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config.json

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+{
+  "_name_or_path": "bert-base-cased",
+  "architectures": [
+    "BertForTokenClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "O",
+    "1": "B-PROBLEM",
+    "2": "I-PROBLEM",
+    "3": "E-PROBLEM",
+    "4": "S-PROBLEM",
+    "5": "B-TREATMENT",
+    "6": "I-TREATMENT",
+    "7": "E-TREATMENT",
+    "8": "S-TREATMENT",
+    "9": "B-TEST",
+    "10": "I-TEST",
+    "11": "E-TEST",
+    "12": "S-TEST"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "O": 0,
+    "B-PROBLEM": 1,
+    "I-PROBLEM": 2,
+    "E-PROBLEM": 3,
+    "S-PROBLEM": 4,
+    "B-TREATMENT": 5,
+    "I-TREATMENT": 6,
+    "E-TREATMENT": 7,
+    "S-TREATMENT": 8,
+    "B-TEST": 9,
+    "I-TEST": 10,
+    "E-TEST": 11,
+    "S-TEST": 12
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "torch_dtype": "float32",
+  "transformers_version": "4.28.0",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 28996
+}

eval_results.txt

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+accuracy = 0.8782103929132794
+eval_loss = 0.3968946770636102
+f1_score = 0.7556232119891866
+precision = 0.7552069671056083
+recall = 0.7560399159663865

model_args.json

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+{"adam_epsilon": 1e-08, "best_model_dir": "outputs/pl_model_ds/best_model", "cache_dir": "cache_dir/", "config": {}, "cosine_schedule_num_cycles": 0.5, "custom_layer_parameters": [], "custom_parameter_groups": [], "dataloader_num_workers": 0, "do_lower_case": false, "dynamic_quantize": false, "early_stopping_consider_epochs": true, "early_stopping_delta": 0, "early_stopping_metric": "eval_loss", "early_stopping_metric_minimize": true, "early_stopping_patience": 30, "encoding": null, "adafactor_eps": [1e-30, 0.001], "adafactor_clip_threshold": 1.0, "adafactor_decay_rate": -0.8, "adafactor_beta1": null, "adafactor_scale_parameter": true, "adafactor_relative_step": true, "adafactor_warmup_init": true, "eval_batch_size": 64, "evaluate_during_training": true, "evaluate_during_training_silent": true, "evaluate_during_training_steps": 2000, "evaluate_during_training_verbose": false, "evaluate_each_epoch": true, "fp16": true, "gradient_accumulation_steps": 1, "learning_rate": 3e-05, "local_rank": -1, "logging_steps": 50, "manual_seed": null, "max_grad_norm": 1.0, "max_seq_length": 128, "model_name": "bert-base-cased", "model_type": "bert", "multiprocessing_chunksize": 500, "n_gpu": 1, "no_cache": false, "no_save": false, "not_saved_args": [], "num_train_epochs": 200, "optimizer": "AdamW", "output_dir": "outputs/pl_model_ds", "overwrite_output_dir": true, "process_count": 254, "polynomial_decay_schedule_lr_end": 1e-07, "polynomial_decay_schedule_power": 1.0, "quantized_model": false, "reprocess_input_data": true, "save_best_model": true, "save_eval_checkpoints": false, "save_model_every_epoch": false, "save_optimizer_and_scheduler": true, "save_steps": -1, "scheduler": "linear_schedule_with_warmup", "silent": false, "skip_special_tokens": true, "tensorboard_dir": null, "thread_count": null, "tokenizer_type": null, "tokenizer_name": null, "train_batch_size": 64, "train_custom_parameters_only": false, "use_cached_eval_features": false, "use_early_stopping": true, "use_multiprocessing": true, "wandb_kwargs": {}, "wandb_project": "sl-tagging", "warmup_ratio": 0.06, "warmup_steps": 65880, "weight_decay": 0.01, "model_class": "NERModel", "classification_report": true, "labels_list": ["O", "B-PROBLEM", "I-PROBLEM", "E-PROBLEM", "S-PROBLEM", "B-TREATMENT", "I-TREATMENT", "E-TREATMENT", "S-TREATMENT", "B-TEST", "I-TEST", "E-TEST", "S-TEST"], "lazy_loading": false, "lazy_loading_start_line": 0, "onnx": false, "special_tokens_list": []}

optimizer.pt

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+size 861962733

pytorch_model.bin

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+size 430994295

scheduler.pt

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+oid sha256:5f2bab54c773ccd1a9ec812292ae6fd4758d53bf0cfb211400d5f94b004692d8
+size 623

special_tokens_map.json

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+{
+  "cls_token": "[CLS]",
+  "mask_token": "[MASK]",
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "unk_token": "[UNK]"
+}

tokenizer_config.json

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+{
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "[CLS]",
+  "do_basic_tokenize": true,
+  "do_lower_case": false,
+  "mask_token": "[MASK]",
+  "model_max_length": 512,
+  "never_split": null,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
+}

training_args.bin

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