eskayML/electra_interview_new

README.md

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+---
+library_name: transformers
+license: apache-2.0
+base_model: mrm8488/electra-small-finetuned-squadv2
+tags:
+- generated_from_trainer
+metrics:
+- accuracy
+model-index:
+- name: electra_interview_new
+  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. -->
+
+# electra_interview_new
+
+This model is a fine-tuned version of [mrm8488/electra-small-finetuned-squadv2](https://huggingface.co/mrm8488/electra-small-finetuned-squadv2) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 1.4404
+- Accuracy: 0.5658
+
+## 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: 2e-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: 10
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Accuracy |
+|:-------------:|:-----:|:----:|:---------------:|:--------:|
+| 2.7407        | 1.0   | 759  | 2.4745          | 0.2270   |
+| 2.4522        | 2.0   | 1518 | 2.4164          | 0.2270   |
+| 2.4115        | 3.0   | 2277 | 2.3080          | 0.25     |
+| 2.2666        | 4.0   | 3036 | 2.1030          | 0.3947   |
+| 2.1421        | 5.0   | 3795 | 1.9180          | 0.4342   |
+| 1.9628        | 6.0   | 4554 | 1.7503          | 0.4836   |
+| 1.8452        | 7.0   | 5313 | 1.5931          | 0.5164   |
+| 1.7014        | 8.0   | 6072 | 1.5194          | 0.5691   |
+| 1.6226        | 9.0   | 6831 | 1.4557          | 0.5592   |
+| 1.5557        | 10.0  | 7590 | 1.4404          | 0.5658   |
+
+
+### Framework versions
+
+- Transformers 4.44.2
+- Pytorch 2.4.0+cu121
+- Datasets 3.0.0
+- Tokenizers 0.19.1

config.json

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+{
+  "_name_or_path": "mrm8488/electra-small-finetuned-squadv2",
+  "architectures": [
+    "ElectraForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "embedding_size": 128,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 256,
+  "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,
+  "intermediate_size": 1024,
+  "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
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "electra",
+  "num_attention_heads": 4,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "problem_type": "single_label_classification",
+  "summary_activation": "gelu",
+  "summary_last_dropout": 0.1,
+  "summary_type": "first",
+  "summary_use_proj": true,
+  "torch_dtype": "float32",
+  "transformers_version": "4.44.2",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}

model.safetensors

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runs/Sep13_14-20-46_0294381cf3b7/events.out.tfevents.1726237247.0294381cf3b7.540.2

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

training_args.bin

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