End of training

README.md

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+---
+library_name: transformers
+license: mit
+base_model: emilyalsentzer/Bio_ClinicalBERT
+tags:
+- generated_from_trainer
+model-index:
+- name: results_massive_v2
+  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. -->
+
+# results_massive_v2
+
+This model is a fine-tuned version of [emilyalsentzer/Bio_ClinicalBERT](https://huggingface.co/emilyalsentzer/Bio_ClinicalBERT) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.2577
+
+## 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: 32
+- eval_batch_size: 16
+- seed: 42
+- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
+- lr_scheduler_type: linear
+- num_epochs: 3
+- mixed_precision_training: Native AMP
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss |
+|:-------------:|:-----:|:----:|:---------------:|
+| 0.4108        | 1.0   | 2737 | 0.3452          |
+| 0.3092        | 2.0   | 5474 | 0.2852          |
+| 0.2526        | 3.0   | 8211 | 0.2577          |
+
+
+### Framework versions
+
+- Transformers 4.53.3
+- Pytorch 2.6.0+cu124
+- Datasets 4.4.1
+- Tokenizers 0.21.2

config.json

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+{
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "Acne",
+    "1": "Arthritis",
+    "2": "Bronchial Asthma",
+    "3": "Cervical spondylosis",
+    "4": "Chicken pox",
+    "5": "Common Cold",
+    "6": "Dengue",
+    "7": "Dimorphic Hemorrhoids",
+    "8": "Fungal infection",
+    "9": "Hypertension",
+    "10": "Impetigo",
+    "11": "Jaundice",
+    "12": "Malaria",
+    "13": "Migraine",
+    "14": "Pneumonia",
+    "15": "Psoriasis",
+    "16": "Typhoid",
+    "17": "Varicose Veins",
+    "18": "actinic keratosis",
+    "19": "acute bronchiolitis",
+    "20": "acute bronchitis",
+    "21": "acute bronchospasm",
+    "22": "acute kidney injury",
+    "23": "acute pancreatitis",
+    "24": "acute sinusitis",
+    "25": "allergy",
+    "26": "angina",
+    "27": "anxiety",
+    "28": "appendicitis",
+    "29": "arthritis of the hip",
+    "30": "asthma",
+    "31": "benign prostatic hyperplasia (bph)",
+    "32": "brachial neuritis",
+    "33": "bursitis",
+    "34": "carpal tunnel syndrome",
+    "35": "cholecystitis",
+    "36": "chronic back pain",
+    "37": "chronic constipation",
+    "38": "chronic obstructive pulmonary disease (copd)",
+    "39": "common cold",
+    "40": "complex regional pain syndrome",
+    "41": "concussion",
+    "42": "conjunctivitis",
+    "43": "conjunctivitis due to allergy",
+    "44": "contact dermatitis",
+    "45": "cornea infection",
+    "46": "croup",
+    "47": "cystitis",
+    "48": "degenerative disc disease",
+    "49": "dental caries",
+    "50": "depression",
+    "51": "developmental disability",
+    "52": "diabetes",
+    "53": "diaper rash",
+    "54": "diverticulitis",
+    "55": "drug reaction",
+    "56": "ear drum damage",
+    "57": "eczema",
+    "58": "esophagitis",
+    "59": "eustachian tube dysfunction (ear disorder)",
+    "60": "fungal infection of the hair",
+    "61": "gallstone",
+    "62": "gastroesophageal reflux disease",
+    "63": "gastrointestinal hemorrhage",
+    "64": "gout",
+    "65": "gum disease",
+    "66": "heart attack",
+    "67": "heart failure",
+    "68": "hemorrhoids",
+    "69": "herniated disk",
+    "70": "hiatal hernia",
+    "71": "hyperemesis gravidarum",
+    "72": "hypertensive heart disease",
+    "73": "hypoglycemia",
+    "74": "idiopathic excessive menstruation",
+    "75": "idiopathic irregular menstrual cycle",
+    "76": "idiopathic painful menstruation",
+    "77": "infectious gastroenteritis",
+    "78": "injury to the arm",
+    "79": "injury to the leg",
+    "80": "injury to the trunk",
+    "81": "liver disease",
+    "82": "macular degeneration",
+    "83": "marijuana abuse",
+    "84": "multiple sclerosis",
+    "85": "noninfectious gastroenteritis",
+    "86": "nose disorder",
+    "87": "obstructive sleep apnea (osa)",
+    "88": "otitis externa (swimmer's ear)",
+    "89": "otitis media",
+    "90": "pain after an operation",
+    "91": "panic disorder",
+    "92": "pelvic inflammatory disease",
+    "93": "peptic ulcer disease",
+    "94": "peripheral nerve disorder",
+    "95": "personality disorder",
+    "96": "pneumonia",
+    "97": "problem during pregnancy",
+    "98": "psoriasis",
+    "99": "pyogenic skin infection",
+    "100": "rectal disorder",
+    "101": "schizophrenia",
+    "102": "seasonal allergies (hay fever)",
+    "103": "sebaceous cyst",
+    "104": "sepsis",
+    "105": "sickle cell crisis",
+    "106": "sinus bradycardia",
+    "107": "skin pigmentation disorder",
+    "108": "skin polyp",
+    "109": "spinal stenosis",
+    "110": "spondylosis",
+    "111": "spontaneous abortion",
+    "112": "sprain or strain",
+    "113": "strep throat",
+    "114": "stye",
+    "115": "temporary or benign blood in urine",
+    "116": "threatened pregnancy",
+    "117": "urinary tract infection",
+    "118": "vaginal cyst",
+    "119": "vaginitis",
+    "120": "vulvodynia"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "Acne": 0,
+    "Arthritis": 1,
+    "Bronchial Asthma": 2,
+    "Cervical spondylosis": 3,
+    "Chicken pox": 4,
+    "Common Cold": 5,
+    "Dengue": 6,
+    "Dimorphic Hemorrhoids": 7,
+    "Fungal infection": 8,
+    "Hypertension": 9,
+    "Impetigo": 10,
+    "Jaundice": 11,
+    "Malaria": 12,
+    "Migraine": 13,
+    "Pneumonia": 14,
+    "Psoriasis": 15,
+    "Typhoid": 16,
+    "Varicose Veins": 17,
+    "actinic keratosis": 18,
+    "acute bronchiolitis": 19,
+    "acute bronchitis": 20,
+    "acute bronchospasm": 21,
+    "acute kidney injury": 22,
+    "acute pancreatitis": 23,
+    "acute sinusitis": 24,
+    "allergy": 25,
+    "angina": 26,
+    "anxiety": 27,
+    "appendicitis": 28,
+    "arthritis of the hip": 29,
+    "asthma": 30,
+    "benign prostatic hyperplasia (bph)": 31,
+    "brachial neuritis": 32,
+    "bursitis": 33,
+    "carpal tunnel syndrome": 34,
+    "cholecystitis": 35,
+    "chronic back pain": 36,
+    "chronic constipation": 37,
+    "chronic obstructive pulmonary disease (copd)": 38,
+    "common cold": 39,
+    "complex regional pain syndrome": 40,
+    "concussion": 41,
+    "conjunctivitis": 42,
+    "conjunctivitis due to allergy": 43,
+    "contact dermatitis": 44,
+    "cornea infection": 45,
+    "croup": 46,
+    "cystitis": 47,
+    "degenerative disc disease": 48,
+    "dental caries": 49,
+    "depression": 50,
+    "developmental disability": 51,
+    "diabetes": 52,
+    "diaper rash": 53,
+    "diverticulitis": 54,
+    "drug reaction": 55,
+    "ear drum damage": 56,
+    "eczema": 57,
+    "esophagitis": 58,
+    "eustachian tube dysfunction (ear disorder)": 59,
+    "fungal infection of the hair": 60,
+    "gallstone": 61,
+    "gastroesophageal reflux disease": 62,
+    "gastrointestinal hemorrhage": 63,
+    "gout": 64,
+    "gum disease": 65,
+    "heart attack": 66,
+    "heart failure": 67,
+    "hemorrhoids": 68,
+    "herniated disk": 69,
+    "hiatal hernia": 70,
+    "hyperemesis gravidarum": 71,
+    "hypertensive heart disease": 72,
+    "hypoglycemia": 73,
+    "idiopathic excessive menstruation": 74,
+    "idiopathic irregular menstrual cycle": 75,
+    "idiopathic painful menstruation": 76,
+    "infectious gastroenteritis": 77,
+    "injury to the arm": 78,
+    "injury to the leg": 79,
+    "injury to the trunk": 80,
+    "liver disease": 81,
+    "macular degeneration": 82,
+    "marijuana abuse": 83,
+    "multiple sclerosis": 84,
+    "noninfectious gastroenteritis": 85,
+    "nose disorder": 86,
+    "obstructive sleep apnea (osa)": 87,
+    "otitis externa (swimmer's ear)": 88,
+    "otitis media": 89,
+    "pain after an operation": 90,
+    "panic disorder": 91,
+    "pelvic inflammatory disease": 92,
+    "peptic ulcer disease": 93,
+    "peripheral nerve disorder": 94,
+    "personality disorder": 95,
+    "pneumonia": 96,
+    "problem during pregnancy": 97,
+    "psoriasis": 98,
+    "pyogenic skin infection": 99,
+    "rectal disorder": 100,
+    "schizophrenia": 101,
+    "seasonal allergies (hay fever)": 102,
+    "sebaceous cyst": 103,
+    "sepsis": 104,
+    "sickle cell crisis": 105,
+    "sinus bradycardia": 106,
+    "skin pigmentation disorder": 107,
+    "skin polyp": 108,
+    "spinal stenosis": 109,
+    "spondylosis": 110,
+    "spontaneous abortion": 111,
+    "sprain or strain": 112,
+    "strep throat": 113,
+    "stye": 114,
+    "temporary or benign blood in urine": 115,
+    "threatened pregnancy": 116,
+    "urinary tract infection": 117,
+    "vaginal cyst": 118,
+    "vaginitis": 119,
+    "vulvodynia": 120
+  },
+  "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",
+  "problem_type": "single_label_classification",
+  "torch_dtype": "float32",
+  "transformers_version": "4.53.3",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 28996
+}

model.safetensors

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+oid sha256:d08aa51ec8b532c3c15f7794e0eef0210a9ead574d72b7694258311a77540b78
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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": {
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+      "lstrip": false,
+      "normalized": false,
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+  "clean_up_tokenization_spaces": true,
+  "cls_token": "[CLS]",
+  "do_basic_tokenize": true,
+  "do_lower_case": true,
+  "extra_special_tokens": {},
+  "mask_token": "[MASK]",
+  "model_max_length": 1000000000000000019884624838656,
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+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
+}

training_args.bin

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