2024-09-06 00:08:37.934804: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
2024-09-06 00:08:37.953090: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:485] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
2024-09-06 00:08:37.974597: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:8454] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
2024-09-06 00:08:37.981013: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1452] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
2024-09-06 00:08:37.996733: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
2024-09-06 00:08:39.252831: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT
/usr/local/lib/python3.10/dist-packages/transformers/training_args.py:1525: FutureWarning: `evaluation_strategy` is deprecated and will be removed in version 4.46 of 🤗 Transformers. Use `eval_strategy` instead
  warnings.warn(
09/06/2024 00:08:40 - WARNING - __main__ -   Process rank: 0, device: cuda:0, n_gpu: 1distributed training: True, 16-bits training: False
09/06/2024 00:08:40 - INFO - __main__ -   Training/evaluation parameters TrainingArguments(
_n_gpu=1,
accelerator_config={'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None, 'use_configured_state': False},
adafactor=False,
adam_beta1=0.9,
adam_beta2=0.999,
adam_epsilon=1e-08,
auto_find_batch_size=False,
batch_eval_metrics=False,
bf16=False,
bf16_full_eval=False,
data_seed=None,
dataloader_drop_last=False,
dataloader_num_workers=0,
dataloader_persistent_workers=False,
dataloader_pin_memory=True,
dataloader_prefetch_factor=None,
ddp_backend=None,
ddp_broadcast_buffers=None,
ddp_bucket_cap_mb=None,
ddp_find_unused_parameters=None,
ddp_timeout=1800,
debug=[],
deepspeed=None,
disable_tqdm=False,
dispatch_batches=None,
do_eval=True,
do_predict=True,
do_train=True,
eval_accumulation_steps=None,
eval_delay=0,
eval_do_concat_batches=True,
eval_on_start=False,
eval_steps=None,
eval_strategy=epoch,
eval_use_gather_object=False,
evaluation_strategy=epoch,
fp16=False,
fp16_backend=auto,
fp16_full_eval=False,
fp16_opt_level=O1,
fsdp=[],
fsdp_config={'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False},
fsdp_min_num_params=0,
fsdp_transformer_layer_cls_to_wrap=None,
full_determinism=False,
gradient_accumulation_steps=2,
gradient_checkpointing=False,
gradient_checkpointing_kwargs=None,
greater_is_better=True,
group_by_length=False,
half_precision_backend=auto,
hub_always_push=False,
hub_model_id=None,
hub_private_repo=False,
hub_strategy=every_save,
hub_token=<HUB_TOKEN>,
ignore_data_skip=False,
include_inputs_for_metrics=False,
include_num_input_tokens_seen=False,
include_tokens_per_second=False,
jit_mode_eval=False,
label_names=None,
label_smoothing_factor=0.0,
learning_rate=5e-05,
length_column_name=length,
load_best_model_at_end=True,
local_rank=0,
log_level=passive,
log_level_replica=warning,
log_on_each_node=True,
logging_dir=/content/dissertation/scripts/ner/output/tb,
logging_first_step=False,
logging_nan_inf_filter=True,
logging_steps=500,
logging_strategy=steps,
lr_scheduler_kwargs={},
lr_scheduler_type=linear,
max_grad_norm=1.0,
max_steps=-1,
metric_for_best_model=f1,
mp_parameters=,
neftune_noise_alpha=None,
no_cuda=False,
num_train_epochs=10.0,
optim=adamw_torch,
optim_args=None,
optim_target_modules=None,
output_dir=/content/dissertation/scripts/ner/output,
overwrite_output_dir=True,
past_index=-1,
per_device_eval_batch_size=8,
per_device_train_batch_size=32,
prediction_loss_only=False,
push_to_hub=True,
push_to_hub_model_id=None,
push_to_hub_organization=None,
push_to_hub_token=<PUSH_TO_HUB_TOKEN>,
ray_scope=last,
remove_unused_columns=True,
report_to=['tensorboard'],
restore_callback_states_from_checkpoint=False,
resume_from_checkpoint=None,
run_name=/content/dissertation/scripts/ner/output,
save_on_each_node=False,
save_only_model=False,
save_safetensors=True,
save_steps=500,
save_strategy=epoch,
save_total_limit=None,
seed=42,
skip_memory_metrics=True,
split_batches=None,
tf32=None,
torch_compile=False,
torch_compile_backend=None,
torch_compile_mode=None,
torch_empty_cache_steps=None,
torchdynamo=None,
tpu_metrics_debug=False,
tpu_num_cores=None,
use_cpu=False,
use_ipex=False,
use_legacy_prediction_loop=False,
use_mps_device=False,
warmup_ratio=0.0,
warmup_steps=0,
weight_decay=0.0,
)

Downloading builder script:   0%|          | 0.00/4.00k [00:00<?, ?B/s]
Downloading builder script: 100%|██████████| 4.00k/4.00k [00:00<00:00, 14.9kB/s]
Downloading builder script: 100%|██████████| 4.00k/4.00k [00:00<00:00, 14.8kB/s]

Downloading data:   0%|          | 0.00/40.0M [00:00<?, ?B/s]
Downloading data:  26%|██▌       | 10.5M/40.0M [00:00<00:02, 10.7MB/s]
Downloading data:  52%|█████▏    | 21.0M/40.0M [00:01<00:01, 15.9MB/s]
Downloading data:  79%|███████▊  | 31.5M/40.0M [00:02<00:00, 16.4MB/s]
Downloading data: 100%|██████████| 40.0M/40.0M [00:02<00:00, 20.5MB/s]
Downloading data: 100%|██████████| 40.0M/40.0M [00:02<00:00, 17.5MB/s]

Downloading data:   0%|          | 0.00/6.82M [00:00<?, ?B/s]
Downloading data: 100%|██████████| 6.82M/6.82M [00:00<00:00, 8.80MB/s]
Downloading data: 100%|██████████| 6.82M/6.82M [00:00<00:00, 8.73MB/s]

Downloading data:   0%|          | 0.00/12.0M [00:00<?, ?B/s]
Downloading data:  87%|████████▋ | 10.5M/12.0M [00:00<00:00, 10.9MB/s]
Downloading data: 100%|██████████| 12.0M/12.0M [00:01<00:00, 10.2MB/s]
Downloading data: 100%|██████████| 12.0M/12.0M [00:01<00:00, 10.4MB/s]

Generating train split: 0 examples [00:00, ? examples/s]
Generating train split: 616 examples [00:00, 6141.48 examples/s]
Generating train split: 1523 examples [00:00, 6070.74 examples/s]
Generating train split: 2391 examples [00:00, 5923.61 examples/s]
Generating train split: 3000 examples [00:00, 5973.69 examples/s]
Generating train split: 3654 examples [00:00, 6147.17 examples/s]
Generating train split: 4582 examples [00:00, 6157.99 examples/s]
Generating train split: 5542 examples [00:00, 6243.62 examples/s]
Generating train split: 6457 examples [00:01, 6192.63 examples/s]
Generating train split: 7395 examples [00:01, 6204.36 examples/s]
Generating train split: 8343 examples [00:01, 6192.32 examples/s]
Generating train split: 9000 examples [00:01, 6232.11 examples/s]
Generating train split: 9647 examples [00:01, 6289.59 examples/s]
Generating train split: 10527 examples [00:01, 6141.63 examples/s]
Generating train split: 11457 examples [00:01, 6157.97 examples/s]
Generating train split: 12369 examples [00:02, 6122.69 examples/s]
Generating train split: 13000 examples [00:02, 6116.86 examples/s]
Generating train split: 13682 examples [00:02, 6289.92 examples/s]
Generating train split: 14332 examples [00:02, 6233.26 examples/s]
Generating train split: 15000 examples [00:02, 6257.79 examples/s]
Generating train split: 15670 examples [00:02, 6374.51 examples/s]
Generating train split: 16356 examples [00:02, 6414.74 examples/s]
Generating train split: 17000 examples [00:02, 6259.51 examples/s]
Generating train split: 17926 examples [00:02, 6226.94 examples/s]
Generating train split: 18882 examples [00:03, 6275.28 examples/s]
Generating train split: 19813 examples [00:03, 6250.04 examples/s]
Generating train split: 20724 examples [00:03, 6188.89 examples/s]
Generating train split: 21670 examples [00:03, 6185.61 examples/s]
Generating train split: 22582 examples [00:03, 6148.58 examples/s]
Generating train split: 23479 examples [00:03, 6091.18 examples/s]
Generating train split: 24425 examples [00:03, 6152.97 examples/s]
Generating train split: 25351 examples [00:04, 6156.74 examples/s]
Generating train split: 25978 examples [00:04, 6180.07 examples/s]
Generating train split: 26892 examples [00:04, 6150.84 examples/s]
Generating train split: 27804 examples [00:04, 6125.35 examples/s]
Generating train split: 28443 examples [00:04, 6185.41 examples/s]
Generating train split: 29338 examples [00:04, 6110.37 examples/s]
Generating train split: 29961 examples [00:05, 4124.42 examples/s]
Generating train split: 30554 examples [00:05, 4461.11 examples/s]
Generating train split: 31124 examples [00:05, 4720.17 examples/s]
Generating train split: 31792 examples [00:05, 5172.80 examples/s]
Generating train split: 32389 examples [00:05, 5370.06 examples/s]
Generating train split: 33009 examples [00:05, 5583.41 examples/s]
Generating train split: 33623 examples [00:05, 5732.39 examples/s]
Generating train split: 34496 examples [00:05, 5761.32 examples/s]
Generating train split: 34604 examples [00:05, 5940.45 examples/s]

Generating validation split: 0 examples [00:00, ? examples/s]
Generating validation split: 715 examples [00:00, 7130.63 examples/s]
Generating validation split: 1698 examples [00:00, 6704.68 examples/s]
Generating validation split: 2721 examples [00:00, 6670.23 examples/s]
Generating validation split: 3720 examples [00:00, 6651.88 examples/s]
Generating validation split: 4683 examples [00:00, 6556.82 examples/s]
Generating validation split: 5349 examples [00:00, 6491.79 examples/s]
Generating validation split: 6005 examples [00:00, 6509.62 examples/s]
Generating validation split: 6732 examples [00:01, 6709.87 examples/s]
Generating validation split: 6810 examples [00:01, 6604.49 examples/s]

Generating test split: 0 examples [00:00, ? examples/s]
Generating test split: 791 examples [00:00, 7890.71 examples/s]
Generating test split: 1908 examples [00:00, 7582.56 examples/s]
Generating test split: 3015 examples [00:00, 7480.92 examples/s]
Generating test split: 3787 examples [00:00, 7552.20 examples/s]
Generating test split: 4904 examples [00:00, 7504.83 examples/s]
Generating test split: 5683 examples [00:00, 7582.48 examples/s]
Generating test split: 6495 examples [00:00, 7733.69 examples/s]
Generating test split: 7707 examples [00:01, 7863.02 examples/s]
Generating test split: 8925 examples [00:01, 7951.15 examples/s]
Generating test split: 10000 examples [00:01, 7671.88 examples/s]
Generating test split: 10866 examples [00:01, 7905.16 examples/s]
Generating test split: 11669 examples [00:01, 7933.35 examples/s]
Generating test split: 12756 examples [00:01, 7647.67 examples/s]
Generating test split: 13934 examples [00:01, 7713.21 examples/s]
Generating test split: 14614 examples [00:01, 7667.10 examples/s]
[INFO|configuration_utils.py:733] 2024-09-06 00:08:59,880 >> loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--PlanTL-GOB-ES--bsc-bio-ehr-es/snapshots/1e543adb2d21f19d85a89305eebdbd64ab656b99/config.json
[INFO|configuration_utils.py:800] 2024-09-06 00:08:59,883 >> Model config RobertaConfig {
  "_name_or_path": "PlanTL-GOB-ES/bsc-bio-ehr-es",
  "architectures": [
    "RobertaForMaskedLM"
  ],
  "attention_probs_dropout_prob": 0.1,
  "bos_token_id": 0,
  "classifier_dropout": null,
  "eos_token_id": 2,
  "finetuning_task": "ner",
  "gradient_checkpointing": false,
  "hidden_act": "gelu",
  "hidden_dropout_prob": 0.1,
  "hidden_size": 768,
  "id2label": {
    "0": "O",
    "1": "B-ENFERMEDAD",
    "2": "I-ENFERMEDAD",
    "3": "B-PROCEDIMIENTO",
    "4": "I-PROCEDIMIENTO",
    "5": "B-SINTOMA",
    "6": "I-SINTOMA",
    "7": "B-FARMACO",
    "8": "I-FARMACO"
  },
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "label2id": {
    "B-ENFERMEDAD": 1,
    "B-FARMACO": 7,
    "B-PROCEDIMIENTO": 3,
    "B-SINTOMA": 5,
    "I-ENFERMEDAD": 2,
    "I-FARMACO": 8,
    "I-PROCEDIMIENTO": 4,
    "I-SINTOMA": 6,
    "O": 0
  },
  "layer_norm_eps": 1e-05,
  "max_position_embeddings": 514,
  "model_type": "roberta",
  "num_attention_heads": 12,
  "num_hidden_layers": 12,
  "pad_token_id": 1,
  "position_embedding_type": "absolute",
  "transformers_version": "4.44.2",
  "type_vocab_size": 1,
  "use_cache": true,
  "vocab_size": 50262
}

[INFO|configuration_utils.py:733] 2024-09-06 00:09:00,140 >> loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--PlanTL-GOB-ES--bsc-bio-ehr-es/snapshots/1e543adb2d21f19d85a89305eebdbd64ab656b99/config.json
[INFO|configuration_utils.py:800] 2024-09-06 00:09:00,140 >> Model config RobertaConfig {
  "_name_or_path": "PlanTL-GOB-ES/bsc-bio-ehr-es",
  "architectures": [
    "RobertaForMaskedLM"
  ],
  "attention_probs_dropout_prob": 0.1,
  "bos_token_id": 0,
  "classifier_dropout": null,
  "eos_token_id": 2,
  "gradient_checkpointing": false,
  "hidden_act": "gelu",
  "hidden_dropout_prob": 0.1,
  "hidden_size": 768,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_norm_eps": 1e-05,
  "max_position_embeddings": 514,
  "model_type": "roberta",
  "num_attention_heads": 12,
  "num_hidden_layers": 12,
  "pad_token_id": 1,
  "position_embedding_type": "absolute",
  "transformers_version": "4.44.2",
  "type_vocab_size": 1,
  "use_cache": true,
  "vocab_size": 50262
}

[INFO|tokenization_utils_base.py:2269] 2024-09-06 00:09:00,153 >> loading file vocab.json from cache at /root/.cache/huggingface/hub/models--PlanTL-GOB-ES--bsc-bio-ehr-es/snapshots/1e543adb2d21f19d85a89305eebdbd64ab656b99/vocab.json
[INFO|tokenization_utils_base.py:2269] 2024-09-06 00:09:00,153 >> loading file merges.txt from cache at /root/.cache/huggingface/hub/models--PlanTL-GOB-ES--bsc-bio-ehr-es/snapshots/1e543adb2d21f19d85a89305eebdbd64ab656b99/merges.txt
[INFO|tokenization_utils_base.py:2269] 2024-09-06 00:09:00,153 >> loading file tokenizer.json from cache at None
[INFO|tokenization_utils_base.py:2269] 2024-09-06 00:09:00,153 >> loading file added_tokens.json from cache at None
[INFO|tokenization_utils_base.py:2269] 2024-09-06 00:09:00,153 >> loading file special_tokens_map.json from cache at /root/.cache/huggingface/hub/models--PlanTL-GOB-ES--bsc-bio-ehr-es/snapshots/1e543adb2d21f19d85a89305eebdbd64ab656b99/special_tokens_map.json
[INFO|tokenization_utils_base.py:2269] 2024-09-06 00:09:00,153 >> loading file tokenizer_config.json from cache at /root/.cache/huggingface/hub/models--PlanTL-GOB-ES--bsc-bio-ehr-es/snapshots/1e543adb2d21f19d85a89305eebdbd64ab656b99/tokenizer_config.json
[INFO|configuration_utils.py:733] 2024-09-06 00:09:00,153 >> loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--PlanTL-GOB-ES--bsc-bio-ehr-es/snapshots/1e543adb2d21f19d85a89305eebdbd64ab656b99/config.json
[INFO|configuration_utils.py:800] 2024-09-06 00:09:00,154 >> Model config RobertaConfig {
  "_name_or_path": "PlanTL-GOB-ES/bsc-bio-ehr-es",
  "architectures": [
    "RobertaForMaskedLM"
  ],
  "attention_probs_dropout_prob": 0.1,
  "bos_token_id": 0,
  "classifier_dropout": null,
  "eos_token_id": 2,
  "gradient_checkpointing": false,
  "hidden_act": "gelu",
  "hidden_dropout_prob": 0.1,
  "hidden_size": 768,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_norm_eps": 1e-05,
  "max_position_embeddings": 514,
  "model_type": "roberta",
  "num_attention_heads": 12,
  "num_hidden_layers": 12,
  "pad_token_id": 1,
  "position_embedding_type": "absolute",
  "transformers_version": "4.44.2",
  "type_vocab_size": 1,
  "use_cache": true,
  "vocab_size": 50262
}

/usr/local/lib/python3.10/dist-packages/transformers/tokenization_utils_base.py:1601: FutureWarning: `clean_up_tokenization_spaces` was not set. It will be set to `True` by default. This behavior will be depracted in transformers v4.45, and will be then set to `False` by default. For more details check this issue: https://github.com/huggingface/transformers/issues/31884
  warnings.warn(
[INFO|configuration_utils.py:733] 2024-09-06 00:09:00,236 >> loading configuration file config.json from cache at /root/.cache/huggingface/hub/models--PlanTL-GOB-ES--bsc-bio-ehr-es/snapshots/1e543adb2d21f19d85a89305eebdbd64ab656b99/config.json
[INFO|configuration_utils.py:800] 2024-09-06 00:09:00,238 >> Model config RobertaConfig {
  "_name_or_path": "PlanTL-GOB-ES/bsc-bio-ehr-es",
  "architectures": [
    "RobertaForMaskedLM"
  ],
  "attention_probs_dropout_prob": 0.1,
  "bos_token_id": 0,
  "classifier_dropout": null,
  "eos_token_id": 2,
  "gradient_checkpointing": false,
  "hidden_act": "gelu",
  "hidden_dropout_prob": 0.1,
  "hidden_size": 768,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_norm_eps": 1e-05,
  "max_position_embeddings": 514,
  "model_type": "roberta",
  "num_attention_heads": 12,
  "num_hidden_layers": 12,
  "pad_token_id": 1,
  "position_embedding_type": "absolute",
  "transformers_version": "4.44.2",
  "type_vocab_size": 1,
  "use_cache": true,
  "vocab_size": 50262
}

[INFO|modeling_utils.py:3678] 2024-09-06 00:09:00,573 >> loading weights file pytorch_model.bin from cache at /root/.cache/huggingface/hub/models--PlanTL-GOB-ES--bsc-bio-ehr-es/snapshots/1e543adb2d21f19d85a89305eebdbd64ab656b99/pytorch_model.bin
[INFO|modeling_utils.py:4497] 2024-09-06 00:09:00,651 >> Some weights of the model checkpoint at PlanTL-GOB-ES/bsc-bio-ehr-es were not used when initializing RobertaForTokenClassification: ['lm_head.bias', 'lm_head.decoder.bias', 'lm_head.decoder.weight', 'lm_head.dense.bias', 'lm_head.dense.weight', 'lm_head.layer_norm.bias', 'lm_head.layer_norm.weight']
- This IS expected if you are initializing RobertaForTokenClassification 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 RobertaForTokenClassification 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:4509] 2024-09-06 00:09:00,651 >> Some weights of RobertaForTokenClassification were not initialized from the model checkpoint at PlanTL-GOB-ES/bsc-bio-ehr-es and are newly initialized: ['classifier.bias', 'classifier.weight']
You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.

Map:   0%|          | 0/34604 [00:00<?, ? examples/s]
Map:   3%|▎         | 1000/34604 [00:00<00:03, 9590.22 examples/s]
Map:   9%|▊         | 3000/34604 [00:00<00:03, 10316.15 examples/s]
Map:  14%|█▍        | 5000/34604 [00:00<00:02, 10604.31 examples/s]
Map:  20%|██        | 7000/34604 [00:00<00:02, 10726.63 examples/s]
Map:  26%|██▌       | 9000/34604 [00:00<00:02, 10791.01 examples/s]
Map:  32%|███▏      | 11000/34604 [00:01<00:02, 10680.42 examples/s]
Map:  38%|███▊      | 13000/34604 [00:01<00:02, 10701.77 examples/s]
Map:  43%|████▎     | 15000/34604 [00:01<00:01, 10813.56 examples/s]
Map:  49%|████▉     | 17000/34604 [00:01<00:01, 10888.53 examples/s]
Map:  55%|█████▍    | 19000/34604 [00:01<00:01, 10672.27 examples/s]
Map:  61%|██████    | 21000/34604 [00:01<00:01, 10767.26 examples/s]
Map:  66%|██████▋   | 23000/34604 [00:02<00:01, 10712.38 examples/s]
Map:  72%|███████▏  | 25000/34604 [00:02<00:00, 10753.69 examples/s]
Map:  78%|███████▊  | 27000/34604 [00:02<00:00, 10765.62 examples/s]
Map:  84%|████████▍ | 29000/34604 [00:02<00:00, 10944.08 examples/s]
Map:  90%|████████▉ | 31000/34604 [00:02<00:00, 10903.05 examples/s]
Map:  95%|█████████▌| 33000/34604 [00:03<00:00, 10953.56 examples/s]
Map: 100%|██████████| 34604/34604 [00:03<00:00, 10729.66 examples/s]
Map: 100%|██████████| 34604/34604 [00:03<00:00, 10678.29 examples/s]

Map:   0%|          | 0/6810 [00:00<?, ? examples/s]
Map:  29%|██▉       | 2000/6810 [00:00<00:00, 5042.22 examples/s]
Map:  59%|█████▊    | 4000/6810 [00:00<00:00, 7570.12 examples/s]
Map:  88%|████████▊ | 6000/6810 [00:00<00:00, 9041.45 examples/s]
Map: 100%|██████████| 6810/6810 [00:00<00:00, 8388.78 examples/s]

Map:   0%|          | 0/14614 [00:00<?, ? examples/s]
Map:  14%|█▎        | 2000/14614 [00:00<00:00, 13352.13 examples/s]
Map:  27%|██▋       | 4000/14614 [00:00<00:00, 13199.93 examples/s]
Map:  41%|████      | 6000/14614 [00:00<00:00, 13726.63 examples/s]
Map:  55%|█████▍    | 8000/14614 [00:00<00:00, 13994.47 examples/s]
Map:  68%|██████▊   | 10000/14614 [00:00<00:00, 13948.40 examples/s]
Map:  82%|████████▏ | 12000/14614 [00:00<00:00, 14120.09 examples/s]
Map:  96%|█████████▌| 14000/14614 [00:01<00:00, 13793.86 examples/s]
Map: 100%|██████████| 14614/14614 [00:01<00:00, 13656.47 examples/s]
/content/dissertation/scripts/ner/run_ner_train.py:397: FutureWarning: load_metric is deprecated and will be removed in the next major version of datasets. Use 'evaluate.load' instead, from the new library 🤗 Evaluate: https://huggingface.co/docs/evaluate
  metric = load_metric("seqeval", trust_remote_code=True)
[INFO|trainer.py:811] 2024-09-06 00:09:07,817 >> The following columns in the training set don't have a corresponding argument in `RobertaForTokenClassification.forward` and have been ignored: tokens, ner_tags, id. If tokens, ner_tags, id are not expected by `RobertaForTokenClassification.forward`,  you can safely ignore this message.
[INFO|trainer.py:2134] 2024-09-06 00:09:08,371 >> ***** Running training *****
[INFO|trainer.py:2135] 2024-09-06 00:09:08,371 >>   Num examples = 34,604
[INFO|trainer.py:2136] 2024-09-06 00:09:08,371 >>   Num Epochs = 10
[INFO|trainer.py:2137] 2024-09-06 00:09:08,371 >>   Instantaneous batch size per device = 32
[INFO|trainer.py:2140] 2024-09-06 00:09:08,371 >>   Total train batch size (w. parallel, distributed & accumulation) = 64
[INFO|trainer.py:2141] 2024-09-06 00:09:08,371 >>   Gradient Accumulation steps = 2
[INFO|trainer.py:2142] 2024-09-06 00:09:08,371 >>   Total optimization steps = 5,410
[INFO|trainer.py:2143] 2024-09-06 00:09:08,372 >>   Number of trainable parameters = 124,059,657

  0%|          | 0/5410 [00:00<?, ?it/s]
  0%|          | 1/5410 [00:01<1:40:31,  1.12s/it]
  0%|          | 2/5410 [00:01<58:59,  1.53it/s]  
  0%|          | 3/5410 [00:01<43:24,  2.08it/s]
  0%|          | 4/5410 [00:01<34:13,  2.63it/s]
  0%|          | 5/5410 [00:02<29:11,  3.09it/s]
  0%|          | 6/5410 [00:02<25:31,  3.53it/s]
  0%|          | 7/5410 [00:02<23:30,  3.83it/s]
  0%|          | 8/5410 [00:02<25:15,  3.57it/s]
  0%|          | 9/5410 [00:03<22:25,  4.02it/s]
  0%|          | 10/5410 [00:03<21:21,  4.22it/s]
  0%|          | 11/5410 [00:03<20:43,  4.34it/s]
  0%|          | 12/5410 [00:03<19:48,  4.54it/s]
  0%|          | 13/5410 [00:03<20:51,  4.31it/s]
  0%|          | 14/5410 [00:04<22:33,  3.99it/s]
  0%|          | 15/5410 [00:04<22:51,  3.93it/s]
  0%|          | 16/5410 [00:04<22:45,  3.95it/s]
  0%|          | 17/5410 [00:04<21:37,  4.16it/s]
  0%|          | 18/5410 [00:05<21:15,  4.23it/s]
  0%|          | 19/5410 [00:05<21:17,  4.22it/s]
  0%|          | 20/5410 [00:05<22:33,  3.98it/s]
  0%|          | 21/5410 [00:05<21:27,  4.19it/s]
  0%|          | 22/5410 [00:06<19:54,  4.51it/s]
  0%|          | 23/5410 [00:06<21:05,  4.26it/s]
  0%|          | 24/5410 [00:06<22:13,  4.04it/s]
  0%|          | 25/5410 [00:06<22:20,  4.02it/s]
  0%|          | 26/5410 [00:07<22:12,  4.04it/s]
  0%|          | 27/5410 [00:07<22:20,  4.02it/s]
  1%|          | 28/5410 [00:07<27:25,  3.27it/s]
  1%|          | 29/5410 [00:08<28:15,  3.17it/s]
  1%|          | 30/5410 [00:08<29:25,  3.05it/s]
  1%|          | 31/5410 [00:08<28:51,  3.11it/s]
  1%|          | 32/5410 [00:09<26:54,  3.33it/s]
  1%|          | 33/5410 [00:09<29:44,  3.01it/s]
  1%|          | 34/5410 [00:09<26:00,  3.45it/s]
  1%|          | 35/5410 [00:09<24:56,  3.59it/s]
  1%|          | 36/5410 [00:10<22:37,  3.96it/s]
  1%|          | 37/5410 [00:10<23:34,  3.80it/s]
  1%|          | 38/5410 [00:10<21:40,  4.13it/s]
  1%|          | 39/5410 [00:10<23:12,  3.86it/s]
  1%|          | 40/5410 [00:11<23:32,  3.80it/s]
  1%|          | 41/5410 [00:11<22:26,  3.99it/s]
  1%|          | 42/5410 [00:11<22:45,  3.93it/s]
  1%|          | 43/5410 [00:11<23:43,  3.77it/s]
  1%|          | 44/5410 [00:12<22:05,  4.05it/s]
  1%|          | 45/5410 [00:12<20:37,  4.34it/s]
  1%|          | 46/5410 [00:12<20:31,  4.36it/s]
  1%|          | 47/5410 [00:13<25:28,  3.51it/s]
  1%|          | 48/5410 [00:13<25:50,  3.46it/s]
  1%|          | 49/5410 [00:13<23:45,  3.76it/s]
  1%|          | 50/5410 [00:13<22:52,  3.91it/s]
  1%|          | 51/5410 [00:14<24:47,  3.60it/s]
  1%|          | 52/5410 [00:14<23:28,  3.80it/s]
  1%|          | 53/5410 [00:14<23:00,  3.88it/s]
  1%|          | 54/5410 [00:14<24:12,  3.69it/s]
  1%|          | 55/5410 [00:15<23:36,  3.78it/s]
  1%|          | 56/5410 [00:15<21:37,  4.13it/s]
  1%|          | 57/5410 [00:15<21:49,  4.09it/s]
  1%|          | 58/5410 [00:15<20:27,  4.36it/s]
  1%|          | 59/5410 [00:16<21:47,  4.09it/s]
  1%|          | 60/5410 [00:16<20:40,  4.31it/s]
  1%|          | 61/5410 [00:16<21:26,  4.16it/s]
  1%|          | 62/5410 [00:16<20:04,  4.44it/s]
  1%|          | 63/5410 [00:16<20:16,  4.40it/s]
  1%|          | 64/5410 [00:17<22:58,  3.88it/s]
  1%|          | 65/5410 [00:17<27:23,  3.25it/s]
  1%|          | 66/5410 [00:17<27:00,  3.30it/s]
  1%|          | 67/5410 [00:18<25:55,  3.43it/s]
  1%|▏         | 68/5410 [00:18<23:46,  3.74it/s]
  1%|▏         | 69/5410 [00:18<22:40,  3.93it/s]
  1%|▏         | 70/5410 [00:18<21:51,  4.07it/s]
  1%|▏         | 71/5410 [00:19<33:07,  2.69it/s]
  1%|▏         | 72/5410 [00:19<28:19,  3.14it/s]
  1%|▏         | 73/5410 [00:20<28:30,  3.12it/s]
  1%|▏         | 74/5410 [00:20<26:17,  3.38it/s]
  1%|▏         | 75/5410 [00:20<23:47,  3.74it/s]
  1%|▏         | 76/5410 [00:20<21:30,  4.13it/s]
  1%|▏         | 77/5410 [00:20<23:01,  3.86it/s]
  1%|▏         | 78/5410 [00:21<21:45,  4.08it/s]
  1%|▏         | 79/5410 [00:21<22:11,  4.00it/s]
  1%|▏         | 80/5410 [00:21<23:38,  3.76it/s]
  1%|▏         | 81/5410 [00:21<22:22,  3.97it/s]
  2%|▏         | 82/5410 [00:22<21:28,  4.14it/s]
  2%|▏         | 83/5410 [00:22<21:06,  4.21it/s]
  2%|▏         | 84/5410 [00:22<22:05,  4.02it/s]
  2%|▏         | 85/5410 [00:23<23:22,  3.80it/s]
  2%|▏         | 86/5410 [00:23<20:59,  4.23it/s]
  2%|▏         | 87/5410 [00:23<19:42,  4.50it/s]
  2%|▏         | 88/5410 [00:23<21:51,  4.06it/s]
  2%|▏         | 89/5410 [00:23<20:32,  4.32it/s]
  2%|▏         | 90/5410 [00:24<20:06,  4.41it/s]
  2%|▏         | 91/5410 [00:24<24:33,  3.61it/s]
  2%|▏         | 92/5410 [00:24<22:44,  3.90it/s]
  2%|▏         | 93/5410 [00:24<21:26,  4.13it/s]
  2%|▏         | 94/5410 [00:25<22:10,  4.00it/s]
  2%|▏         | 95/5410 [00:25<21:57,  4.03it/s]
  2%|▏         | 96/5410 [00:25<21:22,  4.14it/s]
  2%|▏         | 97/5410 [00:25<21:05,  4.20it/s]
  2%|▏         | 98/5410 [00:26<20:12,  4.38it/s]
  2%|▏         | 99/5410 [00:26<22:49,  3.88it/s]
  2%|▏         | 100/5410 [00:26<23:27,  3.77it/s]
  2%|▏         | 101/5410 [00:26<22:45,  3.89it/s]
  2%|▏         | 102/5410 [00:27<20:54,  4.23it/s]
  2%|▏         | 103/5410 [00:27<19:02,  4.65it/s]
  2%|▏         | 104/5410 [00:27<17:33,  5.04it/s]
  2%|▏         | 105/5410 [00:27<16:34,  5.33it/s]
  2%|▏         | 106/5410 [00:27<18:00,  4.91it/s]
  2%|▏         | 107/5410 [00:28<18:40,  4.73it/s]
  2%|▏         | 108/5410 [00:28<20:57,  4.22it/s]
  2%|▏         | 109/5410 [00:28<19:29,  4.53it/s]
  2%|▏         | 110/5410 [00:28<22:31,  3.92it/s]
  2%|▏         | 111/5410 [00:29<22:22,  3.95it/s]
  2%|▏         | 112/5410 [00:29<20:19,  4.34it/s]
  2%|▏         | 113/5410 [00:29<22:55,  3.85it/s]
  2%|▏         | 114/5410 [00:29<21:57,  4.02it/s]
  2%|▏         | 115/5410 [00:30<21:22,  4.13it/s]
  2%|▏         | 116/5410 [00:30<28:02,  3.15it/s]
  2%|▏         | 117/5410 [00:30<25:04,  3.52it/s]
  2%|▏         | 118/5410 [00:31<23:46,  3.71it/s]
  2%|▏         | 119/5410 [00:31<22:11,  3.97it/s]
  2%|▏         | 120/5410 [00:31<21:54,  4.02it/s]
  2%|▏         | 121/5410 [00:31<20:23,  4.32it/s]
  2%|▏         | 122/5410 [00:32<23:15,  3.79it/s]
  2%|▏         | 123/5410 [00:32<21:18,  4.13it/s]
  2%|▏         | 124/5410 [00:32<21:21,  4.13it/s]
  2%|▏         | 125/5410 [00:32<21:33,  4.08it/s]
  2%|▏         | 126/5410 [00:32<20:09,  4.37it/s]
  2%|▏         | 127/5410 [00:33<20:09,  4.37it/s]
  2%|▏         | 128/5410 [00:33<24:00,  3.67it/s]
  2%|▏         | 129/5410 [00:33<23:09,  3.80it/s]
  2%|▏         | 130/5410 [00:33<21:16,  4.14it/s]
  2%|▏         | 131/5410 [00:34<20:26,  4.31it/s]
  2%|▏         | 132/5410 [00:34<23:28,  3.75it/s]
  2%|▏         | 133/5410 [00:34<21:11,  4.15it/s]
  2%|▏         | 134/5410 [00:34<20:25,  4.31it/s]
  2%|▏         | 135/5410 [00:35<19:41,  4.46it/s]
  3%|▎         | 136/5410 [00:35<26:01,  3.38it/s]
  3%|▎         | 137/5410 [00:35<26:07,  3.36it/s]
  3%|▎         | 138/5410 [00:36<23:27,  3.75it/s]
  3%|▎         | 139/5410 [00:36<24:01,  3.66it/s]
  3%|▎         | 140/5410 [00:36<23:02,  3.81it/s]
  3%|▎         | 141/5410 [00:36<20:31,  4.28it/s]
  3%|▎         | 142/5410 [00:36<20:58,  4.19it/s]
  3%|▎         | 143/5410 [00:37<21:31,  4.08it/s]
  3%|▎         | 144/5410 [00:37<21:51,  4.02it/s]
  3%|▎         | 145/5410 [00:37<20:44,  4.23it/s]
  3%|▎         | 146/5410 [00:37<20:40,  4.24it/s]
  3%|▎         | 147/5410 [00:38<19:45,  4.44it/s]
  3%|▎         | 148/5410 [00:38<19:53,  4.41it/s]
  3%|▎         | 149/5410 [00:38<21:47,  4.02it/s]
  3%|▎         | 150/5410 [00:38<20:19,  4.31it/s]
  3%|▎         | 151/5410 [00:39<19:15,  4.55it/s]
  3%|▎         | 152/5410 [00:39<19:58,  4.39it/s]
  3%|▎         | 153/5410 [00:39<20:11,  4.34it/s]
  3%|▎         | 154/5410 [00:39<20:53,  4.19it/s]
  3%|▎         | 155/5410 [00:40<20:22,  4.30it/s]
  3%|▎         | 156/5410 [00:40<21:26,  4.08it/s]
  3%|▎         | 157/5410 [00:40<21:19,  4.10it/s]
  3%|▎         | 158/5410 [00:40<21:22,  4.10it/s]
  3%|▎         | 159/5410 [00:40<20:22,  4.29it/s]
  3%|▎         | 160/5410 [00:41<20:28,  4.27it/s]
  3%|▎         | 161/5410 [00:41<20:38,  4.24it/s]
  3%|▎         | 162/5410 [00:41<21:29,  4.07it/s]
  3%|▎         | 163/5410 [00:41<21:16,  4.11it/s]
  3%|▎         | 164/5410 [00:42<25:12,  3.47it/s]
  3%|▎         | 165/5410 [00:42<23:45,  3.68it/s]
  3%|▎         | 166/5410 [00:42<21:04,  4.15it/s]
  3%|▎         | 167/5410 [00:42<20:29,  4.26it/s]
  3%|▎         | 168/5410 [00:43<21:13,  4.12it/s]
  3%|▎         | 169/5410 [00:43<20:22,  4.29it/s]
  3%|▎         | 170/5410 [00:43<18:20,  4.76it/s]
  3%|▎         | 171/5410 [00:43<20:23,  4.28it/s]
  3%|▎         | 172/5410 [00:44<20:23,  4.28it/s]
  3%|▎         | 173/5410 [00:44<24:14,  3.60it/s]
  3%|▎         | 174/5410 [00:44<24:04,  3.63it/s]
  3%|▎         | 175/5410 [00:45<26:36,  3.28it/s]
  3%|▎         | 176/5410 [00:45<24:13,  3.60it/s]
  3%|▎         | 177/5410 [00:45<23:54,  3.65it/s]
  3%|▎         | 178/5410 [00:45<24:15,  3.59it/s]
  3%|▎         | 179/5410 [00:46<23:26,  3.72it/s]
  3%|▎         | 180/5410 [00:46<21:59,  3.96it/s]
  3%|▎         | 181/5410 [00:46<20:21,  4.28it/s]
  3%|▎         | 182/5410 [00:46<19:25,  4.48it/s]
  3%|▎         | 183/5410 [00:46<18:48,  4.63it/s]
  3%|▎         | 184/5410 [00:47<20:39,  4.22it/s]
  3%|▎         | 185/5410 [00:47<21:26,  4.06it/s]
  3%|▎         | 186/5410 [00:47<20:39,  4.22it/s]
  3%|▎         | 187/5410 [00:48<21:25,  4.06it/s]
  3%|▎         | 188/5410 [00:48<20:00,  4.35it/s]
  3%|▎         | 189/5410 [00:48<19:15,  4.52it/s]
  4%|▎         | 190/5410 [00:48<18:03,  4.82it/s]
  4%|▎         | 191/5410 [00:48<19:03,  4.56it/s]
  4%|▎         | 192/5410 [00:49<22:49,  3.81it/s]
  4%|▎         | 193/5410 [00:49<21:59,  3.95it/s]
  4%|▎         | 194/5410 [00:49<21:51,  3.98it/s]
  4%|▎         | 195/5410 [00:49<21:56,  3.96it/s]
  4%|▎         | 196/5410 [00:50<21:15,  4.09it/s]
  4%|▎         | 197/5410 [00:50<25:23,  3.42it/s]
  4%|▎         | 198/5410 [00:50<25:06,  3.46it/s]
  4%|▎         | 199/5410 [00:51<24:18,  3.57it/s]
  4%|▎         | 200/5410 [00:51<25:39,  3.38it/s]
  4%|▎         | 201/5410 [00:51<24:03,  3.61it/s]
  4%|▎         | 202/5410 [00:52<33:15,  2.61it/s]
  4%|▍         | 203/5410 [00:52<29:17,  2.96it/s]
  4%|▍         | 204/5410 [00:52<27:28,  3.16it/s]
  4%|▍         | 205/5410 [00:52<24:16,  3.57it/s]
  4%|▍         | 206/5410 [00:53<21:32,  4.03it/s]
  4%|▍         | 207/5410 [00:53<20:50,  4.16it/s]
  4%|▍         | 208/5410 [00:53<20:18,  4.27it/s]
  4%|▍         | 209/5410 [00:53<19:47,  4.38it/s]
  4%|▍         | 210/5410 [00:54<20:15,  4.28it/s]
  4%|▍         | 211/5410 [00:54<21:13,  4.08it/s]
  4%|▍         | 212/5410 [00:54<20:20,  4.26it/s]
  4%|▍         | 213/5410 [00:54<19:38,  4.41it/s]
  4%|▍         | 214/5410 [00:54<18:28,  4.69it/s]
  4%|▍         | 215/5410 [00:55<19:12,  4.51it/s]
  4%|▍         | 216/5410 [00:55<18:21,  4.72it/s]
  4%|▍         | 217/5410 [00:55<17:43,  4.88it/s]
  4%|▍         | 218/5410 [00:55<18:01,  4.80it/s]
  4%|▍         | 219/5410 [00:56<25:27,  3.40it/s]
  4%|▍         | 220/5410 [00:56<24:12,  3.57it/s]
  4%|▍         | 221/5410 [00:56<21:48,  3.97it/s]
  4%|▍         | 222/5410 [00:56<20:57,  4.13it/s]
  4%|▍         | 223/5410 [00:57<19:16,  4.48it/s]
  4%|▍         | 224/5410 [00:57<18:11,  4.75it/s]
  4%|▍         | 225/5410 [00:57<18:08,  4.76it/s]
  4%|▍         | 226/5410 [00:57<18:19,  4.72it/s]
  4%|▍         | 227/5410 [00:57<18:07,  4.77it/s]
  4%|▍         | 228/5410 [00:58<19:53,  4.34it/s]
  4%|▍         | 229/5410 [00:58<20:59,  4.11it/s]
  4%|▍         | 230/5410 [00:58<20:43,  4.17it/s]
  4%|▍         | 231/5410 [00:58<19:19,  4.47it/s]
  4%|▍         | 232/5410 [00:59<20:24,  4.23it/s]
  4%|▍         | 233/5410 [00:59<19:32,  4.41it/s]
  4%|▍         | 234/5410 [00:59<20:52,  4.13it/s]
  4%|▍         | 235/5410 [00:59<19:19,  4.46it/s]
  4%|▍         | 236/5410 [01:00<20:38,  4.18it/s]
  4%|▍         | 237/5410 [01:00<20:05,  4.29it/s]
  4%|▍         | 238/5410 [01:00<21:14,  4.06it/s]
  4%|▍         | 239/5410 [01:00<20:24,  4.22it/s]
  4%|▍         | 240/5410 [01:01<20:00,  4.31it/s]
  4%|▍         | 241/5410 [01:01<32:09,  2.68it/s]
  4%|▍         | 242/5410 [01:02<30:23,  2.83it/s]
  4%|▍         | 243/5410 [01:02<30:24,  2.83it/s]
  5%|▍         | 244/5410 [01:02<27:11,  3.17it/s]
  5%|▍         | 245/5410 [01:02<25:58,  3.31it/s]
  5%|▍         | 246/5410 [01:03<25:30,  3.37it/s]
  5%|▍         | 247/5410 [01:03<26:02,  3.31it/s]
  5%|▍         | 248/5410 [01:03<27:39,  3.11it/s]
  5%|▍         | 249/5410 [01:04<24:09,  3.56it/s]
  5%|▍         | 250/5410 [01:04<21:10,  4.06it/s]
  5%|▍         | 251/5410 [01:04<21:25,  4.01it/s]
  5%|▍         | 252/5410 [01:04<20:45,  4.14it/s]
  5%|▍         | 253/5410 [01:04<21:34,  3.98it/s]
  5%|▍         | 254/5410 [01:05<20:53,  4.11it/s]
  5%|▍         | 255/5410 [01:05<20:27,  4.20it/s]
  5%|▍         | 256/5410 [01:05<20:24,  4.21it/s]
  5%|▍         | 257/5410 [01:05<20:09,  4.26it/s]
  5%|▍         | 258/5410 [01:06<19:00,  4.52it/s]
  5%|▍         | 259/5410 [01:06<18:36,  4.61it/s]
  5%|▍         | 260/5410 [01:06<20:09,  4.26it/s]
  5%|▍         | 261/5410 [01:06<22:16,  3.85it/s]
  5%|▍         | 262/5410 [01:07<21:29,  3.99it/s]
  5%|▍         | 263/5410 [01:07<22:15,  3.86it/s]
  5%|▍         | 264/5410 [01:07<22:15,  3.85it/s]
  5%|▍         | 265/5410 [01:07<22:25,  3.82it/s]
  5%|▍         | 266/5410 [01:08<21:33,  3.98it/s]
  5%|▍         | 267/5410 [01:08<20:28,  4.19it/s]
  5%|▍         | 268/5410 [01:08<20:06,  4.26it/s]
  5%|▍         | 269/5410 [01:08<22:14,  3.85it/s]
  5%|▍         | 270/5410 [01:09<21:09,  4.05it/s]
  5%|▌         | 271/5410 [01:09<19:16,  4.44it/s]
  5%|▌         | 272/5410 [01:09<22:35,  3.79it/s]
  5%|▌         | 273/5410 [01:09<20:40,  4.14it/s]
  5%|▌         | 274/5410 [01:09<19:25,  4.41it/s]
  5%|▌         | 275/5410 [01:10<18:52,  4.54it/s]
  5%|▌         | 276/5410 [01:10<18:20,  4.66it/s]
  5%|▌         | 277/5410 [01:10<17:55,  4.77it/s]
  5%|▌         | 278/5410 [01:10<19:54,  4.30it/s]
  5%|▌         | 279/5410 [01:11<19:16,  4.44it/s]
  5%|▌         | 280/5410 [01:11<21:40,  3.95it/s]
  5%|▌         | 281/5410 [01:11<21:06,  4.05it/s]
  5%|▌         | 282/5410 [01:12<24:46,  3.45it/s]
  5%|▌         | 283/5410 [01:12<23:25,  3.65it/s]
  5%|▌         | 284/5410 [01:12<21:42,  3.94it/s]
  5%|▌         | 285/5410 [01:12<22:28,  3.80it/s]
  5%|▌         | 286/5410 [01:12<20:07,  4.24it/s]
  5%|▌         | 287/5410 [01:13<21:38,  3.95it/s]
  5%|▌         | 288/5410 [01:13<21:41,  3.93it/s]
  5%|▌         | 289/5410 [01:13<21:05,  4.05it/s]
  5%|▌         | 290/5410 [01:13<21:43,  3.93it/s]
  5%|▌         | 291/5410 [01:14<21:16,  4.01it/s]
  5%|▌         | 292/5410 [01:14<22:53,  3.73it/s]
  5%|▌         | 293/5410 [01:14<23:09,  3.68it/s]
  5%|▌         | 294/5410 [01:15<22:52,  3.73it/s]
  5%|▌         | 295/5410 [01:15<22:31,  3.78it/s]
  5%|▌         | 296/5410 [01:15<21:38,  3.94it/s]
  5%|▌         | 297/5410 [01:15<20:29,  4.16it/s]
  6%|▌         | 298/5410 [01:15<19:46,  4.31it/s]
  6%|▌         | 299/5410 [01:16<18:59,  4.49it/s]
  6%|▌         | 300/5410 [01:16<19:43,  4.32it/s]
  6%|▌         | 301/5410 [01:16<18:43,  4.55it/s]
  6%|▌         | 302/5410 [01:16<18:59,  4.48it/s]
  6%|▌         | 303/5410 [01:17<18:09,  4.69it/s]
  6%|▌         | 304/5410 [01:17<20:55,  4.07it/s]
  6%|▌         | 305/5410 [01:17<20:44,  4.10it/s]
  6%|▌         | 306/5410 [01:17<23:57,  3.55it/s]
  6%|▌         | 307/5410 [01:18<26:56,  3.16it/s]
  6%|▌         | 308/5410 [01:18<24:56,  3.41it/s]
  6%|▌         | 309/5410 [01:18<23:01,  3.69it/s]
  6%|▌         | 310/5410 [01:19<24:04,  3.53it/s]
  6%|▌         | 311/5410 [01:19<21:55,  3.88it/s]
  6%|▌         | 312/5410 [01:19<21:11,  4.01it/s]
  6%|▌         | 313/5410 [01:19<19:58,  4.25it/s]
  6%|▌         | 314/5410 [01:20<20:12,  4.20it/s]
  6%|▌         | 315/5410 [01:20<24:21,  3.49it/s]
  6%|▌         | 316/5410 [01:20<22:59,  3.69it/s]
  6%|▌         | 317/5410 [01:20<20:56,  4.05it/s]
  6%|▌         | 318/5410 [01:21<20:36,  4.12it/s]
  6%|▌         | 319/5410 [01:21<20:12,  4.20it/s]
  6%|▌         | 320/5410 [01:21<19:45,  4.29it/s]
  6%|▌         | 321/5410 [01:21<19:08,  4.43it/s]
  6%|▌         | 322/5410 [01:21<19:37,  4.32it/s]
  6%|▌         | 323/5410 [01:22<20:25,  4.15it/s]
  6%|▌         | 324/5410 [01:22<20:05,  4.22it/s]
  6%|▌         | 325/5410 [01:22<18:12,  4.66it/s]
  6%|▌         | 326/5410 [01:22<18:52,  4.49it/s]
  6%|▌         | 327/5410 [01:23<19:50,  4.27it/s]
  6%|▌         | 328/5410 [01:23<18:32,  4.57it/s]
  6%|▌         | 329/5410 [01:23<18:52,  4.49it/s]
  6%|▌         | 330/5410 [01:23<18:56,  4.47it/s]
  6%|▌         | 331/5410 [01:24<20:49,  4.07it/s]
  6%|▌         | 332/5410 [01:24<20:11,  4.19it/s]
  6%|▌         | 333/5410 [01:24<20:41,  4.09it/s]
  6%|▌         | 334/5410 [01:24<20:59,  4.03it/s]
  6%|▌         | 335/5410 [01:25<21:19,  3.97it/s]
  6%|▌         | 336/5410 [01:25<20:56,  4.04it/s]
  6%|▌         | 337/5410 [01:25<21:43,  3.89it/s]
  6%|▌         | 338/5410 [01:25<24:03,  3.51it/s]
  6%|▋         | 339/5410 [01:26<24:53,  3.39it/s]
  6%|▋         | 340/5410 [01:26<24:13,  3.49it/s]
  6%|▋         | 341/5410 [01:26<23:02,  3.67it/s]
  6%|▋         | 342/5410 [01:27<23:50,  3.54it/s]
  6%|▋         | 343/5410 [01:27<26:01,  3.24it/s]
  6%|▋         | 344/5410 [01:27<22:43,  3.72it/s]
  6%|▋         | 345/5410 [01:27<24:18,  3.47it/s]
  6%|▋         | 346/5410 [01:28<23:45,  3.55it/s]
  6%|▋         | 347/5410 [01:28<21:22,  3.95it/s]
  6%|▋         | 348/5410 [01:28<20:16,  4.16it/s]
  6%|▋         | 349/5410 [01:28<21:42,  3.88it/s]
  6%|▋         | 350/5410 [01:29<20:03,  4.20it/s]
  6%|▋         | 351/5410 [01:29<22:11,  3.80it/s]
  7%|▋         | 352/5410 [01:29<21:50,  3.86it/s]
  7%|▋         | 353/5410 [01:29<20:18,  4.15it/s]
  7%|▋         | 354/5410 [01:30<20:35,  4.09it/s]
  7%|▋         | 355/5410 [01:30<22:38,  3.72it/s]
  7%|▋         | 356/5410 [01:30<24:41,  3.41it/s]
  7%|▋         | 357/5410 [01:31<23:58,  3.51it/s]
  7%|▋         | 358/5410 [01:31<25:43,  3.27it/s]
  7%|▋         | 359/5410 [01:31<24:02,  3.50it/s]
  7%|▋         | 360/5410 [01:31<23:11,  3.63it/s]
  7%|▋         | 361/5410 [01:32<22:19,  3.77it/s]
  7%|▋         | 362/5410 [01:32<23:53,  3.52it/s]
  7%|▋         | 363/5410 [01:32<22:17,  3.77it/s]
  7%|▋         | 364/5410 [01:32<21:41,  3.88it/s]
  7%|▋         | 365/5410 [01:33<21:30,  3.91it/s]
  7%|▋         | 366/5410 [01:33<19:34,  4.29it/s]
  7%|▋         | 367/5410 [01:33<19:13,  4.37it/s]
  7%|▋         | 368/5410 [01:33<19:50,  4.23it/s]
  7%|▋         | 369/5410 [01:34<18:53,  4.45it/s]
  7%|▋         | 370/5410 [01:34<18:06,  4.64it/s]
  7%|▋         | 371/5410 [01:34<20:18,  4.14it/s]
  7%|▋         | 372/5410 [01:34<18:59,  4.42it/s]
  7%|▋         | 373/5410 [01:34<17:29,  4.80it/s]
  7%|▋         | 374/5410 [01:35<16:23,  5.12it/s]
  7%|▋         | 375/5410 [01:35<22:14,  3.77it/s]
  7%|▋         | 376/5410 [01:35<22:14,  3.77it/s]
  7%|▋         | 377/5410 [01:36<22:01,  3.81it/s]
  7%|▋         | 378/5410 [01:36<21:05,  3.98it/s]
  7%|▋         | 379/5410 [01:36<21:24,  3.92it/s]
  7%|▋         | 380/5410 [01:36<24:42,  3.39it/s]
  7%|▋         | 381/5410 [01:37<22:33,  3.72it/s]
  7%|▋         | 382/5410 [01:37<25:11,  3.33it/s]
  7%|▋         | 383/5410 [01:37<23:03,  3.63it/s]
  7%|▋         | 384/5410 [01:37<23:26,  3.57it/s]
  7%|▋         | 385/5410 [01:38<21:39,  3.87it/s]
  7%|▋         | 386/5410 [01:38<21:21,  3.92it/s]
  7%|▋         | 387/5410 [01:38<19:38,  4.26it/s]
  7%|▋         | 388/5410 [01:38<18:59,  4.41it/s]
  7%|▋         | 389/5410 [01:39<17:55,  4.67it/s]
  7%|▋         | 390/5410 [01:39<21:16,  3.93it/s]
  7%|▋         | 391/5410 [01:39<21:05,  3.97it/s]
  7%|▋         | 392/5410 [01:39<22:07,  3.78it/s]
  7%|▋         | 393/5410 [01:40<21:48,  3.83it/s]
  7%|▋         | 394/5410 [01:40<19:48,  4.22it/s]
  7%|▋         | 395/5410 [01:40<18:36,  4.49it/s]
  7%|▋         | 396/5410 [01:40<18:17,  4.57it/s]
  7%|▋         | 397/5410 [01:40<17:26,  4.79it/s]
  7%|▋         | 398/5410 [01:41<18:24,  4.54it/s]
  7%|▋         | 399/5410 [01:41<21:28,  3.89it/s]
  7%|▋         | 400/5410 [01:41<20:26,  4.09it/s]
  7%|▋         | 401/5410 [01:42<22:30,  3.71it/s]
  7%|▋         | 402/5410 [01:42<20:05,  4.15it/s]
  7%|▋         | 403/5410 [01:42<19:20,  4.32it/s]
  7%|▋         | 404/5410 [01:42<23:50,  3.50it/s]
  7%|▋         | 405/5410 [01:43<22:24,  3.72it/s]
  8%|▊         | 406/5410 [01:43<21:34,  3.87it/s]
  8%|▊         | 407/5410 [01:43<26:44,  3.12it/s]
  8%|▊         | 408/5410 [01:43<24:04,  3.46it/s]
  8%|▊         | 409/5410 [01:44<29:51,  2.79it/s]
  8%|▊         | 410/5410 [01:44<27:08,  3.07it/s]
  8%|▊         | 411/5410 [01:44<24:27,  3.41it/s]
  8%|▊         | 412/5410 [01:45<21:55,  3.80it/s]
  8%|▊         | 413/5410 [01:45<22:05,  3.77it/s]
  8%|▊         | 414/5410 [01:45<22:19,  3.73it/s]
  8%|▊         | 415/5410 [01:45<21:01,  3.96it/s]
  8%|▊         | 416/5410 [01:46<20:28,  4.07it/s]
  8%|▊         | 417/5410 [01:46<21:59,  3.78it/s]
  8%|▊         | 418/5410 [01:46<21:16,  3.91it/s]
  8%|▊         | 419/5410 [01:46<20:46,  4.00it/s]
  8%|▊         | 420/5410 [01:47<20:30,  4.05it/s]
  8%|▊         | 421/5410 [01:47<22:46,  3.65it/s]
  8%|▊         | 422/5410 [01:47<19:57,  4.17it/s]
  8%|▊         | 423/5410 [01:47<18:42,  4.44it/s]
  8%|▊         | 424/5410 [01:48<17:53,  4.65it/s]
  8%|▊         | 425/5410 [01:48<17:43,  4.69it/s]
  8%|▊         | 426/5410 [01:48<18:12,  4.56it/s]
  8%|▊         | 427/5410 [01:48<17:29,  4.75it/s]
  8%|▊         | 428/5410 [01:48<18:22,  4.52it/s]
  8%|▊         | 429/5410 [01:49<21:50,  3.80it/s]
  8%|▊         | 430/5410 [01:49<23:28,  3.54it/s]
  8%|▊         | 431/5410 [01:49<23:45,  3.49it/s]
  8%|▊         | 432/5410 [01:50<21:21,  3.89it/s]
  8%|▊         | 433/5410 [01:50<22:22,  3.71it/s]
  8%|▊         | 434/5410 [01:50<20:57,  3.96it/s]
  8%|▊         | 435/5410 [01:50<20:26,  4.06it/s]
  8%|▊         | 436/5410 [01:51<20:08,  4.12it/s]
  8%|▊         | 437/5410 [01:51<18:59,  4.37it/s]
  8%|▊         | 438/5410 [01:51<20:03,  4.13it/s]
  8%|▊         | 439/5410 [01:51<20:14,  4.09it/s]
  8%|▊         | 440/5410 [01:52<26:54,  3.08it/s]
  8%|▊         | 441/5410 [01:52<24:06,  3.44it/s]
  8%|▊         | 442/5410 [01:52<23:37,  3.50it/s]
  8%|▊         | 443/5410 [01:52<21:10,  3.91it/s]
  8%|▊         | 444/5410 [01:53<20:28,  4.04it/s]
  8%|▊         | 445/5410 [01:53<20:39,  4.01it/s]
  8%|▊         | 446/5410 [01:53<18:55,  4.37it/s]
  8%|▊         | 447/5410 [01:53<18:48,  4.40it/s]
  8%|▊         | 448/5410 [01:54<17:53,  4.62it/s]
  8%|▊         | 449/5410 [01:54<18:59,  4.35it/s]
  8%|▊         | 450/5410 [01:54<17:45,  4.66it/s]
  8%|▊         | 451/5410 [01:54<18:05,  4.57it/s]
  8%|▊         | 452/5410 [01:54<18:26,  4.48it/s]
  8%|▊         | 453/5410 [01:55<18:09,  4.55it/s]
  8%|▊         | 454/5410 [01:55<19:59,  4.13it/s]
  8%|▊         | 455/5410 [01:55<18:57,  4.36it/s]
  8%|▊         | 456/5410 [01:55<19:55,  4.14it/s]
  8%|▊         | 457/5410 [01:56<19:56,  4.14it/s]
  8%|▊         | 458/5410 [01:56<20:43,  3.98it/s]
  8%|▊         | 459/5410 [01:56<20:32,  4.02it/s]
  9%|▊         | 460/5410 [01:56<19:30,  4.23it/s]
  9%|▊         | 461/5410 [01:57<20:35,  4.01it/s]
  9%|▊         | 462/5410 [01:57<19:14,  4.29it/s]
  9%|▊         | 463/5410 [01:57<20:20,  4.05it/s]
  9%|▊         | 464/5410 [01:57<20:06,  4.10it/s]
  9%|▊         | 465/5410 [01:58<18:18,  4.50it/s]
  9%|▊         | 466/5410 [01:58<19:26,  4.24it/s]
  9%|▊         | 467/5410 [01:58<19:22,  4.25it/s]
  9%|▊         | 468/5410 [01:58<18:21,  4.49it/s]
  9%|▊         | 469/5410 [01:59<19:02,  4.32it/s]
  9%|▊         | 470/5410 [01:59<18:01,  4.57it/s]
  9%|▊         | 471/5410 [01:59<18:19,  4.49it/s]
  9%|▊         | 472/5410 [01:59<18:22,  4.48it/s]
  9%|▊         | 473/5410 [01:59<19:14,  4.28it/s]
  9%|▉         | 474/5410 [02:00<17:52,  4.60it/s]
  9%|▉         | 475/5410 [02:00<17:45,  4.63it/s]
  9%|▉         | 476/5410 [02:00<16:43,  4.92it/s]
  9%|▉         | 477/5410 [02:00<15:59,  5.14it/s]
  9%|▉         | 478/5410 [02:00<17:10,  4.78it/s]
  9%|▉         | 479/5410 [02:01<21:36,  3.80it/s]
  9%|▉         | 480/5410 [02:01<19:27,  4.22it/s]
  9%|▉         | 481/5410 [02:01<18:47,  4.37it/s]
  9%|▉         | 482/5410 [02:01<20:52,  3.93it/s]
  9%|▉         | 483/5410 [02:02<19:55,  4.12it/s]
  9%|▉         | 484/5410 [02:02<20:17,  4.05it/s]
  9%|▉         | 485/5410 [02:02<22:35,  3.63it/s]
  9%|▉         | 486/5410 [02:03<20:42,  3.96it/s]
  9%|▉         | 487/5410 [02:03<18:48,  4.36it/s]
  9%|▉         | 488/5410 [02:03<17:18,  4.74it/s]
  9%|▉         | 489/5410 [02:03<18:11,  4.51it/s]
  9%|▉         | 490/5410 [02:03<17:36,  4.66it/s]
  9%|▉         | 491/5410 [02:03<17:10,  4.77it/s]
  9%|▉         | 492/5410 [02:04<17:35,  4.66it/s]
  9%|▉         | 493/5410 [02:04<19:26,  4.22it/s]
  9%|▉         | 494/5410 [02:04<18:42,  4.38it/s]
  9%|▉         | 495/5410 [02:05<21:45,  3.76it/s]
  9%|▉         | 496/5410 [02:05<22:22,  3.66it/s]
  9%|▉         | 497/5410 [02:05<20:36,  3.97it/s]
  9%|▉         | 498/5410 [02:05<21:18,  3.84it/s]
  9%|▉         | 499/5410 [02:06<19:06,  4.28it/s]
  9%|▉         | 500/5410 [02:06<18:29,  4.43it/s]
                                                  

  9%|▉         | 500/5410 [02:06<18:29,  4.43it/s]
  9%|▉         | 501/5410 [02:06<18:43,  4.37it/s]
  9%|▉         | 502/5410 [02:06<18:29,  4.42it/s]
  9%|▉         | 503/5410 [02:06<17:26,  4.69it/s]
  9%|▉         | 504/5410 [02:07<17:33,  4.66it/s]
  9%|▉         | 505/5410 [02:07<17:53,  4.57it/s]
  9%|▉         | 506/5410 [02:07<18:29,  4.42it/s]
  9%|▉         | 507/5410 [02:07<18:50,  4.34it/s]
  9%|▉         | 508/5410 [02:07<17:35,  4.64it/s]
  9%|▉         | 509/5410 [02:08<16:20,  5.00it/s]
  9%|▉         | 510/5410 [02:08<17:54,  4.56it/s]
  9%|▉         | 511/5410 [02:08<18:53,  4.32it/s]
  9%|▉         | 512/5410 [02:08<20:06,  4.06it/s]
  9%|▉         | 513/5410 [02:09<18:22,  4.44it/s]
 10%|▉         | 514/5410 [02:09<19:14,  4.24it/s]
 10%|▉         | 515/5410 [02:09<19:57,  4.09it/s]
 10%|▉         | 516/5410 [02:09<21:51,  3.73it/s]
 10%|▉         | 517/5410 [02:10<21:01,  3.88it/s]
 10%|▉         | 518/5410 [02:10<19:54,  4.10it/s]
 10%|▉         | 519/5410 [02:10<19:24,  4.20it/s]
 10%|▉         | 520/5410 [02:10<21:01,  3.88it/s]
 10%|▉         | 521/5410 [02:11<23:02,  3.54it/s]
 10%|▉         | 522/5410 [02:11<21:22,  3.81it/s]
 10%|▉         | 523/5410 [02:11<21:17,  3.83it/s]
 10%|▉         | 524/5410 [02:11<20:15,  4.02it/s]
 10%|▉         | 525/5410 [02:12<19:22,  4.20it/s]
 10%|▉         | 526/5410 [02:12<19:22,  4.20it/s]
 10%|▉         | 527/5410 [02:12<19:21,  4.21it/s]
 10%|▉         | 528/5410 [02:12<18:40,  4.36it/s]
 10%|▉         | 529/5410 [02:13<19:47,  4.11it/s]
 10%|▉         | 530/5410 [02:13<18:33,  4.38it/s]
 10%|▉         | 531/5410 [02:13<19:05,  4.26it/s]
 10%|▉         | 532/5410 [02:13<18:18,  4.44it/s]
 10%|▉         | 533/5410 [02:14<19:46,  4.11it/s]
 10%|▉         | 534/5410 [02:14<19:08,  4.25it/s]
 10%|▉         | 535/5410 [02:14<17:33,  4.63it/s]
 10%|▉         | 536/5410 [02:14<20:17,  4.00it/s]
 10%|▉         | 537/5410 [02:15<19:11,  4.23it/s]
 10%|▉         | 538/5410 [02:15<19:15,  4.22it/s]
 10%|▉         | 539/5410 [02:15<19:19,  4.20it/s]
 10%|▉         | 540/5410 [02:16<32:00,  2.54it/s]
 10%|█         | 541/5410 [02:16<25:28,  3.18it/s][INFO|trainer.py:811] 2024-09-06 00:11:24,745 >> The following columns in the evaluation set don't have a corresponding argument in `RobertaForTokenClassification.forward` and have been ignored: tokens, ner_tags, id. If tokens, ner_tags, id are not expected by `RobertaForTokenClassification.forward`,  you can safely ignore this message.
[INFO|trainer.py:3819] 2024-09-06 00:11:24,747 >> 
***** Running Evaluation *****
[INFO|trainer.py:3821] 2024-09-06 00:11:24,747 >>   Num examples = 6810
[INFO|trainer.py:3824] 2024-09-06 00:11:24,747 >>   Batch size = 8
{'loss': 0.3191, 'grad_norm': 1.4528056383132935, 'learning_rate': 4.537892791127542e-05, 'epoch': 0.92}


  0%|          | 0/852 [00:00<?, ?it/s]

  1%|          | 10/852 [00:00<00:08, 94.22it/s]

  2%|▏         | 20/852 [00:00<00:09, 84.30it/s]

  3%|▎         | 29/852 [00:00<00:09, 82.68it/s]

  4%|▍         | 38/852 [00:00<00:09, 81.67it/s]

  6%|▌         | 47/852 [00:00<00:09, 82.09it/s]

  7%|▋         | 56/852 [00:00<00:09, 83.32it/s]

  8%|▊         | 65/852 [00:00<00:09, 81.98it/s]

  9%|▊         | 74/852 [00:00<00:09, 80.45it/s]

 10%|▉         | 83/852 [00:01<00:09, 79.95it/s]

 11%|█         | 92/852 [00:01<00:09, 80.23it/s]

 12%|█▏        | 101/852 [00:01<00:09, 79.90it/s]

 13%|█▎        | 109/852 [00:01<00:09, 79.80it/s]

 14%|█▍        | 118/852 [00:01<00:09, 80.74it/s]

 15%|█▍        | 127/852 [00:01<00:09, 76.94it/s]

 16%|█▌        | 135/852 [00:01<00:09, 77.57it/s]

 17%|█▋        | 143/852 [00:01<00:09, 77.84it/s]

 18%|█▊        | 151/852 [00:01<00:09, 77.26it/s]

 19%|█▉        | 160/852 [00:01<00:08, 79.83it/s]

 20%|█▉        | 169/852 [00:02<00:08, 80.18it/s]

 21%|██        | 178/852 [00:02<00:08, 80.61it/s]

 22%|██▏       | 187/852 [00:02<00:08, 81.27it/s]

 23%|██▎       | 196/852 [00:02<00:08, 81.22it/s]

 24%|██▍       | 205/852 [00:02<00:07, 82.14it/s]

 25%|██▌       | 214/852 [00:02<00:08, 78.56it/s]

 26%|██▌       | 223/852 [00:02<00:07, 79.93it/s]

 27%|██▋       | 232/852 [00:02<00:07, 81.20it/s]

 28%|██▊       | 241/852 [00:03<00:07, 78.11it/s]

 29%|██▉       | 250/852 [00:03<00:07, 79.54it/s]

 30%|███       | 259/852 [00:03<00:07, 80.76it/s]

 31%|███▏      | 268/852 [00:03<00:07, 80.54it/s]

 33%|███▎      | 277/852 [00:03<00:07, 81.44it/s]

 34%|███▎      | 286/852 [00:03<00:06, 82.18it/s]

 35%|███▍      | 295/852 [00:03<00:06, 80.52it/s]

 36%|███▌      | 304/852 [00:03<00:06, 81.59it/s]

 37%|███▋      | 313/852 [00:03<00:06, 79.63it/s]

 38%|███▊      | 322/852 [00:03<00:06, 81.30it/s]

 39%|███▉      | 331/852 [00:04<00:06, 80.35it/s]

 40%|███▉      | 340/852 [00:04<00:06, 80.39it/s]

 41%|████      | 349/852 [00:04<00:06, 80.42it/s]

 42%|████▏     | 358/852 [00:04<00:06, 78.16it/s]

 43%|████▎     | 367/852 [00:04<00:06, 78.26it/s]

 44%|████▍     | 375/852 [00:04<00:06, 78.36it/s]

 45%|████▍     | 383/852 [00:04<00:06, 77.78it/s]

 46%|████▌     | 392/852 [00:04<00:05, 79.06it/s]

 47%|████▋     | 400/852 [00:04<00:05, 78.80it/s]

 48%|████▊     | 408/852 [00:05<00:05, 76.89it/s]

 49%|████▉     | 417/852 [00:05<00:05, 78.38it/s]

 50%|████▉     | 425/852 [00:05<00:05, 77.18it/s]

 51%|█████     | 434/852 [00:05<00:05, 78.90it/s]

 52%|█████▏    | 443/852 [00:05<00:05, 79.74it/s]

 53%|█████▎    | 452/852 [00:05<00:04, 80.60it/s]

 54%|█████▍    | 461/852 [00:05<00:04, 79.04it/s]

 55%|█████▌    | 469/852 [00:05<00:04, 78.87it/s]

 56%|█████▌    | 477/852 [00:05<00:04, 76.18it/s]

 57%|█████▋    | 485/852 [00:06<00:04, 76.30it/s]

 58%|█████▊    | 494/852 [00:06<00:04, 78.74it/s]

 59%|█████▉    | 503/852 [00:06<00:04, 80.84it/s]

 60%|██████    | 512/852 [00:06<00:04, 81.29it/s]

 61%|██████    | 521/852 [00:06<00:04, 81.02it/s]

 62%|██████▏   | 530/852 [00:06<00:04, 80.47it/s]

 63%|██████▎   | 539/852 [00:06<00:03, 81.51it/s]

 64%|██████▍   | 548/852 [00:06<00:03, 81.69it/s]

 65%|██████▌   | 557/852 [00:06<00:03, 78.97it/s]

 66%|██████▋   | 566/852 [00:07<00:03, 80.53it/s]

 67%|██████▋   | 575/852 [00:07<00:03, 80.72it/s]

 69%|██████▊   | 584/852 [00:07<00:03, 78.77it/s]

 69%|██████▉   | 592/852 [00:07<00:03, 78.82it/s]

 70%|███████   | 600/852 [00:07<00:03, 78.94it/s]

 71%|███████▏  | 608/852 [00:07<00:03, 79.16it/s]

 72%|███████▏  | 616/852 [00:07<00:03, 77.17it/s]

 73%|███████▎  | 625/852 [00:07<00:02, 78.54it/s]

 74%|███████▍  | 633/852 [00:07<00:02, 77.76it/s]

 75%|███████▌  | 641/852 [00:08<00:02, 73.90it/s]

 76%|███████▋  | 650/852 [00:08<00:02, 75.98it/s]

 77%|███████▋  | 658/852 [00:08<00:02, 77.10it/s]

 78%|███████▊  | 666/852 [00:08<00:02, 76.85it/s]

 79%|███████▉  | 674/852 [00:08<00:02, 76.57it/s]

 80%|████████  | 682/852 [00:08<00:02, 76.91it/s]

 81%|████████  | 690/852 [00:08<00:02, 77.56it/s]

 82%|████████▏ | 699/852 [00:08<00:01, 78.82it/s]

 83%|████████▎ | 707/852 [00:08<00:01, 78.02it/s]

 84%|████████▍ | 716/852 [00:09<00:01, 78.90it/s]

 85%|████████▌ | 725/852 [00:09<00:01, 79.76it/s]

 86%|████████▌ | 734/852 [00:09<00:01, 81.48it/s]

 87%|████████▋ | 743/852 [00:09<00:01, 81.95it/s]

 88%|████████▊ | 752/852 [00:09<00:01, 82.60it/s]

 89%|████████▉ | 761/852 [00:09<00:01, 83.75it/s]

 90%|█████████ | 770/852 [00:09<00:00, 82.01it/s]

 91%|█████████▏| 779/852 [00:09<00:00, 81.56it/s]

 92%|█████████▏| 788/852 [00:09<00:00, 80.52it/s]

 94%|█████████▎| 797/852 [00:10<00:00, 80.46it/s]

 95%|█████████▍| 806/852 [00:10<00:00, 81.77it/s]

 96%|█████████▌| 815/852 [00:10<00:00, 80.65it/s]

 97%|█████████▋| 824/852 [00:10<00:00, 81.60it/s]

 98%|█████████▊| 833/852 [00:10<00:00, 82.33it/s]

 99%|█████████▉| 842/852 [00:10<00:00, 80.74it/s]

100%|█████████▉| 851/852 [00:10<00:00, 81.01it/s]/usr/local/lib/python3.10/dist-packages/seqeval/metrics/v1.py:57: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))

                                                  

                                                 

 10%|█         | 541/5410 [02:30<25:28,  3.18it/s]

100%|██████████| 852/852 [00:14<00:00, 81.01it/s]

                                                 [INFO|trainer.py:3503] 2024-09-06 00:11:39,040 >> Saving model checkpoint to /content/dissertation/scripts/ner/output/checkpoint-541
[INFO|configuration_utils.py:472] 2024-09-06 00:11:39,042 >> Configuration saved in /content/dissertation/scripts/ner/output/checkpoint-541/config.json
[INFO|modeling_utils.py:2799] 2024-09-06 00:11:40,402 >> Model weights saved in /content/dissertation/scripts/ner/output/checkpoint-541/model.safetensors
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:11:40,403 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/checkpoint-541/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:11:40,403 >> Special tokens file saved in /content/dissertation/scripts/ner/output/checkpoint-541/special_tokens_map.json
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:11:43,153 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:11:43,153 >> Special tokens file saved in /content/dissertation/scripts/ner/output/special_tokens_map.json

 10%|█         | 542/5410 [02:35<7:54:05,  5.84s/it]
 10%|█         | 543/5410 [02:35<5:37:39,  4.16s/it]
 10%|█         | 544/5410 [02:35<4:02:49,  2.99s/it]
 10%|█         | 545/5410 [02:35<2:55:18,  2.16s/it]
 10%|█         | 546/5410 [02:36<2:07:58,  1.58s/it]
 10%|█         | 547/5410 [02:36<1:35:06,  1.17s/it]
 10%|█         | 548/5410 [02:36<1:12:46,  1.11it/s]
 10%|█         | 549/5410 [02:36<55:36,  1.46it/s]  
 10%|█         | 550/5410 [02:37<46:04,  1.76it/s]
 10%|█         | 551/5410 [02:37<37:52,  2.14it/s]
 10%|█         | 552/5410 [02:37<37:27,  2.16it/s]
 10%|█         | 553/5410 [02:37<30:36,  2.65it/s]
 10%|█         | 554/5410 [02:38<28:47,  2.81it/s]
 10%|█         | 555/5410 [02:38<25:27,  3.18it/s]
 10%|█         | 556/5410 [02:38<23:10,  3.49it/s]
 10%|█         | 557/5410 [02:38<23:03,  3.51it/s]
 10%|█         | 558/5410 [02:39<24:37,  3.28it/s]
 10%|█         | 559/5410 [02:39<22:29,  3.59it/s]
 10%|█         | 560/5410 [02:39<20:36,  3.92it/s]
 10%|█         | 561/5410 [02:39<19:01,  4.25it/s]
 10%|█         | 562/5410 [02:40<18:26,  4.38it/s]
 10%|█         | 563/5410 [02:40<17:21,  4.65it/s]
 10%|█         | 564/5410 [02:40<18:23,  4.39it/s]
 10%|█         | 565/5410 [02:41<30:05,  2.68it/s]
 10%|█         | 566/5410 [02:41<25:51,  3.12it/s]
 10%|█         | 567/5410 [02:41<24:02,  3.36it/s]
 10%|█         | 568/5410 [02:41<21:56,  3.68it/s]
 11%|█         | 569/5410 [02:42<20:04,  4.02it/s]
 11%|█         | 570/5410 [02:42<20:34,  3.92it/s]
 11%|█         | 571/5410 [02:42<19:28,  4.14it/s]
 11%|█         | 572/5410 [02:42<21:29,  3.75it/s]
 11%|█         | 573/5410 [02:43<21:40,  3.72it/s]
 11%|█         | 574/5410 [02:43<21:01,  3.83it/s]
 11%|█         | 575/5410 [02:43<20:09,  4.00it/s]
 11%|█         | 576/5410 [02:43<20:28,  3.94it/s]
 11%|█         | 577/5410 [02:44<19:13,  4.19it/s]
 11%|█         | 578/5410 [02:44<20:41,  3.89it/s]
 11%|█         | 579/5410 [02:44<19:33,  4.12it/s]
 11%|█         | 580/5410 [02:44<20:54,  3.85it/s]
 11%|█         | 581/5410 [02:45<21:37,  3.72it/s]
 11%|█         | 582/5410 [02:45<20:32,  3.92it/s]
 11%|█         | 583/5410 [02:45<20:54,  3.85it/s]
 11%|█         | 584/5410 [02:45<19:27,  4.13it/s]
 11%|█         | 585/5410 [02:46<20:25,  3.94it/s]
 11%|█         | 586/5410 [02:46<22:31,  3.57it/s]
 11%|█         | 587/5410 [02:46<19:42,  4.08it/s]
 11%|█         | 588/5410 [02:46<19:24,  4.14it/s]
 11%|█         | 589/5410 [02:47<20:26,  3.93it/s]
 11%|█         | 590/5410 [02:47<22:02,  3.64it/s]
 11%|█         | 591/5410 [02:47<20:31,  3.91it/s]
 11%|█         | 592/5410 [02:47<20:25,  3.93it/s]
 11%|█         | 593/5410 [02:48<20:56,  3.84it/s]
 11%|█         | 594/5410 [02:48<19:38,  4.09it/s]
 11%|█         | 595/5410 [02:48<25:54,  3.10it/s]
 11%|█         | 596/5410 [02:49<23:08,  3.47it/s]
 11%|█         | 597/5410 [02:49<23:27,  3.42it/s]
 11%|█         | 598/5410 [02:49<21:04,  3.80it/s]
 11%|█         | 599/5410 [02:49<18:54,  4.24it/s]
 11%|█         | 600/5410 [02:50<18:03,  4.44it/s]
 11%|█         | 601/5410 [02:50<18:32,  4.32it/s]
 11%|█         | 602/5410 [02:50<19:35,  4.09it/s]
 11%|█         | 603/5410 [02:50<18:53,  4.24it/s]
 11%|█         | 604/5410 [02:50<17:06,  4.68it/s]
 11%|█         | 605/5410 [02:51<18:28,  4.34it/s]
 11%|█         | 606/5410 [02:51<18:37,  4.30it/s]
 11%|█         | 607/5410 [02:51<18:19,  4.37it/s]
 11%|█         | 608/5410 [02:51<19:04,  4.20it/s]
 11%|█▏        | 609/5410 [02:52<19:27,  4.11it/s]
 11%|█▏        | 610/5410 [02:52<21:04,  3.79it/s]
 11%|█▏        | 611/5410 [02:52<19:22,  4.13it/s]
 11%|█▏        | 612/5410 [02:53<21:53,  3.65it/s]
 11%|█▏        | 613/5410 [02:53<20:27,  3.91it/s]
 11%|█▏        | 614/5410 [02:53<18:38,  4.29it/s]
 11%|█▏        | 615/5410 [02:53<17:46,  4.50it/s]
 11%|█▏        | 616/5410 [02:53<17:53,  4.47it/s]
 11%|█▏        | 617/5410 [02:54<18:19,  4.36it/s]
 11%|█▏        | 618/5410 [02:54<18:31,  4.31it/s]
 11%|█▏        | 619/5410 [02:54<16:54,  4.72it/s]
 11%|█▏        | 620/5410 [02:54<16:57,  4.71it/s]
 11%|█▏        | 621/5410 [02:54<16:49,  4.74it/s]
 11%|█▏        | 622/5410 [02:55<15:59,  4.99it/s]
 12%|█▏        | 623/5410 [02:55<16:15,  4.91it/s]
 12%|█▏        | 624/5410 [02:55<15:58,  4.99it/s]
 12%|█▏        | 625/5410 [02:55<15:26,  5.16it/s]
 12%|█▏        | 626/5410 [02:55<16:42,  4.77it/s]
 12%|█▏        | 627/5410 [02:56<19:24,  4.11it/s]
 12%|█▏        | 628/5410 [02:56<20:09,  3.95it/s]
 12%|█▏        | 629/5410 [02:56<20:03,  3.97it/s]
 12%|█▏        | 630/5410 [02:57<19:47,  4.02it/s]
 12%|█▏        | 631/5410 [02:57<18:45,  4.25it/s]
 12%|█▏        | 632/5410 [02:57<19:36,  4.06it/s]
 12%|█▏        | 633/5410 [02:57<19:53,  4.00it/s]
 12%|█▏        | 634/5410 [02:57<18:21,  4.34it/s]
 12%|█▏        | 635/5410 [02:58<17:52,  4.45it/s]
 12%|█▏        | 636/5410 [02:58<17:08,  4.64it/s]
 12%|█▏        | 637/5410 [02:58<16:18,  4.88it/s]
 12%|█▏        | 638/5410 [02:58<16:09,  4.92it/s]
 12%|█▏        | 639/5410 [02:58<15:58,  4.98it/s]
 12%|█▏        | 640/5410 [02:59<23:17,  3.41it/s]
 12%|█▏        | 641/5410 [02:59<23:11,  3.43it/s]
 12%|█▏        | 642/5410 [02:59<22:25,  3.54it/s]
 12%|█▏        | 643/5410 [03:00<22:22,  3.55it/s]
 12%|█▏        | 644/5410 [03:00<21:11,  3.75it/s]
 12%|█▏        | 645/5410 [03:00<21:50,  3.64it/s]
 12%|█▏        | 646/5410 [03:00<20:21,  3.90it/s]
 12%|█▏        | 647/5410 [03:01<20:14,  3.92it/s]
 12%|█▏        | 648/5410 [03:01<19:24,  4.09it/s]
 12%|█▏        | 649/5410 [03:01<17:56,  4.42it/s]
 12%|█▏        | 650/5410 [03:01<17:49,  4.45it/s]
 12%|█▏        | 651/5410 [03:02<17:40,  4.49it/s]
 12%|█▏        | 652/5410 [03:02<17:13,  4.60it/s]
 12%|█▏        | 653/5410 [03:02<19:14,  4.12it/s]
 12%|█▏        | 654/5410 [03:02<19:30,  4.06it/s]
 12%|█▏        | 655/5410 [03:03<18:31,  4.28it/s]
 12%|█▏        | 656/5410 [03:03<18:31,  4.28it/s]
 12%|█▏        | 657/5410 [03:03<16:53,  4.69it/s]
 12%|█▏        | 658/5410 [03:03<16:36,  4.77it/s]
 12%|█▏        | 659/5410 [03:03<15:48,  5.01it/s]
 12%|█▏        | 660/5410 [03:04<15:56,  4.97it/s]
 12%|█▏        | 661/5410 [03:04<19:09,  4.13it/s]
 12%|█▏        | 662/5410 [03:04<20:22,  3.89it/s]
 12%|█▏        | 663/5410 [03:04<20:21,  3.89it/s]
 12%|█▏        | 664/5410 [03:05<18:44,  4.22it/s]
 12%|█▏        | 665/5410 [03:05<18:17,  4.32it/s]
 12%|█▏        | 666/5410 [03:05<18:15,  4.33it/s]
 12%|█▏        | 667/5410 [03:05<17:32,  4.50it/s]
 12%|█▏        | 668/5410 [03:06<20:56,  3.78it/s]
 12%|█▏        | 669/5410 [03:06<20:08,  3.92it/s]
 12%|█▏        | 670/5410 [03:06<20:21,  3.88it/s]
 12%|█▏        | 671/5410 [03:06<18:36,  4.24it/s]
 12%|█▏        | 672/5410 [03:07<18:06,  4.36it/s]
 12%|█▏        | 673/5410 [03:07<18:48,  4.20it/s]
 12%|█▏        | 674/5410 [03:07<17:31,  4.50it/s]
 12%|█▏        | 675/5410 [03:07<18:23,  4.29it/s]
 12%|█▏        | 676/5410 [03:07<18:22,  4.29it/s]
 13%|█▎        | 677/5410 [03:08<18:20,  4.30it/s]
 13%|█▎        | 678/5410 [03:08<18:53,  4.17it/s]
 13%|█▎        | 679/5410 [03:08<18:52,  4.18it/s]
 13%|█▎        | 680/5410 [03:08<19:15,  4.09it/s]
 13%|█▎        | 681/5410 [03:09<18:48,  4.19it/s]
 13%|█▎        | 682/5410 [03:09<18:21,  4.29it/s]
 13%|█▎        | 683/5410 [03:09<17:14,  4.57it/s]
 13%|█▎        | 684/5410 [03:09<15:57,  4.93it/s]
 13%|█▎        | 685/5410 [03:09<16:44,  4.70it/s]
 13%|█▎        | 686/5410 [03:10<19:59,  3.94it/s]
 13%|█▎        | 687/5410 [03:10<22:38,  3.48it/s]
 13%|█▎        | 688/5410 [03:10<20:49,  3.78it/s]
 13%|█▎        | 689/5410 [03:11<23:48,  3.31it/s]
 13%|█▎        | 690/5410 [03:11<21:11,  3.71it/s]
 13%|█▎        | 691/5410 [03:11<21:53,  3.59it/s]
 13%|█▎        | 692/5410 [03:12<21:16,  3.70it/s]
 13%|█▎        | 693/5410 [03:12<23:36,  3.33it/s]
 13%|█▎        | 694/5410 [03:12<22:56,  3.43it/s]
 13%|█▎        | 695/5410 [03:12<21:04,  3.73it/s]
 13%|█▎        | 696/5410 [03:13<19:28,  4.03it/s]
 13%|█▎        | 697/5410 [03:13<19:35,  4.01it/s]
 13%|█▎        | 698/5410 [03:13<22:04,  3.56it/s]
 13%|█▎        | 699/5410 [03:13<21:48,  3.60it/s]
 13%|█▎        | 700/5410 [03:14<21:12,  3.70it/s]
 13%|█▎        | 701/5410 [03:14<19:46,  3.97it/s]
 13%|█▎        | 702/5410 [03:14<19:39,  3.99it/s]
 13%|█▎        | 703/5410 [03:14<18:43,  4.19it/s]
 13%|█▎        | 704/5410 [03:15<18:05,  4.33it/s]
 13%|█▎        | 705/5410 [03:15<17:44,  4.42it/s]
 13%|█▎        | 706/5410 [03:15<17:09,  4.57it/s]
 13%|█▎        | 707/5410 [03:15<17:09,  4.57it/s]
 13%|█▎        | 708/5410 [03:16<19:23,  4.04it/s]
 13%|█▎        | 709/5410 [03:16<20:11,  3.88it/s]
 13%|█▎        | 710/5410 [03:16<19:34,  4.00it/s]
 13%|█▎        | 711/5410 [03:16<19:31,  4.01it/s]
 13%|█▎        | 712/5410 [03:17<21:13,  3.69it/s]
 13%|█▎        | 713/5410 [03:17<19:21,  4.05it/s]
 13%|█▎        | 714/5410 [03:17<18:45,  4.17it/s]
 13%|█▎        | 715/5410 [03:17<18:31,  4.22it/s]
 13%|█▎        | 716/5410 [03:18<18:53,  4.14it/s]
 13%|█▎        | 717/5410 [03:18<19:25,  4.03it/s]
 13%|█▎        | 718/5410 [03:18<18:56,  4.13it/s]
 13%|█▎        | 719/5410 [03:18<19:04,  4.10it/s]
 13%|█▎        | 720/5410 [03:19<29:15,  2.67it/s]
 13%|█▎        | 721/5410 [03:19<26:22,  2.96it/s]
 13%|█▎        | 722/5410 [03:19<22:49,  3.42it/s]
 13%|█▎        | 723/5410 [03:20<19:52,  3.93it/s]
 13%|█▎        | 724/5410 [03:20<17:49,  4.38it/s]
 13%|█▎        | 725/5410 [03:20<18:36,  4.20it/s]
 13%|█▎        | 726/5410 [03:20<23:12,  3.36it/s]
 13%|█▎        | 727/5410 [03:21<23:09,  3.37it/s]
 13%|█▎        | 728/5410 [03:21<21:27,  3.64it/s]
 13%|█▎        | 729/5410 [03:21<19:14,  4.06it/s]
 13%|█▎        | 730/5410 [03:21<19:38,  3.97it/s]
 14%|█▎        | 731/5410 [03:22<21:25,  3.64it/s]
 14%|█▎        | 732/5410 [03:22<22:15,  3.50it/s]
 14%|█▎        | 733/5410 [03:22<23:29,  3.32it/s]
 14%|█▎        | 734/5410 [03:23<23:02,  3.38it/s]
 14%|█▎        | 735/5410 [03:23<21:57,  3.55it/s]
 14%|█▎        | 736/5410 [03:23<21:45,  3.58it/s]
 14%|█▎        | 737/5410 [03:23<22:55,  3.40it/s]
 14%|█▎        | 738/5410 [03:24<20:18,  3.83it/s]
 14%|█▎        | 739/5410 [03:24<20:01,  3.89it/s]
 14%|█▎        | 740/5410 [03:24<19:20,  4.02it/s]
 14%|█▎        | 741/5410 [03:24<19:55,  3.91it/s]
 14%|█▎        | 742/5410 [03:25<18:45,  4.15it/s]
 14%|█▎        | 743/5410 [03:25<18:31,  4.20it/s]
 14%|█▍        | 744/5410 [03:25<17:34,  4.43it/s]
 14%|█▍        | 745/5410 [03:25<18:28,  4.21it/s]
 14%|█▍        | 746/5410 [03:26<17:45,  4.38it/s]
 14%|█▍        | 747/5410 [03:26<19:26,  4.00it/s]
 14%|█▍        | 748/5410 [03:26<17:48,  4.36it/s]
 14%|█▍        | 749/5410 [03:26<17:43,  4.38it/s]
 14%|█▍        | 750/5410 [03:27<25:11,  3.08it/s]
 14%|█▍        | 751/5410 [03:27<23:39,  3.28it/s]
 14%|█▍        | 752/5410 [03:27<21:31,  3.61it/s]
 14%|█▍        | 753/5410 [03:28<21:45,  3.57it/s]
 14%|█▍        | 754/5410 [03:28<21:04,  3.68it/s]
 14%|█▍        | 755/5410 [03:28<19:54,  3.90it/s]
 14%|█▍        | 756/5410 [03:28<18:38,  4.16it/s]
 14%|█▍        | 757/5410 [03:28<16:48,  4.61it/s]
 14%|█▍        | 758/5410 [03:29<16:43,  4.64it/s]
 14%|█▍        | 759/5410 [03:29<16:35,  4.67it/s]
 14%|█▍        | 760/5410 [03:29<16:30,  4.70it/s]
 14%|█▍        | 761/5410 [03:29<19:39,  3.94it/s]
 14%|█▍        | 762/5410 [03:30<20:18,  3.81it/s]
 14%|█▍        | 763/5410 [03:30<19:36,  3.95it/s]
 14%|█▍        | 764/5410 [03:30<21:54,  3.53it/s]
 14%|█▍        | 765/5410 [03:31<25:04,  3.09it/s]
 14%|█▍        | 766/5410 [03:31<22:10,  3.49it/s]
 14%|█▍        | 767/5410 [03:31<21:06,  3.67it/s]
 14%|█▍        | 768/5410 [03:31<19:55,  3.88it/s]
 14%|█▍        | 769/5410 [03:32<27:39,  2.80it/s]
 14%|█▍        | 770/5410 [03:32<26:09,  2.96it/s]
 14%|█▍        | 771/5410 [03:32<22:44,  3.40it/s]
 14%|█▍        | 772/5410 [03:33<21:14,  3.64it/s]
 14%|█▍        | 773/5410 [03:33<19:27,  3.97it/s]
 14%|█▍        | 774/5410 [03:33<19:52,  3.89it/s]
 14%|█▍        | 775/5410 [03:33<19:15,  4.01it/s]
 14%|█▍        | 776/5410 [03:34<18:51,  4.10it/s]
 14%|█▍        | 777/5410 [03:34<18:50,  4.10it/s]
 14%|█▍        | 778/5410 [03:34<18:28,  4.18it/s]
 14%|█▍        | 779/5410 [03:34<18:51,  4.09it/s]
 14%|█▍        | 780/5410 [03:35<19:42,  3.92it/s]
 14%|█▍        | 781/5410 [03:35<18:12,  4.24it/s]
 14%|█▍        | 782/5410 [03:35<18:18,  4.21it/s]
 14%|█▍        | 783/5410 [03:36<30:18,  2.54it/s]
 14%|█▍        | 784/5410 [03:36<27:43,  2.78it/s]
 15%|█▍        | 785/5410 [03:36<24:32,  3.14it/s]
 15%|█▍        | 786/5410 [03:36<21:44,  3.54it/s]
 15%|█▍        | 787/5410 [03:37<19:55,  3.87it/s]
 15%|█▍        | 788/5410 [03:37<22:15,  3.46it/s]
 15%|█▍        | 789/5410 [03:37<21:18,  3.61it/s]
 15%|█▍        | 790/5410 [03:38<21:52,  3.52it/s]
 15%|█▍        | 791/5410 [03:38<24:53,  3.09it/s]
 15%|█▍        | 792/5410 [03:38<22:25,  3.43it/s]
 15%|█▍        | 793/5410 [03:38<22:35,  3.41it/s]
 15%|█▍        | 794/5410 [03:39<22:48,  3.37it/s]
 15%|█▍        | 795/5410 [03:39<22:22,  3.44it/s]
 15%|█▍        | 796/5410 [03:39<20:41,  3.72it/s]
 15%|█▍        | 797/5410 [03:40<22:01,  3.49it/s]
 15%|█▍        | 798/5410 [03:40<21:41,  3.54it/s]
 15%|█▍        | 799/5410 [03:40<21:11,  3.63it/s]
 15%|█▍        | 800/5410 [03:40<19:39,  3.91it/s]
 15%|█▍        | 801/5410 [03:41<17:15,  4.45it/s]
 15%|█▍        | 802/5410 [03:41<16:56,  4.53it/s]
 15%|█▍        | 803/5410 [03:41<18:24,  4.17it/s]
 15%|█▍        | 804/5410 [03:41<18:38,  4.12it/s]
 15%|█▍        | 805/5410 [03:41<18:13,  4.21it/s]
 15%|█▍        | 806/5410 [03:42<18:48,  4.08it/s]
 15%|█▍        | 807/5410 [03:42<17:11,  4.46it/s]
 15%|█▍        | 808/5410 [03:42<16:39,  4.61it/s]
 15%|█▍        | 809/5410 [03:42<18:17,  4.19it/s]
 15%|█▍        | 810/5410 [03:43<17:46,  4.31it/s]
 15%|█▍        | 811/5410 [03:43<18:18,  4.19it/s]
 15%|█▌        | 812/5410 [03:43<17:17,  4.43it/s]
 15%|█▌        | 813/5410 [03:43<18:30,  4.14it/s]
 15%|█▌        | 814/5410 [03:44<17:42,  4.33it/s]
 15%|█▌        | 815/5410 [03:44<16:37,  4.61it/s]
 15%|█▌        | 816/5410 [03:44<18:06,  4.23it/s]
 15%|█▌        | 817/5410 [03:44<17:15,  4.44it/s]
 15%|█▌        | 818/5410 [03:45<19:18,  3.96it/s]
 15%|█▌        | 819/5410 [03:45<18:46,  4.07it/s]
 15%|█▌        | 820/5410 [03:45<17:53,  4.28it/s]
 15%|█▌        | 821/5410 [03:45<16:55,  4.52it/s]
 15%|█▌        | 822/5410 [03:45<15:50,  4.83it/s]
 15%|█▌        | 823/5410 [03:46<16:05,  4.75it/s]
 15%|█▌        | 824/5410 [03:46<16:50,  4.54it/s]
 15%|█▌        | 825/5410 [03:46<15:58,  4.78it/s]
 15%|█▌        | 826/5410 [03:46<16:42,  4.57it/s]
 15%|█▌        | 827/5410 [03:46<16:31,  4.62it/s]
 15%|█▌        | 828/5410 [03:47<18:32,  4.12it/s]
 15%|█▌        | 829/5410 [03:47<19:36,  3.89it/s]
 15%|█▌        | 830/5410 [03:47<18:45,  4.07it/s]
 15%|█▌        | 831/5410 [03:47<17:47,  4.29it/s]
 15%|█▌        | 832/5410 [03:48<18:28,  4.13it/s]
 15%|█▌        | 833/5410 [03:48<18:15,  4.18it/s]
 15%|█▌        | 834/5410 [03:48<19:01,  4.01it/s]
 15%|█▌        | 835/5410 [03:49<21:26,  3.56it/s]
 15%|█▌        | 836/5410 [03:49<20:27,  3.73it/s]
 15%|█▌        | 837/5410 [03:49<19:20,  3.94it/s]
 15%|█▌        | 838/5410 [03:49<19:25,  3.92it/s]
 16%|█▌        | 839/5410 [03:50<18:53,  4.03it/s]
 16%|█▌        | 840/5410 [03:50<17:44,  4.29it/s]
 16%|█▌        | 841/5410 [03:50<21:09,  3.60it/s]
 16%|█▌        | 842/5410 [03:50<21:46,  3.50it/s]
 16%|█▌        | 843/5410 [03:51<22:00,  3.46it/s]
 16%|█▌        | 844/5410 [03:51<20:38,  3.69it/s]
 16%|█▌        | 845/5410 [03:51<18:53,  4.03it/s]
 16%|█▌        | 846/5410 [03:52<22:07,  3.44it/s]
 16%|█▌        | 847/5410 [03:52<20:05,  3.79it/s]
 16%|█▌        | 848/5410 [03:52<18:50,  4.04it/s]
 16%|█▌        | 849/5410 [03:52<17:50,  4.26it/s]
 16%|█▌        | 850/5410 [03:52<17:32,  4.33it/s]
 16%|█▌        | 851/5410 [03:53<21:45,  3.49it/s]
 16%|█▌        | 852/5410 [03:53<20:29,  3.71it/s]
 16%|█▌        | 853/5410 [03:53<20:11,  3.76it/s]
 16%|█▌        | 854/5410 [03:53<17:46,  4.27it/s]
 16%|█▌        | 855/5410 [03:54<16:45,  4.53it/s]
 16%|█▌        | 856/5410 [03:54<15:18,  4.96it/s]
 16%|█▌        | 857/5410 [03:54<14:51,  5.11it/s]
 16%|█▌        | 858/5410 [03:54<15:42,  4.83it/s]
 16%|█▌        | 859/5410 [03:54<15:08,  5.01it/s]
 16%|█▌        | 860/5410 [03:55<19:00,  3.99it/s]
 16%|█▌        | 861/5410 [03:55<18:14,  4.16it/s]
 16%|█▌        | 862/5410 [03:55<17:51,  4.24it/s]
 16%|█▌        | 863/5410 [03:55<18:05,  4.19it/s]
 16%|█▌        | 864/5410 [03:56<20:56,  3.62it/s]
 16%|█▌        | 865/5410 [03:56<20:06,  3.77it/s]
 16%|█▌        | 866/5410 [03:56<19:26,  3.89it/s]
 16%|█▌        | 867/5410 [03:56<18:37,  4.06it/s]
 16%|█▌        | 868/5410 [03:57<19:23,  3.90it/s]
 16%|█▌        | 869/5410 [03:57<18:49,  4.02it/s]
 16%|█▌        | 870/5410 [03:57<19:30,  3.88it/s]
 16%|█▌        | 871/5410 [03:58<18:54,  4.00it/s]
 16%|█▌        | 872/5410 [03:58<17:54,  4.22it/s]
 16%|█▌        | 873/5410 [03:58<16:51,  4.49it/s]
 16%|█▌        | 874/5410 [03:58<16:23,  4.61it/s]
 16%|█▌        | 875/5410 [03:58<16:00,  4.72it/s]
 16%|█▌        | 876/5410 [03:59<20:12,  3.74it/s]
 16%|█▌        | 877/5410 [03:59<18:22,  4.11it/s]
 16%|█▌        | 878/5410 [03:59<17:22,  4.35it/s]
 16%|█▌        | 879/5410 [03:59<16:19,  4.63it/s]
 16%|█▋        | 880/5410 [03:59<15:40,  4.81it/s]
 16%|█▋        | 881/5410 [04:00<15:21,  4.91it/s]
 16%|█▋        | 882/5410 [04:00<17:29,  4.31it/s]
 16%|█▋        | 883/5410 [04:00<17:25,  4.33it/s]
 16%|█▋        | 884/5410 [04:00<17:15,  4.37it/s]
 16%|█▋        | 885/5410 [04:01<16:50,  4.48it/s]
 16%|█▋        | 886/5410 [04:01<17:34,  4.29it/s]
 16%|█▋        | 887/5410 [04:01<18:03,  4.18it/s]
 16%|█▋        | 888/5410 [04:01<17:58,  4.19it/s]
 16%|█▋        | 889/5410 [04:02<17:22,  4.33it/s]
 16%|█▋        | 890/5410 [04:02<21:34,  3.49it/s]
 16%|█▋        | 891/5410 [04:02<19:49,  3.80it/s]
 16%|█▋        | 892/5410 [04:02<18:22,  4.10it/s]
 17%|█▋        | 893/5410 [04:03<16:43,  4.50it/s]
 17%|█▋        | 894/5410 [04:03<18:54,  3.98it/s]
 17%|█▋        | 895/5410 [04:03<18:34,  4.05it/s]
 17%|█▋        | 896/5410 [04:03<17:09,  4.38it/s]
 17%|█▋        | 897/5410 [04:04<18:11,  4.13it/s]
 17%|█▋        | 898/5410 [04:04<18:04,  4.16it/s]
 17%|█▋        | 899/5410 [04:04<24:18,  3.09it/s]
 17%|█▋        | 900/5410 [04:05<21:56,  3.43it/s]
 17%|█▋        | 901/5410 [04:05<22:36,  3.32it/s]
 17%|█▋        | 902/5410 [04:05<20:18,  3.70it/s]
 17%|█▋        | 903/5410 [04:05<19:32,  3.84it/s]
 17%|█▋        | 904/5410 [04:06<20:28,  3.67it/s]
 17%|█▋        | 905/5410 [04:06<22:52,  3.28it/s]
 17%|█▋        | 906/5410 [04:06<22:01,  3.41it/s]
 17%|█▋        | 907/5410 [04:07<20:50,  3.60it/s]
 17%|█▋        | 908/5410 [04:07<19:20,  3.88it/s]
 17%|█▋        | 909/5410 [04:07<18:18,  4.10it/s]
 17%|█▋        | 910/5410 [04:07<21:33,  3.48it/s]
 17%|█▋        | 911/5410 [04:08<20:13,  3.71it/s]
 17%|█▋        | 912/5410 [04:08<21:23,  3.50it/s]
 17%|█▋        | 913/5410 [04:08<20:48,  3.60it/s]
 17%|█▋        | 914/5410 [04:08<20:53,  3.59it/s]
 17%|█▋        | 915/5410 [04:09<20:59,  3.57it/s]
 17%|█▋        | 916/5410 [04:09<20:03,  3.73it/s]
 17%|█▋        | 917/5410 [04:09<19:44,  3.79it/s]
 17%|█▋        | 918/5410 [04:10<21:09,  3.54it/s]
 17%|█▋        | 919/5410 [04:10<20:52,  3.58it/s]
 17%|█▋        | 920/5410 [04:10<19:57,  3.75it/s]
 17%|█▋        | 921/5410 [04:10<19:43,  3.79it/s]
 17%|█▋        | 922/5410 [04:11<20:31,  3.64it/s]
 17%|█▋        | 923/5410 [04:11<20:49,  3.59it/s]
 17%|█▋        | 924/5410 [04:11<20:41,  3.61it/s]
 17%|█▋        | 925/5410 [04:11<18:33,  4.03it/s]
 17%|█▋        | 926/5410 [04:12<19:08,  3.90it/s]
 17%|█▋        | 927/5410 [04:12<17:50,  4.19it/s]
 17%|█▋        | 928/5410 [04:12<18:52,  3.96it/s]
 17%|█▋        | 929/5410 [04:12<19:32,  3.82it/s]
 17%|█▋        | 930/5410 [04:13<18:26,  4.05it/s]
 17%|█▋        | 931/5410 [04:13<18:40,  4.00it/s]
 17%|█▋        | 932/5410 [04:13<17:47,  4.20it/s]
 17%|█▋        | 933/5410 [04:13<18:45,  3.98it/s]
 17%|█▋        | 934/5410 [04:14<19:10,  3.89it/s]
 17%|█▋        | 935/5410 [04:14<18:07,  4.11it/s]
 17%|█▋        | 936/5410 [04:14<17:50,  4.18it/s]
 17%|█▋        | 937/5410 [04:14<17:20,  4.30it/s]
 17%|█▋        | 938/5410 [04:14<16:39,  4.47it/s]
 17%|█▋        | 939/5410 [04:15<17:12,  4.33it/s]
 17%|█▋        | 940/5410 [04:15<18:11,  4.10it/s]
 17%|█▋        | 941/5410 [04:16<24:30,  3.04it/s]
 17%|█▋        | 942/5410 [04:16<23:38,  3.15it/s]
 17%|█▋        | 943/5410 [04:16<21:35,  3.45it/s]
 17%|█▋        | 944/5410 [04:16<18:42,  3.98it/s]
 17%|█▋        | 945/5410 [04:16<19:30,  3.81it/s]
 17%|█▋        | 946/5410 [04:17<18:07,  4.10it/s]
 18%|█▊        | 947/5410 [04:17<19:23,  3.84it/s]
 18%|█▊        | 948/5410 [04:17<19:06,  3.89it/s]
 18%|█▊        | 949/5410 [04:17<18:24,  4.04it/s]
 18%|█▊        | 950/5410 [04:18<17:05,  4.35it/s]
 18%|█▊        | 951/5410 [04:18<19:16,  3.85it/s]
 18%|█▊        | 952/5410 [04:18<18:13,  4.08it/s]
 18%|█▊        | 953/5410 [04:18<17:16,  4.30it/s]
 18%|█▊        | 954/5410 [04:19<16:42,  4.45it/s]
 18%|█▊        | 955/5410 [04:19<16:09,  4.60it/s]
 18%|█▊        | 956/5410 [04:19<16:30,  4.49it/s]
 18%|█▊        | 957/5410 [04:19<16:55,  4.39it/s]
 18%|█▊        | 958/5410 [04:20<20:06,  3.69it/s]
 18%|█▊        | 959/5410 [04:20<19:01,  3.90it/s]
 18%|█▊        | 960/5410 [04:20<18:17,  4.05it/s]
 18%|█▊        | 961/5410 [04:20<18:25,  4.02it/s]
 18%|█▊        | 962/5410 [04:21<18:16,  4.06it/s]
 18%|█▊        | 963/5410 [04:21<19:15,  3.85it/s]
 18%|█▊        | 964/5410 [04:21<21:06,  3.51it/s]
 18%|█▊        | 965/5410 [04:21<19:15,  3.85it/s]
 18%|█▊        | 966/5410 [04:22<19:22,  3.82it/s]
 18%|█▊        | 967/5410 [04:22<18:19,  4.04it/s]
 18%|█▊        | 968/5410 [04:22<18:55,  3.91it/s]
 18%|█▊        | 969/5410 [04:22<18:28,  4.01it/s]
 18%|█▊        | 970/5410 [04:23<17:37,  4.20it/s]
 18%|█▊        | 971/5410 [04:23<17:06,  4.33it/s]
 18%|█▊        | 972/5410 [04:23<17:37,  4.20it/s]
 18%|█▊        | 973/5410 [04:23<16:36,  4.45it/s]
 18%|█▊        | 974/5410 [04:23<15:30,  4.77it/s]
 18%|█▊        | 975/5410 [04:24<16:17,  4.54it/s]
 18%|█▊        | 976/5410 [04:24<16:27,  4.49it/s]
 18%|█▊        | 977/5410 [04:24<16:03,  4.60it/s]
 18%|█▊        | 978/5410 [04:24<16:09,  4.57it/s]
 18%|█▊        | 979/5410 [04:25<15:15,  4.84it/s]
 18%|█▊        | 980/5410 [04:25<16:26,  4.49it/s]
 18%|█▊        | 981/5410 [04:25<16:06,  4.58it/s]
 18%|█▊        | 982/5410 [04:25<16:34,  4.45it/s]
 18%|█▊        | 983/5410 [04:25<15:21,  4.80it/s]
 18%|█▊        | 984/5410 [04:26<18:04,  4.08it/s]
 18%|█▊        | 985/5410 [04:26<17:15,  4.27it/s]
 18%|█▊        | 986/5410 [04:26<19:32,  3.77it/s]
 18%|█▊        | 987/5410 [04:27<21:09,  3.49it/s]
 18%|█▊        | 988/5410 [04:27<20:32,  3.59it/s]
 18%|█▊        | 989/5410 [04:27<21:31,  3.42it/s]
 18%|█▊        | 990/5410 [04:28<21:58,  3.35it/s]
 18%|█▊        | 991/5410 [04:28<18:49,  3.91it/s]
 18%|█▊        | 992/5410 [04:28<16:34,  4.44it/s]
 18%|█▊        | 993/5410 [04:28<16:35,  4.44it/s]
 18%|█▊        | 994/5410 [04:28<17:02,  4.32it/s]
 18%|█▊        | 995/5410 [04:29<21:57,  3.35it/s]
 18%|█▊        | 996/5410 [04:29<22:23,  3.28it/s]
 18%|█▊        | 997/5410 [04:29<20:07,  3.65it/s]
 18%|█▊        | 998/5410 [04:30<20:24,  3.60it/s]
 18%|█▊        | 999/5410 [04:30<19:16,  3.81it/s]
 18%|█▊        | 1000/5410 [04:30<17:12,  4.27it/s]
                                                   

 18%|█▊        | 1000/5410 [04:30<17:12,  4.27it/s]
 19%|█▊        | 1001/5410 [04:30<16:20,  4.50it/s]
 19%|█▊        | 1002/5410 [04:30<16:04,  4.57it/s]
 19%|█▊        | 1003/5410 [04:31<15:46,  4.66it/s]
 19%|█▊        | 1004/5410 [04:31<19:13,  3.82it/s]
 19%|█▊        | 1005/5410 [04:31<19:09,  3.83it/s]
 19%|█▊        | 1006/5410 [04:31<18:37,  3.94it/s]
 19%|█▊        | 1007/5410 [04:32<17:40,  4.15it/s]
 19%|█▊        | 1008/5410 [04:32<18:09,  4.04it/s]
 19%|█▊        | 1009/5410 [04:32<16:31,  4.44it/s]
 19%|█▊        | 1010/5410 [04:32<15:29,  4.73it/s]
 19%|█▊        | 1011/5410 [04:33<17:19,  4.23it/s]
 19%|█▊        | 1012/5410 [04:33<16:14,  4.51it/s]
 19%|█▊        | 1013/5410 [04:33<16:29,  4.44it/s]
 19%|█▊        | 1014/5410 [04:33<20:09,  3.64it/s]
 19%|█▉        | 1015/5410 [04:34<18:05,  4.05it/s]
 19%|█▉        | 1016/5410 [04:34<17:56,  4.08it/s]
 19%|█▉        | 1017/5410 [04:34<21:11,  3.46it/s]
 19%|█▉        | 1018/5410 [04:34<19:34,  3.74it/s]
 19%|█▉        | 1019/5410 [04:35<19:32,  3.75it/s]
 19%|█▉        | 1020/5410 [04:35<19:23,  3.77it/s]
 19%|█▉        | 1021/5410 [04:35<20:25,  3.58it/s]
 19%|█▉        | 1022/5410 [04:35<18:30,  3.95it/s]
 19%|█▉        | 1023/5410 [04:36<17:11,  4.25it/s]
 19%|█▉        | 1024/5410 [04:36<16:52,  4.33it/s]
 19%|█▉        | 1025/5410 [04:36<17:33,  4.16it/s]
 19%|█▉        | 1026/5410 [04:36<17:04,  4.28it/s]
 19%|█▉        | 1027/5410 [04:37<16:20,  4.47it/s]
 19%|█▉        | 1028/5410 [04:37<19:16,  3.79it/s]
 19%|█▉        | 1029/5410 [04:37<21:07,  3.46it/s]
 19%|█▉        | 1030/5410 [04:37<19:06,  3.82it/s]
 19%|█▉        | 1031/5410 [04:38<17:59,  4.06it/s]
 19%|█▉        | 1032/5410 [04:38<17:16,  4.22it/s]
 19%|█▉        | 1033/5410 [04:38<16:57,  4.30it/s]
 19%|█▉        | 1034/5410 [04:38<18:10,  4.01it/s]
 19%|█▉        | 1035/5410 [04:39<17:17,  4.22it/s]
 19%|█▉        | 1036/5410 [04:39<16:40,  4.37it/s]
 19%|█▉        | 1037/5410 [04:39<15:10,  4.80it/s]
 19%|█▉        | 1038/5410 [04:39<16:36,  4.39it/s]
 19%|█▉        | 1039/5410 [04:39<16:00,  4.55it/s]
 19%|█▉        | 1040/5410 [04:40<15:43,  4.63it/s]
 19%|█▉        | 1041/5410 [04:40<15:12,  4.79it/s]
 19%|█▉        | 1042/5410 [04:40<18:44,  3.88it/s]
 19%|█▉        | 1043/5410 [04:40<19:00,  3.83it/s]
 19%|█▉        | 1044/5410 [04:41<21:28,  3.39it/s]
 19%|█▉        | 1045/5410 [04:41<19:27,  3.74it/s]
 19%|█▉        | 1046/5410 [04:41<20:59,  3.47it/s]
 19%|█▉        | 1047/5410 [04:42<19:08,  3.80it/s]
 19%|█▉        | 1048/5410 [04:42<18:40,  3.89it/s]
 19%|█▉        | 1049/5410 [04:42<18:42,  3.89it/s]
 19%|█▉        | 1050/5410 [04:42<18:48,  3.86it/s]
 19%|█▉        | 1051/5410 [04:43<20:13,  3.59it/s]
 19%|█▉        | 1052/5410 [04:43<20:51,  3.48it/s]
 19%|█▉        | 1053/5410 [04:43<19:36,  3.70it/s]
 19%|█▉        | 1054/5410 [04:44<21:02,  3.45it/s]
 20%|█▉        | 1055/5410 [04:44<20:08,  3.60it/s]
 20%|█▉        | 1056/5410 [04:44<17:48,  4.08it/s]
 20%|█▉        | 1057/5410 [04:44<16:57,  4.28it/s]
 20%|█▉        | 1058/5410 [04:44<19:17,  3.76it/s]
 20%|█▉        | 1059/5410 [04:45<17:39,  4.11it/s]
 20%|█▉        | 1060/5410 [04:45<16:42,  4.34it/s]
 20%|█▉        | 1061/5410 [04:45<17:03,  4.25it/s]
 20%|█▉        | 1062/5410 [04:45<17:01,  4.26it/s]
 20%|█▉        | 1063/5410 [04:46<16:02,  4.52it/s]
 20%|█▉        | 1064/5410 [04:46<15:47,  4.59it/s]
 20%|█▉        | 1065/5410 [04:46<17:42,  4.09it/s]
 20%|█▉        | 1066/5410 [04:46<16:42,  4.33it/s]
 20%|█▉        | 1067/5410 [04:47<17:01,  4.25it/s]
 20%|█▉        | 1068/5410 [04:47<16:59,  4.26it/s]
 20%|█▉        | 1069/5410 [04:47<16:43,  4.33it/s]
 20%|█▉        | 1070/5410 [04:47<17:14,  4.19it/s]
 20%|█▉        | 1071/5410 [04:47<17:46,  4.07it/s]
 20%|█▉        | 1072/5410 [04:48<17:47,  4.07it/s]
 20%|█▉        | 1073/5410 [04:48<18:11,  3.97it/s]
 20%|█▉        | 1074/5410 [04:48<18:19,  3.94it/s]
 20%|█▉        | 1075/5410 [04:48<17:26,  4.14it/s]
 20%|█▉        | 1076/5410 [04:49<16:36,  4.35it/s]
 20%|█▉        | 1077/5410 [04:49<16:48,  4.30it/s]
 20%|█▉        | 1078/5410 [04:49<16:53,  4.28it/s]
 20%|█▉        | 1079/5410 [04:50<19:46,  3.65it/s]
 20%|█▉        | 1080/5410 [04:50<19:03,  3.79it/s]
 20%|█▉        | 1081/5410 [04:50<18:06,  3.98it/s]
 20%|██        | 1082/5410 [04:50<16:32,  4.36it/s][INFO|trainer.py:811] 2024-09-06 00:13:59,043 >> The following columns in the evaluation set don't have a corresponding argument in `RobertaForTokenClassification.forward` and have been ignored: tokens, ner_tags, id. If tokens, ner_tags, id are not expected by `RobertaForTokenClassification.forward`,  you can safely ignore this message.
[INFO|trainer.py:3819] 2024-09-06 00:13:59,046 >> 
***** Running Evaluation *****
[INFO|trainer.py:3821] 2024-09-06 00:13:59,046 >>   Num examples = 6810
[INFO|trainer.py:3824] 2024-09-06 00:13:59,046 >>   Batch size = 8
{'eval_loss': 0.815065860748291, 'eval_precision': 0.08251737207833228, 'eval_recall': 0.9604779411764706, 'eval_f1': 0.15197789412449098, 'eval_accuracy': 0.7762986255097697, 'eval_runtime': 14.2875, 'eval_samples_per_second': 476.64, 'eval_steps_per_second': 59.632, 'epoch': 1.0}
{'loss': 0.1619, 'grad_norm': 1.5587466955184937, 'learning_rate': 4.075785582255083e-05, 'epoch': 1.85}


  0%|          | 0/852 [00:00<?, ?it/s]

  1%|          | 10/852 [00:00<00:08, 93.71it/s]

  2%|▏         | 20/852 [00:00<00:09, 83.21it/s]

  3%|▎         | 29/852 [00:00<00:10, 81.91it/s]

  4%|▍         | 38/852 [00:00<00:09, 81.42it/s]

  6%|▌         | 47/852 [00:00<00:09, 82.21it/s]

  7%|▋         | 56/852 [00:00<00:09, 82.73it/s]

  8%|▊         | 65/852 [00:00<00:09, 81.15it/s]

  9%|▊         | 74/852 [00:00<00:09, 80.23it/s]

 10%|▉         | 83/852 [00:01<00:09, 80.75it/s]

 11%|█         | 92/852 [00:01<00:09, 81.43it/s]

 12%|█▏        | 101/852 [00:01<00:09, 80.82it/s]

 13%|█▎        | 110/852 [00:01<00:09, 80.37it/s]

 14%|█▍        | 119/852 [00:01<00:09, 80.80it/s]

 15%|█▌        | 128/852 [00:01<00:09, 77.75it/s]

 16%|█▌        | 137/852 [00:01<00:09, 77.81it/s]

 17%|█▋        | 146/852 [00:01<00:08, 78.72it/s]

 18%|█▊        | 154/852 [00:01<00:08, 78.61it/s]

 19%|█▉        | 163/852 [00:02<00:08, 79.26it/s]

 20%|██        | 172/852 [00:02<00:08, 80.02it/s]

 21%|██        | 181/852 [00:02<00:08, 80.10it/s]

 22%|██▏       | 190/852 [00:02<00:08, 81.08it/s]

 23%|██▎       | 199/852 [00:02<00:08, 80.94it/s]

 24%|██▍       | 208/852 [00:02<00:08, 79.77it/s]

 25%|██▌       | 217/852 [00:02<00:07, 80.33it/s]

 27%|██▋       | 226/852 [00:02<00:07, 80.90it/s]

 28%|██▊       | 235/852 [00:02<00:07, 81.33it/s]

 29%|██▊       | 244/852 [00:03<00:07, 78.96it/s]

 30%|██▉       | 253/852 [00:03<00:07, 81.22it/s]

 31%|███       | 262/852 [00:03<00:07, 82.23it/s]

 32%|███▏      | 271/852 [00:03<00:07, 81.26it/s]

 33%|███▎      | 280/852 [00:03<00:06, 82.24it/s]

 34%|███▍      | 289/852 [00:03<00:06, 81.30it/s]

 35%|███▍      | 298/852 [00:03<00:06, 82.00it/s]

 36%|███▌      | 307/852 [00:03<00:06, 82.73it/s]

 37%|███▋      | 316/852 [00:03<00:06, 80.66it/s]

 38%|███▊      | 325/852 [00:04<00:06, 81.01it/s]

 39%|███▉      | 334/852 [00:04<00:06, 80.81it/s]

 40%|████      | 343/852 [00:04<00:06, 81.92it/s]

 41%|████▏     | 352/852 [00:04<00:06, 81.64it/s]

 42%|████▏     | 361/852 [00:04<00:06, 79.78it/s]

 43%|████▎     | 370/852 [00:04<00:05, 80.43it/s]

 44%|████▍     | 379/852 [00:04<00:05, 80.66it/s]

 46%|████▌     | 388/852 [00:04<00:05, 80.05it/s]

 47%|████▋     | 397/852 [00:04<00:05, 80.92it/s]

 48%|████▊     | 406/852 [00:05<00:05, 78.54it/s]

 49%|████▊     | 415/852 [00:05<00:05, 79.61it/s]

 50%|████▉     | 424/852 [00:05<00:05, 79.98it/s]

 51%|█████     | 433/852 [00:05<00:05, 79.27it/s]

 52%|█████▏    | 442/852 [00:05<00:05, 80.44it/s]

 53%|█████▎    | 451/852 [00:05<00:04, 81.01it/s]

 54%|█████▍    | 460/852 [00:05<00:04, 81.00it/s]

 55%|█████▌    | 469/852 [00:05<00:04, 79.43it/s]

 56%|█████▌    | 477/852 [00:05<00:04, 76.85it/s]

 57%|█████▋    | 485/852 [00:06<00:04, 77.01it/s]

 58%|█████▊    | 494/852 [00:06<00:04, 79.41it/s]

 59%|█████▉    | 503/852 [00:06<00:04, 81.16it/s]

 60%|██████    | 512/852 [00:06<00:04, 81.57it/s]

 61%|██████    | 521/852 [00:06<00:04, 81.23it/s]

 62%|██████▏   | 530/852 [00:06<00:03, 80.92it/s]

 63%|██████▎   | 539/852 [00:06<00:03, 81.43it/s]

 64%|██████▍   | 548/852 [00:06<00:03, 81.92it/s]

 65%|██████▌   | 557/852 [00:06<00:03, 79.16it/s]

 66%|██████▋   | 566/852 [00:07<00:03, 81.14it/s]

 67%|██████▋   | 575/852 [00:07<00:03, 81.33it/s]

 69%|██████▊   | 584/852 [00:07<00:03, 80.03it/s]

 70%|██████▉   | 593/852 [00:07<00:03, 80.29it/s]

 71%|███████   | 602/852 [00:07<00:03, 80.48it/s]

 72%|███████▏  | 611/852 [00:07<00:02, 80.57it/s]

 73%|███████▎  | 620/852 [00:07<00:02, 79.11it/s]

 74%|███████▎  | 628/852 [00:07<00:02, 78.25it/s]

 75%|███████▍  | 636/852 [00:07<00:02, 78.07it/s]

 76%|███████▌  | 644/852 [00:08<00:02, 74.96it/s]

 77%|███████▋  | 653/852 [00:08<00:02, 77.21it/s]

 78%|███████▊  | 662/852 [00:08<00:02, 78.15it/s]

 79%|███████▊  | 670/852 [00:08<00:02, 78.57it/s]

 80%|███████▉  | 679/852 [00:08<00:02, 79.07it/s]

 81%|████████  | 688/852 [00:08<00:02, 80.59it/s]

 82%|████████▏ | 697/852 [00:08<00:01, 81.57it/s]

 83%|████████▎ | 706/852 [00:08<00:01, 81.01it/s]

 84%|████████▍ | 715/852 [00:08<00:01, 79.74it/s]

 85%|████████▍ | 723/852 [00:09<00:01, 79.50it/s]

 86%|████████▌ | 732/852 [00:09<00:01, 80.27it/s]

 87%|████████▋ | 741/852 [00:09<00:01, 81.57it/s]

 88%|████████▊ | 750/852 [00:09<00:01, 80.94it/s]

 89%|████████▉ | 759/852 [00:09<00:01, 81.17it/s]

 90%|█████████ | 768/852 [00:09<00:01, 75.43it/s]

 91%|█████████ | 776/852 [00:09<00:01, 74.91it/s]

 92%|█████████▏| 784/852 [00:09<00:00, 75.94it/s]

 93%|█████████▎| 793/852 [00:09<00:00, 77.60it/s]

 94%|█████████▍| 802/852 [00:10<00:00, 79.20it/s]

 95%|█████████▌| 810/852 [00:10<00:00, 79.16it/s]

 96%|█████████▌| 819/852 [00:10<00:00, 80.85it/s]

 97%|█████████▋| 828/852 [00:10<00:00, 82.32it/s]

 98%|█████████▊| 837/852 [00:10<00:00, 77.68it/s]

 99%|█████████▉| 845/852 [00:10<00:00, 77.55it/s]/usr/local/lib/python3.10/dist-packages/seqeval/metrics/v1.py:57: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))

                                                   

                                                 

 20%|██        | 1082/5410 [05:04<16:32,  4.36it/s]

100%|██████████| 852/852 [00:14<00:00, 77.55it/s]

                                                 [INFO|trainer.py:3503] 2024-09-06 00:14:13,297 >> Saving model checkpoint to /content/dissertation/scripts/ner/output/checkpoint-1082
[INFO|configuration_utils.py:472] 2024-09-06 00:14:13,298 >> Configuration saved in /content/dissertation/scripts/ner/output/checkpoint-1082/config.json
[INFO|modeling_utils.py:2799] 2024-09-06 00:14:14,815 >> Model weights saved in /content/dissertation/scripts/ner/output/checkpoint-1082/model.safetensors
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:14:14,816 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/checkpoint-1082/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:14:14,816 >> Special tokens file saved in /content/dissertation/scripts/ner/output/checkpoint-1082/special_tokens_map.json
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:14:17,724 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:14:17,724 >> Special tokens file saved in /content/dissertation/scripts/ner/output/special_tokens_map.json

 20%|██        | 1083/5410 [05:09<7:03:15,  5.87s/it]
 20%|██        | 1084/5410 [05:09<4:59:40,  4.16s/it]
 20%|██        | 1085/5410 [05:10<3:33:52,  2.97s/it]
 20%|██        | 1086/5410 [05:10<2:35:33,  2.16s/it]
 20%|██        | 1087/5410 [05:10<1:54:41,  1.59s/it]
 20%|██        | 1088/5410 [05:10<1:26:46,  1.20s/it]
 20%|██        | 1089/5410 [05:11<1:05:32,  1.10it/s]
 20%|██        | 1090/5410 [05:11<49:56,  1.44it/s]  
 20%|██        | 1091/5410 [05:11<39:53,  1.80it/s]
 20%|██        | 1092/5410 [05:11<35:31,  2.03it/s]
 20%|██        | 1093/5410 [05:12<29:59,  2.40it/s]
 20%|██        | 1094/5410 [05:12<24:20,  2.95it/s]
 20%|██        | 1095/5410 [05:12<30:45,  2.34it/s]
 20%|██        | 1096/5410 [05:13<26:42,  2.69it/s]
 20%|██        | 1097/5410 [05:13<24:23,  2.95it/s]
 20%|██        | 1098/5410 [05:13<22:02,  3.26it/s]
 20%|██        | 1099/5410 [05:13<19:46,  3.63it/s]
 20%|██        | 1100/5410 [05:14<17:41,  4.06it/s]
 20%|██        | 1101/5410 [05:14<16:26,  4.37it/s]
 20%|██        | 1102/5410 [05:14<16:52,  4.26it/s]
 20%|██        | 1103/5410 [05:14<17:21,  4.13it/s]
 20%|██        | 1104/5410 [05:14<16:35,  4.32it/s]
 20%|██        | 1105/5410 [05:15<18:03,  3.97it/s]
 20%|██        | 1106/5410 [05:15<16:54,  4.24it/s]
 20%|██        | 1107/5410 [05:15<16:09,  4.44it/s]
 20%|██        | 1108/5410 [05:15<15:47,  4.54it/s]
 20%|██        | 1109/5410 [05:16<16:55,  4.24it/s]
 21%|██        | 1110/5410 [05:16<16:47,  4.27it/s]
 21%|██        | 1111/5410 [05:16<16:14,  4.41it/s]
 21%|██        | 1112/5410 [05:16<15:27,  4.64it/s]
 21%|██        | 1113/5410 [05:16<15:03,  4.75it/s]
 21%|██        | 1114/5410 [05:17<15:13,  4.70it/s]
 21%|██        | 1115/5410 [05:17<15:53,  4.50it/s]
 21%|██        | 1116/5410 [05:17<15:34,  4.60it/s]
 21%|██        | 1117/5410 [05:17<15:06,  4.73it/s]
 21%|██        | 1118/5410 [05:18<15:19,  4.67it/s]
 21%|██        | 1119/5410 [05:18<16:04,  4.45it/s]
 21%|██        | 1120/5410 [05:18<16:15,  4.40it/s]
 21%|██        | 1121/5410 [05:18<16:40,  4.29it/s]
 21%|██        | 1122/5410 [05:18<15:22,  4.65it/s]
 21%|██        | 1123/5410 [05:19<16:47,  4.25it/s]
 21%|██        | 1124/5410 [05:19<26:21,  2.71it/s]
 21%|██        | 1125/5410 [05:20<22:37,  3.16it/s]
 21%|██        | 1126/5410 [05:20<21:03,  3.39it/s]
 21%|██        | 1127/5410 [05:20<19:16,  3.70it/s]
 21%|██        | 1128/5410 [05:20<18:19,  3.89it/s]
 21%|██        | 1129/5410 [05:21<18:42,  3.81it/s]
 21%|██        | 1130/5410 [05:21<19:04,  3.74it/s]
 21%|██        | 1131/5410 [05:21<21:55,  3.25it/s]
 21%|██        | 1132/5410 [05:21<19:53,  3.58it/s]
 21%|██        | 1133/5410 [05:22<18:30,  3.85it/s]
 21%|██        | 1134/5410 [05:22<18:54,  3.77it/s]
 21%|██        | 1135/5410 [05:22<18:16,  3.90it/s]
 21%|██        | 1136/5410 [05:22<17:05,  4.17it/s]
 21%|██        | 1137/5410 [05:23<15:39,  4.55it/s]
 21%|██        | 1138/5410 [05:23<16:05,  4.42it/s]
 21%|██        | 1139/5410 [05:23<17:13,  4.13it/s]
 21%|██        | 1140/5410 [05:23<16:50,  4.23it/s]
 21%|██        | 1141/5410 [05:24<16:47,  4.24it/s]
 21%|██        | 1142/5410 [05:24<20:30,  3.47it/s]
 21%|██        | 1143/5410 [05:24<18:54,  3.76it/s]
 21%|██        | 1144/5410 [05:25<21:02,  3.38it/s]
 21%|██        | 1145/5410 [05:25<27:45,  2.56it/s]
 21%|██        | 1146/5410 [05:25<23:36,  3.01it/s]
 21%|██        | 1147/5410 [05:26<21:20,  3.33it/s]
 21%|██        | 1148/5410 [05:26<18:36,  3.82it/s]
 21%|██        | 1149/5410 [05:26<16:53,  4.21it/s]
 21%|██▏       | 1150/5410 [05:26<15:57,  4.45it/s]
 21%|██▏       | 1151/5410 [05:26<15:17,  4.64it/s]
 21%|██▏       | 1152/5410 [05:27<19:25,  3.65it/s]
 21%|██▏       | 1153/5410 [05:27<18:38,  3.81it/s]
 21%|██▏       | 1154/5410 [05:27<17:38,  4.02it/s]
 21%|██▏       | 1155/5410 [05:27<16:10,  4.38it/s]
 21%|██▏       | 1156/5410 [05:28<16:16,  4.36it/s]
 21%|██▏       | 1157/5410 [05:28<16:45,  4.23it/s]
 21%|██▏       | 1158/5410 [05:28<16:15,  4.36it/s]
 21%|██▏       | 1159/5410 [05:28<15:20,  4.62it/s]
 21%|██▏       | 1160/5410 [05:28<15:37,  4.53it/s]
 21%|██▏       | 1161/5410 [05:29<16:54,  4.19it/s]
 21%|██▏       | 1162/5410 [05:29<16:06,  4.39it/s]
 21%|██▏       | 1163/5410 [05:29<16:49,  4.21it/s]
 22%|██▏       | 1164/5410 [05:29<15:54,  4.45it/s]
 22%|██▏       | 1165/5410 [05:30<16:13,  4.36it/s]
 22%|██▏       | 1166/5410 [05:30<16:26,  4.30it/s]
 22%|██▏       | 1167/5410 [05:30<15:48,  4.47it/s]
 22%|██▏       | 1168/5410 [05:30<14:45,  4.79it/s]
 22%|██▏       | 1169/5410 [05:31<16:34,  4.26it/s]
 22%|██▏       | 1170/5410 [05:31<18:48,  3.76it/s]
 22%|██▏       | 1171/5410 [05:31<16:40,  4.24it/s]
 22%|██▏       | 1172/5410 [05:31<16:37,  4.25it/s]
 22%|██▏       | 1173/5410 [05:32<17:31,  4.03it/s]
 22%|██▏       | 1174/5410 [05:32<16:56,  4.17it/s]
 22%|██▏       | 1175/5410 [05:32<15:26,  4.57it/s]
 22%|██▏       | 1176/5410 [05:32<15:35,  4.53it/s]
 22%|██▏       | 1177/5410 [05:32<15:02,  4.69it/s]
 22%|██▏       | 1178/5410 [05:33<15:30,  4.55it/s]
 22%|██▏       | 1179/5410 [05:33<16:43,  4.22it/s]
 22%|██▏       | 1180/5410 [05:33<16:44,  4.21it/s]
 22%|██▏       | 1181/5410 [05:33<16:46,  4.20it/s]
 22%|██▏       | 1182/5410 [05:34<17:47,  3.96it/s]
 22%|██▏       | 1183/5410 [05:34<17:18,  4.07it/s]
 22%|██▏       | 1184/5410 [05:34<17:03,  4.13it/s]
 22%|██▏       | 1185/5410 [05:34<17:14,  4.08it/s]
 22%|██▏       | 1186/5410 [05:35<16:39,  4.23it/s]
 22%|██▏       | 1187/5410 [05:35<16:02,  4.39it/s]
 22%|██▏       | 1188/5410 [05:35<15:22,  4.58it/s]
 22%|██▏       | 1189/5410 [05:35<15:38,  4.50it/s]
 22%|██▏       | 1190/5410 [05:35<15:03,  4.67it/s]
 22%|██▏       | 1191/5410 [05:36<16:07,  4.36it/s]
 22%|██▏       | 1192/5410 [05:36<14:56,  4.71it/s]
 22%|██▏       | 1193/5410 [05:36<20:32,  3.42it/s]
 22%|██▏       | 1194/5410 [05:37<19:06,  3.68it/s]
 22%|██▏       | 1195/5410 [05:37<18:31,  3.79it/s]
 22%|██▏       | 1196/5410 [05:37<16:39,  4.21it/s]
 22%|██▏       | 1197/5410 [05:37<16:31,  4.25it/s]
 22%|██▏       | 1198/5410 [05:37<17:15,  4.07it/s]
 22%|██▏       | 1199/5410 [05:38<20:27,  3.43it/s]
 22%|██▏       | 1200/5410 [05:38<19:45,  3.55it/s]
 22%|██▏       | 1201/5410 [05:38<18:38,  3.76it/s]
 22%|██▏       | 1202/5410 [05:39<17:28,  4.01it/s]
 22%|██▏       | 1203/5410 [05:39<17:53,  3.92it/s]
 22%|██▏       | 1204/5410 [05:39<18:01,  3.89it/s]
 22%|██▏       | 1205/5410 [05:39<19:19,  3.63it/s]
 22%|██▏       | 1206/5410 [05:40<18:28,  3.79it/s]
 22%|██▏       | 1207/5410 [05:40<16:57,  4.13it/s]
 22%|██▏       | 1208/5410 [05:40<16:24,  4.27it/s]
 22%|██▏       | 1209/5410 [05:40<15:52,  4.41it/s]
 22%|██▏       | 1210/5410 [05:41<20:29,  3.42it/s]
 22%|██▏       | 1211/5410 [05:41<19:16,  3.63it/s]
 22%|██▏       | 1212/5410 [05:41<24:01,  2.91it/s]
 22%|██▏       | 1213/5410 [05:42<22:29,  3.11it/s]
 22%|██▏       | 1214/5410 [05:42<20:39,  3.39it/s]
 22%|██▏       | 1215/5410 [05:42<19:42,  3.55it/s]
 22%|██▏       | 1216/5410 [05:42<19:12,  3.64it/s]
 22%|██▏       | 1217/5410 [05:43<21:08,  3.30it/s]
 23%|██▎       | 1218/5410 [05:43<19:42,  3.55it/s]
 23%|██▎       | 1219/5410 [05:43<18:05,  3.86it/s]
 23%|██▎       | 1220/5410 [05:44<18:21,  3.80it/s]
 23%|██▎       | 1221/5410 [05:44<17:14,  4.05it/s]
 23%|██▎       | 1222/5410 [05:44<18:49,  3.71it/s]
 23%|██▎       | 1223/5410 [05:44<18:16,  3.82it/s]
 23%|██▎       | 1224/5410 [05:45<17:29,  3.99it/s]
 23%|██▎       | 1225/5410 [05:45<16:00,  4.36it/s]
 23%|██▎       | 1226/5410 [05:45<15:27,  4.51it/s]
 23%|██▎       | 1227/5410 [05:45<16:51,  4.14it/s]
 23%|██▎       | 1228/5410 [05:45<15:57,  4.37it/s]
 23%|██▎       | 1229/5410 [05:46<17:10,  4.06it/s]
 23%|██▎       | 1230/5410 [05:46<16:25,  4.24it/s]
 23%|██▎       | 1231/5410 [05:46<15:30,  4.49it/s]
 23%|██▎       | 1232/5410 [05:46<15:28,  4.50it/s]
 23%|██▎       | 1233/5410 [05:47<16:43,  4.16it/s]
 23%|██▎       | 1234/5410 [05:47<19:35,  3.55it/s]
 23%|██▎       | 1235/5410 [05:47<20:38,  3.37it/s]
 23%|██▎       | 1236/5410 [05:48<19:55,  3.49it/s]
 23%|██▎       | 1237/5410 [05:48<19:44,  3.52it/s]
 23%|██▎       | 1238/5410 [05:48<20:59,  3.31it/s]
 23%|██▎       | 1239/5410 [05:48<18:17,  3.80it/s]
 23%|██▎       | 1240/5410 [05:49<16:23,  4.24it/s]
 23%|██▎       | 1241/5410 [05:49<15:38,  4.44it/s]
 23%|██▎       | 1242/5410 [05:49<15:06,  4.60it/s]
 23%|██▎       | 1243/5410 [05:49<15:23,  4.51it/s]
 23%|██▎       | 1244/5410 [05:49<17:03,  4.07it/s]
 23%|██▎       | 1245/5410 [05:50<16:20,  4.25it/s]
 23%|██▎       | 1246/5410 [05:50<16:07,  4.30it/s]
 23%|██▎       | 1247/5410 [05:50<16:18,  4.25it/s]
 23%|██▎       | 1248/5410 [05:50<17:13,  4.03it/s]
 23%|██▎       | 1249/5410 [05:51<15:59,  4.33it/s]
 23%|██▎       | 1250/5410 [05:51<15:31,  4.47it/s]
 23%|██▎       | 1251/5410 [05:51<16:00,  4.33it/s]
 23%|██▎       | 1252/5410 [05:51<19:50,  3.49it/s]
 23%|██▎       | 1253/5410 [05:52<18:51,  3.67it/s]
 23%|██▎       | 1254/5410 [05:52<17:23,  3.98it/s]
 23%|██▎       | 1255/5410 [05:52<16:26,  4.21it/s]
 23%|██▎       | 1256/5410 [05:52<16:13,  4.27it/s]
 23%|██▎       | 1257/5410 [05:53<15:51,  4.37it/s]
 23%|██▎       | 1258/5410 [05:53<14:46,  4.68it/s]
 23%|██▎       | 1259/5410 [05:53<16:11,  4.27it/s]
 23%|██▎       | 1260/5410 [05:53<16:10,  4.27it/s]
 23%|██▎       | 1261/5410 [05:54<19:37,  3.53it/s]
 23%|██▎       | 1262/5410 [05:54<19:16,  3.59it/s]
 23%|██▎       | 1263/5410 [05:54<17:51,  3.87it/s]
 23%|██▎       | 1264/5410 [05:54<17:52,  3.87it/s]
 23%|██▎       | 1265/5410 [05:55<17:23,  3.97it/s]
 23%|██▎       | 1266/5410 [05:55<16:44,  4.13it/s]
 23%|██▎       | 1267/5410 [05:55<17:56,  3.85it/s]
 23%|██▎       | 1268/5410 [05:55<16:41,  4.14it/s]
 23%|██▎       | 1269/5410 [05:56<16:39,  4.14it/s]
 23%|██▎       | 1270/5410 [05:56<15:38,  4.41it/s]
 23%|██▎       | 1271/5410 [05:56<15:34,  4.43it/s]
 24%|██▎       | 1272/5410 [05:56<15:53,  4.34it/s]
 24%|██▎       | 1273/5410 [05:56<15:09,  4.55it/s]
 24%|██▎       | 1274/5410 [05:57<17:58,  3.84it/s]
 24%|██▎       | 1275/5410 [05:57<16:45,  4.11it/s]
 24%|██▎       | 1276/5410 [05:57<16:29,  4.18it/s]
 24%|██▎       | 1277/5410 [05:57<15:45,  4.37it/s]
 24%|██▎       | 1278/5410 [05:58<16:53,  4.08it/s]
 24%|██▎       | 1279/5410 [05:58<15:59,  4.31it/s]
 24%|██▎       | 1280/5410 [05:58<18:45,  3.67it/s]
 24%|██▎       | 1281/5410 [05:59<17:53,  3.85it/s]
 24%|██▎       | 1282/5410 [05:59<17:20,  3.97it/s]
 24%|██▎       | 1283/5410 [05:59<18:32,  3.71it/s]
 24%|██▎       | 1284/5410 [05:59<18:58,  3.62it/s]
 24%|██▍       | 1285/5410 [06:00<17:50,  3.85it/s]
 24%|██▍       | 1286/5410 [06:00<16:40,  4.12it/s]
 24%|██▍       | 1287/5410 [06:00<16:54,  4.07it/s]
 24%|██▍       | 1288/5410 [06:00<17:43,  3.88it/s]
 24%|██▍       | 1289/5410 [06:01<17:15,  3.98it/s]
 24%|██▍       | 1290/5410 [06:01<19:52,  3.45it/s]
 24%|██▍       | 1291/5410 [06:01<20:52,  3.29it/s]
 24%|██▍       | 1292/5410 [06:02<19:23,  3.54it/s]
 24%|██▍       | 1293/5410 [06:02<20:14,  3.39it/s]
 24%|██▍       | 1294/5410 [06:02<21:33,  3.18it/s]
 24%|██▍       | 1295/5410 [06:03<21:18,  3.22it/s]
 24%|██▍       | 1296/5410 [06:03<20:07,  3.41it/s]
 24%|██▍       | 1297/5410 [06:03<20:43,  3.31it/s]
 24%|██▍       | 1298/5410 [06:03<19:11,  3.57it/s]
 24%|██▍       | 1299/5410 [06:04<17:45,  3.86it/s]
 24%|██▍       | 1300/5410 [06:04<30:31,  2.24it/s]
 24%|██▍       | 1301/5410 [06:05<28:50,  2.37it/s]
 24%|██▍       | 1302/5410 [06:05<24:20,  2.81it/s]
 24%|██▍       | 1303/5410 [06:05<21:47,  3.14it/s]
 24%|██▍       | 1304/5410 [06:05<20:10,  3.39it/s]
 24%|██▍       | 1305/5410 [06:06<20:03,  3.41it/s]
 24%|██▍       | 1306/5410 [06:06<18:11,  3.76it/s]
 24%|██▍       | 1307/5410 [06:06<16:23,  4.17it/s]
 24%|██▍       | 1308/5410 [06:06<16:41,  4.09it/s]
 24%|██▍       | 1309/5410 [06:07<19:31,  3.50it/s]
 24%|██▍       | 1310/5410 [06:07<17:54,  3.82it/s]
 24%|██▍       | 1311/5410 [06:07<15:52,  4.30it/s]
 24%|██▍       | 1312/5410 [06:07<15:51,  4.31it/s]
 24%|██▍       | 1313/5410 [06:08<15:47,  4.33it/s]
 24%|██▍       | 1314/5410 [06:08<15:22,  4.44it/s]
 24%|██▍       | 1315/5410 [06:08<15:23,  4.44it/s]
 24%|██▍       | 1316/5410 [06:08<16:16,  4.19it/s]
 24%|██▍       | 1317/5410 [06:09<19:46,  3.45it/s]
 24%|██▍       | 1318/5410 [06:09<17:24,  3.92it/s]
 24%|██▍       | 1319/5410 [06:09<16:28,  4.14it/s]
 24%|██▍       | 1320/5410 [06:09<19:37,  3.47it/s]
 24%|██▍       | 1321/5410 [06:10<18:03,  3.78it/s]
 24%|██▍       | 1322/5410 [06:10<16:57,  4.02it/s]
 24%|██▍       | 1323/5410 [06:10<16:09,  4.22it/s]
 24%|██▍       | 1324/5410 [06:10<16:06,  4.23it/s]
 24%|██▍       | 1325/5410 [06:11<17:45,  3.83it/s]
 25%|██▍       | 1326/5410 [06:11<16:25,  4.15it/s]
 25%|██▍       | 1327/5410 [06:11<16:51,  4.04it/s]
 25%|██▍       | 1328/5410 [06:11<15:57,  4.26it/s]
 25%|██▍       | 1329/5410 [06:12<16:12,  4.19it/s]
 25%|██▍       | 1330/5410 [06:12<16:07,  4.21it/s]
 25%|██▍       | 1331/5410 [06:12<19:12,  3.54it/s]
 25%|██▍       | 1332/5410 [06:12<19:40,  3.46it/s]
 25%|██▍       | 1333/5410 [06:13<18:55,  3.59it/s]
 25%|██▍       | 1334/5410 [06:13<18:02,  3.76it/s]
 25%|██▍       | 1335/5410 [06:13<20:03,  3.38it/s]
 25%|██▍       | 1336/5410 [06:14<21:27,  3.16it/s]
 25%|██▍       | 1337/5410 [06:14<19:29,  3.48it/s]
 25%|██▍       | 1338/5410 [06:14<18:00,  3.77it/s]
 25%|██▍       | 1339/5410 [06:14<16:51,  4.02it/s]
 25%|██▍       | 1340/5410 [06:15<21:06,  3.21it/s]
 25%|██▍       | 1341/5410 [06:15<28:37,  2.37it/s]
 25%|██▍       | 1342/5410 [06:16<25:07,  2.70it/s]
 25%|██▍       | 1343/5410 [06:16<21:18,  3.18it/s]
 25%|██▍       | 1344/5410 [06:16<18:34,  3.65it/s]
 25%|██▍       | 1345/5410 [06:16<16:48,  4.03it/s]
 25%|██▍       | 1346/5410 [06:17<16:15,  4.16it/s]
 25%|██▍       | 1347/5410 [06:17<15:13,  4.45it/s]
 25%|██▍       | 1348/5410 [06:17<16:00,  4.23it/s]
 25%|██▍       | 1349/5410 [06:17<16:00,  4.23it/s]
 25%|██▍       | 1350/5410 [06:18<17:19,  3.90it/s]
 25%|██▍       | 1351/5410 [06:18<16:26,  4.12it/s]
 25%|██▍       | 1352/5410 [06:18<16:18,  4.15it/s]
 25%|██▌       | 1353/5410 [06:18<16:37,  4.07it/s]
 25%|██▌       | 1354/5410 [06:18<15:30,  4.36it/s]
 25%|██▌       | 1355/5410 [06:19<14:49,  4.56it/s]
 25%|██▌       | 1356/5410 [06:19<16:09,  4.18it/s]
 25%|██▌       | 1357/5410 [06:19<15:30,  4.36it/s]
 25%|██▌       | 1358/5410 [06:19<17:31,  3.86it/s]
 25%|██▌       | 1359/5410 [06:20<16:49,  4.01it/s]
 25%|██▌       | 1360/5410 [06:20<16:10,  4.18it/s]
 25%|██▌       | 1361/5410 [06:20<16:09,  4.18it/s]
 25%|██▌       | 1362/5410 [06:20<15:42,  4.29it/s]
 25%|██▌       | 1363/5410 [06:21<15:20,  4.40it/s]
 25%|██▌       | 1364/5410 [06:21<15:00,  4.50it/s]
 25%|██▌       | 1365/5410 [06:21<16:08,  4.18it/s]
 25%|██▌       | 1366/5410 [06:21<15:36,  4.32it/s]
 25%|██▌       | 1367/5410 [06:21<15:00,  4.49it/s]
 25%|██▌       | 1368/5410 [06:22<17:22,  3.88it/s]
 25%|██▌       | 1369/5410 [06:22<16:42,  4.03it/s]
 25%|██▌       | 1370/5410 [06:22<16:19,  4.13it/s]
 25%|██▌       | 1371/5410 [06:22<16:30,  4.08it/s]
 25%|██▌       | 1372/5410 [06:23<14:52,  4.53it/s]
 25%|██▌       | 1373/5410 [06:23<15:11,  4.43it/s]
 25%|██▌       | 1374/5410 [06:23<14:11,  4.74it/s]
 25%|██▌       | 1375/5410 [06:23<13:05,  5.14it/s]
 25%|██▌       | 1376/5410 [06:23<13:04,  5.14it/s]
 25%|██▌       | 1377/5410 [06:24<14:13,  4.72it/s]
 25%|██▌       | 1378/5410 [06:24<14:24,  4.66it/s]
 25%|██▌       | 1379/5410 [06:24<14:52,  4.52it/s]
 26%|██▌       | 1380/5410 [06:24<14:22,  4.67it/s]
 26%|██▌       | 1381/5410 [06:25<14:47,  4.54it/s]
 26%|██▌       | 1382/5410 [06:25<15:00,  4.47it/s]
 26%|██▌       | 1383/5410 [06:25<15:56,  4.21it/s]
 26%|██▌       | 1384/5410 [06:25<16:56,  3.96it/s]
 26%|██▌       | 1385/5410 [06:26<15:24,  4.35it/s]
 26%|██▌       | 1386/5410 [06:26<14:42,  4.56it/s]
 26%|██▌       | 1387/5410 [06:26<16:45,  4.00it/s]
 26%|██▌       | 1388/5410 [06:26<15:28,  4.33it/s]
 26%|██▌       | 1389/5410 [06:26<15:49,  4.23it/s]
 26%|██▌       | 1390/5410 [06:27<16:05,  4.16it/s]
 26%|██▌       | 1391/5410 [06:27<15:52,  4.22it/s]
 26%|██▌       | 1392/5410 [06:27<15:19,  4.37it/s]
 26%|██▌       | 1393/5410 [06:27<15:13,  4.40it/s]
 26%|██▌       | 1394/5410 [06:28<16:20,  4.09it/s]
 26%|██▌       | 1395/5410 [06:28<14:24,  4.64it/s]
 26%|██▌       | 1396/5410 [06:28<16:06,  4.15it/s]
 26%|██▌       | 1397/5410 [06:28<18:17,  3.66it/s]
 26%|██▌       | 1398/5410 [06:29<17:04,  3.91it/s]
 26%|██▌       | 1399/5410 [06:29<15:49,  4.23it/s]
 26%|██▌       | 1400/5410 [06:29<16:00,  4.17it/s]
 26%|██▌       | 1401/5410 [06:29<16:53,  3.96it/s]
 26%|██▌       | 1402/5410 [06:30<18:21,  3.64it/s]
 26%|██▌       | 1403/5410 [06:30<17:50,  3.74it/s]
 26%|██▌       | 1404/5410 [06:30<17:41,  3.77it/s]
 26%|██▌       | 1405/5410 [06:30<17:33,  3.80it/s]
 26%|██▌       | 1406/5410 [06:31<17:55,  3.72it/s]
 26%|██▌       | 1407/5410 [06:31<16:12,  4.12it/s]
 26%|██▌       | 1408/5410 [06:31<14:55,  4.47it/s]
 26%|██▌       | 1409/5410 [06:31<15:25,  4.32it/s]
 26%|██▌       | 1410/5410 [06:32<15:56,  4.18it/s]
 26%|██▌       | 1411/5410 [06:32<14:42,  4.53it/s]
 26%|██▌       | 1412/5410 [06:32<14:03,  4.74it/s]
 26%|██▌       | 1413/5410 [06:32<15:48,  4.21it/s]
 26%|██▌       | 1414/5410 [06:33<14:54,  4.47it/s]
 26%|██▌       | 1415/5410 [06:33<14:55,  4.46it/s]
 26%|██▌       | 1416/5410 [06:33<17:42,  3.76it/s]
 26%|██▌       | 1417/5410 [06:33<18:51,  3.53it/s]
 26%|██▌       | 1418/5410 [06:34<17:58,  3.70it/s]
 26%|██▌       | 1419/5410 [06:34<16:31,  4.03it/s]
 26%|██▌       | 1420/5410 [06:34<16:03,  4.14it/s]
 26%|██▋       | 1421/5410 [06:34<15:39,  4.25it/s]
 26%|██▋       | 1422/5410 [06:34<14:52,  4.47it/s]
 26%|██▋       | 1423/5410 [06:35<16:19,  4.07it/s]
 26%|██▋       | 1424/5410 [06:35<15:32,  4.27it/s]
 26%|██▋       | 1425/5410 [06:35<14:13,  4.67it/s]
 26%|██▋       | 1426/5410 [06:35<14:38,  4.54it/s]
 26%|██▋       | 1427/5410 [06:36<15:35,  4.26it/s]
 26%|██▋       | 1428/5410 [06:36<15:16,  4.34it/s]
 26%|██▋       | 1429/5410 [06:36<17:02,  3.89it/s]
 26%|██▋       | 1430/5410 [06:36<15:54,  4.17it/s]
 26%|██▋       | 1431/5410 [06:37<14:53,  4.45it/s]
 26%|██▋       | 1432/5410 [06:37<14:30,  4.57it/s]
 26%|██▋       | 1433/5410 [06:37<13:38,  4.86it/s]
 27%|██▋       | 1434/5410 [06:37<13:56,  4.75it/s]
 27%|██▋       | 1435/5410 [06:37<14:53,  4.45it/s]
 27%|██▋       | 1436/5410 [06:38<15:40,  4.23it/s]
 27%|██▋       | 1437/5410 [06:38<15:17,  4.33it/s]
 27%|██▋       | 1438/5410 [06:38<14:29,  4.57it/s]
 27%|██▋       | 1439/5410 [06:39<17:49,  3.71it/s]
 27%|██▋       | 1440/5410 [06:39<15:56,  4.15it/s]
 27%|██▋       | 1441/5410 [06:39<16:08,  4.10it/s]
 27%|██▋       | 1442/5410 [06:39<15:19,  4.32it/s]
 27%|██▋       | 1443/5410 [06:39<14:53,  4.44it/s]
 27%|██▋       | 1444/5410 [06:40<13:52,  4.76it/s]
 27%|██▋       | 1445/5410 [06:40<15:05,  4.38it/s]
 27%|██▋       | 1446/5410 [06:40<15:24,  4.29it/s]
 27%|██▋       | 1447/5410 [06:40<17:06,  3.86it/s]
 27%|██▋       | 1448/5410 [06:41<18:26,  3.58it/s]
 27%|██▋       | 1449/5410 [06:41<18:21,  3.59it/s]
 27%|██▋       | 1450/5410 [06:41<18:15,  3.61it/s]
 27%|██▋       | 1451/5410 [06:42<19:14,  3.43it/s]
 27%|██▋       | 1452/5410 [06:42<17:25,  3.79it/s]
 27%|██▋       | 1453/5410 [06:42<16:23,  4.02it/s]
 27%|██▋       | 1454/5410 [06:42<15:07,  4.36it/s]
 27%|██▋       | 1455/5410 [06:42<14:43,  4.48it/s]
 27%|██▋       | 1456/5410 [06:43<16:08,  4.08it/s]
 27%|██▋       | 1457/5410 [06:43<16:16,  4.05it/s]
 27%|██▋       | 1458/5410 [06:43<15:12,  4.33it/s]
 27%|██▋       | 1459/5410 [06:43<16:13,  4.06it/s]
 27%|██▋       | 1460/5410 [06:44<16:09,  4.08it/s]
 27%|██▋       | 1461/5410 [06:44<16:05,  4.09it/s]
 27%|██▋       | 1462/5410 [06:44<15:18,  4.30it/s]
 27%|██▋       | 1463/5410 [06:44<15:31,  4.24it/s]
 27%|██▋       | 1464/5410 [06:45<16:06,  4.08it/s]
 27%|██▋       | 1465/5410 [06:45<16:49,  3.91it/s]
 27%|██▋       | 1466/5410 [06:45<18:41,  3.52it/s]
 27%|██▋       | 1467/5410 [06:45<18:13,  3.60it/s]
 27%|██▋       | 1468/5410 [06:46<15:58,  4.11it/s]
 27%|██▋       | 1469/5410 [06:46<14:37,  4.49it/s]
 27%|██▋       | 1470/5410 [06:46<14:54,  4.41it/s]
 27%|██▋       | 1471/5410 [06:46<14:55,  4.40it/s]
 27%|██▋       | 1472/5410 [06:47<18:05,  3.63it/s]
 27%|██▋       | 1473/5410 [06:47<18:21,  3.57it/s]
 27%|██▋       | 1474/5410 [06:47<18:57,  3.46it/s]
 27%|██▋       | 1475/5410 [06:48<21:17,  3.08it/s]
 27%|██▋       | 1476/5410 [06:48<18:39,  3.51it/s]
 27%|██▋       | 1477/5410 [06:48<17:29,  3.75it/s]
 27%|██▋       | 1478/5410 [06:48<16:58,  3.86it/s]
 27%|██▋       | 1479/5410 [06:49<17:44,  3.69it/s]
 27%|██▋       | 1480/5410 [06:49<16:37,  3.94it/s]
 27%|██▋       | 1481/5410 [06:49<16:27,  3.98it/s]
 27%|██▋       | 1482/5410 [06:49<16:21,  4.00it/s]
 27%|██▋       | 1483/5410 [06:50<15:48,  4.14it/s]
 27%|██▋       | 1484/5410 [06:50<15:36,  4.19it/s]
 27%|██▋       | 1485/5410 [06:50<15:01,  4.35it/s]
 27%|██▋       | 1486/5410 [06:50<15:04,  4.34it/s]
 27%|██▋       | 1487/5410 [06:51<15:33,  4.20it/s]
 28%|██▊       | 1488/5410 [06:51<14:57,  4.37it/s]
 28%|██▊       | 1489/5410 [06:51<14:59,  4.36it/s]
 28%|██▊       | 1490/5410 [06:51<16:11,  4.04it/s]
 28%|██▊       | 1491/5410 [06:52<16:49,  3.88it/s]
 28%|██▊       | 1492/5410 [06:52<16:11,  4.03it/s]
 28%|██▊       | 1493/5410 [06:52<15:12,  4.29it/s]
 28%|██▊       | 1494/5410 [06:52<16:00,  4.08it/s]
 28%|██▊       | 1495/5410 [06:52<15:24,  4.24it/s]
 28%|██▊       | 1496/5410 [06:53<16:15,  4.01it/s]
 28%|██▊       | 1497/5410 [06:53<15:58,  4.08it/s]
 28%|██▊       | 1498/5410 [06:53<15:06,  4.32it/s]
 28%|██▊       | 1499/5410 [06:53<14:39,  4.45it/s]
 28%|██▊       | 1500/5410 [06:54<13:53,  4.69it/s]
                                                   

 28%|██▊       | 1500/5410 [06:54<13:53,  4.69it/s]
 28%|██▊       | 1501/5410 [06:54<14:23,  4.53it/s]
 28%|██▊       | 1502/5410 [06:54<14:37,  4.46it/s]
 28%|██▊       | 1503/5410 [06:54<14:10,  4.60it/s]
 28%|██▊       | 1504/5410 [06:54<14:39,  4.44it/s]
 28%|██▊       | 1505/5410 [06:55<16:04,  4.05it/s]
 28%|██▊       | 1506/5410 [06:55<16:41,  3.90it/s]
 28%|██▊       | 1507/5410 [06:55<15:38,  4.16it/s]
 28%|██▊       | 1508/5410 [06:56<16:31,  3.93it/s]
 28%|██▊       | 1509/5410 [06:56<15:42,  4.14it/s]
 28%|██▊       | 1510/5410 [06:56<17:34,  3.70it/s]
 28%|██▊       | 1511/5410 [06:56<15:48,  4.11it/s]
 28%|██▊       | 1512/5410 [06:57<16:03,  4.05it/s]
 28%|██▊       | 1513/5410 [06:57<14:36,  4.45it/s]
 28%|██▊       | 1514/5410 [06:57<17:00,  3.82it/s]
 28%|██▊       | 1515/5410 [06:57<17:45,  3.66it/s]
 28%|██▊       | 1516/5410 [06:58<17:30,  3.71it/s]
 28%|██▊       | 1517/5410 [06:58<15:58,  4.06it/s]
 28%|██▊       | 1518/5410 [06:58<16:07,  4.02it/s]
 28%|██▊       | 1519/5410 [06:58<15:22,  4.22it/s]
 28%|██▊       | 1520/5410 [06:58<14:15,  4.55it/s]
 28%|██▊       | 1521/5410 [06:59<16:36,  3.90it/s]
 28%|██▊       | 1522/5410 [06:59<15:18,  4.23it/s]
 28%|██▊       | 1523/5410 [06:59<16:09,  4.01it/s]
 28%|██▊       | 1524/5410 [07:00<17:44,  3.65it/s]
 28%|██▊       | 1525/5410 [07:00<17:46,  3.64it/s]
 28%|██▊       | 1526/5410 [07:00<15:53,  4.08it/s]
 28%|██▊       | 1527/5410 [07:00<14:59,  4.32it/s]
 28%|██▊       | 1528/5410 [07:00<14:50,  4.36it/s]
 28%|██▊       | 1529/5410 [07:01<14:16,  4.53it/s]
 28%|██▊       | 1530/5410 [07:01<13:36,  4.75it/s]
 28%|██▊       | 1531/5410 [07:01<16:54,  3.83it/s]
 28%|██▊       | 1532/5410 [07:01<16:40,  3.88it/s]
 28%|██▊       | 1533/5410 [07:02<15:26,  4.18it/s]
 28%|██▊       | 1534/5410 [07:02<14:28,  4.46it/s]
 28%|██▊       | 1535/5410 [07:02<17:50,  3.62it/s]
 28%|██▊       | 1536/5410 [07:03<17:37,  3.67it/s]
 28%|██▊       | 1537/5410 [07:03<17:40,  3.65it/s]
 28%|██▊       | 1538/5410 [07:03<18:17,  3.53it/s]
 28%|██▊       | 1539/5410 [07:03<16:31,  3.90it/s]
 28%|██▊       | 1540/5410 [07:04<16:58,  3.80it/s]
 28%|██▊       | 1541/5410 [07:04<15:11,  4.24it/s]
 29%|██▊       | 1542/5410 [07:04<15:36,  4.13it/s]
 29%|██▊       | 1543/5410 [07:04<15:24,  4.18it/s]
 29%|██▊       | 1544/5410 [07:04<15:14,  4.23it/s]
 29%|██▊       | 1545/5410 [07:05<14:35,  4.42it/s]
 29%|██▊       | 1546/5410 [07:05<15:03,  4.28it/s]
 29%|██▊       | 1547/5410 [07:05<15:32,  4.14it/s]
 29%|██▊       | 1548/5410 [07:05<15:27,  4.17it/s]
 29%|██▊       | 1549/5410 [07:06<15:27,  4.16it/s]
 29%|██▊       | 1550/5410 [07:06<15:34,  4.13it/s]
 29%|██▊       | 1551/5410 [07:06<16:42,  3.85it/s]
 29%|██▊       | 1552/5410 [07:06<16:30,  3.89it/s]
 29%|██▊       | 1553/5410 [07:07<16:18,  3.94it/s]
 29%|██▊       | 1554/5410 [07:07<16:51,  3.81it/s]
 29%|██▊       | 1555/5410 [07:07<15:08,  4.24it/s]
 29%|██▉       | 1556/5410 [07:07<13:52,  4.63it/s]
 29%|██▉       | 1557/5410 [07:08<13:56,  4.61it/s]
 29%|██▉       | 1558/5410 [07:08<14:23,  4.46it/s]
 29%|██▉       | 1559/5410 [07:08<14:28,  4.43it/s]
 29%|██▉       | 1560/5410 [07:08<14:24,  4.45it/s]
 29%|██▉       | 1561/5410 [07:09<16:37,  3.86it/s]
 29%|██▉       | 1562/5410 [07:09<16:31,  3.88it/s]
 29%|██▉       | 1563/5410 [07:09<16:02,  4.00it/s]
 29%|██▉       | 1564/5410 [07:09<14:46,  4.34it/s]
 29%|██▉       | 1565/5410 [07:10<16:00,  4.00it/s]
 29%|██▉       | 1566/5410 [07:10<16:13,  3.95it/s]
 29%|██▉       | 1567/5410 [07:10<14:56,  4.29it/s]
 29%|██▉       | 1568/5410 [07:10<13:48,  4.64it/s]
 29%|██▉       | 1569/5410 [07:10<15:02,  4.25it/s]
 29%|██▉       | 1570/5410 [07:11<14:35,  4.38it/s]
 29%|██▉       | 1571/5410 [07:11<13:46,  4.65it/s]
 29%|██▉       | 1572/5410 [07:11<13:25,  4.77it/s]
 29%|██▉       | 1573/5410 [07:11<12:32,  5.10it/s]
 29%|██▉       | 1574/5410 [07:11<12:26,  5.14it/s]
 29%|██▉       | 1575/5410 [07:12<12:30,  5.11it/s]
 29%|██▉       | 1576/5410 [07:12<17:48,  3.59it/s]
 29%|██▉       | 1577/5410 [07:12<17:02,  3.75it/s]
 29%|██▉       | 1578/5410 [07:13<16:22,  3.90it/s]
 29%|██▉       | 1579/5410 [07:13<16:47,  3.80it/s]
 29%|██▉       | 1580/5410 [07:13<15:01,  4.25it/s]
 29%|██▉       | 1581/5410 [07:13<14:12,  4.49it/s]
 29%|██▉       | 1582/5410 [07:13<13:14,  4.82it/s]
 29%|██▉       | 1583/5410 [07:14<13:19,  4.79it/s]
 29%|██▉       | 1584/5410 [07:14<12:28,  5.11it/s]
 29%|██▉       | 1585/5410 [07:14<12:10,  5.23it/s]
 29%|██▉       | 1586/5410 [07:14<16:36,  3.84it/s]
 29%|██▉       | 1587/5410 [07:15<15:43,  4.05it/s]
 29%|██▉       | 1588/5410 [07:15<14:59,  4.25it/s]
 29%|██▉       | 1589/5410 [07:15<14:08,  4.50it/s]
 29%|██▉       | 1590/5410 [07:15<13:36,  4.68it/s]
 29%|██▉       | 1591/5410 [07:15<14:50,  4.29it/s]
 29%|██▉       | 1592/5410 [07:16<16:01,  3.97it/s]
 29%|██▉       | 1593/5410 [07:16<16:23,  3.88it/s]
 29%|██▉       | 1594/5410 [07:16<17:03,  3.73it/s]
 29%|██▉       | 1595/5410 [07:16<15:38,  4.07it/s]
 30%|██▉       | 1596/5410 [07:17<16:04,  3.96it/s]
 30%|██▉       | 1597/5410 [07:17<18:28,  3.44it/s]
 30%|██▉       | 1598/5410 [07:17<16:35,  3.83it/s]
 30%|██▉       | 1599/5410 [07:18<16:16,  3.90it/s]
 30%|██▉       | 1600/5410 [07:18<16:01,  3.96it/s]
 30%|██▉       | 1601/5410 [07:18<18:02,  3.52it/s]
 30%|██▉       | 1602/5410 [07:18<19:01,  3.34it/s]
 30%|██▉       | 1603/5410 [07:19<17:36,  3.60it/s]
 30%|██▉       | 1604/5410 [07:19<16:30,  3.84it/s]
 30%|██▉       | 1605/5410 [07:19<16:05,  3.94it/s]
 30%|██▉       | 1606/5410 [07:19<15:03,  4.21it/s]
 30%|██▉       | 1607/5410 [07:20<14:41,  4.32it/s]
 30%|██▉       | 1608/5410 [07:20<14:07,  4.49it/s]
 30%|██▉       | 1609/5410 [07:20<14:05,  4.49it/s]
 30%|██▉       | 1610/5410 [07:20<15:04,  4.20it/s]
 30%|██▉       | 1611/5410 [07:21<14:46,  4.28it/s]
 30%|██▉       | 1612/5410 [07:21<15:05,  4.19it/s]
 30%|██▉       | 1613/5410 [07:21<17:29,  3.62it/s]
 30%|██▉       | 1614/5410 [07:21<16:32,  3.83it/s]
 30%|██▉       | 1615/5410 [07:22<16:46,  3.77it/s]
 30%|██▉       | 1616/5410 [07:22<19:08,  3.30it/s]
 30%|██▉       | 1617/5410 [07:22<18:31,  3.41it/s]
 30%|██▉       | 1618/5410 [07:23<17:25,  3.63it/s]
 30%|██▉       | 1619/5410 [07:23<17:01,  3.71it/s]
 30%|██▉       | 1620/5410 [07:23<15:45,  4.01it/s]
 30%|██▉       | 1621/5410 [07:23<15:17,  4.13it/s]
 30%|██▉       | 1622/5410 [07:23<16:04,  3.93it/s]
 30%|███       | 1623/5410 [07:24<14:00,  4.51it/s][INFO|trainer.py:811] 2024-09-06 00:16:32,504 >> The following columns in the evaluation set don't have a corresponding argument in `RobertaForTokenClassification.forward` and have been ignored: tokens, ner_tags, id. If tokens, ner_tags, id are not expected by `RobertaForTokenClassification.forward`,  you can safely ignore this message.
[INFO|trainer.py:3819] 2024-09-06 00:16:32,506 >> 
***** Running Evaluation *****
[INFO|trainer.py:3821] 2024-09-06 00:16:32,507 >>   Num examples = 6810
[INFO|trainer.py:3824] 2024-09-06 00:16:32,507 >>   Batch size = 8
{'eval_loss': 0.833220362663269, 'eval_precision': 0.09218777996774771, 'eval_recall': 0.9457720588235294, 'eval_f1': 0.168, 'eval_accuracy': 0.7900778557403161, 'eval_runtime': 14.245, 'eval_samples_per_second': 478.064, 'eval_steps_per_second': 59.811, 'epoch': 2.0}
{'loss': 0.11, 'grad_norm': 0.9616082310676575, 'learning_rate': 3.613678373382625e-05, 'epoch': 2.77}


  0%|          | 0/852 [00:00<?, ?it/s]

  1%|          | 10/852 [00:00<00:08, 93.66it/s]

  2%|▏         | 20/852 [00:00<00:09, 84.35it/s]

  3%|▎         | 29/852 [00:00<00:09, 82.57it/s]

  4%|▍         | 38/852 [00:00<00:09, 82.19it/s]

  6%|▌         | 47/852 [00:00<00:09, 83.15it/s]

  7%|▋         | 56/852 [00:00<00:09, 83.42it/s]

  8%|▊         | 65/852 [00:00<00:09, 82.08it/s]

  9%|▊         | 74/852 [00:00<00:09, 80.74it/s]

 10%|▉         | 83/852 [00:01<00:09, 80.78it/s]

 11%|█         | 92/852 [00:01<00:09, 81.18it/s]

 12%|█▏        | 101/852 [00:01<00:09, 80.30it/s]

 13%|█▎        | 110/852 [00:01<00:09, 80.10it/s]

 14%|█▍        | 119/852 [00:01<00:09, 80.80it/s]

 15%|█▌        | 128/852 [00:01<00:09, 78.00it/s]

 16%|█▌        | 137/852 [00:01<00:09, 77.89it/s]

 17%|█▋        | 146/852 [00:01<00:08, 79.21it/s]

 18%|█▊        | 154/852 [00:01<00:08, 79.31it/s]

 19%|█▉        | 163/852 [00:02<00:08, 80.32it/s]

 20%|██        | 172/852 [00:02<00:08, 80.94it/s]

 21%|██        | 181/852 [00:02<00:08, 80.57it/s]

 22%|██▏       | 190/852 [00:02<00:08, 80.57it/s]

 23%|██▎       | 199/852 [00:02<00:08, 80.54it/s]

 24%|██▍       | 208/852 [00:02<00:08, 79.08it/s]

 25%|██▌       | 216/852 [00:02<00:08, 78.30it/s]

 26%|██▋       | 224/852 [00:02<00:07, 78.55it/s]

 27%|██▋       | 233/852 [00:02<00:07, 80.60it/s]

 28%|██▊       | 242/852 [00:03<00:07, 77.47it/s]

 29%|██▉       | 251/852 [00:03<00:07, 78.98it/s]

 31%|███       | 260/852 [00:03<00:07, 80.26it/s]

 32%|███▏      | 269/852 [00:03<00:07, 79.61it/s]

 33%|███▎      | 278/852 [00:03<00:07, 80.69it/s]

 34%|███▎      | 287/852 [00:03<00:07, 80.20it/s]

 35%|███▍      | 296/852 [00:03<00:06, 80.84it/s]

 36%|███▌      | 305/852 [00:03<00:06, 81.32it/s]

 37%|███▋      | 314/852 [00:03<00:06, 79.20it/s]

 38%|███▊      | 323/852 [00:04<00:06, 80.13it/s]

 39%|███▉      | 332/852 [00:04<00:06, 79.33it/s]

 40%|████      | 341/852 [00:04<00:06, 80.29it/s]

 41%|████      | 350/852 [00:04<00:06, 80.31it/s]

 42%|████▏     | 359/852 [00:04<00:06, 78.43it/s]

 43%|████▎     | 368/852 [00:04<00:06, 79.19it/s]

 44%|████▍     | 376/852 [00:04<00:06, 79.23it/s]

 45%|████▌     | 384/852 [00:04<00:05, 78.58it/s]

 46%|████▌     | 393/852 [00:04<00:05, 80.16it/s]

 47%|████▋     | 402/852 [00:05<00:05, 79.61it/s]

 48%|████▊     | 410/852 [00:05<00:05, 77.74it/s]

 49%|████▉     | 419/852 [00:05<00:05, 79.23it/s]

 50%|█████     | 427/852 [00:05<00:05, 77.45it/s]

 51%|█████     | 436/852 [00:05<00:05, 79.42it/s]

 52%|█████▏    | 445/852 [00:05<00:05, 80.68it/s]

 53%|█████▎    | 454/852 [00:05<00:04, 81.63it/s]

 54%|█████▍    | 463/852 [00:05<00:04, 79.89it/s]

 55%|█████▌    | 472/852 [00:05<00:05, 75.01it/s]

 56%|█████▋    | 481/852 [00:06<00:04, 76.41it/s]

 57%|█████▋    | 489/852 [00:06<00:04, 76.96it/s]

 58%|█████▊    | 498/852 [00:06<00:04, 79.15it/s]

 60%|█████▉    | 507/852 [00:06<00:04, 78.55it/s]

 61%|██████    | 516/852 [00:06<00:04, 80.22it/s]

 62%|██████▏   | 525/852 [00:06<00:04, 78.66it/s]

 63%|██████▎   | 534/852 [00:06<00:04, 79.30it/s]

 64%|██████▎   | 543/852 [00:06<00:03, 80.09it/s]

 65%|██████▍   | 552/852 [00:06<00:03, 78.39it/s]

 66%|██████▌   | 561/852 [00:07<00:03, 79.08it/s]

 67%|██████▋   | 570/852 [00:07<00:03, 79.85it/s]

 68%|██████▊   | 578/852 [00:07<00:03, 79.17it/s]

 69%|██████▉   | 586/852 [00:07<00:03, 78.71it/s]

 70%|██████▉   | 595/852 [00:07<00:03, 79.60it/s]

 71%|███████   | 603/852 [00:07<00:03, 79.69it/s]

 72%|███████▏  | 611/852 [00:07<00:03, 79.57it/s]

 73%|███████▎  | 619/852 [00:07<00:02, 78.26it/s]

 74%|███████▎  | 627/852 [00:07<00:02, 78.35it/s]

 75%|███████▍  | 635/852 [00:07<00:02, 77.98it/s]

 75%|███████▌  | 643/852 [00:08<00:02, 75.58it/s]

 77%|███████▋  | 652/852 [00:08<00:02, 77.91it/s]

 77%|███████▋  | 660/852 [00:08<00:02, 78.39it/s]

 79%|███████▊  | 669/852 [00:08<00:02, 78.91it/s]

 80%|███████▉  | 678/852 [00:08<00:02, 79.67it/s]

 81%|████████  | 687/852 [00:08<00:02, 80.34it/s]

 82%|████████▏ | 696/852 [00:08<00:01, 80.76it/s]

 83%|████████▎ | 705/852 [00:08<00:01, 80.88it/s]

 84%|████████▍ | 714/852 [00:08<00:01, 81.28it/s]

 85%|████████▍ | 723/852 [00:09<00:01, 80.46it/s]

 86%|████████▌ | 732/852 [00:09<00:01, 81.60it/s]

 87%|████████▋ | 741/852 [00:09<00:01, 81.93it/s]

 88%|████████▊ | 750/852 [00:09<00:01, 81.49it/s]

 89%|████████▉ | 759/852 [00:09<00:01, 82.20it/s]

 90%|█████████ | 768/852 [00:09<00:01, 80.57it/s]

 91%|█████████ | 777/852 [00:09<00:00, 80.33it/s]

 92%|█████████▏| 786/852 [00:09<00:00, 78.75it/s]

 93%|█████████▎| 794/852 [00:09<00:00, 78.61it/s]

 94%|█████████▍| 803/852 [00:10<00:00, 79.12it/s]

 95%|█████████▌| 811/852 [00:10<00:00, 77.82it/s]

 96%|█████████▌| 819/852 [00:10<00:00, 78.41it/s]

 97%|█████████▋| 828/852 [00:10<00:00, 79.35it/s]

 98%|█████████▊| 836/852 [00:10<00:00, 79.49it/s]

 99%|█████████▉| 844/852 [00:10<00:00, 77.99it/s]

100%|██████████| 852/852 [00:10<00:00, 77.74it/s]/usr/local/lib/python3.10/dist-packages/seqeval/metrics/v1.py:57: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))

                                                   

                                                 

 30%|███       | 1623/5410 [07:38<14:00,  4.51it/s]

100%|██████████| 852/852 [00:14<00:00, 77.74it/s]

                                                 [INFO|trainer.py:3503] 2024-09-06 00:16:46,845 >> Saving model checkpoint to /content/dissertation/scripts/ner/output/checkpoint-1623
[INFO|configuration_utils.py:472] 2024-09-06 00:16:46,846 >> Configuration saved in /content/dissertation/scripts/ner/output/checkpoint-1623/config.json
[INFO|modeling_utils.py:2799] 2024-09-06 00:16:48,215 >> Model weights saved in /content/dissertation/scripts/ner/output/checkpoint-1623/model.safetensors
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:16:48,216 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/checkpoint-1623/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:16:48,216 >> Special tokens file saved in /content/dissertation/scripts/ner/output/checkpoint-1623/special_tokens_map.json
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:16:50,501 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:16:50,501 >> Special tokens file saved in /content/dissertation/scripts/ner/output/special_tokens_map.json

 30%|███       | 1624/5410 [07:42<5:59:13,  5.69s/it]
 30%|███       | 1625/5410 [07:42<4:15:37,  4.05s/it]
 30%|███       | 1626/5410 [07:43<3:04:11,  2.92s/it]
 30%|███       | 1627/5410 [07:43<2:12:32,  2.10s/it]
 30%|███       | 1628/5410 [07:43<1:37:08,  1.54s/it]
 30%|███       | 1629/5410 [07:43<1:13:10,  1.16s/it]
 30%|███       | 1630/5410 [07:43<55:13,  1.14it/s]  
 30%|███       | 1631/5410 [07:44<42:06,  1.50it/s]
 30%|███       | 1632/5410 [07:44<35:32,  1.77it/s]
 30%|███       | 1633/5410 [07:44<28:23,  2.22it/s]
 30%|███       | 1634/5410 [07:45<25:50,  2.44it/s]
 30%|███       | 1635/5410 [07:45<23:17,  2.70it/s]
 30%|███       | 1636/5410 [07:45<21:36,  2.91it/s]
 30%|███       | 1637/5410 [07:45<20:54,  3.01it/s]
 30%|███       | 1638/5410 [07:46<18:07,  3.47it/s]
 30%|███       | 1639/5410 [07:46<17:11,  3.65it/s]
 30%|███       | 1640/5410 [07:46<17:26,  3.60it/s]
 30%|███       | 1641/5410 [07:46<15:26,  4.07it/s]
 30%|███       | 1642/5410 [07:46<14:47,  4.25it/s]
 30%|███       | 1643/5410 [07:47<13:41,  4.59it/s]
 30%|███       | 1644/5410 [07:47<14:23,  4.36it/s]
 30%|███       | 1645/5410 [07:47<14:46,  4.25it/s]
 30%|███       | 1646/5410 [07:47<14:07,  4.44it/s]
 30%|███       | 1647/5410 [07:48<14:15,  4.40it/s]
 30%|███       | 1648/5410 [07:48<14:54,  4.20it/s]
 30%|███       | 1649/5410 [07:48<16:33,  3.79it/s]
 30%|███       | 1650/5410 [07:48<17:02,  3.68it/s]
 31%|███       | 1651/5410 [07:49<18:45,  3.34it/s]
 31%|███       | 1652/5410 [07:49<17:01,  3.68it/s]
 31%|███       | 1653/5410 [07:49<17:01,  3.68it/s]
 31%|███       | 1654/5410 [07:50<18:33,  3.37it/s]
 31%|███       | 1655/5410 [07:50<17:05,  3.66it/s]
 31%|███       | 1656/5410 [07:50<18:03,  3.47it/s]
 31%|███       | 1657/5410 [07:50<17:28,  3.58it/s]
 31%|███       | 1658/5410 [07:51<18:16,  3.42it/s]
 31%|███       | 1659/5410 [07:51<16:04,  3.89it/s]
 31%|███       | 1660/5410 [07:51<15:11,  4.11it/s]
 31%|███       | 1661/5410 [07:52<18:42,  3.34it/s]
 31%|███       | 1662/5410 [07:52<18:35,  3.36it/s]
 31%|███       | 1663/5410 [07:52<17:42,  3.53it/s]
 31%|███       | 1664/5410 [07:52<16:53,  3.69it/s]
 31%|███       | 1665/5410 [07:53<14:56,  4.18it/s]
 31%|███       | 1666/5410 [07:53<14:08,  4.41it/s]
 31%|███       | 1667/5410 [07:53<13:23,  4.66it/s]
 31%|███       | 1668/5410 [07:53<12:57,  4.82it/s]
 31%|███       | 1669/5410 [07:53<12:28,  5.00it/s]
 31%|███       | 1670/5410 [07:54<13:20,  4.67it/s]
 31%|███       | 1671/5410 [07:54<12:52,  4.84it/s]
 31%|███       | 1672/5410 [07:54<14:26,  4.32it/s]
 31%|███       | 1673/5410 [07:54<14:19,  4.35it/s]
 31%|███       | 1674/5410 [07:54<14:06,  4.41it/s]
 31%|███       | 1675/5410 [07:55<13:27,  4.62it/s]
 31%|███       | 1676/5410 [07:55<13:32,  4.60it/s]
 31%|███       | 1677/5410 [07:55<16:57,  3.67it/s]
 31%|███       | 1678/5410 [07:56<15:48,  3.94it/s]
 31%|███       | 1679/5410 [07:56<14:29,  4.29it/s]
 31%|███       | 1680/5410 [07:56<17:43,  3.51it/s]
 31%|███       | 1681/5410 [07:56<17:32,  3.54it/s]
 31%|███       | 1682/5410 [07:57<16:54,  3.68it/s]
 31%|███       | 1683/5410 [07:57<17:13,  3.61it/s]
 31%|███       | 1684/5410 [07:57<16:48,  3.69it/s]
 31%|███       | 1685/5410 [07:57<17:42,  3.51it/s]
 31%|███       | 1686/5410 [07:58<17:05,  3.63it/s]
 31%|███       | 1687/5410 [07:58<16:45,  3.70it/s]
 31%|███       | 1688/5410 [07:58<15:39,  3.96it/s]
 31%|███       | 1689/5410 [07:58<14:29,  4.28it/s]
 31%|███       | 1690/5410 [07:59<15:30,  4.00it/s]
 31%|███▏      | 1691/5410 [07:59<14:34,  4.25it/s]
 31%|███▏      | 1692/5410 [07:59<13:41,  4.53it/s]
 31%|███▏      | 1693/5410 [07:59<13:16,  4.67it/s]
 31%|███▏      | 1694/5410 [07:59<13:17,  4.66it/s]
 31%|███▏      | 1695/5410 [08:00<12:50,  4.82it/s]
 31%|███▏      | 1696/5410 [08:00<14:53,  4.16it/s]
 31%|███▏      | 1697/5410 [08:00<15:34,  3.97it/s]
 31%|███▏      | 1698/5410 [08:01<15:32,  3.98it/s]
 31%|███▏      | 1699/5410 [08:01<15:42,  3.94it/s]
 31%|███▏      | 1700/5410 [08:01<14:31,  4.26it/s]
 31%|███▏      | 1701/5410 [08:01<14:20,  4.31it/s]
 31%|███▏      | 1702/5410 [08:01<13:56,  4.43it/s]
 31%|███▏      | 1703/5410 [08:02<12:54,  4.79it/s]
 31%|███▏      | 1704/5410 [08:02<13:22,  4.62it/s]
 32%|███▏      | 1705/5410 [08:02<14:37,  4.22it/s]
 32%|███▏      | 1706/5410 [08:02<13:23,  4.61it/s]
 32%|███▏      | 1707/5410 [08:03<14:46,  4.18it/s]
 32%|███▏      | 1708/5410 [08:03<13:54,  4.44it/s]
 32%|███▏      | 1709/5410 [08:03<14:37,  4.22it/s]
 32%|███▏      | 1710/5410 [08:03<15:22,  4.01it/s]
 32%|███▏      | 1711/5410 [08:03<14:19,  4.30it/s]
 32%|███▏      | 1712/5410 [08:04<14:08,  4.36it/s]
 32%|███▏      | 1713/5410 [08:04<14:06,  4.37it/s]
 32%|███▏      | 1714/5410 [08:04<14:20,  4.29it/s]
 32%|███▏      | 1715/5410 [08:04<14:42,  4.19it/s]
 32%|███▏      | 1716/5410 [08:05<14:31,  4.24it/s]
 32%|███▏      | 1717/5410 [08:05<13:07,  4.69it/s]
 32%|███▏      | 1718/5410 [08:05<13:07,  4.69it/s]
 32%|███▏      | 1719/5410 [08:05<14:05,  4.36it/s]
 32%|███▏      | 1720/5410 [08:06<13:54,  4.42it/s]
 32%|███▏      | 1721/5410 [08:06<13:06,  4.69it/s]
 32%|███▏      | 1722/5410 [08:06<14:17,  4.30it/s]
 32%|███▏      | 1723/5410 [08:06<13:47,  4.46it/s]
 32%|███▏      | 1724/5410 [08:06<13:43,  4.48it/s]
 32%|███▏      | 1725/5410 [08:07<14:09,  4.34it/s]
 32%|███▏      | 1726/5410 [08:07<13:58,  4.39it/s]
 32%|███▏      | 1727/5410 [08:07<19:05,  3.21it/s]
 32%|███▏      | 1728/5410 [08:08<18:42,  3.28it/s]
 32%|███▏      | 1729/5410 [08:08<16:38,  3.69it/s]
 32%|███▏      | 1730/5410 [08:08<17:09,  3.57it/s]
 32%|███▏      | 1731/5410 [08:08<15:20,  4.00it/s]
 32%|███▏      | 1732/5410 [08:09<15:47,  3.88it/s]
 32%|███▏      | 1733/5410 [08:09<15:28,  3.96it/s]
 32%|███▏      | 1734/5410 [08:09<15:38,  3.92it/s]
 32%|███▏      | 1735/5410 [08:09<14:43,  4.16it/s]
 32%|███▏      | 1736/5410 [08:10<14:28,  4.23it/s]
 32%|███▏      | 1737/5410 [08:10<14:00,  4.37it/s]
 32%|███▏      | 1738/5410 [08:10<13:27,  4.55it/s]
 32%|███▏      | 1739/5410 [08:10<15:41,  3.90it/s]
 32%|███▏      | 1740/5410 [08:11<14:42,  4.16it/s]
 32%|███▏      | 1741/5410 [08:11<15:15,  4.01it/s]
 32%|███▏      | 1742/5410 [08:11<23:46,  2.57it/s]
 32%|███▏      | 1743/5410 [08:12<19:58,  3.06it/s]
 32%|███▏      | 1744/5410 [08:12<18:33,  3.29it/s]
 32%|███▏      | 1745/5410 [08:12<17:22,  3.52it/s]
 32%|███▏      | 1746/5410 [08:12<16:23,  3.73it/s]
 32%|███▏      | 1747/5410 [08:13<17:55,  3.40it/s]
 32%|███▏      | 1748/5410 [08:13<19:16,  3.17it/s]
 32%|███▏      | 1749/5410 [08:13<18:33,  3.29it/s]
 32%|███▏      | 1750/5410 [08:14<16:49,  3.63it/s]
 32%|███▏      | 1751/5410 [08:14<16:26,  3.71it/s]
 32%|███▏      | 1752/5410 [08:14<14:41,  4.15it/s]
 32%|███▏      | 1753/5410 [08:14<14:37,  4.17it/s]
 32%|███▏      | 1754/5410 [08:15<14:56,  4.08it/s]
 32%|███▏      | 1755/5410 [08:15<13:47,  4.42it/s]
 32%|███▏      | 1756/5410 [08:15<13:08,  4.64it/s]
 32%|███▏      | 1757/5410 [08:15<12:54,  4.71it/s]
 32%|███▏      | 1758/5410 [08:15<16:05,  3.78it/s]
 33%|███▎      | 1759/5410 [08:16<14:48,  4.11it/s]
 33%|███▎      | 1760/5410 [08:16<13:32,  4.49it/s]
 33%|███▎      | 1761/5410 [08:16<13:22,  4.55it/s]
 33%|███▎      | 1762/5410 [08:16<12:24,  4.90it/s]
 33%|███▎      | 1763/5410 [08:16<12:12,  4.98it/s]
 33%|███▎      | 1764/5410 [08:17<11:48,  5.14it/s]
 33%|███▎      | 1765/5410 [08:17<12:15,  4.96it/s]
 33%|███▎      | 1766/5410 [08:17<11:57,  5.08it/s]
 33%|███▎      | 1767/5410 [08:17<12:02,  5.04it/s]
 33%|███▎      | 1768/5410 [08:17<13:31,  4.49it/s]
 33%|███▎      | 1769/5410 [08:18<12:28,  4.87it/s]
 33%|███▎      | 1770/5410 [08:18<12:53,  4.71it/s]
 33%|███▎      | 1771/5410 [08:18<13:55,  4.35it/s]
 33%|███▎      | 1772/5410 [08:18<13:31,  4.48it/s]
 33%|███▎      | 1773/5410 [08:19<14:02,  4.32it/s]
 33%|███▎      | 1774/5410 [08:19<14:03,  4.31it/s]
 33%|███▎      | 1775/5410 [08:19<13:37,  4.44it/s]
 33%|███▎      | 1776/5410 [08:19<14:07,  4.29it/s]
 33%|███▎      | 1777/5410 [08:20<15:50,  3.82it/s]
 33%|███▎      | 1778/5410 [08:20<14:19,  4.23it/s]
 33%|███▎      | 1779/5410 [08:20<13:50,  4.37it/s]
 33%|███▎      | 1780/5410 [08:20<13:45,  4.40it/s]
 33%|███▎      | 1781/5410 [08:21<18:09,  3.33it/s]
 33%|███▎      | 1782/5410 [08:21<16:09,  3.74it/s]
 33%|███▎      | 1783/5410 [08:21<17:49,  3.39it/s]
 33%|███▎      | 1784/5410 [08:22<16:40,  3.62it/s]
 33%|███▎      | 1785/5410 [08:22<15:38,  3.86it/s]
 33%|███▎      | 1786/5410 [08:22<14:28,  4.17it/s]
 33%|███▎      | 1787/5410 [08:22<13:16,  4.55it/s]
 33%|███▎      | 1788/5410 [08:22<13:42,  4.41it/s]
 33%|███▎      | 1789/5410 [08:23<16:39,  3.62it/s]
 33%|███▎      | 1790/5410 [08:23<15:29,  3.90it/s]
 33%|███▎      | 1791/5410 [08:23<14:28,  4.17it/s]
 33%|███▎      | 1792/5410 [08:23<15:02,  4.01it/s]
 33%|███▎      | 1793/5410 [08:24<15:02,  4.01it/s]
 33%|███▎      | 1794/5410 [08:24<14:04,  4.28it/s]
 33%|███▎      | 1795/5410 [08:24<13:45,  4.38it/s]
 33%|███▎      | 1796/5410 [08:24<13:15,  4.54it/s]
 33%|███▎      | 1797/5410 [08:24<12:26,  4.84it/s]
 33%|███▎      | 1798/5410 [08:25<13:03,  4.61it/s]
 33%|███▎      | 1799/5410 [08:25<13:06,  4.59it/s]
 33%|███▎      | 1800/5410 [08:25<13:10,  4.57it/s]
 33%|███▎      | 1801/5410 [08:25<12:42,  4.73it/s]
 33%|███▎      | 1802/5410 [08:26<12:21,  4.87it/s]
 33%|███▎      | 1803/5410 [08:26<14:02,  4.28it/s]
 33%|███▎      | 1804/5410 [08:26<13:28,  4.46it/s]
 33%|███▎      | 1805/5410 [08:26<12:28,  4.82it/s]
 33%|███▎      | 1806/5410 [08:26<13:10,  4.56it/s]
 33%|███▎      | 1807/5410 [08:27<13:05,  4.59it/s]
 33%|███▎      | 1808/5410 [08:27<12:52,  4.66it/s]
 33%|███▎      | 1809/5410 [08:27<14:55,  4.02it/s]
 33%|███▎      | 1810/5410 [08:27<14:20,  4.18it/s]
 33%|███▎      | 1811/5410 [08:28<15:26,  3.89it/s]
 33%|███▎      | 1812/5410 [08:28<14:35,  4.11it/s]
 34%|███▎      | 1813/5410 [08:28<14:33,  4.12it/s]
 34%|███▎      | 1814/5410 [08:28<15:08,  3.96it/s]
 34%|███▎      | 1815/5410 [08:29<14:32,  4.12it/s]
 34%|███▎      | 1816/5410 [08:29<17:10,  3.49it/s]
 34%|███▎      | 1817/5410 [08:29<15:30,  3.86it/s]
 34%|███▎      | 1818/5410 [08:30<16:06,  3.72it/s]
 34%|███▎      | 1819/5410 [08:30<15:22,  3.89it/s]
 34%|███▎      | 1820/5410 [08:30<14:19,  4.18it/s]
 34%|███▎      | 1821/5410 [08:30<14:08,  4.23it/s]
 34%|███▎      | 1822/5410 [08:30<13:22,  4.47it/s]
 34%|███▎      | 1823/5410 [08:31<16:00,  3.73it/s]
 34%|███▎      | 1824/5410 [08:31<14:55,  4.01it/s]
 34%|███▎      | 1825/5410 [08:31<13:49,  4.32it/s]
 34%|███▍      | 1826/5410 [08:31<14:11,  4.21it/s]
 34%|███▍      | 1827/5410 [08:32<12:52,  4.64it/s]
 34%|███▍      | 1828/5410 [08:32<14:32,  4.10it/s]
 34%|███▍      | 1829/5410 [08:32<14:19,  4.17it/s]
 34%|███▍      | 1830/5410 [08:32<15:40,  3.80it/s]
 34%|███▍      | 1831/5410 [08:33<15:05,  3.95it/s]
 34%|███▍      | 1832/5410 [08:33<15:56,  3.74it/s]
 34%|███▍      | 1833/5410 [08:33<16:31,  3.61it/s]
 34%|███▍      | 1834/5410 [08:33<15:27,  3.86it/s]
 34%|███▍      | 1835/5410 [08:34<14:52,  4.00it/s]
 34%|███▍      | 1836/5410 [08:34<14:25,  4.13it/s]
 34%|███▍      | 1837/5410 [08:34<15:40,  3.80it/s]
 34%|███▍      | 1838/5410 [08:35<16:37,  3.58it/s]
 34%|███▍      | 1839/5410 [08:35<15:34,  3.82it/s]
 34%|███▍      | 1840/5410 [08:35<16:18,  3.65it/s]
 34%|███▍      | 1841/5410 [08:35<15:22,  3.87it/s]
 34%|███▍      | 1842/5410 [08:36<16:55,  3.52it/s]
 34%|███▍      | 1843/5410 [08:36<16:37,  3.58it/s]
 34%|███▍      | 1844/5410 [08:36<16:36,  3.58it/s]
 34%|███▍      | 1845/5410 [08:37<18:36,  3.19it/s]
 34%|███▍      | 1846/5410 [08:37<18:55,  3.14it/s]
 34%|███▍      | 1847/5410 [08:37<16:54,  3.51it/s]
 34%|███▍      | 1848/5410 [08:37<16:39,  3.56it/s]
 34%|███▍      | 1849/5410 [08:38<14:47,  4.01it/s]
 34%|███▍      | 1850/5410 [08:38<13:36,  4.36it/s]
 34%|███▍      | 1851/5410 [08:38<14:44,  4.02it/s]
 34%|███▍      | 1852/5410 [08:38<13:26,  4.41it/s]
 34%|███▍      | 1853/5410 [08:38<13:03,  4.54it/s]
 34%|███▍      | 1854/5410 [08:39<13:39,  4.34it/s]
 34%|███▍      | 1855/5410 [08:39<14:40,  4.04it/s]
 34%|███▍      | 1856/5410 [08:39<13:30,  4.38it/s]
 34%|███▍      | 1857/5410 [08:39<14:16,  4.15it/s]
 34%|███▍      | 1858/5410 [08:40<14:52,  3.98it/s]
 34%|███▍      | 1859/5410 [08:40<14:07,  4.19it/s]
 34%|███▍      | 1860/5410 [08:40<14:12,  4.17it/s]
 34%|███▍      | 1861/5410 [08:40<13:54,  4.25it/s]
 34%|███▍      | 1862/5410 [08:41<12:55,  4.58it/s]
 34%|███▍      | 1863/5410 [08:41<14:50,  3.98it/s]
 34%|███▍      | 1864/5410 [08:41<13:38,  4.33it/s]
 34%|███▍      | 1865/5410 [08:41<14:01,  4.21it/s]
 34%|███▍      | 1866/5410 [08:42<15:30,  3.81it/s]
 35%|███▍      | 1867/5410 [08:42<14:43,  4.01it/s]
 35%|███▍      | 1868/5410 [08:42<14:21,  4.11it/s]
 35%|███▍      | 1869/5410 [08:42<14:03,  4.20it/s]
 35%|███▍      | 1870/5410 [08:43<13:33,  4.35it/s]
 35%|███▍      | 1871/5410 [08:43<14:37,  4.03it/s]
 35%|███▍      | 1872/5410 [08:43<14:29,  4.07it/s]
 35%|███▍      | 1873/5410 [08:43<13:43,  4.30it/s]
 35%|███▍      | 1874/5410 [08:43<13:37,  4.33it/s]
 35%|███▍      | 1875/5410 [08:44<14:56,  3.94it/s]
 35%|███▍      | 1876/5410 [08:44<13:44,  4.28it/s]
 35%|███▍      | 1877/5410 [08:44<14:42,  4.01it/s]
 35%|███▍      | 1878/5410 [08:44<14:17,  4.12it/s]
 35%|███▍      | 1879/5410 [08:45<14:36,  4.03it/s]
 35%|███▍      | 1880/5410 [08:45<13:41,  4.30it/s]
 35%|███▍      | 1881/5410 [08:45<13:23,  4.39it/s]
 35%|███▍      | 1882/5410 [08:45<13:11,  4.46it/s]
 35%|███▍      | 1883/5410 [08:46<13:46,  4.27it/s]
 35%|███▍      | 1884/5410 [08:46<13:45,  4.27it/s]
 35%|███▍      | 1885/5410 [08:46<13:00,  4.51it/s]
 35%|███▍      | 1886/5410 [08:46<12:54,  4.55it/s]
 35%|███▍      | 1887/5410 [08:46<13:01,  4.51it/s]
 35%|███▍      | 1888/5410 [08:47<12:44,  4.61it/s]
 35%|███▍      | 1889/5410 [08:47<12:45,  4.60it/s]
 35%|███▍      | 1890/5410 [08:47<11:59,  4.89it/s]
 35%|███▍      | 1891/5410 [08:47<12:38,  4.64it/s]
 35%|███▍      | 1892/5410 [08:48<13:20,  4.40it/s]
 35%|███▍      | 1893/5410 [08:48<13:55,  4.21it/s]
 35%|███▌      | 1894/5410 [08:48<13:32,  4.33it/s]
 35%|███▌      | 1895/5410 [08:48<13:18,  4.40it/s]
 35%|███▌      | 1896/5410 [08:48<12:43,  4.60it/s]
 35%|███▌      | 1897/5410 [08:49<12:43,  4.60it/s]
 35%|███▌      | 1898/5410 [08:49<12:23,  4.72it/s]
 35%|███▌      | 1899/5410 [08:49<12:28,  4.69it/s]
 35%|███▌      | 1900/5410 [08:49<12:42,  4.60it/s]
 35%|███▌      | 1901/5410 [08:50<12:37,  4.63it/s]
 35%|███▌      | 1902/5410 [08:50<13:09,  4.44it/s]
 35%|███▌      | 1903/5410 [08:50<13:10,  4.44it/s]
 35%|███▌      | 1904/5410 [08:50<14:29,  4.03it/s]
 35%|███▌      | 1905/5410 [08:51<14:48,  3.95it/s]
 35%|███▌      | 1906/5410 [08:51<14:56,  3.91it/s]
 35%|███▌      | 1907/5410 [08:51<15:50,  3.68it/s]
 35%|███▌      | 1908/5410 [08:51<16:00,  3.65it/s]
 35%|███▌      | 1909/5410 [08:52<14:12,  4.10it/s]
 35%|███▌      | 1910/5410 [08:52<13:30,  4.32it/s]
 35%|███▌      | 1911/5410 [08:52<15:06,  3.86it/s]
 35%|███▌      | 1912/5410 [08:52<14:11,  4.11it/s]
 35%|███▌      | 1913/5410 [08:53<13:55,  4.18it/s]
 35%|███▌      | 1914/5410 [08:53<13:57,  4.17it/s]
 35%|███▌      | 1915/5410 [08:53<13:18,  4.38it/s]
 35%|███▌      | 1916/5410 [08:53<13:06,  4.44it/s]
 35%|███▌      | 1917/5410 [08:54<14:54,  3.91it/s]
 35%|███▌      | 1918/5410 [08:54<14:22,  4.05it/s]
 35%|███▌      | 1919/5410 [08:54<14:07,  4.12it/s]
 35%|███▌      | 1920/5410 [08:54<13:52,  4.19it/s]
 36%|███▌      | 1921/5410 [08:55<15:07,  3.84it/s]
 36%|███▌      | 1922/5410 [08:55<14:43,  3.95it/s]
 36%|███▌      | 1923/5410 [08:55<14:52,  3.91it/s]
 36%|███▌      | 1924/5410 [08:55<15:40,  3.71it/s]
 36%|███▌      | 1925/5410 [08:56<15:09,  3.83it/s]
 36%|███▌      | 1926/5410 [08:56<15:05,  3.85it/s]
 36%|███▌      | 1927/5410 [08:56<14:50,  3.91it/s]
 36%|███▌      | 1928/5410 [08:57<17:29,  3.32it/s]
 36%|███▌      | 1929/5410 [08:57<15:31,  3.74it/s]
 36%|███▌      | 1930/5410 [08:57<15:23,  3.77it/s]
 36%|███▌      | 1931/5410 [08:57<16:35,  3.49it/s]
 36%|███▌      | 1932/5410 [08:58<16:04,  3.60it/s]
 36%|███▌      | 1933/5410 [08:58<14:19,  4.04it/s]
 36%|███▌      | 1934/5410 [08:58<13:46,  4.21it/s]
 36%|███▌      | 1935/5410 [08:58<13:19,  4.34it/s]
 36%|███▌      | 1936/5410 [08:58<13:45,  4.21it/s]
 36%|███▌      | 1937/5410 [08:59<14:09,  4.09it/s]
 36%|███▌      | 1938/5410 [08:59<14:19,  4.04it/s]
 36%|███▌      | 1939/5410 [08:59<13:59,  4.13it/s]
 36%|███▌      | 1940/5410 [08:59<14:37,  3.95it/s]
 36%|███▌      | 1941/5410 [09:00<16:11,  3.57it/s]
 36%|███▌      | 1942/5410 [09:00<14:29,  3.99it/s]
 36%|███▌      | 1943/5410 [09:00<14:17,  4.04it/s]
 36%|███▌      | 1944/5410 [09:00<14:32,  3.97it/s]
 36%|███▌      | 1945/5410 [09:01<14:32,  3.97it/s]
 36%|███▌      | 1946/5410 [09:01<13:57,  4.14it/s]
 36%|███▌      | 1947/5410 [09:01<13:11,  4.37it/s]
 36%|███▌      | 1948/5410 [09:01<13:58,  4.13it/s]
 36%|███▌      | 1949/5410 [09:02<13:48,  4.18it/s]
 36%|███▌      | 1950/5410 [09:02<15:04,  3.82it/s]
 36%|███▌      | 1951/5410 [09:02<14:56,  3.86it/s]
 36%|███▌      | 1952/5410 [09:03<18:09,  3.17it/s]
 36%|███▌      | 1953/5410 [09:03<17:01,  3.39it/s]
 36%|███▌      | 1954/5410 [09:03<16:23,  3.51it/s]
 36%|███▌      | 1955/5410 [09:03<15:48,  3.64it/s]
 36%|███▌      | 1956/5410 [09:04<14:32,  3.96it/s]
 36%|███▌      | 1957/5410 [09:04<13:31,  4.25it/s]
 36%|███▌      | 1958/5410 [09:04<14:19,  4.02it/s]
 36%|███▌      | 1959/5410 [09:04<13:35,  4.23it/s]
 36%|███▌      | 1960/5410 [09:05<13:17,  4.32it/s]
 36%|███▌      | 1961/5410 [09:05<13:09,  4.37it/s]
 36%|███▋      | 1962/5410 [09:05<16:18,  3.52it/s]
 36%|███▋      | 1963/5410 [09:05<15:38,  3.67it/s]
 36%|███▋      | 1964/5410 [09:06<15:54,  3.61it/s]
 36%|███▋      | 1965/5410 [09:06<16:17,  3.53it/s]
 36%|███▋      | 1966/5410 [09:06<15:11,  3.78it/s]
 36%|███▋      | 1967/5410 [09:07<16:35,  3.46it/s]
 36%|███▋      | 1968/5410 [09:07<17:04,  3.36it/s]
 36%|███▋      | 1969/5410 [09:07<15:45,  3.64it/s]
 36%|███▋      | 1970/5410 [09:07<15:30,  3.70it/s]
 36%|███▋      | 1971/5410 [09:08<15:19,  3.74it/s]
 36%|███▋      | 1972/5410 [09:08<15:04,  3.80it/s]
 36%|███▋      | 1973/5410 [09:08<13:34,  4.22it/s]
 36%|███▋      | 1974/5410 [09:08<12:54,  4.44it/s]
 37%|███▋      | 1975/5410 [09:09<13:42,  4.18it/s]
 37%|███▋      | 1976/5410 [09:09<13:19,  4.30it/s]
 37%|███▋      | 1977/5410 [09:09<13:15,  4.31it/s]
 37%|███▋      | 1978/5410 [09:09<15:32,  3.68it/s]
 37%|███▋      | 1979/5410 [09:10<14:58,  3.82it/s]
 37%|███▋      | 1980/5410 [09:10<14:24,  3.97it/s]
 37%|███▋      | 1981/5410 [09:10<14:06,  4.05it/s]
 37%|███▋      | 1982/5410 [09:10<14:18,  3.99it/s]
 37%|███▋      | 1983/5410 [09:11<14:07,  4.05it/s]
 37%|███▋      | 1984/5410 [09:11<15:51,  3.60it/s]
 37%|███▋      | 1985/5410 [09:11<14:23,  3.96it/s]
 37%|███▋      | 1986/5410 [09:11<13:29,  4.23it/s]
 37%|███▋      | 1987/5410 [09:12<13:41,  4.17it/s]
 37%|███▋      | 1988/5410 [09:12<12:57,  4.40it/s]
 37%|███▋      | 1989/5410 [09:12<12:47,  4.46it/s]
 37%|███▋      | 1990/5410 [09:12<13:31,  4.21it/s]
 37%|███▋      | 1991/5410 [09:13<16:20,  3.49it/s]
 37%|███▋      | 1992/5410 [09:13<15:42,  3.63it/s]
 37%|███▋      | 1993/5410 [09:13<14:16,  3.99it/s]
 37%|███▋      | 1994/5410 [09:13<14:25,  3.95it/s]
 37%|███▋      | 1995/5410 [09:14<14:16,  3.99it/s]
 37%|███▋      | 1996/5410 [09:14<13:19,  4.27it/s]
 37%|███▋      | 1997/5410 [09:14<14:11,  4.01it/s]
 37%|███▋      | 1998/5410 [09:14<13:25,  4.24it/s]
 37%|███▋      | 1999/5410 [09:14<12:40,  4.48it/s]
 37%|███▋      | 2000/5410 [09:15<12:48,  4.44it/s]
                                                   

 37%|███▋      | 2000/5410 [09:15<12:48,  4.44it/s]
 37%|███▋      | 2001/5410 [09:15<12:20,  4.60it/s]
 37%|███▋      | 2002/5410 [09:15<11:55,  4.76it/s]
 37%|███▋      | 2003/5410 [09:16<16:29,  3.44it/s]
 37%|███▋      | 2004/5410 [09:16<14:37,  3.88it/s]
 37%|███▋      | 2005/5410 [09:16<16:30,  3.44it/s]
 37%|███▋      | 2006/5410 [09:16<15:43,  3.61it/s]
 37%|███▋      | 2007/5410 [09:17<15:51,  3.58it/s]
 37%|███▋      | 2008/5410 [09:17<15:37,  3.63it/s]
 37%|███▋      | 2009/5410 [09:17<14:26,  3.92it/s]
 37%|███▋      | 2010/5410 [09:17<13:44,  4.12it/s]
 37%|███▋      | 2011/5410 [09:18<21:00,  2.70it/s]
 37%|███▋      | 2012/5410 [09:18<20:19,  2.79it/s]
 37%|███▋      | 2013/5410 [09:19<18:02,  3.14it/s]
 37%|███▋      | 2014/5410 [09:19<16:30,  3.43it/s]
 37%|███▋      | 2015/5410 [09:19<20:31,  2.76it/s]
 37%|███▋      | 2016/5410 [09:19<17:32,  3.23it/s]
 37%|███▋      | 2017/5410 [09:20<16:01,  3.53it/s]
 37%|███▋      | 2018/5410 [09:20<15:43,  3.59it/s]
 37%|███▋      | 2019/5410 [09:20<14:59,  3.77it/s]
 37%|███▋      | 2020/5410 [09:20<14:10,  3.99it/s]
 37%|███▋      | 2021/5410 [09:21<13:50,  4.08it/s]
 37%|███▋      | 2022/5410 [09:21<13:59,  4.04it/s]
 37%|███▋      | 2023/5410 [09:21<13:45,  4.10it/s]
 37%|███▋      | 2024/5410 [09:21<12:41,  4.44it/s]
 37%|███▋      | 2025/5410 [09:21<11:52,  4.75it/s]
 37%|███▋      | 2026/5410 [09:22<14:48,  3.81it/s]
 37%|███▋      | 2027/5410 [09:22<13:11,  4.27it/s]
 37%|███▋      | 2028/5410 [09:22<15:53,  3.55it/s]
 38%|███▊      | 2029/5410 [09:23<16:34,  3.40it/s]
 38%|███▊      | 2030/5410 [09:23<15:20,  3.67it/s]
 38%|███▊      | 2031/5410 [09:23<16:47,  3.35it/s]
 38%|███▊      | 2032/5410 [09:24<15:09,  3.71it/s]
 38%|███▊      | 2033/5410 [09:24<14:25,  3.90it/s]
 38%|███▊      | 2034/5410 [09:24<13:15,  4.24it/s]
 38%|███▊      | 2035/5410 [09:24<13:31,  4.16it/s]
 38%|███▊      | 2036/5410 [09:24<13:01,  4.32it/s]
 38%|███▊      | 2037/5410 [09:25<12:44,  4.41it/s]
 38%|███▊      | 2038/5410 [09:25<12:18,  4.56it/s]
 38%|███▊      | 2039/5410 [09:25<12:04,  4.65it/s]
 38%|███▊      | 2040/5410 [09:25<14:44,  3.81it/s]
 38%|███▊      | 2041/5410 [09:26<15:18,  3.67it/s]
 38%|███▊      | 2042/5410 [09:26<13:30,  4.16it/s]
 38%|███▊      | 2043/5410 [09:26<13:23,  4.19it/s]
 38%|███▊      | 2044/5410 [09:26<12:27,  4.50it/s]
 38%|███▊      | 2045/5410 [09:27<13:00,  4.31it/s]
 38%|███▊      | 2046/5410 [09:27<15:47,  3.55it/s]
 38%|███▊      | 2047/5410 [09:27<14:08,  3.97it/s]
 38%|███▊      | 2048/5410 [09:27<13:49,  4.05it/s]
 38%|███▊      | 2049/5410 [09:28<15:02,  3.72it/s]
 38%|███▊      | 2050/5410 [09:28<14:08,  3.96it/s]
 38%|███▊      | 2051/5410 [09:28<12:59,  4.31it/s]
 38%|███▊      | 2052/5410 [09:28<14:05,  3.97it/s]
 38%|███▊      | 2053/5410 [09:29<13:07,  4.26it/s]
 38%|███▊      | 2054/5410 [09:29<15:38,  3.57it/s]
 38%|███▊      | 2055/5410 [09:29<14:37,  3.83it/s]
 38%|███▊      | 2056/5410 [09:29<13:52,  4.03it/s]
 38%|███▊      | 2057/5410 [09:30<13:39,  4.09it/s]
 38%|███▊      | 2058/5410 [09:30<14:39,  3.81it/s]
 38%|███▊      | 2059/5410 [09:30<13:46,  4.05it/s]
 38%|███▊      | 2060/5410 [09:30<14:46,  3.78it/s]
 38%|███▊      | 2061/5410 [09:31<14:29,  3.85it/s]
 38%|███▊      | 2062/5410 [09:31<16:12,  3.44it/s]
 38%|███▊      | 2063/5410 [09:31<15:03,  3.71it/s]
 38%|███▊      | 2064/5410 [09:32<14:54,  3.74it/s]
 38%|███▊      | 2065/5410 [09:32<13:38,  4.09it/s]
 38%|███▊      | 2066/5410 [09:32<12:53,  4.32it/s]
 38%|███▊      | 2067/5410 [09:32<12:40,  4.40it/s]
 38%|███▊      | 2068/5410 [09:32<11:52,  4.69it/s]
 38%|███▊      | 2069/5410 [09:33<12:13,  4.55it/s]
 38%|███▊      | 2070/5410 [09:33<12:01,  4.63it/s]
 38%|███▊      | 2071/5410 [09:33<11:20,  4.91it/s]
 38%|███▊      | 2072/5410 [09:33<11:19,  4.91it/s]
 38%|███▊      | 2073/5410 [09:33<11:42,  4.75it/s]
 38%|███▊      | 2074/5410 [09:34<11:36,  4.79it/s]
 38%|███▊      | 2075/5410 [09:34<11:38,  4.78it/s]
 38%|███▊      | 2076/5410 [09:34<11:41,  4.76it/s]
 38%|███▊      | 2077/5410 [09:34<11:07,  4.99it/s]
 38%|███▊      | 2078/5410 [09:34<10:52,  5.11it/s]
 38%|███▊      | 2079/5410 [09:35<11:36,  4.78it/s]
 38%|███▊      | 2080/5410 [09:35<12:29,  4.44it/s]
 38%|███▊      | 2081/5410 [09:35<13:06,  4.23it/s]
 38%|███▊      | 2082/5410 [09:35<14:45,  3.76it/s]
 39%|███▊      | 2083/5410 [09:36<14:35,  3.80it/s]
 39%|███▊      | 2084/5410 [09:36<14:36,  3.79it/s]
 39%|███▊      | 2085/5410 [09:36<15:52,  3.49it/s]
 39%|███▊      | 2086/5410 [09:37<15:06,  3.67it/s]
 39%|███▊      | 2087/5410 [09:37<14:04,  3.93it/s]
 39%|███▊      | 2088/5410 [09:37<13:24,  4.13it/s]
 39%|███▊      | 2089/5410 [09:37<13:26,  4.12it/s]
 39%|███▊      | 2090/5410 [09:37<13:10,  4.20it/s]
 39%|███▊      | 2091/5410 [09:38<15:15,  3.63it/s]
 39%|███▊      | 2092/5410 [09:38<15:35,  3.55it/s]
 39%|███▊      | 2093/5410 [09:38<14:00,  3.95it/s]
 39%|███▊      | 2094/5410 [09:38<12:52,  4.29it/s]
 39%|███▊      | 2095/5410 [09:39<13:49,  4.00it/s]
 39%|███▊      | 2096/5410 [09:39<13:24,  4.12it/s]
 39%|███▉      | 2097/5410 [09:39<12:30,  4.41it/s]
 39%|███▉      | 2098/5410 [09:39<12:37,  4.37it/s]
 39%|███▉      | 2099/5410 [09:40<14:19,  3.85it/s]
 39%|███▉      | 2100/5410 [09:40<13:04,  4.22it/s]
 39%|███▉      | 2101/5410 [09:40<12:58,  4.25it/s]
 39%|███▉      | 2102/5410 [09:40<12:57,  4.25it/s]
 39%|███▉      | 2103/5410 [09:41<19:00,  2.90it/s]
 39%|███▉      | 2104/5410 [09:41<16:40,  3.31it/s]
 39%|███▉      | 2105/5410 [09:41<16:12,  3.40it/s]
 39%|███▉      | 2106/5410 [09:42<14:43,  3.74it/s]
 39%|███▉      | 2107/5410 [09:42<15:11,  3.63it/s]
 39%|███▉      | 2108/5410 [09:42<13:45,  4.00it/s]
 39%|███▉      | 2109/5410 [09:42<14:16,  3.85it/s]
 39%|███▉      | 2110/5410 [09:43<15:19,  3.59it/s]
 39%|███▉      | 2111/5410 [09:43<15:40,  3.51it/s]
 39%|███▉      | 2112/5410 [09:43<16:07,  3.41it/s]
 39%|███▉      | 2113/5410 [09:44<15:11,  3.62it/s]
 39%|███▉      | 2114/5410 [09:44<14:35,  3.77it/s]
 39%|███▉      | 2115/5410 [09:44<13:30,  4.07it/s]
 39%|███▉      | 2116/5410 [09:44<14:49,  3.70it/s]
 39%|███▉      | 2117/5410 [09:45<13:59,  3.92it/s]
 39%|███▉      | 2118/5410 [09:45<13:26,  4.08it/s]
 39%|███▉      | 2119/5410 [09:45<14:02,  3.91it/s]
 39%|███▉      | 2120/5410 [09:45<13:41,  4.01it/s]
 39%|███▉      | 2121/5410 [09:46<12:45,  4.30it/s]
 39%|███▉      | 2122/5410 [09:46<12:07,  4.52it/s]
 39%|███▉      | 2123/5410 [09:46<14:06,  3.88it/s]
 39%|███▉      | 2124/5410 [09:46<13:30,  4.05it/s]
 39%|███▉      | 2125/5410 [09:47<14:20,  3.82it/s]
 39%|███▉      | 2126/5410 [09:47<13:06,  4.18it/s]
 39%|███▉      | 2127/5410 [09:47<15:14,  3.59it/s]
 39%|███▉      | 2128/5410 [09:47<15:56,  3.43it/s]
 39%|███▉      | 2129/5410 [09:48<14:41,  3.72it/s]
 39%|███▉      | 2130/5410 [09:48<15:29,  3.53it/s]
 39%|███▉      | 2131/5410 [09:48<14:12,  3.85it/s]
 39%|███▉      | 2132/5410 [09:48<13:02,  4.19it/s]
 39%|███▉      | 2133/5410 [09:49<12:37,  4.33it/s]
 39%|███▉      | 2134/5410 [09:49<13:07,  4.16it/s]
 39%|███▉      | 2135/5410 [09:49<12:31,  4.36it/s]
 39%|███▉      | 2136/5410 [09:50<21:12,  2.57it/s]
 40%|███▉      | 2137/5410 [09:50<19:07,  2.85it/s]
 40%|███▉      | 2138/5410 [09:50<17:09,  3.18it/s]
 40%|███▉      | 2139/5410 [09:51<17:05,  3.19it/s]
 40%|███▉      | 2140/5410 [09:51<16:19,  3.34it/s]
 40%|███▉      | 2141/5410 [09:51<17:31,  3.11it/s]
 40%|███▉      | 2142/5410 [09:52<17:29,  3.11it/s]
 40%|███▉      | 2143/5410 [09:52<16:10,  3.37it/s]
 40%|███▉      | 2144/5410 [09:52<16:13,  3.36it/s]
 40%|███▉      | 2145/5410 [09:52<14:57,  3.64it/s]
 40%|███▉      | 2146/5410 [09:53<14:00,  3.88it/s]
 40%|███▉      | 2147/5410 [09:53<13:06,  4.15it/s]
 40%|███▉      | 2148/5410 [09:53<13:14,  4.11it/s]
 40%|███▉      | 2149/5410 [09:53<12:56,  4.20it/s]
 40%|███▉      | 2150/5410 [09:54<13:36,  3.99it/s]
 40%|███▉      | 2151/5410 [09:54<12:59,  4.18it/s]
 40%|███▉      | 2152/5410 [09:54<13:07,  4.14it/s]
 40%|███▉      | 2153/5410 [09:54<12:57,  4.19it/s]
 40%|███▉      | 2154/5410 [09:54<13:12,  4.11it/s]
 40%|███▉      | 2155/5410 [09:55<13:15,  4.09it/s]
 40%|███▉      | 2156/5410 [09:55<13:30,  4.01it/s]
 40%|███▉      | 2157/5410 [09:55<12:49,  4.22it/s]
 40%|███▉      | 2158/5410 [09:55<12:27,  4.35it/s]
 40%|███▉      | 2159/5410 [09:56<11:58,  4.52it/s]
 40%|███▉      | 2160/5410 [09:56<11:40,  4.64it/s]
 40%|███▉      | 2161/5410 [09:56<12:44,  4.25it/s]
 40%|███▉      | 2162/5410 [09:57<18:10,  2.98it/s]
 40%|███▉      | 2163/5410 [09:57<16:31,  3.27it/s]
 40%|████      | 2164/5410 [09:57<15:01,  3.60it/s][INFO|trainer.py:811] 2024-09-06 00:19:06,006 >> The following columns in the evaluation set don't have a corresponding argument in `RobertaForTokenClassification.forward` and have been ignored: tokens, ner_tags, id. If tokens, ner_tags, id are not expected by `RobertaForTokenClassification.forward`,  you can safely ignore this message.
[INFO|trainer.py:3819] 2024-09-06 00:19:06,008 >> 
***** Running Evaluation *****
[INFO|trainer.py:3821] 2024-09-06 00:19:06,008 >>   Num examples = 6810
[INFO|trainer.py:3824] 2024-09-06 00:19:06,008 >>   Batch size = 8
{'eval_loss': 1.1093989610671997, 'eval_precision': 0.08991208982505004, 'eval_recall': 0.9494485294117647, 'eval_f1': 0.16426810845193607, 'eval_accuracy': 0.7738201491205184, 'eval_runtime': 14.3321, 'eval_samples_per_second': 475.159, 'eval_steps_per_second': 59.447, 'epoch': 3.0}
{'loss': 0.0764, 'grad_norm': 1.4018645286560059, 'learning_rate': 3.1515711645101665e-05, 'epoch': 3.7}


  0%|          | 0/852 [00:00<?, ?it/s]

  1%|          | 10/852 [00:00<00:08, 94.99it/s]

  2%|▏         | 20/852 [00:00<00:09, 84.74it/s]

  3%|▎         | 29/852 [00:00<00:09, 83.09it/s]

  4%|▍         | 38/852 [00:00<00:09, 82.18it/s]

  6%|▌         | 47/852 [00:00<00:09, 82.25it/s]

  7%|▋         | 56/852 [00:00<00:09, 81.18it/s]

  8%|▊         | 65/852 [00:00<00:09, 80.19it/s]

  9%|▊         | 74/852 [00:00<00:09, 79.60it/s]

 10%|▉         | 82/852 [00:01<00:09, 79.59it/s]

 11%|█         | 90/852 [00:01<00:09, 79.69it/s]

 12%|█▏        | 98/852 [00:01<00:09, 79.20it/s]

 13%|█▎        | 107/852 [00:01<00:09, 78.78it/s]

 14%|█▎        | 116/852 [00:01<00:09, 79.92it/s]

 15%|█▍        | 125/852 [00:01<00:08, 81.43it/s]

 16%|█▌        | 134/852 [00:01<00:09, 77.46it/s]

 17%|█▋        | 142/852 [00:01<00:09, 77.70it/s]

 18%|█▊        | 150/852 [00:01<00:09, 77.33it/s]

 19%|█▊        | 159/852 [00:01<00:08, 79.65it/s]

 20%|█▉        | 167/852 [00:02<00:08, 79.63it/s]

 21%|██        | 176/852 [00:02<00:08, 80.30it/s]

 22%|██▏       | 185/852 [00:02<00:08, 80.76it/s]

 23%|██▎       | 194/852 [00:02<00:08, 80.28it/s]

 24%|██▍       | 203/852 [00:02<00:08, 81.12it/s]

 25%|██▍       | 212/852 [00:02<00:07, 80.02it/s]

 26%|██▌       | 221/852 [00:02<00:07, 79.62it/s]

 27%|██▋       | 230/852 [00:02<00:07, 80.48it/s]

 28%|██▊       | 239/852 [00:02<00:07, 79.64it/s]

 29%|██▉       | 247/852 [00:03<00:07, 78.21it/s]

 30%|███       | 256/852 [00:03<00:07, 80.11it/s]

 31%|███       | 265/852 [00:03<00:07, 81.11it/s]

 32%|███▏      | 274/852 [00:03<00:07, 80.28it/s]

 33%|███▎      | 283/852 [00:03<00:07, 81.22it/s]

 34%|███▍      | 292/852 [00:03<00:06, 80.87it/s]

 35%|███▌      | 301/852 [00:03<00:06, 81.25it/s]

 36%|███▋      | 310/852 [00:03<00:06, 77.59it/s]

 37%|███▋      | 318/852 [00:03<00:06, 77.11it/s]

 38%|███▊      | 326/852 [00:04<00:06, 77.84it/s]

 39%|███▉      | 335/852 [00:04<00:06, 78.77it/s]

 40%|████      | 344/852 [00:04<00:06, 80.42it/s]

 41%|████▏     | 353/852 [00:04<00:06, 78.44it/s]

 42%|████▏     | 362/852 [00:04<00:06, 79.10it/s]

 44%|████▎     | 371/852 [00:04<00:06, 79.59it/s]

 45%|████▍     | 380/852 [00:04<00:06, 78.15it/s]

 46%|████▌     | 389/852 [00:04<00:05, 80.44it/s]

 47%|████▋     | 398/852 [00:04<00:05, 80.91it/s]

 48%|████▊     | 407/852 [00:05<00:05, 78.55it/s]

 49%|████▉     | 416/852 [00:05<00:05, 79.90it/s]

 50%|████▉     | 425/852 [00:05<00:05, 78.58it/s]

 51%|█████     | 434/852 [00:05<00:05, 80.58it/s]

 52%|█████▏    | 443/852 [00:05<00:05, 80.97it/s]

 53%|█████▎    | 452/852 [00:05<00:04, 81.61it/s]

 54%|█████▍    | 461/852 [00:05<00:04, 79.80it/s]

 55%|█████▌    | 469/852 [00:05<00:04, 79.09it/s]

 56%|█████▌    | 477/852 [00:05<00:04, 76.14it/s]

 57%|█████▋    | 485/852 [00:06<00:04, 76.05it/s]

 58%|█████▊    | 494/852 [00:06<00:04, 78.46it/s]

 59%|█████▉    | 503/852 [00:06<00:04, 80.01it/s]

 60%|██████    | 512/852 [00:06<00:04, 80.01it/s]

 61%|██████    | 521/852 [00:06<00:04, 79.66it/s]

 62%|██████▏   | 529/852 [00:06<00:04, 79.37it/s]

 63%|██████▎   | 538/852 [00:06<00:03, 81.70it/s]

 64%|██████▍   | 547/852 [00:06<00:03, 82.51it/s]

 65%|██████▌   | 556/852 [00:06<00:03, 79.71it/s]

 66%|██████▋   | 565/852 [00:07<00:03, 81.83it/s]

 67%|██████▋   | 574/852 [00:07<00:03, 82.61it/s]

 68%|██████▊   | 583/852 [00:07<00:03, 82.11it/s]

 69%|██████▉   | 592/852 [00:07<00:03, 81.66it/s]

 71%|███████   | 601/852 [00:07<00:03, 81.73it/s]

 72%|███████▏  | 610/852 [00:07<00:02, 81.68it/s]

 73%|███████▎  | 619/852 [00:07<00:02, 79.38it/s]

 74%|███████▎  | 627/852 [00:07<00:02, 79.28it/s]

 75%|███████▍  | 635/852 [00:07<00:02, 79.01it/s]

 75%|███████▌  | 643/852 [00:08<00:02, 76.47it/s]

 77%|███████▋  | 652/852 [00:08<00:02, 78.55it/s]

 78%|███████▊  | 661/852 [00:08<00:02, 79.34it/s]

 79%|███████▊  | 670/852 [00:08<00:02, 79.61it/s]

 80%|███████▉  | 679/852 [00:08<00:02, 79.78it/s]

 81%|████████  | 688/852 [00:08<00:02, 81.03it/s]

 82%|████████▏ | 697/852 [00:08<00:01, 81.57it/s]

 83%|████████▎ | 706/852 [00:08<00:01, 82.82it/s]

 84%|████████▍ | 715/852 [00:08<00:01, 83.21it/s]

 85%|████████▍ | 724/852 [00:09<00:01, 82.70it/s]

 86%|████████▌ | 733/852 [00:09<00:01, 83.68it/s]

 87%|████████▋ | 742/852 [00:09<00:01, 83.79it/s]

 88%|████████▊ | 751/852 [00:09<00:01, 83.45it/s]

 89%|████████▉ | 760/852 [00:09<00:01, 84.55it/s]

 90%|█████████ | 769/852 [00:09<00:01, 82.16it/s]

 91%|█████████▏| 778/852 [00:09<00:00, 81.70it/s]

 92%|█████████▏| 787/852 [00:09<00:00, 80.69it/s]

 93%|█████████▎| 796/852 [00:09<00:00, 81.86it/s]

 94%|█████████▍| 805/852 [00:10<00:00, 83.08it/s]

 96%|█████████▌| 814/852 [00:10<00:00, 81.96it/s]

 97%|█████████▋| 823/852 [00:10<00:00, 83.10it/s]

 98%|█████████▊| 832/852 [00:10<00:00, 83.99it/s]

 99%|█████████▊| 841/852 [00:10<00:00, 83.13it/s]

100%|█████████▉| 850/852 [00:10<00:00, 81.29it/s]/usr/local/lib/python3.10/dist-packages/seqeval/metrics/v1.py:57: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))

                                                   

                                                 

 40%|████      | 2164/5410 [10:12<15:01,  3.60it/s]

100%|██████████| 852/852 [00:14<00:00, 81.29it/s]

                                                 [INFO|trainer.py:3503] 2024-09-06 00:19:20,439 >> Saving model checkpoint to /content/dissertation/scripts/ner/output/checkpoint-2164
[INFO|configuration_utils.py:472] 2024-09-06 00:19:20,441 >> Configuration saved in /content/dissertation/scripts/ner/output/checkpoint-2164/config.json
[INFO|modeling_utils.py:2799] 2024-09-06 00:19:21,838 >> Model weights saved in /content/dissertation/scripts/ner/output/checkpoint-2164/model.safetensors
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:19:21,839 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/checkpoint-2164/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:19:21,839 >> Special tokens file saved in /content/dissertation/scripts/ner/output/checkpoint-2164/special_tokens_map.json
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:19:24,123 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:19:24,123 >> Special tokens file saved in /content/dissertation/scripts/ner/output/special_tokens_map.json

 40%|████      | 2165/5410 [10:16<5:11:18,  5.76s/it]
 40%|████      | 2166/5410 [10:16<3:40:49,  4.08s/it]
 40%|████      | 2167/5410 [10:16<2:38:21,  2.93s/it]
 40%|████      | 2168/5410 [10:16<1:55:58,  2.15s/it]
 40%|████      | 2169/5410 [10:17<1:25:43,  1.59s/it]
 40%|████      | 2170/5410 [10:17<1:04:07,  1.19s/it]
 40%|████      | 2171/5410 [10:17<48:04,  1.12it/s]  
 40%|████      | 2172/5410 [10:17<38:14,  1.41it/s]
 40%|████      | 2173/5410 [10:18<30:51,  1.75it/s]
 40%|████      | 2174/5410 [10:18<25:30,  2.11it/s]
 40%|████      | 2175/5410 [10:18<21:47,  2.47it/s]
 40%|████      | 2176/5410 [10:18<18:13,  2.96it/s]
 40%|████      | 2177/5410 [10:19<18:20,  2.94it/s]
 40%|████      | 2178/5410 [10:19<17:14,  3.12it/s]
 40%|████      | 2179/5410 [10:19<15:45,  3.42it/s]
 40%|████      | 2180/5410 [10:19<14:31,  3.71it/s]
 40%|████      | 2181/5410 [10:20<14:00,  3.84it/s]
 40%|████      | 2182/5410 [10:20<13:23,  4.02it/s]
 40%|████      | 2183/5410 [10:20<13:03,  4.12it/s]
 40%|████      | 2184/5410 [10:20<12:16,  4.38it/s]
 40%|████      | 2185/5410 [10:20<11:41,  4.60it/s]
 40%|████      | 2186/5410 [10:21<12:13,  4.39it/s]
 40%|████      | 2187/5410 [10:21<12:40,  4.24it/s]
 40%|████      | 2188/5410 [10:21<12:08,  4.42it/s]
 40%|████      | 2189/5410 [10:21<11:55,  4.50it/s]
 40%|████      | 2190/5410 [10:22<13:05,  4.10it/s]
 40%|████      | 2191/5410 [10:22<12:08,  4.42it/s]
 41%|████      | 2192/5410 [10:22<12:50,  4.18it/s]
 41%|████      | 2193/5410 [10:22<13:32,  3.96it/s]
 41%|████      | 2194/5410 [10:23<13:47,  3.89it/s]
 41%|████      | 2195/5410 [10:23<14:07,  3.80it/s]
 41%|████      | 2196/5410 [10:23<13:53,  3.86it/s]
 41%|████      | 2197/5410 [10:23<13:28,  3.97it/s]
 41%|████      | 2198/5410 [10:24<12:18,  4.35it/s]
 41%|████      | 2199/5410 [10:24<13:18,  4.02it/s]
 41%|████      | 2200/5410 [10:24<13:32,  3.95it/s]
 41%|████      | 2201/5410 [10:24<12:29,  4.28it/s]
 41%|████      | 2202/5410 [10:25<15:06,  3.54it/s]
 41%|████      | 2203/5410 [10:25<13:37,  3.92it/s]
 41%|████      | 2204/5410 [10:25<12:31,  4.27it/s]
 41%|████      | 2205/5410 [10:25<12:25,  4.30it/s]
 41%|████      | 2206/5410 [10:26<14:33,  3.67it/s]
 41%|████      | 2207/5410 [10:26<13:28,  3.96it/s]
 41%|████      | 2208/5410 [10:26<12:36,  4.23it/s]
 41%|████      | 2209/5410 [10:26<12:30,  4.27it/s]
 41%|████      | 2210/5410 [10:27<13:25,  3.97it/s]
 41%|████      | 2211/5410 [10:27<12:35,  4.23it/s]
 41%|████      | 2212/5410 [10:27<12:46,  4.17it/s]
 41%|████      | 2213/5410 [10:27<12:21,  4.31it/s]
 41%|████      | 2214/5410 [10:28<13:34,  3.93it/s]
 41%|████      | 2215/5410 [10:28<12:44,  4.18it/s]
 41%|████      | 2216/5410 [10:28<13:28,  3.95it/s]
 41%|████      | 2217/5410 [10:28<12:08,  4.38it/s]
 41%|████      | 2218/5410 [10:29<12:40,  4.20it/s]
 41%|████      | 2219/5410 [10:29<11:51,  4.49it/s]
 41%|████      | 2220/5410 [10:29<12:04,  4.40it/s]
 41%|████      | 2221/5410 [10:29<12:02,  4.41it/s]
 41%|████      | 2222/5410 [10:30<12:51,  4.13it/s]
 41%|████      | 2223/5410 [10:30<11:56,  4.45it/s]
 41%|████      | 2224/5410 [10:30<11:33,  4.59it/s]
 41%|████      | 2225/5410 [10:30<11:24,  4.65it/s]
 41%|████      | 2226/5410 [10:31<15:54,  3.33it/s]
 41%|████      | 2227/5410 [10:31<14:07,  3.75it/s]
 41%|████      | 2228/5410 [10:31<14:05,  3.76it/s]
 41%|████      | 2229/5410 [10:31<14:04,  3.77it/s]
 41%|████      | 2230/5410 [10:32<13:48,  3.84it/s]
 41%|████      | 2231/5410 [10:32<12:31,  4.23it/s]
 41%|████▏     | 2232/5410 [10:32<12:10,  4.35it/s]
 41%|████▏     | 2233/5410 [10:32<14:14,  3.72it/s]
 41%|████▏     | 2234/5410 [10:33<13:53,  3.81it/s]
 41%|████▏     | 2235/5410 [10:33<13:18,  3.98it/s]
 41%|████▏     | 2236/5410 [10:33<12:21,  4.28it/s]
 41%|████▏     | 2237/5410 [10:33<12:22,  4.27it/s]
 41%|████▏     | 2238/5410 [10:33<12:30,  4.23it/s]
 41%|████▏     | 2239/5410 [10:34<12:39,  4.17it/s]
 41%|████▏     | 2240/5410 [10:34<12:35,  4.19it/s]
 41%|████▏     | 2241/5410 [10:34<12:57,  4.08it/s]
 41%|████▏     | 2242/5410 [10:34<13:26,  3.93it/s]
 41%|████▏     | 2243/5410 [10:35<12:19,  4.28it/s]
 41%|████▏     | 2244/5410 [10:35<14:03,  3.76it/s]
 41%|████▏     | 2245/5410 [10:35<14:23,  3.67it/s]
 42%|████▏     | 2246/5410 [10:36<15:34,  3.39it/s]
 42%|████▏     | 2247/5410 [10:36<16:09,  3.26it/s]
 42%|████▏     | 2248/5410 [10:36<14:39,  3.60it/s]
 42%|████▏     | 2249/5410 [10:36<13:28,  3.91it/s]
 42%|████▏     | 2250/5410 [10:37<12:51,  4.10it/s]
 42%|████▏     | 2251/5410 [10:37<13:04,  4.03it/s]
 42%|████▏     | 2252/5410 [10:37<12:31,  4.20it/s]
 42%|████▏     | 2253/5410 [10:37<13:21,  3.94it/s]
 42%|████▏     | 2254/5410 [10:38<12:22,  4.25it/s]
 42%|████▏     | 2255/5410 [10:38<13:05,  4.02it/s]
 42%|████▏     | 2256/5410 [10:38<13:17,  3.96it/s]
 42%|████▏     | 2257/5410 [10:38<13:57,  3.76it/s]
 42%|████▏     | 2258/5410 [10:39<13:39,  3.84it/s]
 42%|████▏     | 2259/5410 [10:39<13:03,  4.02it/s]
 42%|████▏     | 2260/5410 [10:39<12:38,  4.15it/s]
 42%|████▏     | 2261/5410 [10:39<11:34,  4.53it/s]
 42%|████▏     | 2262/5410 [10:40<13:12,  3.97it/s]
 42%|████▏     | 2263/5410 [10:40<13:21,  3.93it/s]
 42%|████▏     | 2264/5410 [10:40<13:17,  3.94it/s]
 42%|████▏     | 2265/5410 [10:40<13:44,  3.82it/s]
 42%|████▏     | 2266/5410 [10:41<14:12,  3.69it/s]
 42%|████▏     | 2267/5410 [10:41<14:57,  3.50it/s]
 42%|████▏     | 2268/5410 [10:41<18:05,  2.89it/s]
 42%|████▏     | 2269/5410 [10:42<15:45,  3.32it/s]
 42%|████▏     | 2270/5410 [10:42<14:46,  3.54it/s]
 42%|████▏     | 2271/5410 [10:42<13:55,  3.76it/s]
 42%|████▏     | 2272/5410 [10:42<14:52,  3.51it/s]
 42%|████▏     | 2273/5410 [10:43<14:21,  3.64it/s]
 42%|████▏     | 2274/5410 [10:43<12:43,  4.11it/s]
 42%|████▏     | 2275/5410 [10:43<13:00,  4.01it/s]
 42%|████▏     | 2276/5410 [10:43<12:53,  4.05it/s]
 42%|████▏     | 2277/5410 [10:44<12:41,  4.11it/s]
 42%|████▏     | 2278/5410 [10:44<12:14,  4.27it/s]
 42%|████▏     | 2279/5410 [10:44<11:32,  4.52it/s]
 42%|████▏     | 2280/5410 [10:44<11:10,  4.67it/s]
 42%|████▏     | 2281/5410 [10:44<10:25,  5.00it/s]
 42%|████▏     | 2282/5410 [10:45<10:55,  4.77it/s]
 42%|████▏     | 2283/5410 [10:45<10:27,  4.98it/s]
 42%|████▏     | 2284/5410 [10:45<10:46,  4.84it/s]
 42%|████▏     | 2285/5410 [10:45<11:44,  4.44it/s]
 42%|████▏     | 2286/5410 [10:46<11:19,  4.59it/s]
 42%|████▏     | 2287/5410 [10:46<10:56,  4.76it/s]
 42%|████▏     | 2288/5410 [10:46<11:39,  4.47it/s]
 42%|████▏     | 2289/5410 [10:46<11:21,  4.58it/s]
 42%|████▏     | 2290/5410 [10:46<11:15,  4.62it/s]
 42%|████▏     | 2291/5410 [10:47<11:27,  4.54it/s]
 42%|████▏     | 2292/5410 [10:47<11:36,  4.48it/s]
 42%|████▏     | 2293/5410 [10:47<11:20,  4.58it/s]
 42%|████▏     | 2294/5410 [10:47<11:58,  4.33it/s]
 42%|████▏     | 2295/5410 [10:48<12:24,  4.18it/s]
 42%|████▏     | 2296/5410 [10:48<13:39,  3.80it/s]
 42%|████▏     | 2297/5410 [10:48<14:01,  3.70it/s]
 42%|████▏     | 2298/5410 [10:48<14:27,  3.59it/s]
 42%|████▏     | 2299/5410 [10:49<13:46,  3.76it/s]
 43%|████▎     | 2300/5410 [10:49<12:27,  4.16it/s]
 43%|████▎     | 2301/5410 [10:49<12:05,  4.29it/s]
 43%|████▎     | 2302/5410 [10:49<11:22,  4.56it/s]
 43%|████▎     | 2303/5410 [10:50<11:35,  4.47it/s]
 43%|████▎     | 2304/5410 [10:50<11:14,  4.60it/s]
 43%|████▎     | 2305/5410 [10:50<11:42,  4.42it/s]
 43%|████▎     | 2306/5410 [10:50<12:50,  4.03it/s]
 43%|████▎     | 2307/5410 [10:51<13:13,  3.91it/s]
 43%|████▎     | 2308/5410 [10:51<14:35,  3.54it/s]
 43%|████▎     | 2309/5410 [10:51<15:25,  3.35it/s]
 43%|████▎     | 2310/5410 [10:51<13:52,  3.72it/s]
 43%|████▎     | 2311/5410 [10:52<13:10,  3.92it/s]
 43%|████▎     | 2312/5410 [10:52<13:22,  3.86it/s]
 43%|████▎     | 2313/5410 [10:52<13:03,  3.95it/s]
 43%|████▎     | 2314/5410 [10:52<12:38,  4.08it/s]
 43%|████▎     | 2315/5410 [10:53<12:43,  4.06it/s]
 43%|████▎     | 2316/5410 [10:53<15:11,  3.39it/s]
 43%|████▎     | 2317/5410 [10:53<15:11,  3.39it/s]
 43%|████▎     | 2318/5410 [10:54<14:26,  3.57it/s]
 43%|████▎     | 2319/5410 [10:54<13:13,  3.89it/s]
 43%|████▎     | 2320/5410 [10:54<12:10,  4.23it/s]
 43%|████▎     | 2321/5410 [10:54<11:47,  4.36it/s]
 43%|████▎     | 2322/5410 [10:55<14:10,  3.63it/s]
 43%|████▎     | 2323/5410 [10:55<13:11,  3.90it/s]
 43%|████▎     | 2324/5410 [10:55<12:30,  4.11it/s]
 43%|████▎     | 2325/5410 [10:55<12:53,  3.99it/s]
 43%|████▎     | 2326/5410 [10:55<12:49,  4.01it/s]
 43%|████▎     | 2327/5410 [10:56<12:32,  4.10it/s]
 43%|████▎     | 2328/5410 [10:56<13:11,  3.90it/s]
 43%|████▎     | 2329/5410 [10:56<14:12,  3.61it/s]
 43%|████▎     | 2330/5410 [10:57<13:27,  3.81it/s]
 43%|████▎     | 2331/5410 [10:57<12:50,  4.00it/s]
 43%|████▎     | 2332/5410 [10:57<11:41,  4.39it/s]
 43%|████▎     | 2333/5410 [10:57<10:41,  4.80it/s]
 43%|████▎     | 2334/5410 [10:57<11:19,  4.53it/s]
 43%|████▎     | 2335/5410 [10:58<10:52,  4.72it/s]
 43%|████▎     | 2336/5410 [10:58<10:41,  4.79it/s]
 43%|████▎     | 2337/5410 [10:58<11:13,  4.56it/s]
 43%|████▎     | 2338/5410 [10:58<10:51,  4.72it/s]
 43%|████▎     | 2339/5410 [10:59<12:59,  3.94it/s]
 43%|████▎     | 2340/5410 [10:59<12:52,  3.98it/s]
 43%|████▎     | 2341/5410 [10:59<12:22,  4.13it/s]
 43%|████▎     | 2342/5410 [10:59<11:22,  4.49it/s]
 43%|████▎     | 2343/5410 [10:59<11:50,  4.32it/s]
 43%|████▎     | 2344/5410 [11:00<13:33,  3.77it/s]
 43%|████▎     | 2345/5410 [11:00<13:33,  3.77it/s]
 43%|████▎     | 2346/5410 [11:00<12:40,  4.03it/s]
 43%|████▎     | 2347/5410 [11:00<11:24,  4.48it/s]
 43%|████▎     | 2348/5410 [11:01<11:58,  4.26it/s]
 43%|████▎     | 2349/5410 [11:01<13:08,  3.88it/s]
 43%|████▎     | 2350/5410 [11:01<12:57,  3.93it/s]
 43%|████▎     | 2351/5410 [11:02<12:49,  3.97it/s]
 43%|████▎     | 2352/5410 [11:02<11:59,  4.25it/s]
 43%|████▎     | 2353/5410 [11:02<12:44,  4.00it/s]
 44%|████▎     | 2354/5410 [11:02<12:11,  4.18it/s]
 44%|████▎     | 2355/5410 [11:03<13:20,  3.82it/s]
 44%|████▎     | 2356/5410 [11:03<12:47,  3.98it/s]
 44%|████▎     | 2357/5410 [11:03<12:42,  4.00it/s]
 44%|████▎     | 2358/5410 [11:03<11:41,  4.35it/s]
 44%|████▎     | 2359/5410 [11:03<11:47,  4.31it/s]
 44%|████▎     | 2360/5410 [11:04<11:28,  4.43it/s]
 44%|████▎     | 2361/5410 [11:04<11:48,  4.30it/s]
 44%|████▎     | 2362/5410 [11:04<11:04,  4.59it/s]
 44%|████▎     | 2363/5410 [11:04<11:10,  4.55it/s]
 44%|████▎     | 2364/5410 [11:05<12:47,  3.97it/s]
 44%|████▎     | 2365/5410 [11:05<12:41,  4.00it/s]
 44%|████▎     | 2366/5410 [11:05<11:48,  4.30it/s]
 44%|████▍     | 2367/5410 [11:05<11:43,  4.33it/s]
 44%|████▍     | 2368/5410 [11:06<12:19,  4.11it/s]
 44%|████▍     | 2369/5410 [11:06<12:35,  4.02it/s]
 44%|████▍     | 2370/5410 [11:06<13:08,  3.85it/s]
 44%|████▍     | 2371/5410 [11:07<15:41,  3.23it/s]
 44%|████▍     | 2372/5410 [11:07<14:00,  3.62it/s]
 44%|████▍     | 2373/5410 [11:07<13:16,  3.81it/s]
 44%|████▍     | 2374/5410 [11:07<12:15,  4.13it/s]
 44%|████▍     | 2375/5410 [11:07<11:30,  4.39it/s]
 44%|████▍     | 2376/5410 [11:08<11:55,  4.24it/s]
 44%|████▍     | 2377/5410 [11:08<11:42,  4.32it/s]
 44%|████▍     | 2378/5410 [11:08<13:47,  3.66it/s]
 44%|████▍     | 2379/5410 [11:08<13:34,  3.72it/s]
 44%|████▍     | 2380/5410 [11:09<13:40,  3.69it/s]
 44%|████▍     | 2381/5410 [11:09<12:28,  4.05it/s]
 44%|████▍     | 2382/5410 [11:09<12:04,  4.18it/s]
 44%|████▍     | 2383/5410 [11:09<11:12,  4.50it/s]
 44%|████▍     | 2384/5410 [11:10<11:33,  4.36it/s]
 44%|████▍     | 2385/5410 [11:10<10:59,  4.59it/s]
 44%|████▍     | 2386/5410 [11:10<11:27,  4.40it/s]
 44%|████▍     | 2387/5410 [11:10<12:05,  4.16it/s]
 44%|████▍     | 2388/5410 [11:10<11:55,  4.22it/s]
 44%|████▍     | 2389/5410 [11:11<13:23,  3.76it/s]
 44%|████▍     | 2390/5410 [11:11<12:55,  3.89it/s]
 44%|████▍     | 2391/5410 [11:11<13:27,  3.74it/s]
 44%|████▍     | 2392/5410 [11:12<12:51,  3.91it/s]
 44%|████▍     | 2393/5410 [11:12<13:16,  3.79it/s]
 44%|████▍     | 2394/5410 [11:12<14:54,  3.37it/s]
 44%|████▍     | 2395/5410 [11:12<13:04,  3.84it/s]
 44%|████▍     | 2396/5410 [11:13<12:05,  4.15it/s]
 44%|████▍     | 2397/5410 [11:13<11:56,  4.20it/s]
 44%|████▍     | 2398/5410 [11:13<11:22,  4.42it/s]
 44%|████▍     | 2399/5410 [11:13<11:20,  4.42it/s]
 44%|████▍     | 2400/5410 [11:14<12:00,  4.18it/s]
 44%|████▍     | 2401/5410 [11:14<12:38,  3.97it/s]
 44%|████▍     | 2402/5410 [11:14<12:22,  4.05it/s]
 44%|████▍     | 2403/5410 [11:14<12:53,  3.89it/s]
 44%|████▍     | 2404/5410 [11:15<15:30,  3.23it/s]
 44%|████▍     | 2405/5410 [11:15<14:40,  3.41it/s]
 44%|████▍     | 2406/5410 [11:15<15:02,  3.33it/s]
 44%|████▍     | 2407/5410 [11:16<13:43,  3.65it/s]
 45%|████▍     | 2408/5410 [11:16<15:49,  3.16it/s]
 45%|████▍     | 2409/5410 [11:16<15:13,  3.28it/s]
 45%|████▍     | 2410/5410 [11:16<13:44,  3.64it/s]
 45%|████▍     | 2411/5410 [11:17<11:51,  4.21it/s]
 45%|████▍     | 2412/5410 [11:17<10:58,  4.56it/s]
 45%|████▍     | 2413/5410 [11:17<11:33,  4.32it/s]
 45%|████▍     | 2414/5410 [11:18<17:13,  2.90it/s]
 45%|████▍     | 2415/5410 [11:18<16:13,  3.08it/s]
 45%|████▍     | 2416/5410 [11:18<14:33,  3.43it/s]
 45%|████▍     | 2417/5410 [11:19<16:18,  3.06it/s]
 45%|████▍     | 2418/5410 [11:19<15:33,  3.20it/s]
 45%|████▍     | 2419/5410 [11:19<14:34,  3.42it/s]
 45%|████▍     | 2420/5410 [11:19<13:04,  3.81it/s]
 45%|████▍     | 2421/5410 [11:20<14:42,  3.39it/s]
 45%|████▍     | 2422/5410 [11:20<14:25,  3.45it/s]
 45%|████▍     | 2423/5410 [11:20<13:48,  3.61it/s]
 45%|████▍     | 2424/5410 [11:20<12:31,  3.97it/s]
 45%|████▍     | 2425/5410 [11:21<11:57,  4.16it/s]
 45%|████▍     | 2426/5410 [11:21<11:08,  4.46it/s]
 45%|████▍     | 2427/5410 [11:21<11:41,  4.25it/s]
 45%|████▍     | 2428/5410 [11:21<10:41,  4.65it/s]
 45%|████▍     | 2429/5410 [11:21<10:28,  4.74it/s]
 45%|████▍     | 2430/5410 [11:22<10:49,  4.59it/s]
 45%|████▍     | 2431/5410 [11:22<10:55,  4.55it/s]
 45%|████▍     | 2432/5410 [11:22<10:44,  4.62it/s]
 45%|████▍     | 2433/5410 [11:22<10:47,  4.60it/s]
 45%|████▍     | 2434/5410 [11:22<10:12,  4.86it/s]
 45%|████▌     | 2435/5410 [11:23<11:29,  4.31it/s]
 45%|████▌     | 2436/5410 [11:23<12:47,  3.87it/s]
 45%|████▌     | 2437/5410 [11:23<12:24,  3.99it/s]
 45%|████▌     | 2438/5410 [11:24<11:56,  4.15it/s]
 45%|████▌     | 2439/5410 [11:24<11:13,  4.41it/s]
 45%|████▌     | 2440/5410 [11:24<11:04,  4.47it/s]
 45%|████▌     | 2441/5410 [11:24<10:16,  4.82it/s]
 45%|████▌     | 2442/5410 [11:24<10:24,  4.75it/s]
 45%|████▌     | 2443/5410 [11:25<10:21,  4.77it/s]
 45%|████▌     | 2444/5410 [11:25<11:10,  4.42it/s]
 45%|████▌     | 2445/5410 [11:25<10:57,  4.51it/s]
 45%|████▌     | 2446/5410 [11:25<11:01,  4.48it/s]
 45%|████▌     | 2447/5410 [11:25<11:23,  4.34it/s]
 45%|████▌     | 2448/5410 [11:26<13:15,  3.72it/s]
 45%|████▌     | 2449/5410 [11:26<12:36,  3.91it/s]
 45%|████▌     | 2450/5410 [11:26<12:18,  4.01it/s]
 45%|████▌     | 2451/5410 [11:27<12:46,  3.86it/s]
 45%|████▌     | 2452/5410 [11:27<12:46,  3.86it/s]
 45%|████▌     | 2453/5410 [11:27<13:38,  3.61it/s]
 45%|████▌     | 2454/5410 [11:27<13:43,  3.59it/s]
 45%|████▌     | 2455/5410 [11:28<13:21,  3.68it/s]
 45%|████▌     | 2456/5410 [11:28<12:31,  3.93it/s]
 45%|████▌     | 2457/5410 [11:28<11:33,  4.26it/s]
 45%|████▌     | 2458/5410 [11:28<11:13,  4.38it/s]
 45%|████▌     | 2459/5410 [11:29<11:19,  4.34it/s]
 45%|████▌     | 2460/5410 [11:29<13:41,  3.59it/s]
 45%|████▌     | 2461/5410 [11:29<12:41,  3.87it/s]
 46%|████▌     | 2462/5410 [11:29<12:14,  4.02it/s]
 46%|████▌     | 2463/5410 [11:30<12:08,  4.04it/s]
 46%|████▌     | 2464/5410 [11:30<12:06,  4.05it/s]
 46%|████▌     | 2465/5410 [11:30<12:00,  4.08it/s]
 46%|████▌     | 2466/5410 [11:30<13:26,  3.65it/s]
 46%|████▌     | 2467/5410 [11:31<15:29,  3.17it/s]
 46%|████▌     | 2468/5410 [11:31<14:12,  3.45it/s]
 46%|████▌     | 2469/5410 [11:31<13:10,  3.72it/s]
 46%|████▌     | 2470/5410 [11:31<12:06,  4.05it/s]
 46%|████▌     | 2471/5410 [11:32<11:35,  4.22it/s]
 46%|████▌     | 2472/5410 [11:32<11:26,  4.28it/s]
 46%|████▌     | 2473/5410 [11:32<10:53,  4.49it/s]
 46%|████▌     | 2474/5410 [11:32<11:16,  4.34it/s]
 46%|████▌     | 2475/5410 [11:33<11:22,  4.30it/s]
 46%|████▌     | 2476/5410 [11:33<11:17,  4.33it/s]
 46%|████▌     | 2477/5410 [11:33<11:16,  4.34it/s]
 46%|████▌     | 2478/5410 [11:33<10:40,  4.58it/s]
 46%|████▌     | 2479/5410 [11:33<09:41,  5.04it/s]
 46%|████▌     | 2480/5410 [11:34<09:51,  4.95it/s]
 46%|████▌     | 2481/5410 [11:34<12:32,  3.89it/s]
 46%|████▌     | 2482/5410 [11:34<12:23,  3.94it/s]
 46%|████▌     | 2483/5410 [11:34<12:07,  4.02it/s]
 46%|████▌     | 2484/5410 [11:35<11:22,  4.29it/s]
 46%|████▌     | 2485/5410 [11:35<11:01,  4.42it/s]
 46%|████▌     | 2486/5410 [11:35<12:44,  3.82it/s]
 46%|████▌     | 2487/5410 [11:35<11:56,  4.08it/s]
 46%|████▌     | 2488/5410 [11:36<11:13,  4.34it/s]
 46%|████▌     | 2489/5410 [11:36<10:38,  4.57it/s]
 46%|████▌     | 2490/5410 [11:36<10:11,  4.78it/s]
 46%|████▌     | 2491/5410 [11:36<09:51,  4.94it/s]
 46%|████▌     | 2492/5410 [11:36<09:31,  5.11it/s]
 46%|████▌     | 2493/5410 [11:37<09:02,  5.38it/s]
 46%|████▌     | 2494/5410 [11:37<10:18,  4.72it/s]
 46%|████▌     | 2495/5410 [11:37<10:06,  4.81it/s]
 46%|████▌     | 2496/5410 [11:37<09:35,  5.06it/s]
 46%|████▌     | 2497/5410 [11:38<12:56,  3.75it/s]
 46%|████▌     | 2498/5410 [11:38<11:41,  4.15it/s]
 46%|████▌     | 2499/5410 [11:38<11:46,  4.12it/s]
 46%|████▌     | 2500/5410 [11:38<12:35,  3.85it/s]
                                                   

 46%|████▌     | 2500/5410 [11:38<12:35,  3.85it/s]
 46%|████▌     | 2501/5410 [11:39<12:35,  3.85it/s]
 46%|████▌     | 2502/5410 [11:39<14:11,  3.42it/s]
 46%|████▋     | 2503/5410 [11:39<14:55,  3.25it/s]
 46%|████▋     | 2504/5410 [11:40<13:39,  3.55it/s]
 46%|████▋     | 2505/5410 [11:40<13:23,  3.62it/s]
 46%|████▋     | 2506/5410 [11:40<13:02,  3.71it/s]
 46%|████▋     | 2507/5410 [11:40<11:59,  4.04it/s]
 46%|████▋     | 2508/5410 [11:40<11:28,  4.21it/s]
 46%|████▋     | 2509/5410 [11:41<11:26,  4.23it/s]
 46%|████▋     | 2510/5410 [11:41<13:25,  3.60it/s]
 46%|████▋     | 2511/5410 [11:41<13:34,  3.56it/s]
 46%|████▋     | 2512/5410 [11:42<13:02,  3.70it/s]
 46%|████▋     | 2513/5410 [11:42<12:50,  3.76it/s]
 46%|████▋     | 2514/5410 [11:42<11:55,  4.05it/s]
 46%|████▋     | 2515/5410 [11:42<11:20,  4.25it/s]
 47%|████▋     | 2516/5410 [11:43<12:06,  3.99it/s]
 47%|████▋     | 2517/5410 [11:43<11:51,  4.07it/s]
 47%|████▋     | 2518/5410 [11:43<11:26,  4.21it/s]
 47%|████▋     | 2519/5410 [11:43<11:27,  4.21it/s]
 47%|████▋     | 2520/5410 [11:44<12:38,  3.81it/s]
 47%|████▋     | 2521/5410 [11:44<11:55,  4.04it/s]
 47%|████▋     | 2522/5410 [11:44<12:05,  3.98it/s]
 47%|████▋     | 2523/5410 [11:44<11:32,  4.17it/s]
 47%|████▋     | 2524/5410 [11:44<11:28,  4.19it/s]
 47%|████▋     | 2525/5410 [11:45<11:33,  4.16it/s]
 47%|████▋     | 2526/5410 [11:45<11:26,  4.20it/s]
 47%|████▋     | 2527/5410 [11:45<11:57,  4.02it/s]
 47%|████▋     | 2528/5410 [11:45<11:25,  4.21it/s]
 47%|████▋     | 2529/5410 [11:46<11:05,  4.33it/s]
 47%|████▋     | 2530/5410 [11:46<10:59,  4.37it/s]
 47%|████▋     | 2531/5410 [11:46<10:40,  4.50it/s]
 47%|████▋     | 2532/5410 [11:46<09:56,  4.83it/s]
 47%|████▋     | 2533/5410 [11:46<10:05,  4.75it/s]
 47%|████▋     | 2534/5410 [11:47<11:32,  4.15it/s]
 47%|████▋     | 2535/5410 [11:47<11:04,  4.33it/s]
 47%|████▋     | 2536/5410 [11:47<10:31,  4.55it/s]
 47%|████▋     | 2537/5410 [11:47<10:40,  4.49it/s]
 47%|████▋     | 2538/5410 [11:48<10:32,  4.54it/s]
 47%|████▋     | 2539/5410 [11:48<10:54,  4.39it/s]
 47%|████▋     | 2540/5410 [11:48<11:59,  3.99it/s]
 47%|████▋     | 2541/5410 [11:48<11:02,  4.33it/s]
 47%|████▋     | 2542/5410 [11:49<17:12,  2.78it/s]
 47%|████▋     | 2543/5410 [11:49<15:06,  3.16it/s]
 47%|████▋     | 2544/5410 [11:50<14:27,  3.30it/s]
 47%|████▋     | 2545/5410 [11:50<13:28,  3.54it/s]
 47%|████▋     | 2546/5410 [11:50<12:51,  3.71it/s]
 47%|████▋     | 2547/5410 [11:50<13:59,  3.41it/s]
 47%|████▋     | 2548/5410 [11:51<13:37,  3.50it/s]
 47%|████▋     | 2549/5410 [11:51<12:44,  3.74it/s]
 47%|████▋     | 2550/5410 [11:51<12:11,  3.91it/s]
 47%|████▋     | 2551/5410 [11:51<10:55,  4.36it/s]
 47%|████▋     | 2552/5410 [11:52<11:51,  4.02it/s]
 47%|████▋     | 2553/5410 [11:52<11:40,  4.08it/s]
 47%|████▋     | 2554/5410 [11:52<13:10,  3.61it/s]
 47%|████▋     | 2555/5410 [11:52<12:07,  3.93it/s]
 47%|████▋     | 2556/5410 [11:53<13:07,  3.63it/s]
 47%|████▋     | 2557/5410 [11:53<12:02,  3.95it/s]
 47%|████▋     | 2558/5410 [11:53<12:54,  3.68it/s]
 47%|████▋     | 2559/5410 [11:54<14:18,  3.32it/s]
 47%|████▋     | 2560/5410 [11:54<13:28,  3.53it/s]
 47%|████▋     | 2561/5410 [11:54<14:06,  3.37it/s]
 47%|████▋     | 2562/5410 [11:54<14:58,  3.17it/s]
 47%|████▋     | 2563/5410 [11:55<13:34,  3.50it/s]
 47%|████▋     | 2564/5410 [11:55<13:19,  3.56it/s]
 47%|████▋     | 2565/5410 [11:55<11:56,  3.97it/s]
 47%|████▋     | 2566/5410 [11:55<11:32,  4.11it/s]
 47%|████▋     | 2567/5410 [11:56<11:12,  4.23it/s]
 47%|████▋     | 2568/5410 [11:56<10:40,  4.44it/s]
 47%|████▋     | 2569/5410 [11:56<10:24,  4.55it/s]
 48%|████▊     | 2570/5410 [11:56<10:29,  4.51it/s]
 48%|████▊     | 2571/5410 [11:56<10:29,  4.51it/s]
 48%|████▊     | 2572/5410 [11:57<11:28,  4.12it/s]
 48%|████▊     | 2573/5410 [11:57<11:19,  4.17it/s]
 48%|████▊     | 2574/5410 [11:57<11:38,  4.06it/s]
 48%|████▊     | 2575/5410 [11:57<11:38,  4.06it/s]
 48%|████▊     | 2576/5410 [11:58<10:54,  4.33it/s]
 48%|████▊     | 2577/5410 [11:58<11:10,  4.22it/s]
 48%|████▊     | 2578/5410 [11:58<14:27,  3.26it/s]
 48%|████▊     | 2579/5410 [11:59<14:56,  3.16it/s]
 48%|████▊     | 2580/5410 [11:59<13:46,  3.42it/s]
 48%|████▊     | 2581/5410 [11:59<12:32,  3.76it/s]
 48%|████▊     | 2582/5410 [11:59<12:03,  3.91it/s]
 48%|████▊     | 2583/5410 [12:00<11:42,  4.02it/s]
 48%|████▊     | 2584/5410 [12:00<13:06,  3.59it/s]
 48%|████▊     | 2585/5410 [12:00<11:52,  3.97it/s]
 48%|████▊     | 2586/5410 [12:00<11:25,  4.12it/s]
 48%|████▊     | 2587/5410 [12:01<11:02,  4.26it/s]
 48%|████▊     | 2588/5410 [12:01<10:52,  4.32it/s]
 48%|████▊     | 2589/5410 [12:01<10:37,  4.43it/s]
 48%|████▊     | 2590/5410 [12:01<10:02,  4.68it/s]
 48%|████▊     | 2591/5410 [12:01<10:25,  4.51it/s]
 48%|████▊     | 2592/5410 [12:02<11:00,  4.26it/s]
 48%|████▊     | 2593/5410 [12:02<11:09,  4.21it/s]
 48%|████▊     | 2594/5410 [12:02<11:15,  4.17it/s]
 48%|████▊     | 2595/5410 [12:02<11:07,  4.22it/s]
 48%|████▊     | 2596/5410 [12:03<11:22,  4.12it/s]
 48%|████▊     | 2597/5410 [12:03<12:17,  3.81it/s]
 48%|████▊     | 2598/5410 [12:03<12:44,  3.68it/s]
 48%|████▊     | 2599/5410 [12:04<11:54,  3.93it/s]
 48%|████▊     | 2600/5410 [12:04<12:19,  3.80it/s]
 48%|████▊     | 2601/5410 [12:04<12:25,  3.77it/s]
 48%|████▊     | 2602/5410 [12:04<11:10,  4.19it/s]
 48%|████▊     | 2603/5410 [12:05<12:51,  3.64it/s]
 48%|████▊     | 2604/5410 [12:05<11:35,  4.04it/s]
 48%|████▊     | 2605/5410 [12:05<13:18,  3.51it/s]
 48%|████▊     | 2606/5410 [12:05<13:38,  3.43it/s]
 48%|████▊     | 2607/5410 [12:06<12:20,  3.79it/s]
 48%|████▊     | 2608/5410 [12:06<12:03,  3.87it/s]
 48%|████▊     | 2609/5410 [12:06<11:21,  4.11it/s]
 48%|████▊     | 2610/5410 [12:06<11:17,  4.13it/s]
 48%|████▊     | 2611/5410 [12:07<11:07,  4.19it/s]
 48%|████▊     | 2612/5410 [12:07<11:00,  4.24it/s]
 48%|████▊     | 2613/5410 [12:07<12:04,  3.86it/s]
 48%|████▊     | 2614/5410 [12:07<11:20,  4.11it/s]
 48%|████▊     | 2615/5410 [12:08<11:09,  4.17it/s]
 48%|████▊     | 2616/5410 [12:08<10:51,  4.29it/s]
 48%|████▊     | 2617/5410 [12:08<10:28,  4.44it/s]
 48%|████▊     | 2618/5410 [12:08<10:40,  4.36it/s]
 48%|████▊     | 2619/5410 [12:09<11:38,  4.00it/s]
 48%|████▊     | 2620/5410 [12:09<10:41,  4.35it/s]
 48%|████▊     | 2621/5410 [12:09<11:08,  4.17it/s]
 48%|████▊     | 2622/5410 [12:09<11:01,  4.21it/s]
 48%|████▊     | 2623/5410 [12:09<10:51,  4.28it/s]
 49%|████▊     | 2624/5410 [12:10<10:16,  4.52it/s]
 49%|████▊     | 2625/5410 [12:10<11:12,  4.14it/s]
 49%|████▊     | 2626/5410 [12:10<11:47,  3.93it/s]
 49%|████▊     | 2627/5410 [12:10<11:53,  3.90it/s]
 49%|████▊     | 2628/5410 [12:11<11:38,  3.98it/s]
 49%|████▊     | 2629/5410 [12:11<11:07,  4.16it/s]
 49%|████▊     | 2630/5410 [12:11<10:44,  4.31it/s]
 49%|████▊     | 2631/5410 [12:11<10:41,  4.33it/s]
 49%|████▊     | 2632/5410 [12:12<10:08,  4.57it/s]
 49%|████▊     | 2633/5410 [12:12<10:50,  4.27it/s]
 49%|████▊     | 2634/5410 [12:12<10:33,  4.38it/s]
 49%|████▊     | 2635/5410 [12:12<11:55,  3.88it/s]
 49%|████▊     | 2636/5410 [12:13<12:46,  3.62it/s]
 49%|████▊     | 2637/5410 [12:13<11:57,  3.86it/s]
 49%|████▉     | 2638/5410 [12:13<11:14,  4.11it/s]
 49%|████▉     | 2639/5410 [12:13<11:33,  4.00it/s]
 49%|████▉     | 2640/5410 [12:14<11:32,  4.00it/s]
 49%|████▉     | 2641/5410 [12:14<17:49,  2.59it/s]
 49%|████▉     | 2642/5410 [12:15<16:31,  2.79it/s]
 49%|████▉     | 2643/5410 [12:15<14:42,  3.13it/s]
 49%|████▉     | 2644/5410 [12:15<12:56,  3.56it/s]
 49%|████▉     | 2645/5410 [12:15<11:39,  3.95it/s]
 49%|████▉     | 2646/5410 [12:15<10:40,  4.32it/s]
 49%|████▉     | 2647/5410 [12:16<10:06,  4.55it/s]
 49%|████▉     | 2648/5410 [12:16<10:10,  4.53it/s]
 49%|████▉     | 2649/5410 [12:16<10:04,  4.57it/s]
 49%|████▉     | 2650/5410 [12:16<10:30,  4.38it/s]
 49%|████▉     | 2651/5410 [12:16<09:46,  4.70it/s]
 49%|████▉     | 2652/5410 [12:17<09:45,  4.71it/s]
 49%|████▉     | 2653/5410 [12:17<09:17,  4.94it/s]
 49%|████▉     | 2654/5410 [12:17<09:36,  4.78it/s]
 49%|████▉     | 2655/5410 [12:17<09:36,  4.78it/s]
 49%|████▉     | 2656/5410 [12:18<10:09,  4.52it/s]
 49%|████▉     | 2657/5410 [12:18<10:51,  4.23it/s]
 49%|████▉     | 2658/5410 [12:18<11:52,  3.86it/s]
 49%|████▉     | 2659/5410 [12:18<11:28,  3.99it/s]
 49%|████▉     | 2660/5410 [12:19<11:13,  4.09it/s]
 49%|████▉     | 2661/5410 [12:19<10:27,  4.38it/s]
 49%|████▉     | 2662/5410 [12:19<10:47,  4.24it/s]
 49%|████▉     | 2663/5410 [12:20<16:33,  2.77it/s]
 49%|████▉     | 2664/5410 [12:20<13:53,  3.30it/s]
 49%|████▉     | 2665/5410 [12:20<13:08,  3.48it/s]
 49%|████▉     | 2666/5410 [12:20<12:29,  3.66it/s]
 49%|████▉     | 2667/5410 [12:21<12:24,  3.68it/s]
 49%|████▉     | 2668/5410 [12:21<11:29,  3.97it/s]
 49%|████▉     | 2669/5410 [12:21<12:07,  3.77it/s]
 49%|████▉     | 2670/5410 [12:22<15:15,  2.99it/s]
 49%|████▉     | 2671/5410 [12:22<13:34,  3.36it/s]
 49%|████▉     | 2672/5410 [12:22<13:07,  3.48it/s]
 49%|████▉     | 2673/5410 [12:22<13:18,  3.43it/s]
 49%|████▉     | 2674/5410 [12:23<14:06,  3.23it/s]
 49%|████▉     | 2675/5410 [12:23<12:54,  3.53it/s]
 49%|████▉     | 2676/5410 [12:23<13:24,  3.40it/s]
 49%|████▉     | 2677/5410 [12:23<11:53,  3.83it/s]
 50%|████▉     | 2678/5410 [12:24<12:10,  3.74it/s]
 50%|████▉     | 2679/5410 [12:25<19:05,  2.38it/s]
 50%|████▉     | 2680/5410 [12:25<16:29,  2.76it/s]
 50%|████▉     | 2681/5410 [12:25<17:00,  2.68it/s]
 50%|████▉     | 2682/5410 [12:25<14:24,  3.15it/s]
 50%|████▉     | 2683/5410 [12:26<13:46,  3.30it/s]
 50%|████▉     | 2684/5410 [12:26<13:24,  3.39it/s]
 50%|████▉     | 2685/5410 [12:26<11:49,  3.84it/s]
 50%|████▉     | 2686/5410 [12:26<11:10,  4.07it/s]
 50%|████▉     | 2687/5410 [12:27<11:13,  4.04it/s]
 50%|████▉     | 2688/5410 [12:27<10:02,  4.52it/s]
 50%|████▉     | 2689/5410 [12:27<10:10,  4.46it/s]
 50%|████▉     | 2690/5410 [12:27<09:57,  4.55it/s]
 50%|████▉     | 2691/5410 [12:27<09:45,  4.64it/s]
 50%|████▉     | 2692/5410 [12:28<09:20,  4.85it/s]
 50%|████▉     | 2693/5410 [12:28<09:59,  4.53it/s]
 50%|████▉     | 2694/5410 [12:28<09:49,  4.60it/s]
 50%|████▉     | 2695/5410 [12:29<14:22,  3.15it/s]
 50%|████▉     | 2696/5410 [12:29<13:00,  3.48it/s]
 50%|████▉     | 2697/5410 [12:29<12:17,  3.68it/s]
 50%|████▉     | 2698/5410 [12:29<11:07,  4.06it/s]
 50%|████▉     | 2699/5410 [12:29<11:00,  4.10it/s]
 50%|████▉     | 2700/5410 [12:30<10:34,  4.27it/s]
 50%|████▉     | 2701/5410 [12:30<10:34,  4.27it/s]
 50%|████▉     | 2702/5410 [12:30<13:06,  3.44it/s]
 50%|████▉     | 2703/5410 [12:31<14:05,  3.20it/s]
 50%|████▉     | 2704/5410 [12:31<13:02,  3.46it/s]
 50%|█████     | 2705/5410 [12:31<10:56,  4.12it/s][INFO|trainer.py:811] 2024-09-06 00:21:39,891 >> The following columns in the evaluation set don't have a corresponding argument in `RobertaForTokenClassification.forward` and have been ignored: tokens, ner_tags, id. If tokens, ner_tags, id are not expected by `RobertaForTokenClassification.forward`,  you can safely ignore this message.
[INFO|trainer.py:3819] 2024-09-06 00:21:39,894 >> 
***** Running Evaluation *****
[INFO|trainer.py:3821] 2024-09-06 00:21:39,894 >>   Num examples = 6810
[INFO|trainer.py:3824] 2024-09-06 00:21:39,894 >>   Batch size = 8
{'eval_loss': 1.1206157207489014, 'eval_precision': 0.08849100456227942, 'eval_recall': 0.9448529411764706, 'eval_f1': 0.16182605273514364, 'eval_accuracy': 0.7740055199307949, 'eval_runtime': 14.4251, 'eval_samples_per_second': 472.092, 'eval_steps_per_second': 59.064, 'epoch': 4.0}
{'loss': 0.0567, 'grad_norm': 1.0904265642166138, 'learning_rate': 2.6894639556377083e-05, 'epoch': 4.62}


  0%|          | 0/852 [00:00<?, ?it/s]

  1%|          | 10/852 [00:00<00:08, 94.79it/s]

  2%|▏         | 20/852 [00:00<00:09, 83.92it/s]

  3%|▎         | 29/852 [00:00<00:10, 81.70it/s]

  4%|▍         | 38/852 [00:00<00:10, 81.12it/s]

  6%|▌         | 47/852 [00:00<00:09, 81.40it/s]

  7%|▋         | 56/852 [00:00<00:09, 81.62it/s]

  8%|▊         | 65/852 [00:00<00:09, 80.45it/s]

  9%|▊         | 74/852 [00:00<00:09, 79.60it/s]

 10%|▉         | 82/852 [00:01<00:09, 79.47it/s]

 11%|█         | 91/852 [00:01<00:09, 79.98it/s]

 12%|█▏        | 100/852 [00:01<00:09, 78.91it/s]

 13%|█▎        | 108/852 [00:01<00:09, 78.38it/s]

 14%|█▎        | 117/852 [00:01<00:09, 79.45it/s]

 15%|█▍        | 126/852 [00:01<00:09, 76.06it/s]

 16%|█▌        | 135/852 [00:01<00:09, 77.64it/s]

 17%|█▋        | 143/852 [00:01<00:09, 77.57it/s]

 18%|█▊        | 151/852 [00:01<00:09, 77.10it/s]

 19%|█▉        | 160/852 [00:02<00:08, 79.42it/s]

 20%|█▉        | 169/852 [00:02<00:08, 79.94it/s]

 21%|██        | 178/852 [00:02<00:08, 80.61it/s]

 22%|██▏       | 187/852 [00:02<00:08, 81.46it/s]

 23%|██▎       | 196/852 [00:02<00:08, 81.65it/s]

 24%|██▍       | 205/852 [00:02<00:07, 81.69it/s]

 25%|██▌       | 214/852 [00:02<00:08, 79.03it/s]

 26%|██▌       | 223/852 [00:02<00:07, 80.01it/s]

 27%|██▋       | 232/852 [00:02<00:07, 80.67it/s]

 28%|██▊       | 241/852 [00:03<00:07, 77.79it/s]

 29%|██▉       | 250/852 [00:03<00:07, 79.59it/s]

 30%|███       | 259/852 [00:03<00:07, 80.82it/s]

 31%|███▏      | 268/852 [00:03<00:07, 80.43it/s]

 33%|███▎      | 277/852 [00:03<00:07, 81.40it/s]

 34%|███▎      | 286/852 [00:03<00:06, 82.00it/s]

 35%|███▍      | 295/852 [00:03<00:06, 80.81it/s]

 36%|███▌      | 304/852 [00:03<00:06, 81.80it/s]

 37%|███▋      | 313/852 [00:03<00:06, 79.71it/s]

 38%|███▊      | 322/852 [00:04<00:06, 81.62it/s]

 39%|███▉      | 331/852 [00:04<00:06, 81.22it/s]

 40%|███▉      | 340/852 [00:04<00:06, 81.34it/s]

 41%|████      | 349/852 [00:04<00:06, 81.80it/s]

 42%|████▏     | 358/852 [00:04<00:06, 79.35it/s]

 43%|████▎     | 366/852 [00:04<00:06, 78.95it/s]

 44%|████▍     | 375/852 [00:04<00:05, 79.64it/s]

 45%|████▍     | 383/852 [00:04<00:05, 78.68it/s]

 46%|████▌     | 392/852 [00:04<00:05, 79.82it/s]

 47%|████▋     | 400/852 [00:04<00:05, 79.34it/s]

 48%|████▊     | 408/852 [00:05<00:05, 77.56it/s]

 49%|████▉     | 417/852 [00:05<00:05, 79.21it/s]

 50%|████▉     | 425/852 [00:05<00:05, 77.99it/s]

 51%|█████     | 434/852 [00:05<00:05, 79.91it/s]

 52%|█████▏    | 443/852 [00:05<00:05, 80.43it/s]

 53%|█████▎    | 452/852 [00:05<00:04, 81.05it/s]

 54%|█████▍    | 461/852 [00:05<00:04, 79.69it/s]

 55%|█████▌    | 469/852 [00:05<00:04, 79.49it/s]

 56%|█████▌    | 477/852 [00:05<00:04, 76.54it/s]

 57%|█████▋    | 485/852 [00:06<00:04, 76.61it/s]

 58%|█████▊    | 494/852 [00:06<00:04, 78.65it/s]

 59%|█████▉    | 503/852 [00:06<00:04, 80.31it/s]

 60%|██████    | 512/852 [00:06<00:04, 80.45it/s]

 61%|██████    | 521/852 [00:06<00:04, 80.12it/s]

 62%|██████▏   | 530/852 [00:06<00:04, 79.78it/s]

 63%|██████▎   | 539/852 [00:06<00:03, 80.80it/s]

 64%|██████▍   | 548/852 [00:06<00:03, 81.73it/s]

 65%|██████▌   | 557/852 [00:06<00:03, 79.04it/s]

 66%|██████▋   | 566/852 [00:07<00:03, 81.41it/s]

 67%|██████▋   | 575/852 [00:07<00:03, 82.13it/s]

 69%|██████▊   | 584/852 [00:07<00:03, 81.10it/s]

 70%|██████▉   | 593/852 [00:07<00:03, 81.49it/s]

 71%|███████   | 602/852 [00:07<00:03, 81.66it/s]

 72%|███████▏  | 611/852 [00:07<00:02, 81.00it/s]

 73%|███████▎  | 620/852 [00:07<00:02, 79.41it/s]

 74%|███████▎  | 628/852 [00:07<00:02, 78.72it/s]

 75%|███████▍  | 636/852 [00:07<00:02, 78.95it/s]

 76%|███████▌  | 644/852 [00:08<00:02, 76.79it/s]

 77%|███████▋  | 653/852 [00:08<00:02, 78.62it/s]

 78%|███████▊  | 662/852 [00:08<00:02, 79.44it/s]

 79%|███████▉  | 671/852 [00:08<00:02, 79.80it/s]

 80%|███████▉  | 680/852 [00:08<00:02, 79.91it/s]

 81%|████████  | 689/852 [00:08<00:02, 81.11it/s]

 82%|████████▏ | 698/852 [00:08<00:01, 81.97it/s]

 83%|████████▎ | 707/852 [00:08<00:01, 83.23it/s]

 84%|████████▍ | 716/852 [00:08<00:01, 82.95it/s]

 85%|████████▌ | 725/852 [00:09<00:01, 83.04it/s]

 86%|████████▌ | 734/852 [00:09<00:01, 83.90it/s]

 87%|████████▋ | 743/852 [00:09<00:01, 83.82it/s]

 88%|████████▊ | 752/852 [00:09<00:01, 84.05it/s]

 89%|████████▉ | 761/852 [00:09<00:01, 85.13it/s]

 90%|█████████ | 770/852 [00:09<00:00, 82.77it/s]

 91%|█████████▏| 779/852 [00:09<00:00, 82.06it/s]

 92%|█████████▏| 788/852 [00:09<00:00, 81.34it/s]

 94%|█████████▎| 797/852 [00:09<00:00, 81.85it/s]

 95%|█████████▍| 806/852 [00:10<00:00, 83.20it/s]

 96%|█████████▌| 815/852 [00:10<00:00, 82.02it/s]

 97%|█████████▋| 824/852 [00:10<00:00, 82.52it/s]

 98%|█████████▊| 833/852 [00:10<00:00, 82.61it/s]

 99%|█████████▉| 842/852 [00:10<00:00, 81.00it/s]

100%|█████████▉| 851/852 [00:10<00:00, 80.50it/s]/usr/local/lib/python3.10/dist-packages/seqeval/metrics/v1.py:57: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))

                                                   

                                                 

 50%|█████     | 2705/5410 [12:45<10:56,  4.12it/s]

100%|██████████| 852/852 [00:14<00:00, 80.50it/s]

                                                 [INFO|trainer.py:3503] 2024-09-06 00:21:54,098 >> Saving model checkpoint to /content/dissertation/scripts/ner/output/checkpoint-2705
[INFO|configuration_utils.py:472] 2024-09-06 00:21:54,100 >> Configuration saved in /content/dissertation/scripts/ner/output/checkpoint-2705/config.json
[INFO|modeling_utils.py:2799] 2024-09-06 00:21:55,474 >> Model weights saved in /content/dissertation/scripts/ner/output/checkpoint-2705/model.safetensors
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:21:55,475 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/checkpoint-2705/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:21:55,476 >> Special tokens file saved in /content/dissertation/scripts/ner/output/checkpoint-2705/special_tokens_map.json
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:21:57,861 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:21:57,861 >> Special tokens file saved in /content/dissertation/scripts/ner/output/special_tokens_map.json

 50%|█████     | 2706/5410 [12:49<4:14:26,  5.65s/it]
 50%|█████     | 2707/5410 [12:49<3:01:06,  4.02s/it]
 50%|█████     | 2708/5410 [12:50<2:09:13,  2.87s/it]
 50%|█████     | 2709/5410 [12:50<1:34:08,  2.09s/it]
 50%|█████     | 2710/5410 [12:50<1:09:08,  1.54s/it]
 50%|█████     | 2711/5410 [12:50<52:11,  1.16s/it]  
 50%|█████     | 2712/5410 [12:51<39:20,  1.14it/s]
 50%|█████     | 2713/5410 [12:51<30:28,  1.48it/s]
 50%|█████     | 2714/5410 [12:51<24:18,  1.85it/s]
 50%|█████     | 2715/5410 [12:51<19:39,  2.28it/s]
 50%|█████     | 2716/5410 [12:52<17:11,  2.61it/s]
 50%|█████     | 2717/5410 [12:52<17:33,  2.56it/s]
 50%|█████     | 2718/5410 [12:52<15:21,  2.92it/s]
 50%|█████     | 2719/5410 [12:52<13:39,  3.28it/s]
 50%|█████     | 2720/5410 [12:53<13:45,  3.26it/s]
 50%|█████     | 2721/5410 [12:53<12:14,  3.66it/s]
 50%|█████     | 2722/5410 [12:53<12:47,  3.50it/s]
 50%|█████     | 2723/5410 [12:53<11:40,  3.83it/s]
 50%|█████     | 2724/5410 [12:54<12:46,  3.50it/s]
 50%|█████     | 2725/5410 [12:54<12:00,  3.73it/s]
 50%|█████     | 2726/5410 [12:54<11:37,  3.85it/s]
 50%|█████     | 2727/5410 [12:54<10:57,  4.08it/s]
 50%|█████     | 2728/5410 [12:55<10:32,  4.24it/s]
 50%|█████     | 2729/5410 [12:55<09:46,  4.57it/s]
 50%|█████     | 2730/5410 [12:56<17:07,  2.61it/s]
 50%|█████     | 2731/5410 [12:56<15:12,  2.93it/s]
 50%|█████     | 2732/5410 [12:56<13:44,  3.25it/s]
 51%|█████     | 2733/5410 [12:56<13:05,  3.41it/s]
 51%|█████     | 2734/5410 [12:57<12:14,  3.64it/s]
 51%|█████     | 2735/5410 [12:57<12:51,  3.47it/s]
 51%|█████     | 2736/5410 [12:57<13:39,  3.26it/s]
 51%|█████     | 2737/5410 [12:58<13:04,  3.41it/s]
 51%|█████     | 2738/5410 [12:58<11:50,  3.76it/s]
 51%|█████     | 2739/5410 [12:58<10:28,  4.25it/s]
 51%|█████     | 2740/5410 [12:58<10:32,  4.22it/s]
 51%|█████     | 2741/5410 [12:58<10:28,  4.25it/s]
 51%|█████     | 2742/5410 [12:59<10:48,  4.11it/s]
 51%|█████     | 2743/5410 [12:59<10:06,  4.40it/s]
 51%|█████     | 2744/5410 [12:59<10:10,  4.36it/s]
 51%|█████     | 2745/5410 [12:59<10:35,  4.19it/s]
 51%|█████     | 2746/5410 [13:00<10:33,  4.21it/s]
 51%|█████     | 2747/5410 [13:00<10:17,  4.32it/s]
 51%|█████     | 2748/5410 [13:00<10:06,  4.39it/s]
 51%|█████     | 2749/5410 [13:00<10:01,  4.43it/s]
 51%|█████     | 2750/5410 [13:01<10:54,  4.07it/s]
 51%|█████     | 2751/5410 [13:01<10:08,  4.37it/s]
 51%|█████     | 2752/5410 [13:01<09:19,  4.75it/s]
 51%|█████     | 2753/5410 [13:01<09:01,  4.91it/s]
 51%|█████     | 2754/5410 [13:01<08:45,  5.05it/s]
 51%|█████     | 2755/5410 [13:02<09:57,  4.44it/s]
 51%|█████     | 2756/5410 [13:02<09:56,  4.45it/s]
 51%|█████     | 2757/5410 [13:02<10:20,  4.27it/s]
 51%|█████     | 2758/5410 [13:02<10:36,  4.17it/s]
 51%|█████     | 2759/5410 [13:03<11:55,  3.70it/s]
 51%|█████     | 2760/5410 [13:03<11:41,  3.78it/s]
 51%|█████     | 2761/5410 [13:03<12:33,  3.52it/s]
 51%|█████     | 2762/5410 [13:03<11:34,  3.81it/s]
 51%|█████     | 2763/5410 [13:04<10:41,  4.12it/s]
 51%|█████     | 2764/5410 [13:04<10:54,  4.04it/s]
 51%|█████     | 2765/5410 [13:04<11:50,  3.72it/s]
 51%|█████     | 2766/5410 [13:04<10:54,  4.04it/s]
 51%|█████     | 2767/5410 [13:05<10:57,  4.02it/s]
 51%|█████     | 2768/5410 [13:05<11:24,  3.86it/s]
 51%|█████     | 2769/5410 [13:05<10:49,  4.07it/s]
 51%|█████     | 2770/5410 [13:05<10:17,  4.27it/s]
 51%|█████     | 2771/5410 [13:06<10:22,  4.24it/s]
 51%|█████     | 2772/5410 [13:06<10:09,  4.33it/s]
 51%|█████▏    | 2773/5410 [13:06<10:14,  4.29it/s]
 51%|█████▏    | 2774/5410 [13:06<10:26,  4.21it/s]
 51%|█████▏    | 2775/5410 [13:06<10:16,  4.28it/s]
 51%|█████▏    | 2776/5410 [13:07<10:00,  4.38it/s]
 51%|█████▏    | 2777/5410 [13:07<10:03,  4.36it/s]
 51%|█████▏    | 2778/5410 [13:07<10:04,  4.35it/s]
 51%|█████▏    | 2779/5410 [13:07<10:28,  4.19it/s]
 51%|█████▏    | 2780/5410 [13:08<09:43,  4.50it/s]
 51%|█████▏    | 2781/5410 [13:08<11:19,  3.87it/s]
 51%|█████▏    | 2782/5410 [13:08<10:34,  4.14it/s]
 51%|█████▏    | 2783/5410 [13:09<12:38,  3.46it/s]
 51%|█████▏    | 2784/5410 [13:09<12:09,  3.60it/s]
 51%|█████▏    | 2785/5410 [13:09<12:32,  3.49it/s]
 51%|█████▏    | 2786/5410 [13:09<12:18,  3.55it/s]
 52%|█████▏    | 2787/5410 [13:10<12:13,  3.58it/s]
 52%|█████▏    | 2788/5410 [13:10<12:01,  3.63it/s]
 52%|█████▏    | 2789/5410 [13:10<11:39,  3.75it/s]
 52%|█████▏    | 2790/5410 [13:10<11:37,  3.76it/s]
 52%|█████▏    | 2791/5410 [13:11<11:24,  3.83it/s]
 52%|█████▏    | 2792/5410 [13:11<11:53,  3.67it/s]
 52%|█████▏    | 2793/5410 [13:11<11:08,  3.91it/s]
 52%|█████▏    | 2794/5410 [13:11<10:24,  4.19it/s]
 52%|█████▏    | 2795/5410 [13:12<13:36,  3.20it/s]
 52%|█████▏    | 2796/5410 [13:12<13:16,  3.28it/s]
 52%|█████▏    | 2797/5410 [13:12<11:24,  3.82it/s]
 52%|█████▏    | 2798/5410 [13:13<12:59,  3.35it/s]
 52%|█████▏    | 2799/5410 [13:13<11:39,  3.73it/s]
 52%|█████▏    | 2800/5410 [13:13<11:09,  3.90it/s]
 52%|█████▏    | 2801/5410 [13:13<10:36,  4.10it/s]
 52%|█████▏    | 2802/5410 [13:14<10:49,  4.01it/s]
 52%|█████▏    | 2803/5410 [13:14<09:47,  4.44it/s]
 52%|█████▏    | 2804/5410 [13:14<10:32,  4.12it/s]
 52%|█████▏    | 2805/5410 [13:14<11:11,  3.88it/s]
 52%|█████▏    | 2806/5410 [13:15<10:59,  3.95it/s]
 52%|█████▏    | 2807/5410 [13:15<09:59,  4.34it/s]
 52%|█████▏    | 2808/5410 [13:15<09:47,  4.43it/s]
 52%|█████▏    | 2809/5410 [13:15<09:04,  4.78it/s]
 52%|█████▏    | 2810/5410 [13:15<08:56,  4.85it/s]
 52%|█████▏    | 2811/5410 [13:16<09:16,  4.67it/s]
 52%|█████▏    | 2812/5410 [13:16<09:15,  4.67it/s]
 52%|█████▏    | 2813/5410 [13:16<08:48,  4.91it/s]
 52%|█████▏    | 2814/5410 [13:16<09:17,  4.66it/s]
 52%|█████▏    | 2815/5410 [13:16<09:10,  4.72it/s]
 52%|█████▏    | 2816/5410 [13:17<08:55,  4.85it/s]
 52%|█████▏    | 2817/5410 [13:17<08:45,  4.94it/s]
 52%|█████▏    | 2818/5410 [13:17<09:11,  4.70it/s]
 52%|█████▏    | 2819/5410 [13:17<09:14,  4.67it/s]
 52%|█████▏    | 2820/5410 [13:18<09:50,  4.38it/s]
 52%|█████▏    | 2821/5410 [13:18<10:03,  4.29it/s]
 52%|█████▏    | 2822/5410 [13:18<10:04,  4.28it/s]
 52%|█████▏    | 2823/5410 [13:18<10:40,  4.04it/s]
 52%|█████▏    | 2824/5410 [13:19<10:05,  4.27it/s]
 52%|█████▏    | 2825/5410 [13:19<10:17,  4.19it/s]
 52%|█████▏    | 2826/5410 [13:19<10:38,  4.05it/s]
 52%|█████▏    | 2827/5410 [13:19<10:26,  4.12it/s]
 52%|█████▏    | 2828/5410 [13:19<09:59,  4.30it/s]
 52%|█████▏    | 2829/5410 [13:20<10:27,  4.11it/s]
 52%|█████▏    | 2830/5410 [13:20<11:03,  3.89it/s]
 52%|█████▏    | 2831/5410 [13:20<10:55,  3.93it/s]
 52%|█████▏    | 2832/5410 [13:21<11:57,  3.59it/s]
 52%|█████▏    | 2833/5410 [13:21<12:53,  3.33it/s]
 52%|█████▏    | 2834/5410 [13:21<11:47,  3.64it/s]
 52%|█████▏    | 2835/5410 [13:22<13:20,  3.22it/s]
 52%|█████▏    | 2836/5410 [13:22<11:45,  3.65it/s]
 52%|█████▏    | 2837/5410 [13:22<10:50,  3.96it/s]
 52%|█████▏    | 2838/5410 [13:22<10:47,  3.97it/s]
 52%|█████▏    | 2839/5410 [13:22<10:10,  4.21it/s]
 52%|█████▏    | 2840/5410 [13:23<10:29,  4.08it/s]
 53%|█████▎    | 2841/5410 [13:23<09:34,  4.47it/s]
 53%|█████▎    | 2842/5410 [13:23<09:24,  4.55it/s]
 53%|█████▎    | 2843/5410 [13:23<09:28,  4.51it/s]
 53%|█████▎    | 2844/5410 [13:24<11:04,  3.86it/s]
 53%|█████▎    | 2845/5410 [13:24<11:12,  3.81it/s]
 53%|█████▎    | 2846/5410 [13:24<12:15,  3.49it/s]
 53%|█████▎    | 2847/5410 [13:24<11:52,  3.60it/s]
 53%|█████▎    | 2848/5410 [13:25<11:27,  3.73it/s]
 53%|█████▎    | 2849/5410 [13:25<11:14,  3.80it/s]
 53%|█████▎    | 2850/5410 [13:25<10:13,  4.17it/s]
 53%|█████▎    | 2851/5410 [13:25<10:01,  4.26it/s]
 53%|█████▎    | 2852/5410 [13:26<12:15,  3.48it/s]
 53%|█████▎    | 2853/5410 [13:26<11:26,  3.73it/s]
 53%|█████▎    | 2854/5410 [13:26<10:41,  3.98it/s]
 53%|█████▎    | 2855/5410 [13:26<09:48,  4.34it/s]
 53%|█████▎    | 2856/5410 [13:27<10:09,  4.19it/s]
 53%|█████▎    | 2857/5410 [13:27<10:17,  4.14it/s]
 53%|█████▎    | 2858/5410 [13:27<10:55,  3.89it/s]
 53%|█████▎    | 2859/5410 [13:27<10:22,  4.09it/s]
 53%|█████▎    | 2860/5410 [13:28<09:48,  4.34it/s]
 53%|█████▎    | 2861/5410 [13:28<08:59,  4.73it/s]
 53%|█████▎    | 2862/5410 [13:28<09:21,  4.54it/s]
 53%|█████▎    | 2863/5410 [13:28<09:40,  4.39it/s]
 53%|█████▎    | 2864/5410 [13:29<09:49,  4.32it/s]
 53%|█████▎    | 2865/5410 [13:29<11:35,  3.66it/s]
 53%|█████▎    | 2866/5410 [13:29<10:53,  3.89it/s]
 53%|█████▎    | 2867/5410 [13:29<10:51,  3.90it/s]
 53%|█████▎    | 2868/5410 [13:30<10:30,  4.03it/s]
 53%|█████▎    | 2869/5410 [13:30<13:32,  3.13it/s]
 53%|█████▎    | 2870/5410 [13:30<12:49,  3.30it/s]
 53%|█████▎    | 2871/5410 [13:31<13:00,  3.25it/s]
 53%|█████▎    | 2872/5410 [13:31<12:01,  3.52it/s]
 53%|█████▎    | 2873/5410 [13:31<11:12,  3.77it/s]
 53%|█████▎    | 2874/5410 [13:31<10:09,  4.16it/s]
 53%|█████▎    | 2875/5410 [13:32<11:45,  3.59it/s]
 53%|█████▎    | 2876/5410 [13:32<10:59,  3.84it/s]
 53%|█████▎    | 2877/5410 [13:32<10:45,  3.93it/s]
 53%|█████▎    | 2878/5410 [13:32<10:31,  4.01it/s]
 53%|█████▎    | 2879/5410 [13:33<09:56,  4.24it/s]
 53%|█████▎    | 2880/5410 [13:33<09:28,  4.45it/s]
 53%|█████▎    | 2881/5410 [13:33<10:00,  4.21it/s]
 53%|█████▎    | 2882/5410 [13:33<11:38,  3.62it/s]
 53%|█████▎    | 2883/5410 [13:34<10:34,  3.98it/s]
 53%|█████▎    | 2884/5410 [13:34<10:08,  4.15it/s]
 53%|█████▎    | 2885/5410 [13:34<09:17,  4.53it/s]
 53%|█████▎    | 2886/5410 [13:34<09:52,  4.26it/s]
 53%|█████▎    | 2887/5410 [13:35<10:47,  3.90it/s]
 53%|█████▎    | 2888/5410 [13:35<10:14,  4.10it/s]
 53%|█████▎    | 2889/5410 [13:35<10:03,  4.18it/s]
 53%|█████▎    | 2890/5410 [13:35<10:10,  4.12it/s]
 53%|█████▎    | 2891/5410 [13:35<09:36,  4.37it/s]
 53%|█████▎    | 2892/5410 [13:36<10:57,  3.83it/s]
 53%|█████▎    | 2893/5410 [13:36<10:32,  3.98it/s]
 53%|█████▎    | 2894/5410 [13:36<10:30,  3.99it/s]
 54%|█████▎    | 2895/5410 [13:37<10:29,  3.99it/s]
 54%|█████▎    | 2896/5410 [13:37<09:45,  4.30it/s]
 54%|█████▎    | 2897/5410 [13:37<09:22,  4.47it/s]
 54%|█████▎    | 2898/5410 [13:37<10:21,  4.04it/s]
 54%|█████▎    | 2899/5410 [13:37<09:36,  4.36it/s]
 54%|█████▎    | 2900/5410 [13:38<09:48,  4.27it/s]
 54%|█████▎    | 2901/5410 [13:38<09:42,  4.31it/s]
 54%|█████▎    | 2902/5410 [13:38<10:26,  4.01it/s]
 54%|█████▎    | 2903/5410 [13:38<09:48,  4.26it/s]
 54%|█████▎    | 2904/5410 [13:39<11:33,  3.61it/s]
 54%|█████▎    | 2905/5410 [13:39<10:48,  3.86it/s]
 54%|█████▎    | 2906/5410 [13:39<11:04,  3.77it/s]
 54%|█████▎    | 2907/5410 [13:39<10:25,  4.00it/s]
 54%|█████▍    | 2908/5410 [13:40<09:45,  4.27it/s]
 54%|█████▍    | 2909/5410 [13:40<10:36,  3.93it/s]
 54%|█████▍    | 2910/5410 [13:40<10:42,  3.89it/s]
 54%|█████▍    | 2911/5410 [13:40<10:28,  3.97it/s]
 54%|█████▍    | 2912/5410 [13:41<10:09,  4.10it/s]
 54%|█████▍    | 2913/5410 [13:41<09:45,  4.26it/s]
 54%|█████▍    | 2914/5410 [13:41<10:22,  4.01it/s]
 54%|█████▍    | 2915/5410 [13:41<10:37,  3.91it/s]
 54%|█████▍    | 2916/5410 [13:42<09:55,  4.19it/s]
 54%|█████▍    | 2917/5410 [13:42<10:03,  4.13it/s]
 54%|█████▍    | 2918/5410 [13:42<09:20,  4.45it/s]
 54%|█████▍    | 2919/5410 [13:42<09:31,  4.36it/s]
 54%|█████▍    | 2920/5410 [13:43<09:05,  4.56it/s]
 54%|█████▍    | 2921/5410 [13:43<08:51,  4.69it/s]
 54%|█████▍    | 2922/5410 [13:43<09:21,  4.43it/s]
 54%|█████▍    | 2923/5410 [13:43<09:04,  4.57it/s]
 54%|█████▍    | 2924/5410 [13:43<09:35,  4.32it/s]
 54%|█████▍    | 2925/5410 [13:44<09:28,  4.37it/s]
 54%|█████▍    | 2926/5410 [13:44<09:53,  4.18it/s]
 54%|█████▍    | 2927/5410 [13:44<12:17,  3.37it/s]
 54%|█████▍    | 2928/5410 [13:45<11:15,  3.67it/s]
 54%|█████▍    | 2929/5410 [13:45<10:31,  3.93it/s]
 54%|█████▍    | 2930/5410 [13:45<10:13,  4.04it/s]
 54%|█████▍    | 2931/5410 [13:45<10:24,  3.97it/s]
 54%|█████▍    | 2932/5410 [13:46<10:23,  3.98it/s]
 54%|█████▍    | 2933/5410 [13:46<10:21,  3.99it/s]
 54%|█████▍    | 2934/5410 [13:46<10:18,  4.00it/s]
 54%|█████▍    | 2935/5410 [13:46<09:49,  4.20it/s]
 54%|█████▍    | 2936/5410 [13:47<10:49,  3.81it/s]
 54%|█████▍    | 2937/5410 [13:47<09:37,  4.29it/s]
 54%|█████▍    | 2938/5410 [13:47<09:05,  4.54it/s]
 54%|█████▍    | 2939/5410 [13:47<08:56,  4.61it/s]
 54%|█████▍    | 2940/5410 [13:47<08:38,  4.76it/s]
 54%|█████▍    | 2941/5410 [13:48<09:00,  4.57it/s]
 54%|█████▍    | 2942/5410 [13:48<08:21,  4.92it/s]
 54%|█████▍    | 2943/5410 [13:48<09:12,  4.47it/s]
 54%|█████▍    | 2944/5410 [13:48<09:31,  4.32it/s]
 54%|█████▍    | 2945/5410 [13:48<09:46,  4.20it/s]
 54%|█████▍    | 2946/5410 [13:49<09:04,  4.52it/s]
 54%|█████▍    | 2947/5410 [13:49<09:13,  4.45it/s]
 54%|█████▍    | 2948/5410 [13:49<09:01,  4.54it/s]
 55%|█████▍    | 2949/5410 [13:49<09:05,  4.51it/s]
 55%|█████▍    | 2950/5410 [13:50<10:28,  3.91it/s]
 55%|█████▍    | 2951/5410 [13:50<09:28,  4.32it/s]
 55%|█████▍    | 2952/5410 [13:50<09:21,  4.38it/s]
 55%|█████▍    | 2953/5410 [13:50<08:49,  4.64it/s]
 55%|█████▍    | 2954/5410 [13:50<08:54,  4.59it/s]
 55%|█████▍    | 2955/5410 [13:51<08:41,  4.70it/s]
 55%|█████▍    | 2956/5410 [13:51<09:45,  4.19it/s]
 55%|█████▍    | 2957/5410 [13:51<10:22,  3.94it/s]
 55%|█████▍    | 2958/5410 [13:52<10:21,  3.94it/s]
 55%|█████▍    | 2959/5410 [13:52<09:56,  4.11it/s]
 55%|█████▍    | 2960/5410 [13:52<10:16,  3.97it/s]
 55%|█████▍    | 2961/5410 [13:52<09:36,  4.25it/s]
 55%|█████▍    | 2962/5410 [13:52<09:17,  4.39it/s]
 55%|█████▍    | 2963/5410 [13:53<09:36,  4.24it/s]
 55%|█████▍    | 2964/5410 [13:53<09:25,  4.33it/s]
 55%|█████▍    | 2965/5410 [13:53<09:19,  4.37it/s]
 55%|█████▍    | 2966/5410 [13:53<09:32,  4.27it/s]
 55%|█████▍    | 2967/5410 [13:54<10:11,  4.00it/s]
 55%|█████▍    | 2968/5410 [13:54<10:13,  3.98it/s]
 55%|█████▍    | 2969/5410 [13:54<10:03,  4.04it/s]
 55%|█████▍    | 2970/5410 [13:55<11:26,  3.55it/s]
 55%|█████▍    | 2971/5410 [13:55<10:26,  3.90it/s]
 55%|█████▍    | 2972/5410 [13:55<09:59,  4.06it/s]
 55%|█████▍    | 2973/5410 [13:55<09:38,  4.21it/s]
 55%|█████▍    | 2974/5410 [13:55<09:25,  4.31it/s]
 55%|█████▍    | 2975/5410 [13:56<09:54,  4.10it/s]
 55%|█████▌    | 2976/5410 [13:56<10:13,  3.97it/s]
 55%|█████▌    | 2977/5410 [13:56<09:20,  4.34it/s]
 55%|█████▌    | 2978/5410 [13:56<09:12,  4.41it/s]
 55%|█████▌    | 2979/5410 [13:57<09:06,  4.45it/s]
 55%|█████▌    | 2980/5410 [13:57<09:52,  4.10it/s]
 55%|█████▌    | 2981/5410 [13:57<09:46,  4.14it/s]
 55%|█████▌    | 2982/5410 [13:57<09:15,  4.37it/s]
 55%|█████▌    | 2983/5410 [13:57<09:00,  4.49it/s]
 55%|█████▌    | 2984/5410 [13:58<09:01,  4.48it/s]
 55%|█████▌    | 2985/5410 [13:58<10:38,  3.80it/s]
 55%|█████▌    | 2986/5410 [13:58<10:36,  3.81it/s]
 55%|█████▌    | 2987/5410 [13:58<09:41,  4.17it/s]
 55%|█████▌    | 2988/5410 [13:59<11:03,  3.65it/s]
 55%|█████▌    | 2989/5410 [13:59<13:59,  2.88it/s]
 55%|█████▌    | 2990/5410 [14:00<12:30,  3.22it/s]
 55%|█████▌    | 2991/5410 [14:00<12:58,  3.11it/s]
 55%|█████▌    | 2992/5410 [14:00<13:48,  2.92it/s]
 55%|█████▌    | 2993/5410 [14:01<12:48,  3.15it/s]
 55%|█████▌    | 2994/5410 [14:01<11:42,  3.44it/s]
 55%|█████▌    | 2995/5410 [14:01<12:16,  3.28it/s]
 55%|█████▌    | 2996/5410 [14:01<11:09,  3.60it/s]
 55%|█████▌    | 2997/5410 [14:02<10:13,  3.93it/s]
 55%|█████▌    | 2998/5410 [14:02<09:27,  4.25it/s]
 55%|█████▌    | 2999/5410 [14:02<10:43,  3.74it/s]
 55%|█████▌    | 3000/5410 [14:02<10:15,  3.91it/s]
                                                   

 55%|█████▌    | 3000/5410 [14:02<10:15,  3.91it/s]
 55%|█████▌    | 3001/5410 [14:03<09:58,  4.03it/s]
 55%|█████▌    | 3002/5410 [14:03<10:05,  3.98it/s]
 56%|█████▌    | 3003/5410 [14:03<08:52,  4.52it/s]
 56%|█████▌    | 3004/5410 [14:03<08:36,  4.66it/s]
 56%|█████▌    | 3005/5410 [14:03<09:14,  4.34it/s]
 56%|█████▌    | 3006/5410 [14:04<08:42,  4.60it/s]
 56%|█████▌    | 3007/5410 [14:04<08:35,  4.66it/s]
 56%|█████▌    | 3008/5410 [14:04<08:34,  4.67it/s]
 56%|█████▌    | 3009/5410 [14:04<10:49,  3.70it/s]
 56%|█████▌    | 3010/5410 [14:05<10:04,  3.97it/s]
 56%|█████▌    | 3011/5410 [14:05<09:22,  4.27it/s]
 56%|█████▌    | 3012/5410 [14:05<09:16,  4.31it/s]
 56%|█████▌    | 3013/5410 [14:05<08:46,  4.55it/s]
 56%|█████▌    | 3014/5410 [14:06<09:09,  4.36it/s]
 56%|█████▌    | 3015/5410 [14:06<10:56,  3.65it/s]
 56%|█████▌    | 3016/5410 [14:06<11:54,  3.35it/s]
 56%|█████▌    | 3017/5410 [14:06<11:14,  3.55it/s]
 56%|█████▌    | 3018/5410 [14:07<10:51,  3.67it/s]
 56%|█████▌    | 3019/5410 [14:07<11:09,  3.57it/s]
 56%|█████▌    | 3020/5410 [14:08<17:21,  2.29it/s]
 56%|█████▌    | 3021/5410 [14:08<14:44,  2.70it/s]
 56%|█████▌    | 3022/5410 [14:08<12:45,  3.12it/s]
 56%|█████▌    | 3023/5410 [14:09<12:03,  3.30it/s]
 56%|█████▌    | 3024/5410 [14:09<10:32,  3.77it/s]
 56%|█████▌    | 3025/5410 [14:09<10:35,  3.75it/s]
 56%|█████▌    | 3026/5410 [14:09<10:01,  3.97it/s]
 56%|█████▌    | 3027/5410 [14:09<09:30,  4.18it/s]
 56%|█████▌    | 3028/5410 [14:10<08:53,  4.46it/s]
 56%|█████▌    | 3029/5410 [14:10<10:29,  3.78it/s]
 56%|█████▌    | 3030/5410 [14:10<09:54,  4.01it/s]
 56%|█████▌    | 3031/5410 [14:11<11:13,  3.53it/s]
 56%|█████▌    | 3032/5410 [14:11<10:08,  3.91it/s]
 56%|█████▌    | 3033/5410 [14:11<09:04,  4.36it/s]
 56%|█████▌    | 3034/5410 [14:11<09:23,  4.21it/s]
 56%|█████▌    | 3035/5410 [14:11<08:55,  4.43it/s]
 56%|█████▌    | 3036/5410 [14:12<09:03,  4.37it/s]
 56%|█████▌    | 3037/5410 [14:12<08:45,  4.52it/s]
 56%|█████▌    | 3038/5410 [14:12<09:16,  4.26it/s]
 56%|█████▌    | 3039/5410 [14:12<09:06,  4.34it/s]
 56%|█████▌    | 3040/5410 [14:13<09:16,  4.26it/s]
 56%|█████▌    | 3041/5410 [14:13<09:48,  4.03it/s]
 56%|█████▌    | 3042/5410 [14:13<12:50,  3.07it/s]
 56%|█████▌    | 3043/5410 [14:13<11:21,  3.47it/s]
 56%|█████▋    | 3044/5410 [14:14<11:09,  3.53it/s]
 56%|█████▋    | 3045/5410 [14:14<10:51,  3.63it/s]
 56%|█████▋    | 3046/5410 [14:14<10:24,  3.79it/s]
 56%|█████▋    | 3047/5410 [14:15<11:01,  3.57it/s]
 56%|█████▋    | 3048/5410 [14:15<11:00,  3.57it/s]
 56%|█████▋    | 3049/5410 [14:15<09:58,  3.94it/s]
 56%|█████▋    | 3050/5410 [14:15<10:20,  3.80it/s]
 56%|█████▋    | 3051/5410 [14:16<10:10,  3.86it/s]
 56%|█████▋    | 3052/5410 [14:16<11:06,  3.54it/s]
 56%|█████▋    | 3053/5410 [14:16<11:18,  3.48it/s]
 56%|█████▋    | 3054/5410 [14:16<10:10,  3.86it/s]
 56%|█████▋    | 3055/5410 [14:17<10:31,  3.73it/s]
 56%|█████▋    | 3056/5410 [14:17<09:45,  4.02it/s]
 57%|█████▋    | 3057/5410 [14:17<09:10,  4.28it/s]
 57%|█████▋    | 3058/5410 [14:17<09:55,  3.95it/s]
 57%|█████▋    | 3059/5410 [14:18<10:43,  3.65it/s]
 57%|█████▋    | 3060/5410 [14:18<09:49,  3.98it/s]
 57%|█████▋    | 3061/5410 [14:18<09:29,  4.12it/s]
 57%|█████▋    | 3062/5410 [14:18<09:42,  4.03it/s]
 57%|█████▋    | 3063/5410 [14:19<08:47,  4.45it/s]
 57%|█████▋    | 3064/5410 [14:19<09:56,  3.93it/s]
 57%|█████▋    | 3065/5410 [14:19<09:53,  3.95it/s]
 57%|█████▋    | 3066/5410 [14:19<09:03,  4.31it/s]
 57%|█████▋    | 3067/5410 [14:20<08:22,  4.66it/s]
 57%|█████▋    | 3068/5410 [14:20<08:32,  4.57it/s]
 57%|█████▋    | 3069/5410 [14:20<08:53,  4.39it/s]
 57%|█████▋    | 3070/5410 [14:20<08:30,  4.58it/s]
 57%|█████▋    | 3071/5410 [14:20<09:37,  4.05it/s]
 57%|█████▋    | 3072/5410 [14:21<10:09,  3.84it/s]
 57%|█████▋    | 3073/5410 [14:21<09:30,  4.10it/s]
 57%|█████▋    | 3074/5410 [14:21<08:39,  4.50it/s]
 57%|█████▋    | 3075/5410 [14:21<08:27,  4.60it/s]
 57%|█████▋    | 3076/5410 [14:22<07:57,  4.89it/s]
 57%|█████▋    | 3077/5410 [14:22<07:44,  5.02it/s]
 57%|█████▋    | 3078/5410 [14:22<07:58,  4.88it/s]
 57%|█████▋    | 3079/5410 [14:22<08:20,  4.66it/s]
 57%|█████▋    | 3080/5410 [14:22<07:59,  4.85it/s]
 57%|█████▋    | 3081/5410 [14:23<07:26,  5.22it/s]
 57%|█████▋    | 3082/5410 [14:23<07:26,  5.21it/s]
 57%|█████▋    | 3083/5410 [14:23<09:02,  4.29it/s]
 57%|█████▋    | 3084/5410 [14:23<08:51,  4.38it/s]
 57%|█████▋    | 3085/5410 [14:24<10:58,  3.53it/s]
 57%|█████▋    | 3086/5410 [14:24<09:59,  3.88it/s]
 57%|█████▋    | 3087/5410 [14:24<09:27,  4.09it/s]
 57%|█████▋    | 3088/5410 [14:24<09:26,  4.10it/s]
 57%|█████▋    | 3089/5410 [14:25<08:55,  4.33it/s]
 57%|█████▋    | 3090/5410 [14:25<09:33,  4.04it/s]
 57%|█████▋    | 3091/5410 [14:25<08:57,  4.32it/s]
 57%|█████▋    | 3092/5410 [14:25<09:30,  4.06it/s]
 57%|█████▋    | 3093/5410 [14:26<10:37,  3.64it/s]
 57%|█████▋    | 3094/5410 [14:26<11:16,  3.42it/s]
 57%|█████▋    | 3095/5410 [14:26<10:16,  3.76it/s]
 57%|█████▋    | 3096/5410 [14:26<09:22,  4.11it/s]
 57%|█████▋    | 3097/5410 [14:27<09:08,  4.22it/s]
 57%|█████▋    | 3098/5410 [14:27<08:41,  4.43it/s]
 57%|█████▋    | 3099/5410 [14:27<08:48,  4.37it/s]
 57%|█████▋    | 3100/5410 [14:27<08:53,  4.33it/s]
 57%|█████▋    | 3101/5410 [14:28<10:33,  3.65it/s]
 57%|█████▋    | 3102/5410 [14:28<10:01,  3.84it/s]
 57%|█████▋    | 3103/5410 [14:28<09:31,  4.04it/s]
 57%|█████▋    | 3104/5410 [14:28<09:37,  3.99it/s]
 57%|█████▋    | 3105/5410 [14:29<09:57,  3.86it/s]
 57%|█████▋    | 3106/5410 [14:29<09:53,  3.88it/s]
 57%|█████▋    | 3107/5410 [14:29<09:47,  3.92it/s]
 57%|█████▋    | 3108/5410 [14:29<10:02,  3.82it/s]
 57%|█████▋    | 3109/5410 [14:30<09:03,  4.23it/s]
 57%|█████▋    | 3110/5410 [14:30<08:48,  4.35it/s]
 58%|█████▊    | 3111/5410 [14:30<08:24,  4.55it/s]
 58%|█████▊    | 3112/5410 [14:30<08:04,  4.74it/s]
 58%|█████▊    | 3113/5410 [14:30<08:31,  4.49it/s]
 58%|█████▊    | 3114/5410 [14:31<08:51,  4.32it/s]
 58%|█████▊    | 3115/5410 [14:31<08:21,  4.58it/s]
 58%|█████▊    | 3116/5410 [14:31<09:28,  4.04it/s]
 58%|█████▊    | 3117/5410 [14:31<09:44,  3.93it/s]
 58%|█████▊    | 3118/5410 [14:32<08:41,  4.40it/s]
 58%|█████▊    | 3119/5410 [14:32<08:28,  4.51it/s]
 58%|█████▊    | 3120/5410 [14:32<09:11,  4.15it/s]
 58%|█████▊    | 3121/5410 [14:32<09:25,  4.05it/s]
 58%|█████▊    | 3122/5410 [14:33<10:54,  3.49it/s]
 58%|█████▊    | 3123/5410 [14:33<10:02,  3.79it/s]
 58%|█████▊    | 3124/5410 [14:33<10:34,  3.60it/s]
 58%|█████▊    | 3125/5410 [14:34<10:09,  3.75it/s]
 58%|█████▊    | 3126/5410 [14:34<10:16,  3.70it/s]
 58%|█████▊    | 3127/5410 [14:34<09:07,  4.17it/s]
 58%|█████▊    | 3128/5410 [14:34<09:12,  4.13it/s]
 58%|█████▊    | 3129/5410 [14:34<08:55,  4.26it/s]
 58%|█████▊    | 3130/5410 [14:35<09:17,  4.09it/s]
 58%|█████▊    | 3131/5410 [14:35<08:44,  4.35it/s]
 58%|█████▊    | 3132/5410 [14:35<08:54,  4.26it/s]
 58%|█████▊    | 3133/5410 [14:35<09:58,  3.80it/s]
 58%|█████▊    | 3134/5410 [14:36<10:54,  3.48it/s]
 58%|█████▊    | 3135/5410 [14:36<09:28,  4.00it/s]
 58%|█████▊    | 3136/5410 [14:36<09:08,  4.15it/s]
 58%|█████▊    | 3137/5410 [14:36<08:46,  4.31it/s]
 58%|█████▊    | 3138/5410 [14:37<08:38,  4.38it/s]
 58%|█████▊    | 3139/5410 [14:37<10:13,  3.70it/s]
 58%|█████▊    | 3140/5410 [14:37<09:32,  3.97it/s]
 58%|█████▊    | 3141/5410 [14:38<10:18,  3.67it/s]
 58%|█████▊    | 3142/5410 [14:38<09:56,  3.80it/s]
 58%|█████▊    | 3143/5410 [14:38<09:34,  3.95it/s]
 58%|█████▊    | 3144/5410 [14:38<11:08,  3.39it/s]
 58%|█████▊    | 3145/5410 [14:39<11:10,  3.38it/s]
 58%|█████▊    | 3146/5410 [14:39<10:25,  3.62it/s]
 58%|█████▊    | 3147/5410 [14:39<10:52,  3.47it/s]
 58%|█████▊    | 3148/5410 [14:39<09:46,  3.86it/s]
 58%|█████▊    | 3149/5410 [14:40<13:48,  2.73it/s]
 58%|█████▊    | 3150/5410 [14:40<12:11,  3.09it/s]
 58%|█████▊    | 3151/5410 [14:40<10:56,  3.44it/s]
 58%|█████▊    | 3152/5410 [14:41<10:58,  3.43it/s]
 58%|█████▊    | 3153/5410 [14:41<09:55,  3.79it/s]
 58%|█████▊    | 3154/5410 [14:41<08:42,  4.32it/s]
 58%|█████▊    | 3155/5410 [14:41<09:09,  4.10it/s]
 58%|█████▊    | 3156/5410 [14:42<08:21,  4.50it/s]
 58%|█████▊    | 3157/5410 [14:42<08:25,  4.45it/s]
 58%|█████▊    | 3158/5410 [14:42<08:30,  4.41it/s]
 58%|█████▊    | 3159/5410 [14:42<08:19,  4.51it/s]
 58%|█████▊    | 3160/5410 [14:42<08:27,  4.43it/s]
 58%|█████▊    | 3161/5410 [14:43<07:50,  4.78it/s]
 58%|█████▊    | 3162/5410 [14:43<08:40,  4.32it/s]
 58%|█████▊    | 3163/5410 [14:43<08:23,  4.46it/s]
 58%|█████▊    | 3164/5410 [14:43<09:23,  3.99it/s]
 59%|█████▊    | 3165/5410 [14:44<09:26,  3.97it/s]
 59%|█████▊    | 3166/5410 [14:44<08:34,  4.36it/s]
 59%|█████▊    | 3167/5410 [14:44<08:20,  4.48it/s]
 59%|█████▊    | 3168/5410 [14:44<09:45,  3.83it/s]
 59%|█████▊    | 3169/5410 [14:45<11:04,  3.37it/s]
 59%|█████▊    | 3170/5410 [14:45<10:23,  3.59it/s]
 59%|█████▊    | 3171/5410 [14:45<10:14,  3.64it/s]
 59%|█████▊    | 3172/5410 [14:46<09:44,  3.83it/s]
 59%|█████▊    | 3173/5410 [14:46<09:01,  4.13it/s]
 59%|█████▊    | 3174/5410 [14:46<08:39,  4.30it/s]
 59%|█████▊    | 3175/5410 [14:46<08:34,  4.35it/s]
 59%|█████▊    | 3176/5410 [14:46<07:53,  4.72it/s]
 59%|█████▊    | 3177/5410 [14:47<08:11,  4.54it/s]
 59%|█████▊    | 3178/5410 [14:47<08:53,  4.19it/s]
 59%|█████▉    | 3179/5410 [14:48<17:10,  2.17it/s]
 59%|█████▉    | 3180/5410 [14:48<14:58,  2.48it/s]
 59%|█████▉    | 3181/5410 [14:48<13:17,  2.80it/s]
 59%|█████▉    | 3182/5410 [14:49<11:56,  3.11it/s]
 59%|█████▉    | 3183/5410 [14:49<10:40,  3.48it/s]
 59%|█████▉    | 3184/5410 [14:49<09:49,  3.78it/s]
 59%|█████▉    | 3185/5410 [14:49<09:13,  4.02it/s]
 59%|█████▉    | 3186/5410 [14:49<09:01,  4.10it/s]
 59%|█████▉    | 3187/5410 [14:50<09:05,  4.07it/s]
 59%|█████▉    | 3188/5410 [14:50<08:42,  4.25it/s]
 59%|█████▉    | 3189/5410 [14:50<09:24,  3.93it/s]
 59%|█████▉    | 3190/5410 [14:50<08:58,  4.13it/s]
 59%|█████▉    | 3191/5410 [14:51<08:44,  4.23it/s]
 59%|█████▉    | 3192/5410 [14:51<08:04,  4.58it/s]
 59%|█████▉    | 3193/5410 [14:51<07:37,  4.84it/s]
 59%|█████▉    | 3194/5410 [14:51<07:47,  4.74it/s]
 59%|█████▉    | 3195/5410 [14:51<07:44,  4.76it/s]
 59%|█████▉    | 3196/5410 [14:52<07:46,  4.74it/s]
 59%|█████▉    | 3197/5410 [14:52<09:36,  3.84it/s]
 59%|█████▉    | 3198/5410 [14:52<09:57,  3.70it/s]
 59%|█████▉    | 3199/5410 [14:53<08:57,  4.11it/s]
 59%|█████▉    | 3200/5410 [14:53<09:33,  3.85it/s]
 59%|█████▉    | 3201/5410 [14:53<09:14,  3.98it/s]
 59%|█████▉    | 3202/5410 [14:53<09:09,  4.02it/s]
 59%|█████▉    | 3203/5410 [14:54<10:05,  3.65it/s]
 59%|█████▉    | 3204/5410 [14:54<09:18,  3.95it/s]
 59%|█████▉    | 3205/5410 [14:54<09:09,  4.01it/s]
 59%|█████▉    | 3206/5410 [14:54<08:12,  4.48it/s]
 59%|█████▉    | 3207/5410 [14:54<08:16,  4.44it/s]
 59%|█████▉    | 3208/5410 [14:55<08:20,  4.40it/s]
 59%|█████▉    | 3209/5410 [14:55<07:51,  4.67it/s]
 59%|█████▉    | 3210/5410 [14:55<08:03,  4.55it/s]
 59%|█████▉    | 3211/5410 [14:55<08:31,  4.30it/s]
 59%|█████▉    | 3212/5410 [14:56<08:23,  4.37it/s]
 59%|█████▉    | 3213/5410 [14:56<08:27,  4.33it/s]
 59%|█████▉    | 3214/5410 [14:56<09:08,  4.00it/s]
 59%|█████▉    | 3215/5410 [14:56<09:56,  3.68it/s]
 59%|█████▉    | 3216/5410 [14:57<09:45,  3.75it/s]
 59%|█████▉    | 3217/5410 [14:57<09:17,  3.94it/s]
 59%|█████▉    | 3218/5410 [14:57<09:50,  3.71it/s]
 60%|█████▉    | 3219/5410 [14:58<11:14,  3.25it/s]
 60%|█████▉    | 3220/5410 [14:58<09:52,  3.70it/s]
 60%|█████▉    | 3221/5410 [14:58<11:15,  3.24it/s]
 60%|█████▉    | 3222/5410 [14:58<10:46,  3.39it/s]
 60%|█████▉    | 3223/5410 [14:59<11:15,  3.24it/s]
 60%|█████▉    | 3224/5410 [14:59<10:28,  3.48it/s]
 60%|█████▉    | 3225/5410 [14:59<09:53,  3.68it/s]
 60%|█████▉    | 3226/5410 [14:59<09:01,  4.03it/s]
 60%|█████▉    | 3227/5410 [15:00<08:55,  4.07it/s]
 60%|█████▉    | 3228/5410 [15:00<09:29,  3.83it/s]
 60%|█████▉    | 3229/5410 [15:00<09:35,  3.79it/s]
 60%|█████▉    | 3230/5410 [15:00<08:49,  4.12it/s]
 60%|█████▉    | 3231/5410 [15:01<09:02,  4.02it/s]
 60%|█████▉    | 3232/5410 [15:01<10:30,  3.46it/s]
 60%|█████▉    | 3233/5410 [15:01<10:02,  3.61it/s]
 60%|█████▉    | 3234/5410 [15:02<09:43,  3.73it/s]
 60%|█████▉    | 3235/5410 [15:02<09:25,  3.84it/s]
 60%|█████▉    | 3236/5410 [15:02<09:30,  3.81it/s]
 60%|█████▉    | 3237/5410 [15:02<09:16,  3.90it/s]
 60%|█████▉    | 3238/5410 [15:03<10:12,  3.55it/s]
 60%|█████▉    | 3239/5410 [15:03<09:36,  3.77it/s]
 60%|█████▉    | 3240/5410 [15:03<08:59,  4.02it/s]
 60%|█████▉    | 3241/5410 [15:03<09:22,  3.86it/s]
 60%|█████▉    | 3242/5410 [15:04<09:05,  3.97it/s]
 60%|█████▉    | 3243/5410 [15:04<09:37,  3.75it/s]
 60%|█████▉    | 3244/5410 [15:04<09:36,  3.76it/s]
 60%|█████▉    | 3245/5410 [15:05<10:46,  3.35it/s]
 60%|██████    | 3246/5410 [15:05<09:26,  3.82it/s][INFO|trainer.py:811] 2024-09-06 00:24:13,660 >> The following columns in the evaluation set don't have a corresponding argument in `RobertaForTokenClassification.forward` and have been ignored: tokens, ner_tags, id. If tokens, ner_tags, id are not expected by `RobertaForTokenClassification.forward`,  you can safely ignore this message.
[INFO|trainer.py:3819] 2024-09-06 00:24:13,662 >> 
***** Running Evaluation *****
[INFO|trainer.py:3821] 2024-09-06 00:24:13,662 >>   Num examples = 6810
[INFO|trainer.py:3824] 2024-09-06 00:24:13,662 >>   Batch size = 8
{'eval_loss': 1.1805996894836426, 'eval_precision': 0.09400470929179497, 'eval_recall': 0.9540441176470589, 'eval_f1': 0.17114591920857378, 'eval_accuracy': 0.7890274211487498, 'eval_runtime': 14.1983, 'eval_samples_per_second': 479.634, 'eval_steps_per_second': 60.007, 'epoch': 5.0}
{'loss': 0.0428, 'grad_norm': 1.240962028503418, 'learning_rate': 2.2273567467652497e-05, 'epoch': 5.55}


  0%|          | 0/852 [00:00<?, ?it/s]

  1%|          | 10/852 [00:00<00:08, 93.83it/s]

  2%|▏         | 20/852 [00:00<00:09, 84.14it/s]

  3%|▎         | 29/852 [00:00<00:09, 82.33it/s]

  4%|▍         | 38/852 [00:00<00:09, 81.41it/s]

  6%|▌         | 47/852 [00:00<00:09, 82.18it/s]

  7%|▋         | 56/852 [00:00<00:09, 82.39it/s]

  8%|▊         | 65/852 [00:00<00:09, 81.02it/s]

  9%|▊         | 74/852 [00:00<00:09, 79.63it/s]

 10%|▉         | 82/852 [00:01<00:09, 79.65it/s]

 11%|█         | 91/852 [00:01<00:09, 80.26it/s]

 12%|█▏        | 100/852 [00:01<00:09, 79.60it/s]

 13%|█▎        | 108/852 [00:01<00:09, 79.34it/s]

 14%|█▎        | 117/852 [00:01<00:09, 80.00it/s]

 15%|█▍        | 126/852 [00:01<00:09, 77.51it/s]

 16%|█▌        | 134/852 [00:01<00:09, 78.18it/s]

 17%|█▋        | 142/852 [00:01<00:09, 77.76it/s]

 18%|█▊        | 150/852 [00:01<00:09, 77.34it/s]

 19%|█▊        | 159/852 [00:01<00:08, 79.52it/s]

 20%|█▉        | 168/852 [00:02<00:08, 80.70it/s]

 21%|██        | 177/852 [00:02<00:08, 81.00it/s]

 22%|██▏       | 186/852 [00:02<00:08, 82.46it/s]

 23%|██▎       | 195/852 [00:02<00:07, 82.15it/s]

 24%|██▍       | 204/852 [00:02<00:07, 83.07it/s]

 25%|██▌       | 213/852 [00:02<00:07, 81.66it/s]

 26%|██▌       | 222/852 [00:02<00:07, 80.80it/s]

 27%|██▋       | 231/852 [00:02<00:07, 81.36it/s]

 28%|██▊       | 240/852 [00:02<00:07, 80.47it/s]

 29%|██▉       | 249/852 [00:03<00:07, 79.51it/s]

 30%|███       | 258/852 [00:03<00:07, 81.45it/s]

 31%|███▏      | 267/852 [00:03<00:07, 81.06it/s]

 32%|███▏      | 276/852 [00:03<00:07, 82.03it/s]

 33%|███▎      | 285/852 [00:03<00:06, 83.05it/s]

 35%|███▍      | 294/852 [00:03<00:06, 81.92it/s]

 36%|███▌      | 303/852 [00:03<00:06, 83.14it/s]

 37%|███▋      | 312/852 [00:03<00:06, 80.76it/s]

 38%|███▊      | 321/852 [00:03<00:06, 81.86it/s]

 39%|███▊      | 330/852 [00:04<00:06, 81.32it/s]

 40%|███▉      | 339/852 [00:04<00:06, 80.89it/s]

 41%|████      | 348/852 [00:04<00:06, 81.38it/s]

 42%|████▏     | 357/852 [00:04<00:06, 79.57it/s]

 43%|████▎     | 366/852 [00:04<00:06, 80.61it/s]

 44%|████▍     | 375/852 [00:04<00:05, 81.50it/s]

 45%|████▌     | 384/852 [00:04<00:05, 80.31it/s]

 46%|████▌     | 393/852 [00:04<00:05, 81.20it/s]

 47%|████▋     | 402/852 [00:04<00:05, 80.56it/s]

 48%|████▊     | 411/852 [00:05<00:05, 78.29it/s]

 49%|████▉     | 420/852 [00:05<00:05, 79.44it/s]

 50%|█████     | 428/852 [00:05<00:05, 78.27it/s]

 51%|█████▏    | 437/852 [00:05<00:05, 79.66it/s]

 52%|█████▏    | 446/852 [00:05<00:05, 80.20it/s]

 53%|█████▎    | 455/852 [00:05<00:04, 81.07it/s]

 54%|█████▍    | 464/852 [00:05<00:04, 80.04it/s]

 56%|█████▌    | 473/852 [00:05<00:05, 75.35it/s]

 56%|█████▋    | 481/852 [00:05<00:04, 76.00it/s]

 57%|█████▋    | 489/852 [00:06<00:04, 76.71it/s]

 58%|█████▊    | 498/852 [00:06<00:04, 79.11it/s]

 60%|█████▉    | 507/852 [00:06<00:04, 78.95it/s]

 61%|██████    | 516/852 [00:06<00:04, 80.84it/s]

 62%|██████▏   | 525/852 [00:06<00:04, 79.41it/s]

 63%|██████▎   | 534/852 [00:06<00:03, 79.99it/s]

 64%|██████▎   | 543/852 [00:06<00:03, 80.93it/s]

 65%|██████▍   | 552/852 [00:06<00:03, 78.90it/s]

 66%|██████▌   | 561/852 [00:06<00:03, 79.65it/s]

 67%|██████▋   | 570/852 [00:07<00:03, 79.89it/s]

 68%|██████▊   | 579/852 [00:07<00:03, 79.66it/s]

 69%|██████▉   | 587/852 [00:07<00:03, 78.98it/s]

 70%|██████▉   | 596/852 [00:07<00:03, 80.57it/s]

 71%|███████   | 605/852 [00:07<00:03, 79.43it/s]

 72%|███████▏  | 613/852 [00:07<00:03, 79.16it/s]

 73%|███████▎  | 621/852 [00:07<00:02, 79.14it/s]

 74%|███████▍  | 629/852 [00:07<00:02, 77.45it/s]

 75%|███████▍  | 638/852 [00:07<00:02, 79.60it/s]

 76%|███████▌  | 646/852 [00:08<00:02, 77.04it/s]

 77%|███████▋  | 655/852 [00:08<00:02, 79.17it/s]

 78%|███████▊  | 664/852 [00:08<00:02, 80.07it/s]

 79%|███████▉  | 673/852 [00:08<00:02, 80.00it/s]

 80%|████████  | 682/852 [00:08<00:02, 80.49it/s]

 81%|████████  | 691/852 [00:08<00:01, 82.16it/s]

 82%|████████▏ | 700/852 [00:08<00:01, 82.64it/s]

 83%|████████▎ | 709/852 [00:08<00:01, 83.65it/s]

 84%|████████▍ | 718/852 [00:08<00:01, 81.95it/s]

 85%|████████▌ | 727/852 [00:09<00:01, 82.46it/s]

 86%|████████▋ | 736/852 [00:09<00:01, 82.48it/s]

 87%|████████▋ | 745/852 [00:09<00:01, 83.05it/s]

 88%|████████▊ | 754/852 [00:09<00:01, 82.47it/s]

 90%|████████▉ | 763/852 [00:09<00:01, 83.02it/s]

 91%|█████████ | 772/852 [00:09<00:00, 81.59it/s]

 92%|█████████▏| 781/852 [00:09<00:00, 80.46it/s]

 93%|█████████▎| 790/852 [00:09<00:00, 80.83it/s]

 94%|█████████▍| 799/852 [00:09<00:00, 80.74it/s]

 95%|█████████▍| 808/852 [00:10<00:00, 82.04it/s]

 96%|█████████▌| 817/852 [00:10<00:00, 80.50it/s]

 97%|█████████▋| 826/852 [00:10<00:00, 81.18it/s]

 98%|█████████▊| 835/852 [00:10<00:00, 81.49it/s]

 99%|█████████▉| 844/852 [00:10<00:00, 80.40it/s]/usr/local/lib/python3.10/dist-packages/seqeval/metrics/v1.py:57: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))

                                                   

                                                 

 60%|██████    | 3246/5410 [15:19<09:26,  3.82it/s]

100%|██████████| 852/852 [00:14<00:00, 80.40it/s]

                                                 [INFO|trainer.py:3503] 2024-09-06 00:24:27,855 >> Saving model checkpoint to /content/dissertation/scripts/ner/output/checkpoint-3246
[INFO|configuration_utils.py:472] 2024-09-06 00:24:27,857 >> Configuration saved in /content/dissertation/scripts/ner/output/checkpoint-3246/config.json
[INFO|modeling_utils.py:2799] 2024-09-06 00:24:29,238 >> Model weights saved in /content/dissertation/scripts/ner/output/checkpoint-3246/model.safetensors
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:24:29,239 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/checkpoint-3246/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:24:29,240 >> Special tokens file saved in /content/dissertation/scripts/ner/output/checkpoint-3246/special_tokens_map.json
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:24:31,515 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:24:31,515 >> Special tokens file saved in /content/dissertation/scripts/ner/output/special_tokens_map.json

 60%|██████    | 3247/5410 [15:23<3:23:38,  5.65s/it]
 60%|██████    | 3248/5410 [15:23<2:24:52,  4.02s/it]
 60%|██████    | 3249/5410 [15:24<1:45:27,  2.93s/it]
 60%|██████    | 3250/5410 [15:24<1:16:55,  2.14s/it]
 60%|██████    | 3251/5410 [15:24<57:45,  1.61s/it]  
 60%|██████    | 3252/5410 [15:25<43:18,  1.20s/it]
 60%|██████    | 3253/5410 [15:25<33:11,  1.08it/s]
 60%|██████    | 3254/5410 [15:25<25:27,  1.41it/s]
 60%|██████    | 3255/5410 [15:25<19:53,  1.81it/s]
 60%|██████    | 3256/5410 [15:25<16:41,  2.15it/s]
 60%|██████    | 3257/5410 [15:26<14:57,  2.40it/s]
 60%|██████    | 3258/5410 [15:26<13:32,  2.65it/s]
 60%|██████    | 3259/5410 [15:26<12:12,  2.94it/s]
 60%|██████    | 3260/5410 [15:27<11:58,  2.99it/s]
 60%|██████    | 3261/5410 [15:27<10:55,  3.28it/s]
 60%|██████    | 3262/5410 [15:27<11:31,  3.11it/s]
 60%|██████    | 3263/5410 [15:27<10:45,  3.33it/s]
 60%|██████    | 3264/5410 [15:28<11:31,  3.10it/s]
 60%|██████    | 3265/5410 [15:28<11:31,  3.10it/s]
 60%|██████    | 3266/5410 [15:28<10:30,  3.40it/s]
 60%|██████    | 3267/5410 [15:29<12:05,  2.95it/s]
 60%|██████    | 3268/5410 [15:29<11:53,  3.00it/s]
 60%|██████    | 3269/5410 [15:29<10:35,  3.37it/s]
 60%|██████    | 3270/5410 [15:30<10:36,  3.36it/s]
 60%|██████    | 3271/5410 [15:30<09:29,  3.76it/s]
 60%|██████    | 3272/5410 [15:30<09:31,  3.74it/s]
 60%|██████    | 3273/5410 [15:30<10:32,  3.38it/s]
 61%|██████    | 3274/5410 [15:31<09:53,  3.60it/s]
 61%|██████    | 3275/5410 [15:31<09:22,  3.80it/s]
 61%|██████    | 3276/5410 [15:31<08:45,  4.06it/s]
 61%|██████    | 3277/5410 [15:31<08:42,  4.08it/s]
 61%|██████    | 3278/5410 [15:32<10:41,  3.33it/s]
 61%|██████    | 3279/5410 [15:32<10:05,  3.52it/s]
 61%|██████    | 3280/5410 [15:32<09:29,  3.74it/s]
 61%|██████    | 3281/5410 [15:33<10:54,  3.25it/s]
 61%|██████    | 3282/5410 [15:33<10:30,  3.38it/s]
 61%|██████    | 3283/5410 [15:33<09:27,  3.75it/s]
 61%|██████    | 3284/5410 [15:34<10:11,  3.48it/s]
 61%|██████    | 3285/5410 [15:34<08:55,  3.97it/s]
 61%|██████    | 3286/5410 [15:34<09:13,  3.84it/s]
 61%|██████    | 3287/5410 [15:34<08:16,  4.27it/s]
 61%|██████    | 3288/5410 [15:34<08:02,  4.40it/s]
 61%|██████    | 3289/5410 [15:35<08:01,  4.40it/s]
 61%|██████    | 3290/5410 [15:35<07:50,  4.51it/s]
 61%|██████    | 3291/5410 [15:35<07:42,  4.58it/s]
 61%|██████    | 3292/5410 [15:35<07:45,  4.55it/s]
 61%|██████    | 3293/5410 [15:35<07:50,  4.50it/s]
 61%|██████    | 3294/5410 [15:36<07:44,  4.56it/s]
 61%|██████    | 3295/5410 [15:36<07:54,  4.46it/s]
 61%|██████    | 3296/5410 [15:36<07:36,  4.63it/s]
 61%|██████    | 3297/5410 [15:36<07:19,  4.81it/s]
 61%|██████    | 3298/5410 [15:37<07:36,  4.63it/s]
 61%|██████    | 3299/5410 [15:37<08:00,  4.39it/s]
 61%|██████    | 3300/5410 [15:37<07:55,  4.44it/s]
 61%|██████    | 3301/5410 [15:37<08:23,  4.19it/s]
 61%|██████    | 3302/5410 [15:37<08:20,  4.21it/s]
 61%|██████    | 3303/5410 [15:38<07:44,  4.53it/s]
 61%|██████    | 3304/5410 [15:38<08:13,  4.27it/s]
 61%|██████    | 3305/5410 [15:38<09:01,  3.89it/s]
 61%|██████    | 3306/5410 [15:39<14:40,  2.39it/s]
 61%|██████    | 3307/5410 [15:39<13:23,  2.62it/s]
 61%|██████    | 3308/5410 [15:40<11:47,  2.97it/s]
 61%|██████    | 3309/5410 [15:40<10:47,  3.25it/s]
 61%|██████    | 3310/5410 [15:40<10:15,  3.41it/s]
 61%|██████    | 3311/5410 [15:40<09:37,  3.64it/s]
 61%|██████    | 3312/5410 [15:40<08:44,  4.00it/s]
 61%|██████    | 3313/5410 [15:41<08:43,  4.01it/s]
 61%|██████▏   | 3314/5410 [15:41<08:49,  3.96it/s]
 61%|██████▏   | 3315/5410 [15:41<08:07,  4.30it/s]
 61%|██████▏   | 3316/5410 [15:42<09:14,  3.78it/s]
 61%|██████▏   | 3317/5410 [15:42<08:52,  3.93it/s]
 61%|██████▏   | 3318/5410 [15:42<08:16,  4.21it/s]
 61%|██████▏   | 3319/5410 [15:42<07:51,  4.43it/s]
 61%|██████▏   | 3320/5410 [15:42<07:35,  4.58it/s]
 61%|██████▏   | 3321/5410 [15:43<07:21,  4.73it/s]
 61%|██████▏   | 3322/5410 [15:43<08:37,  4.03it/s]
 61%|██████▏   | 3323/5410 [15:43<08:52,  3.92it/s]
 61%|██████▏   | 3324/5410 [15:43<08:21,  4.16it/s]
 61%|██████▏   | 3325/5410 [15:44<08:52,  3.92it/s]
 61%|██████▏   | 3326/5410 [15:44<09:04,  3.83it/s]
 61%|██████▏   | 3327/5410 [15:44<08:23,  4.13it/s]
 62%|██████▏   | 3328/5410 [15:44<08:02,  4.32it/s]
 62%|██████▏   | 3329/5410 [15:44<07:20,  4.72it/s]
 62%|██████▏   | 3330/5410 [15:45<08:13,  4.21it/s]
 62%|██████▏   | 3331/5410 [15:45<08:10,  4.23it/s]
 62%|██████▏   | 3332/5410 [15:45<08:34,  4.04it/s]
 62%|██████▏   | 3333/5410 [15:46<08:43,  3.97it/s]
 62%|██████▏   | 3334/5410 [15:46<08:35,  4.02it/s]
 62%|██████▏   | 3335/5410 [15:46<07:54,  4.37it/s]
 62%|██████▏   | 3336/5410 [15:46<07:50,  4.41it/s]
 62%|██████▏   | 3337/5410 [15:46<08:05,  4.27it/s]
 62%|██████▏   | 3338/5410 [15:47<07:51,  4.40it/s]
 62%|██████▏   | 3339/5410 [15:47<07:23,  4.67it/s]
 62%|██████▏   | 3340/5410 [15:47<08:10,  4.22it/s]
 62%|██████▏   | 3341/5410 [15:47<08:33,  4.03it/s]
 62%|██████▏   | 3342/5410 [15:48<08:20,  4.13it/s]
 62%|██████▏   | 3343/5410 [15:48<12:53,  2.67it/s]
 62%|██████▏   | 3344/5410 [15:49<11:28,  3.00it/s]
 62%|██████▏   | 3345/5410 [15:49<11:26,  3.01it/s]
 62%|██████▏   | 3346/5410 [15:49<09:44,  3.53it/s]
 62%|██████▏   | 3347/5410 [15:49<08:41,  3.95it/s]
 62%|██████▏   | 3348/5410 [15:49<08:29,  4.05it/s]
 62%|██████▏   | 3349/5410 [15:50<11:12,  3.07it/s]
 62%|██████▏   | 3350/5410 [15:50<10:08,  3.38it/s]
 62%|██████▏   | 3351/5410 [15:50<08:50,  3.88it/s]
 62%|██████▏   | 3352/5410 [15:51<08:28,  4.05it/s]
 62%|██████▏   | 3353/5410 [15:51<08:08,  4.21it/s]
 62%|██████▏   | 3354/5410 [15:51<07:40,  4.47it/s]
 62%|██████▏   | 3355/5410 [15:51<07:14,  4.73it/s]
 62%|██████▏   | 3356/5410 [15:51<07:30,  4.56it/s]
 62%|██████▏   | 3357/5410 [15:52<09:21,  3.66it/s]
 62%|██████▏   | 3358/5410 [15:52<09:49,  3.48it/s]
 62%|██████▏   | 3359/5410 [15:52<08:58,  3.81it/s]
 62%|██████▏   | 3360/5410 [15:53<09:48,  3.49it/s]
 62%|██████▏   | 3361/5410 [15:53<09:21,  3.65it/s]
 62%|██████▏   | 3362/5410 [15:53<08:40,  3.93it/s]
 62%|██████▏   | 3363/5410 [15:53<08:39,  3.94it/s]
 62%|██████▏   | 3364/5410 [15:54<07:56,  4.30it/s]
 62%|██████▏   | 3365/5410 [15:54<09:10,  3.72it/s]
 62%|██████▏   | 3366/5410 [15:54<08:17,  4.11it/s]
 62%|██████▏   | 3367/5410 [15:54<08:29,  4.01it/s]
 62%|██████▏   | 3368/5410 [15:55<08:16,  4.11it/s]
 62%|██████▏   | 3369/5410 [15:55<08:31,  3.99it/s]
 62%|██████▏   | 3370/5410 [15:55<07:56,  4.28it/s]
 62%|██████▏   | 3371/5410 [15:55<08:00,  4.24it/s]
 62%|██████▏   | 3372/5410 [15:56<11:00,  3.09it/s]
 62%|██████▏   | 3373/5410 [15:56<12:15,  2.77it/s]
 62%|██████▏   | 3374/5410 [15:57<10:40,  3.18it/s]
 62%|██████▏   | 3375/5410 [15:57<09:56,  3.41it/s]
 62%|██████▏   | 3376/5410 [15:57<09:48,  3.46it/s]
 62%|██████▏   | 3377/5410 [15:57<09:35,  3.53it/s]
 62%|██████▏   | 3378/5410 [15:57<08:32,  3.96it/s]
 62%|██████▏   | 3379/5410 [15:58<08:02,  4.21it/s]
 62%|██████▏   | 3380/5410 [15:58<09:23,  3.60it/s]
 62%|██████▏   | 3381/5410 [15:58<09:00,  3.75it/s]
 63%|██████▎   | 3382/5410 [15:59<08:38,  3.91it/s]
 63%|██████▎   | 3383/5410 [15:59<07:56,  4.25it/s]
 63%|██████▎   | 3384/5410 [15:59<07:39,  4.41it/s]
 63%|██████▎   | 3385/5410 [15:59<07:47,  4.33it/s]
 63%|██████▎   | 3386/5410 [15:59<08:00,  4.21it/s]
 63%|██████▎   | 3387/5410 [16:00<07:32,  4.47it/s]
 63%|██████▎   | 3388/5410 [16:00<07:29,  4.50it/s]
 63%|██████▎   | 3389/5410 [16:00<07:04,  4.77it/s]
 63%|██████▎   | 3390/5410 [16:00<06:33,  5.13it/s]
 63%|██████▎   | 3391/5410 [16:00<06:28,  5.20it/s]
 63%|██████▎   | 3392/5410 [16:01<07:15,  4.64it/s]
 63%|██████▎   | 3393/5410 [16:01<07:54,  4.25it/s]
 63%|██████▎   | 3394/5410 [16:01<07:48,  4.30it/s]
 63%|██████▎   | 3395/5410 [16:01<08:13,  4.08it/s]
 63%|██████▎   | 3396/5410 [16:02<08:05,  4.15it/s]
 63%|██████▎   | 3397/5410 [16:02<07:23,  4.54it/s]
 63%|██████▎   | 3398/5410 [16:02<07:38,  4.39it/s]
 63%|██████▎   | 3399/5410 [16:02<07:41,  4.36it/s]
 63%|██████▎   | 3400/5410 [16:03<12:29,  2.68it/s]
 63%|██████▎   | 3401/5410 [16:03<11:00,  3.04it/s]
 63%|██████▎   | 3402/5410 [16:03<10:20,  3.23it/s]
 63%|██████▎   | 3403/5410 [16:04<09:45,  3.43it/s]
 63%|██████▎   | 3404/5410 [16:04<08:50,  3.78it/s]
 63%|██████▎   | 3405/5410 [16:04<08:48,  3.80it/s]
 63%|██████▎   | 3406/5410 [16:04<08:47,  3.80it/s]
 63%|██████▎   | 3407/5410 [16:05<08:55,  3.74it/s]
 63%|██████▎   | 3408/5410 [16:05<08:49,  3.78it/s]
 63%|██████▎   | 3409/5410 [16:05<08:01,  4.15it/s]
 63%|██████▎   | 3410/5410 [16:05<08:49,  3.78it/s]
 63%|██████▎   | 3411/5410 [16:06<08:24,  3.96it/s]
 63%|██████▎   | 3412/5410 [16:06<08:35,  3.88it/s]
 63%|██████▎   | 3413/5410 [16:06<08:21,  3.98it/s]
 63%|██████▎   | 3414/5410 [16:06<07:51,  4.23it/s]
 63%|██████▎   | 3415/5410 [16:07<07:44,  4.29it/s]
 63%|██████▎   | 3416/5410 [16:07<07:59,  4.16it/s]
 63%|██████▎   | 3417/5410 [16:07<07:11,  4.62it/s]
 63%|██████▎   | 3418/5410 [16:07<07:52,  4.22it/s]
 63%|██████▎   | 3419/5410 [16:08<08:00,  4.15it/s]
 63%|██████▎   | 3420/5410 [16:08<07:52,  4.21it/s]
 63%|██████▎   | 3421/5410 [16:08<08:26,  3.92it/s]
 63%|██████▎   | 3422/5410 [16:08<07:57,  4.16it/s]
 63%|██████▎   | 3423/5410 [16:09<08:15,  4.01it/s]
 63%|██████▎   | 3424/5410 [16:09<08:00,  4.13it/s]
 63%|██████▎   | 3425/5410 [16:09<07:52,  4.20it/s]
 63%|██████▎   | 3426/5410 [16:09<07:31,  4.40it/s]
 63%|██████▎   | 3427/5410 [16:10<07:57,  4.15it/s]
 63%|██████▎   | 3428/5410 [16:10<07:51,  4.21it/s]
 63%|██████▎   | 3429/5410 [16:10<07:46,  4.25it/s]
 63%|██████▎   | 3430/5410 [16:10<07:41,  4.29it/s]
 63%|██████▎   | 3431/5410 [16:11<08:27,  3.90it/s]
 63%|██████▎   | 3432/5410 [16:11<08:13,  4.01it/s]
 63%|██████▎   | 3433/5410 [16:11<07:27,  4.42it/s]
 63%|██████▎   | 3434/5410 [16:11<07:24,  4.45it/s]
 63%|██████▎   | 3435/5410 [16:11<07:01,  4.68it/s]
 64%|██████▎   | 3436/5410 [16:12<07:28,  4.40it/s]
 64%|██████▎   | 3437/5410 [16:12<07:59,  4.12it/s]
 64%|██████▎   | 3438/5410 [16:12<08:10,  4.02it/s]
 64%|██████▎   | 3439/5410 [16:12<08:16,  3.97it/s]
 64%|██████▎   | 3440/5410 [16:13<08:13,  3.99it/s]
 64%|██████▎   | 3441/5410 [16:13<07:44,  4.24it/s]
 64%|██████▎   | 3442/5410 [16:13<07:44,  4.24it/s]
 64%|██████▎   | 3443/5410 [16:13<07:24,  4.43it/s]
 64%|██████▎   | 3444/5410 [16:14<07:36,  4.31it/s]
 64%|██████▎   | 3445/5410 [16:14<07:24,  4.42it/s]
 64%|██████▎   | 3446/5410 [16:14<07:16,  4.50it/s]
 64%|██████▎   | 3447/5410 [16:14<06:45,  4.84it/s]
 64%|██████▎   | 3448/5410 [16:14<07:35,  4.30it/s]
 64%|██████▍   | 3449/5410 [16:15<07:23,  4.42it/s]
 64%|██████▍   | 3450/5410 [16:15<08:00,  4.08it/s]
 64%|██████▍   | 3451/5410 [16:15<08:37,  3.78it/s]
 64%|██████▍   | 3452/5410 [16:16<08:55,  3.65it/s]
 64%|██████▍   | 3453/5410 [16:16<08:48,  3.71it/s]
 64%|██████▍   | 3454/5410 [16:16<07:49,  4.17it/s]
 64%|██████▍   | 3455/5410 [16:16<07:28,  4.36it/s]
 64%|██████▍   | 3456/5410 [16:16<08:09,  3.99it/s]
 64%|██████▍   | 3457/5410 [16:17<07:49,  4.16it/s]
 64%|██████▍   | 3458/5410 [16:17<07:39,  4.25it/s]
 64%|██████▍   | 3459/5410 [16:17<07:02,  4.62it/s]
 64%|██████▍   | 3460/5410 [16:17<07:52,  4.13it/s]
 64%|██████▍   | 3461/5410 [16:18<08:15,  3.94it/s]
 64%|██████▍   | 3462/5410 [16:18<08:04,  4.02it/s]
 64%|██████▍   | 3463/5410 [16:18<09:02,  3.59it/s]
 64%|██████▍   | 3464/5410 [16:19<08:59,  3.61it/s]
 64%|██████▍   | 3465/5410 [16:19<09:24,  3.45it/s]
 64%|██████▍   | 3466/5410 [16:19<08:41,  3.73it/s]
 64%|██████▍   | 3467/5410 [16:19<08:59,  3.60it/s]
 64%|██████▍   | 3468/5410 [16:20<09:09,  3.53it/s]
 64%|██████▍   | 3469/5410 [16:20<08:15,  3.91it/s]
 64%|██████▍   | 3470/5410 [16:20<07:33,  4.28it/s]
 64%|██████▍   | 3471/5410 [16:20<07:06,  4.55it/s]
 64%|██████▍   | 3472/5410 [16:20<07:22,  4.38it/s]
 64%|██████▍   | 3473/5410 [16:21<07:04,  4.56it/s]
 64%|██████▍   | 3474/5410 [16:21<06:42,  4.81it/s]
 64%|██████▍   | 3475/5410 [16:21<06:42,  4.80it/s]
 64%|██████▍   | 3476/5410 [16:21<08:54,  3.62it/s]
 64%|██████▍   | 3477/5410 [16:22<08:31,  3.78it/s]
 64%|██████▍   | 3478/5410 [16:22<07:48,  4.13it/s]
 64%|██████▍   | 3479/5410 [16:22<08:30,  3.79it/s]
 64%|██████▍   | 3480/5410 [16:22<07:55,  4.06it/s]
 64%|██████▍   | 3481/5410 [16:23<07:18,  4.40it/s]
 64%|██████▍   | 3482/5410 [16:23<07:24,  4.34it/s]
 64%|██████▍   | 3483/5410 [16:23<07:31,  4.27it/s]
 64%|██████▍   | 3484/5410 [16:23<07:32,  4.25it/s]
 64%|██████▍   | 3485/5410 [16:24<06:58,  4.60it/s]
 64%|██████▍   | 3486/5410 [16:24<06:55,  4.63it/s]
 64%|██████▍   | 3487/5410 [16:24<07:08,  4.49it/s]
 64%|██████▍   | 3488/5410 [16:24<07:35,  4.22it/s]
 64%|██████▍   | 3489/5410 [16:25<07:59,  4.01it/s]
 65%|██████▍   | 3490/5410 [16:25<07:28,  4.28it/s]
 65%|██████▍   | 3491/5410 [16:25<06:57,  4.60it/s]
 65%|██████▍   | 3492/5410 [16:25<07:44,  4.13it/s]
 65%|██████▍   | 3493/5410 [16:25<07:42,  4.14it/s]
 65%|██████▍   | 3494/5410 [16:26<08:43,  3.66it/s]
 65%|██████▍   | 3495/5410 [16:26<08:27,  3.78it/s]
 65%|██████▍   | 3496/5410 [16:26<07:32,  4.23it/s]
 65%|██████▍   | 3497/5410 [16:26<07:27,  4.27it/s]
 65%|██████▍   | 3498/5410 [16:27<07:12,  4.42it/s]
 65%|██████▍   | 3499/5410 [16:27<07:15,  4.39it/s]
 65%|██████▍   | 3500/5410 [16:27<07:52,  4.04it/s]
                                                   

 65%|██████▍   | 3500/5410 [16:27<07:52,  4.04it/s]
 65%|██████▍   | 3501/5410 [16:27<07:18,  4.36it/s]
 65%|██████▍   | 3502/5410 [16:28<07:33,  4.20it/s]
 65%|██████▍   | 3503/5410 [16:28<08:25,  3.78it/s]
 65%|██████▍   | 3504/5410 [16:28<08:33,  3.71it/s]
 65%|██████▍   | 3505/5410 [16:28<07:52,  4.03it/s]
 65%|██████▍   | 3506/5410 [16:29<07:08,  4.44it/s]
 65%|██████▍   | 3507/5410 [16:29<07:11,  4.41it/s]
 65%|██████▍   | 3508/5410 [16:29<07:13,  4.39it/s]
 65%|██████▍   | 3509/5410 [16:29<09:04,  3.49it/s]
 65%|██████▍   | 3510/5410 [16:30<09:06,  3.48it/s]
 65%|██████▍   | 3511/5410 [16:30<08:35,  3.68it/s]
 65%|██████▍   | 3512/5410 [16:30<07:37,  4.15it/s]
 65%|██████▍   | 3513/5410 [16:30<07:31,  4.21it/s]
 65%|██████▍   | 3514/5410 [16:31<07:14,  4.37it/s]
 65%|██████▍   | 3515/5410 [16:31<08:16,  3.81it/s]
 65%|██████▍   | 3516/5410 [16:31<09:34,  3.30it/s]
 65%|██████▌   | 3517/5410 [16:32<09:44,  3.24it/s]
 65%|██████▌   | 3518/5410 [16:32<11:48,  2.67it/s]
 65%|██████▌   | 3519/5410 [16:32<10:30,  3.00it/s]
 65%|██████▌   | 3520/5410 [16:33<10:29,  3.00it/s]
 65%|██████▌   | 3521/5410 [16:33<08:56,  3.52it/s]
 65%|██████▌   | 3522/5410 [16:33<08:13,  3.83it/s]
 65%|██████▌   | 3523/5410 [16:33<07:39,  4.10it/s]
 65%|██████▌   | 3524/5410 [16:34<08:08,  3.86it/s]
 65%|██████▌   | 3525/5410 [16:34<08:03,  3.90it/s]
 65%|██████▌   | 3526/5410 [16:34<09:21,  3.35it/s]
 65%|██████▌   | 3527/5410 [16:35<08:50,  3.55it/s]
 65%|██████▌   | 3528/5410 [16:35<08:30,  3.69it/s]
 65%|██████▌   | 3529/5410 [16:35<07:57,  3.94it/s]
 65%|██████▌   | 3530/5410 [16:35<08:58,  3.49it/s]
 65%|██████▌   | 3531/5410 [16:36<08:28,  3.70it/s]
 65%|██████▌   | 3532/5410 [16:36<07:42,  4.06it/s]
 65%|██████▌   | 3533/5410 [16:36<07:47,  4.01it/s]
 65%|██████▌   | 3534/5410 [16:36<07:42,  4.05it/s]
 65%|██████▌   | 3535/5410 [16:36<07:10,  4.36it/s]
 65%|██████▌   | 3536/5410 [16:37<07:04,  4.42it/s]
 65%|██████▌   | 3537/5410 [16:37<07:25,  4.20it/s]
 65%|██████▌   | 3538/5410 [16:37<07:15,  4.29it/s]
 65%|██████▌   | 3539/5410 [16:37<07:36,  4.10it/s]
 65%|██████▌   | 3540/5410 [16:38<07:06,  4.38it/s]
 65%|██████▌   | 3541/5410 [16:38<07:24,  4.21it/s]
 65%|██████▌   | 3542/5410 [16:38<07:29,  4.15it/s]
 65%|██████▌   | 3543/5410 [16:38<08:42,  3.57it/s]
 66%|██████▌   | 3544/5410 [16:39<08:03,  3.86it/s]
 66%|██████▌   | 3545/5410 [16:39<07:29,  4.15it/s]
 66%|██████▌   | 3546/5410 [16:39<07:51,  3.96it/s]
 66%|██████▌   | 3547/5410 [16:39<07:13,  4.30it/s]
 66%|██████▌   | 3548/5410 [16:40<07:20,  4.23it/s]
 66%|██████▌   | 3549/5410 [16:40<07:05,  4.37it/s]
 66%|██████▌   | 3550/5410 [16:40<07:17,  4.25it/s]
 66%|██████▌   | 3551/5410 [16:40<07:05,  4.37it/s]
 66%|██████▌   | 3552/5410 [16:41<07:34,  4.09it/s]
 66%|██████▌   | 3553/5410 [16:41<07:16,  4.25it/s]
 66%|██████▌   | 3554/5410 [16:41<07:24,  4.18it/s]
 66%|██████▌   | 3555/5410 [16:41<07:07,  4.33it/s]
 66%|██████▌   | 3556/5410 [16:41<06:40,  4.63it/s]
 66%|██████▌   | 3557/5410 [16:42<07:31,  4.11it/s]
 66%|██████▌   | 3558/5410 [16:42<07:05,  4.35it/s]
 66%|██████▌   | 3559/5410 [16:42<07:10,  4.30it/s]
 66%|██████▌   | 3560/5410 [16:42<06:48,  4.52it/s]
 66%|██████▌   | 3561/5410 [16:43<06:54,  4.46it/s]
 66%|██████▌   | 3562/5410 [16:43<07:25,  4.14it/s]
 66%|██████▌   | 3563/5410 [16:43<07:19,  4.20it/s]
 66%|██████▌   | 3564/5410 [16:43<07:21,  4.18it/s]
 66%|██████▌   | 3565/5410 [16:44<07:06,  4.33it/s]
 66%|██████▌   | 3566/5410 [16:44<07:10,  4.29it/s]
 66%|██████▌   | 3567/5410 [16:44<07:09,  4.29it/s]
 66%|██████▌   | 3568/5410 [16:44<08:22,  3.66it/s]
 66%|██████▌   | 3569/5410 [16:45<08:37,  3.56it/s]
 66%|██████▌   | 3570/5410 [16:45<08:04,  3.80it/s]
 66%|██████▌   | 3571/5410 [16:45<07:51,  3.90it/s]
 66%|██████▌   | 3572/5410 [16:45<07:36,  4.03it/s]
 66%|██████▌   | 3573/5410 [16:46<07:54,  3.87it/s]
 66%|██████▌   | 3574/5410 [16:46<07:27,  4.10it/s]
 66%|██████▌   | 3575/5410 [16:46<06:54,  4.43it/s]
 66%|██████▌   | 3576/5410 [16:46<07:05,  4.31it/s]
 66%|██████▌   | 3577/5410 [16:47<08:39,  3.53it/s]
 66%|██████▌   | 3578/5410 [16:47<07:54,  3.86it/s]
 66%|██████▌   | 3579/5410 [16:47<08:27,  3.61it/s]
 66%|██████▌   | 3580/5410 [16:47<08:10,  3.73it/s]
 66%|██████▌   | 3581/5410 [16:48<07:49,  3.90it/s]
 66%|██████▌   | 3582/5410 [16:48<07:35,  4.01it/s]
 66%|██████▌   | 3583/5410 [16:48<09:46,  3.12it/s]
 66%|██████▌   | 3584/5410 [16:49<09:14,  3.29it/s]
 66%|██████▋   | 3585/5410 [16:49<08:17,  3.67it/s]
 66%|██████▋   | 3586/5410 [16:49<08:13,  3.70it/s]
 66%|██████▋   | 3587/5410 [16:49<07:38,  3.97it/s]
 66%|██████▋   | 3588/5410 [16:50<07:09,  4.24it/s]
 66%|██████▋   | 3589/5410 [16:50<07:22,  4.11it/s]
 66%|██████▋   | 3590/5410 [16:50<07:28,  4.05it/s]
 66%|██████▋   | 3591/5410 [16:50<07:00,  4.33it/s]
 66%|██████▋   | 3592/5410 [16:51<06:58,  4.35it/s]
 66%|██████▋   | 3593/5410 [16:51<07:38,  3.96it/s]
 66%|██████▋   | 3594/5410 [16:51<07:56,  3.81it/s]
 66%|██████▋   | 3595/5410 [16:51<07:39,  3.95it/s]
 66%|██████▋   | 3596/5410 [16:52<07:16,  4.16it/s]
 66%|██████▋   | 3597/5410 [16:52<06:54,  4.37it/s]
 67%|██████▋   | 3598/5410 [16:52<08:19,  3.63it/s]
 67%|██████▋   | 3599/5410 [16:52<08:08,  3.71it/s]
 67%|██████▋   | 3600/5410 [16:53<07:35,  3.97it/s]
 67%|██████▋   | 3601/5410 [16:53<07:06,  4.24it/s]
 67%|██████▋   | 3602/5410 [16:53<06:46,  4.45it/s]
 67%|██████▋   | 3603/5410 [16:53<06:28,  4.65it/s]
 67%|██████▋   | 3604/5410 [16:53<06:06,  4.93it/s]
 67%|██████▋   | 3605/5410 [16:54<05:54,  5.09it/s]
 67%|██████▋   | 3606/5410 [16:54<06:02,  4.97it/s]
 67%|██████▋   | 3607/5410 [16:54<06:12,  4.84it/s]
 67%|██████▋   | 3608/5410 [16:54<06:34,  4.57it/s]
 67%|██████▋   | 3609/5410 [16:54<06:35,  4.55it/s]
 67%|██████▋   | 3610/5410 [16:55<06:56,  4.33it/s]
 67%|██████▋   | 3611/5410 [16:55<07:13,  4.15it/s]
 67%|██████▋   | 3612/5410 [16:55<06:55,  4.33it/s]
 67%|██████▋   | 3613/5410 [16:55<06:39,  4.49it/s]
 67%|██████▋   | 3614/5410 [16:56<06:40,  4.48it/s]
 67%|██████▋   | 3615/5410 [16:56<06:44,  4.44it/s]
 67%|██████▋   | 3616/5410 [16:56<06:25,  4.65it/s]
 67%|██████▋   | 3617/5410 [16:56<07:13,  4.13it/s]
 67%|██████▋   | 3618/5410 [16:57<06:53,  4.34it/s]
 67%|██████▋   | 3619/5410 [16:57<07:46,  3.84it/s]
 67%|██████▋   | 3620/5410 [16:57<07:33,  3.95it/s]
 67%|██████▋   | 3621/5410 [16:57<07:07,  4.19it/s]
 67%|██████▋   | 3622/5410 [16:58<06:51,  4.34it/s]
 67%|██████▋   | 3623/5410 [16:58<07:06,  4.19it/s]
 67%|██████▋   | 3624/5410 [16:58<07:05,  4.19it/s]
 67%|██████▋   | 3625/5410 [16:58<06:54,  4.31it/s]
 67%|██████▋   | 3626/5410 [16:58<06:44,  4.41it/s]
 67%|██████▋   | 3627/5410 [16:59<07:01,  4.23it/s]
 67%|██████▋   | 3628/5410 [16:59<06:47,  4.38it/s]
 67%|██████▋   | 3629/5410 [16:59<06:53,  4.31it/s]
 67%|██████▋   | 3630/5410 [16:59<06:40,  4.44it/s]
 67%|██████▋   | 3631/5410 [17:00<06:18,  4.70it/s]
 67%|██████▋   | 3632/5410 [17:00<06:34,  4.51it/s]
 67%|██████▋   | 3633/5410 [17:00<07:05,  4.17it/s]
 67%|██████▋   | 3634/5410 [17:00<06:40,  4.44it/s]
 67%|██████▋   | 3635/5410 [17:00<06:39,  4.44it/s]
 67%|██████▋   | 3636/5410 [17:01<06:58,  4.23it/s]
 67%|██████▋   | 3637/5410 [17:01<06:41,  4.42it/s]
 67%|██████▋   | 3638/5410 [17:01<06:44,  4.38it/s]
 67%|██████▋   | 3639/5410 [17:02<10:58,  2.69it/s]
 67%|██████▋   | 3640/5410 [17:02<09:57,  2.96it/s]
 67%|██████▋   | 3641/5410 [17:02<08:44,  3.38it/s]
 67%|██████▋   | 3642/5410 [17:03<07:47,  3.78it/s]
 67%|██████▋   | 3643/5410 [17:03<07:29,  3.93it/s]
 67%|██████▋   | 3644/5410 [17:03<07:07,  4.13it/s]
 67%|██████▋   | 3645/5410 [17:03<06:59,  4.21it/s]
 67%|██████▋   | 3646/5410 [17:03<06:44,  4.36it/s]
 67%|██████▋   | 3647/5410 [17:04<07:29,  3.92it/s]
 67%|██████▋   | 3648/5410 [17:04<07:46,  3.78it/s]
 67%|██████▋   | 3649/5410 [17:04<07:37,  3.85it/s]
 67%|██████▋   | 3650/5410 [17:04<07:21,  3.99it/s]
 67%|██████▋   | 3651/5410 [17:05<07:09,  4.10it/s]
 68%|██████▊   | 3652/5410 [17:05<06:38,  4.41it/s]
 68%|██████▊   | 3653/5410 [17:05<06:10,  4.75it/s]
 68%|██████▊   | 3654/5410 [17:05<06:06,  4.80it/s]
 68%|██████▊   | 3655/5410 [17:06<06:29,  4.51it/s]
 68%|██████▊   | 3656/5410 [17:06<06:14,  4.68it/s]
 68%|██████▊   | 3657/5410 [17:06<06:09,  4.74it/s]
 68%|██████▊   | 3658/5410 [17:06<06:32,  4.46it/s]
 68%|██████▊   | 3659/5410 [17:07<07:55,  3.68it/s]
 68%|██████▊   | 3660/5410 [17:07<07:22,  3.95it/s]
 68%|██████▊   | 3661/5410 [17:07<07:10,  4.06it/s]
 68%|██████▊   | 3662/5410 [17:07<07:17,  3.99it/s]
 68%|██████▊   | 3663/5410 [17:08<08:14,  3.54it/s]
 68%|██████▊   | 3664/5410 [17:08<07:36,  3.82it/s]
 68%|██████▊   | 3665/5410 [17:08<07:43,  3.76it/s]
 68%|██████▊   | 3666/5410 [17:08<07:50,  3.71it/s]
 68%|██████▊   | 3667/5410 [17:09<07:25,  3.92it/s]
 68%|██████▊   | 3668/5410 [17:09<06:43,  4.32it/s]
 68%|██████▊   | 3669/5410 [17:09<06:21,  4.57it/s]
 68%|██████▊   | 3670/5410 [17:09<06:48,  4.26it/s]
 68%|██████▊   | 3671/5410 [17:09<06:35,  4.39it/s]
 68%|██████▊   | 3672/5410 [17:10<07:48,  3.71it/s]
 68%|██████▊   | 3673/5410 [17:10<08:27,  3.42it/s]
 68%|██████▊   | 3674/5410 [17:10<07:29,  3.86it/s]
 68%|██████▊   | 3675/5410 [17:11<07:39,  3.78it/s]
 68%|██████▊   | 3676/5410 [17:11<06:54,  4.18it/s]
 68%|██████▊   | 3677/5410 [17:11<07:13,  4.00it/s]
 68%|██████▊   | 3678/5410 [17:11<06:58,  4.14it/s]
 68%|██████▊   | 3679/5410 [17:12<07:11,  4.01it/s]
 68%|██████▊   | 3680/5410 [17:12<08:24,  3.43it/s]
 68%|██████▊   | 3681/5410 [17:12<07:27,  3.86it/s]
 68%|██████▊   | 3682/5410 [17:12<06:56,  4.15it/s]
 68%|██████▊   | 3683/5410 [17:13<06:42,  4.29it/s]
 68%|██████▊   | 3684/5410 [17:13<06:16,  4.59it/s]
 68%|██████▊   | 3685/5410 [17:13<06:29,  4.43it/s]
 68%|██████▊   | 3686/5410 [17:13<06:54,  4.16it/s]
 68%|██████▊   | 3687/5410 [17:14<07:03,  4.07it/s]
 68%|██████▊   | 3688/5410 [17:14<06:47,  4.23it/s]
 68%|██████▊   | 3689/5410 [17:14<06:43,  4.27it/s]
 68%|██████▊   | 3690/5410 [17:14<06:03,  4.74it/s]
 68%|██████▊   | 3691/5410 [17:14<05:59,  4.78it/s]
 68%|██████▊   | 3692/5410 [17:15<06:06,  4.69it/s]
 68%|██████▊   | 3693/5410 [17:15<05:56,  4.81it/s]
 68%|██████▊   | 3694/5410 [17:15<06:10,  4.64it/s]
 68%|██████▊   | 3695/5410 [17:15<06:05,  4.69it/s]
 68%|██████▊   | 3696/5410 [17:15<06:00,  4.76it/s]
 68%|██████▊   | 3697/5410 [17:16<08:28,  3.37it/s]
 68%|██████▊   | 3698/5410 [17:16<07:55,  3.60it/s]
 68%|██████▊   | 3699/5410 [17:16<07:34,  3.76it/s]
 68%|██████▊   | 3700/5410 [17:17<07:14,  3.94it/s]
 68%|██████▊   | 3701/5410 [17:17<08:15,  3.45it/s]
 68%|██████▊   | 3702/5410 [17:17<07:29,  3.80it/s]
 68%|██████▊   | 3703/5410 [17:17<07:54,  3.60it/s]
 68%|██████▊   | 3704/5410 [17:18<07:01,  4.05it/s]
 68%|██████▊   | 3705/5410 [17:18<06:53,  4.12it/s]
 69%|██████▊   | 3706/5410 [17:18<06:52,  4.13it/s]
 69%|██████▊   | 3707/5410 [17:18<06:58,  4.07it/s]
 69%|██████▊   | 3708/5410 [17:19<06:29,  4.37it/s]
 69%|██████▊   | 3709/5410 [17:19<06:35,  4.30it/s]
 69%|██████▊   | 3710/5410 [17:19<06:10,  4.59it/s]
 69%|██████▊   | 3711/5410 [17:19<05:49,  4.86it/s]
 69%|██████▊   | 3712/5410 [17:19<06:29,  4.36it/s]
 69%|██████▊   | 3713/5410 [17:20<06:38,  4.26it/s]
 69%|██████▊   | 3714/5410 [17:20<06:20,  4.45it/s]
 69%|██████▊   | 3715/5410 [17:20<07:25,  3.81it/s]
 69%|██████▊   | 3716/5410 [17:20<06:43,  4.20it/s]
 69%|██████▊   | 3717/5410 [17:21<06:32,  4.31it/s]
 69%|██████▊   | 3718/5410 [17:21<06:41,  4.21it/s]
 69%|██████▊   | 3719/5410 [17:21<07:02,  4.00it/s]
 69%|██████▉   | 3720/5410 [17:22<07:40,  3.67it/s]
 69%|██████▉   | 3721/5410 [17:22<07:10,  3.93it/s]
 69%|██████▉   | 3722/5410 [17:22<07:33,  3.72it/s]
 69%|██████▉   | 3723/5410 [17:22<06:59,  4.02it/s]
 69%|██████▉   | 3724/5410 [17:22<06:33,  4.28it/s]
 69%|██████▉   | 3725/5410 [17:23<06:13,  4.51it/s]
 69%|██████▉   | 3726/5410 [17:23<05:58,  4.70it/s]
 69%|██████▉   | 3727/5410 [17:23<06:33,  4.28it/s]
 69%|██████▉   | 3728/5410 [17:23<06:20,  4.42it/s]
 69%|██████▉   | 3729/5410 [17:24<06:47,  4.13it/s]
 69%|██████▉   | 3730/5410 [17:24<07:33,  3.71it/s]
 69%|██████▉   | 3731/5410 [17:24<06:58,  4.01it/s]
 69%|██████▉   | 3732/5410 [17:24<06:18,  4.43it/s]
 69%|██████▉   | 3733/5410 [17:25<06:47,  4.11it/s]
 69%|██████▉   | 3734/5410 [17:25<06:57,  4.01it/s]
 69%|██████▉   | 3735/5410 [17:25<07:35,  3.68it/s]
 69%|██████▉   | 3736/5410 [17:25<07:12,  3.87it/s]
 69%|██████▉   | 3737/5410 [17:26<06:48,  4.10it/s]
 69%|██████▉   | 3738/5410 [17:26<06:55,  4.02it/s]
 69%|██████▉   | 3739/5410 [17:26<06:21,  4.38it/s]
 69%|██████▉   | 3740/5410 [17:26<06:47,  4.09it/s]
 69%|██████▉   | 3741/5410 [17:27<07:17,  3.82it/s]
 69%|██████▉   | 3742/5410 [17:27<06:51,  4.05it/s]
 69%|██████▉   | 3743/5410 [17:27<06:54,  4.02it/s]
 69%|██████▉   | 3744/5410 [17:27<06:35,  4.21it/s]
 69%|██████▉   | 3745/5410 [17:28<06:15,  4.43it/s]
 69%|██████▉   | 3746/5410 [17:28<07:27,  3.72it/s]
 69%|██████▉   | 3747/5410 [17:28<06:51,  4.04it/s]
 69%|██████▉   | 3748/5410 [17:28<06:33,  4.22it/s]
 69%|██████▉   | 3749/5410 [17:29<06:38,  4.17it/s]
 69%|██████▉   | 3750/5410 [17:29<06:57,  3.98it/s]
 69%|██████▉   | 3751/5410 [17:29<06:52,  4.02it/s]
 69%|██████▉   | 3752/5410 [17:29<06:50,  4.04it/s]
 69%|██████▉   | 3753/5410 [17:30<06:48,  4.06it/s]
 69%|██████▉   | 3754/5410 [17:30<06:43,  4.10it/s]
 69%|██████▉   | 3755/5410 [17:30<06:43,  4.11it/s]
 69%|██████▉   | 3756/5410 [17:30<06:49,  4.04it/s]
 69%|██████▉   | 3757/5410 [17:31<07:45,  3.55it/s]
 69%|██████▉   | 3758/5410 [17:31<08:24,  3.27it/s]
 69%|██████▉   | 3759/5410 [17:31<07:46,  3.54it/s]
 70%|██████▉   | 3760/5410 [17:31<06:52,  4.00it/s]
 70%|██████▉   | 3761/5410 [17:32<06:09,  4.46it/s]
 70%|██████▉   | 3762/5410 [17:32<06:55,  3.97it/s]
 70%|██████▉   | 3763/5410 [17:32<06:20,  4.33it/s]
 70%|██████▉   | 3764/5410 [17:32<06:39,  4.12it/s]
 70%|██████▉   | 3765/5410 [17:33<06:27,  4.25it/s]
 70%|██████▉   | 3766/5410 [17:33<06:30,  4.21it/s]
 70%|██████▉   | 3767/5410 [17:33<06:36,  4.15it/s]
 70%|██████▉   | 3768/5410 [17:33<06:39,  4.11it/s]
 70%|██████▉   | 3769/5410 [17:34<06:21,  4.30it/s]
 70%|██████▉   | 3770/5410 [17:34<06:15,  4.37it/s]
 70%|██████▉   | 3771/5410 [17:34<07:24,  3.69it/s]
 70%|██████▉   | 3772/5410 [17:34<07:35,  3.60it/s]
 70%|██████▉   | 3773/5410 [17:35<07:35,  3.59it/s]
 70%|██████▉   | 3774/5410 [17:35<06:53,  3.96it/s]
 70%|██████▉   | 3775/5410 [17:35<06:52,  3.97it/s]
 70%|██████▉   | 3776/5410 [17:35<06:33,  4.16it/s]
 70%|██████▉   | 3777/5410 [17:36<06:37,  4.11it/s]
 70%|██████▉   | 3778/5410 [17:36<06:09,  4.41it/s]
 70%|██████▉   | 3779/5410 [17:36<05:42,  4.76it/s]
 70%|██████▉   | 3780/5410 [17:36<06:23,  4.25it/s]
 70%|██████▉   | 3781/5410 [17:36<06:11,  4.38it/s]
 70%|██████▉   | 3782/5410 [17:37<08:22,  3.24it/s]
 70%|██████▉   | 3783/5410 [17:37<08:04,  3.36it/s]
 70%|██████▉   | 3784/5410 [17:37<07:26,  3.64it/s]
 70%|██████▉   | 3785/5410 [17:38<07:06,  3.81it/s]
 70%|██████▉   | 3786/5410 [17:38<06:58,  3.88it/s]
 70%|███████   | 3787/5410 [17:38<06:01,  4.49it/s][INFO|trainer.py:811] 2024-09-06 00:26:46,926 >> The following columns in the evaluation set don't have a corresponding argument in `RobertaForTokenClassification.forward` and have been ignored: tokens, ner_tags, id. If tokens, ner_tags, id are not expected by `RobertaForTokenClassification.forward`,  you can safely ignore this message.
[INFO|trainer.py:3819] 2024-09-06 00:26:46,928 >> 
***** Running Evaluation *****
[INFO|trainer.py:3821] 2024-09-06 00:26:46,928 >>   Num examples = 6810
[INFO|trainer.py:3824] 2024-09-06 00:26:46,928 >>   Batch size = 8
{'eval_loss': 1.31381094455719, 'eval_precision': 0.09005776299667426, 'eval_recall': 0.9457720588235294, 'eval_f1': 0.1644558094933674, 'eval_accuracy': 0.7827454103560493, 'eval_runtime': 14.1863, 'eval_samples_per_second': 480.042, 'eval_steps_per_second': 60.058, 'epoch': 6.0}
{'loss': 0.0332, 'grad_norm': 0.44737720489501953, 'learning_rate': 1.7652495378927914e-05, 'epoch': 6.47}


  0%|          | 0/852 [00:00<?, ?it/s]

  1%|          | 10/852 [00:00<00:08, 96.42it/s]

  2%|▏         | 20/852 [00:00<00:09, 85.55it/s]

  3%|▎         | 29/852 [00:00<00:09, 83.49it/s]

  4%|▍         | 38/852 [00:00<00:09, 82.58it/s]

  6%|▌         | 47/852 [00:00<00:09, 82.89it/s]

  7%|▋         | 56/852 [00:00<00:09, 82.63it/s]

  8%|▊         | 65/852 [00:00<00:09, 81.19it/s]

  9%|▊         | 74/852 [00:00<00:09, 80.13it/s]

 10%|▉         | 83/852 [00:01<00:09, 80.22it/s]

 11%|█         | 92/852 [00:01<00:09, 80.15it/s]

 12%|█▏        | 101/852 [00:01<00:09, 79.58it/s]

 13%|█▎        | 109/852 [00:01<00:09, 79.43it/s]

 14%|█▍        | 118/852 [00:01<00:09, 80.15it/s]

 15%|█▍        | 127/852 [00:01<00:09, 76.98it/s]

 16%|█▌        | 136/852 [00:01<00:09, 77.74it/s]

 17%|█▋        | 144/852 [00:01<00:09, 77.79it/s]

 18%|█▊        | 152/852 [00:01<00:09, 77.20it/s]

 19%|█▉        | 161/852 [00:02<00:08, 79.29it/s]

 20%|█▉        | 169/852 [00:02<00:08, 79.27it/s]

 21%|██        | 178/852 [00:02<00:08, 80.11it/s]

 22%|██▏       | 187/852 [00:02<00:08, 80.70it/s]

 23%|██▎       | 196/852 [00:02<00:08, 80.66it/s]

 24%|██▍       | 205/852 [00:02<00:07, 80.96it/s]

 25%|██▌       | 214/852 [00:02<00:08, 78.42it/s]

 26%|██▌       | 223/852 [00:02<00:07, 79.63it/s]

 27%|██▋       | 232/852 [00:02<00:07, 80.28it/s]

 28%|██▊       | 241/852 [00:03<00:07, 77.39it/s]

 29%|██▉       | 250/852 [00:03<00:07, 79.22it/s]

 30%|███       | 259/852 [00:03<00:07, 80.58it/s]

 31%|███▏      | 268/852 [00:03<00:07, 80.67it/s]

 33%|███▎      | 277/852 [00:03<00:07, 80.94it/s]

 34%|███▎      | 286/852 [00:03<00:07, 80.60it/s]

 35%|███▍      | 295/852 [00:03<00:07, 79.32it/s]

 36%|███▌      | 304/852 [00:03<00:06, 80.43it/s]

 37%|███▋      | 313/852 [00:03<00:06, 78.85it/s]

 38%|███▊      | 322/852 [00:04<00:06, 80.27it/s]

 39%|███▉      | 331/852 [00:04<00:06, 79.81it/s]

 40%|███▉      | 340/852 [00:04<00:06, 80.16it/s]

 41%|████      | 349/852 [00:04<00:06, 80.25it/s]

 42%|████▏     | 358/852 [00:04<00:06, 77.74it/s]

 43%|████▎     | 366/852 [00:04<00:06, 77.55it/s]

 44%|████▍     | 374/852 [00:04<00:06, 77.75it/s]

 45%|████▍     | 382/852 [00:04<00:06, 76.97it/s]

 46%|████▌     | 391/852 [00:04<00:05, 78.02it/s]

 47%|████▋     | 399/852 [00:05<00:05, 78.29it/s]

 48%|████▊     | 407/852 [00:05<00:05, 76.67it/s]

 49%|████▉     | 416/852 [00:05<00:05, 78.20it/s]

 50%|████▉     | 425/852 [00:05<00:05, 77.05it/s]

 51%|█████     | 434/852 [00:05<00:05, 78.18it/s]

 52%|█████▏    | 443/852 [00:05<00:05, 78.61it/s]

 53%|█████▎    | 452/852 [00:05<00:04, 80.15it/s]

 54%|█████▍    | 461/852 [00:05<00:04, 79.01it/s]

 55%|█████▌    | 469/852 [00:05<00:04, 78.90it/s]

 56%|█████▌    | 477/852 [00:06<00:04, 76.14it/s]

 57%|█████▋    | 485/852 [00:06<00:04, 76.34it/s]

 58%|█████▊    | 494/852 [00:06<00:04, 78.75it/s]

 59%|█████▉    | 503/852 [00:06<00:04, 80.49it/s]

 60%|██████    | 512/852 [00:06<00:04, 80.70it/s]

 61%|██████    | 521/852 [00:06<00:04, 79.44it/s]

 62%|██████▏   | 529/852 [00:06<00:04, 78.86it/s]

 63%|██████▎   | 538/852 [00:06<00:03, 80.59it/s]

 64%|██████▍   | 547/852 [00:06<00:03, 80.99it/s]

 65%|██████▌   | 556/852 [00:07<00:03, 77.98it/s]

 66%|██████▋   | 565/852 [00:07<00:03, 80.12it/s]

 67%|██████▋   | 574/852 [00:07<00:03, 80.81it/s]

 68%|██████▊   | 583/852 [00:07<00:03, 80.30it/s]

 69%|██████▉   | 592/852 [00:07<00:03, 80.08it/s]

 71%|███████   | 601/852 [00:07<00:03, 80.08it/s]

 72%|███████▏  | 610/852 [00:07<00:03, 80.17it/s]

 73%|███████▎  | 619/852 [00:07<00:02, 78.72it/s]

 74%|███████▎  | 627/852 [00:07<00:02, 78.80it/s]

 75%|███████▍  | 635/852 [00:07<00:02, 77.68it/s]

 75%|███████▌  | 643/852 [00:08<00:02, 75.82it/s]

 77%|███████▋  | 652/852 [00:08<00:02, 77.68it/s]

 78%|███████▊  | 661/852 [00:08<00:02, 78.29it/s]

 79%|███████▊  | 669/852 [00:08<00:02, 78.75it/s]

 80%|███████▉  | 678/852 [00:08<00:02, 79.61it/s]

 81%|████████  | 687/852 [00:08<00:02, 80.41it/s]

 82%|████████▏ | 696/852 [00:08<00:01, 81.46it/s]

 83%|████████▎ | 705/852 [00:08<00:01, 82.60it/s]

 84%|████████▍ | 714/852 [00:08<00:01, 83.49it/s]

 85%|████████▍ | 723/852 [00:09<00:01, 81.93it/s]

 86%|████████▌ | 732/852 [00:09<00:01, 83.15it/s]

 87%|████████▋ | 741/852 [00:09<00:01, 83.90it/s]

 88%|████████▊ | 750/852 [00:09<00:01, 83.73it/s]

 89%|████████▉ | 759/852 [00:09<00:01, 83.88it/s]

 90%|█████████ | 768/852 [00:09<00:01, 81.42it/s]

 91%|█████████ | 777/852 [00:09<00:00, 80.64it/s]

 92%|█████████▏| 786/852 [00:09<00:00, 79.35it/s]

 93%|█████████▎| 795/852 [00:09<00:00, 80.21it/s]

 94%|█████████▍| 804/852 [00:10<00:00, 81.23it/s]

 95%|█████████▌| 813/852 [00:10<00:00, 79.70it/s]

 96%|█████████▋| 822/852 [00:10<00:00, 80.71it/s]

 98%|█████████▊| 831/852 [00:10<00:00, 81.65it/s]

 99%|█████████▊| 840/852 [00:10<00:00, 81.26it/s]

100%|█████████▉| 849/852 [00:10<00:00, 79.77it/s]/usr/local/lib/python3.10/dist-packages/seqeval/metrics/v1.py:57: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))

                                                   

                                                 

 70%|███████   | 3787/5410 [17:52<06:01,  4.49it/s]

100%|██████████| 852/852 [00:14<00:00, 79.77it/s]

                                                 [INFO|trainer.py:3503] 2024-09-06 00:27:01,219 >> Saving model checkpoint to /content/dissertation/scripts/ner/output/checkpoint-3787
[INFO|configuration_utils.py:472] 2024-09-06 00:27:01,221 >> Configuration saved in /content/dissertation/scripts/ner/output/checkpoint-3787/config.json
[INFO|modeling_utils.py:2799] 2024-09-06 00:27:02,605 >> Model weights saved in /content/dissertation/scripts/ner/output/checkpoint-3787/model.safetensors
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:27:02,606 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/checkpoint-3787/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:27:02,606 >> Special tokens file saved in /content/dissertation/scripts/ner/output/checkpoint-3787/special_tokens_map.json
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:27:07,156 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:27:07,156 >> Special tokens file saved in /content/dissertation/scripts/ner/output/special_tokens_map.json

 70%|███████   | 3788/5410 [17:59<2:51:37,  6.35s/it]
 70%|███████   | 3789/5410 [17:59<2:01:35,  4.50s/it]
 70%|███████   | 3790/5410 [17:59<1:26:31,  3.20s/it]
 70%|███████   | 3791/5410 [17:59<1:01:56,  2.30s/it]
 70%|███████   | 3792/5410 [17:59<44:56,  1.67s/it]  
 70%|███████   | 3793/5410 [18:00<33:11,  1.23s/it]
 70%|███████   | 3794/5410 [18:00<25:16,  1.07it/s]
 70%|███████   | 3795/5410 [18:00<19:43,  1.36it/s]
 70%|███████   | 3796/5410 [18:00<15:31,  1.73it/s]
 70%|███████   | 3797/5410 [18:01<12:35,  2.13it/s]
 70%|███████   | 3798/5410 [18:01<10:35,  2.54it/s]
 70%|███████   | 3799/5410 [18:01<10:08,  2.65it/s]
 70%|███████   | 3800/5410 [18:01<09:23,  2.86it/s]
 70%|███████   | 3801/5410 [18:02<08:13,  3.26it/s]
 70%|███████   | 3802/5410 [18:02<07:52,  3.40it/s]
 70%|███████   | 3803/5410 [18:03<10:38,  2.52it/s]
 70%|███████   | 3804/5410 [18:03<09:18,  2.88it/s]
 70%|███████   | 3805/5410 [18:03<08:11,  3.27it/s]
 70%|███████   | 3806/5410 [18:03<07:35,  3.52it/s]
 70%|███████   | 3807/5410 [18:03<06:50,  3.90it/s]
 70%|███████   | 3808/5410 [18:04<06:48,  3.92it/s]
 70%|███████   | 3809/5410 [18:04<06:49,  3.91it/s]
 70%|███████   | 3810/5410 [18:04<07:03,  3.78it/s]
 70%|███████   | 3811/5410 [18:04<06:31,  4.09it/s]
 70%|███████   | 3812/5410 [18:05<06:27,  4.13it/s]
 70%|███████   | 3813/5410 [18:05<06:40,  3.99it/s]
 70%|███████   | 3814/5410 [18:05<06:50,  3.89it/s]
 71%|███████   | 3815/5410 [18:05<06:30,  4.08it/s]
 71%|███████   | 3816/5410 [18:06<06:01,  4.41it/s]
 71%|███████   | 3817/5410 [18:06<06:12,  4.28it/s]
 71%|███████   | 3818/5410 [18:06<06:09,  4.30it/s]
 71%|███████   | 3819/5410 [18:06<06:28,  4.09it/s]
 71%|███████   | 3820/5410 [18:07<06:06,  4.34it/s]
 71%|███████   | 3821/5410 [18:07<06:50,  3.87it/s]
 71%|███████   | 3822/5410 [18:07<06:59,  3.78it/s]
 71%|███████   | 3823/5410 [18:07<06:55,  3.82it/s]
 71%|███████   | 3824/5410 [18:08<06:32,  4.04it/s]
 71%|███████   | 3825/5410 [18:08<05:56,  4.44it/s]
 71%|███████   | 3826/5410 [18:08<05:54,  4.47it/s]
 71%|███████   | 3827/5410 [18:08<06:21,  4.15it/s]
 71%|███████   | 3828/5410 [18:08<05:58,  4.42it/s]
 71%|███████   | 3829/5410 [18:09<06:06,  4.31it/s]
 71%|███████   | 3830/5410 [18:09<06:05,  4.33it/s]
 71%|███████   | 3831/5410 [18:09<05:56,  4.43it/s]
 71%|███████   | 3832/5410 [18:09<05:54,  4.45it/s]
 71%|███████   | 3833/5410 [18:10<05:43,  4.59it/s]
 71%|███████   | 3834/5410 [18:10<05:26,  4.83it/s]
 71%|███████   | 3835/5410 [18:10<05:26,  4.82it/s]
 71%|███████   | 3836/5410 [18:10<05:46,  4.54it/s]
 71%|███████   | 3837/5410 [18:10<05:32,  4.73it/s]
 71%|███████   | 3838/5410 [18:11<05:58,  4.39it/s]
 71%|███████   | 3839/5410 [18:11<06:00,  4.36it/s]
 71%|███████   | 3840/5410 [18:11<06:47,  3.85it/s]
 71%|███████   | 3841/5410 [18:12<07:17,  3.59it/s]
 71%|███████   | 3842/5410 [18:12<07:32,  3.47it/s]
 71%|███████   | 3843/5410 [18:12<07:07,  3.67it/s]
 71%|███████   | 3844/5410 [18:12<06:36,  3.95it/s]
 71%|███████   | 3845/5410 [18:13<06:21,  4.10it/s]
 71%|███████   | 3846/5410 [18:13<06:08,  4.25it/s]
 71%|███████   | 3847/5410 [18:13<05:42,  4.56it/s]
 71%|███████   | 3848/5410 [18:13<05:34,  4.67it/s]
 71%|███████   | 3849/5410 [18:13<05:38,  4.61it/s]
 71%|███████   | 3850/5410 [18:14<05:37,  4.62it/s]
 71%|███████   | 3851/5410 [18:14<05:54,  4.40it/s]
 71%|███████   | 3852/5410 [18:14<06:37,  3.92it/s]
 71%|███████   | 3853/5410 [18:14<06:14,  4.16it/s]
 71%|███████   | 3854/5410 [18:15<07:21,  3.52it/s]
 71%|███████▏  | 3855/5410 [18:15<06:49,  3.80it/s]
 71%|███████▏  | 3856/5410 [18:15<06:35,  3.93it/s]
 71%|███████▏  | 3857/5410 [18:15<06:25,  4.03it/s]
 71%|███████▏  | 3858/5410 [18:16<06:07,  4.22it/s]
 71%|███████▏  | 3859/5410 [18:16<06:11,  4.18it/s]
 71%|███████▏  | 3860/5410 [18:16<06:36,  3.91it/s]
 71%|███████▏  | 3861/5410 [18:16<06:57,  3.71it/s]
 71%|███████▏  | 3862/5410 [18:17<06:41,  3.86it/s]
 71%|███████▏  | 3863/5410 [18:17<07:04,  3.64it/s]
 71%|███████▏  | 3864/5410 [18:17<06:51,  3.76it/s]
 71%|███████▏  | 3865/5410 [18:18<06:40,  3.86it/s]
 71%|███████▏  | 3866/5410 [18:18<06:51,  3.75it/s]
 71%|███████▏  | 3867/5410 [18:18<06:37,  3.88it/s]
 71%|███████▏  | 3868/5410 [18:18<07:57,  3.23it/s]
 72%|███████▏  | 3869/5410 [18:19<07:36,  3.38it/s]
 72%|███████▏  | 3870/5410 [18:19<07:38,  3.36it/s]
 72%|███████▏  | 3871/5410 [18:19<07:32,  3.40it/s]
 72%|███████▏  | 3872/5410 [18:20<07:04,  3.62it/s]
 72%|███████▏  | 3873/5410 [18:20<06:41,  3.82it/s]
 72%|███████▏  | 3874/5410 [18:20<06:09,  4.16it/s]
 72%|███████▏  | 3875/5410 [18:20<06:35,  3.88it/s]
 72%|███████▏  | 3876/5410 [18:20<06:12,  4.12it/s]
 72%|███████▏  | 3877/5410 [18:21<05:40,  4.50it/s]
 72%|███████▏  | 3878/5410 [18:21<05:44,  4.45it/s]
 72%|███████▏  | 3879/5410 [18:21<05:44,  4.45it/s]
 72%|███████▏  | 3880/5410 [18:21<05:56,  4.29it/s]
 72%|███████▏  | 3881/5410 [18:22<06:18,  4.04it/s]
 72%|███████▏  | 3882/5410 [18:22<06:36,  3.86it/s]
 72%|███████▏  | 3883/5410 [18:22<06:09,  4.13it/s]
 72%|███████▏  | 3884/5410 [18:22<06:04,  4.18it/s]
 72%|███████▏  | 3885/5410 [18:23<05:42,  4.46it/s]
 72%|███████▏  | 3886/5410 [18:23<06:55,  3.67it/s]
 72%|███████▏  | 3887/5410 [18:23<06:26,  3.94it/s]
 72%|███████▏  | 3888/5410 [18:23<06:23,  3.96it/s]
 72%|███████▏  | 3889/5410 [18:24<05:48,  4.36it/s]
 72%|███████▏  | 3890/5410 [18:24<05:52,  4.31it/s]
 72%|███████▏  | 3891/5410 [18:24<05:41,  4.45it/s]
 72%|███████▏  | 3892/5410 [18:24<05:32,  4.57it/s]
 72%|███████▏  | 3893/5410 [18:24<05:28,  4.62it/s]
 72%|███████▏  | 3894/5410 [18:25<05:59,  4.22it/s]
 72%|███████▏  | 3895/5410 [18:25<05:33,  4.54it/s]
 72%|███████▏  | 3896/5410 [18:25<05:31,  4.57it/s]
 72%|███████▏  | 3897/5410 [18:25<05:21,  4.70it/s]
 72%|███████▏  | 3898/5410 [18:26<06:12,  4.06it/s]
 72%|███████▏  | 3899/5410 [18:26<06:01,  4.19it/s]
 72%|███████▏  | 3900/5410 [18:26<06:20,  3.97it/s]
 72%|███████▏  | 3901/5410 [18:26<05:42,  4.41it/s]
 72%|███████▏  | 3902/5410 [18:27<06:05,  4.12it/s]
 72%|███████▏  | 3903/5410 [18:27<05:58,  4.21it/s]
 72%|███████▏  | 3904/5410 [18:27<05:37,  4.47it/s]
 72%|███████▏  | 3905/5410 [18:27<05:33,  4.52it/s]
 72%|███████▏  | 3906/5410 [18:27<05:31,  4.54it/s]
 72%|███████▏  | 3907/5410 [18:28<05:28,  4.58it/s]
 72%|███████▏  | 3908/5410 [18:28<05:17,  4.73it/s]
 72%|███████▏  | 3909/5410 [18:28<05:46,  4.33it/s]
 72%|███████▏  | 3910/5410 [18:28<05:49,  4.30it/s]
 72%|███████▏  | 3911/5410 [18:29<06:11,  4.04it/s]
 72%|███████▏  | 3912/5410 [18:29<05:51,  4.27it/s]
 72%|███████▏  | 3913/5410 [18:29<07:11,  3.47it/s]
 72%|███████▏  | 3914/5410 [18:30<07:05,  3.52it/s]
 72%|███████▏  | 3915/5410 [18:30<06:46,  3.67it/s]
 72%|███████▏  | 3916/5410 [18:30<06:38,  3.75it/s]
 72%|███████▏  | 3917/5410 [18:30<07:22,  3.38it/s]
 72%|███████▏  | 3918/5410 [18:31<06:39,  3.74it/s]
 72%|███████▏  | 3919/5410 [18:31<06:10,  4.03it/s]
 72%|███████▏  | 3920/5410 [18:31<06:24,  3.87it/s]
 72%|███████▏  | 3921/5410 [18:31<06:10,  4.02it/s]
 72%|███████▏  | 3922/5410 [18:32<05:52,  4.22it/s]
 73%|███████▎  | 3923/5410 [18:32<06:15,  3.96it/s]
 73%|███████▎  | 3924/5410 [18:32<06:02,  4.10it/s]
 73%|███████▎  | 3925/5410 [18:32<05:43,  4.32it/s]
 73%|███████▎  | 3926/5410 [18:32<05:53,  4.20it/s]
 73%|███████▎  | 3927/5410 [18:33<05:48,  4.25it/s]
 73%|███████▎  | 3928/5410 [18:33<05:49,  4.24it/s]
 73%|███████▎  | 3929/5410 [18:33<05:21,  4.61it/s]
 73%|███████▎  | 3930/5410 [18:33<05:19,  4.64it/s]
 73%|███████▎  | 3931/5410 [18:34<05:31,  4.46it/s]
 73%|███████▎  | 3932/5410 [18:34<08:30,  2.89it/s]
 73%|███████▎  | 3933/5410 [18:34<07:47,  3.16it/s]
 73%|███████▎  | 3934/5410 [18:35<07:35,  3.24it/s]
 73%|███████▎  | 3935/5410 [18:35<06:40,  3.68it/s]
 73%|███████▎  | 3936/5410 [18:35<06:25,  3.82it/s]
 73%|███████▎  | 3937/5410 [18:35<06:41,  3.67it/s]
 73%|███████▎  | 3938/5410 [18:36<07:09,  3.43it/s]
 73%|███████▎  | 3939/5410 [18:36<06:41,  3.66it/s]
 73%|███████▎  | 3940/5410 [18:36<05:50,  4.20it/s]
 73%|███████▎  | 3941/5410 [18:36<05:44,  4.26it/s]
 73%|███████▎  | 3942/5410 [18:37<05:47,  4.23it/s]
 73%|███████▎  | 3943/5410 [18:37<05:59,  4.08it/s]
 73%|███████▎  | 3944/5410 [18:37<06:11,  3.95it/s]
 73%|███████▎  | 3945/5410 [18:37<06:18,  3.87it/s]
 73%|███████▎  | 3946/5410 [18:38<06:14,  3.91it/s]
 73%|███████▎  | 3947/5410 [18:38<05:57,  4.09it/s]
 73%|███████▎  | 3948/5410 [18:38<07:38,  3.19it/s]
 73%|███████▎  | 3949/5410 [18:39<06:57,  3.50it/s]
 73%|███████▎  | 3950/5410 [18:39<06:22,  3.81it/s]
 73%|███████▎  | 3951/5410 [18:39<05:35,  4.35it/s]
 73%|███████▎  | 3952/5410 [18:39<05:27,  4.46it/s]
 73%|███████▎  | 3953/5410 [18:39<05:08,  4.72it/s]
 73%|███████▎  | 3954/5410 [18:40<05:35,  4.34it/s]
 73%|███████▎  | 3955/5410 [18:40<05:48,  4.18it/s]
 73%|███████▎  | 3956/5410 [18:40<05:46,  4.20it/s]
 73%|███████▎  | 3957/5410 [18:40<05:26,  4.45it/s]
 73%|███████▎  | 3958/5410 [18:41<05:15,  4.60it/s]
 73%|███████▎  | 3959/5410 [18:41<06:21,  3.80it/s]
 73%|███████▎  | 3960/5410 [18:41<05:57,  4.05it/s]
 73%|███████▎  | 3961/5410 [18:41<06:30,  3.71it/s]
 73%|███████▎  | 3962/5410 [18:42<05:58,  4.04it/s]
 73%|███████▎  | 3963/5410 [18:42<05:50,  4.13it/s]
 73%|███████▎  | 3964/5410 [18:42<05:23,  4.47it/s]
 73%|███████▎  | 3965/5410 [18:42<05:21,  4.49it/s]
 73%|███████▎  | 3966/5410 [18:43<05:26,  4.42it/s]
 73%|███████▎  | 3967/5410 [18:43<05:55,  4.06it/s]
 73%|███████▎  | 3968/5410 [18:43<05:44,  4.19it/s]
 73%|███████▎  | 3969/5410 [18:43<05:44,  4.18it/s]
 73%|███████▎  | 3970/5410 [18:43<05:41,  4.22it/s]
 73%|███████▎  | 3971/5410 [18:44<07:44,  3.10it/s]
 73%|███████▎  | 3972/5410 [18:44<06:50,  3.50it/s]
 73%|███████▎  | 3973/5410 [18:44<05:57,  4.02it/s]
 73%|███████▎  | 3974/5410 [18:45<05:29,  4.36it/s]
 73%|███████▎  | 3975/5410 [18:45<05:41,  4.21it/s]
 73%|███████▎  | 3976/5410 [18:45<05:45,  4.15it/s]
 74%|███████▎  | 3977/5410 [18:45<05:34,  4.28it/s]
 74%|███████▎  | 3978/5410 [18:46<05:33,  4.29it/s]
 74%|███████▎  | 3979/5410 [18:46<05:07,  4.65it/s]
 74%|███████▎  | 3980/5410 [18:46<05:51,  4.07it/s]
 74%|███████▎  | 3981/5410 [18:46<06:49,  3.49it/s]
 74%|███████▎  | 3982/5410 [18:47<06:56,  3.43it/s]
 74%|███████▎  | 3983/5410 [18:47<06:24,  3.71it/s]
 74%|███████▎  | 3984/5410 [18:47<05:53,  4.03it/s]
 74%|███████▎  | 3985/5410 [18:47<06:35,  3.60it/s]
 74%|███████▎  | 3986/5410 [18:48<05:53,  4.03it/s]
 74%|███████▎  | 3987/5410 [18:48<06:07,  3.87it/s]
 74%|███████▎  | 3988/5410 [18:48<06:16,  3.78it/s]
 74%|███████▎  | 3989/5410 [18:48<06:05,  3.89it/s]
 74%|███████▍  | 3990/5410 [18:49<06:20,  3.73it/s]
 74%|███████▍  | 3991/5410 [18:49<06:06,  3.87it/s]
 74%|███████▍  | 3992/5410 [18:49<05:43,  4.13it/s]
 74%|███████▍  | 3993/5410 [18:49<05:14,  4.51it/s]
 74%|███████▍  | 3994/5410 [18:50<05:17,  4.47it/s]
 74%|███████▍  | 3995/5410 [18:50<05:14,  4.50it/s]
 74%|███████▍  | 3996/5410 [18:50<05:01,  4.69it/s]
 74%|███████▍  | 3997/5410 [18:50<04:57,  4.75it/s]
 74%|███████▍  | 3998/5410 [18:50<04:53,  4.82it/s]
 74%|███████▍  | 3999/5410 [18:51<05:05,  4.61it/s]
 74%|███████▍  | 4000/5410 [18:51<05:44,  4.09it/s]
                                                   

 74%|███████▍  | 4000/5410 [18:51<05:44,  4.09it/s]
 74%|███████▍  | 4001/5410 [18:51<06:18,  3.72it/s]
 74%|███████▍  | 4002/5410 [18:51<05:51,  4.01it/s]
 74%|███████▍  | 4003/5410 [18:52<05:45,  4.07it/s]
 74%|███████▍  | 4004/5410 [18:52<05:51,  4.00it/s]
 74%|███████▍  | 4005/5410 [18:52<05:53,  3.98it/s]
 74%|███████▍  | 4006/5410 [18:52<05:38,  4.15it/s]
 74%|███████▍  | 4007/5410 [18:53<05:23,  4.33it/s]
 74%|███████▍  | 4008/5410 [18:53<05:23,  4.33it/s]
 74%|███████▍  | 4009/5410 [18:53<05:25,  4.31it/s]
 74%|███████▍  | 4010/5410 [18:53<05:37,  4.15it/s]
 74%|███████▍  | 4011/5410 [18:54<05:41,  4.10it/s]
 74%|███████▍  | 4012/5410 [18:54<05:31,  4.21it/s]
 74%|███████▍  | 4013/5410 [18:54<05:19,  4.37it/s]
 74%|███████▍  | 4014/5410 [18:54<05:34,  4.18it/s]
 74%|███████▍  | 4015/5410 [18:54<05:02,  4.62it/s]
 74%|███████▍  | 4016/5410 [18:55<05:10,  4.49it/s]
 74%|███████▍  | 4017/5410 [18:55<05:26,  4.26it/s]
 74%|███████▍  | 4018/5410 [18:55<05:20,  4.35it/s]
 74%|███████▍  | 4019/5410 [18:55<05:13,  4.43it/s]
 74%|███████▍  | 4020/5410 [18:56<05:19,  4.34it/s]
 74%|███████▍  | 4021/5410 [18:56<06:11,  3.74it/s]
 74%|███████▍  | 4022/5410 [18:56<06:24,  3.61it/s]
 74%|███████▍  | 4023/5410 [18:57<05:57,  3.88it/s]
 74%|███████▍  | 4024/5410 [18:57<06:03,  3.82it/s]
 74%|███████▍  | 4025/5410 [18:57<05:54,  3.90it/s]
 74%|███████▍  | 4026/5410 [18:57<05:55,  3.89it/s]
 74%|███████▍  | 4027/5410 [18:57<05:23,  4.27it/s]
 74%|███████▍  | 4028/5410 [18:58<06:03,  3.80it/s]
 74%|███████▍  | 4029/5410 [18:58<05:34,  4.13it/s]
 74%|███████▍  | 4030/5410 [18:58<05:39,  4.06it/s]
 75%|███████▍  | 4031/5410 [18:58<05:13,  4.40it/s]
 75%|███████▍  | 4032/5410 [18:59<05:06,  4.50it/s]
 75%|███████▍  | 4033/5410 [18:59<04:52,  4.70it/s]
 75%|███████▍  | 4034/5410 [18:59<05:30,  4.16it/s]
 75%|███████▍  | 4035/5410 [18:59<06:06,  3.76it/s]
 75%|███████▍  | 4036/5410 [19:00<05:51,  3.91it/s]
 75%|███████▍  | 4037/5410 [19:00<06:08,  3.73it/s]
 75%|███████▍  | 4038/5410 [19:00<06:27,  3.54it/s]
 75%|███████▍  | 4039/5410 [19:01<06:31,  3.50it/s]
 75%|███████▍  | 4040/5410 [19:01<06:13,  3.67it/s]
 75%|███████▍  | 4041/5410 [19:01<05:53,  3.87it/s]
 75%|███████▍  | 4042/5410 [19:01<05:37,  4.06it/s]
 75%|███████▍  | 4043/5410 [19:01<05:14,  4.35it/s]
 75%|███████▍  | 4044/5410 [19:02<05:32,  4.11it/s]
 75%|███████▍  | 4045/5410 [19:02<05:02,  4.51it/s]
 75%|███████▍  | 4046/5410 [19:02<04:54,  4.64it/s]
 75%|███████▍  | 4047/5410 [19:02<05:04,  4.48it/s]
 75%|███████▍  | 4048/5410 [19:03<04:50,  4.70it/s]
 75%|███████▍  | 4049/5410 [19:03<05:01,  4.51it/s]
 75%|███████▍  | 4050/5410 [19:03<05:37,  4.03it/s]
 75%|███████▍  | 4051/5410 [19:03<05:49,  3.89it/s]
 75%|███████▍  | 4052/5410 [19:04<05:35,  4.05it/s]
 75%|███████▍  | 4053/5410 [19:04<05:20,  4.24it/s]
 75%|███████▍  | 4054/5410 [19:04<05:18,  4.25it/s]
 75%|███████▍  | 4055/5410 [19:04<05:21,  4.21it/s]
 75%|███████▍  | 4056/5410 [19:05<05:29,  4.11it/s]
 75%|███████▍  | 4057/5410 [19:05<05:15,  4.29it/s]
 75%|███████▌  | 4058/5410 [19:05<05:35,  4.03it/s]
 75%|███████▌  | 4059/5410 [19:05<05:27,  4.12it/s]
 75%|███████▌  | 4060/5410 [19:06<05:29,  4.09it/s]
 75%|███████▌  | 4061/5410 [19:06<06:08,  3.66it/s]
 75%|███████▌  | 4062/5410 [19:06<05:47,  3.88it/s]
 75%|███████▌  | 4063/5410 [19:06<05:46,  3.89it/s]
 75%|███████▌  | 4064/5410 [19:07<05:17,  4.24it/s]
 75%|███████▌  | 4065/5410 [19:07<05:10,  4.33it/s]
 75%|███████▌  | 4066/5410 [19:07<05:10,  4.33it/s]
 75%|███████▌  | 4067/5410 [19:07<05:17,  4.23it/s]
 75%|███████▌  | 4068/5410 [19:08<06:08,  3.64it/s]
 75%|███████▌  | 4069/5410 [19:08<05:54,  3.78it/s]
 75%|███████▌  | 4070/5410 [19:08<05:40,  3.93it/s]
 75%|███████▌  | 4071/5410 [19:08<05:26,  4.10it/s]
 75%|███████▌  | 4072/5410 [19:08<05:02,  4.42it/s]
 75%|███████▌  | 4073/5410 [19:09<05:39,  3.94it/s]
 75%|███████▌  | 4074/5410 [19:09<05:21,  4.16it/s]
 75%|███████▌  | 4075/5410 [19:09<05:15,  4.23it/s]
 75%|███████▌  | 4076/5410 [19:09<05:07,  4.34it/s]
 75%|███████▌  | 4077/5410 [19:10<04:53,  4.54it/s]
 75%|███████▌  | 4078/5410 [19:10<05:13,  4.25it/s]
 75%|███████▌  | 4079/5410 [19:10<05:06,  4.34it/s]
 75%|███████▌  | 4080/5410 [19:10<05:21,  4.13it/s]
 75%|███████▌  | 4081/5410 [19:11<04:58,  4.45it/s]
 75%|███████▌  | 4082/5410 [19:11<05:26,  4.07it/s]
 75%|███████▌  | 4083/5410 [19:11<04:53,  4.51it/s]
 75%|███████▌  | 4084/5410 [19:11<04:37,  4.78it/s]
 76%|███████▌  | 4085/5410 [19:12<05:58,  3.70it/s]
 76%|███████▌  | 4086/5410 [19:12<06:09,  3.58it/s]
 76%|███████▌  | 4087/5410 [19:12<05:40,  3.89it/s]
 76%|███████▌  | 4088/5410 [19:12<05:30,  4.00it/s]
 76%|███████▌  | 4089/5410 [19:13<05:28,  4.02it/s]
 76%|███████▌  | 4090/5410 [19:13<05:27,  4.03it/s]
 76%|███████▌  | 4091/5410 [19:13<05:28,  4.02it/s]
 76%|███████▌  | 4092/5410 [19:13<05:32,  3.97it/s]
 76%|███████▌  | 4093/5410 [19:14<05:09,  4.25it/s]
 76%|███████▌  | 4094/5410 [19:14<05:03,  4.34it/s]
 76%|███████▌  | 4095/5410 [19:14<04:44,  4.62it/s]
 76%|███████▌  | 4096/5410 [19:14<05:10,  4.23it/s]
 76%|███████▌  | 4097/5410 [19:15<05:24,  4.04it/s]
 76%|███████▌  | 4098/5410 [19:15<05:06,  4.28it/s]
 76%|███████▌  | 4099/5410 [19:15<04:57,  4.41it/s]
 76%|███████▌  | 4100/5410 [19:15<04:39,  4.68it/s]
 76%|███████▌  | 4101/5410 [19:15<04:25,  4.92it/s]
 76%|███████▌  | 4102/5410 [19:16<05:08,  4.24it/s]
 76%|███████▌  | 4103/5410 [19:16<04:47,  4.55it/s]
 76%|███████▌  | 4104/5410 [19:16<05:00,  4.35it/s]
 76%|███████▌  | 4105/5410 [19:16<05:03,  4.30it/s]
 76%|███████▌  | 4106/5410 [19:17<05:04,  4.28it/s]
 76%|███████▌  | 4107/5410 [19:17<05:31,  3.94it/s]
 76%|███████▌  | 4108/5410 [19:17<05:21,  4.06it/s]
 76%|███████▌  | 4109/5410 [19:17<04:55,  4.40it/s]
 76%|███████▌  | 4110/5410 [19:17<05:05,  4.26it/s]
 76%|███████▌  | 4111/5410 [19:18<05:29,  3.94it/s]
 76%|███████▌  | 4112/5410 [19:18<05:08,  4.21it/s]
 76%|███████▌  | 4113/5410 [19:18<05:10,  4.18it/s]
 76%|███████▌  | 4114/5410 [19:18<05:10,  4.17it/s]
 76%|███████▌  | 4115/5410 [19:19<04:56,  4.36it/s]
 76%|███████▌  | 4116/5410 [19:19<05:05,  4.24it/s]
 76%|███████▌  | 4117/5410 [19:19<05:30,  3.91it/s]
 76%|███████▌  | 4118/5410 [19:19<05:16,  4.08it/s]
 76%|███████▌  | 4119/5410 [19:20<04:57,  4.35it/s]
 76%|███████▌  | 4120/5410 [19:20<05:01,  4.27it/s]
 76%|███████▌  | 4121/5410 [19:20<04:48,  4.47it/s]
 76%|███████▌  | 4122/5410 [19:20<04:49,  4.44it/s]
 76%|███████▌  | 4123/5410 [19:21<05:45,  3.72it/s]
 76%|███████▌  | 4124/5410 [19:21<06:05,  3.52it/s]
 76%|███████▌  | 4125/5410 [19:21<05:56,  3.61it/s]
 76%|███████▋  | 4126/5410 [19:21<05:29,  3.89it/s]
 76%|███████▋  | 4127/5410 [19:22<05:11,  4.12it/s]
 76%|███████▋  | 4128/5410 [19:22<04:55,  4.33it/s]
 76%|███████▋  | 4129/5410 [19:22<04:32,  4.69it/s]
 76%|███████▋  | 4130/5410 [19:22<04:09,  5.13it/s]
 76%|███████▋  | 4131/5410 [19:22<04:23,  4.85it/s]
 76%|███████▋  | 4132/5410 [19:23<04:35,  4.63it/s]
 76%|███████▋  | 4133/5410 [19:23<04:50,  4.39it/s]
 76%|███████▋  | 4134/5410 [19:23<05:10,  4.11it/s]
 76%|███████▋  | 4135/5410 [19:23<05:01,  4.23it/s]
 76%|███████▋  | 4136/5410 [19:24<04:47,  4.42it/s]
 76%|███████▋  | 4137/5410 [19:24<04:36,  4.61it/s]
 76%|███████▋  | 4138/5410 [19:24<04:34,  4.63it/s]
 77%|███████▋  | 4139/5410 [19:24<04:43,  4.49it/s]
 77%|███████▋  | 4140/5410 [19:25<04:38,  4.56it/s]
 77%|███████▋  | 4141/5410 [19:25<05:22,  3.93it/s]
 77%|███████▋  | 4142/5410 [19:25<05:45,  3.67it/s]
 77%|███████▋  | 4143/5410 [19:25<05:30,  3.83it/s]
 77%|███████▋  | 4144/5410 [19:26<05:08,  4.11it/s]
 77%|███████▋  | 4145/5410 [19:26<04:51,  4.34it/s]
 77%|███████▋  | 4146/5410 [19:26<04:29,  4.69it/s]
 77%|███████▋  | 4147/5410 [19:26<04:29,  4.69it/s]
 77%|███████▋  | 4148/5410 [19:26<04:38,  4.53it/s]
 77%|███████▋  | 4149/5410 [19:27<05:20,  3.93it/s]
 77%|███████▋  | 4150/5410 [19:27<05:03,  4.16it/s]
 77%|███████▋  | 4151/5410 [19:27<05:01,  4.18it/s]
 77%|███████▋  | 4152/5410 [19:28<06:09,  3.40it/s]
 77%|███████▋  | 4153/5410 [19:28<05:46,  3.63it/s]
 77%|███████▋  | 4154/5410 [19:28<05:19,  3.94it/s]
 77%|███████▋  | 4155/5410 [19:28<05:01,  4.16it/s]
 77%|███████▋  | 4156/5410 [19:29<05:05,  4.10it/s]
 77%|███████▋  | 4157/5410 [19:29<05:08,  4.07it/s]
 77%|███████▋  | 4158/5410 [19:29<05:46,  3.62it/s]
 77%|███████▋  | 4159/5410 [19:29<05:26,  3.83it/s]
 77%|███████▋  | 4160/5410 [19:30<05:13,  3.99it/s]
 77%|███████▋  | 4161/5410 [19:30<05:10,  4.02it/s]
 77%|███████▋  | 4162/5410 [19:30<05:10,  4.02it/s]
 77%|███████▋  | 4163/5410 [19:30<05:18,  3.91it/s]
 77%|███████▋  | 4164/5410 [19:31<04:58,  4.18it/s]
 77%|███████▋  | 4165/5410 [19:31<04:52,  4.26it/s]
 77%|███████▋  | 4166/5410 [19:31<05:09,  4.02it/s]
 77%|███████▋  | 4167/5410 [19:31<05:02,  4.12it/s]
 77%|███████▋  | 4168/5410 [19:31<04:42,  4.40it/s]
 77%|███████▋  | 4169/5410 [19:32<04:24,  4.70it/s]
 77%|███████▋  | 4170/5410 [19:32<04:33,  4.54it/s]
 77%|███████▋  | 4171/5410 [19:32<04:27,  4.63it/s]
 77%|███████▋  | 4172/5410 [19:32<04:23,  4.70it/s]
 77%|███████▋  | 4173/5410 [19:33<04:30,  4.57it/s]
 77%|███████▋  | 4174/5410 [19:33<05:40,  3.63it/s]
 77%|███████▋  | 4175/5410 [19:33<05:52,  3.50it/s]
 77%|███████▋  | 4176/5410 [19:33<05:16,  3.90it/s]
 77%|███████▋  | 4177/5410 [19:34<04:50,  4.25it/s]
 77%|███████▋  | 4178/5410 [19:34<05:09,  3.98it/s]
 77%|███████▋  | 4179/5410 [19:34<04:50,  4.24it/s]
 77%|███████▋  | 4180/5410 [19:34<05:23,  3.81it/s]
 77%|███████▋  | 4181/5410 [19:35<06:08,  3.33it/s]
 77%|███████▋  | 4182/5410 [19:35<05:42,  3.58it/s]
 77%|███████▋  | 4183/5410 [19:35<05:30,  3.71it/s]
 77%|███████▋  | 4184/5410 [19:36<05:17,  3.86it/s]
 77%|███████▋  | 4185/5410 [19:36<05:18,  3.84it/s]
 77%|███████▋  | 4186/5410 [19:36<04:48,  4.24it/s]
 77%|███████▋  | 4187/5410 [19:36<04:48,  4.24it/s]
 77%|███████▋  | 4188/5410 [19:36<04:46,  4.26it/s]
 77%|███████▋  | 4189/5410 [19:37<04:37,  4.40it/s]
 77%|███████▋  | 4190/5410 [19:37<04:21,  4.66it/s]
 77%|███████▋  | 4191/5410 [19:37<04:44,  4.28it/s]
 77%|███████▋  | 4192/5410 [19:37<04:29,  4.51it/s]
 78%|███████▊  | 4193/5410 [19:38<04:26,  4.57it/s]
 78%|███████▊  | 4194/5410 [19:38<04:37,  4.39it/s]
 78%|███████▊  | 4195/5410 [19:38<04:26,  4.56it/s]
 78%|███████▊  | 4196/5410 [19:38<04:55,  4.11it/s]
 78%|███████▊  | 4197/5410 [19:39<04:59,  4.06it/s]
 78%|███████▊  | 4198/5410 [19:39<04:56,  4.09it/s]
 78%|███████▊  | 4199/5410 [19:39<05:05,  3.97it/s]
 78%|███████▊  | 4200/5410 [19:39<05:10,  3.89it/s]
 78%|███████▊  | 4201/5410 [19:40<05:00,  4.02it/s]
 78%|███████▊  | 4202/5410 [19:40<05:09,  3.90it/s]
 78%|███████▊  | 4203/5410 [19:40<04:52,  4.13it/s]
 78%|███████▊  | 4204/5410 [19:40<04:55,  4.08it/s]
 78%|███████▊  | 4205/5410 [19:40<04:43,  4.26it/s]
 78%|███████▊  | 4206/5410 [19:41<05:01,  4.00it/s]
 78%|███████▊  | 4207/5410 [19:41<04:59,  4.02it/s]
 78%|███████▊  | 4208/5410 [19:41<04:38,  4.31it/s]
 78%|███████▊  | 4209/5410 [19:41<04:37,  4.33it/s]
 78%|███████▊  | 4210/5410 [19:42<04:29,  4.45it/s]
 78%|███████▊  | 4211/5410 [19:42<04:19,  4.62it/s]
 78%|███████▊  | 4212/5410 [19:42<04:21,  4.58it/s]
 78%|███████▊  | 4213/5410 [19:42<04:23,  4.54it/s]
 78%|███████▊  | 4214/5410 [19:43<04:35,  4.34it/s]
 78%|███████▊  | 4215/5410 [19:43<04:13,  4.71it/s]
 78%|███████▊  | 4216/5410 [19:43<04:06,  4.85it/s]
 78%|███████▊  | 4217/5410 [19:43<03:57,  5.01it/s]
 78%|███████▊  | 4218/5410 [19:43<04:02,  4.92it/s]
 78%|███████▊  | 4219/5410 [19:43<04:04,  4.87it/s]
 78%|███████▊  | 4220/5410 [19:44<04:00,  4.96it/s]
 78%|███████▊  | 4221/5410 [19:44<03:52,  5.11it/s]
 78%|███████▊  | 4222/5410 [19:44<04:04,  4.85it/s]
 78%|███████▊  | 4223/5410 [19:44<04:06,  4.82it/s]
 78%|███████▊  | 4224/5410 [19:45<04:18,  4.59it/s]
 78%|███████▊  | 4225/5410 [19:45<04:11,  4.71it/s]
 78%|███████▊  | 4226/5410 [19:45<04:05,  4.83it/s]
 78%|███████▊  | 4227/5410 [19:45<04:33,  4.32it/s]
 78%|███████▊  | 4228/5410 [19:45<04:14,  4.65it/s]
 78%|███████▊  | 4229/5410 [19:46<04:09,  4.73it/s]
 78%|███████▊  | 4230/5410 [19:46<04:27,  4.41it/s]
 78%|███████▊  | 4231/5410 [19:46<04:07,  4.76it/s]
 78%|███████▊  | 4232/5410 [19:46<04:06,  4.78it/s]
 78%|███████▊  | 4233/5410 [19:47<04:54,  4.00it/s]
 78%|███████▊  | 4234/5410 [19:47<04:35,  4.27it/s]
 78%|███████▊  | 4235/5410 [19:47<04:15,  4.61it/s]
 78%|███████▊  | 4236/5410 [19:47<05:48,  3.37it/s]
 78%|███████▊  | 4237/5410 [19:48<05:28,  3.57it/s]
 78%|███████▊  | 4238/5410 [19:48<05:29,  3.56it/s]
 78%|███████▊  | 4239/5410 [19:48<05:03,  3.85it/s]
 78%|███████▊  | 4240/5410 [19:49<05:33,  3.51it/s]
 78%|███████▊  | 4241/5410 [19:49<05:49,  3.34it/s]
 78%|███████▊  | 4242/5410 [19:49<05:24,  3.60it/s]
 78%|███████▊  | 4243/5410 [19:50<06:41,  2.91it/s]
 78%|███████▊  | 4244/5410 [19:50<05:58,  3.25it/s]
 78%|███████▊  | 4245/5410 [19:50<05:27,  3.56it/s]
 78%|███████▊  | 4246/5410 [19:50<05:26,  3.56it/s]
 79%|███████▊  | 4247/5410 [19:51<05:41,  3.40it/s]
 79%|███████▊  | 4248/5410 [19:51<05:30,  3.52it/s]
 79%|███████▊  | 4249/5410 [19:51<05:05,  3.80it/s]
 79%|███████▊  | 4250/5410 [19:51<05:44,  3.37it/s]
 79%|███████▊  | 4251/5410 [19:52<05:49,  3.32it/s]
 79%|███████▊  | 4252/5410 [19:52<05:04,  3.80it/s]
 79%|███████▊  | 4253/5410 [19:52<05:43,  3.37it/s]
 79%|███████▊  | 4254/5410 [19:53<06:08,  3.14it/s]
 79%|███████▊  | 4255/5410 [19:53<06:06,  3.15it/s]
 79%|███████▊  | 4256/5410 [19:53<05:55,  3.24it/s]
 79%|███████▊  | 4257/5410 [19:54<05:25,  3.55it/s]
 79%|███████▊  | 4258/5410 [19:54<05:05,  3.77it/s]
 79%|███████▊  | 4259/5410 [19:54<04:52,  3.94it/s]
 79%|███████▊  | 4260/5410 [19:54<04:32,  4.22it/s]
 79%|███████▉  | 4261/5410 [19:54<04:13,  4.53it/s]
 79%|███████▉  | 4262/5410 [19:55<04:38,  4.12it/s]
 79%|███████▉  | 4263/5410 [19:55<04:21,  4.39it/s]
 79%|███████▉  | 4264/5410 [19:55<04:45,  4.01it/s]
 79%|███████▉  | 4265/5410 [19:55<05:02,  3.78it/s]
 79%|███████▉  | 4266/5410 [19:56<05:14,  3.64it/s]
 79%|███████▉  | 4267/5410 [19:56<05:19,  3.58it/s]
 79%|███████▉  | 4268/5410 [19:56<05:07,  3.71it/s]
 79%|███████▉  | 4269/5410 [19:57<05:01,  3.79it/s]
 79%|███████▉  | 4270/5410 [19:57<05:00,  3.80it/s]
 79%|███████▉  | 4271/5410 [19:57<04:29,  4.23it/s]
 79%|███████▉  | 4272/5410 [19:57<04:25,  4.29it/s]
 79%|███████▉  | 4273/5410 [19:57<04:23,  4.31it/s]
 79%|███████▉  | 4274/5410 [19:58<05:16,  3.59it/s]
 79%|███████▉  | 4275/5410 [19:58<05:23,  3.51it/s]
 79%|███████▉  | 4276/5410 [19:58<04:49,  3.92it/s]
 79%|███████▉  | 4277/5410 [19:59<04:39,  4.05it/s]
 79%|███████▉  | 4278/5410 [19:59<04:22,  4.31it/s]
 79%|███████▉  | 4279/5410 [19:59<04:31,  4.16it/s]
 79%|███████▉  | 4280/5410 [19:59<04:10,  4.50it/s]
 79%|███████▉  | 4281/5410 [19:59<04:15,  4.43it/s]
 79%|███████▉  | 4282/5410 [20:00<04:15,  4.42it/s]
 79%|███████▉  | 4283/5410 [20:00<04:35,  4.09it/s]
 79%|███████▉  | 4284/5410 [20:00<04:33,  4.12it/s]
 79%|███████▉  | 4285/5410 [20:00<04:37,  4.05it/s]
 79%|███████▉  | 4286/5410 [20:01<05:37,  3.33it/s]
 79%|███████▉  | 4287/5410 [20:01<05:19,  3.51it/s]
 79%|███████▉  | 4288/5410 [20:01<05:34,  3.36it/s]
 79%|███████▉  | 4289/5410 [20:02<05:14,  3.56it/s]
 79%|███████▉  | 4290/5410 [20:02<04:58,  3.75it/s]
 79%|███████▉  | 4291/5410 [20:02<05:02,  3.70it/s]
 79%|███████▉  | 4292/5410 [20:02<04:47,  3.88it/s]
 79%|███████▉  | 4293/5410 [20:03<04:23,  4.24it/s]
 79%|███████▉  | 4294/5410 [20:03<04:42,  3.95it/s]
 79%|███████▉  | 4295/5410 [20:03<04:33,  4.07it/s]
 79%|███████▉  | 4296/5410 [20:04<06:55,  2.68it/s]
 79%|███████▉  | 4297/5410 [20:04<07:40,  2.42it/s]
 79%|███████▉  | 4298/5410 [20:05<06:31,  2.84it/s]
 79%|███████▉  | 4299/5410 [20:05<05:47,  3.20it/s]
 79%|███████▉  | 4300/5410 [20:05<04:57,  3.73it/s]
 80%|███████▉  | 4301/5410 [20:05<04:57,  3.73it/s]
 80%|███████▉  | 4302/5410 [20:05<05:22,  3.43it/s]
 80%|███████▉  | 4303/5410 [20:06<05:10,  3.57it/s]
 80%|███████▉  | 4304/5410 [20:06<04:47,  3.84it/s]
 80%|███████▉  | 4305/5410 [20:06<05:13,  3.53it/s]
 80%|███████▉  | 4306/5410 [20:07<04:52,  3.78it/s]
 80%|███████▉  | 4307/5410 [20:07<04:42,  3.91it/s]
 80%|███████▉  | 4308/5410 [20:07<04:28,  4.10it/s]
 80%|███████▉  | 4309/5410 [20:07<04:36,  3.99it/s]
 80%|███████▉  | 4310/5410 [20:07<04:16,  4.30it/s]
 80%|███████▉  | 4311/5410 [20:08<04:01,  4.55it/s]
 80%|███████▉  | 4312/5410 [20:08<03:41,  4.96it/s]
 80%|███████▉  | 4313/5410 [20:08<04:41,  3.90it/s]
 80%|███████▉  | 4314/5410 [20:08<04:52,  3.74it/s]
 80%|███████▉  | 4315/5410 [20:09<04:39,  3.91it/s]
 80%|███████▉  | 4316/5410 [20:09<04:13,  4.32it/s]
 80%|███████▉  | 4317/5410 [20:09<04:14,  4.29it/s]
 80%|███████▉  | 4318/5410 [20:09<04:26,  4.10it/s]
 80%|███████▉  | 4319/5410 [20:10<04:47,  3.79it/s]
 80%|███████▉  | 4320/5410 [20:10<05:23,  3.37it/s]
 80%|███████▉  | 4321/5410 [20:10<05:43,  3.17it/s]
 80%|███████▉  | 4322/5410 [20:11<05:17,  3.42it/s]
 80%|███████▉  | 4323/5410 [20:11<05:59,  3.02it/s]
 80%|███████▉  | 4324/5410 [20:12<08:25,  2.15it/s]
 80%|███████▉  | 4325/5410 [20:12<07:37,  2.37it/s]
 80%|███████▉  | 4326/5410 [20:12<06:28,  2.79it/s]
 80%|███████▉  | 4327/5410 [20:13<06:21,  2.84it/s]
 80%|████████  | 4328/5410 [20:13<05:30,  3.27it/s][INFO|trainer.py:811] 2024-09-06 00:29:21,794 >> The following columns in the evaluation set don't have a corresponding argument in `RobertaForTokenClassification.forward` and have been ignored: tokens, ner_tags, id. If tokens, ner_tags, id are not expected by `RobertaForTokenClassification.forward`,  you can safely ignore this message.
[INFO|trainer.py:3819] 2024-09-06 00:29:21,796 >> 
***** Running Evaluation *****
[INFO|trainer.py:3821] 2024-09-06 00:29:21,796 >>   Num examples = 6810
[INFO|trainer.py:3824] 2024-09-06 00:29:21,797 >>   Batch size = 8
{'eval_loss': 1.4008890390396118, 'eval_precision': 0.09217297102103457, 'eval_recall': 0.9384191176470589, 'eval_f1': 0.16785861076859843, 'eval_accuracy': 0.7874071429552226, 'eval_runtime': 14.2845, 'eval_samples_per_second': 476.742, 'eval_steps_per_second': 59.645, 'epoch': 7.0}
{'loss': 0.0257, 'grad_norm': 0.7116318941116333, 'learning_rate': 1.3031423290203328e-05, 'epoch': 7.39}


  0%|          | 0/852 [00:00<?, ?it/s]

  1%|          | 10/852 [00:00<00:09, 92.78it/s]

  2%|▏         | 20/852 [00:00<00:09, 83.31it/s]

  3%|▎         | 29/852 [00:00<00:10, 81.86it/s]

  4%|▍         | 38/852 [00:00<00:10, 80.79it/s]

  6%|▌         | 47/852 [00:00<00:09, 81.93it/s]

  7%|▋         | 56/852 [00:00<00:09, 81.92it/s]

  8%|▊         | 65/852 [00:00<00:09, 80.95it/s]

  9%|▊         | 74/852 [00:00<00:09, 80.40it/s]

 10%|▉         | 83/852 [00:01<00:09, 80.92it/s]

 11%|█         | 92/852 [00:01<00:09, 81.16it/s]

 12%|█▏        | 101/852 [00:01<00:09, 80.74it/s]

 13%|█▎        | 110/852 [00:01<00:09, 80.76it/s]

 14%|█▍        | 119/852 [00:01<00:08, 81.55it/s]

 15%|█▌        | 128/852 [00:01<00:09, 78.62it/s]

 16%|█▌        | 137/852 [00:01<00:09, 78.12it/s]

 17%|█▋        | 146/852 [00:01<00:08, 78.93it/s]

 18%|█▊        | 154/852 [00:01<00:08, 78.50it/s]

 19%|█▉        | 163/852 [00:02<00:08, 79.77it/s]

 20%|██        | 172/852 [00:02<00:08, 80.26it/s]

 21%|██        | 181/852 [00:02<00:08, 79.95it/s]

 22%|██▏       | 190/852 [00:02<00:08, 80.72it/s]

 23%|██▎       | 199/852 [00:02<00:08, 80.72it/s]

 24%|██▍       | 208/852 [00:02<00:08, 79.34it/s]

 25%|██▌       | 216/852 [00:02<00:08, 79.32it/s]

 26%|██▋       | 224/852 [00:02<00:07, 79.08it/s]

 27%|██▋       | 233/852 [00:02<00:07, 80.65it/s]

 28%|██▊       | 242/852 [00:03<00:07, 77.62it/s]

 29%|██▉       | 251/852 [00:03<00:07, 78.86it/s]

 31%|███       | 260/852 [00:03<00:07, 80.43it/s]

 32%|███▏      | 269/852 [00:03<00:07, 80.66it/s]

 33%|███▎      | 278/852 [00:03<00:07, 81.45it/s]

 34%|███▎      | 287/852 [00:03<00:07, 80.57it/s]

 35%|███▍      | 296/852 [00:03<00:06, 80.45it/s]

 36%|███▌      | 305/852 [00:03<00:06, 80.32it/s]

 37%|███▋      | 314/852 [00:03<00:06, 78.23it/s]

 38%|███▊      | 323/852 [00:04<00:06, 78.72it/s]

 39%|███▉      | 331/852 [00:04<00:06, 78.80it/s]

 40%|███▉      | 339/852 [00:04<00:06, 78.88it/s]

 41%|████      | 347/852 [00:04<00:06, 79.10it/s]

 42%|████▏     | 355/852 [00:04<00:06, 77.69it/s]

 43%|████▎     | 363/852 [00:04<00:06, 78.19it/s]

 44%|████▎     | 371/852 [00:04<00:06, 78.52it/s]

 44%|████▍     | 379/852 [00:04<00:06, 78.65it/s]

 45%|████▌     | 387/852 [00:04<00:05, 77.89it/s]

 46%|████▋     | 396/852 [00:04<00:05, 78.69it/s]

 47%|████▋     | 404/852 [00:05<00:05, 75.91it/s]

 48%|████▊     | 412/852 [00:05<00:05, 77.00it/s]

 49%|████▉     | 420/852 [00:05<00:05, 77.63it/s]

 50%|█████     | 428/852 [00:05<00:05, 76.52it/s]

 51%|█████▏    | 437/852 [00:05<00:05, 78.18it/s]

 52%|█████▏    | 446/852 [00:05<00:05, 78.62it/s]

 53%|█████▎    | 455/852 [00:05<00:04, 79.64it/s]

 54%|█████▍    | 463/852 [00:05<00:04, 79.04it/s]

 55%|█████▌    | 471/852 [00:05<00:05, 74.39it/s]

 56%|█████▋    | 480/852 [00:06<00:04, 77.10it/s]

 57%|█████▋    | 488/852 [00:06<00:04, 77.41it/s]

 58%|█████▊    | 497/852 [00:06<00:04, 79.34it/s]

 59%|█████▉    | 506/852 [00:06<00:04, 80.61it/s]

 60%|██████    | 515/852 [00:06<00:04, 81.01it/s]

 62%|██████▏   | 524/852 [00:06<00:04, 79.63it/s]

 63%|██████▎   | 533/852 [00:06<00:03, 80.11it/s]

 64%|██████▎   | 542/852 [00:06<00:03, 80.43it/s]

 65%|██████▍   | 551/852 [00:06<00:03, 78.55it/s]

 66%|██████▌   | 560/852 [00:07<00:03, 79.58it/s]

 67%|██████▋   | 569/852 [00:07<00:03, 80.54it/s]

 68%|██████▊   | 578/852 [00:07<00:03, 79.82it/s]

 69%|██████▉   | 586/852 [00:07<00:03, 79.77it/s]

 70%|██████▉   | 595/852 [00:07<00:03, 80.49it/s]

 71%|███████   | 604/852 [00:07<00:03, 80.30it/s]

 72%|███████▏  | 613/852 [00:07<00:03, 78.29it/s]

 73%|███████▎  | 621/852 [00:07<00:02, 78.15it/s]

 74%|███████▍  | 629/852 [00:07<00:02, 76.69it/s]

 75%|███████▍  | 638/852 [00:08<00:02, 78.30it/s]

 76%|███████▌  | 646/852 [00:08<00:02, 76.01it/s]

 77%|███████▋  | 655/852 [00:08<00:02, 77.96it/s]

 78%|███████▊  | 663/852 [00:08<00:02, 78.13it/s]

 79%|███████▉  | 671/852 [00:08<00:02, 78.50it/s]

 80%|███████▉  | 680/852 [00:08<00:02, 78.88it/s]

 81%|████████  | 689/852 [00:08<00:02, 79.57it/s]

 82%|████████▏ | 698/852 [00:08<00:01, 80.28it/s]

 83%|████████▎ | 707/852 [00:08<00:01, 81.21it/s]

 84%|████████▍ | 716/852 [00:09<00:01, 81.10it/s]

 85%|████████▌ | 725/852 [00:09<00:01, 80.74it/s]

 86%|████████▌ | 734/852 [00:09<00:01, 81.60it/s]

 87%|████████▋ | 743/852 [00:09<00:01, 81.49it/s]

 88%|████████▊ | 752/852 [00:09<00:01, 81.95it/s]

 89%|████████▉ | 761/852 [00:09<00:01, 82.67it/s]

 90%|█████████ | 770/852 [00:09<00:01, 81.03it/s]

 91%|█████████▏| 779/852 [00:09<00:00, 80.70it/s]

 92%|█████████▏| 788/852 [00:09<00:00, 79.71it/s]

 94%|█████████▎| 797/852 [00:10<00:00, 80.19it/s]

 95%|█████████▍| 806/852 [00:10<00:00, 80.97it/s]

 96%|█████████▌| 815/852 [00:10<00:00, 79.59it/s]

 97%|█████████▋| 824/852 [00:10<00:00, 80.44it/s]

 98%|█████████▊| 833/852 [00:10<00:00, 81.08it/s]

 99%|█████████▉| 842/852 [00:10<00:00, 79.89it/s]

100%|█████████▉| 851/852 [00:10<00:00, 80.26it/s]/usr/local/lib/python3.10/dist-packages/seqeval/metrics/v1.py:57: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))

                                                   

                                                 

 80%|████████  | 4328/5410 [20:27<05:30,  3.27it/s]

100%|██████████| 852/852 [00:14<00:00, 80.26it/s]

                                                 [INFO|trainer.py:3503] 2024-09-06 00:29:36,350 >> Saving model checkpoint to /content/dissertation/scripts/ner/output/checkpoint-4328
[INFO|configuration_utils.py:472] 2024-09-06 00:29:36,352 >> Configuration saved in /content/dissertation/scripts/ner/output/checkpoint-4328/config.json
[INFO|modeling_utils.py:2799] 2024-09-06 00:29:37,738 >> Model weights saved in /content/dissertation/scripts/ner/output/checkpoint-4328/model.safetensors
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:29:37,739 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/checkpoint-4328/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:29:37,739 >> Special tokens file saved in /content/dissertation/scripts/ner/output/checkpoint-4328/special_tokens_map.json
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:29:40,058 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:29:40,059 >> Special tokens file saved in /content/dissertation/scripts/ner/output/special_tokens_map.json

 80%|████████  | 4329/5410 [20:32<1:44:27,  5.80s/it]
 80%|████████  | 4330/5410 [20:32<1:14:52,  4.16s/it]
 80%|████████  | 4331/5410 [20:32<53:35,  2.98s/it]  
 80%|████████  | 4332/5410 [20:32<38:36,  2.15s/it]
 80%|████████  | 4333/5410 [20:33<29:00,  1.62s/it]
 80%|████████  | 4334/5410 [20:33<22:11,  1.24s/it]
 80%|████████  | 4335/5410 [20:33<16:39,  1.08it/s]
 80%|████████  | 4336/5410 [20:34<13:04,  1.37it/s]
 80%|████████  | 4337/5410 [20:34<10:20,  1.73it/s]
 80%|████████  | 4338/5410 [20:34<08:29,  2.11it/s]
 80%|████████  | 4339/5410 [20:34<07:24,  2.41it/s]
 80%|████████  | 4340/5410 [20:34<06:25,  2.77it/s]
 80%|████████  | 4341/5410 [20:35<05:57,  2.99it/s]
 80%|████████  | 4342/5410 [20:35<05:45,  3.09it/s]
 80%|████████  | 4343/5410 [20:35<05:00,  3.55it/s]
 80%|████████  | 4344/5410 [20:36<05:06,  3.48it/s]
 80%|████████  | 4345/5410 [20:36<05:07,  3.46it/s]
 80%|████████  | 4346/5410 [20:36<04:57,  3.57it/s]
 80%|████████  | 4347/5410 [20:36<04:25,  4.01it/s]
 80%|████████  | 4348/5410 [20:36<04:05,  4.33it/s]
 80%|████████  | 4349/5410 [20:37<04:46,  3.71it/s]
 80%|████████  | 4350/5410 [20:37<05:17,  3.34it/s]
 80%|████████  | 4351/5410 [20:37<04:39,  3.79it/s]
 80%|████████  | 4352/5410 [20:38<04:37,  3.81it/s]
 80%|████████  | 4353/5410 [20:38<04:26,  3.96it/s]
 80%|████████  | 4354/5410 [20:38<04:06,  4.28it/s]
 80%|████████  | 4355/5410 [20:38<03:56,  4.46it/s]
 81%|████████  | 4356/5410 [20:39<04:26,  3.96it/s]
 81%|████████  | 4357/5410 [20:39<04:07,  4.25it/s]
 81%|████████  | 4358/5410 [20:39<04:06,  4.27it/s]
 81%|████████  | 4359/5410 [20:39<04:17,  4.08it/s]
 81%|████████  | 4360/5410 [20:39<04:16,  4.09it/s]
 81%|████████  | 4361/5410 [20:40<04:09,  4.21it/s]
 81%|████████  | 4362/5410 [20:40<03:49,  4.57it/s]
 81%|████████  | 4363/5410 [20:40<03:44,  4.67it/s]
 81%|████████  | 4364/5410 [20:40<03:52,  4.49it/s]
 81%|████████  | 4365/5410 [20:41<03:58,  4.39it/s]
 81%|████████  | 4366/5410 [20:41<03:44,  4.65it/s]
 81%|████████  | 4367/5410 [20:41<03:46,  4.61it/s]
 81%|████████  | 4368/5410 [20:41<04:01,  4.32it/s]
 81%|████████  | 4369/5410 [20:42<04:18,  4.02it/s]
 81%|████████  | 4370/5410 [20:42<04:23,  3.94it/s]
 81%|████████  | 4371/5410 [20:42<04:31,  3.83it/s]
 81%|████████  | 4372/5410 [20:42<04:41,  3.69it/s]
 81%|████████  | 4373/5410 [20:43<04:29,  3.85it/s]
 81%|████████  | 4374/5410 [20:43<04:11,  4.12it/s]
 81%|████████  | 4375/5410 [20:43<04:06,  4.20it/s]
 81%|████████  | 4376/5410 [20:43<03:55,  4.40it/s]
 81%|████████  | 4377/5410 [20:43<03:54,  4.40it/s]
 81%|████████  | 4378/5410 [20:44<04:31,  3.80it/s]
 81%|████████  | 4379/5410 [20:44<04:09,  4.13it/s]
 81%|████████  | 4380/5410 [20:44<04:15,  4.03it/s]
 81%|████████  | 4381/5410 [20:44<04:02,  4.24it/s]
 81%|████████  | 4382/5410 [20:45<04:01,  4.25it/s]
 81%|████████  | 4383/5410 [20:45<03:52,  4.41it/s]
 81%|████████  | 4384/5410 [20:45<03:50,  4.46it/s]
 81%|████████  | 4385/5410 [20:45<03:41,  4.63it/s]
 81%|████████  | 4386/5410 [20:46<03:38,  4.68it/s]
 81%|████████  | 4387/5410 [20:46<03:27,  4.93it/s]
 81%|████████  | 4388/5410 [20:46<03:35,  4.74it/s]
 81%|████████  | 4389/5410 [20:46<03:33,  4.78it/s]
 81%|████████  | 4390/5410 [20:46<03:44,  4.54it/s]
 81%|████████  | 4391/5410 [20:47<03:29,  4.85it/s]
 81%|████████  | 4392/5410 [20:47<03:21,  5.05it/s]
 81%|████████  | 4393/5410 [20:47<03:19,  5.10it/s]
 81%|████████  | 4394/5410 [20:47<03:48,  4.45it/s]
 81%|████████  | 4395/5410 [20:47<03:27,  4.89it/s]
 81%|████████▏ | 4396/5410 [20:48<03:19,  5.09it/s]
 81%|████████▏ | 4397/5410 [20:48<03:07,  5.41it/s]
 81%|████████▏ | 4398/5410 [20:48<03:26,  4.91it/s]
 81%|████████▏ | 4399/5410 [20:48<03:22,  4.98it/s]
 81%|████████▏ | 4400/5410 [20:48<03:18,  5.09it/s]
 81%|████████▏ | 4401/5410 [20:49<03:23,  4.95it/s]
 81%|████████▏ | 4402/5410 [20:49<03:47,  4.43it/s]
 81%|████████▏ | 4403/5410 [20:49<03:48,  4.41it/s]
 81%|████████▏ | 4404/5410 [20:49<03:56,  4.25it/s]
 81%|████████▏ | 4405/5410 [20:50<03:49,  4.38it/s]
 81%|████████▏ | 4406/5410 [20:50<03:51,  4.34it/s]
 81%|████████▏ | 4407/5410 [20:50<04:03,  4.12it/s]
 81%|████████▏ | 4408/5410 [20:50<03:51,  4.33it/s]
 81%|████████▏ | 4409/5410 [20:51<04:28,  3.72it/s]
 82%|████████▏ | 4410/5410 [20:51<04:28,  3.73it/s]
 82%|████████▏ | 4411/5410 [20:51<03:56,  4.22it/s]
 82%|████████▏ | 4412/5410 [20:51<03:36,  4.60it/s]
 82%|████████▏ | 4413/5410 [20:52<04:07,  4.03it/s]
 82%|████████▏ | 4414/5410 [20:52<04:05,  4.05it/s]
 82%|████████▏ | 4415/5410 [20:52<04:20,  3.82it/s]
 82%|████████▏ | 4416/5410 [20:52<04:53,  3.39it/s]
 82%|████████▏ | 4417/5410 [20:53<05:01,  3.30it/s]
 82%|████████▏ | 4418/5410 [20:53<04:41,  3.53it/s]
 82%|████████▏ | 4419/5410 [20:53<05:07,  3.23it/s]
 82%|████████▏ | 4420/5410 [20:54<04:43,  3.49it/s]
 82%|████████▏ | 4421/5410 [20:54<05:11,  3.18it/s]
 82%|████████▏ | 4422/5410 [20:54<05:19,  3.09it/s]
 82%|████████▏ | 4423/5410 [20:55<05:31,  2.98it/s]
 82%|████████▏ | 4424/5410 [20:55<05:23,  3.05it/s]
 82%|████████▏ | 4425/5410 [20:55<05:29,  2.99it/s]
 82%|████████▏ | 4426/5410 [20:56<04:53,  3.35it/s]
 82%|████████▏ | 4427/5410 [20:56<04:33,  3.59it/s]
 82%|████████▏ | 4428/5410 [20:56<04:20,  3.77it/s]
 82%|████████▏ | 4429/5410 [20:56<04:16,  3.83it/s]
 82%|████████▏ | 4430/5410 [20:56<03:55,  4.15it/s]
 82%|████████▏ | 4431/5410 [20:57<04:03,  4.02it/s]
 82%|████████▏ | 4432/5410 [20:57<03:46,  4.32it/s]
 82%|████████▏ | 4433/5410 [20:57<03:49,  4.26it/s]
 82%|████████▏ | 4434/5410 [20:57<03:49,  4.25it/s]
 82%|████████▏ | 4435/5410 [20:58<03:29,  4.65it/s]
 82%|████████▏ | 4436/5410 [20:58<03:46,  4.29it/s]
 82%|████████▏ | 4437/5410 [20:58<05:05,  3.19it/s]
 82%|████████▏ | 4438/5410 [20:59<04:35,  3.53it/s]
 82%|████████▏ | 4439/5410 [20:59<04:26,  3.64it/s]
 82%|████████▏ | 4440/5410 [20:59<04:26,  3.64it/s]
 82%|████████▏ | 4441/5410 [20:59<04:32,  3.56it/s]
 82%|████████▏ | 4442/5410 [21:00<04:16,  3.77it/s]
 82%|████████▏ | 4443/5410 [21:00<04:27,  3.62it/s]
 82%|████████▏ | 4444/5410 [21:00<04:07,  3.91it/s]
 82%|████████▏ | 4445/5410 [21:00<03:45,  4.29it/s]
 82%|████████▏ | 4446/5410 [21:01<04:14,  3.79it/s]
 82%|████████▏ | 4447/5410 [21:01<03:49,  4.20it/s]
 82%|████████▏ | 4448/5410 [21:01<03:29,  4.60it/s]
 82%|████████▏ | 4449/5410 [21:01<03:38,  4.40it/s]
 82%|████████▏ | 4450/5410 [21:01<03:40,  4.36it/s]
 82%|████████▏ | 4451/5410 [21:02<03:42,  4.31it/s]
 82%|████████▏ | 4452/5410 [21:02<03:45,  4.26it/s]
 82%|████████▏ | 4453/5410 [21:02<03:29,  4.56it/s]
 82%|████████▏ | 4454/5410 [21:02<03:26,  4.64it/s]
 82%|████████▏ | 4455/5410 [21:03<03:40,  4.33it/s]
 82%|████████▏ | 4456/5410 [21:03<03:37,  4.39it/s]
 82%|████████▏ | 4457/5410 [21:03<03:52,  4.09it/s]
 82%|████████▏ | 4458/5410 [21:03<03:56,  4.03it/s]
 82%|████████▏ | 4459/5410 [21:04<03:54,  4.06it/s]
 82%|████████▏ | 4460/5410 [21:04<04:24,  3.60it/s]
 82%|████████▏ | 4461/5410 [21:04<04:37,  3.42it/s]
 82%|████████▏ | 4462/5410 [21:05<04:24,  3.59it/s]
 82%|████████▏ | 4463/5410 [21:05<04:05,  3.86it/s]
 83%|████████▎ | 4464/5410 [21:05<03:47,  4.16it/s]
 83%|████████▎ | 4465/5410 [21:05<03:49,  4.11it/s]
 83%|████████▎ | 4466/5410 [21:05<03:48,  4.13it/s]
 83%|████████▎ | 4467/5410 [21:06<04:09,  3.79it/s]
 83%|████████▎ | 4468/5410 [21:06<03:59,  3.94it/s]
 83%|████████▎ | 4469/5410 [21:06<03:53,  4.03it/s]
 83%|████████▎ | 4470/5410 [21:06<03:43,  4.21it/s]
 83%|████████▎ | 4471/5410 [21:07<03:32,  4.41it/s]
 83%|████████▎ | 4472/5410 [21:07<03:24,  4.58it/s]
 83%|████████▎ | 4473/5410 [21:07<03:24,  4.59it/s]
 83%|████████▎ | 4474/5410 [21:07<03:19,  4.70it/s]
 83%|████████▎ | 4475/5410 [21:08<03:52,  4.02it/s]
 83%|████████▎ | 4476/5410 [21:08<04:13,  3.69it/s]
 83%|████████▎ | 4477/5410 [21:08<04:03,  3.84it/s]
 83%|████████▎ | 4478/5410 [21:08<03:58,  3.91it/s]
 83%|████████▎ | 4479/5410 [21:09<03:43,  4.17it/s]
 83%|████████▎ | 4480/5410 [21:09<03:29,  4.44it/s]
 83%|████████▎ | 4481/5410 [21:09<03:12,  4.84it/s]
 83%|████████▎ | 4482/5410 [21:09<03:18,  4.67it/s]
 83%|████████▎ | 4483/5410 [21:09<03:15,  4.74it/s]
 83%|████████▎ | 4484/5410 [21:10<03:40,  4.21it/s]
 83%|████████▎ | 4485/5410 [21:10<03:44,  4.12it/s]
 83%|████████▎ | 4486/5410 [21:10<03:49,  4.02it/s]
 83%|████████▎ | 4487/5410 [21:10<03:38,  4.23it/s]
 83%|████████▎ | 4488/5410 [21:11<03:35,  4.27it/s]
 83%|████████▎ | 4489/5410 [21:11<03:50,  3.99it/s]
 83%|████████▎ | 4490/5410 [21:11<03:44,  4.10it/s]
 83%|████████▎ | 4491/5410 [21:11<03:30,  4.37it/s]
 83%|████████▎ | 4492/5410 [21:12<03:38,  4.19it/s]
 83%|████████▎ | 4493/5410 [21:12<03:19,  4.59it/s]
 83%|████████▎ | 4494/5410 [21:12<03:16,  4.67it/s]
 83%|████████▎ | 4495/5410 [21:12<03:11,  4.78it/s]
 83%|████████▎ | 4496/5410 [21:12<03:10,  4.79it/s]
 83%|████████▎ | 4497/5410 [21:13<03:47,  4.01it/s]
 83%|████████▎ | 4498/5410 [21:13<03:58,  3.82it/s]
 83%|████████▎ | 4499/5410 [21:13<03:43,  4.08it/s]
 83%|████████▎ | 4500/5410 [21:14<03:48,  3.98it/s]
                                                   

 83%|████████▎ | 4500/5410 [21:14<03:48,  3.98it/s]
 83%|████████▎ | 4501/5410 [21:14<03:50,  3.94it/s]
 83%|████████▎ | 4502/5410 [21:14<03:45,  4.03it/s]
 83%|████████▎ | 4503/5410 [21:14<03:22,  4.47it/s]
 83%|████████▎ | 4504/5410 [21:14<03:18,  4.56it/s]
 83%|████████▎ | 4505/5410 [21:15<03:14,  4.65it/s]
 83%|████████▎ | 4506/5410 [21:15<03:23,  4.44it/s]
 83%|████████▎ | 4507/5410 [21:15<03:19,  4.53it/s]
 83%|████████▎ | 4508/5410 [21:15<03:05,  4.87it/s]
 83%|████████▎ | 4509/5410 [21:16<03:26,  4.36it/s]
 83%|████████▎ | 4510/5410 [21:16<03:19,  4.50it/s]
 83%|████████▎ | 4511/5410 [21:16<03:35,  4.18it/s]
 83%|████████▎ | 4512/5410 [21:16<03:20,  4.49it/s]
 83%|████████▎ | 4513/5410 [21:16<03:26,  4.34it/s]
 83%|████████▎ | 4514/5410 [21:17<03:37,  4.13it/s]
 83%|████████▎ | 4515/5410 [21:17<03:39,  4.08it/s]
 83%|████████▎ | 4516/5410 [21:17<03:38,  4.09it/s]
 83%|████████▎ | 4517/5410 [21:18<04:03,  3.67it/s]
 84%|████████▎ | 4518/5410 [21:18<03:47,  3.93it/s]
 84%|████████▎ | 4519/5410 [21:18<03:43,  3.98it/s]
 84%|████████▎ | 4520/5410 [21:18<03:41,  4.02it/s]
 84%|████████▎ | 4521/5410 [21:19<04:46,  3.10it/s]
 84%|████████▎ | 4522/5410 [21:19<04:19,  3.42it/s]
 84%|████████▎ | 4523/5410 [21:19<04:03,  3.65it/s]
 84%|████████▎ | 4524/5410 [21:19<03:55,  3.77it/s]
 84%|████████▎ | 4525/5410 [21:20<03:58,  3.72it/s]
 84%|████████▎ | 4526/5410 [21:20<04:16,  3.45it/s]
 84%|████████▎ | 4527/5410 [21:20<03:55,  3.74it/s]
 84%|████████▎ | 4528/5410 [21:20<03:33,  4.12it/s]
 84%|████████▎ | 4529/5410 [21:21<03:27,  4.25it/s]
 84%|████████▎ | 4530/5410 [21:21<03:08,  4.66it/s]
 84%|████████▍ | 4531/5410 [21:21<03:12,  4.56it/s]
 84%|████████▍ | 4532/5410 [21:21<03:03,  4.80it/s]
 84%|████████▍ | 4533/5410 [21:21<02:55,  4.99it/s]
 84%|████████▍ | 4534/5410 [21:22<03:13,  4.52it/s]
 84%|████████▍ | 4535/5410 [21:22<03:12,  4.54it/s]
 84%|████████▍ | 4536/5410 [21:22<03:10,  4.60it/s]
 84%|████████▍ | 4537/5410 [21:22<03:24,  4.26it/s]
 84%|████████▍ | 4538/5410 [21:23<03:20,  4.36it/s]
 84%|████████▍ | 4539/5410 [21:23<03:01,  4.81it/s]
 84%|████████▍ | 4540/5410 [21:23<03:02,  4.77it/s]
 84%|████████▍ | 4541/5410 [21:23<03:03,  4.73it/s]
 84%|████████▍ | 4542/5410 [21:23<03:03,  4.73it/s]
 84%|████████▍ | 4543/5410 [21:24<02:49,  5.10it/s]
 84%|████████▍ | 4544/5410 [21:24<02:46,  5.19it/s]
 84%|████████▍ | 4545/5410 [21:24<02:40,  5.38it/s]
 84%|████████▍ | 4546/5410 [21:24<02:34,  5.59it/s]
 84%|████████▍ | 4547/5410 [21:24<02:48,  5.14it/s]
 84%|████████▍ | 4548/5410 [21:25<03:20,  4.30it/s]
 84%|████████▍ | 4549/5410 [21:25<03:06,  4.61it/s]
 84%|████████▍ | 4550/5410 [21:25<03:11,  4.49it/s]
 84%|████████▍ | 4551/5410 [21:25<03:15,  4.40it/s]
 84%|████████▍ | 4552/5410 [21:26<03:12,  4.45it/s]
 84%|████████▍ | 4553/5410 [21:26<03:38,  3.92it/s]
 84%|████████▍ | 4554/5410 [21:26<03:43,  3.83it/s]
 84%|████████▍ | 4555/5410 [21:26<03:18,  4.32it/s]
 84%|████████▍ | 4556/5410 [21:27<03:29,  4.07it/s]
 84%|████████▍ | 4557/5410 [21:27<04:08,  3.43it/s]
 84%|████████▍ | 4558/5410 [21:27<03:49,  3.72it/s]
 84%|████████▍ | 4559/5410 [21:28<04:13,  3.36it/s]
 84%|████████▍ | 4560/5410 [21:28<03:57,  3.57it/s]
 84%|████████▍ | 4561/5410 [21:28<03:49,  3.70it/s]
 84%|████████▍ | 4562/5410 [21:29<05:07,  2.76it/s]
 84%|████████▍ | 4563/5410 [21:29<04:30,  3.14it/s]
 84%|████████▍ | 4564/5410 [21:29<04:38,  3.04it/s]
 84%|████████▍ | 4565/5410 [21:29<03:51,  3.64it/s]
 84%|████████▍ | 4566/5410 [21:30<03:50,  3.67it/s]
 84%|████████▍ | 4567/5410 [21:30<03:38,  3.86it/s]
 84%|████████▍ | 4568/5410 [21:30<03:29,  4.03it/s]
 84%|████████▍ | 4569/5410 [21:30<03:22,  4.16it/s]
 84%|████████▍ | 4570/5410 [21:30<03:18,  4.22it/s]
 84%|████████▍ | 4571/5410 [21:31<03:30,  3.99it/s]
 85%|████████▍ | 4572/5410 [21:31<03:22,  4.14it/s]
 85%|████████▍ | 4573/5410 [21:31<03:33,  3.93it/s]
 85%|████████▍ | 4574/5410 [21:31<03:24,  4.09it/s]
 85%|████████▍ | 4575/5410 [21:32<03:33,  3.91it/s]
 85%|████████▍ | 4576/5410 [21:32<03:11,  4.35it/s]
 85%|████████▍ | 4577/5410 [21:32<03:02,  4.56it/s]
 85%|████████▍ | 4578/5410 [21:33<03:46,  3.68it/s]
 85%|████████▍ | 4579/5410 [21:33<03:24,  4.07it/s]
 85%|████████▍ | 4580/5410 [21:33<03:19,  4.15it/s]
 85%|████████▍ | 4581/5410 [21:33<03:26,  4.01it/s]
 85%|████████▍ | 4582/5410 [21:33<03:26,  4.01it/s]
 85%|████████▍ | 4583/5410 [21:34<03:08,  4.38it/s]
 85%|████████▍ | 4584/5410 [21:34<03:06,  4.42it/s]
 85%|████████▍ | 4585/5410 [21:34<03:01,  4.53it/s]
 85%|████████▍ | 4586/5410 [21:34<02:59,  4.59it/s]
 85%|████████▍ | 4587/5410 [21:35<03:22,  4.07it/s]
 85%|████████▍ | 4588/5410 [21:35<03:43,  3.67it/s]
 85%|████████▍ | 4589/5410 [21:35<03:33,  3.85it/s]
 85%|████████▍ | 4590/5410 [21:35<03:30,  3.90it/s]
 85%|████████▍ | 4591/5410 [21:36<03:39,  3.72it/s]
 85%|████████▍ | 4592/5410 [21:36<03:25,  3.98it/s]
 85%|████████▍ | 4593/5410 [21:36<03:19,  4.10it/s]
 85%|████████▍ | 4594/5410 [21:36<03:14,  4.19it/s]
 85%|████████▍ | 4595/5410 [21:37<03:15,  4.18it/s]
 85%|████████▍ | 4596/5410 [21:37<03:05,  4.38it/s]
 85%|████████▍ | 4597/5410 [21:37<02:53,  4.68it/s]
 85%|████████▍ | 4598/5410 [21:37<02:45,  4.90it/s]
 85%|████████▌ | 4599/5410 [21:37<03:00,  4.50it/s]
 85%|████████▌ | 4600/5410 [21:38<02:51,  4.73it/s]
 85%|████████▌ | 4601/5410 [21:38<03:05,  4.37it/s]
 85%|████████▌ | 4602/5410 [21:38<02:59,  4.50it/s]
 85%|████████▌ | 4603/5410 [21:38<02:49,  4.76it/s]
 85%|████████▌ | 4604/5410 [21:38<02:43,  4.93it/s]
 85%|████████▌ | 4605/5410 [21:39<03:13,  4.17it/s]
 85%|████████▌ | 4606/5410 [21:39<03:38,  3.69it/s]
 85%|████████▌ | 4607/5410 [21:39<03:23,  3.94it/s]
 85%|████████▌ | 4608/5410 [21:40<03:15,  4.11it/s]
 85%|████████▌ | 4609/5410 [21:40<03:07,  4.28it/s]
 85%|████████▌ | 4610/5410 [21:40<03:37,  3.69it/s]
 85%|████████▌ | 4611/5410 [21:40<03:19,  4.01it/s]
 85%|████████▌ | 4612/5410 [21:41<03:12,  4.15it/s]
 85%|████████▌ | 4613/5410 [21:41<03:23,  3.92it/s]
 85%|████████▌ | 4614/5410 [21:41<03:51,  3.44it/s]
 85%|████████▌ | 4615/5410 [21:41<03:39,  3.62it/s]
 85%|████████▌ | 4616/5410 [21:42<05:17,  2.50it/s]
 85%|████████▌ | 4617/5410 [21:42<04:34,  2.89it/s]
 85%|████████▌ | 4618/5410 [21:43<04:03,  3.25it/s]
 85%|████████▌ | 4619/5410 [21:43<03:49,  3.45it/s]
 85%|████████▌ | 4620/5410 [21:44<05:47,  2.27it/s]
 85%|████████▌ | 4621/5410 [21:44<05:14,  2.51it/s]
 85%|████████▌ | 4622/5410 [21:44<04:21,  3.02it/s]
 85%|████████▌ | 4623/5410 [21:44<03:48,  3.44it/s]
 85%|████████▌ | 4624/5410 [21:45<03:34,  3.66it/s]
 85%|████████▌ | 4625/5410 [21:45<03:28,  3.77it/s]
 86%|████████▌ | 4626/5410 [21:45<03:15,  4.01it/s]
 86%|████████▌ | 4627/5410 [21:45<03:05,  4.22it/s]
 86%|████████▌ | 4628/5410 [21:45<03:13,  4.03it/s]
 86%|████████▌ | 4629/5410 [21:46<03:10,  4.09it/s]
 86%|████████▌ | 4630/5410 [21:46<03:04,  4.23it/s]
 86%|████████▌ | 4631/5410 [21:46<02:51,  4.54it/s]
 86%|████████▌ | 4632/5410 [21:46<02:54,  4.45it/s]
 86%|████████▌ | 4633/5410 [21:47<02:49,  4.59it/s]
 86%|████████▌ | 4634/5410 [21:47<02:58,  4.34it/s]
 86%|████████▌ | 4635/5410 [21:47<02:48,  4.59it/s]
 86%|████████▌ | 4636/5410 [21:47<02:37,  4.91it/s]
 86%|████████▌ | 4637/5410 [21:47<02:45,  4.66it/s]
 86%|████████▌ | 4638/5410 [21:48<02:51,  4.50it/s]
 86%|████████▌ | 4639/5410 [21:48<02:55,  4.40it/s]
 86%|████████▌ | 4640/5410 [21:48<02:46,  4.62it/s]
 86%|████████▌ | 4641/5410 [21:48<02:57,  4.32it/s]
 86%|████████▌ | 4642/5410 [21:49<02:58,  4.30it/s]
 86%|████████▌ | 4643/5410 [21:49<02:57,  4.32it/s]
 86%|████████▌ | 4644/5410 [21:49<02:58,  4.29it/s]
 86%|████████▌ | 4645/5410 [21:49<03:01,  4.21it/s]
 86%|████████▌ | 4646/5410 [21:50<02:57,  4.30it/s]
 86%|████████▌ | 4647/5410 [21:50<03:03,  4.16it/s]
 86%|████████▌ | 4648/5410 [21:50<02:57,  4.30it/s]
 86%|████████▌ | 4649/5410 [21:50<02:46,  4.58it/s]
 86%|████████▌ | 4650/5410 [21:50<02:58,  4.26it/s]
 86%|████████▌ | 4651/5410 [21:51<03:00,  4.21it/s]
 86%|████████▌ | 4652/5410 [21:51<03:09,  4.00it/s]
 86%|████████▌ | 4653/5410 [21:51<02:52,  4.39it/s]
 86%|████████▌ | 4654/5410 [21:51<02:43,  4.63it/s]
 86%|████████▌ | 4655/5410 [21:52<02:47,  4.51it/s]
 86%|████████▌ | 4656/5410 [21:52<02:50,  4.41it/s]
 86%|████████▌ | 4657/5410 [21:52<02:45,  4.56it/s]
 86%|████████▌ | 4658/5410 [21:52<02:59,  4.19it/s]
 86%|████████▌ | 4659/5410 [21:53<02:58,  4.20it/s]
 86%|████████▌ | 4660/5410 [21:53<02:50,  4.41it/s]
 86%|████████▌ | 4661/5410 [21:53<02:50,  4.39it/s]
 86%|████████▌ | 4662/5410 [21:53<02:50,  4.39it/s]
 86%|████████▌ | 4663/5410 [21:53<02:43,  4.58it/s]
 86%|████████▌ | 4664/5410 [21:54<02:45,  4.51it/s]
 86%|████████▌ | 4665/5410 [21:54<02:40,  4.66it/s]
 86%|████████▌ | 4666/5410 [21:54<02:33,  4.86it/s]
 86%|████████▋ | 4667/5410 [21:54<02:35,  4.77it/s]
 86%|████████▋ | 4668/5410 [21:54<02:51,  4.33it/s]
 86%|████████▋ | 4669/5410 [21:55<02:57,  4.18it/s]
 86%|████████▋ | 4670/5410 [21:55<03:13,  3.82it/s]
 86%|████████▋ | 4671/5410 [21:55<02:53,  4.27it/s]
 86%|████████▋ | 4672/5410 [21:55<02:53,  4.24it/s]
 86%|████████▋ | 4673/5410 [21:56<02:52,  4.27it/s]
 86%|████████▋ | 4674/5410 [21:56<03:04,  3.99it/s]
 86%|████████▋ | 4675/5410 [21:56<03:03,  4.01it/s]
 86%|████████▋ | 4676/5410 [21:56<02:49,  4.32it/s]
 86%|████████▋ | 4677/5410 [21:57<02:53,  4.23it/s]
 86%|████████▋ | 4678/5410 [21:57<02:41,  4.52it/s]
 86%|████████▋ | 4679/5410 [21:57<02:50,  4.29it/s]
 87%|████████▋ | 4680/5410 [21:57<02:57,  4.11it/s]
 87%|████████▋ | 4681/5410 [21:58<02:57,  4.10it/s]
 87%|████████▋ | 4682/5410 [21:58<02:52,  4.21it/s]
 87%|████████▋ | 4683/5410 [21:58<03:10,  3.82it/s]
 87%|████████▋ | 4684/5410 [21:58<03:19,  3.64it/s]
 87%|████████▋ | 4685/5410 [21:59<03:10,  3.81it/s]
 87%|████████▋ | 4686/5410 [21:59<02:59,  4.03it/s]
 87%|████████▋ | 4687/5410 [21:59<02:47,  4.32it/s]
 87%|████████▋ | 4688/5410 [21:59<02:43,  4.41it/s]
 87%|████████▋ | 4689/5410 [22:00<02:35,  4.64it/s]
 87%|████████▋ | 4690/5410 [22:00<02:39,  4.52it/s]
 87%|████████▋ | 4691/5410 [22:00<03:02,  3.94it/s]
 87%|████████▋ | 4692/5410 [22:00<03:19,  3.59it/s]
 87%|████████▋ | 4693/5410 [22:01<03:02,  3.93it/s]
 87%|████████▋ | 4694/5410 [22:01<02:50,  4.19it/s]
 87%|████████▋ | 4695/5410 [22:01<02:45,  4.31it/s]
 87%|████████▋ | 4696/5410 [22:01<02:36,  4.55it/s]
 87%|████████▋ | 4697/5410 [22:01<02:42,  4.38it/s]
 87%|████████▋ | 4698/5410 [22:02<02:40,  4.42it/s]
 87%|████████▋ | 4699/5410 [22:02<02:51,  4.14it/s]
 87%|████████▋ | 4700/5410 [22:02<03:01,  3.92it/s]
 87%|████████▋ | 4701/5410 [22:03<02:58,  3.98it/s]
 87%|████████▋ | 4702/5410 [22:03<02:47,  4.23it/s]
 87%|████████▋ | 4703/5410 [22:03<02:48,  4.19it/s]
 87%|████████▋ | 4704/5410 [22:03<02:35,  4.53it/s]
 87%|████████▋ | 4705/5410 [22:03<02:29,  4.72it/s]
 87%|████████▋ | 4706/5410 [22:04<02:21,  4.99it/s]
 87%|████████▋ | 4707/5410 [22:04<02:23,  4.90it/s]
 87%|████████▋ | 4708/5410 [22:04<02:29,  4.71it/s]
 87%|████████▋ | 4709/5410 [22:04<02:23,  4.89it/s]
 87%|████████▋ | 4710/5410 [22:05<03:02,  3.84it/s]
 87%|████████▋ | 4711/5410 [22:05<03:23,  3.43it/s]
 87%|████████▋ | 4712/5410 [22:05<03:36,  3.22it/s]
 87%|████████▋ | 4713/5410 [22:05<03:11,  3.63it/s]
 87%|████████▋ | 4714/5410 [22:06<03:00,  3.86it/s]
 87%|████████▋ | 4715/5410 [22:06<03:27,  3.35it/s]
 87%|████████▋ | 4716/5410 [22:06<03:32,  3.27it/s]
 87%|████████▋ | 4717/5410 [22:07<03:11,  3.62it/s]
 87%|████████▋ | 4718/5410 [22:07<03:00,  3.84it/s]
 87%|████████▋ | 4719/5410 [22:07<03:25,  3.36it/s]
 87%|████████▋ | 4720/5410 [22:07<03:22,  3.40it/s]
 87%|████████▋ | 4721/5410 [22:08<03:11,  3.61it/s]
 87%|████████▋ | 4722/5410 [22:08<02:57,  3.87it/s]
 87%|████████▋ | 4723/5410 [22:08<03:53,  2.95it/s]
 87%|████████▋ | 4724/5410 [22:09<04:08,  2.76it/s]
 87%|████████▋ | 4725/5410 [22:09<03:35,  3.18it/s]
 87%|████████▋ | 4726/5410 [22:09<03:16,  3.49it/s]
 87%|████████▋ | 4727/5410 [22:10<03:00,  3.78it/s]
 87%|████████▋ | 4728/5410 [22:10<02:53,  3.92it/s]
 87%|████████▋ | 4729/5410 [22:10<02:58,  3.81it/s]
 87%|████████▋ | 4730/5410 [22:10<02:55,  3.87it/s]
 87%|████████▋ | 4731/5410 [22:10<02:41,  4.20it/s]
 87%|████████▋ | 4732/5410 [22:11<03:20,  3.39it/s]
 87%|████████▋ | 4733/5410 [22:11<03:14,  3.48it/s]
 88%|████████▊ | 4734/5410 [22:11<02:57,  3.80it/s]
 88%|████████▊ | 4735/5410 [22:12<02:58,  3.78it/s]
 88%|████████▊ | 4736/5410 [22:12<02:45,  4.06it/s]
 88%|████████▊ | 4737/5410 [22:12<02:35,  4.33it/s]
 88%|████████▊ | 4738/5410 [22:13<04:20,  2.58it/s]
 88%|████████▊ | 4739/5410 [22:13<03:38,  3.07it/s]
 88%|████████▊ | 4740/5410 [22:13<03:17,  3.40it/s]
 88%|████████▊ | 4741/5410 [22:14<03:22,  3.30it/s]
 88%|████████▊ | 4742/5410 [22:14<03:15,  3.41it/s]
 88%|████████▊ | 4743/5410 [22:14<03:03,  3.63it/s]
 88%|████████▊ | 4744/5410 [22:14<02:58,  3.73it/s]
 88%|████████▊ | 4745/5410 [22:14<02:48,  3.96it/s]
 88%|████████▊ | 4746/5410 [22:15<02:41,  4.12it/s]
 88%|████████▊ | 4747/5410 [22:15<02:28,  4.45it/s]
 88%|████████▊ | 4748/5410 [22:15<02:36,  4.23it/s]
 88%|████████▊ | 4749/5410 [22:16<03:14,  3.39it/s]
 88%|████████▊ | 4750/5410 [22:16<03:51,  2.85it/s]
 88%|████████▊ | 4751/5410 [22:16<03:50,  2.86it/s]
 88%|████████▊ | 4752/5410 [22:17<03:42,  2.96it/s]
 88%|████████▊ | 4753/5410 [22:17<03:37,  3.02it/s]
 88%|████████▊ | 4754/5410 [22:17<03:12,  3.41it/s]
 88%|████████▊ | 4755/5410 [22:18<03:17,  3.32it/s]
 88%|████████▊ | 4756/5410 [22:18<03:29,  3.12it/s]
 88%|████████▊ | 4757/5410 [22:18<03:01,  3.59it/s]
 88%|████████▊ | 4758/5410 [22:18<02:53,  3.76it/s]
 88%|████████▊ | 4759/5410 [22:19<03:10,  3.42it/s]
 88%|████████▊ | 4760/5410 [22:19<02:52,  3.78it/s]
 88%|████████▊ | 4761/5410 [22:19<02:55,  3.70it/s]
 88%|████████▊ | 4762/5410 [22:19<02:51,  3.79it/s]
 88%|████████▊ | 4763/5410 [22:20<03:12,  3.37it/s]
 88%|████████▊ | 4764/5410 [22:20<02:57,  3.64it/s]
 88%|████████▊ | 4765/5410 [22:20<02:44,  3.93it/s]
 88%|████████▊ | 4766/5410 [22:20<02:40,  4.01it/s]
 88%|████████▊ | 4767/5410 [22:21<02:40,  4.00it/s]
 88%|████████▊ | 4768/5410 [22:21<02:44,  3.89it/s]
 88%|████████▊ | 4769/5410 [22:21<02:37,  4.07it/s]
 88%|████████▊ | 4770/5410 [22:21<02:32,  4.19it/s]
 88%|████████▊ | 4771/5410 [22:22<02:27,  4.33it/s]
 88%|████████▊ | 4772/5410 [22:22<02:42,  3.92it/s]
 88%|████████▊ | 4773/5410 [22:22<02:49,  3.77it/s]
 88%|████████▊ | 4774/5410 [22:22<02:35,  4.08it/s]
 88%|████████▊ | 4775/5410 [22:23<02:48,  3.77it/s]
 88%|████████▊ | 4776/5410 [22:23<02:49,  3.74it/s]
 88%|████████▊ | 4777/5410 [22:23<02:36,  4.04it/s]
 88%|████████▊ | 4778/5410 [22:23<02:35,  4.07it/s]
 88%|████████▊ | 4779/5410 [22:24<03:58,  2.65it/s]
 88%|████████▊ | 4780/5410 [22:24<03:38,  2.88it/s]
 88%|████████▊ | 4781/5410 [22:25<03:33,  2.95it/s]
 88%|████████▊ | 4782/5410 [22:25<03:15,  3.21it/s]
 88%|████████▊ | 4783/5410 [22:25<03:16,  3.19it/s]
 88%|████████▊ | 4784/5410 [22:26<03:00,  3.46it/s]
 88%|████████▊ | 4785/5410 [22:26<02:37,  3.97it/s]
 88%|████████▊ | 4786/5410 [22:26<02:42,  3.83it/s]
 88%|████████▊ | 4787/5410 [22:26<02:34,  4.03it/s]
 89%|████████▊ | 4788/5410 [22:27<02:43,  3.79it/s]
 89%|████████▊ | 4789/5410 [22:27<02:36,  3.97it/s]
 89%|████████▊ | 4790/5410 [22:27<02:25,  4.26it/s]
 89%|████████▊ | 4791/5410 [22:27<02:32,  4.06it/s]
 89%|████████▊ | 4792/5410 [22:27<02:25,  4.25it/s]
 89%|████████▊ | 4793/5410 [22:28<02:22,  4.34it/s]
 89%|████████▊ | 4794/5410 [22:28<02:32,  4.05it/s]
 89%|████████▊ | 4795/5410 [22:28<02:27,  4.16it/s]
 89%|████████▊ | 4796/5410 [22:28<02:16,  4.50it/s]
 89%|████████▊ | 4797/5410 [22:29<02:32,  4.03it/s]
 89%|████████▊ | 4798/5410 [22:29<02:45,  3.71it/s]
 89%|████████▊ | 4799/5410 [22:29<02:54,  3.51it/s]
 89%|████████▊ | 4800/5410 [22:29<02:40,  3.79it/s]
 89%|████████▊ | 4801/5410 [22:30<02:25,  4.19it/s]
 89%|████████▉ | 4802/5410 [22:30<02:21,  4.29it/s]
 89%|████████▉ | 4803/5410 [22:30<02:25,  4.18it/s]
 89%|████████▉ | 4804/5410 [22:30<02:19,  4.33it/s]
 89%|████████▉ | 4805/5410 [22:31<02:20,  4.30it/s]
 89%|████████▉ | 4806/5410 [22:31<02:12,  4.56it/s]
 89%|████████▉ | 4807/5410 [22:31<02:04,  4.84it/s]
 89%|████████▉ | 4808/5410 [22:31<02:02,  4.90it/s]
 89%|████████▉ | 4809/5410 [22:31<02:10,  4.59it/s]
 89%|████████▉ | 4810/5410 [22:32<02:05,  4.78it/s]
 89%|████████▉ | 4811/5410 [22:32<02:36,  3.83it/s]
 89%|████████▉ | 4812/5410 [22:32<02:31,  3.96it/s]
 89%|████████▉ | 4813/5410 [22:32<02:25,  4.11it/s]
 89%|████████▉ | 4814/5410 [22:33<02:26,  4.07it/s]
 89%|████████▉ | 4815/5410 [22:33<02:25,  4.09it/s]
 89%|████████▉ | 4816/5410 [22:33<02:56,  3.36it/s]
 89%|████████▉ | 4817/5410 [22:34<02:45,  3.58it/s]
 89%|████████▉ | 4818/5410 [22:34<02:40,  3.69it/s]
 89%|████████▉ | 4819/5410 [22:34<02:38,  3.74it/s]
 89%|████████▉ | 4820/5410 [22:34<02:30,  3.91it/s]
 89%|████████▉ | 4821/5410 [22:35<02:24,  4.08it/s]
 89%|████████▉ | 4822/5410 [22:35<02:53,  3.39it/s]
 89%|████████▉ | 4823/5410 [22:35<02:29,  3.92it/s]
 89%|████████▉ | 4824/5410 [22:35<02:28,  3.94it/s]
 89%|████████▉ | 4825/5410 [22:36<02:28,  3.95it/s]
 89%|████████▉ | 4826/5410 [22:36<02:19,  4.20it/s]
 89%|████████▉ | 4827/5410 [22:36<02:19,  4.16it/s]
 89%|████████▉ | 4828/5410 [22:36<02:18,  4.20it/s]
 89%|████████▉ | 4829/5410 [22:36<02:10,  4.45it/s]
 89%|████████▉ | 4830/5410 [22:37<02:51,  3.37it/s]
 89%|████████▉ | 4831/5410 [22:37<02:36,  3.69it/s]
 89%|████████▉ | 4832/5410 [22:37<02:40,  3.60it/s]
 89%|████████▉ | 4833/5410 [22:38<02:53,  3.34it/s]
 89%|████████▉ | 4834/5410 [22:38<02:32,  3.78it/s]
 89%|████████▉ | 4835/5410 [22:38<02:28,  3.87it/s]
 89%|████████▉ | 4836/5410 [22:38<02:28,  3.87it/s]
 89%|████████▉ | 4837/5410 [22:39<02:21,  4.04it/s]
 89%|████████▉ | 4838/5410 [22:39<02:10,  4.38it/s]
 89%|████████▉ | 4839/5410 [22:39<02:02,  4.65it/s]
 89%|████████▉ | 4840/5410 [22:39<02:04,  4.58it/s]
 89%|████████▉ | 4841/5410 [22:40<02:06,  4.50it/s]
 90%|████████▉ | 4842/5410 [22:40<02:06,  4.48it/s]
 90%|████████▉ | 4843/5410 [22:40<01:56,  4.87it/s]
 90%|████████▉ | 4844/5410 [22:40<01:59,  4.72it/s]
 90%|████████▉ | 4845/5410 [22:40<02:14,  4.22it/s]
 90%|████████▉ | 4846/5410 [22:41<02:15,  4.17it/s]
 90%|████████▉ | 4847/5410 [22:41<02:03,  4.57it/s]
 90%|████████▉ | 4848/5410 [22:41<02:01,  4.62it/s]
 90%|████████▉ | 4849/5410 [22:41<01:51,  5.02it/s]
 90%|████████▉ | 4850/5410 [22:41<01:59,  4.67it/s]
 90%|████████▉ | 4851/5410 [22:42<02:06,  4.43it/s]
 90%|████████▉ | 4852/5410 [22:42<02:08,  4.36it/s]
 90%|████████▉ | 4853/5410 [22:42<01:57,  4.72it/s]
 90%|████████▉ | 4854/5410 [22:42<02:00,  4.63it/s]
 90%|████████▉ | 4855/5410 [22:43<01:56,  4.77it/s]
 90%|████████▉ | 4856/5410 [22:43<01:51,  4.95it/s]
 90%|████████▉ | 4857/5410 [22:43<01:46,  5.18it/s]
 90%|████████▉ | 4858/5410 [22:43<02:00,  4.59it/s]
 90%|████████▉ | 4859/5410 [22:43<02:08,  4.27it/s]
 90%|████████▉ | 4860/5410 [22:44<02:06,  4.34it/s]
 90%|████████▉ | 4861/5410 [22:44<01:59,  4.60it/s]
 90%|████████▉ | 4862/5410 [22:44<01:53,  4.85it/s]
 90%|████████▉ | 4863/5410 [22:44<02:01,  4.51it/s]
 90%|████████▉ | 4864/5410 [22:45<02:34,  3.53it/s]
 90%|████████▉ | 4865/5410 [22:45<02:37,  3.45it/s]
 90%|████████▉ | 4866/5410 [22:45<02:31,  3.59it/s]
 90%|████████▉ | 4867/5410 [22:46<02:21,  3.83it/s]
 90%|████████▉ | 4868/5410 [22:46<02:12,  4.11it/s]
 90%|█████████ | 4869/5410 [22:46<01:54,  4.74it/s][INFO|trainer.py:811] 2024-09-06 00:31:54,746 >> The following columns in the evaluation set don't have a corresponding argument in `RobertaForTokenClassification.forward` and have been ignored: tokens, ner_tags, id. If tokens, ner_tags, id are not expected by `RobertaForTokenClassification.forward`,  you can safely ignore this message.
[INFO|trainer.py:3819] 2024-09-06 00:31:54,749 >> 
***** Running Evaluation *****
[INFO|trainer.py:3821] 2024-09-06 00:31:54,749 >>   Num examples = 6810
[INFO|trainer.py:3824] 2024-09-06 00:31:54,749 >>   Batch size = 8
{'eval_loss': 1.5610512495040894, 'eval_precision': 0.0904114426982165, 'eval_recall': 0.9411764705882353, 'eval_f1': 0.16497502819397453, 'eval_accuracy': 0.7790997844206132, 'eval_runtime': 14.5465, 'eval_samples_per_second': 468.153, 'eval_steps_per_second': 58.571, 'epoch': 8.0}
{'loss': 0.022, 'grad_norm': 0.9520462155342102, 'learning_rate': 8.410351201478742e-06, 'epoch': 8.32}


  0%|          | 0/852 [00:00<?, ?it/s]

  1%|          | 10/852 [00:00<00:08, 95.02it/s]

  2%|▏         | 20/852 [00:00<00:09, 85.09it/s]

  3%|▎         | 29/852 [00:00<00:09, 83.31it/s]

  4%|▍         | 38/852 [00:00<00:09, 82.49it/s]

  6%|▌         | 47/852 [00:00<00:09, 83.38it/s]

  7%|▋         | 56/852 [00:00<00:09, 83.43it/s]

  8%|▊         | 65/852 [00:00<00:09, 81.85it/s]

  9%|▊         | 74/852 [00:00<00:09, 80.87it/s]

 10%|▉         | 83/852 [00:01<00:09, 81.32it/s]

 11%|█         | 92/852 [00:01<00:09, 81.86it/s]

 12%|█▏        | 101/852 [00:01<00:09, 80.75it/s]

 13%|█▎        | 110/852 [00:01<00:09, 80.22it/s]

 14%|█▍        | 119/852 [00:01<00:09, 81.16it/s]

 15%|█▌        | 128/852 [00:01<00:09, 77.43it/s]

 16%|█▌        | 137/852 [00:01<00:09, 77.55it/s]

 17%|█▋        | 146/852 [00:01<00:08, 79.02it/s]

 18%|█▊        | 155/852 [00:01<00:08, 79.62it/s]

 19%|█▉        | 164/852 [00:02<00:08, 80.75it/s]

 20%|██        | 173/852 [00:02<00:08, 81.02it/s]

 21%|██▏       | 182/852 [00:02<00:08, 81.95it/s]

 22%|██▏       | 191/852 [00:02<00:07, 82.64it/s]

 23%|██▎       | 200/852 [00:02<00:07, 83.05it/s]

 25%|██▍       | 209/852 [00:02<00:07, 81.45it/s]

 26%|██▌       | 218/852 [00:02<00:07, 81.16it/s]

 27%|██▋       | 227/852 [00:02<00:07, 81.84it/s]

 28%|██▊       | 236/852 [00:02<00:07, 81.21it/s]

 29%|██▉       | 245/852 [00:03<00:07, 79.18it/s]

 30%|██▉       | 254/852 [00:03<00:07, 80.80it/s]

 31%|███       | 263/852 [00:03<00:07, 81.26it/s]

 32%|███▏      | 272/852 [00:03<00:07, 80.49it/s]

 33%|███▎      | 281/852 [00:03<00:07, 81.46it/s]

 34%|███▍      | 290/852 [00:03<00:06, 80.83it/s]

 35%|███▌      | 299/852 [00:03<00:06, 81.50it/s]

 36%|███▌      | 308/852 [00:03<00:06, 82.31it/s]

 37%|███▋      | 317/852 [00:03<00:06, 80.20it/s]

 38%|███▊      | 326/852 [00:04<00:06, 79.96it/s]

 39%|███▉      | 335/852 [00:04<00:06, 80.37it/s]

 40%|████      | 344/852 [00:04<00:06, 81.30it/s]

 41%|████▏     | 353/852 [00:04<00:06, 79.58it/s]

 42%|████▏     | 362/852 [00:04<00:06, 80.59it/s]

 44%|████▎     | 371/852 [00:04<00:05, 81.22it/s]

 45%|████▍     | 380/852 [00:04<00:05, 79.55it/s]

 46%|████▌     | 389/852 [00:04<00:05, 81.56it/s]

 47%|████▋     | 398/852 [00:04<00:05, 81.48it/s]

 48%|████▊     | 407/852 [00:05<00:05, 78.93it/s]

 49%|████▉     | 416/852 [00:05<00:05, 80.21it/s]

 50%|████▉     | 425/852 [00:05<00:05, 78.90it/s]

 51%|█████     | 434/852 [00:05<00:05, 81.02it/s]

 52%|█████▏    | 443/852 [00:05<00:05, 81.35it/s]

 53%|█████▎    | 452/852 [00:05<00:04, 82.25it/s]

 54%|█████▍    | 461/852 [00:05<00:04, 80.11it/s]

 55%|█████▌    | 470/852 [00:05<00:05, 75.34it/s]

 56%|█████▌    | 479/852 [00:05<00:04, 77.10it/s]

 57%|█████▋    | 487/852 [00:06<00:04, 77.00it/s]

 58%|█████▊    | 495/852 [00:06<00:04, 77.66it/s]

 59%|█████▉    | 504/852 [00:06<00:04, 79.28it/s]

 60%|██████    | 512/852 [00:06<00:04, 79.47it/s]

 61%|██████    | 521/852 [00:06<00:04, 79.15it/s]

 62%|██████▏   | 529/852 [00:06<00:04, 78.56it/s]

 63%|██████▎   | 538/852 [00:06<00:03, 80.16it/s]

 64%|██████▍   | 547/852 [00:06<00:03, 80.58it/s]

 65%|██████▌   | 556/852 [00:06<00:03, 77.49it/s]

 66%|██████▋   | 565/852 [00:07<00:03, 79.06it/s]

 67%|██████▋   | 573/852 [00:07<00:03, 79.10it/s]

 68%|██████▊   | 581/852 [00:07<00:03, 78.88it/s]

 69%|██████▉   | 589/852 [00:07<00:03, 78.25it/s]

 70%|███████   | 597/852 [00:07<00:03, 78.68it/s]

 71%|███████   | 605/852 [00:07<00:03, 78.58it/s]

 72%|███████▏  | 613/852 [00:07<00:03, 78.58it/s]

 73%|███████▎  | 621/852 [00:07<00:02, 78.69it/s]

 74%|███████▍  | 629/852 [00:07<00:02, 77.02it/s]

 75%|███████▍  | 638/852 [00:07<00:02, 78.41it/s]

 76%|███████▌  | 646/852 [00:08<00:02, 76.27it/s]

 77%|███████▋  | 655/852 [00:08<00:02, 78.45it/s]

 78%|███████▊  | 664/852 [00:08<00:02, 79.11it/s]

 79%|███████▉  | 672/852 [00:08<00:02, 78.88it/s]

 80%|███████▉  | 681/852 [00:08<00:02, 79.20it/s]

 81%|████████  | 690/852 [00:08<00:02, 80.67it/s]

 82%|████████▏ | 699/852 [00:08<00:01, 81.24it/s]

 83%|████████▎ | 708/852 [00:08<00:01, 82.45it/s]

 84%|████████▍ | 717/852 [00:08<00:01, 82.08it/s]

 85%|████████▌ | 726/852 [00:09<00:01, 82.81it/s]

 86%|████████▋ | 735/852 [00:09<00:01, 83.75it/s]

 87%|████████▋ | 744/852 [00:09<00:01, 83.19it/s]

 88%|████████▊ | 753/852 [00:09<00:01, 83.51it/s]

 89%|████████▉ | 762/852 [00:09<00:01, 84.81it/s]

 90%|█████████ | 771/852 [00:09<00:00, 83.04it/s]

 92%|█████████▏| 780/852 [00:09<00:00, 81.59it/s]

 93%|█████████▎| 789/852 [00:09<00:00, 81.54it/s]

 94%|█████████▎| 798/852 [00:09<00:00, 81.54it/s]

 95%|█████████▍| 807/852 [00:10<00:00, 82.56it/s]

 96%|█████████▌| 816/852 [00:10<00:00, 81.23it/s]

 97%|█████████▋| 825/852 [00:10<00:00, 82.26it/s]

 98%|█████████▊| 834/852 [00:10<00:00, 82.19it/s]

 99%|█████████▉| 843/852 [00:10<00:00, 80.93it/s]

100%|██████████| 852/852 [00:10<00:00, 80.98it/s]/usr/local/lib/python3.10/dist-packages/seqeval/metrics/v1.py:57: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))

                                                   

                                                 

 90%|█████████ | 4869/5410 [23:00<01:54,  4.74it/s]

100%|██████████| 852/852 [00:14<00:00, 80.98it/s]

                                                 [INFO|trainer.py:3503] 2024-09-06 00:32:08,953 >> Saving model checkpoint to /content/dissertation/scripts/ner/output/checkpoint-4869
[INFO|configuration_utils.py:472] 2024-09-06 00:32:08,955 >> Configuration saved in /content/dissertation/scripts/ner/output/checkpoint-4869/config.json
[INFO|modeling_utils.py:2799] 2024-09-06 00:32:10,313 >> Model weights saved in /content/dissertation/scripts/ner/output/checkpoint-4869/model.safetensors
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:32:10,314 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/checkpoint-4869/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:32:10,314 >> Special tokens file saved in /content/dissertation/scripts/ner/output/checkpoint-4869/special_tokens_map.json
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:32:13,040 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:32:13,040 >> Special tokens file saved in /content/dissertation/scripts/ner/output/special_tokens_map.json

 90%|█████████ | 4870/5410 [23:05<51:38,  5.74s/it]
 90%|█████████ | 4871/5410 [23:05<36:39,  4.08s/it]
 90%|█████████ | 4872/5410 [23:05<26:16,  2.93s/it]
 90%|█████████ | 4873/5410 [23:06<20:12,  2.26s/it]
 90%|█████████ | 4874/5410 [23:06<14:46,  1.65s/it]
 90%|█████████ | 4875/5410 [23:06<11:20,  1.27s/it]
 90%|█████████ | 4876/5410 [23:07<08:40,  1.03it/s]
 90%|█████████ | 4877/5410 [23:07<06:34,  1.35it/s]
 90%|█████████ | 4878/5410 [23:07<05:21,  1.65it/s]
 90%|█████████ | 4879/5410 [23:07<04:19,  2.05it/s]
 90%|█████████ | 4880/5410 [23:07<03:29,  2.53it/s]
 90%|█████████ | 4881/5410 [23:08<03:18,  2.66it/s]
 90%|█████████ | 4882/5410 [23:08<02:55,  3.01it/s]
 90%|█████████ | 4883/5410 [23:08<02:40,  3.29it/s]
 90%|█████████ | 4884/5410 [23:08<02:26,  3.60it/s]
 90%|█████████ | 4885/5410 [23:09<02:29,  3.50it/s]
 90%|█████████ | 4886/5410 [23:09<02:12,  3.94it/s]
 90%|█████████ | 4887/5410 [23:09<02:06,  4.13it/s]
 90%|█████████ | 4888/5410 [23:09<01:56,  4.48it/s]
 90%|█████████ | 4889/5410 [23:10<01:58,  4.39it/s]
 90%|█████████ | 4890/5410 [23:10<02:05,  4.15it/s]
 90%|█████████ | 4891/5410 [23:10<02:17,  3.78it/s]
 90%|█████████ | 4892/5410 [23:10<02:04,  4.17it/s]
 90%|█████████ | 4893/5410 [23:11<02:10,  3.97it/s]
 90%|█████████ | 4894/5410 [23:11<02:04,  4.15it/s]
 90%|█████████ | 4895/5410 [23:11<01:59,  4.33it/s]
 90%|█████████ | 4896/5410 [23:11<01:51,  4.60it/s]
 91%|█████████ | 4897/5410 [23:11<01:59,  4.29it/s]
 91%|█████████ | 4898/5410 [23:12<01:59,  4.27it/s]
 91%|█████████ | 4899/5410 [23:12<01:53,  4.51it/s]
 91%|█████████ | 4900/5410 [23:12<02:02,  4.17it/s]
 91%|█████████ | 4901/5410 [23:13<02:25,  3.51it/s]
 91%|█████████ | 4902/5410 [23:13<02:15,  3.74it/s]
 91%|█████████ | 4903/5410 [23:13<02:13,  3.81it/s]
 91%|█████████ | 4904/5410 [23:13<02:06,  4.00it/s]
 91%|█████████ | 4905/5410 [23:13<01:58,  4.26it/s]
 91%|█████████ | 4906/5410 [23:14<01:54,  4.41it/s]
 91%|█████████ | 4907/5410 [23:14<01:46,  4.74it/s]
 91%|█████████ | 4908/5410 [23:14<01:47,  4.67it/s]
 91%|█████████ | 4909/5410 [23:14<01:46,  4.71it/s]
 91%|█████████ | 4910/5410 [23:15<02:02,  4.07it/s]
 91%|█████████ | 4911/5410 [23:15<01:53,  4.39it/s]
 91%|█████████ | 4912/5410 [23:15<01:52,  4.43it/s]
 91%|█████████ | 4913/5410 [23:15<01:48,  4.57it/s]
 91%|█████████ | 4914/5410 [23:15<01:50,  4.48it/s]
 91%|█████████ | 4915/5410 [23:16<02:07,  3.88it/s]
 91%|█████████ | 4916/5410 [23:16<02:04,  3.96it/s]
 91%|█████████ | 4917/5410 [23:16<01:58,  4.17it/s]
 91%|█████████ | 4918/5410 [23:17<02:13,  3.69it/s]
 91%|█████████ | 4919/5410 [23:17<02:07,  3.86it/s]
 91%|█████████ | 4920/5410 [23:17<02:04,  3.95it/s]
 91%|█████████ | 4921/5410 [23:17<02:03,  3.95it/s]
 91%|█████████ | 4922/5410 [23:18<02:02,  3.99it/s]
 91%|█████████ | 4923/5410 [23:18<01:49,  4.46it/s]
 91%|█████████ | 4924/5410 [23:18<01:48,  4.47it/s]
 91%|█████████ | 4925/5410 [23:18<01:41,  4.78it/s]
 91%|█████████ | 4926/5410 [23:18<01:39,  4.86it/s]
 91%|█████████ | 4927/5410 [23:19<01:46,  4.55it/s]
 91%|█████████ | 4928/5410 [23:19<01:41,  4.74it/s]
 91%|█████████ | 4929/5410 [23:19<01:47,  4.45it/s]
 91%|█████████ | 4930/5410 [23:19<01:43,  4.65it/s]
 91%|█████████ | 4931/5410 [23:19<01:50,  4.32it/s]
 91%|█████████ | 4932/5410 [23:20<01:45,  4.52it/s]
 91%|█████████ | 4933/5410 [23:20<01:48,  4.41it/s]
 91%|█████████ | 4934/5410 [23:20<01:48,  4.40it/s]
 91%|█████████ | 4935/5410 [23:20<01:45,  4.50it/s]
 91%|█████████ | 4936/5410 [23:21<01:41,  4.68it/s]
 91%|█████████▏| 4937/5410 [23:21<01:45,  4.47it/s]
 91%|█████████▏| 4938/5410 [23:21<01:43,  4.56it/s]
 91%|█████████▏| 4939/5410 [23:22<02:21,  3.32it/s]
 91%|█████████▏| 4940/5410 [23:22<03:12,  2.44it/s]
 91%|█████████▏| 4941/5410 [23:22<02:50,  2.75it/s]
 91%|█████████▏| 4942/5410 [23:23<02:38,  2.96it/s]
 91%|█████████▏| 4943/5410 [23:23<02:16,  3.42it/s]
 91%|█████████▏| 4944/5410 [23:23<02:04,  3.75it/s]
 91%|█████████▏| 4945/5410 [23:24<02:23,  3.24it/s]
 91%|█████████▏| 4946/5410 [23:24<02:45,  2.80it/s]
 91%|█████████▏| 4947/5410 [23:24<02:31,  3.07it/s]
 91%|█████████▏| 4948/5410 [23:24<02:11,  3.53it/s]
 91%|█████████▏| 4949/5410 [23:25<01:58,  3.90it/s]
 91%|█████████▏| 4950/5410 [23:25<01:50,  4.17it/s]
 92%|█████████▏| 4951/5410 [23:25<01:51,  4.12it/s]
 92%|█████████▏| 4952/5410 [23:25<01:45,  4.32it/s]
 92%|█████████▏| 4953/5410 [23:26<02:26,  3.11it/s]
 92%|█████████▏| 4954/5410 [23:26<02:19,  3.28it/s]
 92%|█████████▏| 4955/5410 [23:26<02:03,  3.68it/s]
 92%|█████████▏| 4956/5410 [23:27<02:03,  3.67it/s]
 92%|█████████▏| 4957/5410 [23:27<02:04,  3.63it/s]
 92%|█████████▏| 4958/5410 [23:27<01:54,  3.95it/s]
 92%|█████████▏| 4959/5410 [23:27<01:57,  3.85it/s]
 92%|█████████▏| 4960/5410 [23:27<01:47,  4.19it/s]
 92%|█████████▏| 4961/5410 [23:28<01:40,  4.46it/s]
 92%|█████████▏| 4962/5410 [23:28<01:49,  4.10it/s]
 92%|█████████▏| 4963/5410 [23:28<01:48,  4.14it/s]
 92%|█████████▏| 4964/5410 [23:28<01:50,  4.04it/s]
 92%|█████████▏| 4965/5410 [23:29<01:37,  4.56it/s]
 92%|█████████▏| 4966/5410 [23:29<01:34,  4.69it/s]
 92%|█████████▏| 4967/5410 [23:29<01:33,  4.73it/s]
 92%|█████████▏| 4968/5410 [23:29<01:36,  4.56it/s]
 92%|█████████▏| 4969/5410 [23:30<01:52,  3.91it/s]
 92%|█████████▏| 4970/5410 [23:30<01:46,  4.15it/s]
 92%|█████████▏| 4971/5410 [23:30<01:53,  3.86it/s]
 92%|█████████▏| 4972/5410 [23:30<02:02,  3.58it/s]
 92%|█████████▏| 4973/5410 [23:31<01:52,  3.90it/s]
 92%|█████████▏| 4974/5410 [23:31<01:47,  4.04it/s]
 92%|█████████▏| 4975/5410 [23:31<01:48,  4.02it/s]
 92%|█████████▏| 4976/5410 [23:31<01:44,  4.14it/s]
 92%|█████████▏| 4977/5410 [23:32<01:43,  4.20it/s]
 92%|█████████▏| 4978/5410 [23:32<01:32,  4.66it/s]
 92%|█████████▏| 4979/5410 [23:32<01:42,  4.19it/s]
 92%|█████████▏| 4980/5410 [23:32<01:35,  4.52it/s]
 92%|█████████▏| 4981/5410 [23:32<01:29,  4.77it/s]
 92%|█████████▏| 4982/5410 [23:33<01:30,  4.75it/s]
 92%|█████████▏| 4983/5410 [23:33<01:26,  4.96it/s]
 92%|█████████▏| 4984/5410 [23:33<01:30,  4.71it/s]
 92%|█████████▏| 4985/5410 [23:33<01:36,  4.41it/s]
 92%|█████████▏| 4986/5410 [23:34<01:42,  4.13it/s]
 92%|█████████▏| 4987/5410 [23:34<01:34,  4.50it/s]
 92%|█████████▏| 4988/5410 [23:34<01:39,  4.23it/s]
 92%|█████████▏| 4989/5410 [23:34<01:38,  4.26it/s]
 92%|█████████▏| 4990/5410 [23:34<01:33,  4.51it/s]
 92%|█████████▏| 4991/5410 [23:35<01:29,  4.68it/s]
 92%|█████████▏| 4992/5410 [23:35<01:39,  4.22it/s]
 92%|█████████▏| 4993/5410 [23:35<01:55,  3.61it/s]
 92%|█████████▏| 4994/5410 [23:36<01:57,  3.55it/s]
 92%|█████████▏| 4995/5410 [23:36<02:08,  3.24it/s]
 92%|█████████▏| 4996/5410 [23:36<01:55,  3.59it/s]
 92%|█████████▏| 4997/5410 [23:36<01:55,  3.59it/s]
 92%|█████████▏| 4998/5410 [23:37<01:48,  3.80it/s]
 92%|█████████▏| 4999/5410 [23:37<01:50,  3.71it/s]
 92%|█████████▏| 5000/5410 [23:37<01:38,  4.17it/s]
                                                   

 92%|█████████▏| 5000/5410 [23:37<01:38,  4.17it/s]
 92%|█████████▏| 5001/5410 [23:37<01:29,  4.54it/s]
 92%|█████████▏| 5002/5410 [23:37<01:25,  4.75it/s]
 92%|█████████▏| 5003/5410 [23:38<01:28,  4.61it/s]
 92%|█████████▏| 5004/5410 [23:38<01:25,  4.73it/s]
 93%|█████████▎| 5005/5410 [23:38<01:33,  4.34it/s]
 93%|█████████▎| 5006/5410 [23:38<01:27,  4.61it/s]
 93%|█████████▎| 5007/5410 [23:39<01:26,  4.64it/s]
 93%|█████████▎| 5008/5410 [23:39<01:26,  4.63it/s]
 93%|█████████▎| 5009/5410 [23:39<01:36,  4.17it/s]
 93%|█████████▎| 5010/5410 [23:39<01:31,  4.39it/s]
 93%|█████████▎| 5011/5410 [23:40<01:50,  3.62it/s]
 93%|█████████▎| 5012/5410 [23:40<01:44,  3.82it/s]
 93%|█████████▎| 5013/5410 [23:40<01:44,  3.78it/s]
 93%|█████████▎| 5014/5410 [23:40<01:43,  3.82it/s]
 93%|█████████▎| 5015/5410 [23:41<02:00,  3.27it/s]
 93%|█████████▎| 5016/5410 [23:41<01:45,  3.74it/s]
 93%|█████████▎| 5017/5410 [23:41<01:48,  3.61it/s]
 93%|█████████▎| 5018/5410 [23:42<01:41,  3.87it/s]
 93%|█████████▎| 5019/5410 [23:42<01:55,  3.39it/s]
 93%|█████████▎| 5020/5410 [23:42<01:45,  3.71it/s]
 93%|█████████▎| 5021/5410 [23:42<01:47,  3.61it/s]
 93%|█████████▎| 5022/5410 [23:43<01:37,  3.99it/s]
 93%|█████████▎| 5023/5410 [23:43<01:35,  4.03it/s]
 93%|█████████▎| 5024/5410 [23:43<01:30,  4.29it/s]
 93%|█████████▎| 5025/5410 [23:43<01:29,  4.30it/s]
 93%|█████████▎| 5026/5410 [23:44<01:28,  4.36it/s]
 93%|█████████▎| 5027/5410 [23:44<01:38,  3.87it/s]
 93%|█████████▎| 5028/5410 [23:44<01:38,  3.90it/s]
 93%|█████████▎| 5029/5410 [23:44<01:32,  4.13it/s]
 93%|█████████▎| 5030/5410 [23:45<01:40,  3.77it/s]
 93%|█████████▎| 5031/5410 [23:45<01:34,  4.01it/s]
 93%|█████████▎| 5032/5410 [23:45<01:31,  4.12it/s]
 93%|█████████▎| 5033/5410 [23:45<01:27,  4.29it/s]
 93%|█████████▎| 5034/5410 [23:46<01:43,  3.62it/s]
 93%|█████████▎| 5035/5410 [23:46<01:34,  3.96it/s]
 93%|█████████▎| 5036/5410 [23:46<01:39,  3.75it/s]
 93%|█████████▎| 5037/5410 [23:46<01:43,  3.62it/s]
 93%|█████████▎| 5038/5410 [23:47<01:41,  3.68it/s]
 93%|█████████▎| 5039/5410 [23:47<01:33,  3.97it/s]
 93%|█████████▎| 5040/5410 [23:48<02:22,  2.59it/s]
 93%|█████████▎| 5041/5410 [23:48<02:05,  2.94it/s]
 93%|█████████▎| 5042/5410 [23:48<01:51,  3.30it/s]
 93%|█████████▎| 5043/5410 [23:48<01:37,  3.75it/s]
 93%|█████████▎| 5044/5410 [23:48<01:37,  3.77it/s]
 93%|█████████▎| 5045/5410 [23:49<01:28,  4.11it/s]
 93%|█████████▎| 5046/5410 [23:49<01:23,  4.36it/s]
 93%|█████████▎| 5047/5410 [23:49<01:27,  4.14it/s]
 93%|█████████▎| 5048/5410 [23:49<01:36,  3.76it/s]
 93%|█████████▎| 5049/5410 [23:50<01:28,  4.08it/s]
 93%|█████████▎| 5050/5410 [23:50<01:23,  4.29it/s]
 93%|█████████▎| 5051/5410 [23:50<01:21,  4.42it/s]
 93%|█████████▎| 5052/5410 [23:50<01:17,  4.65it/s]
 93%|█████████▎| 5053/5410 [23:51<01:20,  4.44it/s]
 93%|█████████▎| 5054/5410 [23:51<01:24,  4.20it/s]
 93%|█████████▎| 5055/5410 [23:51<01:32,  3.83it/s]
 93%|█████████▎| 5056/5410 [23:51<01:30,  3.89it/s]
 93%|█████████▎| 5057/5410 [23:52<01:25,  4.14it/s]
 93%|█████████▎| 5058/5410 [23:52<01:31,  3.85it/s]
 94%|█████████▎| 5059/5410 [23:52<01:45,  3.34it/s]
 94%|█████████▎| 5060/5410 [23:52<01:35,  3.67it/s]
 94%|█████████▎| 5061/5410 [23:53<02:05,  2.77it/s]
 94%|█████████▎| 5062/5410 [23:53<01:50,  3.14it/s]
 94%|█████████▎| 5063/5410 [23:54<01:44,  3.33it/s]
 94%|█████████▎| 5064/5410 [23:54<01:32,  3.75it/s]
 94%|█████████▎| 5065/5410 [23:54<01:23,  4.14it/s]
 94%|█████████▎| 5066/5410 [23:54<01:36,  3.57it/s]
 94%|█████████▎| 5067/5410 [23:54<01:24,  4.08it/s]
 94%|█████████▎| 5068/5410 [23:55<01:53,  3.02it/s]
 94%|█████████▎| 5069/5410 [23:55<01:38,  3.45it/s]
 94%|█████████▎| 5070/5410 [23:55<01:37,  3.50it/s]
 94%|█████████▎| 5071/5410 [23:56<01:26,  3.94it/s]
 94%|█████████▍| 5072/5410 [23:56<01:16,  4.41it/s]
 94%|█████████▍| 5073/5410 [23:56<01:19,  4.26it/s]
 94%|█████████▍| 5074/5410 [23:56<01:21,  4.13it/s]
 94%|█████████▍| 5075/5410 [23:57<01:21,  4.12it/s]
 94%|█████████▍| 5076/5410 [23:57<01:18,  4.26it/s]
 94%|█████████▍| 5077/5410 [23:57<01:15,  4.42it/s]
 94%|█████████▍| 5078/5410 [23:57<01:24,  3.94it/s]
 94%|█████████▍| 5079/5410 [23:58<01:25,  3.87it/s]
 94%|█████████▍| 5080/5410 [23:58<01:22,  3.99it/s]
 94%|█████████▍| 5081/5410 [23:58<01:15,  4.38it/s]
 94%|█████████▍| 5082/5410 [23:58<01:13,  4.45it/s]
 94%|█████████▍| 5083/5410 [23:58<01:17,  4.24it/s]
 94%|█████████▍| 5084/5410 [23:59<01:30,  3.61it/s]
 94%|█████████▍| 5085/5410 [23:59<01:40,  3.22it/s]
 94%|█████████▍| 5086/5410 [24:00<01:49,  2.95it/s]
 94%|█████████▍| 5087/5410 [24:00<01:41,  3.20it/s]
 94%|█████████▍| 5088/5410 [24:00<01:26,  3.74it/s]
 94%|█████████▍| 5089/5410 [24:00<01:24,  3.80it/s]
 94%|█████████▍| 5090/5410 [24:00<01:19,  4.01it/s]
 94%|█████████▍| 5091/5410 [24:01<01:19,  4.00it/s]
 94%|█████████▍| 5092/5410 [24:01<01:25,  3.70it/s]
 94%|█████████▍| 5093/5410 [24:01<01:28,  3.59it/s]
 94%|█████████▍| 5094/5410 [24:02<01:18,  4.02it/s]
 94%|█████████▍| 5095/5410 [24:02<01:17,  4.09it/s]
 94%|█████████▍| 5096/5410 [24:02<01:13,  4.25it/s]
 94%|█████████▍| 5097/5410 [24:02<01:12,  4.30it/s]
 94%|█████████▍| 5098/5410 [24:02<01:13,  4.24it/s]
 94%|█████████▍| 5099/5410 [24:03<01:10,  4.38it/s]
 94%|█████████▍| 5100/5410 [24:03<01:25,  3.63it/s]
 94%|█████████▍| 5101/5410 [24:03<01:17,  3.97it/s]
 94%|█████████▍| 5102/5410 [24:03<01:17,  3.97it/s]
 94%|█████████▍| 5103/5410 [24:04<01:27,  3.51it/s]
 94%|█████████▍| 5104/5410 [24:04<01:26,  3.52it/s]
 94%|█████████▍| 5105/5410 [24:04<01:18,  3.88it/s]
 94%|█████████▍| 5106/5410 [24:04<01:11,  4.28it/s]
 94%|█████████▍| 5107/5410 [24:05<01:24,  3.57it/s]
 94%|█████████▍| 5108/5410 [24:05<01:37,  3.08it/s]
 94%|█████████▍| 5109/5410 [24:06<01:27,  3.45it/s]
 94%|█████████▍| 5110/5410 [24:06<01:25,  3.51it/s]
 94%|█████████▍| 5111/5410 [24:06<01:22,  3.63it/s]
 94%|█████████▍| 5112/5410 [24:06<01:13,  4.04it/s]
 95%|█████████▍| 5113/5410 [24:06<01:08,  4.31it/s]
 95%|█████████▍| 5114/5410 [24:07<01:04,  4.60it/s]
 95%|█████████▍| 5115/5410 [24:07<01:04,  4.54it/s]
 95%|█████████▍| 5116/5410 [24:07<01:01,  4.75it/s]
 95%|█████████▍| 5117/5410 [24:07<01:01,  4.75it/s]
 95%|█████████▍| 5118/5410 [24:08<01:09,  4.17it/s]
 95%|█████████▍| 5119/5410 [24:08<01:10,  4.11it/s]
 95%|█████████▍| 5120/5410 [24:08<01:12,  3.98it/s]
 95%|█████████▍| 5121/5410 [24:08<01:16,  3.78it/s]
 95%|█████████▍| 5122/5410 [24:09<01:18,  3.68it/s]
 95%|█████████▍| 5123/5410 [24:09<01:15,  3.81it/s]
 95%|█████████▍| 5124/5410 [24:09<01:09,  4.11it/s]
 95%|█████████▍| 5125/5410 [24:09<01:05,  4.35it/s]
 95%|█████████▍| 5126/5410 [24:09<01:00,  4.66it/s]
 95%|█████████▍| 5127/5410 [24:10<01:05,  4.30it/s]
 95%|█████████▍| 5128/5410 [24:10<01:04,  4.35it/s]
 95%|█████████▍| 5129/5410 [24:10<01:11,  3.92it/s]
 95%|█████████▍| 5130/5410 [24:10<01:07,  4.14it/s]
 95%|█████████▍| 5131/5410 [24:11<01:04,  4.34it/s]
 95%|█████████▍| 5132/5410 [24:11<01:04,  4.29it/s]
 95%|█████████▍| 5133/5410 [24:11<01:05,  4.24it/s]
 95%|█████████▍| 5134/5410 [24:11<01:07,  4.06it/s]
 95%|█████████▍| 5135/5410 [24:12<01:08,  4.01it/s]
 95%|█████████▍| 5136/5410 [24:12<01:04,  4.26it/s]
 95%|█████████▍| 5137/5410 [24:12<01:00,  4.50it/s]
 95%|█████████▍| 5138/5410 [24:12<00:58,  4.62it/s]
 95%|█████████▍| 5139/5410 [24:13<00:59,  4.58it/s]
 95%|█████████▌| 5140/5410 [24:13<01:08,  3.92it/s]
 95%|█████████▌| 5141/5410 [24:13<01:04,  4.14it/s]
 95%|█████████▌| 5142/5410 [24:13<00:59,  4.51it/s]
 95%|█████████▌| 5143/5410 [24:13<00:59,  4.48it/s]
 95%|█████████▌| 5144/5410 [24:14<00:57,  4.60it/s]
 95%|█████████▌| 5145/5410 [24:14<00:56,  4.70it/s]
 95%|█████████▌| 5146/5410 [24:14<00:58,  4.51it/s]
 95%|█████████▌| 5147/5410 [24:14<01:03,  4.13it/s]
 95%|█████████▌| 5148/5410 [24:15<01:02,  4.19it/s]
 95%|█████████▌| 5149/5410 [24:15<00:59,  4.35it/s]
 95%|█████████▌| 5150/5410 [24:15<01:01,  4.25it/s]
 95%|█████████▌| 5151/5410 [24:15<01:05,  3.92it/s]
 95%|█████████▌| 5152/5410 [24:16<01:06,  3.87it/s]
 95%|█████████▌| 5153/5410 [24:16<01:12,  3.53it/s]
 95%|█████████▌| 5154/5410 [24:16<01:10,  3.61it/s]
 95%|█████████▌| 5155/5410 [24:16<01:02,  4.07it/s]
 95%|█████████▌| 5156/5410 [24:17<01:02,  4.07it/s]
 95%|█████████▌| 5157/5410 [24:17<00:58,  4.30it/s]
 95%|█████████▌| 5158/5410 [24:17<01:03,  3.96it/s]
 95%|█████████▌| 5159/5410 [24:17<00:59,  4.22it/s]
 95%|█████████▌| 5160/5410 [24:18<01:07,  3.71it/s]
 95%|█████████▌| 5161/5410 [24:18<01:08,  3.62it/s]
 95%|█████████▌| 5162/5410 [24:18<01:12,  3.41it/s]
 95%|█████████▌| 5163/5410 [24:19<01:08,  3.58it/s]
 95%|█████████▌| 5164/5410 [24:19<01:06,  3.69it/s]
 95%|█████████▌| 5165/5410 [24:19<01:07,  3.61it/s]
 95%|█████████▌| 5166/5410 [24:19<01:04,  3.79it/s]
 96%|█████████▌| 5167/5410 [24:20<01:01,  3.97it/s]
 96%|█████████▌| 5168/5410 [24:20<01:00,  4.02it/s]
 96%|█████████▌| 5169/5410 [24:20<01:00,  3.99it/s]
 96%|█████████▌| 5170/5410 [24:20<00:57,  4.15it/s]
 96%|█████████▌| 5171/5410 [24:21<00:54,  4.38it/s]
 96%|█████████▌| 5172/5410 [24:21<00:53,  4.43it/s]
 96%|█████████▌| 5173/5410 [24:21<00:56,  4.18it/s]
 96%|█████████▌| 5174/5410 [24:21<01:01,  3.83it/s]
 96%|█████████▌| 5175/5410 [24:22<01:03,  3.72it/s]
 96%|█████████▌| 5176/5410 [24:22<00:59,  3.94it/s]
 96%|█████████▌| 5177/5410 [24:22<00:55,  4.22it/s]
 96%|█████████▌| 5178/5410 [24:22<00:50,  4.60it/s]
 96%|█████████▌| 5179/5410 [24:22<00:51,  4.50it/s]
 96%|█████████▌| 5180/5410 [24:23<01:11,  3.20it/s]
 96%|█████████▌| 5181/5410 [24:23<01:07,  3.41it/s]
 96%|█████████▌| 5182/5410 [24:23<01:02,  3.65it/s]
 96%|█████████▌| 5183/5410 [24:24<01:03,  3.57it/s]
 96%|█████████▌| 5184/5410 [24:24<01:06,  3.42it/s]
 96%|█████████▌| 5185/5410 [24:24<01:03,  3.53it/s]
 96%|█████████▌| 5186/5410 [24:25<00:59,  3.74it/s]
 96%|█████████▌| 5187/5410 [24:25<01:03,  3.51it/s]
 96%|█████████▌| 5188/5410 [24:25<01:06,  3.35it/s]
 96%|█████████▌| 5189/5410 [24:25<01:02,  3.54it/s]
 96%|█████████▌| 5190/5410 [24:26<01:02,  3.54it/s]
 96%|█████████▌| 5191/5410 [24:26<00:58,  3.74it/s]
 96%|█████████▌| 5192/5410 [24:26<00:54,  4.01it/s]
 96%|█████████▌| 5193/5410 [24:26<00:48,  4.44it/s]
 96%|█████████▌| 5194/5410 [24:27<00:52,  4.11it/s]
 96%|█████████▌| 5195/5410 [24:27<00:49,  4.33it/s]
 96%|█████████▌| 5196/5410 [24:27<00:49,  4.31it/s]
 96%|█████████▌| 5197/5410 [24:27<00:50,  4.22it/s]
 96%|█████████▌| 5198/5410 [24:28<00:51,  4.11it/s]
 96%|█████████▌| 5199/5410 [24:28<00:55,  3.80it/s]
 96%|█████████▌| 5200/5410 [24:28<00:52,  3.97it/s]
 96%|█████████▌| 5201/5410 [24:28<00:52,  3.94it/s]
 96%|█████████▌| 5202/5410 [24:29<00:55,  3.72it/s]
 96%|█████████▌| 5203/5410 [24:29<00:51,  4.03it/s]
 96%|█████████▌| 5204/5410 [24:29<00:53,  3.87it/s]
 96%|█████████▌| 5205/5410 [24:29<00:57,  3.59it/s]
 96%|█████████▌| 5206/5410 [24:30<00:52,  3.88it/s]
 96%|█████████▌| 5207/5410 [24:30<00:58,  3.49it/s]
 96%|█████████▋| 5208/5410 [24:30<01:04,  3.12it/s]
 96%|█████████▋| 5209/5410 [24:31<00:56,  3.57it/s]
 96%|█████████▋| 5210/5410 [24:31<00:52,  3.80it/s]
 96%|█████████▋| 5211/5410 [24:31<00:49,  4.02it/s]
 96%|█████████▋| 5212/5410 [24:31<00:46,  4.26it/s]
 96%|█████████▋| 5213/5410 [24:31<00:41,  4.74it/s]
 96%|█████████▋| 5214/5410 [24:32<00:41,  4.68it/s]
 96%|█████████▋| 5215/5410 [24:32<00:39,  4.92it/s]
 96%|█████████▋| 5216/5410 [24:32<00:48,  4.04it/s]
 96%|█████████▋| 5217/5410 [24:32<00:50,  3.85it/s]
 96%|█████████▋| 5218/5410 [24:33<00:46,  4.17it/s]
 96%|█████████▋| 5219/5410 [24:33<00:43,  4.40it/s]
 96%|█████████▋| 5220/5410 [24:33<00:40,  4.69it/s]
 97%|█████████▋| 5221/5410 [24:33<00:54,  3.45it/s]
 97%|█████████▋| 5222/5410 [24:34<00:52,  3.57it/s]
 97%|█████████▋| 5223/5410 [24:34<00:49,  3.81it/s]
 97%|█████████▋| 5224/5410 [24:34<00:51,  3.62it/s]
 97%|█████████▋| 5225/5410 [24:35<00:52,  3.49it/s]
 97%|█████████▋| 5226/5410 [24:35<00:53,  3.46it/s]
 97%|█████████▋| 5227/5410 [24:35<00:47,  3.89it/s]
 97%|█████████▋| 5228/5410 [24:35<00:46,  3.93it/s]
 97%|█████████▋| 5229/5410 [24:35<00:42,  4.28it/s]
 97%|█████████▋| 5230/5410 [24:36<00:41,  4.37it/s]
 97%|█████████▋| 5231/5410 [24:36<00:44,  4.05it/s]
 97%|█████████▋| 5232/5410 [24:36<00:42,  4.14it/s]
 97%|█████████▋| 5233/5410 [24:36<00:42,  4.15it/s]
 97%|█████████▋| 5234/5410 [24:37<00:44,  3.96it/s]
 97%|█████████▋| 5235/5410 [24:37<00:40,  4.28it/s]
 97%|█████████▋| 5236/5410 [24:37<00:39,  4.40it/s]
 97%|█████████▋| 5237/5410 [24:37<00:37,  4.56it/s]
 97%|█████████▋| 5238/5410 [24:38<00:37,  4.64it/s]
 97%|█████████▋| 5239/5410 [24:38<00:37,  4.61it/s]
 97%|█████████▋| 5240/5410 [24:38<00:38,  4.40it/s]
 97%|█████████▋| 5241/5410 [24:38<00:37,  4.50it/s]
 97%|█████████▋| 5242/5410 [24:39<00:44,  3.79it/s]
 97%|█████████▋| 5243/5410 [24:39<00:45,  3.67it/s]
 97%|█████████▋| 5244/5410 [24:39<00:40,  4.07it/s]
 97%|█████████▋| 5245/5410 [24:39<00:42,  3.84it/s]
 97%|█████████▋| 5246/5410 [24:40<00:43,  3.81it/s]
 97%|█████████▋| 5247/5410 [24:40<00:43,  3.73it/s]
 97%|█████████▋| 5248/5410 [24:40<00:40,  4.02it/s]
 97%|█████████▋| 5249/5410 [24:40<00:37,  4.27it/s]
 97%|█████████▋| 5250/5410 [24:41<00:35,  4.57it/s]
 97%|█████████▋| 5251/5410 [24:41<00:38,  4.10it/s]
 97%|█████████▋| 5252/5410 [24:41<00:39,  3.95it/s]
 97%|█████████▋| 5253/5410 [24:42<00:47,  3.29it/s]
 97%|█████████▋| 5254/5410 [24:42<00:50,  3.07it/s]
 97%|█████████▋| 5255/5410 [24:42<00:46,  3.32it/s]
 97%|█████████▋| 5256/5410 [24:42<00:40,  3.84it/s]
 97%|█████████▋| 5257/5410 [24:43<00:39,  3.92it/s]
 97%|█████████▋| 5258/5410 [24:43<00:43,  3.47it/s]
 97%|█████████▋| 5259/5410 [24:43<00:38,  3.91it/s]
 97%|█████████▋| 5260/5410 [24:43<00:35,  4.22it/s]
 97%|█████████▋| 5261/5410 [24:43<00:34,  4.29it/s]
 97%|█████████▋| 5262/5410 [24:44<00:36,  4.02it/s]
 97%|█████████▋| 5263/5410 [24:44<00:35,  4.11it/s]
 97%|█████████▋| 5264/5410 [24:44<00:34,  4.18it/s]
 97%|█████████▋| 5265/5410 [24:44<00:34,  4.17it/s]
 97%|█████████▋| 5266/5410 [24:45<00:36,  3.94it/s]
 97%|█████████▋| 5267/5410 [24:45<00:34,  4.12it/s]
 97%|█████████▋| 5268/5410 [24:45<00:35,  3.95it/s]
 97%|█████████▋| 5269/5410 [24:46<00:36,  3.85it/s]
 97%|█████████▋| 5270/5410 [24:46<00:34,  4.11it/s]
 97%|█████████▋| 5271/5410 [24:46<00:38,  3.60it/s]
 97%|█████████▋| 5272/5410 [24:46<00:35,  3.84it/s]
 97%|█████████▋| 5273/5410 [24:47<00:34,  3.98it/s]
 97%|█████████▋| 5274/5410 [24:47<00:33,  4.06it/s]
 98%|█████████▊| 5275/5410 [24:47<00:33,  4.09it/s]
 98%|█████████▊| 5276/5410 [24:47<00:35,  3.76it/s]
 98%|█████████▊| 5277/5410 [24:48<00:32,  4.08it/s]
 98%|█████████▊| 5278/5410 [24:48<00:31,  4.24it/s]
 98%|█████████▊| 5279/5410 [24:48<00:29,  4.49it/s]
 98%|█████████▊| 5280/5410 [24:48<00:30,  4.21it/s]
 98%|█████████▊| 5281/5410 [24:48<00:31,  4.14it/s]
 98%|█████████▊| 5282/5410 [24:49<00:29,  4.30it/s]
 98%|█████████▊| 5283/5410 [24:49<00:30,  4.23it/s]
 98%|█████████▊| 5284/5410 [24:49<00:32,  3.92it/s]
 98%|█████████▊| 5285/5410 [24:50<00:36,  3.44it/s]
 98%|█████████▊| 5286/5410 [24:50<00:31,  3.92it/s]
 98%|█████████▊| 5287/5410 [24:50<00:31,  3.85it/s]
 98%|█████████▊| 5288/5410 [24:50<00:30,  3.98it/s]
 98%|█████████▊| 5289/5410 [24:50<00:28,  4.20it/s]
 98%|█████████▊| 5290/5410 [24:51<00:30,  3.96it/s]
 98%|█████████▊| 5291/5410 [24:51<00:29,  4.06it/s]
 98%|█████████▊| 5292/5410 [24:51<00:27,  4.28it/s]
 98%|█████████▊| 5293/5410 [24:51<00:28,  4.14it/s]
 98%|█████████▊| 5294/5410 [24:52<00:26,  4.36it/s]
 98%|█████████▊| 5295/5410 [24:52<00:26,  4.41it/s]
 98%|█████████▊| 5296/5410 [24:52<00:26,  4.30it/s]
 98%|█████████▊| 5297/5410 [24:52<00:25,  4.38it/s]
 98%|█████████▊| 5298/5410 [24:53<00:28,  3.94it/s]
 98%|█████████▊| 5299/5410 [24:53<00:27,  3.98it/s]
 98%|█████████▊| 5300/5410 [24:53<00:27,  4.01it/s]
 98%|█████████▊| 5301/5410 [24:53<00:24,  4.44it/s]
 98%|█████████▊| 5302/5410 [24:54<00:23,  4.60it/s]
 98%|█████████▊| 5303/5410 [24:54<00:23,  4.51it/s]
 98%|█████████▊| 5304/5410 [24:54<00:22,  4.72it/s]
 98%|█████████▊| 5305/5410 [24:54<00:26,  4.02it/s]
 98%|█████████▊| 5306/5410 [24:55<00:26,  3.92it/s]
 98%|█████████▊| 5307/5410 [24:55<00:24,  4.12it/s]
 98%|█████████▊| 5308/5410 [24:55<00:26,  3.79it/s]
 98%|█████████▊| 5309/5410 [24:55<00:26,  3.84it/s]
 98%|█████████▊| 5310/5410 [24:55<00:23,  4.26it/s]
 98%|█████████▊| 5311/5410 [24:56<00:21,  4.63it/s]
 98%|█████████▊| 5312/5410 [24:56<00:20,  4.81it/s]
 98%|█████████▊| 5313/5410 [24:56<00:20,  4.71it/s]
 98%|█████████▊| 5314/5410 [24:56<00:21,  4.38it/s]
 98%|█████████▊| 5315/5410 [24:57<00:23,  4.09it/s]
 98%|█████████▊| 5316/5410 [24:57<00:22,  4.27it/s]
 98%|█████████▊| 5317/5410 [24:57<00:21,  4.33it/s]
 98%|█████████▊| 5318/5410 [24:57<00:24,  3.79it/s]
 98%|█████████▊| 5319/5410 [24:58<00:22,  4.06it/s]
 98%|█████████▊| 5320/5410 [24:58<00:21,  4.28it/s]
 98%|█████████▊| 5321/5410 [24:58<00:20,  4.40it/s]
 98%|█████████▊| 5322/5410 [24:58<00:19,  4.48it/s]
 98%|█████████▊| 5323/5410 [24:59<00:20,  4.23it/s]
 98%|█████████▊| 5324/5410 [24:59<00:20,  4.27it/s]
 98%|█████████▊| 5325/5410 [24:59<00:19,  4.36it/s]
 98%|█████████▊| 5326/5410 [24:59<00:18,  4.50it/s]
 98%|█████████▊| 5327/5410 [24:59<00:17,  4.62it/s]
 98%|█████████▊| 5328/5410 [25:00<00:19,  4.23it/s]
 99%|█████████▊| 5329/5410 [25:00<00:19,  4.22it/s]
 99%|█████████▊| 5330/5410 [25:00<00:22,  3.52it/s]
 99%|█████████▊| 5331/5410 [25:01<00:21,  3.63it/s]
 99%|█████████▊| 5332/5410 [25:01<00:18,  4.17it/s]
 99%|█████████▊| 5333/5410 [25:01<00:17,  4.43it/s]
 99%|█████████▊| 5334/5410 [25:01<00:16,  4.61it/s]
 99%|█████████▊| 5335/5410 [25:01<00:17,  4.40it/s]
 99%|█████████▊| 5336/5410 [25:02<00:16,  4.52it/s]
 99%|█████████▊| 5337/5410 [25:02<00:17,  4.16it/s]
 99%|█████████▊| 5338/5410 [25:02<00:17,  4.16it/s]
 99%|█████████▊| 5339/5410 [25:02<00:16,  4.30it/s]
 99%|█████████▊| 5340/5410 [25:03<00:16,  4.30it/s]
 99%|█████████▊| 5341/5410 [25:03<00:17,  3.93it/s]
 99%|█████████▊| 5342/5410 [25:03<00:19,  3.53it/s]
 99%|█████████▉| 5343/5410 [25:03<00:17,  3.88it/s]
 99%|█████████▉| 5344/5410 [25:04<00:17,  3.83it/s]
 99%|█████████▉| 5345/5410 [25:04<00:17,  3.78it/s]
 99%|█████████▉| 5346/5410 [25:04<00:16,  3.92it/s]
 99%|█████████▉| 5347/5410 [25:04<00:16,  3.91it/s]
 99%|█████████▉| 5348/5410 [25:05<00:15,  4.02it/s]
 99%|█████████▉| 5349/5410 [25:05<00:14,  4.29it/s]
 99%|█████████▉| 5350/5410 [25:05<00:14,  4.23it/s]
 99%|█████████▉| 5351/5410 [25:05<00:13,  4.33it/s]
 99%|█████████▉| 5352/5410 [25:06<00:13,  4.21it/s]
 99%|█████████▉| 5353/5410 [25:06<00:16,  3.42it/s]
 99%|█████████▉| 5354/5410 [25:06<00:16,  3.42it/s]
 99%|█████████▉| 5355/5410 [25:06<00:14,  3.67it/s]
 99%|█████████▉| 5356/5410 [25:07<00:14,  3.72it/s]
 99%|█████████▉| 5357/5410 [25:07<00:13,  4.08it/s]
 99%|█████████▉| 5358/5410 [25:07<00:12,  4.27it/s]
 99%|█████████▉| 5359/5410 [25:07<00:13,  3.89it/s]
 99%|█████████▉| 5360/5410 [25:08<00:12,  3.97it/s]
 99%|█████████▉| 5361/5410 [25:08<00:12,  3.89it/s]
 99%|█████████▉| 5362/5410 [25:08<00:11,  4.04it/s]
 99%|█████████▉| 5363/5410 [25:08<00:11,  4.06it/s]
 99%|█████████▉| 5364/5410 [25:09<00:12,  3.61it/s]
 99%|█████████▉| 5365/5410 [25:09<00:11,  3.81it/s]
 99%|█████████▉| 5366/5410 [25:09<00:10,  4.19it/s]
 99%|█████████▉| 5367/5410 [25:09<00:10,  3.92it/s]
 99%|█████████▉| 5368/5410 [25:10<00:10,  3.94it/s]
 99%|█████████▉| 5369/5410 [25:10<00:10,  3.97it/s]
 99%|█████████▉| 5370/5410 [25:10<00:09,  4.29it/s]
 99%|█████████▉| 5371/5410 [25:10<00:08,  4.51it/s]
 99%|█████████▉| 5372/5410 [25:11<00:08,  4.52it/s]
 99%|█████████▉| 5373/5410 [25:11<00:09,  4.02it/s]
 99%|█████████▉| 5374/5410 [25:11<00:08,  4.18it/s]
 99%|█████████▉| 5375/5410 [25:11<00:08,  4.18it/s]
 99%|█████████▉| 5376/5410 [25:12<00:08,  4.20it/s]
 99%|█████████▉| 5377/5410 [25:12<00:07,  4.24it/s]
 99%|█████████▉| 5378/5410 [25:12<00:07,  4.17it/s]
 99%|█████████▉| 5379/5410 [25:12<00:06,  4.55it/s]
 99%|█████████▉| 5380/5410 [25:12<00:06,  4.36it/s]
 99%|█████████▉| 5381/5410 [25:13<00:06,  4.17it/s]
 99%|█████████▉| 5382/5410 [25:13<00:06,  4.10it/s]
100%|█████████▉| 5383/5410 [25:13<00:06,  3.88it/s]
100%|█████████▉| 5384/5410 [25:14<00:06,  3.93it/s]
100%|█████████▉| 5385/5410 [25:14<00:05,  4.22it/s]
100%|█████████▉| 5386/5410 [25:14<00:06,  3.80it/s]
100%|█████████▉| 5387/5410 [25:14<00:06,  3.71it/s]
100%|█████████▉| 5388/5410 [25:15<00:05,  3.76it/s]
100%|█████████▉| 5389/5410 [25:15<00:05,  4.11it/s]
100%|█████████▉| 5390/5410 [25:15<00:04,  4.07it/s]
100%|█████████▉| 5391/5410 [25:15<00:04,  4.29it/s]
100%|█████████▉| 5392/5410 [25:16<00:04,  4.10it/s]
100%|█████████▉| 5393/5410 [25:16<00:04,  4.15it/s]
100%|█████████▉| 5394/5410 [25:16<00:03,  4.35it/s]
100%|█████████▉| 5395/5410 [25:16<00:03,  4.20it/s]
100%|█████████▉| 5396/5410 [25:16<00:03,  4.20it/s]
100%|█████████▉| 5397/5410 [25:17<00:03,  4.12it/s]
100%|█████████▉| 5398/5410 [25:17<00:02,  4.45it/s]
100%|█████████▉| 5399/5410 [25:17<00:02,  4.26it/s]
100%|█████████▉| 5400/5410 [25:17<00:02,  4.05it/s]
100%|█████████▉| 5401/5410 [25:18<00:02,  4.23it/s]
100%|█████████▉| 5402/5410 [25:18<00:01,  4.27it/s]
100%|█████████▉| 5403/5410 [25:18<00:01,  4.24it/s]
100%|█████████▉| 5404/5410 [25:18<00:01,  4.17it/s]
100%|█████████▉| 5405/5410 [25:19<00:01,  3.80it/s]
100%|█████████▉| 5406/5410 [25:19<00:01,  3.99it/s]
100%|█████████▉| 5407/5410 [25:19<00:00,  3.12it/s]
100%|█████████▉| 5408/5410 [25:20<00:00,  3.44it/s]
100%|█████████▉| 5409/5410 [25:20<00:00,  3.53it/s]
100%|██████████| 5410/5410 [25:20<00:00,  3.15it/s][INFO|trainer.py:3503] 2024-09-06 00:34:29,134 >> Saving model checkpoint to /content/dissertation/scripts/ner/output/checkpoint-5410
[INFO|configuration_utils.py:472] 2024-09-06 00:34:29,136 >> Configuration saved in /content/dissertation/scripts/ner/output/checkpoint-5410/config.json
[INFO|modeling_utils.py:2799] 2024-09-06 00:34:30,514 >> Model weights saved in /content/dissertation/scripts/ner/output/checkpoint-5410/model.safetensors
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:34:30,516 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/checkpoint-5410/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:34:30,516 >> Special tokens file saved in /content/dissertation/scripts/ner/output/checkpoint-5410/special_tokens_map.json
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:34:32,841 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:34:32,841 >> Special tokens file saved in /content/dissertation/scripts/ner/output/special_tokens_map.json
[INFO|trainer.py:811] 2024-09-06 00:34:32,890 >> The following columns in the evaluation set don't have a corresponding argument in `RobertaForTokenClassification.forward` and have been ignored: tokens, ner_tags, id. If tokens, ner_tags, id are not expected by `RobertaForTokenClassification.forward`,  you can safely ignore this message.
[INFO|trainer.py:3819] 2024-09-06 00:34:32,893 >> 
***** Running Evaluation *****
[INFO|trainer.py:3821] 2024-09-06 00:34:32,893 >>   Num examples = 6810
[INFO|trainer.py:3824] 2024-09-06 00:34:32,893 >>   Batch size = 8
{'eval_loss': 1.5933887958526611, 'eval_precision': 0.09211232337685567, 'eval_recall': 0.9466911764705882, 'eval_f1': 0.16788916055419725, 'eval_accuracy': 0.7835212215249838, 'eval_runtime': 14.1983, 'eval_samples_per_second': 479.635, 'eval_steps_per_second': 60.007, 'epoch': 9.0}
{'loss': 0.0181, 'grad_norm': 0.6707109212875366, 'learning_rate': 3.789279112754159e-06, 'epoch': 9.24}


  0%|          | 0/852 [00:00<?, ?it/s]

  1%|          | 9/852 [00:00<00:09, 89.55it/s]

  2%|▏         | 18/852 [00:00<00:10, 78.04it/s]

  3%|▎         | 26/852 [00:00<00:10, 78.51it/s]

  4%|▍         | 34/852 [00:00<00:10, 78.73it/s]

  5%|▍         | 42/852 [00:00<00:10, 78.66it/s]

  6%|▌         | 51/852 [00:00<00:10, 79.68it/s]

  7%|▋         | 60/852 [00:00<00:09, 80.63it/s]

  8%|▊         | 69/852 [00:00<00:10, 78.02it/s]

  9%|▉         | 77/852 [00:00<00:09, 78.40it/s]

 10%|▉         | 85/852 [00:01<00:09, 78.21it/s]

 11%|█         | 93/852 [00:01<00:09, 77.73it/s]

 12%|█▏        | 101/852 [00:01<00:09, 78.25it/s]

 13%|█▎        | 109/852 [00:01<00:09, 78.21it/s]

 14%|█▍        | 118/852 [00:01<00:09, 79.39it/s]

 15%|█▍        | 126/852 [00:01<00:09, 77.11it/s]

 16%|█▌        | 134/852 [00:01<00:09, 77.83it/s]

 17%|█▋        | 142/852 [00:01<00:09, 78.38it/s]

 18%|█▊        | 150/852 [00:01<00:08, 78.20it/s]

 19%|█▊        | 159/852 [00:02<00:08, 80.30it/s]

 20%|█▉        | 168/852 [00:02<00:08, 81.20it/s]

 21%|██        | 177/852 [00:02<00:08, 81.31it/s]

 22%|██▏       | 186/852 [00:02<00:08, 80.12it/s]

 23%|██▎       | 195/852 [00:02<00:08, 79.01it/s]

 24%|██▍       | 204/852 [00:02<00:08, 80.26it/s]

 25%|██▌       | 213/852 [00:02<00:08, 79.43it/s]

 26%|██▌       | 221/852 [00:02<00:07, 79.10it/s]

 27%|██▋       | 230/852 [00:02<00:07, 80.28it/s]

 28%|██▊       | 239/852 [00:03<00:07, 79.27it/s]

 29%|██▉       | 247/852 [00:03<00:07, 78.08it/s]

 30%|██▉       | 255/852 [00:03<00:07, 77.42it/s]

 31%|███       | 264/852 [00:03<00:07, 78.85it/s]

 32%|███▏      | 272/852 [00:03<00:07, 78.61it/s]

 33%|███▎      | 281/852 [00:03<00:07, 80.60it/s]

 34%|███▍      | 290/852 [00:03<00:07, 80.23it/s]

 35%|███▌      | 299/852 [00:03<00:06, 79.10it/s]

 36%|███▌      | 307/852 [00:03<00:06, 79.31it/s]

 37%|███▋      | 315/852 [00:03<00:06, 77.92it/s]

 38%|███▊      | 323/852 [00:04<00:06, 77.79it/s]

 39%|███▉      | 331/852 [00:04<00:06, 77.99it/s]

 40%|███▉      | 339/852 [00:04<00:06, 74.24it/s]

 41%|████      | 347/852 [00:04<00:06, 74.87it/s]

 42%|████▏     | 355/852 [00:04<00:06, 73.60it/s]

 43%|████▎     | 363/852 [00:04<00:06, 73.50it/s]

 44%|████▎     | 371/852 [00:04<00:06, 74.05it/s]

 44%|████▍     | 379/852 [00:04<00:06, 72.42it/s]

 45%|████▌     | 387/852 [00:04<00:06, 72.51it/s]

 46%|████▋     | 396/852 [00:05<00:06, 75.47it/s]

 47%|████▋     | 404/852 [00:05<00:06, 74.19it/s]

 48%|████▊     | 412/852 [00:05<00:05, 75.55it/s]

 49%|████▉     | 421/852 [00:05<00:05, 77.07it/s]

 50%|█████     | 429/852 [00:05<00:05, 74.99it/s]

 51%|█████▏    | 438/852 [00:05<00:05, 77.11it/s]

 52%|█████▏    | 447/852 [00:05<00:05, 78.35it/s]

 54%|█████▎    | 456/852 [00:05<00:04, 79.92it/s]

 54%|█████▍    | 464/852 [00:05<00:04, 78.88it/s]

 55%|█████▌    | 472/852 [00:06<00:05, 74.33it/s]

 56%|█████▋    | 481/852 [00:06<00:04, 76.08it/s]

 57%|█████▋    | 489/852 [00:06<00:04, 75.20it/s]

 58%|█████▊    | 497/852 [00:06<00:04, 76.31it/s]

 59%|█████▉    | 506/852 [00:06<00:04, 78.45it/s]

 60%|██████    | 514/852 [00:06<00:04, 78.79it/s]

 61%|██████▏   | 522/852 [00:06<00:04, 78.37it/s]

 62%|██████▏   | 530/852 [00:06<00:04, 78.75it/s]

 63%|██████▎   | 538/852 [00:06<00:04, 77.44it/s]

 64%|██████▍   | 547/852 [00:07<00:03, 78.47it/s]

 65%|██████▌   | 555/852 [00:07<00:03, 76.97it/s]

 66%|██████▌   | 564/852 [00:07<00:03, 79.46it/s]

 67%|██████▋   | 573/852 [00:07<00:03, 80.75it/s]

 68%|██████▊   | 582/852 [00:07<00:03, 78.31it/s]

 69%|██████▉   | 590/852 [00:07<00:03, 77.77it/s]

 70%|███████   | 598/852 [00:07<00:03, 78.40it/s]

 71%|███████   | 606/852 [00:07<00:03, 78.54it/s]

 72%|███████▏  | 614/852 [00:07<00:03, 78.13it/s]

 73%|███████▎  | 622/852 [00:07<00:02, 77.04it/s]

 74%|███████▍  | 630/852 [00:08<00:02, 74.11it/s]

 75%|███████▌  | 639/852 [00:08<00:02, 76.18it/s]

 76%|███████▌  | 647/852 [00:08<00:02, 74.26it/s]

 77%|███████▋  | 656/852 [00:08<00:02, 76.36it/s]

 78%|███████▊  | 664/852 [00:08<00:02, 76.77it/s]

 79%|███████▉  | 672/852 [00:08<00:02, 74.93it/s]

 80%|███████▉  | 680/852 [00:08<00:02, 76.32it/s]

 81%|████████  | 689/852 [00:08<00:02, 78.60it/s]

 82%|████████▏ | 698/852 [00:08<00:01, 79.72it/s]

 83%|████████▎ | 707/852 [00:09<00:01, 80.53it/s]

 84%|████████▍ | 716/852 [00:09<00:01, 78.20it/s]

 85%|████████▌ | 725/852 [00:09<00:01, 79.27it/s]

 86%|████████▌ | 734/852 [00:09<00:01, 80.59it/s]

 87%|████████▋ | 743/852 [00:09<00:01, 81.07it/s]

 88%|████████▊ | 752/852 [00:09<00:01, 80.68it/s]

 89%|████████▉ | 761/852 [00:09<00:01, 79.22it/s]

 90%|█████████ | 769/852 [00:09<00:01, 78.35it/s]

 91%|█████████▏| 778/852 [00:09<00:00, 78.94it/s]

 92%|█████████▏| 786/852 [00:10<00:00, 78.83it/s]

 93%|█████████▎| 795/852 [00:10<00:00, 80.21it/s]

 94%|█████████▍| 804/852 [00:10<00:00, 81.44it/s]

 95%|█████████▌| 813/852 [00:10<00:00, 77.83it/s]

 96%|█████████▋| 822/852 [00:10<00:00, 79.78it/s]

 98%|█████████▊| 831/852 [00:10<00:00, 80.87it/s]

 99%|█████████▊| 840/852 [00:10<00:00, 80.67it/s]

100%|█████████▉| 849/852 [00:10<00:00, 80.00it/s]/usr/local/lib/python3.10/dist-packages/seqeval/metrics/v1.py:57: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))

                                                   

                                                 

100%|██████████| 5410/5410 [25:39<00:00,  3.15it/s]

100%|██████████| 852/852 [00:14<00:00, 80.00it/s]

                                                 [INFO|trainer.py:3503] 2024-09-06 00:34:47,461 >> Saving model checkpoint to /content/dissertation/scripts/ner/output/checkpoint-5410
[INFO|configuration_utils.py:472] 2024-09-06 00:34:47,463 >> Configuration saved in /content/dissertation/scripts/ner/output/checkpoint-5410/config.json
[INFO|modeling_utils.py:2799] 2024-09-06 00:34:48,865 >> Model weights saved in /content/dissertation/scripts/ner/output/checkpoint-5410/model.safetensors
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:34:48,866 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/checkpoint-5410/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:34:48,866 >> Special tokens file saved in /content/dissertation/scripts/ner/output/checkpoint-5410/special_tokens_map.json
[INFO|trainer.py:2394] 2024-09-06 00:34:50,732 >> 

Training completed. Do not forget to share your model on huggingface.co/models =)


[INFO|trainer.py:2632] 2024-09-06 00:34:50,732 >> Loading best model from /content/dissertation/scripts/ner/output/checkpoint-2705 (score: 0.17114591920857378).

                                                   

100%|██████████| 5410/5410 [25:42<00:00,  3.15it/s]
100%|██████████| 5410/5410 [25:42<00:00,  3.51it/s]
[INFO|trainer.py:4283] 2024-09-06 00:34:50,931 >> Waiting for the current checkpoint push to be finished, this might take a couple of minutes.
[INFO|trainer.py:3503] 2024-09-06 00:35:00,710 >> Saving model checkpoint to /content/dissertation/scripts/ner/output
[INFO|configuration_utils.py:472] 2024-09-06 00:35:00,711 >> Configuration saved in /content/dissertation/scripts/ner/output/config.json
[INFO|modeling_utils.py:2799] 2024-09-06 00:35:02,143 >> Model weights saved in /content/dissertation/scripts/ner/output/model.safetensors
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:35:02,144 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:35:02,144 >> Special tokens file saved in /content/dissertation/scripts/ner/output/special_tokens_map.json
[INFO|trainer.py:3503] 2024-09-06 00:35:02,196 >> Saving model checkpoint to /content/dissertation/scripts/ner/output
[INFO|configuration_utils.py:472] 2024-09-06 00:35:02,198 >> Configuration saved in /content/dissertation/scripts/ner/output/config.json
[INFO|modeling_utils.py:2799] 2024-09-06 00:35:03,525 >> Model weights saved in /content/dissertation/scripts/ner/output/model.safetensors
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:35:03,526 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:35:03,526 >> Special tokens file saved in /content/dissertation/scripts/ner/output/special_tokens_map.json
{'eval_loss': 1.6103088855743408, 'eval_precision': 0.09223170184104176, 'eval_recall': 0.9439338235294118, 'eval_f1': 0.16804385175488834, 'eval_accuracy': 0.7862743213368668, 'eval_runtime': 14.5612, 'eval_samples_per_second': 467.681, 'eval_steps_per_second': 58.512, 'epoch': 10.0}
{'train_runtime': 1542.5562, 'train_samples_per_second': 224.329, 'train_steps_per_second': 3.507, 'train_loss': 0.0812657987344287, 'epoch': 10.0}

events.out.tfevents.1725581348.2a66098fac87.23851.0:   0%|          | 0.00/12.6k [00:00<?, ?B/s]
events.out.tfevents.1725581348.2a66098fac87.23851.0: 100%|██████████| 12.6k/12.6k [00:00<00:00, 39.7kB/s]
***** train metrics *****
  epoch                    =       10.0
  total_flos               = 15996936GF
  train_loss               =     0.0813
  train_runtime            = 0:25:42.55
  train_samples            =      34604
  train_samples_per_second =    224.329
  train_steps_per_second   =      3.507
09/06/2024 00:35:09 - INFO - __main__ -   *** Evaluate ***
[INFO|trainer.py:811] 2024-09-06 00:35:09,352 >> The following columns in the evaluation set don't have a corresponding argument in `RobertaForTokenClassification.forward` and have been ignored: tokens, ner_tags, id. If tokens, ner_tags, id are not expected by `RobertaForTokenClassification.forward`,  you can safely ignore this message.
[INFO|trainer.py:3819] 2024-09-06 00:35:09,354 >> 
***** Running Evaluation *****
[INFO|trainer.py:3821] 2024-09-06 00:35:09,354 >>   Num examples = 6810
[INFO|trainer.py:3824] 2024-09-06 00:35:09,354 >>   Batch size = 8

  0%|          | 0/852 [00:00<?, ?it/s]
  1%|          | 10/852 [00:00<00:09, 89.32it/s]
  2%|▏         | 19/852 [00:00<00:10, 77.68it/s]
  3%|▎         | 27/852 [00:00<00:10, 77.19it/s]
  4%|▍         | 35/852 [00:00<00:10, 77.86it/s]
  5%|▌         | 44/852 [00:00<00:10, 79.22it/s]
  6%|▌         | 53/852 [00:00<00:09, 80.49it/s]
  7%|▋         | 62/852 [00:00<00:09, 81.06it/s]
  8%|▊         | 71/852 [00:00<00:09, 78.26it/s]
  9%|▉         | 80/852 [00:01<00:09, 78.24it/s]
 10%|█         | 89/852 [00:01<00:09, 78.87it/s]
 11%|█▏        | 97/852 [00:01<00:09, 78.68it/s]
 12%|█▏        | 106/852 [00:01<00:09, 79.83it/s]
 13%|█▎        | 114/852 [00:01<00:09, 79.66it/s]
 14%|█▍        | 123/852 [00:01<00:09, 80.84it/s]
 15%|█▌        | 132/852 [00:01<00:09, 76.65it/s]
 16%|█▋        | 140/852 [00:01<00:09, 76.74it/s]
 17%|█▋        | 148/852 [00:01<00:09, 76.37it/s]
 18%|█▊        | 156/852 [00:01<00:09, 77.14it/s]
 19%|█▉        | 164/852 [00:02<00:08, 77.82it/s]
 20%|██        | 172/852 [00:02<00:08, 77.95it/s]
 21%|██        | 180/852 [00:02<00:08, 76.88it/s]
 22%|██▏       | 188/852 [00:02<00:08, 77.69it/s]
 23%|██▎       | 196/852 [00:02<00:08, 77.62it/s]
 24%|██▍       | 205/852 [00:02<00:08, 78.72it/s]
 25%|██▌       | 213/852 [00:02<00:08, 77.59it/s]
 26%|██▌       | 221/852 [00:02<00:08, 76.68it/s]
 27%|██▋       | 230/852 [00:02<00:07, 77.89it/s]
 28%|██▊       | 238/852 [00:03<00:07, 77.24it/s]
 29%|██▉       | 246/852 [00:03<00:07, 75.97it/s]
 30%|██▉       | 255/852 [00:03<00:07, 78.31it/s]
 31%|███       | 264/852 [00:03<00:07, 79.83it/s]
 32%|███▏      | 272/852 [00:03<00:07, 79.08it/s]
 33%|███▎      | 281/852 [00:03<00:07, 80.99it/s]
 34%|███▍      | 290/852 [00:03<00:07, 79.72it/s]
 35%|███▍      | 298/852 [00:03<00:06, 79.60it/s]
 36%|███▌      | 307/852 [00:03<00:06, 80.29it/s]
 37%|███▋      | 316/852 [00:04<00:06, 78.10it/s]
 38%|███▊      | 324/852 [00:04<00:06, 78.24it/s]
 39%|███▉      | 332/852 [00:04<00:06, 77.89it/s]
 40%|████      | 341/852 [00:04<00:06, 79.08it/s]
 41%|████      | 350/852 [00:04<00:06, 79.99it/s]
 42%|████▏     | 359/852 [00:04<00:06, 78.18it/s]
 43%|████▎     | 368/852 [00:04<00:06, 79.04it/s]
 44%|████▍     | 377/852 [00:04<00:05, 79.49it/s]
 45%|████▌     | 385/852 [00:04<00:05, 78.76it/s]
 46%|████▌     | 394/852 [00:05<00:05, 79.43it/s]
 47%|████▋     | 402/852 [00:05<00:05, 79.23it/s]
 48%|████▊     | 410/852 [00:05<00:05, 77.00it/s]
 49%|████▉     | 418/852 [00:05<00:05, 77.80it/s]
 50%|█████     | 426/852 [00:05<00:05, 76.10it/s]
 51%|█████     | 435/852 [00:05<00:05, 77.97it/s]
 52%|█████▏    | 444/852 [00:05<00:05, 79.13it/s]
 53%|█████▎    | 453/852 [00:05<00:04, 79.97it/s]
 54%|█████▍    | 461/852 [00:05<00:05, 77.94it/s]
 55%|█████▌    | 469/852 [00:05<00:04, 77.33it/s]
 56%|█████▌    | 477/852 [00:06<00:05, 74.29it/s]
 57%|█████▋    | 485/852 [00:06<00:04, 74.32it/s]
 58%|█████▊    | 494/852 [00:06<00:04, 76.20it/s]
 59%|█████▉    | 503/852 [00:06<00:04, 77.78it/s]
 60%|█████▉    | 511/852 [00:06<00:04, 77.92it/s]
 61%|██████    | 520/852 [00:06<00:04, 79.03it/s]
 62%|██████▏   | 528/852 [00:06<00:04, 77.15it/s]
 63%|██████▎   | 537/852 [00:06<00:03, 79.37it/s]
 64%|██████▍   | 546/852 [00:06<00:03, 80.04it/s]
 65%|██████▌   | 555/852 [00:07<00:03, 77.62it/s]
 66%|██████▌   | 564/852 [00:07<00:03, 78.59it/s]
 67%|██████▋   | 572/852 [00:07<00:03, 78.53it/s]
 68%|██████▊   | 580/852 [00:07<00:03, 78.15it/s]
 69%|██████▉   | 588/852 [00:07<00:03, 77.41it/s]
 70%|███████   | 597/852 [00:07<00:03, 78.12it/s]
 71%|███████   | 605/852 [00:07<00:03, 73.52it/s]
 72%|███████▏  | 613/852 [00:07<00:03, 74.71it/s]
 73%|███████▎  | 621/852 [00:07<00:03, 75.59it/s]
 74%|███████▍  | 629/852 [00:08<00:02, 74.68it/s]
 75%|███████▍  | 638/852 [00:08<00:02, 76.62it/s]
 76%|███████▌  | 646/852 [00:08<00:02, 74.33it/s]
 77%|███████▋  | 655/852 [00:08<00:02, 77.01it/s]
 78%|███████▊  | 663/852 [00:08<00:02, 77.50it/s]
 79%|███████▉  | 671/852 [00:08<00:02, 77.95it/s]
 80%|███████▉  | 680/852 [00:08<00:02, 78.57it/s]
 81%|████████  | 689/852 [00:08<00:02, 80.07it/s]
 82%|████████▏ | 698/852 [00:08<00:01, 80.51it/s]
 83%|████████▎ | 707/852 [00:09<00:01, 81.55it/s]
 84%|████████▍ | 716/852 [00:09<00:01, 81.02it/s]
 85%|████████▌ | 725/852 [00:09<00:01, 80.67it/s]
 86%|████████▌ | 734/852 [00:09<00:01, 81.53it/s]
 87%|████████▋ | 743/852 [00:09<00:01, 81.13it/s]
 88%|████████▊ | 752/852 [00:09<00:01, 80.94it/s]
 89%|████████▉ | 761/852 [00:09<00:01, 82.18it/s]
 90%|█████████ | 770/852 [00:09<00:01, 80.71it/s]
 91%|█████████▏| 779/852 [00:09<00:00, 80.08it/s]
 92%|█████████▏| 788/852 [00:10<00:00, 79.00it/s]
 93%|█████████▎| 796/852 [00:10<00:00, 79.25it/s]
 94%|█████████▍| 805/852 [00:10<00:00, 79.61it/s]
 95%|█████████▌| 813/852 [00:10<00:00, 77.98it/s]
 96%|█████████▋| 822/852 [00:10<00:00, 79.28it/s]
 98%|█████████▊| 831/852 [00:10<00:00, 80.44it/s]
 99%|█████████▊| 840/852 [00:10<00:00, 79.45it/s]
100%|█████████▉| 848/852 [00:10<00:00, 78.02it/s]/usr/local/lib/python3.10/dist-packages/seqeval/metrics/v1.py:57: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))

100%|██████████| 852/852 [00:14<00:00, 58.77it/s]
***** eval metrics *****
  epoch                   =       10.0
  eval_accuracy           =      0.789
  eval_f1                 =     0.1711
  eval_loss               =     1.1806
  eval_precision          =      0.094
  eval_recall             =      0.954
  eval_runtime            = 0:00:14.51
  eval_samples            =       6810
  eval_samples_per_second =    469.318
  eval_steps_per_second   =     58.716
09/06/2024 00:35:23 - INFO - __main__ -   *** Predict ***
[INFO|trainer.py:811] 2024-09-06 00:35:23,872 >> The following columns in the test set don't have a corresponding argument in `RobertaForTokenClassification.forward` and have been ignored: tokens, ner_tags, id. If tokens, ner_tags, id are not expected by `RobertaForTokenClassification.forward`,  you can safely ignore this message.
[INFO|trainer.py:3819] 2024-09-06 00:35:23,875 >> 
***** Running Prediction *****
[INFO|trainer.py:3821] 2024-09-06 00:35:23,875 >>   Num examples = 14614
[INFO|trainer.py:3824] 2024-09-06 00:35:23,875 >>   Batch size = 8

  0%|          | 0/1827 [00:00<?, ?it/s]
  1%|          | 10/1827 [00:00<00:21, 86.39it/s]
  1%|          | 19/1827 [00:00<00:23, 76.76it/s]
  1%|▏         | 27/1827 [00:00<00:23, 77.35it/s]
  2%|▏         | 35/1827 [00:00<00:23, 76.72it/s]
  2%|▏         | 44/1827 [00:00<00:22, 78.12it/s]
  3%|▎         | 52/1827 [00:00<00:22, 77.86it/s]
  3%|▎         | 60/1827 [00:00<00:23, 75.65it/s]
  4%|▍         | 69/1827 [00:00<00:22, 77.33it/s]
  4%|▍         | 78/1827 [00:00<00:22, 79.22it/s]
  5%|▍         | 86/1827 [00:01<00:22, 77.72it/s]
  5%|▌         | 95/1827 [00:01<00:21, 78.74it/s]
  6%|▌         | 104/1827 [00:01<00:21, 80.10it/s]
  6%|▌         | 113/1827 [00:01<00:21, 80.17it/s]
  7%|▋         | 122/1827 [00:01<00:21, 78.09it/s]
  7%|▋         | 130/1827 [00:01<00:21, 77.56it/s]
  8%|▊         | 139/1827 [00:01<00:21, 79.53it/s]
  8%|▊         | 148/1827 [00:01<00:20, 80.02it/s]
  9%|▊         | 157/1827 [00:02<00:21, 77.61it/s]
  9%|▉         | 166/1827 [00:02<00:21, 78.42it/s]
 10%|▉         | 174/1827 [00:02<00:21, 78.59it/s]
 10%|█         | 183/1827 [00:02<00:20, 80.08it/s]
 11%|█         | 192/1827 [00:02<00:20, 80.24it/s]
 11%|█         | 201/1827 [00:02<00:20, 78.80it/s]
 11%|█▏        | 210/1827 [00:02<00:20, 79.79it/s]
 12%|█▏        | 218/1827 [00:02<00:20, 79.07it/s]
 12%|█▏        | 227/1827 [00:02<00:19, 80.02it/s]
 13%|█▎        | 236/1827 [00:03<00:20, 77.94it/s]
 13%|█▎        | 245/1827 [00:03<00:19, 79.46it/s]
 14%|█▍        | 253/1827 [00:03<00:19, 79.43it/s]
 14%|█▍        | 261/1827 [00:03<00:19, 79.16it/s]
 15%|█▍        | 270/1827 [00:03<00:19, 80.39it/s]
 15%|█▌        | 279/1827 [00:03<00:18, 81.75it/s]
 16%|█▌        | 288/1827 [00:03<00:18, 81.38it/s]
 16%|█▋        | 297/1827 [00:03<00:18, 82.03it/s]
 17%|█▋        | 306/1827 [00:03<00:18, 80.70it/s]
 17%|█▋        | 315/1827 [00:03<00:18, 81.67it/s]
 18%|█▊        | 324/1827 [00:04<00:18, 81.89it/s]
 18%|█▊        | 333/1827 [00:04<00:18, 81.13it/s]
 19%|█▊        | 342/1827 [00:04<00:18, 82.33it/s]
 19%|█▉        | 351/1827 [00:04<00:18, 77.88it/s]
 20%|█▉        | 360/1827 [00:04<00:18, 79.12it/s]
 20%|██        | 369/1827 [00:04<00:18, 80.42it/s]
 21%|██        | 378/1827 [00:04<00:17, 81.01it/s]
 21%|██        | 387/1827 [00:04<00:17, 80.82it/s]
 22%|██▏       | 396/1827 [00:04<00:17, 80.20it/s]
 22%|██▏       | 405/1827 [00:05<00:17, 81.70it/s]
 23%|██▎       | 414/1827 [00:05<00:17, 79.66it/s]
 23%|██▎       | 423/1827 [00:05<00:17, 81.14it/s]
 24%|██▎       | 432/1827 [00:05<00:17, 79.99it/s]
 24%|██▍       | 441/1827 [00:05<00:17, 79.76it/s]
 25%|██▍       | 449/1827 [00:05<00:17, 79.62it/s]
 25%|██▌       | 458/1827 [00:05<00:17, 80.43it/s]
 26%|██▌       | 467/1827 [00:05<00:16, 81.29it/s]
 26%|██▌       | 476/1827 [00:05<00:17, 78.86it/s]
 26%|██▋       | 484/1827 [00:06<00:17, 78.63it/s]
 27%|██▋       | 492/1827 [00:06<00:17, 77.21it/s]
 27%|██▋       | 500/1827 [00:06<00:17, 77.67it/s]
 28%|██▊       | 508/1827 [00:06<00:16, 77.96it/s]
 28%|██▊       | 516/1827 [00:06<00:16, 78.33it/s]
 29%|██▊       | 525/1827 [00:06<00:16, 79.91it/s]
 29%|██▉       | 533/1827 [00:06<00:16, 78.68it/s]
 30%|██▉       | 542/1827 [00:06<00:16, 79.19it/s]
 30%|███       | 550/1827 [00:06<00:16, 78.85it/s]
 31%|███       | 558/1827 [00:07<00:16, 78.22it/s]
 31%|███       | 566/1827 [00:07<00:16, 78.72it/s]
 31%|███▏      | 575/1827 [00:07<00:15, 80.21it/s]
 32%|███▏      | 584/1827 [00:07<00:15, 78.95it/s]
 32%|███▏      | 593/1827 [00:07<00:15, 79.34it/s]
 33%|███▎      | 601/1827 [00:07<00:15, 79.41it/s]
 33%|███▎      | 609/1827 [00:07<00:15, 77.56it/s]
 34%|███▍      | 617/1827 [00:07<00:15, 77.74it/s]
 34%|███▍      | 626/1827 [00:07<00:15, 78.70it/s]
 35%|███▍      | 634/1827 [00:07<00:15, 78.98it/s]
 35%|███▌      | 643/1827 [00:08<00:14, 79.92it/s]
 36%|███▌      | 651/1827 [00:08<00:15, 75.14it/s]
 36%|███▌      | 659/1827 [00:08<00:15, 75.62it/s]
 37%|███▋      | 668/1827 [00:08<00:14, 77.65it/s]
 37%|███▋      | 676/1827 [00:08<00:14, 77.24it/s]
 37%|███▋      | 684/1827 [00:08<00:14, 77.46it/s]
 38%|███▊      | 693/1827 [00:08<00:14, 79.15it/s]
 38%|███▊      | 701/1827 [00:08<00:14, 78.98it/s]
 39%|███▉      | 710/1827 [00:08<00:13, 80.68it/s]
 39%|███▉      | 719/1827 [00:09<00:13, 82.04it/s]
 40%|███▉      | 728/1827 [00:09<00:13, 82.63it/s]
 40%|████      | 737/1827 [00:09<00:13, 82.07it/s]
 41%|████      | 746/1827 [00:09<00:13, 82.50it/s]
 41%|████▏     | 755/1827 [00:09<00:12, 83.02it/s]
 42%|████▏     | 764/1827 [00:09<00:12, 82.22it/s]
 42%|████▏     | 773/1827 [00:09<00:12, 81.23it/s]
 43%|████▎     | 782/1827 [00:09<00:13, 79.31it/s]
 43%|████▎     | 791/1827 [00:09<00:12, 80.00it/s]
 44%|████▍     | 800/1827 [00:10<00:12, 79.01it/s]
 44%|████▍     | 809/1827 [00:10<00:12, 80.15it/s]
 45%|████▍     | 818/1827 [00:10<00:12, 79.71it/s]
 45%|████▌     | 827/1827 [00:10<00:12, 80.88it/s]
 46%|████▌     | 836/1827 [00:10<00:12, 79.73it/s]
 46%|████▋     | 845/1827 [00:10<00:12, 80.84it/s]
 47%|████▋     | 854/1827 [00:10<00:11, 81.23it/s]
 47%|████▋     | 863/1827 [00:10<00:11, 81.73it/s]
 48%|████▊     | 872/1827 [00:10<00:11, 81.75it/s]
 48%|████▊     | 881/1827 [00:11<00:11, 81.62it/s]
 49%|████▊     | 890/1827 [00:11<00:11, 81.91it/s]
 49%|████▉     | 899/1827 [00:11<00:11, 81.83it/s]
 50%|████▉     | 908/1827 [00:11<00:11, 81.18it/s]
 50%|█████     | 917/1827 [00:11<00:11, 81.62it/s]
 51%|█████     | 926/1827 [00:11<00:11, 80.27it/s]
 51%|█████     | 935/1827 [00:11<00:11, 77.20it/s]
 52%|█████▏    | 943/1827 [00:11<00:11, 77.54it/s]
 52%|█████▏    | 951/1827 [00:11<00:11, 76.33it/s]
 52%|█████▏    | 959/1827 [00:12<00:11, 76.78it/s]
 53%|█████▎    | 967/1827 [00:12<00:11, 77.61it/s]
 53%|█████▎    | 975/1827 [00:12<00:11, 76.48it/s]
 54%|█████▍    | 983/1827 [00:12<00:11, 76.46it/s]
 54%|█████▍    | 991/1827 [00:12<00:10, 76.57it/s]
 55%|█████▍    | 999/1827 [00:12<00:10, 77.28it/s]
 55%|█████▌    | 1007/1827 [00:12<00:10, 76.62it/s]
 56%|█████▌    | 1015/1827 [00:12<00:10, 77.11it/s]
 56%|█████▌    | 1023/1827 [00:12<00:10, 77.82it/s]
 56%|█████▋    | 1032/1827 [00:13<00:10, 78.52it/s]
 57%|█████▋    | 1040/1827 [00:13<00:10, 77.02it/s]
 57%|█████▋    | 1048/1827 [00:13<00:10, 77.36it/s]
 58%|█████▊    | 1056/1827 [00:13<00:09, 77.94it/s]
 58%|█████▊    | 1065/1827 [00:13<00:09, 79.46it/s]
 59%|█████▉    | 1074/1827 [00:13<00:09, 80.78it/s]
 59%|█████▉    | 1083/1827 [00:13<00:09, 81.47it/s]
 60%|█████▉    | 1092/1827 [00:13<00:08, 81.99it/s]
 60%|██████    | 1101/1827 [00:13<00:08, 82.35it/s]
 61%|██████    | 1110/1827 [00:13<00:08, 81.93it/s]
 61%|██████    | 1119/1827 [00:14<00:08, 81.44it/s]
 62%|██████▏   | 1128/1827 [00:14<00:08, 81.89it/s]
 62%|██████▏   | 1137/1827 [00:14<00:08, 82.95it/s]
 63%|██████▎   | 1146/1827 [00:14<00:08, 83.37it/s]
 63%|██████▎   | 1155/1827 [00:14<00:08, 83.36it/s]
 64%|██████▎   | 1164/1827 [00:14<00:08, 80.93it/s]
 64%|██████▍   | 1173/1827 [00:14<00:08, 81.26it/s]
 65%|██████▍   | 1182/1827 [00:14<00:08, 79.25it/s]
 65%|██████▌   | 1191/1827 [00:14<00:07, 79.98it/s]
 66%|██████▌   | 1200/1827 [00:15<00:07, 80.51it/s]
 66%|██████▌   | 1209/1827 [00:15<00:07, 80.69it/s]
 67%|██████▋   | 1218/1827 [00:15<00:07, 79.18it/s]
 67%|██████▋   | 1227/1827 [00:15<00:07, 80.18it/s]
 68%|██████▊   | 1236/1827 [00:15<00:07, 80.99it/s]
 68%|██████▊   | 1245/1827 [00:15<00:07, 81.49it/s]
 69%|██████▊   | 1254/1827 [00:15<00:07, 78.96it/s]
 69%|██████▉   | 1262/1827 [00:15<00:07, 78.04it/s]
 70%|██████▉   | 1271/1827 [00:15<00:06, 79.53it/s]
 70%|███████   | 1280/1827 [00:16<00:06, 80.75it/s]
 71%|███████   | 1289/1827 [00:16<00:06, 81.53it/s]
 71%|███████   | 1298/1827 [00:16<00:06, 82.69it/s]
 72%|███████▏  | 1307/1827 [00:16<00:06, 82.39it/s]
 72%|███████▏  | 1316/1827 [00:16<00:06, 81.93it/s]
 73%|███████▎  | 1325/1827 [00:16<00:06, 79.75it/s]
 73%|███████▎  | 1334/1827 [00:16<00:06, 80.32it/s]
 74%|███████▎  | 1343/1827 [00:16<00:06, 79.81it/s]
 74%|███████▍  | 1351/1827 [00:16<00:05, 79.79it/s]
 74%|███████▍  | 1359/1827 [00:17<00:05, 79.73it/s]
 75%|███████▍  | 1368/1827 [00:17<00:05, 80.26it/s]
 75%|███████▌  | 1377/1827 [00:17<00:05, 79.57it/s]
 76%|███████▌  | 1386/1827 [00:17<00:05, 80.10it/s]
 76%|███████▋  | 1395/1827 [00:17<00:05, 79.37it/s]
 77%|███████▋  | 1404/1827 [00:17<00:05, 80.47it/s]
 77%|███████▋  | 1413/1827 [00:17<00:05, 80.08it/s]
 78%|███████▊  | 1422/1827 [00:17<00:05, 79.11it/s]
 78%|███████▊  | 1430/1827 [00:17<00:05, 77.31it/s]
 79%|███████▊  | 1438/1827 [00:18<00:05, 75.53it/s]
 79%|███████▉  | 1446/1827 [00:18<00:04, 76.28it/s]
 80%|███████▉  | 1455/1827 [00:18<00:04, 77.69it/s]
 80%|████████  | 1463/1827 [00:18<00:04, 77.56it/s]
 81%|████████  | 1471/1827 [00:18<00:04, 75.50it/s]
 81%|████████  | 1479/1827 [00:18<00:04, 75.70it/s]
 81%|████████▏ | 1487/1827 [00:18<00:04, 76.40it/s]
 82%|████████▏ | 1495/1827 [00:18<00:04, 74.59it/s]
 82%|████████▏ | 1503/1827 [00:18<00:04, 74.46it/s]
 83%|████████▎ | 1511/1827 [00:19<00:04, 76.02it/s]
 83%|████████▎ | 1520/1827 [00:19<00:03, 77.31it/s]
 84%|████████▎ | 1528/1827 [00:19<00:03, 77.21it/s]
 84%|████████▍ | 1536/1827 [00:19<00:03, 77.82it/s]
 85%|████████▍ | 1544/1827 [00:19<00:03, 78.06it/s]
 85%|████████▍ | 1552/1827 [00:19<00:03, 78.36it/s]
 85%|████████▌ | 1560/1827 [00:19<00:03, 78.42it/s]
 86%|████████▌ | 1568/1827 [00:19<00:03, 78.31it/s]
 86%|████████▋ | 1576/1827 [00:19<00:03, 77.83it/s]
 87%|████████▋ | 1584/1827 [00:19<00:03, 78.43it/s]
 87%|████████▋ | 1592/1827 [00:20<00:03, 78.12it/s]
 88%|████████▊ | 1600/1827 [00:20<00:02, 78.44it/s]
 88%|████████▊ | 1609/1827 [00:20<00:02, 79.26it/s]
 89%|████████▊ | 1617/1827 [00:20<00:02, 78.96it/s]
 89%|████████▉ | 1625/1827 [00:20<00:02, 73.35it/s]
 89%|████████▉ | 1633/1827 [00:20<00:02, 74.00it/s]
 90%|████████▉ | 1641/1827 [00:20<00:02, 75.00it/s]
 90%|█████████ | 1650/1827 [00:20<00:02, 76.76it/s]
 91%|█████████ | 1658/1827 [00:20<00:02, 76.99it/s]
 91%|█████████ | 1666/1827 [00:21<00:02, 76.77it/s]
 92%|█████████▏| 1674/1827 [00:21<00:01, 77.34it/s]
 92%|█████████▏| 1683/1827 [00:21<00:01, 78.69it/s]
 93%|█████████▎| 1692/1827 [00:21<00:01, 77.53it/s]
 93%|█████████▎| 1700/1827 [00:21<00:01, 77.18it/s]
 93%|█████████▎| 1708/1827 [00:21<00:01, 77.66it/s]
 94%|█████████▍| 1717/1827 [00:21<00:01, 78.89it/s]
 94%|█████████▍| 1725/1827 [00:21<00:01, 75.55it/s]
 95%|█████████▍| 1733/1827 [00:21<00:01, 76.47it/s]
 95%|█████████▌| 1741/1827 [00:21<00:01, 77.39it/s]
 96%|█████████▌| 1750/1827 [00:22<00:00, 79.17it/s]
 96%|█████████▌| 1758/1827 [00:22<00:00, 79.36it/s]
 97%|█████████▋| 1767/1827 [00:22<00:00, 80.84it/s]
 97%|█████████▋| 1776/1827 [00:22<00:00, 81.41it/s]
 98%|█████████▊| 1785/1827 [00:22<00:00, 82.37it/s]
 98%|█████████▊| 1794/1827 [00:22<00:00, 79.49it/s]
 99%|█████████▊| 1802/1827 [00:22<00:00, 79.48it/s]
 99%|█████████▉| 1810/1827 [00:22<00:00, 79.52it/s]
100%|█████████▉| 1818/1827 [00:22<00:00, 79.55it/s]
100%|█████████▉| 1826/1827 [00:23<00:00, 78.49it/s]
100%|██████████| 1827/1827 [00:29<00:00, 61.37it/s]
[INFO|trainer.py:3503] 2024-09-06 00:35:54,295 >> Saving model checkpoint to /content/dissertation/scripts/ner/output
[INFO|configuration_utils.py:472] 2024-09-06 00:35:54,297 >> Configuration saved in /content/dissertation/scripts/ner/output/config.json
[INFO|modeling_utils.py:2799] 2024-09-06 00:35:55,671 >> Model weights saved in /content/dissertation/scripts/ner/output/model.safetensors
[INFO|tokenization_utils_base.py:2684] 2024-09-06 00:35:55,672 >> tokenizer config file saved in /content/dissertation/scripts/ner/output/tokenizer_config.json
[INFO|tokenization_utils_base.py:2693] 2024-09-06 00:35:55,672 >> Special tokens file saved in /content/dissertation/scripts/ner/output/special_tokens_map.json
***** predict metrics *****
  predict_accuracy           =     0.8712
  predict_f1                 =     0.2297
  predict_loss               =     0.7416
  predict_precision          =     0.1307
  predict_recall             =     0.9487
  predict_runtime            = 0:00:29.78
  predict_samples_per_second =    490.651
  predict_steps_per_second   =      61.34

events.out.tfevents.1725582923.2a66098fac87.23851.1:   0%|          | 0.00/560 [00:00<?, ?B/s]
events.out.tfevents.1725582923.2a66098fac87.23851.1: 100%|██████████| 560/560 [00:00<00:00, 2.15kB/s]