Text Classification
Transformers
Safetensors
English
bert
medical
classification
healthcare
clinicalbert
symptom-checker
Eval Results (legacy)
text-embeddings-inference
Instructions to use Iloriayomide/Symptom_Prediction with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Iloriayomide/Symptom_Prediction with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="Iloriayomide/Symptom_Prediction")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("Iloriayomide/Symptom_Prediction") model = AutoModelForSequenceClassification.from_pretrained("Iloriayomide/Symptom_Prediction", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Update config.json
Browse files- config.json +380 -1
config.json
CHANGED
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@@ -2,6 +2,7 @@
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"architectures": [
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"BertForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"classifier_dropout": null,
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"hidden_act": "gelu",
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@@ -255,6 +256,384 @@
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"vaginitis": 119,
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"vulvodynia": 120
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},
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 28996
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-
}
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"architectures": [
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"BertForSequenceClassification"
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],
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+
"pipeline_tag": "text-classification",
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"attention_probs_dropout_prob": 0.1,
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"classifier_dropout": null,
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"hidden_act": "gelu",
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"vaginitis": 119,
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"vulvodynia": 120
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},
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+
"initializer_range": 0.02,
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+
"intermediate_size": 3072,
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+
"label2id": {
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"Acne": 0,
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"Arthritis": 1,
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"Bronchial Asthma": 2,
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+
"Cervical spondylosis": 3,
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+
"Chicken pox": 4,
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+
"Common Cold": 5,
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+
"Dengue": 6,
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+
"Dimorphic Hemorrhoids": 7,
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+
"Fungal infection": 8,
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"Hypertension": 9,
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+
"Impetigo": 10,
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+
"Jaundice": 11,
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+
"Malaria": 12,
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+
"Migraine": 13,
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+
"Pneumonia": 14,
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"Psoriasis": 15,
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"Typhoid": 16,
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+
"Varicose Veins": 17,
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+
"actinic keratosis": 18,
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+
"acute bronchiolitis": 19,
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+
"acute bronchitis": 20,
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"acute bronchospasm": 21,
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+
"acute kidney injury": 22,
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+
"acute pancreatitis": 23,
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+
"acute sinusitis": 24,
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"allergy": 25,
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"angina": 26,
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+
"anxiety": 27,
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"appendicitis": 28,
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+
"arthritis of the hip": 29,
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| 292 |
+
"asthma": 30,
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| 293 |
+
"benign prostatic hyperplasia (bph)": 31,
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| 294 |
+
"brachial neuritis": 32,
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| 295 |
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"bursitis": 33,
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| 296 |
+
"carpal tunnel syndrome": 34,
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| 297 |
+
"cholecystitis": 35,
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| 298 |
+
"chronic back pain": 36,
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| 299 |
+
"chronic constipation": 37,
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| 300 |
+
"chronic obstructive pulmonary disease (copd)": 38,
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| 301 |
+
"common cold": 39,
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| 302 |
+
"complex regional pain syndrome": 40,
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+
"concussion": 41,
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+
"conjunctivitis": 42,
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| 305 |
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"conjunctivitis due to allergy": 43,
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+
"contact dermatitis": 44,
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"cornea infection": 45,
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| 308 |
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"croup": 46,
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+
"cystitis": 47,
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+
"degenerative disc disease": 48,
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+
"dental caries": 49,
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| 312 |
+
"depression": 50,
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| 313 |
+
"developmental disability": 51,
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| 314 |
+
"diabetes": 52,
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| 315 |
+
"diaper rash": 53,
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| 316 |
+
"diverticulitis": 54,
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| 317 |
+
"drug reaction": 55,
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| 318 |
+
"ear drum damage": 56,
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| 319 |
+
"eczema": 57,
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| 320 |
+
"esophagitis": 58,
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| 321 |
+
"eustachian tube dysfunction (ear disorder)": 59,
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| 322 |
+
"fungal infection of the hair": 60,
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| 323 |
+
"gallstone": 61,
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| 324 |
+
"gastroesophageal reflux disease": 62,
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| 325 |
+
"gastrointestinal hemorrhage": 63,
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| 326 |
+
"gout": 64,
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| 327 |
+
"gum disease": 65,
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| 328 |
+
"heart attack": 66,
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+
"heart failure": 67,
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| 330 |
+
"hemorrhoids": 68,
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| 331 |
+
"herniated disk": 69,
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"hiatal hernia": 70,
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| 333 |
+
"hyperemesis gravidarum": 71,
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| 334 |
+
"hypertensive heart disease": 72,
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| 335 |
+
"hypoglycemia": 73,
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| 336 |
+
"idiopathic excessive menstruation": 74,
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| 337 |
+
"idiopathic irregular menstrual cycle": 75,
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| 338 |
+
"idiopathic painful menstruation": 76,
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| 339 |
+
"infectious gastroenteritis": 77,
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| 340 |
+
"injury to the arm": 78,
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| 341 |
+
"injury to the leg": 79,
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| 342 |
+
"injury to the trunk": 80,
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| 343 |
+
"liver disease": 81,
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| 344 |
+
"macular degeneration": 82,
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| 345 |
+
"marijuana abuse": 83,
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| 346 |
+
"multiple sclerosis": 84,
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| 347 |
+
"noninfectious gastroenteritis": 85,
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| 348 |
+
"nose disorder": 86,
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| 349 |
+
"obstructive sleep apnea (osa)": 87,
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| 350 |
+
"otitis externa (swimmer's ear)": 88,
|
| 351 |
+
"otitis media": 89,
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| 352 |
+
"pain after an operation": 90,
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| 353 |
+
"panic disorder": 91,
|
| 354 |
+
"pelvic inflammatory disease": 92,
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| 355 |
+
"peptic ulcer disease": 93,
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| 356 |
+
"peripheral nerve disorder": 94,
|
| 357 |
+
"personality disorder": 95,
|
| 358 |
+
"pneumonia": 96,
|
| 359 |
+
"problem during pregnancy": 97,
|
| 360 |
+
"psoriasis": 98,
|
| 361 |
+
"pyogenic skin infection": 99,
|
| 362 |
+
"rectal disorder": 100,
|
| 363 |
+
"schizophrenia": 101,
|
| 364 |
+
"seasonal allergies (hay fever)": 102,
|
| 365 |
+
"sebaceous cyst": 103,
|
| 366 |
+
"sepsis": 104,
|
| 367 |
+
"sickle cell crisis": 105,
|
| 368 |
+
"sinus bradycardia": 106,
|
| 369 |
+
"skin pigmentation disorder": 107,
|
| 370 |
+
"skin polyp": 108,
|
| 371 |
+
"spinal stenosis": 109,
|
| 372 |
+
"spondylosis": 110,
|
| 373 |
+
"spontaneous abortion": 111,
|
| 374 |
+
"sprain or strain": 112,
|
| 375 |
+
"strep throat": 113,
|
| 376 |
+
"stye": 114,
|
| 377 |
+
"temporary or benign blood in urine": 115,
|
| 378 |
+
"threatened pregnancy": 116,
|
| 379 |
+
"urinary tract infection": 117,
|
| 380 |
+
"vaginal cyst": 118,
|
| 381 |
+
"vaginitis": 119,
|
| 382 |
+
"vulvodynia": 120
|
| 383 |
+
},
|
| 384 |
+
"initializer_range": 0.02,
|
| 385 |
+
"intermediate_size": 3072,
|
| 386 |
+
"label2id": {
|
| 387 |
+
"Acne": 0,
|
| 388 |
+
"Arthritis": 1,
|
| 389 |
+
"Bronchial Asthma": 2,
|
| 390 |
+
"Cervical spondylosis": 3,
|
| 391 |
+
"Chicken pox": 4,
|
| 392 |
+
"Common Cold": 5,
|
| 393 |
+
"Dengue": 6,
|
| 394 |
+
"Dimorphic Hemorrhoids": 7,
|
| 395 |
+
"Fungal infection": 8,
|
| 396 |
+
"Hypertension": 9,
|
| 397 |
+
"Impetigo": 10,
|
| 398 |
+
"Jaundice": 11,
|
| 399 |
+
"Malaria": 12,
|
| 400 |
+
"Migraine": 13,
|
| 401 |
+
"Pneumonia": 14,
|
| 402 |
+
"Psoriasis": 15,
|
| 403 |
+
"Typhoid": 16,
|
| 404 |
+
"Varicose Veins": 17,
|
| 405 |
+
"actinic keratosis": 18,
|
| 406 |
+
"acute bronchiolitis": 19,
|
| 407 |
+
"acute bronchitis": 20,
|
| 408 |
+
"acute bronchospasm": 21,
|
| 409 |
+
"acute kidney injury": 22,
|
| 410 |
+
"acute pancreatitis": 23,
|
| 411 |
+
"acute sinusitis": 24,
|
| 412 |
+
"allergy": 25,
|
| 413 |
+
"angina": 26,
|
| 414 |
+
"anxiety": 27,
|
| 415 |
+
"appendicitis": 28,
|
| 416 |
+
"arthritis of the hip": 29,
|
| 417 |
+
"asthma": 30,
|
| 418 |
+
"benign prostatic hyperplasia (bph)": 31,
|
| 419 |
+
"brachial neuritis": 32,
|
| 420 |
+
"bursitis": 33,
|
| 421 |
+
"carpal tunnel syndrome": 34,
|
| 422 |
+
"cholecystitis": 35,
|
| 423 |
+
"chronic back pain": 36,
|
| 424 |
+
"chronic constipation": 37,
|
| 425 |
+
"chronic obstructive pulmonary disease (copd)": 38,
|
| 426 |
+
"common cold": 39,
|
| 427 |
+
"complex regional pain syndrome": 40,
|
| 428 |
+
"concussion": 41,
|
| 429 |
+
"conjunctivitis": 42,
|
| 430 |
+
"conjunctivitis due to allergy": 43,
|
| 431 |
+
"contact dermatitis": 44,
|
| 432 |
+
"cornea infection": 45,
|
| 433 |
+
"croup": 46,
|
| 434 |
+
"cystitis": 47,
|
| 435 |
+
"degenerative disc disease": 48,
|
| 436 |
+
"dental caries": 49,
|
| 437 |
+
"depression": 50,
|
| 438 |
+
"developmental disability": 51,
|
| 439 |
+
"diabetes": 52,
|
| 440 |
+
"diaper rash": 53,
|
| 441 |
+
"diverticulitis": 54,
|
| 442 |
+
"drug reaction": 55,
|
| 443 |
+
"ear drum damage": 56,
|
| 444 |
+
"eczema": 57,
|
| 445 |
+
"esophagitis": 58,
|
| 446 |
+
"eustachian tube dysfunction (ear disorder)": 59,
|
| 447 |
+
"fungal infection of the hair": 60,
|
| 448 |
+
"gallstone": 61,
|
| 449 |
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}
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