Training in progress, epoch 9

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:710b5b97380a4c9d2cf0065106cab4f3ec295524e9a6face82f289921e3f95ca
+oid sha256:0bc43043e2066381276a73ff925e798bb78d4f42d055d369adfceb10ed25a9e1
 size 430601004

tb/events.out.tfevents.1725886210.0a1c9bec2a53.24273.0

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b8779b09ea266c88f69be9948ccd8fffea10cda694d7e4c03d8b9cabb6aecb45
-size 10585
+oid sha256:155178f59567b792c811bc834378a391d210b9ce6aab50cfbb32d3a865051448
+size 11268

train.log

@@ -1164,4 +1164,123 @@ You should probably TRAIN this model on a down-stream task to be able to use it
 [INFO|tokenization_utils_base.py:2693] 2024-09-09 13:19:17,030 >> Special tokens file saved in /content/dissertation/scripts/ner/output/checkpoint-4056/special_tokens_map.json
 [INFO|tokenization_utils_base.py:2684] 2024-09-09 13:19:23,447 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/tokenizer_config.json
 [INFO|tokenization_utils_base.py:2693] 2024-09-09 13:19:23,447 >> Special tokens file saved in /content/dissertation/scripts/ner/output/special_tokens_map.json
-
 80%|████████  | 4057/5070 [29:12<1:59:21,  7.07s/it]
 80%|████████  | 4058/5070 [29:13<1:25:11,  5.05s/it]
 80%|████████  | 4059/5070 [29:13<1:01:14,  3.63s/it]
 80%|████████  | 4060/5070 [29:14<44:42,  2.66s/it]  
 80%|████████  | 4061/5070 [29:14<32:46,  1.95s/it]
 80%|████████  | 4062/5070 [29:14<24:02,  1.43s/it]
 80%|████████  | 4063/5070 [29:14<18:59,  1.13s/it]
 80%|████████  | 4064/5070 [29:15<14:45,  1.14it/s]
 80%|████████  | 4065/5070 [29:15<11:57,  1.40it/s]
 80%|████████  | 4066/5070 [29:16<10:23,  1.61it/s]
 80%|████████  | 4067/5070 [29:16<10:10,  1.64it/s]
 80%|████████  | 4068/5070 [29:16<08:55,  1.87it/s]
 80%|████████  | 4069/5070 [29:17<08:22,  1.99it/s]
 80%|████████  | 4070/5070 [29:17<07:31,  2.21it/s]
 80%|████████  | 4071/5070 [29:18<07:33,  2.20it/s]
 80%|████████  | 4072/5070 [29:18<07:11,  2.31it/s]
 80%|████████  | 4073/5070 [29:18<06:20,  2.62it/s]
 80%|████████  | 4074/5070 [29:19<06:42,  2.47it/s]
 80%|████████  | 4075/5070 [29:19<06:11,  2.68it/s]
 80%|████████  | 4076/5070 [29:20<06:39,  2.49it/s]
 80%|████████  | 4077/5070 [29:20<06:08,  2.70it/s]
 80%|████████  | 4078/5070 [29:20<06:17,  2.63it/s]
 80%|████████  | 4079/5070 [29:21<06:49,  2.42it/s]
 80%|████████  | 4080/5070 [29:21<06:20,  2.60it/s]
 80%|████████  | 4081/5070 [29:21<06:07,  2.69it/s]
 81%|████████  | 4082/5070 [29:22<06:51,  2.40it/s]
 81%|████████  | 4083/5070 [29:22<06:45,  2.43it/s]
 81%|████████  | 4084/5070 [29:23<06:08,  2.68it/s]
 81%|████████  | 4085/5070 [29:23<06:14,  2.63it/s]
 81%|████████  | 4086/5070 [29:23<06:10,  2.65it/s]
 81%|████████  | 4087/5070 [29:24<06:52,  2.39it/s]
 81%|████████  | 4088/5070 [29:24<06:35,  2.48it/s]
 81%|████████  | 4089/5070 [29:25<06:19,  2.58it/s]
 81%|████████  | 4090/5070 [29:25<06:07,  2.66it/s]
 81%|████████  | 4091/5070 [29:25<05:53,  2.77it/s]
 81%|████████  | 4092/5070 [29:26<05:32,  2.94it/s]
 81%|████████  | 4093/5070 [29:26<05:37,  2.90it/s]
 81%|████████  | 4094/5070 [29:26<05:25,  3.00it/s]
 81%|████████  | 4095/5070 [29:27<05:30,  2.95it/s]
 81%|████████  | 4096/5070 [29:27<05:34,  2.91it/s]
 81%|████████  | 4097/5070 [29:27<06:01,  2.69it/s]
 81%|████████  | 4098/5070 [29:28<05:31,  2.94it/s]
 81%|████████  | 4099/5070 [29:28<05:36,  2.89it/s]
 81%|████████  | 4100/5070 [29:28<05:54,  2.73it/s]
 81%|████████  | 4101/5070 [29:29<06:15,  2.58it/s]
 81%|████████  | 4102/5070 [29:29<06:03,  2.66it/s]
 81%|████████  | 4103/5070 [29:30<06:39,  2.42it/s]
 81%|████████  | 4104/5070 [29:30<06:51,  2.35it/s]
 81%|████████  | 4105/5070 [29:31<06:38,  2.42it/s]
 81%|████████  | 4106/5070 [29:31<06:46,  2.37it/s]
 81%|████████  | 4107/5070 [29:31<07:07,  2.25it/s]
 81%|████████  | 4108/5070 [29:32<06:45,  2.37it/s]
 81%|████████  | 4109/5070 [29:32<06:36,  2.42it/s]
 81%|████████  | 4110/5070 [29:33<06:40,  2.40it/s]
 81%|████████  | 4111/5070 [29:33<06:06,  2.62it/s]
 81%|████████  | 4112/5070 [29:33<05:37,  2.84it/s]
 81%|████████  | 4113/5070 [29:34<05:45,  2.77it/s]
 81%|████████  | 4114/5070 [29:34<06:06,  2.61it/s]
 81%|████████  | 4115/5070 [29:34<06:15,  2.55it/s]
 81%|████████  | 4116/5070 [29:35<06:44,  2.36it/s]
 81%|████████  | 4117/5070 [29:35<06:51,  2.32it/s]
 81%|████████  | 4118/5070 [29:36<06:36,  2.40it/s]
 81%|████████  | 4119/5070 [29:36<07:20,  2.16it/s]
 81%|████████▏ | 4120/5070 [29:37<06:34,  2.41it/s]
 81%|████████▏ | 4121/5070 [29:37<06:22,  2.48it/s]
 81%|████████▏ | 4122/5070 [29:37<05:57,  2.65it/s]
 81%|██��█████▏ | 4123/5070 [29:38<05:58,  2.64it/s]
 81%|████████▏ | 4124/5070 [29:38<06:03,  2.60it/s]
 81%|████████▏ | 4125/5070 [29:39<06:04,  2.59it/s]
 81%|████████▏ | 4126/5070 [29:39<06:16,  2.50it/s]
 81%|████████▏ | 4127/5070 [29:39<06:10,  2.55it/s]
 81%|████████▏ | 4128/5070 [29:40<05:52,  2.67it/s]
 81%|████████▏ | 4129/5070 [29:40<05:32,  2.83it/s]
 81%|████████▏ | 4130/5070 [29:40<05:47,  2.70it/s]
 81%|████████▏ | 4131/5070 [29:41<05:44,  2.73it/s]
 81%|████████▏ | 4132/5070 [29:41<05:59,  2.61it/s]
 82%|████████▏ | 4133/5070 [29:42<06:24,  2.44it/s]
 82%|████████▏ | 4134/5070 [29:42<05:54,  2.64it/s]
 82%|████████▏ | 4135/5070 [29:42<05:43,  2.73it/s]
 82%|████████▏ | 4136/5070 [29:43<05:38,  2.76it/s]
 82%|████████▏ | 4137/5070 [29:43<06:07,  2.54it/s]
 82%|████████▏ | 4138/5070 [29:43<05:51,  2.65it/s]
 82%|████████▏ | 4139/5070 [29:44<06:50,  2.27it/s]
 82%|████████▏ | 4140/5070 [29:44<06:46,  2.29it/s]
 82%|████████▏ | 4141/5070 [29:45<07:02,  2.20it/s]
 82%|████████▏ | 4142/5070 [29:45<07:19,  2.11it/s]
 82%|████████▏ | 4143/5070 [29:46<07:21,  2.10it/s]
 82%|████████▏ | 4144/5070 [29:46<06:53,  2.24it/s]
 82%|████████▏ | 4145/5070 [29:47<06:28,  2.38it/s]
 82%|████████▏ | 4146/5070 [29:47<06:05,  2.53it/s]
 82%|████████▏ | 4147/5070 [29:47<05:42,  2.69it/s]
 82%|████████▏ | 4148/5070 [29:48<05:23,  2.85it/s]
 82%|████████▏ | 4149/5070 [29:48<05:29,  2.79it/s]
 82%|████████▏ | 4150/5070 [29:48<05:39,  2.71it/s]
 82%|████████▏ | 4151/5070 [29:49<05:52,  2.61it/s]
 82%|████████▏ | 4152/5070 [29:49<06:50,  2.24it/s]
 82%|████████▏ | 4153/5070 [29:50<06:21,  2.40it/s]
 82%|████████▏ | 4154/5070 [29:50<07:32,  2.03it/s]
 82%|████████▏ | 4155/5070 [29:51<06:37,  2.30it/s]
 82%|████████▏ | 4156/5070 [29:51<06:27,  2.36it/s]
 82%|████████▏ | 4157/5070 [29:52<06:31,  2.33it/s]
 82%|████████▏ | 4158/5070 [29:52<06:13,  2.44it/s]
 82%|████████▏ | 4159/5070 [29:52<06:13,  2.44it/s]
 82%|████████▏ | 4160/5070 [29:53<06:21,  2.39it/s]
 82%|████████▏ | 4161/5070 [29:53<06:11,  2.44it/s]
 82%|████████▏ | 4162/5070 [29:54<05:51,  2.58it/s]
 82%|████████▏ | 4163/5070 [29:54<05:58,  2.53it/s]
 82%|████████▏ | 4164/5070 [29:54<06:12,  2.43it/s]
 82%|████████▏ | 4165/5070 [29:55<06:25,  2.35it/s]
 82%|████████▏ | 4166/5070 [29:55<06:40,  2.26it/s]
 82%|████████▏ | 4167/5070 [29:56<06:10,  2.44it/s]
 82%|████████▏ | 4168/5070 [29:56<05:51,  2.57it/s]
 82%|████████▏ | 4169/5070 [29:56<05:42,  2.63it/s]
 82%|████████▏ | 4170/5070 [29:57<05:49,  2.58it/s]
+
 80%|████████  | 4057/5070 [29:12<1:59:21,  7.07s/it]
 80%|████████  | 4058/5070 [29:13<1:25:11,  5.05s/it]
 80%|████████  | 4059/5070 [29:13<1:01:14,  3.63s/it]
 80%|████████  | 4060/5070 [29:14<44:42,  2.66s/it]  
 80%|████████  | 4061/5070 [29:14<32:46,  1.95s/it]
 80%|████████  | 4062/5070 [29:14<24:02,  1.43s/it]
 80%|████████  | 4063/5070 [29:14<18:59,  1.13s/it]
 80%|████████  | 4064/5070 [29:15<14:45,  1.14it/s]
 80%|████████  | 4065/5070 [29:15<11:57,  1.40it/s]
 80%|████████  | 4066/5070 [29:16<10:23,  1.61it/s]
 80%|████████  | 4067/5070 [29:16<10:10,  1.64it/s]
 80%|████████  | 4068/5070 [29:16<08:55,  1.87it/s]
 80%|████████  | 4069/5070 [29:17<08:22,  1.99it/s]
 80%|████████  | 4070/5070 [29:17<07:31,  2.21it/s]
 80%|████████  | 4071/5070 [29:18<07:33,  2.20it/s]
 80%|████████  | 4072/5070 [29:18<07:11,  2.31it/s]
 80%|████████  | 4073/5070 [29:18<06:20,  2.62it/s]
 80%|████████  | 4074/5070 [29:19<06:42,  2.47it/s]
 80%|████████  | 4075/5070 [29:19<06:11,  2.68it/s]
 80%|████████  | 4076/5070 [29:20<06:39,  2.49it/s]
 80%|████████  | 4077/5070 [29:20<06:08,  2.70it/s]
 80%|████████  | 4078/5070 [29:20<06:17,  2.63it/s]
 80%|████████  | 4079/5070 [29:21<06:49,  2.42it/s]
 80%|████████  | 4080/5070 [29:21<06:20,  2.60it/s]
 80%|████████  | 4081/5070 [29:21<06:07,  2.69it/s]
 81%|████████  | 4082/5070 [29:22<06:51,  2.40it/s]
 81%|████████  | 4083/5070 [29:22<06:45,  2.43it/s]
 81%|████████  | 4084/5070 [29:23<06:08,  2.68it/s]
 81%|████████  | 4085/5070 [29:23<06:14,  2.63it/s]
 81%|████████  | 4086/5070 [29:23<06:10,  2.65it/s]
 81%|████████  | 4087/5070 [29:24<06:52,  2.39it/s]
 81%|████████  | 4088/5070 [29:24<06:35,  2.48it/s]
 81%|████████  | 4089/5070 [29:25<06:19,  2.58it/s]
 81%|████████  | 4090/5070 [29:25<06:07,  2.66it/s]
 81%|████████  | 4091/5070 [29:25<05:53,  2.77it/s]
 81%|████████  | 4092/5070 [29:26<05:32,  2.94it/s]
 81%|████████  | 4093/5070 [29:26<05:37,  2.90it/s]
 81%|████████  | 4094/5070 [29:26<05:25,  3.00it/s]
 81%|████████  | 4095/5070 [29:27<05:30,  2.95it/s]
 81%|████████  | 4096/5070 [29:27<05:34,  2.91it/s]
 81%|████████  | 4097/5070 [29:27<06:01,  2.69it/s]
 81%|████████  | 4098/5070 [29:28<05:31,  2.94it/s]
 81%|████████  | 4099/5070 [29:28<05:36,  2.89it/s]
 81%|████████  | 4100/5070 [29:28<05:54,  2.73it/s]
 81%|████████  | 4101/5070 [29:29<06:15,  2.58it/s]
 81%|████████  | 4102/5070 [29:29<06:03,  2.66it/s]
 81%|████████  | 4103/5070 [29:30<06:39,  2.42it/s]
 81%|████████  | 4104/5070 [29:30<06:51,  2.35it/s]
 81%|████████  | 4105/5070 [29:31<06:38,  2.42it/s]
 81%|████████  | 4106/5070 [29:31<06:46,  2.37it/s]
 81%|████████  | 4107/5070 [29:31<07:07,  2.25it/s]
 81%|████████  | 4108/5070 [29:32<06:45,  2.37it/s]
 81%|████████  | 4109/5070 [29:32<06:36,  2.42it/s]
 81%|████████  | 4110/5070 [29:33<06:40,  2.40it/s]
 81%|████████  | 4111/5070 [29:33<06:06,  2.62it/s]
 81%|████████  | 4112/5070 [29:33<05:37,  2.84it/s]
 81%|████████  | 4113/5070 [29:34<05:45,  2.77it/s]
 81%|████████  | 4114/5070 [29:34<06:06,  2.61it/s]
 81%|████████  | 4115/5070 [29:34<06:15,  2.55it/s]
 81%|████████  | 4116/5070 [29:35<06:44,  2.36it/s]
 81%|████████  | 4117/5070 [29:35<06:51,  2.32it/s]
 81%|████████  | 4118/5070 [29:36<06:36,  2.40it/s]
 81%|████████  | 4119/5070 [29:36<07:20,  2.16it/s]
 81%|████████▏ | 4120/5070 [29:37<06:34,  2.41it/s]
 81%|████████▏ | 4121/5070 [29:37<06:22,  2.48it/s]
 81%|████████▏ | 4122/5070 [29:37<05:57,  2.65it/s]
 81%|████████▏ | 4123/5070 [29:38<05:58,  2.64it/s]
 81%|████████▏ | 4124/5070 [29:38<06:03,  2.60it/s]
 81%|████████▏ | 4125/5070 [29:39<06:04,  2.59it/s]
 81%|████████▏ | 4126/5070 [29:39<06:16,  2.50it/s]
 81%|████████▏ | 4127/5070 [29:39<06:10,  2.55it/s]
 81%|████████▏ | 4128/5070 [29:40<05:52,  2.67it/s]
 81%|████████▏ | 4129/5070 [29:40<05:32,  2.83it/s]
 81%|████████▏ | 4130/5070 [29:40<05:47,  2.70it/s]
 81%|████████▏ | 4131/5070 [29:41<05:44,  2.73it/s]
 81%|████████▏ | 4132/5070 [29:41<05:59,  2.61it/s]
 82%|████████▏ | 4133/5070 [29:42<06:24,  2.44it/s]
 82%|████████▏ | 4134/5070 [29:42<05:54,  2.64it/s]
 82%|████████▏ | 4135/5070 [29:42<05:43,  2.73it/s]
 82%|████████▏ | 4136/5070 [29:43<05:38,  2.76it/s]
 82%|████████▏ | 4137/5070 [29:43<06:07,  2.54it/s]
 82%|████████▏ | 4138/5070 [29:43<05:51,  2.65it/s]
 82%|████████▏ | 4139/5070 [29:44<06:50,  2.27it/s]
 82%|████████▏ | 4140/5070 [29:44<06:46,  2.29it/s]
 82%|████████▏ | 4141/5070 [29:45<07:02,  2.20it/s]
 82%|████████▏ | 4142/5070 [29:45<07:19,  2.11it/s]
 82%|████████▏ | 4143/5070 [29:46<07:21,  2.10it/s]
 82%|████████▏ | 4144/5070 [29:46<06:53,  2.24it/s]
 82%|████████▏ | 4145/5070 [29:47<06:28,  2.38it/s]
 82%|████████▏ | 4146/5070 [29:47<06:05,  2.53it/s]
 82%|████████▏ | 4147/5070 [29:47<05:42,  2.69it/s]
 82%|████████▏ | 4148/5070 [29:48<05:23,  2.85it/s]
 82%|████████▏ | 4149/5070 [29:48<05:29,  2.79it/s]
 82%|████████▏ | 4150/5070 [29:48<05:39,  2.71it/s]
 82%|████████▏ | 4151/5070 [29:49<05:52,  2.61it/s]
 82%|████████▏ | 4152/5070 [29:49<06:50,  2.24it/s]
 82%|████████▏ | 4153/5070 [29:50<06:21,  2.40it/s]
 82%|████████▏ | 4154/5070 [29:50<07:32,  2.03it/s]
 82%|████████▏ | 4155/5070 [29:51<06:37,  2.30it/s]
 82%|████████▏ | 4156/5070 [29:51<06:27,  2.36it/s]
 82%|████████▏ | 4157/5070 [29:52<06:31,  2.33it/s]
 82%|████████▏ | 4158/5070 [29:52<06:13,  2.44it/s]
 82%|████████▏ | 4159/5070 [29:52<06:13,  2.44it/s]
 82%|████████▏ | 4160/5070 [29:53<06:21,  2.39it/s]
 82%|████████▏ | 4161/5070 [29:53<06:11,  2.44it/s]
 82%|████████▏ | 4162/5070 [29:54<05:51,  2.58it/s]
 82%|████████▏ | 4163/5070 [29:54<05:58,  2.53it/s]
 82%|████████▏ | 4164/5070 [29:54<06:12,  2.43it/s]
 82%|████████▏ | 4165/5070 [29:55<06:25,  2.35it/s]
 82%|████████▏ | 4166/5070 [29:55<06:40,  2.26it/s]
 82%|████████▏ | 4167/5070 [29:56<06:10,  2.44it/s]
 82%|████████▏ | 4168/5070 [29:56<05:51,  2.57it/s]
 82%|████████▏ | 4169/5070 [29:56<05:42,  2.63it/s]
 82%|████████▏ | 4170/5070 [29:57<05:49,  2.58it/s]
 82%|████████▏ | 4171/5070 [29:57<06:22,  2.35it/s]
 82%|████████▏ | 4172/5070 [29:58<05:54,  2.53it/s]
 82%|████████▏ | 4173/5070 [29:58<06:29,  2.30it/s]
 82%|████████▏ | 4174/5070 [29:58<05:52,  2.54it/s]
 82%|████████▏ | 4175/5070 [29:59<05:29,  2.71it/s]
 82%|████████▏ | 4176/5070 [29:59<05:42,  2.61it/s]
 82%|████████▏ | 4177/5070 [30:00<05:47,  2.57it/s]
 82%|████████▏ | 4178/5070 [30:00<05:33,  2.67it/s]
 82%|████████▏ | 4179/5070 [30:00<05:31,  2.68it/s]
 82%|████████▏ | 4180/5070 [30:01<05:19,  2.79it/s]
 82%|████████▏ | 4181/5070 [30:01<05:30,  2.69it/s]
 82%|████████▏ | 4182/5070 [30:01<05:37,  2.63it/s]
 83%|████████▎ | 4183/5070 [30:02<06:06,  2.42it/s]
 83%|████████▎ | 4184/5070 [30:02<06:50,  2.16it/s]
 83%|████████▎ | 4185/5070 [30:03<06:07,  2.41it/s]
 83%|████████▎ | 4186/5070 [30:03<05:49,  2.53it/s]
 83%|████████▎ | 4187/5070 [30:03<05:35,  2.63it/s]
 83%|████████▎ | 4188/5070 [30:04<05:53,  2.50it/s]
 83%|████████▎ | 4189/5070 [30:04<06:07,  2.40it/s]
 83%|████████▎ | 4190/5070 [30:05<06:00,  2.44it/s]
 83%|████████▎ | 4191/5070 [30:05<05:41,  2.57it/s]
 83%|████████▎ | 4192/5070 [30:06<05:46,  2.54it/s]
 83%|████████▎ | 4193/5070 [30:06<05:50,  2.50it/s]
 83%|████████▎ | 4194/5070 [30:06<06:05,  2.40it/s]
 83%|████████▎ | 4195/5070 [30:07<06:29,  2.25it/s]
 83%|████████▎ | 4196/5070 [30:07<06:09,  2.37it/s]
 83%|████████▎ | 4197/5070 [30:08<05:36,  2.59it/s]
 83%|████████▎ | 4198/5070 [30:08<05:25,  2.68it/s]
 83%|████████▎ | 4199/5070 [30:08<05:15,  2.76it/s]
 83%|████████▎ | 4200/5070 [30:09<05:44,  2.52it/s]
 83%|████████▎ | 4201/5070 [30:09<05:45,  2.51it/s]
 83%|████████▎ | 4202/5070 [30:09<05:19,  2.71it/s]
 83%|████████▎ | 4203/5070 [30:10<05:11,  2.79it/s]
 83%|████████▎ | 4204/5070 [30:10<05:07,  2.81it/s]
 83%|████████▎ | 4205/5070 [30:10<05:07,  2.82it/s]
 83%|████████▎ | 4206/5070 [30:11<04:51,  2.96it/s]
 83%|████████▎ | 4207/5070 [30:11<04:42,  3.05it/s]
 83%|████████▎ | 4208/5070 [30:12<05:30,  2.60it/s]
 83%|████████▎ | 4209/5070 [30:12<05:08,  2.79it/s]
 83%|████████▎ | 4210/5070 [30:12<05:17,  2.71it/s]
 83%|████████▎ | 4211/5070 [30:13<05:01,  2.85it/s]
 83%|████████▎ | 4212/5070 [30:14<07:32,  1.90it/s]
 83%|████████▎ | 4213/5070 [30:14<06:49,  2.09it/s]
 83%|████████▎ | 4214/5070 [30:14<06:29,  2.20it/s]
 83%|████████▎ | 4215/5070 [30:15<05:51,  2.43it/s]
 83%|████████▎ | 4216/5070 [30:15<05:30,  2.59it/s]
 83%|████████▎ | 4217/5070 [30:15<04:55,  2.89it/s]
 83%|████████▎ | 4218/5070 [30:16<05:40,  2.51it/s]
 83%|████████▎ | 4219/5070 [30:16<05:25,  2.61it/s]
 83%|████████▎ | 4220/5070 [30:16<05:23,  2.63it/s]
 83%|████████▎ | 4221/5070 [30:17<04:59,  2.84it/s]
 83%|████████▎ | 4222/5070 [30:17<04:55,  2.87it/s]
 83%|████████▎ | 4223/5070 [30:17<04:51,  2.90it/s]
 83%|████████▎ | 4224/5070 [30:18<05:33,  2.54it/s]
 83%|████████▎ | 4225/5070 [30:18<05:13,  2.69it/s]
 83%|████████▎ | 4226/5070 [30:19<05:21,  2.62it/s]
 83%|████████▎ | 4227/5070 [30:19<05:23,  2.61it/s]
 83%|████████▎ | 4228/5070 [30:19<05:21,  2.62it/s]
 83%|████████▎ | 4229/5070 [30:20<06:05,  2.30it/s]
 83%|████████▎ | 4230/5070 [30:20<06:07,  2.29it/s]
 83%|████████▎ | 4231/5070 [30:21<05:59,  2.34it/s]
 83%|████████▎ | 4232/5070 [30:21<05:49,  2.40it/s]
 83%|████████▎ | 4233/5070 [30:21<05:23,  2.59it/s]
 84%|████████▎ | 4234/5070 [30:22<05:17,  2.63it/s]
 84%|████████▎ | 4235/5070 [30:22<05:59,  2.32it/s]
 84%|████████▎ | 4236/5070 [30:23<05:42,  2.44it/s]
 84%|████████▎ | 4237/5070 [30:23<05:43,  2.43it/s]
 84%|████████▎ | 4238/5070 [30:23<05:23,  2.57it/s]
 84%|████████▎ | 4239/5070 [30:24<04:59,  2.77it/s]
 84%|████████▎ | 4240/5070 [30:24<05:09,  2.68it/s]
 84%|████████▎ | 4241/5070 [30:25<05:29,  2.52it/s]
 84%|████████▎ | 4242/5070 [30:25<05:27,  2.53it/s]
 84%|████████▎ | 4243/5070 [30:25<05:15,  2.62it/s]
 84%|████████▎ | 4244/5070 [30:26<05:00,  2.75it/s]
 84%|████████▎ | 4245/5070 [30:26<05:24,  2.54it/s]
 84%|████████▎ | 4246/5070 [30:27<05:36,  2.45it/s]
 84%|████████▍ | 4247/5070 [30:27<05:11,  2.64it/s]
 84%|████████▍ | 4248/5070 [30:27<04:55,  2.78it/s]
 84%|████████▍ | 4249/5070 [30:28<05:48,  2.36it/s]
 84%|████████▍ | 4250/5070 [30:28<05:22,  2.54it/s]
 84%|████████▍ | 4251/5070 [30:29<05:47,  2.35it/s]
 84%|████████▍ | 4252/5070 [30:29<05:20,  2.55it/s]
 84%|████████▍ | 4253/5070 [30:29<05:02,  2.70it/s]
 84%|████████▍ | 4254/5070 [30:30<04:48,  2.83it/s]
 84%|████████▍ | 4255/5070 [30:30<05:05,  2.67it/s]
 84%|████████▍ | 4256/5070 [30:30<04:47,  2.83it/s]
 84%|████████▍ | 4257/5070 [30:31<05:09,  2.63it/s]
 84%|████████▍ | 4258/5070 [30:31<04:48,  2.82it/s]
 84%|████████▍ | 4259/5070 [30:31<04:43,  2.86it/s]
 84%|████████▍ | 4260/5070 [30:32<04:29,  3.00it/s]
 84%|████████▍ | 4261/5070 [30:32<04:24,  3.06it/s]
 84%|████████▍ | 4262/5070 [30:32<04:39,  2.89it/s]
 84%|████████▍ | 4263/5070 [30:33<04:54,  2.74it/s]
 84%|████████▍ | 4264/5070 [30:33<04:52,  2.75it/s]
 84%|████████▍ | 4265/5070 [30:33<04:41,  2.86it/s]
 84%|████████▍ | 4266/5070 [30:34<04:31,  2.97it/s]
 84%|████████▍ | 4267/5070 [30:34<04:42,  2.84it/s]
 84%|████████▍ | 4268/5070 [30:35<04:43,  2.83it/s]
 84%|████████▍ | 4269/5070 [30:35<05:05,  2.62it/s]
 84%|████████▍ | 4270/5070 [30:35<05:08,  2.59it/s]
 84%|████████▍ | 4271/5070 [30:36<04:51,  2.74it/s]
 84%|████████▍ | 4272/5070 [30:36<04:43,  2.82it/s]
 84%|████████▍ | 4273/5070 [30:36<04:47,  2.77it/s]
 84%|████████▍ | 4274/5070 [30:37<04:42,  2.82it/s]
 84%|████████▍ | 4275/5070 [30:37<05:03,  2.62it/s]
 84%|████████▍ | 4276/5070 [30:38<04:52,  2.72it/s]
 84%|████████▍ | 4277/5070 [30:38<04:26,  2.98it/s]
 84%|████████▍ | 4278/5070 [30:38<04:33,  2.89it/s]
 84%|████████▍ | 4279/5070 [30:39<04:54,  2.68it/s]
 84%|████████▍ | 4280/5070 [30:39<04:42,  2.79it/s]
 84%|████████▍ | 4281/5070 [30:39<04:36,  2.86it/s]
 84%|████████▍ | 4282/5070 [30:40<05:13,  2.51it/s]
 84%|████████▍ | 4283/5070 [30:40<04:58,  2.64it/s]
 84%|████████▍ | 4284/5070 [30:40<05:03,  2.59it/s]
 85%|████████▍ | 4285/5070 [30:41<05:05,  2.57it/s]
 85%|████████▍ | 4286/5070 [30:41<05:04,  2.58it/s]
 85%|████████▍ | 4287/5070 [30:42<04:47,  2.72it/s]
 85%|████████▍ | 4288/5070 [30:42<04:45,  2.74it/s]
 85%|████████▍ | 4289/5070 [30:42<05:02,  2.59it/s]
 85%|████████▍ | 4290/5070 [30:43<05:31,  2.35it/s]
 85%|████████▍ | 4291/5070 [30:43<05:25,  2.39it/s]
 85%|████████▍ | 4292/5070 [30:44<05:10,  2.51it/s]
 85%|████████▍ | 4293/5070 [30:44<04:54,  2.64it/s]
 85%|████████▍ | 4294/5070 [30:44<05:02,  2.56it/s]
 85%|████████▍ | 4295/5070 [30:45<04:56,  2.61it/s]
 85%|████████▍ | 4296/5070 [30:45<04:35,  2.81it/s]
 85%|████████▍ | 4297/5070 [30:45<04:37,  2.78it/s]
 85%|████████▍ | 4298/5070 [30:46<05:01,  2.56it/s]
 85%|████████▍ | 4299/5070 [30:46<04:54,  2.62it/s]
 85%|████████▍ | 4300/5070 [30:47<04:31,  2.83it/s]
 85%|████████▍ | 4301/5070 [30:47<04:50,  2.65it/s]
 85%|████████▍ | 4302/5070 [30:47<04:53,  2.62it/s]
 85%|████████▍ | 4303/5070 [30:48<04:34,  2.80it/s]
 85%|████████▍ | 4304/5070 [30:48<04:20,  2.94it/s]
 85%|████████▍ | 4305/5070 [30:48<04:56,  2.58it/s]
 85%|████████▍ | 4306/5070 [30:49<05:15,  2.42it/s]
 85%|████████▍ | 4307/5070 [30:49<04:48,  2.65it/s]
 85%|████████▍ | 4308/5070 [30:50<04:32,  2.80it/s]
 85%|████████▍ | 4309/5070 [30:50<04:55,  2.58it/s]
 85%|████████▌ | 4310/5070 [30:50<04:56,  2.56it/s]
 85%|████████▌ | 4311/5070 [30:51<04:38,  2.72it/s]
 85%|████████▌ | 4312/5070 [30:51<04:39,  2.71it/s]
 85%|████████▌ | 4313/5070 [30:52<05:17,  2.39it/s]
 85%|████████▌ | 4314/5070 [30:52<04:49,  2.61it/s]
 85%|████████▌ | 4315/5070 [30:52<05:23,  2.33it/s]
 85%|████████▌ | 4316/5070 [30:53<05:11,  2.42it/s]
 85%|████████▌ | 4317/5070 [30:53<05:17,  2.37it/s]
 85%|████████▌ | 4318/5070 [30:54<05:05,  2.46it/s]
 85%|████████▌ | 4319/5070 [30:54<04:56,  2.53it/s]
 85%|████████▌ | 4320/5070 [30:54<04:56,  2.53it/s]
 85%|████████▌ | 4321/5070 [30:55<04:29,  2.78it/s]
 85%|████████▌ | 4322/5070 [30:55<04:20,  2.87it/s]
 85%|████████▌ | 4323/5070 [30:55<04:15,  2.92it/s]
 85%|████████▌ | 4324/5070 [30:56<04:46,  2.61it/s]
 85%|████████▌ | 4325/5070 [30:56<04:24,  2.81it/s]
 85%|████████▌ | 4326/5070 [30:56<04:07,  3.01it/s]
 85%|████████▌ | 4327/5070 [30:57<04:38,  2.67it/s]
 85%|████████▌ | 4328/5070 [30:57<04:41,  2.63it/s]
 85%|████████▌ | 4329/5070 [30:58<04:33,  2.71it/s]
 85%|████████▌ | 4330/5070 [30:58<04:46,  2.59it/s]
 85%|████████▌ | 4331/5070 [30:58<04:34,  2.70it/s]
 85%|████████▌ | 4332/5070 [30:59<04:15,  2.89it/s]
 85%|████████▌ | 4333/5070 [30:59<04:36,  2.66it/s]
 85%|████████▌ | 4334/5070 [30:59<04:22,  2.81it/s]
 86%|████████▌ | 4335/5070 [31:00<04:32,  2.70it/s]
 86%|████████▌ | 4336/5070 [31:00<04:39,  2.63it/s]
 86%|████████▌ | 4337/5070 [31:01<05:54,  2.07it/s]
 86%|████████▌ | 4338/5070 [31:01<05:34,  2.19it/s]
 86%|████████▌ | 4339/5070 [31:02<05:22,  2.26it/s]
 86%|████████▌ | 4340/5070 [31:02<05:02,  2.41it/s]
 86%|████████▌ | 4341/5070 [31:02<04:43,  2.57it/s]
 86%|████████▌ | 4342/5070 [31:03<04:55,  2.46it/s]
 86%|████████▌ | 4343/5070 [31:03<05:30,  2.20it/s]
 86%|████████▌ | 4344/5070 [31:04<05:19,  2.27it/s]
 86%|████████▌ | 4345/5070 [31:04<04:46,  2.53it/s]
 86%|████████▌ | 4346/5070 [31:05<05:10,  2.33it/s]
 86%|████████▌ | 4347/5070 [31:05<05:29,  2.19it/s]
 86%|████████▌ | 4348/5070 [31:06<05:23,  2.23it/s]
 86%|████████▌ | 4349/5070 [31:06<05:27,  2.20it/s]
 86%|████████▌ | 4350/5070 [31:06<04:54,  2.44it/s]
 86%|████████▌ | 4351/5070 [31:07<04:44,  2.53it/s]
 86%|████████▌ | 4352/5070 [31:07<04:17,  2.79it/s]
 86%|████████▌ | 4353/5070 [31:07<04:13,  2.83it/s]
 86%|████████▌ | 4354/5070 [31:08<04:42,  2.53it/s]
 86%|████████▌ | 4355/5070 [31:08<04:46,  2.50it/s]
 86%|████████▌ | 4356/5070 [31:09<04:48,  2.48it/s]
 86%|████████▌ | 4357/5070 [31:09<05:05,  2.33it/s]
 86%|████████▌ | 4358/5070 [31:09<04:44,  2.50it/s]
 86%|████████▌ | 4359/5070 [31:10<04:34,  2.59it/s]
 86%|████████▌ | 4360/5070 [31:10<04:40,  2.53it/s]
 86%|████████▌ | 4361/5070 [31:11<04:48,  2.46it/s]
 86%|████████▌ | 4362/5070 [31:11<05:00,  2.36it/s]
 86%|████████▌ | 4363/5070 [31:11<04:46,  2.47it/s]
 86%|████████▌ | 4364/5070 [31:12<04:24,  2.67it/s]
 86%|████████▌ | 4365/5070 [31:12<04:31,  2.60it/s]
 86%|████████▌ | 4366/5070 [31:13<04:27,  2.63it/s]
 86%|████████▌ | 4367/5070 [31:13<04:16,  2.74it/s]
 86%|████████▌ | 4368/5070 [31:13<04:24,  2.65it/s]
 86%|████████▌ | 4369/5070 [31:14<04:58,  2.35it/s]
 86%|████████▌ | 4370/5070 [31:14<04:30,  2.58it/s]
 86%|████████▌ | 4371/5070 [31:15<04:44,  2.46it/s]
 86%|████████▌ | 4372/5070 [31:15<04:36,  2.53it/s]
 86%|████████▋ | 4373/5070 [31:15<04:21,  2.66it/s]
 86%|████████▋ | 4374/5070 [31:16<04:37,  2.51it/s]
 86%|████████▋ | 4375/5070 [31:16<04:08,  2.80it/s]
 86%|████████▋ | 4376/5070 [31:16<04:04,  2.83it/s]
 86%|████████▋ | 4377/5070 [31:17<04:07,  2.80it/s]
 86%|████████▋ | 4378/5070 [31:17<03:48,  3.03it/s]
 86%|████████▋ | 4379/5070 [31:17<03:48,  3.02it/s]
 86%|████████▋ | 4380/5070 [31:18<04:12,  2.73it/s]
 86%|████████▋ | 4381/5070 [31:18<04:05,  2.81it/s]
 86%|████████▋ | 4382/5070 [31:18<03:58,  2.89it/s]
 86%|████████▋ | 4383/5070 [31:19<04:23,  2.61it/s]
 86%|████████▋ | 4384/5070 [31:19<04:32,  2.52it/s]
 86%|████████▋ | 4385/5070 [31:20<04:15,  2.68it/s]
 87%|████████▋ | 4386/5070 [31:20<04:13,  2.70it/s]
 87%|████████▋ | 4387/5070 [31:20<04:09,  2.74it/s]
 87%|████████▋ | 4388/5070 [31:21<04:12,  2.70it/s]
 87%|████████▋ | 4389/5070 [31:21<04:26,  2.55it/s]
 87%|████████▋ | 4390/5070 [31:22<04:53,  2.32it/s]
 87%|████████▋ | 4391/5070 [31:22<05:03,  2.24it/s]
 87%|████████▋ | 4392/5070 [31:23<04:44,  2.38it/s]
 87%|████████▋ | 4393/5070 [31:23<04:24,  2.56it/s]
 87%|████████▋ | 4394/5070 [31:23<04:09,  2.71it/s]
 87%|████████▋ | 4395/5070 [31:23<03:48,  2.96it/s]
 87%|████████▋ | 4396/5070 [31:24<04:07,  2.72it/s]
 87%|████████▋ | 4397/5070 [31:24<04:10,  2.69it/s]
 87%|████████▋ | 4398/5070 [31:25<03:59,  2.81it/s]
 87%|████████▋ | 4399/5070 [31:25<04:19,  2.59it/s]
 87%|████████▋ | 4400/5070 [31:26<04:39,  2.40it/s]
 87%|████████▋ | 4401/5070 [31:26<04:51,  2.29it/s]
 87%|████████▋ | 4402/5070 [31:26<04:30,  2.47it/s]
 87%|████████▋ | 4403/5070 [31:27<04:35,  2.42it/s]
 87%|████████▋ | 4404/5070 [31:27<04:29,  2.48it/s]
 87%|████████▋ | 4405/5070 [31:27<04:06,  2.69it/s]
 87%|████████▋ | 4406/5070 [31:28<04:07,  2.68it/s]
 87%|████████▋ | 4407/5070 [31:28<04:08,  2.67it/s]
 87%|████████▋ | 4408/5070 [31:29<04:14,  2.60it/s]
 87%|████████▋ | 4409/5070 [31:29<04:10,  2.64it/s]
 87%|████████▋ | 4410/5070 [31:29<03:55,  2.80it/s]
 87%|████████▋ | 4411/5070 [31:30<03:51,  2.85it/s]
 87%|████████▋ | 4412/5070 [31:30<04:02,  2.72it/s]
 87%|████████▋ | 4413/5070 [31:30<04:00,  2.74it/s]
 87%|████████▋ | 4414/5070 [31:31<04:23,  2.49it/s]
 87%|████████▋ | 4415/5070 [31:31<04:40,  2.33it/s]
 87%|████████▋ | 4416/5070 [31:32<04:42,  2.31it/s]
 87%|████████▋ | 4417/5070 [31:32<04:15,  2.55it/s]
 87%|████████▋ | 4418/5070 [31:33<04:48,  2.26it/s]
 87%|████████▋ | 4419/5070 [31:33<04:23,  2.47it/s]
 87%|████████▋ | 4420/5070 [31:33<04:10,  2.60it/s]
 87%|████████▋ | 4421/5070 [31:34<04:02,  2.67it/s]
 87%|████████▋ | 4422/5070 [31:34<04:15,  2.54it/s]
 87%|████████▋ | 4423/5070 [31:34<04:07,  2.61it/s]
 87%|████████▋ | 4424/5070 [31:35<03:57,  2.72it/s]
 87%|████████▋ | 4425/5070 [31:35<04:09,  2.58it/s]
 87%|████████▋ | 4426/5070 [31:36<04:15,  2.52it/s]
 87%|████████▋ | 4427/5070 [31:36<03:58,  2.70it/s]
 87%|████████▋ | 4428/5070 [31:36<03:35,  2.98it/s]
 87%|████████▋ | 4429/5070 [31:37<03:54,  2.74it/s]
 87%|████████▋ | 4430/5070 [31:37<03:44,  2.85it/s]
 87%|████████▋ | 4431/5070 [31:37<03:47,  2.81it/s]
 87%|████████▋ | 4432/5070 [31:38<03:31,  3.01it/s]
 87%|████████▋ | 4433/5070 [31:38<03:23,  3.13it/s]
 87%|████████▋ | 4434/5070 [31:38<03:15,  3.26it/s]
 87%|████████▋ | 4435/5070 [31:38<03:15,  3.24it/s]
 87%|████████▋ | 4436/5070 [31:39<03:30,  3.01it/s]
 88%|████████▊ | 4437/5070 [31:39<03:40,  2.87it/s]
 88%|████████▊ | 4438/5070 [31:40<04:04,  2.59it/s]
 88%|████████▊ | 4439/5070 [31:40<03:58,  2.64it/s]
 88%|████████▊ | 4440/5070 [31:40<03:56,  2.66it/s]
 88%|████████▊ | 4441/5070 [31:41<03:48,  2.76it/s]
 88%|████████▊ | 4442/5070 [31:41<04:16,  2.45it/s]
 88%|████████▊ | 4443/5070 [31:42<03:59,  2.61it/s]
 88%|████████▊ | 4444/5070 [31:42<04:09,  2.51it/s]
 88%|████████▊ | 4445/5070 [31:42<03:55,  2.66it/s]
 88%|████████▊ | 4446/5070 [31:43<03:46,  2.76it/s]
 88%|████████▊ | 4447/5070 [31:43<04:20,  2.40it/s]
 88%|████████▊ | 4448/5070 [31:44<04:22,  2.37it/s]
 88%|█████���██▊ | 4449/5070 [31:44<04:08,  2.50it/s]
 88%|████████▊ | 4450/5070 [31:44<04:05,  2.53it/s]
 88%|████████▊ | 4451/5070 [31:45<04:27,  2.32it/s]
 88%|████████▊ | 4452/5070 [31:45<04:00,  2.57it/s]
 88%|████████▊ | 4453/5070 [31:46<03:52,  2.65it/s]
 88%|████████▊ | 4454/5070 [31:46<03:51,  2.66it/s]
 88%|████████▊ | 4455/5070 [31:46<03:45,  2.72it/s]
 88%|████████▊ | 4456/5070 [31:47<03:55,  2.61it/s]
 88%|████████▊ | 4457/5070 [31:47<03:39,  2.79it/s]
 88%|████████▊ | 4458/5070 [31:47<03:38,  2.80it/s]
 88%|████████▊ | 4459/5070 [31:48<03:52,  2.62it/s]
 88%|████████▊ | 4460/5070 [31:48<04:02,  2.52it/s]
 88%|████████▊ | 4461/5070 [31:49<03:56,  2.58it/s]
 88%|████████▊ | 4462/5070 [31:49<03:49,  2.65it/s]
 88%|████████▊ | 4463/5070 [31:49<03:57,  2.56it/s]
 88%|████████▊ | 4464/5070 [31:50<03:44,  2.70it/s]
 88%|████████▊ | 4465/5070 [31:50<03:45,  2.69it/s]
 88%|████████▊ | 4466/5070 [31:50<03:31,  2.86it/s]
 88%|████████▊ | 4467/5070 [31:51<03:24,  2.95it/s]
 88%|████████▊ | 4468/5070 [31:51<03:34,  2.80it/s]
 88%|████████▊ | 4469/5070 [31:52<03:50,  2.61it/s]
 88%|████████▊ | 4470/5070 [31:52<03:38,  2.74it/s]
 88%|████████▊ | 4471/5070 [31:52<03:27,  2.89it/s]
 88%|████████▊ | 4472/5070 [31:53<03:41,  2.70it/s]
 88%|████████▊ | 4473/5070 [31:53<04:01,  2.48it/s]
 88%|████████▊ | 4474/5070 [31:53<03:51,  2.58it/s]
 88%|████████▊ | 4475/5070 [31:54<03:45,  2.64it/s]
 88%|████████▊ | 4476/5070 [31:54<03:45,  2.63it/s]
 88%|████████▊ | 4477/5070 [31:54<03:28,  2.84it/s]
 88%|████████▊ | 4478/5070 [31:55<04:20,  2.27it/s]
 88%|████████▊ | 4479/5070 [31:56<04:26,  2.22it/s]
 88%|████████▊ | 4480/5070 [31:56<04:23,  2.24it/s]
 88%|████████▊ | 4481/5070 [31:56<04:15,  2.31it/s]
 88%|████████▊ | 4482/5070 [31:57<04:11,  2.34it/s]
 88%|████████▊ | 4483/5070 [31:57<03:50,  2.55it/s]
 88%|████████▊ | 4484/5070 [31:57<03:39,  2.67it/s]
 88%|████████▊ | 4485/5070 [31:58<03:43,  2.62it/s]
 88%|████████▊ | 4486/5070 [31:58<03:48,  2.56it/s]
 89%|████████▊ | 4487/5070 [31:59<03:47,  2.57it/s]
 89%|████████▊ | 4488/5070 [31:59<03:26,  2.82it/s]
 89%|████████▊ | 4489/5070 [31:59<03:27,  2.80it/s]
 89%|████████▊ | 4490/5070 [32:00<03:27,  2.79it/s]
 89%|████████▊ | 4491/5070 [32:00<03:29,  2.77it/s]
 89%|████████▊ | 4492/5070 [32:00<03:37,  2.66it/s]
 89%|████████▊ | 4493/5070 [32:01<04:08,  2.32it/s]
 89%|████████▊ | 4494/5070 [32:01<03:49,  2.51it/s]
 89%|████████▊ | 4495/5070 [32:02<03:32,  2.70it/s]
 89%|████████▊ | 4496/5070 [32:02<03:26,  2.77it/s]
 89%|████████▊ | 4497/5070 [32:02<03:29,  2.73it/s]
 89%|████████▊ | 4498/5070 [32:03<03:24,  2.80it/s]
 89%|████████▊ | 4499/5070 [32:03<03:14,  2.94it/s]
 89%|████████▉ | 4500/5070 [32:03<03:08,  3.02it/s]
                                                   
 89%|████████▉ | 4500/5070 [32:03<03:08,  3.02it/s]
 89%|████████▉ | 4501/5070 [32:04<03:25,  2.76it/s]
 89%|████████▉ | 4502/5070 [32:04<03:17,  2.87it/s]
 89%|████████▉ | 4503/5070 [32:05<03:47,  2.49it/s]
 89%|████████▉ | 4504/5070 [32:05<04:00,  2.35it/s]
 89%|████████▉ | 4505/5070 [32:05<03:55,  2.40it/s]
 89%|████████▉ | 4506/5070 [32:06<03:52,  2.42it/s]
 89%|████████▉ | 4507/5070 [32:06<04:05,  2.29it/s]
 89%|████████▉ | 4508/5070 [32:07<03:46,  2.48it/s]
 89%|████████▉ | 4509/5070 [32:07<03:59,  2.34it/s]
 89%|████████▉ | 4510/5070 [32:08<04:20,  2.15it/s]
 89%|████████▉ | 4511/5070 [32:08<04:01,  2.32it/s]
 89%|████████▉ | 4512/5070 [32:09<04:03,  2.30it/s]
 89%|████████▉ | 4513/5070 [32:09<03:52,  2.40it/s]
 89%|████████▉ | 4514/5070 [32:09<04:22,  2.11it/s]
 89%|████████▉ | 4515/5070 [32:10<03:54,  2.37it/s]
 89%|████████▉ | 4516/5070 [32:10<04:31,  2.04it/s]
 89%|████████▉ | 4517/5070 [32:11<04:18,  2.14it/s]
 89%|████████▉ | 4518/5070 [32:11<04:25,  2.08it/s]
 89%|████████▉ | 4519/5070 [32:12<03:53,  2.36it/s]
 89%|████████▉ | 4520/5070 [32:12<03:42,  2.47it/s]
 89%|████████▉ | 4521/5070 [32:12<03:36,  2.53it/s]
 89%|████████▉ | 4522/5070 [32:13<03:44,  2.44it/s]
 89%|████████▉ | 4523/5070 [32:13<03:51,  2.36it/s]
 89%|████████▉ | 4524/5070 [32:14<04:12,  2.16it/s]
 89%|████████▉ | 4525/5070 [32:14<03:49,  2.38it/s]
 89%|████████▉ | 4526/5070 [32:15<03:41,  2.45it/s]
 89%|████████▉ | 4527/5070 [32:15<03:22,  2.68it/s]
 89%|████████▉ | 4528/5070 [32:15<03:22,  2.67it/s]
 89%|████████▉ | 4529/5070 [32:16<03:36,  2.50it/s]
 89%|████████▉ | 4530/5070 [32:16<03:25,  2.63it/s]
 89%|████████▉ | 4531/5070 [32:16<03:14,  2.77it/s]
 89%|████████▉ | 4532/5070 [32:17<03:12,  2.79it/s]
 89%|████████▉ | 4533/5070 [32:17<03:29,  2.56it/s]
 89%|████████▉ | 4534/5070 [32:18<03:55,  2.27it/s]
 89%|████████▉ | 4535/5070 [32:18<03:41,  2.42it/s]
 89%|████████▉ | 4536/5070 [32:18<03:40,  2.43it/s]
 89%|████████▉ | 4537/5070 [32:19<03:41,  2.40it/s]
 90%|████████▉ | 4538/5070 [32:19<03:23,  2.62it/s]
 90%|████████▉ | 4539/5070 [32:20<03:32,  2.50it/s]
 90%|████████▉ | 4540/5070 [32:20<03:36,  2.45it/s]
 90%|████████▉ | 4541/5070 [32:20<03:20,  2.63it/s]
 90%|████████▉ | 4542/5070 [32:21<03:24,  2.58it/s]
 90%|████████▉ | 4543/5070 [32:21<03:08,  2.79it/s]
 90%|████████▉ | 4544/5070 [32:21<03:10,  2.77it/s]
 90%|████████▉ | 4545/5070 [32:22<03:17,  2.65it/s]
 90%|████████▉ | 4546/5070 [32:22<03:08,  2.78it/s]
 90%|████████▉ | 4547/5070 [32:22<03:00,  2.90it/s]
 90%|████████▉ | 4548/5070 [32:23<03:24,  2.55it/s]
 90%|████████▉ | 4549/5070 [32:24<03:53,  2.23it/s]
 90%|████████▉ | 4550/5070 [32:24<03:38,  2.38it/s]
 90%|████████▉ | 4551/5070 [32:24<03:21,  2.58it/s]
 90%|████████▉ | 4552/5070 [32:25<03:26,  2.51it/s]
 90%|████████▉ | 4553/5070 [32:25<03:34,  2.42it/s]
 90%|████████▉ | 4554/5070 [32:26<03:39,  2.35it/s]
 90%|████████▉ | 4555/5070 [32:26<03:34,  2.40it/s]
 90%|████████▉ | 4556/5070 [32:26<03:41,  2.32it/s]
 90%|████████▉ | 4557/5070 [32:27<03:37,  2.36it/s]
 90%|████████▉ | 4558/5070 [32:27<03:35,  2.38it/s]
 90%|████████▉ | 4559/5070 [32:28<03:13,  2.64it/s]
 90%|████████▉ | 4560/5070 [32:28<03:17,  2.58it/s]
 90%|████████▉ | 4561/5070 [32:28<03:13,  2.63it/s]
 90%|████████▉ | 4562/5070 [32:29<03:02,  2.78it/s]
 90%|█████████ | 4563/5070 [32:29<03:03,  2.76it/s][INFO|trainer.py:811] 2024-09-09 13:22:40,180 >> The following columns in the evaluation set don't have a corresponding argument in `BertForTokenClassification.forward` and have been ignored: id, tokens, ner_tags. If id, tokens, ner_tags are not expected by `BertForTokenClassification.forward`,  you can safely ignore this message.
+[INFO|trainer.py:3819] 2024-09-09 13:22:40,182 >> 
+***** Running Evaluation *****
+[INFO|trainer.py:3821] 2024-09-09 13:22:40,182 >>   Num examples = 6946
+[INFO|trainer.py:3824] 2024-09-09 13:22:40,182 >>   Batch size = 8
+{'eval_loss': 0.007628325838595629, 'eval_precision': 0.9249771271729186, 'eval_recall': 0.9422180801491147, 'eval_f1': 0.9335180055401663, 'eval_accuracy': 0.998772081600759, 'eval_runtime': 15.1289, 'eval_samples_per_second': 459.122, 'eval_steps_per_second': 57.44, 'epoch': 8.0}
+{'loss': 0.0003, 'grad_norm': 0.0011633747490122914, 'learning_rate': 5.621301775147929e-06, 'epoch': 8.88}
+
+
  0%|          | 0/869 [00:00<?, ?it/s]
+
  1%|          | 10/869 [00:00<00:09, 93.80it/s]
+
  2%|▏         | 20/869 [00:00<00:10, 81.29it/s]
+
  3%|▎         | 29/869 [00:00<00:10, 78.35it/s]
+
  4%|▍         | 37/869 [00:00<00:10, 76.42it/s]
+
  5%|▌         | 46/869 [00:00<00:10, 80.09it/s]
+
  6%|▋         | 55/869 [00:00<00:09, 82.35it/s]
+
  7%|▋         | 64/869 [00:00<00:10, 77.56it/s]
+
  8%|▊         | 72/869 [00:00<00:10, 77.00it/s]
+
  9%|▉         | 82/869 [00:01<00:09, 81.04it/s]
+
 10%|█         | 91/869 [00:01<00:09, 83.32it/s]
+
 12%|█▏        | 101/869 [00:01<00:08, 85.95it/s]
+
 13%|█▎        | 110/869 [00:01<00:09, 82.72it/s]
+
 14%|█▎        | 119/869 [00:01<00:09, 82.09it/s]
+
 15%|█▍        | 128/869 [00:01<00:09, 79.91it/s]
+
 16%|█▌        | 137/869 [00:01<00:08, 81.62it/s]
+
 17%|█▋        | 146/869 [00:01<00:09, 77.10it/s]
+
 18%|█▊        | 155/869 [00:01<00:09, 78.72it/s]
+
 19%|█▉        | 163/869 [00:02<00:08, 78.78it/s]
+
 20%|█▉        | 171/869 [00:02<00:09, 76.41it/s]
+
 21%|██        | 179/869 [00:02<00:09, 75.80it/s]
+
 22%|██▏       | 188/869 [00:02<00:08, 77.81it/s]
+
 23%|██▎       | 196/869 [00:02<00:08, 75.21it/s]
+
 24%|██▎       | 205/869 [00:02<00:08, 77.87it/s]
+
 25%|██▍       | 214/869 [00:02<00:08, 79.43it/s]
+
 26%|██▌       | 223/869 [00:02<00:08, 80.60it/s]
+
 27%|██▋       | 232/869 [00:02<00:08, 77.09it/s]
+
 28%|██▊       | 240/869 [00:03<00:08, 77.39it/s]
+
 29%|██▊       | 248/869 [00:03<00:08, 72.12it/s]
+
 30%|██▉       | 257/869 [00:03<00:08, 75.01it/s]
+
 30%|███       | 265/869 [00:03<00:08, 74.40it/s]
+
 31%|███▏      | 273/869 [00:03<00:08, 74.47it/s]
+
 32%|███▏      | 281/869 [00:03<00:07, 74.65it/s]
+
 33%|███▎      | 289/869 [00:03<00:07, 73.83it/s]
+
 34%|███▍      | 297/869 [00:03<00:07, 74.83it/s]
+
 35%|███▌      | 305/869 [00:03<00:07, 71.50it/s]
+
 36%|███▌      | 313/869 [00:04<00:07, 72.90it/s]
+
 37%|███▋      | 321/869 [00:04<00:07, 71.63it/s]
+
 38%|███▊      | 330/869 [00:04<00:07, 75.67it/s]
+
 39%|███▉      | 339/869 [00:04<00:06, 77.39it/s]
+
 40%|███▉      | 347/869 [00:04<00:07, 72.54it/s]
+
 41%|████      | 355/869 [00:04<00:06, 73.65it/s]
+
 42%|████▏     | 364/869 [00:04<00:06, 77.42it/s]
+
 43%|████▎     | 373/869 [00:04<00:06, 74.76it/s]
+
 44%|████▍     | 381/869 [00:04<00:06, 75.74it/s]
+
 45%|████▍     | 389/869 [00:05<00:06, 70.64it/s]
+
 46%|████▌     | 398/869 [00:05<00:06, 72.93it/s]
+
 47%|████▋     | 407/869 [00:05<00:06, 75.71it/s]
+
 48%|████▊     | 416/869 [00:05<00:05, 79.01it/s]
+
 49%|████▉     | 424/869 [00:05<00:05, 79.01it/s]
+
 50%|████▉     | 433/869 [00:05<00:05, 79.72it/s]
+
 51%|█████     | 442/869 [00:05<00:05, 76.21it/s]
+
 52%|█████▏    | 450/869 [00:05<00:05, 77.02it/s]
+
 53%|█████▎    | 458/869 [00:05<00:05, 77.80it/s]
+
 54%|█████▎    | 466/869 [00:06<00:05, 75.56it/s]
+
 55%|█████▍    | 476/869 [00:06<00:04, 80.30it/s]
+
 56%|█████▌    | 485/869 [00:06<00:04, 81.49it/s]
+
 57%|█████▋    | 494/869 [00:06<00:04, 77.33it/s]
+
 58%|█████▊    | 502/869 [00:06<00:04, 74.35it/s]
+
 59%|█████▊    | 510/869 [00:06<00:04, 75.02it/s]
+
 60%|█████▉    | 519/869 [00:06<00:04, 77.82it/s]
+
 61%|██████    | 527/869 [00:06<00:04, 72.59it/s]
+
 62%|██████▏   | 535/869 [00:06<00:04, 73.98it/s]
+
 62%|██████▏   | 543/869 [00:07<00:04, 70.94it/s]
+
 64%|██████▎   | 552/869 [00:07<00:04, 73.68it/s]
+
 64%|██████▍   | 560/869 [00:07<00:04, 75.26it/s]
+
 65%|██████▌   | 568/869 [00:07<00:04, 74.19it/s]
+
 66%|██████▋   | 577/869 [00:07<00:03, 77.15it/s]
+
 67%|██████▋   | 585/869 [00:07<00:03, 73.47it/s]
+
 68%|██████▊   | 594/869 [00:07<00:03, 75.52it/s]
+
 69%|██████▉   | 603/869 [00:07<00:03, 78.68it/s]
+
 70%|███████   | 611/869 [00:07<00:03, 76.93it/s]
+
 71%|███████   | 619/869 [00:08<00:03, 77.48it/s]
+
 72%|███████▏  | 627/869 [00:08<00:03, 75.72it/s]
+
 73%|███████▎  | 635/869 [00:08<00:03, 73.80it/s]
+
 74%|███████▍  | 644/869 [00:08<00:02, 77.94it/s]
+
 75%|███████▌  | 653/869 [00:08<00:02, 80.87it/s]
+
 76%|███████▌  | 662/869 [00:08<00:02, 78.78it/s]
+
 77%|███████▋  | 671/869 [00:08<00:02, 81.38it/s]
+
 78%|███████▊  | 680/869 [00:08<00:02, 82.83it/s]
+
 79%|███████▉  | 689/869 [00:08<00:02, 71.10it/s]
+
 80%|████████  | 697/869 [00:09<00:02, 72.50it/s]
+
 81%|████████  | 705/869 [00:09<00:02, 72.91it/s]
+
 82%|████████▏ | 714/869 [00:09<00:02, 75.99it/s]
+
 83%|████████▎ | 722/869 [00:09<00:01, 76.02it/s]
+
 84%|████████▍ | 731/869 [00:09<00:01, 77.03it/s]
+
 85%|████████▌ | 739/869 [00:09<00:01, 77.26it/s]
+
 86%|████████▌ | 747/869 [00:09<00:01, 77.83it/s]
+
 87%|████████▋ | 755/869 [00:09<00:01, 76.28it/s]
+
 88%|████████▊ | 764/869 [00:09<00:01, 78.79it/s]
+
 89%|████████▉ | 772/869 [00:10<00:01, 73.43it/s]
+
 90%|████████▉ | 780/869 [00:10<00:01, 64.84it/s]
+
 91%|█████████ | 789/869 [00:10<00:01, 69.18it/s]
+
 92%|█████████▏| 798/869 [00:10<00:00, 72.68it/s]
+
 93%|█████████▎| 806/869 [00:10<00:00, 72.93it/s]
+
 94%|█████████▍| 815/869 [00:10<00:00, 74.89it/s]
+
 95%|█████████▍| 823/869 [00:10<00:00, 75.57it/s]
+
 96%|█████████▌| 831/869 [00:10<00:00, 75.65it/s]
+
 97%|█████████▋| 840/869 [00:10<00:00, 77.75it/s]
+
 98%|█████████▊| 849/869 [00:11<00:00, 79.47it/s]
+
 99%|█████████▊| 858/869 [00:11<00:00, 79.50it/s]
+
                                                   
+
                                                 
 90%|█████████ | 4563/5070 [32:44<03:03,  2.76it/s]
+
+
                                                 [INFO|trainer.py:3503] 2024-09-09 13:22:55,522 >> Saving model checkpoint to /content/dissertation/scripts/ner/output/checkpoint-4563
+[INFO|configuration_utils.py:472] 2024-09-09 13:22:55,524 >> Configuration saved in /content/dissertation/scripts/ner/output/checkpoint-4563/config.json
+[INFO|modeling_utils.py:2799] 2024-09-09 13:22:56,412 >> Model weights saved in /content/dissertation/scripts/ner/output/checkpoint-4563/model.safetensors
+[INFO|tokenization_utils_base.py:2684] 2024-09-09 13:22:56,413 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/checkpoint-4563/tokenizer_config.json
+[INFO|tokenization_utils_base.py:2693] 2024-09-09 13:22:56,413 >> Special tokens file saved in /content/dissertation/scripts/ner/output/checkpoint-4563/special_tokens_map.json
+[INFO|tokenization_utils_base.py:2684] 2024-09-09 13:23:02,986 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/tokenizer_config.json
+[INFO|tokenization_utils_base.py:2693] 2024-09-09 13:23:02,986 >> Special tokens file saved in /content/dissertation/scripts/ner/output/special_tokens_map.json
+
 90%|█████████ | 4564/5070 [32:52<1:00:57,  7.23s/it]
 90%|█████████ | 4565/5070 [32:53<43:34,  5.18s/it]  
 90%|█████████ | 4566/5070 [32:53<32:01,  3.81s/it]
 90%|█████████ | 4567/5070 [32:53<23:01,  2.75s/it]
 90%|█████████ | 4568/5070 [32:54<16:50,  2.01s/it]
 90%|█████████ | 4569/5070 [32:54<12:36,  1.51s/it]
 90%|█████████ | 4570/5070 [32:54<09:32,  1.14s/it]
 90%|█████████ | 4571/5070 [32:55<07:25,  1.12it/s]
 90%|█████████ | 4572/5070 [32:55<06:20,  1.31it/s]
 90%|█████████ | 4573/5070 [32:56<05:16,  1.57it/s]
 90%|█████████ | 4574/5070 [32:56<04:40,  1.77it/s]
 90%|█████████ | 4575/5070 [32:56<04:10,  1.97it/s]
 90%|█████████ | 4576/5070 [32:57<03:45,  2.19it/s]
 90%|█████████ | 4577/5070 [32:57<03:33,  2.31it/s]
 90%|█████████ | 4578/5070 [32:57<03:32,  2.32it/s]
 90%|█████████ | 4579/5070 [32:58<03:53,  2.10it/s]
 90%|█████████ | 4580/5070 [32:58<03:36,  2.26it/s]
 90%|█████████ | 4581/5070 [32:59<03:36,  2.25it/s]
 90%|█████████ | 4582/5070 [32:59<03:22,  2.41it/s]
 90%|█████████ | 4583/5070 [33:00<03:31,  2.31it/s]
 90%|█████████ | 4584/5070 [33:00<03:25,  2.37it/s]
 90%|█████████ | 4585/5070 [33:00<03:01,  2.67it/s]
 90%|█████████ | 4586/5070 [33:01<03:35,  2.25it/s]
 90%|█████████ | 4587/5070 [33:01<03:07,  2.57it/s]
 90%|█████████ | 4588/5070 [33:02<03:12,  2.50it/s]
 91%|█████████ | 4589/5070 [33:02<03:05,  2.60it/s]
 91%|█████████ | 4590/5070 [33:02<02:52,  2.78it/s]
 91%|█████████ | 4591/5070 [33:03<02:47,  2.87it/s]
 91%|█████████ | 4592/5070 [33:03<03:12,  2.49it/s]
 91%|█████████ | 4593/5070 [33:04<03:16,  2.43it/s]
 91%|█████████ | 4594/5070 [33:04<03:07,  2.54it/s]
 91%|█████████ | 4595/5070 [33:04<03:22,  2.35it/s]
 91%|█████████ | 4596/5070 [33:05<03:13,  2.45it/s]
 91%|█████████ | 4597/5070 [33:05<03:06,  2.53it/s]
 91%|█████████ | 4598/5070 [33:06<03:23,  2.32it/s]
 91%|█████████ | 4599/5070 [33:06<03:23,  2.32it/s]
 91%|█████████ | 4600/5070 [33:06<03:02,  2.57it/s]
 91%|█████████ | 4601/5070 [33:07<03:09,  2.47it/s]
 91%|█████████ | 4602/5070 [33:07<02:51,  2.73it/s]
 91%|█████████ | 4603/5070 [33:07<02:53,  2.69it/s]
 91%|█████████ | 4604/5070 [33:08<02:49,  2.74it/s]
 91%|█████████ | 4605/5070 [33:08<02:38,  2.94it/s]
 91%|█████████ | 4606/5070 [33:08<02:32,  3.04it/s]
 91%|█████████ | 4607/5070 [33:09<03:13,  2.40it/s]
 91%|█████████ | 4608/5070 [33:09<03:05,  2.49it/s]
 91%|█████████ | 4609/5070 [33:10<03:13,  2.38it/s]
 91%|█████████ | 4610/5070 [33:10<03:05,  2.48it/s]
 91%|█████████ | 4611/5070 [33:11<03:05,  2.47it/s]
 91%|█████████ | 4612/5070 [33:11<03:09,  2.42it/s]
 91%|█████████ | 4613/5070 [33:11<03:02,  2.51it/s]
 91%|█████████ | 4614/5070 [33:12<02:49,  2.69it/s]
 91%|█████████ | 4615/5070 [33:12<02:40,  2.83it/s]
 91%|█████████ | 4616/5070 [33:12<02:29,  3.04it/s]
 91%|█████████ | 4617/5070 [33:13<02:38,  2.86it/s]
 91%|█████████ | 4618/5070 [33:13<02:33,  2.94it/s]
 91%|█████████ | 4619/5070 [33:13<02:40,  2.80it/s]
 91%|█████████ | 4620/5070 [33:14<02:40,  2.81it/s]
 91%|█████████ | 4621/5070 [33:14<02:50,  2.64it/s]
 91%|█████████ | 4622/5070 [33:15<02:52,  2.60it/s]
 91%|█████████ | 4623/5070 [33:15<02:48,  2.65it/s]
 91%|█████████ | 4624/5070 [33:15<02:31,  2.94it/s]
 91%|█████████ | 4625/5070 [33:16<02:38,  2.80it/s]
 91%|█████████ | 4626/5070 [33:16<02:49,  2.62it/s]
 91%|█████████▏| 4627/5070 [33:16<02:48,  2.63it/s]
 91%|█████████▏| 4628/5070 [33:17<02:50,  2.59it/s]
 91%|█████████▏| 4629/5070 [33:17<02:44,  2.69it/s]
 91%|█████████▏| 4630/5070 [33:18<02:47,  2.63it/s]
 91%|█████████▏| 4631/5070 [33:18<03:12,  2.28it/s]
 91%|█████████▏| 4632/5070 [33:19<03:21,  2.17it/s]
 91%|█████████▏| 4633/5070 [33:19<03:23,  2.15it/s]
 91%|█████████▏| 4634/5070 [33:20<03:10,  2.28it/s]
 91%|█████████▏| 4635/5070 [33:20<03:16,  2.21it/s]
 91%|█████████▏| 4636/5070 [33:20<02:58,  2.43it/s]
 91%|█████████▏| 4637/5070 [33:21<02:52,  2.52it/s]
 91%|█████████▏| 4638/5070 [33:21<02:53,  2.48it/s]
 91%|█████████▏| 4639/5070 [33:22<03:05,  2.32it/s]
 92%|█████████▏| 4640/5070 [33:22<03:05,  2.32it/s]
 92%|█████████▏| 4641/5070 [33:23<03:22,  2.12it/s]
 92%|█████████▏| 4642/5070 [33:23<03:01,  2.36it/s]
 92%|█████████▏| 4643/5070 [33:23<02:49,  2.52it/s]
 92%|█████████▏| 4644/5070 [33:24<02:42,  2.62it/s]
 92%|█████████▏| 4645/5070 [33:24<02:34,  2.76it/s]
 92%|█████████▏| 4646/5070 [33:24<02:32,  2.77it/s]
 92%|█████████▏| 4647/5070 [33:25<02:29,  2.83it/s]
 92%|█████████▏| 4648/5070 [33:25<02:30,  2.81it/s]
 92%|█████████▏| 4649/5070 [33:25<02:27,  2.86it/s]
 92%|█████████▏| 4650/5070 [33:26<02:21,  2.97it/s]
 92%|█████████▏| 4651/5070 [33:26<02:12,  3.17it/s]
 92%|█████████▏| 4652/5070 [33:26<02:20,  2.98it/s]
 92%|█████████▏| 4653/5070 [33:27<02:12,  3.14it/s]
 92%|█████████▏| 4654/5070 [33:27<02:27,  2.82it/s]
 92%|█████████▏| 4655/5070 [33:27<02:37,  2.63it/s]
 92%|█████████▏| 4656/5070 [33:28<02:23,  2.88it/s]
 92%|█████████▏| 4657/5070 [33:28<02:23,  2.88it/s]
 92%|█████████▏| 4658/5070 [33:28<02:17,  2.99it/s]
 92%|█████████▏| 4659/5070 [33:29<02:29,  2.74it/s]
 92%|█████████▏| 4660/5070 [33:29<02:26,  2.79it/s]
 92%|█████████▏| 4661/5070 [33:29<02:24,  2.83it/s]
 92%|█████████▏| 4662/5070 [33:30<02:52,  2.36it/s]
 92%|█████████▏| 4663/5070 [33:30<02:55,  2.32it/s]
 92%|█████████▏| 4664/5070 [33:31<03:04,  2.20it/s]
 92%|█████████▏| 4665/5070 [33:31<03:00,  2.25it/s]
 92%|█████████▏| 4666/5070 [33:32<02:49,  2.39it/s]
 92%|█████████▏| 4667/5070 [33:32<02:51,  2.34it/s]
 92%|█████████▏| 4668/5070 [33:33<02:55,  2.29it/s]
 92%|█████████▏| 4669/5070 [33:33<03:05,  2.16it/s]
 92%|█████████▏| 4670/5070 [33:34<03:00,  2.22it/s]
 92%|█████████▏| 4671/5070 [33:34<02:36,  2.55it/s]
 92%|█████████▏| 4672/5070 [33:34<02:29,  2.67it/s]
 92%|█████████▏| 4673/5070 [33:35<02:36,  2.54it/s]
 92%|█████████▏| 4674/5070 [33:35<02:43,  2.43it/s]
 92%|█████████▏| 4675/5070 [33:36<02:45,  2.39it/s]
 92%|█████████▏| 4676/5070 [33:36<02:32,  2.59it/s]
 92%|█████████▏| 4677/5070 [33:36<02:35,  2.53it/s]
 92%|█████████▏| 4678/5070 [33:37<02:44,  2.39it/s]
 92%|█████████▏| 4679/5070 [33:37<02:38,  2.46it/s]
 92%|█████████▏| 4680/5070 [33:37<02:30,  2.58it/s]
 92%|█████████▏| 4681/5070 [33:38<02:24,  2.70it/s]
 92%|█████████▏| 4682/5070 [33:38<02:13,  2.91it/s]
 92%|█████████▏| 4683/5070 [33:38<02:12,  2.92it/s]
 92%|█████████▏| 4684/5070 [33:39<02:31,  2.55it/s]