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README.md

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+
+---
+tags:
+- autotrain
+- token-classification
+base_model: dslim/bert-base-NER
+widget:
+- text: "I love AutoTrain"
+---
+
+# Model Trained Using AutoTrain
+
+- Problem type: Token Classification
+
+## Validation Metrics
+loss: 0.0005143894231878221
+
+precision: 0.9998563016620019
+
+recall: 0.999885691144003
+
+f1: 0.9998709961870392
+
+accuracy: 0.9999096727919246

checkpoint-19158/config.json

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+  "_name_or_path": "dslim/bert-base-NER",
+  "_num_labels": 4,
+  "architectures": [
+    "BertForTokenClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "B-BRAND",
+    "1": "B-MODEL",
+    "2": "I-MODEL",
+    "3": "O"
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+  "label2id": {
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+    "B-MODEL": 1,
+    "I-MODEL": 2,
+    "O": 3
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+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "output_past": true,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "torch_dtype": "float32",
+  "transformers_version": "4.45.0",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 28996
+}

checkpoint-19158/model.safetensors

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checkpoint-19158/optimizer.pt

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checkpoint-19158/rng_state.pth

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checkpoint-19158/training_args.bin

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config.json

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+  "_name_or_path": "dslim/bert-base-NER",
+  "_num_labels": 4,
+  "architectures": [
+    "BertForTokenClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "B-BRAND",
+    "1": "B-MODEL",
+    "2": "I-MODEL",
+    "3": "O"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "B-BRAND": 0,
+    "B-MODEL": 1,
+    "I-MODEL": 2,
+    "O": 3
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "output_past": true,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "torch_dtype": "float32",
+  "transformers_version": "4.45.0",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 28996
+}

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runs/Oct31_22-42-04_rh/events.out.tfevents.1730410927.rh.1402.0

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special_tokens_map.json

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

tokenizer_config.json

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+{
+  "added_tokens_decoder": {
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+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+  },
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "[CLS]",
+  "do_basic_tokenize": true,
+  "do_lower_case": false,
+  "mask_token": "[MASK]",
+  "max_len": 512,
+  "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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training_params.json

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+    "data_path": "PE-big3/autotrain-data",
+    "model": "dslim/bert-base-NER",
+    "lr": 5e-05,
+    "epochs": 3,
+    "max_seq_length": 128,
+    "batch_size": 8,
+    "warmup_ratio": 0.1,
+    "gradient_accumulation": 3,
+    "optimizer": "adamw_torch",
+    "scheduler": "linear",
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+    "max_grad_norm": 1.0,
+    "seed": 42,
+    "train_split": "train",
+    "valid_split": "validation",
+    "tokens_column": "autotrain_text",
+    "tags_column": "autotrain_label",
+    "logging_steps": -1,
+    "project_name": "PE-big3",
+    "auto_find_batch_size": false,
+    "mixed_precision": "fp16",
+    "save_total_limit": 1,
+    "push_to_hub": true,
+    "eval_strategy": "epoch",
+    "username": "xenogy",
+    "log": "tensorboard",
+    "early_stopping_patience": 5,
+    "early_stopping_threshold": 0.01
+}