eskayML/bert_interview_new

README.md

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+---
+library_name: transformers
+license: apache-2.0
+base_model: distilbert-base-uncased
+tags:
+- generated_from_trainer
+metrics:
+- accuracy
+model-index:
+- name: bert_interview_duplicated
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# bert_interview_duplicated
+
+This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 1.6667
+- Accuracy: 0.4523
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 1e-05
+- train_batch_size: 2
+- eval_batch_size: 2
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 5
+
+### Training results
+
+| Training Loss | Epoch | Step  | Validation Loss | Accuracy |
+|:-------------:|:-----:|:-----:|:---------------:|:--------:|
+| 2.2802        | 1.0   | 2121  | 2.0371          | 0.3804   |
+| 2.0794        | 2.0   | 4242  | 1.8813          | 0.4158   |
+| 1.9467        | 3.0   | 6363  | 1.7781          | 0.4311   |
+| 1.8672        | 4.0   | 8484  | 1.7044          | 0.4429   |
+| 1.7766        | 5.0   | 10605 | 1.6667          | 0.4523   |
+
+
+### Framework versions
+
+- Transformers 4.44.2
+- Pytorch 2.5.0+cu121
+- Datasets 3.0.2
+- Tokenizers 0.19.1

config.json

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+{
+  "_name_or_path": "distilbert-base-uncased",
+  "activation": "gelu",
+  "architectures": [
+    "DistilBertForSequenceClassification"
+  ],
+  "attention_dropout": 0.1,
+  "dim": 768,
+  "dropout": 0.1,
+  "hidden_dim": 3072,
+  "id2label": {
+    "0": "ALGORITHM",
+    "1": "COMANAGEMENT",
+    "2": "COMPETING PRIORITIES",
+    "3": "COST",
+    "4": "COVID",
+    "5": "EHR",
+    "6": "GUIDELINES",
+    "7": "HFREF COMFORT MANAGING",
+    "8": "INFO NEEDS",
+    "9": "INTERNAL & EXTERNAL SUPPORT BAR",
+    "10": "JUICY QUOTE",
+    "11": "MAGIC WAND",
+    "12": "MED MANAGEMENT",
+    "13": "OTHER",
+    "14": "PATIENT DIGITAL TOOLS",
+    "15": "PATIENTS",
+    "16": "PROVIDER EDUCATION",
+    "17": "ROLE OF OTHER STAFF",
+    "18": "TIME CONSTRAINTS",
+    "19": "WORKFLOW"
+  },
+  "initializer_range": 0.02,
+  "label2id": {
+    "ALGORITHM": 0,
+    "COMANAGEMENT": 1,
+    "COMPETING PRIORITIES": 2,
+    "COST": 3,
+    "COVID": 4,
+    "EHR": 5,
+    "GUIDELINES": 6,
+    "HFREF COMFORT MANAGING": 7,
+    "INFO NEEDS": 8,
+    "INTERNAL & EXTERNAL SUPPORT BAR": 9,
+    "JUICY QUOTE": 10,
+    "MAGIC WAND": 11,
+    "MED MANAGEMENT": 12,
+    "OTHER": 13,
+    "PATIENT DIGITAL TOOLS": 14,
+    "PATIENTS": 15,
+    "PROVIDER EDUCATION": 16,
+    "ROLE OF OTHER STAFF": 17,
+    "TIME CONSTRAINTS": 18,
+    "WORKFLOW": 19
+  },
+  "max_position_embeddings": 512,
+  "model_type": "distilbert",
+  "n_heads": 12,
+  "n_layers": 6,
+  "pad_token_id": 0,
+  "problem_type": "single_label_classification",
+  "qa_dropout": 0.1,
+  "seq_classif_dropout": 0.2,
+  "sinusoidal_pos_embds": false,
+  "tie_weights_": true,
+  "torch_dtype": "float32",
+  "transformers_version": "4.44.2",
+  "vocab_size": 30522
+}

model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:749d04ea2901a5ad00e113ade3316ded52d0d41aed3d018e6323f4afa831df52
+size 267887936

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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+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "100": {
+      "content": "[UNK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "101": {
+      "content": "[CLS]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "102": {
+      "content": "[SEP]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "103": {
+      "content": "[MASK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "[CLS]",
+  "do_lower_case": true,
+  "mask_token": "[MASK]",
+  "max_length": 512,
+  "model_max_length": 512,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "DistilBertTokenizer",
+  "unk_token": "[UNK]"
+}

training_args.bin

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