ | 2906/3333 [1:23:08<12:09,  1.71s/it]
 87%|████████▋ | 2907/3333 [1:23:10<12:14,  1.73s/it]
 87%|████████▋ | 2908/3333 [1:23:12<12:04,  1.71s/it]
 87%|████████▋ | 2909/3333 [1:23:13<12:12,  1.73s/it]
 87%|████████▋ | 2910/3333 [1:23:15<12:06,  1.72s/it]
 87%|████████▋ | 2911/3333 [1:23:17<12:04,  1.72s/it]
 87%|████████▋ | 2912/3333 [1:23:18<11:58,  1.71s/it]
 87%|████████▋ | 2913/3333 [1:23:20<11:56,  1.71s/it]
 87%|████████▋ | 2914/3333 [1:23:22<12:00,  1.72s/it]
 87%|████████▋ | 2915/3333 [1:23:24<11:58,  1.72s/it]
 87%|████████▋ | 2916/3333 [1:23:25<11:56,  1.72s/it]
 88%|████████▊ | 2917/3333 [1:23:27<11:55,  1.72s/it]
 88%|████████▊ | 2918/3333 [1:23:29<11:47,  1.70s/it]
 88%|████████▊ | 2919/3333 [1:23:30<11:48,  1.71s/it]
 88%|████████▊ | 2920/3333 [1:23:32<11:42,  1.70s/it]
 88%|████████▊ | 2921/3333 [1:23:34<11:47,  1.72s/it]
 88%|████████▊ | 2922/3333 [1:23:36<11:45,  1.72s/it]
 88%|████████▊ | 2923/3333 [1:23:37<11:46,  1.72s/it]
 88%|████████▊ | 2924/3333 [1:23:39<11:46,  1.73s/it]
 88%|████████▊ | 2925/3333 [1:23:41<11:44,  1.73s/it]
 88%|████████▊ | 2926/3333 [1:23:42<11:34,  1.71s/it]
 88%|████████▊ | 2927/3333 [1:23:44<11:42,  1.73s/it]
 88%|████████▊ | 2928/3333 [1:23:46<11:35,  1.72s/it]
 88%|████████▊ | 2929/3333 [1:23:48<11:35,  1.72s/it]
 88%|████████▊ | 2930/3333 [1:23:49<11:28,  1.71s/it]
 88%|████████▊ | 2931/3333 [1:23:51<11:30,  1.72s/it]
 88%|████████▊ | 2932/3333 [1:23:53<11:23,  1.70s/it]
 88%|████████▊ | 2933/3333 [1:23:55<11:26,  1.72s/it]
 88%|████████▊ | 2934/3333 [1:23:56<11:18,  1.70s/it]
 88%|████████▊ | 2935/3333 [1:23:58<11:21,  1.71s/it]
 88%|████████▊ | 2936/3333 [1:24:00<11:23,  1.72s/it]
 88%|████████▊ | 2937/3333 [1:24:01<11:17,  1.71s/it]
 88%|████████▊ | 2938/3333 [1:24:03<11:16,  1.71s/it]
 88%|████████▊ | 2939/3333 [1:24:05<11:10,  1.70s/it]
 88%|████████▊ | 2940/3333 [1:24:06<11:10,  1.70s/it]
 88%|████████▊ | 2941/3333 [1:24:08<11:14,  1.72s/it]
 88%|████████▊ | 2942/3333 [1:24:10<11:11,  1.72s/it]
 88%|████████▊ | 2943/3333 [1:24:12<11:08,  1.71s/it]
 88%|████████▊ | 2944/3333 [1:24:13<11:05,  1.71s/it]
 88%|████████▊ | 2945/3333 [1:24:15<11:02,  1.71s/it]
 88%|████████▊ | 2946/3333 [1:24:17<10:58,  1.70s/it]
 88%|████████▊ | 2947/3333 [1:24:18<10:57,  1.70s/it]
 88%|████████▊ | 2948/3333 [1:24:20<10:59,  1.71s/it]
 88%|████████▊ | 2949/3333 [1:24:22<10:51,  1.70s/it]
 89%|████████▊ | 2950/3333 [1:24:24<10:54,  1.71s/it]
 89%|████████▊ | 2951/3333 [1:24:25<10:58,  1.72s/it]
 89%|████████▊ | 2952/3333 [1:24:27<10:51,  1.71s/it]
 89%|████████▊ | 2953/3333 [1:24:29<10:54,  1.72s/it]
 89%|████████▊ | 2954/3333 [1:24:30<10:47,  1.71s/it]
 89%|████████▊ | 2955/3333 [1:24:32<10:48,  1.72s/it]
 89%|████████▊ | 2956/3333 [1:24:34<10:44,  1.71s/it]
 89%|████████▊ | 2957/3333 [1:24:36<10:44,  1.71s/it]
 89%|████████▊ | 2958/3333 [1:24:37<10:39,  1.71s/it]
 89%|████████▉ | 2959/3333 [1:24:39<10:40,  1.71s/it]
 89%|████████▉ | 2960/3333 [1:24:41<10:34,  1.70s/it]
 89%|████████▉ | 2961/3333 [1:24:42<10:37,  1.71s/it]
 89%|████████▉ | 2962/3333 [1:24:44<10:31,  1.70s/it]
 89%|████████▉ | 2963/3333 [1:24:46<10:34,  1.72s/it]
 89%|████████▉ | 2964/3333 [1:24:47<10:26,  1.70s/it]
 89%|████████▉ | 2965/3333 [1:24:49<10:27,  1.70s/it]
 89%|████████▉ | 2966/3333 [1:24:51<10:29,  1.72s/it]
 89%|████████▉ | 2967/3333 [1:24:53<10:24,  1.71s/it]
 89%|████████▉ | 2968/3333 [1:24:54<10:23,  1.71s/it]
 89%|████████▉ | 2969/3333 [1:24:56<10:18,  1.70s/it]
 89%|████████▉ | 2970/3333 [1:24:58<10:21,  1.71s/it]
 89%|████████▉ | 2971/3333 [1:24:59<10:15,  1.70s/it]
 89%|████████▉ | 2972/3333 [1:25:01<10:17,  1.71s/it]
 89%|████████▉ | 2973/3333 [1:25:03<10:25,  1.74s/it]
 89%|████████▉ | 2974/3333 [1:25:05<10:19,  1.73s/it]
 89%|████████▉ | 2975/3333 [1:25:06<10:18,  1.73s/it]
 89%|████████▉ | 2976/3333 [1:25:08<10:09,  1.71s/it]
 89%|████████▉ | 2977/3333 [1:25:10<10:14,  1.73s/it]
 89%|████████▉ | 2978/3333 [1:25:12<10:12,  1.72s/it]
 89%|████████▉ | 2979/3333 [1:25:13<10:06,  1.71s/it]
 89%|████████▉ | 2980/3333 [1:25:15<10:04,  1.71s/it]
 89%|████████▉ | 2981/3333 [1:25:17<10:03,  1.71s/it]
 89%|████████▉ | 2982/3333 [1:25:18<09:59,  1.71s/it]
 89%|████████▉ | 2983/3333 [1:25:20<09:59,  1.71s/it]
 90%|████████▉ | 2984/3333 [1:25:22<09:57,  1.71s/it]
 90%|████████▉ | 2985/3333 [1:25:24<09:54,  1.71s/it]
 90%|████████▉ | 2986/3333 [1:25:25<09:55,  1.72s/it]
 90%|████████▉ | 2987/3333 [1:25:27<09:48,  1.70s/it]
 90%|████████▉ | 2988/3333 [1:25:29<09:48,  1.71s/it]
 90%|████████▉ | 2989/3333 [1:25:30<09:54,  1.73s/it]
 90%|████████▉ | 2990/3333 [1:25:32<09:53,  1.73s/it]
 90%|████████▉ | 2991/3333 [1:25:34<09:45,  1.71s/it]
 90%|████████▉ | 2992/3333 [1:25:36<09:50,  1.73s/it]
 90%|████████▉ | 2993/3333 [1:25:37<09:46,  1.72s/it]
 90%|████████▉ | 2994/3333 [1:25:39<09:43,  1.72s/it]
 90%|████████▉ | 2995/3333 [1:25:41<09:39,  1.71s/it]
 90%|████████▉ | 2996/3333 [1:25:42<09:39,  1.72s/it]
 90%|████████▉ | 2997/3333 [1:25:44<09:36,  1.72s/it]
 90%|████████▉ | 2998/3333 [1:25:46<09:32,  1.71s/it]
 90%|████████▉ | 2999/3333 [1:25:48<09:34,  1.72s/it]
 90%|█████████ | 3000/3333 [1:25:49<09:32,  1.72s/it]
                                                     
{'loss': 1.5504, 'learning_rate': 2.997299729972997e-06, 'epoch': 2.7}
+
 90%|█████████ | 3000/3333 [1:25:49<09:32,  1.72s/it]
 90%|█████████ | 3001/3333 [1:25:51<09:29,  1.72s/it]
 90%|█████████ | 3002/3333 [1:25:53<09:30,  1.72s/it]
 90%|█████████ | 3003/3333 [1:25:54<09:24,  1.71s/it]
 90%|█████████ | 3004/3333 [1:25:56<09:27,  1.73s/it]
 90%|█████████ | 3005/3333 [1:25:58<09:24,  1.72s/it]
 90%|█████████ | 3006/3333 [1:26:00<09:22,  1.72s/it]
 90%|█████████ | 3007/3333 [1:26:01<09:20,  1.72s/it]
 90%|█████████ | 3008/3333 [1:26:03<09:21,  1.73s/it]
 90%|█████████ | 3009/3333 [1:26:05<09:15,  1.72s/it]
 90%|█████████ | 3010/3333 [1:26:07<09:18,  1.73s/it]
 90%|█████████ | 3011/3333 [1:26:08<09:15,  1.73s/it]
 90%|█████████ | 3012/3333 [1:26:10<09:12,  1.72s/it]
 90%|█████████ | 3013/3333 [1:26:12<09:11,  1.72s/it]
 90%|█████████ | 3014/3333 [1:26:13<09:12,  1.73s/it]
 90%|█████████ | 3015/3333 [1:26:15<09:10,  1.73s/it]
 90%|█████████ | 3016/3333 [1:26:17<09:04,  1.72s/it]
 91%|█████████ | 3017/3333 [1:26:19<08:59,  1.71s/it]
 91%|█████████ | 3018/3333 [1:26:20<08:58,  1.71s/it]
 91%|█████████ | 3019/3333 [1:26:22<08:56,  1.71s/it]
 91%|█████████ | 3020/3333 [1:26:24<08:55,  1.71s/it]
 91%|█████████ | 3021/3333 [1:26:25<08:52,  1.71s/it]
 91%|█████████ | 3022/3333 [1:26:27<08:46,  1.69s/it]
 91%|█████████ | 3023/3333 [1:26:29<08:46,  1.70s/it]
 91%|█████████ | 3024/3333 [1:26:30<08:49,  1.71s/it]
 91%|█████████ | 3025/3333 [1:26:32<08:43,  1.70s/it]
 91%|█████████ | 3026/3333 [1:26:34<08:43,  1.70s/it]
 91%|█████████ | 3027/3333 [1:26:36<08:43,  1.71s/it]
 91%|█████████ | 3028/3333 [1:26:37<08:37,  1.70s/it]
 91%|█████████ | 3029/3333 [1:26:39<08:40,  1.71s/it]
 91%|█████████ | 3030/3333 [1:26:41<08:36,  1.71s/it]
 91%|█████████ | 3031/3333 [1:26:42<08:39,  1.72s/it]
 91%|█████████ | 3032/3333 [1:26:44<08:35,  1.71s/it]
 91%|█████████ | 3033/3333 [1:26:46<08:38,  1.73s/it]
 91%|█████████ | 3034/3333 [1:26:48<08:33,  1.72s/it]
 91%|█████████ | 3035/3333 [1:26:49<08:30,  1.71s/it]
 91%|█████████ | 3036/3333 [1:26:51<08:34,  1.73s/it]
 91%|█████████ | 3037/3333 [1:26:53<08:25,  1.71s/it]
 91%|█████████ | 3038/3333 [1:26:54<08:24,  1.71s/it]
 91%|█████████ | 3039/3333 [1:26:56<08:23,  1.71s/it]
 91%|█████████ | 3040/3333 [1:26:58<08:26,  1.73s/it]
 91%|█████████ | 3041/3333 [1:27:00<08:23,  1.73s/it]
 91%|█████████▏| 3042/3333 [1:27:01<08:24,  1.73s/it]
 91%|█████████▏| 3043/3333 [1:27:03<08:20,  1.72s/it]
 91%|█████████▏| 3044/3333 [1:27:05<08:18,  1.72s/it]
 91%|█████████▏| 3045/3333 [1:27:07<08:14,  1.72s/it]
 91%|█████████▏| 3046/3333 [1:27:08<08:12,  1.72s/it]
 91%|█████████▏| 3047/3333 [1:27:10<08:10,  1.71s/it]
 91%|█████████▏| 3048/3333 [1:27:12<08:08,  1.71s/it]
 91%|█████████▏| 3049/3333 [1:27:13<08:04,  1.71s/it]
 92%|█████████▏| 3050/3333 [1:27:15<08:06,  1.72s/it]
 92%|█████████▏| 3051/3333 [1:27:17<08:32,  1.82s/it]
 92%|█████████▏| 3052/3333 [1:27:19<08:24,  1.79s/it]
 92%|█████████▏| 3053/3333 [1:27:21<08:13,  1.76s/it]
 92%|█████████▏| 3054/3333 [1:27:22<08:09,  1.76s/it]
 92%|█████████▏| 3055/3333 [1:27:24<08:02,  1.73s/it]
 92%|█████████▏| 3056/3333 [1:27:26<07:59,  1.73s/it]
 92%|█████████▏| 3057/3333 [1:27:27<07:54,  1.72s/it]
 92%|█████████▏| 3058/3333 [1:27:29<07:55,  1.73s/it]
 92%|█████████▏| 3059/3333 [1:27:31<07:50,  1.72s/it]
 92%|█████████▏| 3060/3333 [1:27:33<07:48,  1.72s/it]
 92%|█████████▏| 3061/3333 [1:27:34<07:45,  1.71s/it]
 92%|█████████▏| 3062/3333 [1:27:36<07:41,  1.70s/it]
 92%|█████████▏| 3063/3333 [1:27:38<08:04,  1.80s/it]
 92%|█████████▏| 3064/3333 [1:27:40<07:55,  1.77s/it]
 92%|█████████▏| 3065/3333 [1:27:41<07:53,  1.77s/it]
 92%|█████████▏| 3066/3333 [1:27:43<07:44,  1.74s/it]
 92%|█████████▏| 3067/3333 [1:27:45<07:38,  1.72s/it]
 92%|█████████▏| 3068/3333 [1:27:47<07:40,  1.74s/it]
 92%|█████████▏| 3069/3333 [1:27:48<07:36,  1.73s/it]
 92%|█████████▏| 3070/3333 [1:27:50<07:31,  1.72s/it]
 92%|█████████▏| 3071/3333 [1:27:52<07:32,  1.73s/it]
 92%|█████████▏| 3072/3333 [1:27:53<07:30,  1.73s/it]
 92%|█████████▏| 3073/3333 [1:27:55<07:25,  1.71s/it]
 92%|█████████▏| 3074/3333 [1:27:57<07:25,  1.72s/it]
 92%|█████████▏| 3075/3333 [1:27:59<07:25,  1.73s/it]
 92%|█████████▏| 3076/3333 [1:28:00<07:21,  1.72s/it]
 92%|█████████▏| 3077/3333 [1:28:02<07:23,  1.73s/it]
 92%|█████████▏| 3078/3333 [1:28:04<07:16,  1.71s/it]
 92%|█████████▏| 3079/3333 [1:28:05<07:16,  1.72s/it]
 92%|█████████▏| 3080/3333 [1:28:07<07:13,  1.71s/it]
 92%|█████████▏| 3081/3333 [1:28:09<07:12,  1.71s/it]
 92%|█████████▏| 3082/3333 [1:28:11<07:13,  1.73s/it]
 92%|█████████▏| 3083/3333 [1:28:12<07:08,  1.71s/it]
 93%|█████████▎| 3084/3333 [1:28:14<07:08,  1.72s/it]
 93%|█████████▎| 3085/3333 [1:28:16<07:03,  1.71s/it]
 93%|█████████▎| 3086/3333 [1:28:17<07:02,  1.71s/it]
 93%|█████████▎| 3087/3333 [1:28:19<06:59,  1.71s/it]
 93%|█████████▎| 3088/3333 [1:28:21<07:02,  1.72s/it]
 93%|█████████▎| 3089/3333 [1:28:23<06:57,  1.71s/it]
 93%|█████████▎| 3090/3333 [1:28:24<06:57,  1.72s/it]
 93%|█████████▎| 3091/3333 [1:28:26<06:54,  1.71s/it]
 93%|█████████▎| 3092/3333 [1:28:28<06:51,  1.71s/it]
 93%|█████████▎| 3093/3333 [1:28:29<06:51,  1.71s/it]
 93%|█████████▎| 3094/3333 [1:28:31<06:48,  1.71s/it]
 93%|█████████▎| 3095/3333 [1:28:33<06:48,  1.71s/it]
 93%|█████████▎| 3096/3333 [1:28:35<06:47,  1.72s/it]
 93%|█████████▎| 3097/3333 [1:28:36<06:43,  1.71s/it]
 93%|█████████▎| 3098/3333 [1:28:38<06:41,  1.71s/it]
 93%|█████████▎| 3099/3333 [1:28:40<06:37,  1.70s/it]
 93%|█████████▎| 3100/3333 [1:28:41<06:39,  1.71s/it]
 93%|█████████▎| 3101/3333 [1:28:43<06:38,  1.72s/it]
 93%|█████████▎| 3102/3333 [1:28:45<06:34,  1.71s/it]
 93%|█████████▎| 3103/3333 [1:28:47<06:36,  1.72s/it]
 93%|█████████▎| 3104/3333 [1:28:48<06:31,  1.71s/it]
 93%|█████████▎| 3105/3333 [1:28:50<06:30,  1.71s/it]
 93%|█████████▎| 3106/3333 [1:28:52<06:27,  1.71s/it]
 93%|█████████▎| 3107/3333 [1:28:53<06:24,  1.70s/it]
 93%|█████████▎| 3108/3333 [1:28:55<06:27,  1.72s/it]
 93%|█████████▎| 3109/3333 [1:28:57<06:22,  1.71s/it]
 93%|█████████▎| 3110/3333 [1:28:59<06:21,  1.71s/it]
 93%|█████████▎| 3111/3333 [1:29:00<06:22,  1.72s/it]
 93%|█████████▎| 3112/3333 [1:29:02<06:19,  1.72s/it]
 93%|█████████▎| 3113/3333 [1:29:04<06:17,  1.71s/it]
 93%|█████████▎| 3114/3333 [1:29:05<06:13,  1.71s/it]
 93%|█████████▎| 3115/3333 [1:29:07<06:14,  1.72s/it]
 93%|█████████▎| 3116/3333 [1:29:09<06:11,  1.71s/it]
 94%|█████████▎| 3117/3333 [1:29:11<06:08,  1.71s/it]
 94%|█████████▎| 3118/3333 [1:29:12<06:10,  1.72s/it]
 94%|█████████▎| 3119/3333 [1:29:14<06:04,  1.70s/it]
 94%|█████████▎| 3120/3333 [1:29:16<06:03,  1.70s/it]
 94%|█████████▎| 3121/3333 [1:29:17<06:02,  1.71s/it]
 94%|█████████▎| 3122/3333 [1:29:19<05:59,  1.70s/it]
 94%|█████████▎| 3123/3333 [1:29:21<06:00,  1.71s/it]
 94%|█████████▎| 3124/3333 [1:29:22<05:55,  1.70s/it]
 94%|█████████▍| 3125/3333 [1:29:24<05:56,  1.72s/it]
 94%|█████████▍| 3126/3333 [1:29:26<05:53,  1.71s/it]
 94%|█████████▍| 3127/3333 [1:29:28<05:53,  1.72s/it]
 94%|█████████▍| 3128/3333 [1:29:29<05:49,  1.71s/it]
 94%|█████████▍| 3129/3333 [1:29:31<05:51,  1.72s/it]
 94%|█████████▍| 3130/3333 [1:29:33<05:47,  1.71s/it]
 94%|█████████▍| 3131/3333 [1:29:35<05:46,  1.72s/it]
 94%|█████████▍| 3132/3333 [1:29:36<05:41,  1.70s/it]
 94%|█████████▍| 3133/3333 [1:29:38<05:42,  1.71s/it]
 94%|█████████▍| 3134/3333 [1:29:40<05:38,  1.70s/it]
 94%|█████████▍| 3135/3333 [1:29:41<05:36,  1.70s/it]
 94%|█████████▍| 3136/3333 [1:29:43<05:35,  1.70s/it]
 94%|█████████▍| 3137/3333 [1:29:45<05:36,  1.72s/it]
 94%|█████████▍| 3138/3333 [1:29:46<05:34,  1.72s/it]
 94%|█████████▍| 3139/3333 [1:29:48<05:32,  1.71s/it]
 94%|█████████▍| 3140/3333 [1:29:50<05:29,  1.70s/it]
 94%|█████████▍| 3141/3333 [1:29:52<05:27,  1.70s/it]
 94%|█████████▍| 3142/3333 [1:29:53<05:25,  1.71s/it]
 94%|█████��███▍| 3143/3333 [1:29:55<05:24,  1.71s/it]
 94%|█████████▍| 3144/3333 [1:29:57<05:20,  1.69s/it]
 94%|█████████▍| 3145/3333 [1:29:58<05:20,  1.70s/it]
 94%|█████████▍| 3146/3333 [1:30:00<05:17,  1.70s/it]
 94%|█████████▍| 3147/3333 [1:30:02<05:16,  1.70s/it]
 94%|█████████▍| 3148/3333 [1:30:03<05:15,  1.71s/it]
 94%|█████████▍| 3149/3333 [1:30:05<05:15,  1.71s/it]
 95%|█████████▍| 3150/3333 [1:30:07<05:12,  1.71s/it]
 95%|█████████▍| 3151/3333 [1:30:09<05:12,  1.72s/it]
 95%|█████████▍| 3152/3333 [1:30:10<05:10,  1.72s/it]
 95%|█████████▍| 3153/3333 [1:30:12<05:09,  1.72s/it]
 95%|█████████▍| 3154/3333 [1:30:14<05:06,  1.71s/it]
 95%|█████████▍| 3155/3333 [1:30:15<05:02,  1.70s/it]
 95%|█████████▍| 3156/3333 [1:30:17<05:05,  1.73s/it]
 95%|█████████▍| 3157/3333 [1:30:19<05:03,  1.72s/it]
 95%|█████████▍| 3158/3333 [1:30:21<05:00,  1.72s/it]
 95%|█████████▍| 3159/3333 [1:30:22<04:58,  1.71s/it]
 95%|█████████▍| 3160/3333 [1:30:24<04:54,  1.70s/it]
 95%|█████████▍| 3161/3333 [1:30:26<04:53,  1.71s/it]
 95%|█████████▍| 3162/3333 [1:30:28<04:54,  1.72s/it]
 95%|█████████▍| 3163/3333 [1:30:29<04:52,  1.72s/it]
 95%|█████████▍| 3164/3333 [1:30:31<04:49,  1.72s/it]
 95%|█████████▍| 3165/3333 [1:30:33<04:48,  1.72s/it]
 95%|█████████▍| 3166/3333 [1:30:34<04:46,  1.71s/it]
 95%|█████████▌| 3167/3333 [1:30:36<04:42,  1.70s/it]
 95%|█████████▌| 3168/3333 [1:30:38<04:43,  1.72s/it]
 95%|█████████▌| 3169/3333 [1:30:39<04:39,  1.70s/it]
 95%|█████████▌| 3170/3333 [1:30:41<04:37,  1.70s/it]
 95%|█████████▌| 3171/3333 [1:30:43<04:36,  1.71s/it]
 95%|█████████▌| 3172/3333 [1:30:45<04:35,  1.71s/it]
 95%|█████████▌| 3173/3333 [1:30:46<04:32,  1.70s/it]
 95%|█████████▌| 3174/3333 [1:30:48<04:33,  1.72s/it]
 95%|█████████▌| 3175/3333 [1:30:50<04:32,  1.72s/it]
 95%|█████████▌| 3176/3333 [1:30:51<04:29,  1.72s/it]
 95%|█████████▌| 3177/3333 [1:30:53<04:28,  1.72s/it]
 95%|█████████▌| 3178/3333 [1:30:55<04:24,  1.71s/it]
 95%|█████████▌| 3179/3333 [1:30:57<04:21,  1.70s/it]
 95%|█████████▌| 3180/3333 [1:30:58<04:21,  1.71s/it]
 95%|█████████▌| 3181/3333 [1:31:00<04:20,  1.72s/it]
 95%|█████████▌| 3182/3333 [1:31:02<04:20,  1.72s/it]
 95%|█████████▌| 3183/3333 [1:31:03<04:18,  1.72s/it]
 96%|█████████▌| 3184/3333 [1:31:05<04:17,  1.73s/it]
 96%|█████████▌| 3185/3333 [1:31:07<04:16,  1.73s/it]
 96%|█████████▌| 3186/3333 [1:31:09<04:13,  1.73s/it]
 96%|█████████▌| 3187/3333 [1:31:10<04:13,  1.74s/it]
 96%|█████████▌| 3188/3333 [1:31:12<04:09,  1.72s/it]
 96%|█████████▌| 3189/3333 [1:31:14<04:06,  1.71s/it]
 96%|█████████▌| 3190/3333 [1:31:16<04:03,  1.70s/it]
 96%|█████████▌| 3191/3333 [1:31:17<04:01,  1.70s/it]
 96%|█████████▌| 3192/3333 [1:31:19<04:02,  1.72s/it]
 96%|█████████▌| 3193/3333 [1:31:21<04:00,  1.72s/it]
 96%|█████████▌| 3194/3333 [1:31:22<03:58,  1.71s/it]
 96%|█████████▌| 3195/3333 [1:31:24<03:57,  1.72s/it]
 96%|█████████▌| 3196/3333 [1:31:26<03:53,  1.71s/it]
 96%|█████████▌| 3197/3333 [1:31:28<03:54,  1.72s/it]
 96%|█████████▌| 3198/3333 [1:31:29<03:50,  1.71s/it]
 96%|█████████▌| 3199/3333 [1:31:31<03:49,  1.71s/it]
 96%|█████████▌| 3200/3333 [1:31:33<03:48,  1.72s/it]
 96%|█████████▌| 3201/3333 [1:31:34<03:46,  1.72s/it]
 96%|█████████▌| 3202/3333 [1:31:36<03:44,  1.72s/it]
 96%|█████████▌| 3203/3333 [1:31:38<03:41,  1.71s/it]
 96%|█████████▌| 3204/3333 [1:31:40<03:41,  1.72s/it]
 96%|█████████▌| 3205/3333 [1:31:41<03:38,  1.71s/it]
 96%|█████████▌| 3206/3333 [1:31:43<03:38,  1.72s/it]
 96%|█████████▌| 3207/3333 [1:31:45<03:35,  1.71s/it]
 96%|█████████▌| 3208/3333 [1:31:46<03:32,  1.70s/it]
 96%|█████████▋| 3209/3333 [1:31:48<03:33,  1.72s/it]
 96%|█████████▋| 3210/3333 [1:31:50<03:30,  1.71s/it]
 96%|█████████▋| 3211/3333 [1:31:51<03:28,  1.71s/it]
 96%|█████████▋| 3212/3333 [1:31:53<03:27,  1.71s/it]
 96%|█████████▋| 3213/3333 [1:31:55<03:27,  1.73s/it]
 96%|█████████▋| 3214/3333 [1:31:57<03:24,  1.72s/it]
 96%|█████████▋| 3215/3333 [1:31:58<03:21,  1.71s/it]
 96%|█████████▋| 3216/3333 [1:32:00<03:20,  1.71s/it]
 97%|█████████▋| 3217/3333 [1:32:02<03:19,  1.72s/it]
 97%|█████████▋| 3218/3333 [1:32:04<03:17,  1.72s/it]
 97%|█████████▋| 3219/3333 [1:32:05<03:16,  1.72s/it]
 97%|█████████▋| 3220/3333 [1:32:07<03:13,  1.71s/it]
 97%|█████████▋| 3221/3333 [1:32:09<03:11,  1.71s/it]
 97%|█████████▋| 3222/3333 [1:32:10<03:08,  1.70s/it]
 97%|█████████▋| 3223/3333 [1:32:12<03:08,  1.71s/it]
 97%|█████████▋| 3224/3333 [1:32:14<03:07,  1.72s/it]
 97%|█████████▋| 3225/3333 [1:32:16<03:05,  1.72s/it]
 97%|█████████▋| 3226/3333 [1:32:17<03:04,  1.72s/it]
 97%|█████████▋| 3227/3333 [1:32:19<03:00,  1.70s/it]
 97%|█████████▋| 3228/3333 [1:32:21<02:59,  1.71s/it]
 97%|█████████▋| 3229/3333 [1:32:22<02:59,  1.72s/it]
 97%|█████████▋| 3230/3333 [1:32:24<02:56,  1.72s/it]
 97%|█████████▋| 3231/3333 [1:32:26<02:55,  1.72s/it]
 97%|█████████▋| 3232/3333 [1:32:28<02:52,  1.71s/it]
 97%|█████████▋| 3233/3333 [1:32:29<02:51,  1.71s/it]
 97%|█████████▋| 3234/3333 [1:32:31<02:48,  1.71s/it]
 97%|█████████▋| 3235/3333 [1:32:33<02:47,  1.71s/it]
 97%|█████████▋| 3236/3333 [1:32:34<02:44,  1.70s/it]
 97%|█████████▋| 3237/3333 [1:32:36<02:44,  1.72s/it]
 97%|█████████▋| 3238/3333 [1:32:38<02:41,  1.70s/it]
 97%|█████████▋| 3239/3333 [1:32:39<02:39,  1.69s/it]
 97%|█████████▋| 3240/3333 [1:32:41<02:38,  1.70s/it]
 97%|█████████▋| 3241/3333 [1:32:43<02:37,  1.71s/it]
 97%|█████████▋| 3242/3333 [1:32:45<02:34,  1.70s/it]
 97%|█████████▋| 3243/3333 [1:32:46<02:33,  1.71s/it]
 97%|█████████▋| 3244/3333 [1:32:48<02:31,  1.70s/it]
 97%|█████████▋| 3245/3333 [1:32:50<02:30,  1.71s/it]
 97%|█████████▋| 3246/3333 [1:32:51<02:29,  1.72s/it]
 97%|█████████▋| 3247/3333 [1:32:53<02:27,  1.72s/it]
 97%|█████████▋| 3248/3333 [1:32:55<02:26,  1.72s/it]
 97%|█████████▋| 3249/3333 [1:32:57<02:24,  1.72s/it]
 98%|█████████▊| 3250/3333 [1:32:58<02:21,  1.71s/it]
 98%|█████████▊| 3251/3333 [1:33:00<02:21,  1.73s/it]
 98%|█████████▊| 3252/3333 [1:33:02<02:18,  1.71s/it]
 98%|█████████▊| 3253/3333 [1:33:03<02:16,  1.70s/it]
 98%|█████████▊| 3254/3333 [1:33:05<02:15,  1.72s/it]
 98%|█████████▊| 3255/3333 [1:33:07<02:12,  1.70s/it]
 98%|█████████▊| 3256/3333 [1:33:08<02:10,  1.70s/it]
 98%|█████████▊| 3257/3333 [1:33:10<02:09,  1.70s/it]
 98%|█████████▊| 3258/3333 [1:33:12<02:08,  1.71s/it]
 98%|█████████▊| 3259/3333 [1:33:14<02:08,  1.73s/it]
 98%|█████████▊| 3260/3333 [1:33:15<02:05,  1.71s/it]
 98%|█████████▊| 3261/3333 [1:33:17<02:03,  1.72s/it]
 98%|█████████▊| 3262/3333 [1:33:19<02:02,  1.72s/it]
 98%|█████████▊| 3263/3333 [1:33:21<01:59,  1.70s/it]
 98%|█████████▊| 3264/3333 [1:33:22<02:00,  1.74s/it]
 98%|█████████▊| 3265/3333 [1:33:24<01:57,  1.73s/it]
 98%|█████████▊| 3266/3333 [1:33:26<01:55,  1.72s/it]
 98%|█████████▊| 3267/3333 [1:33:27<01:52,  1.71s/it]
 98%|█████████▊| 3268/3333 [1:33:29<01:51,  1.72s/it]
 98%|█████████▊| 3269/3333 [1:33:31<01:49,  1.71s/it]
 98%|█████████▊| 3270/3333 [1:33:33<01:47,  1.71s/it]
 98%|█████████▊| 3271/3333 [1:33:34<01:46,  1.71s/it]
 98%|█████████▊| 3272/3333 [1:33:36<01:43,  1.70s/it]
 98%|█████████▊| 3273/3333 [1:33:38<01:42,  1.71s/it]
 98%|█████████▊| 3274/3333 [1:33:39<01:41,  1.72s/it]
 98%|█████████▊| 3275/3333 [1:33:41<01:39,  1.72s/it]
 98%|█████████▊| 3276/3333 [1:33:43<01:38,  1.73s/it]
 98%|█████████▊| 3277/3333 [1:33:45<01:37,  1.73s/it]
 98%|█████████▊| 3278/3333 [1:33:46<01:34,  1.73s/it]
 98%|█████████▊| 3279/3333 [1:33:48<01:32,  1.72s/it]
 98%|█████████▊| 3280/3333 [1:33:50<01:31,  1.72s/it]
 98%|█████████▊| 3281/3333 [1:33:51<01:29,  1.71s/it]
 98%|█████████▊| 3282/3333 [1:33:53<01:28,  1.73s/it]
 98%|█████████▊| 3283/3333 [1:33:55<01:26,  1.73s/it]
 99%|█████████▊| 3284/3333 [1:33:57<01:24,  1.72s/it]
 99%|█████████▊| 3285/3333 [1:33:58<01:22,  1.72s/it]
 99%|█████████▊| 3286/3333 [1:34:00<01:21,  1.73s/it]
 99%|█████████▊| 3287/3333 [1:34:02<01:19,  1.73s/it]
 99%|█████████▊| 3288/3333 [1:34:04<01:17,  1.71s/it]
 99%|█████████▊| 3289/3333 [1:34:05<01:15,  1.73s/it]
 99%|█████████▊| 3290/3333 [1:34:07<01:13,  1.72s/it]
 99%|█████████▊| 3291/3333 [1:34:09<01:12,  1.72s/it]
 99%|█████████▉| 3292/3333 [1:34:10<01:09,  1.70s/it]
 99%|█████████▉| 3293/3333 [1:34:12<01:08,  1.72s/it]
 99%|█████████▉| 3294/3333 [1:34:14<01:07,  1.72s/it]
 99%|█████████▉| 3295/3333 [1:34:16<01:05,  1.71s/it]
 99%|█████████▉| 3296/3333 [1:34:17<01:04,  1.73s/it]
 99%|█████████▉| 3297/3333 [1:34:19<01:02,  1.72s/it]
 99%|█████████▉| 3298/3333 [1:34:21<00:59,  1.71s/it]
 99%|█████████▉| 3299/3333 [1:34:22<00:58,  1.71s/it]
 99%|█████████▉| 3300/3333 [1:34:24<00:56,  1.71s/it]
 99%|█████████▉| 3301/3333 [1:34:26<00:55,  1.72s/it]
 99%|█████████▉| 3302/3333 [1:34:28<00:53,  1.71s/it]
 99%|█████████▉| 3303/3333 [1:34:29<00:51,  1.71s/it]
 99%|█████████▉| 3304/3333 [1:34:31<00:49,  1.71s/it]
 99%|█████████▉| 3305/3333 [1:34:33<00:48,  1.72s/it]
 99%|█████████▉| 3306/3333 [1:34:34<00:46,  1.71s/it]
 99%|█████████▉| 3307/3333 [1:34:36<00:44,  1.70s/it]
 99%|█████████▉| 3308/3333 [1:34:38<00:42,  1.71s/it]
 99%|█████████▉| 3309/3333 [1:34:40<00:40,  1.70s/it]
 99%|█████████▉| 3310/3333 [1:34:41<00:39,  1.71s/it]
 99%|█████████▉| 3311/3333 [1:34:43<00:37,  1.72s/it]
 99%|█████████▉| 3312/3333 [1:34:45<00:36,  1.72s/it]
 99%|█████████▉| 3313/3333 [1:34:46<00:33,  1.70s/it]
 99%|█████████▉| 3314/3333 [1:34:48<00:32,  1.71s/it]
 99%|█████████▉| 3315/3333 [1:34:50<00:30,  1.71s/it]
 99%|█████████▉| 3316/3333 [1:34:52<00:29,  1.72s/it]
100%|█████████▉| 3317/3333 [1:34:53<00:27,  1.71s/it]
100%|█████████▉| 3318/3333 [1:34:55<00:25,  1.70s/it]
100%|█████████▉| 3319/3333 [1:34:57<00:23,  1.71s/it]
100%|█████████▉| 3320/3333 [1:34:58<00:22,  1.71s/it]
100%|█████████▉| 3321/3333 [1:35:00<00:20,  1.71s/it]
100%|█████████▉| 3322/3333 [1:35:02<00:18,  1.71s/it]
100%|█████████▉| 3323/3333 [1:35:03<00:16,  1.70s/it]
100%|█████████▉| 3324/3333 [1:35:05<00:15,  1.70s/it]
100%|█████████▉| 3325/3333 [1:35:07<00:13,  1.70s/it]
100%|█████████▉| 3326/3333 [1:35:09<00:11,  1.71s/it]
100%|█████████▉| 3327/3333 [1:35:10<00:10,  1.70s/it]
100%|█████████▉| 3328/3333 [1:35:12<00:08,  1.71s/it]
100%|█████████▉| 3329/3333 [1:35:14<00:06,  1.70s/it]
100%|█████████▉| 3330/3333 [1:35:15<00:05,  1.71s/it]
100%|█████████▉| 3331/3333 [1:35:17<00:03,  1.71s/it]
100%|█████████▉| 3332/3333 [1:35:19<00:01,  1.71s/it]
100%|██████████| 3333/3333 [1:35:20<00:00,  1.65s/it]10/29/2022 07:56:01 - INFO - trainer -   
+
+Training completed. Do not forget to share your model on huggingface.co/models =)
+
+
+
                                                     
{'train_runtime': 5721.0485, 'train_samples_per_second': 0.583, 'epoch': 3.0}
+
100%|██████████| 3333/3333 [1:35:21<00:00,  1.65s/it]
100%|██████████| 3333/3333 [1:35:21<00:00,  1.72s/it]
+[INFO|trainer.py:1344] 2022-10-29 07:56:01,237 >> Saving model checkpoint to out/mabel-joint-cl-al1-mlm-bs-32-lr-3e-5-msl-84-ep-3-bbl
+[INFO|configuration_utils.py:300] 2022-10-29 07:56:01,305 >> Configuration saved in out/mabel-joint-cl-al1-mlm-bs-32-lr-3e-5-msl-84-ep-3-bbl/config.json
+[INFO|modeling_utils.py:817] 2022-10-29 07:56:05,166 >> Model weights saved in out/mabel-joint-cl-al1-mlm-bs-32-lr-3e-5-msl-84-ep-3-bbl/pytorch_model.bin
+10/29/2022 07:56:05 - INFO - __main__ -   ***** Train results *****
+10/29/2022 07:56:05 - INFO - __main__ -     epoch = 3.0
+10/29/2022 07:56:05 - INFO - __main__ -     train_runtime = 5721.0485
+10/29/2022 07:56:05 - INFO - __main__ -     train_samples_per_second = 0.583
+/home1/jh_445/.conda/envs/pred/lib/python3.7/site-packages/torch/distributed/launch.py:186: FutureWarning: The module torch.distributed.launch is deprecated
+and will be removed in future. Use torchrun.
+Note that --use_env is set by default in torchrun.
+If your script expects `--local_rank` argument to be set, please
+change it to read from `os.environ['LOCAL_RANK']` instead. See 
+https://pytorch.org/docs/stable/distributed.html#launch-utility for 
+further instructions
+
+  FutureWarning,