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README.md

@@ -1,12 +1,6 @@
 ---
-title: Test Recommendation
-emoji: ⚡
-colorFrom: indigo
-colorTo: blue
+title: test-recommendation
+app_file: llama-app.py
 sdk: gradio
-sdk_version: 4.18.0
-app_file: app.py
-pinned: false
+sdk_version: 3.50.0
 ---
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

docs/dis_symp_dict.txt

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+['Abscess', 'redness', 'testicular pain', 'swelling']
+['Acquired Capillary Haemangioma of Eyelid', 'raised red blue lesion']
+['Acquired Immuno Deficiency Syndrome', 'flu like illness']
+['Acute encephalitis syndrome', 'vomiting', 'fever', 'headache', 'confusion', 'stiff neck']
+['Adult Inclusion Conjunctivitis', 'scratchiness', 'reddish eye']
+['Alcohol Abuse and Alcoholism', 'difficulty cutting', 'acquiring drinking alcohol taking lot time', 'usage resulting problem', 'drinking large amount alcohol long period', 'withdrawal occurring stopping']
+['Alopecia (hair loss)', 'loss hair part head body']
+['Alzheimer', 'difficulty remembering recent event', 'problem language', 'mood swing', 'disorientation']
+['Amaurosis Fugax', 'temporary fleeting vision one eye']
+['Amblyopia', 'decreased vision']
+['Amoebiasis', 'bloody diarrhea', 'testicular pain']
+['Anaemia', 'muscle weakness', 'feeling tired', 'feeling like passing', 'shortness breath']
+['Aniseikonia', 'object different size eye']
+['Anisometropia', 'one eye myopia eye hyperopia']
+['Antepartum hemorrhage (Bleeding in late pregnancy)', 'increased breath rate', 'loss lot blood childbirth', 'increased heart rate', 'feeling faint upon standing']
+['Anthrax', 'vomiting', 'fever', 'nausea', 'chest pain', 'diarrhea', 'shortness breath', 'testicular pain', 'abscess', 'small blister surrounding swelling']
+['Anxiety', 'fast heart rate', 'worrying', 'shakiness']
+['Appendicitis', 'vomiting', 'decreased appetite', 'right lower abdominal pain']
+['Arthritis', 'redness', 'decreased range motion', 'swelling', 'stiffness', 'joint bone pain']
+['Asbestos-related diseases', 'barky cough', 'wheezing', 'shortness breath', 'chest pain']
+['Aseptic meningitis', 'fever', 'neck stiffness', 'headache']
+['Asthma', 'shortness breath', 'recurring episode wheezing', 'chest tightness', 'coughing']
+['Astigmatism', 'headache', 'distorted blurred vision distance', 'eyestrain']
+['Atrophy', 'progressive muscle weakness']
+['Autism', 'trouble social interaction', 'impaired communication', 'restricted interest', 'repetitive behavior']
+['Bad Breath (Halitosis)', 'unpleasant smell present breath']
+["Bell's Palsy", 'change taste', 'inability move facial muscle one side', 'pain around ear']
+['Beriberi', 'shortness breath', 'fast heart rate', 'wet', 'leg swelling']
+['Black Death', 'fever', 'muscle weakness', 'headache']
+['Bleeding Gums', 'bad breath', 'red', 'swollen', 'painful', 'loose teeth', 'bleeding gum']
+['Blindness', 'decreased ability see']
+['Botulism', 'muscle weakness', 'trouble seeing', 'trouble speaking', 'feeling tired']
+['Brain Tumour', 'vomiting', 'vary depending part brain involved', 'mental change', 'headache', 'problem vision', 'seizure']
+['Breast Cancer / Carcinoma', 'change breast shape', 'dimpling skin', 'fluid nipple', 'lump breast', 'newly inverted nipple', 'red scaly patch skin breast']
+['Bronchitis', 'chest discomfort', 'wheezing', 'shortness breath', 'coughing mucus']
+['Brucellosis', 'coughing']
+['Bubonic plague', 'vomiting', 'fever', 'headache', 'swollen lymph node']
+['Bunion', 'red', 'painful joint base big toe', 'prominent']
+['Burns', 'red without blister']
+['Calculi', 'vomiting', 'blood urine', 'severe pain lower back abdomen', 'nausea']
+['Campylobacter infection', 'nausea', 'testicular pain']
+['Cancer', 'abnormal bleeding', 'change bowel movement', 'lump breast', 'prolonged cough', 'unexplained weight loss']
+['Candidiasis', 'white patch vaginal discharge', 'itchy']
+['Carbon monoxide poisoning', 'vomiting', 'headache', 'muscle weakness', 'confusion', 'dizziness', 'chest pain']
+['Carpal Tunnel Syndrome', 'half ring finger', 'tingling thumb', 'testicular pain', 'numbness', 'weak grip', 'middle finger', 'index']
+['Cavities', 'difficulty eating', 'tooth loss', 'testicular pain']
+['Celiacs disease', 'diarrhoea', 'dermatitis herpetiformis', 'abdominal distention', 'unintended weight loss', 'malabsorption', 'constipation', 'none non specific']
+['Cerebral palsy', 'stiff muscle', 'poor coordination', 'tremor', 'weak muscle']
+['Chagas disease', 'fever', 'headache', 'large lymph node']
+['Chalazion', 'non painful cyst middle eyelid', 'red']
+['Chickenpox', 'fever', 'loss appetite', 'tiredness', 'headache', 'small', 'itchy blister']
+['Chikungunya Fever', 'fever', 'joint bone pain']
+['Childhood Exotropia', 'nonaligned eye']
+['Chlamydia', 'discharge penis', 'burning urination', 'vaginal discharge']
+['Cholera', 'vomiting', 'muscle cramp', 'large amount watery diarrhea']
+['Chorea', 'mental ability', 'coordination', 'jerky body movement', 'problem mood']
+['Chronic fatigue syndrome', 'long term fatigue', 'others']
+['Chronic obstructive pulmonary disease (COPD)', 'shortness breath', 'cough sputum production']
+['Cleft Lip and Cleft Palate', 'opening upper lip may extend nose palate']
+['Colitis', 'fever', 'diarrhea mixed blood', 'anemia', 'unintended weight loss', 'testicular pain']
+['Colorectal Cancer', 'unintended weight loss', 'blood stool', 'change bowel movement', 'feeling tired time']
+['Common cold', 'barky cough', 'fever', 'runny nose', 'sore throat']
+['Condyloma', 'skin lesion generally pink color project outward']
+['Congenital anomalies (birth defects)', 'intellectual disability', 'developmental disability', 'physical disability']
+['Congestive heart disease', 'feeling tired', 'shortness breath', 'leg swelling']
+['Corneal Abrasion', 'light sensitivity', 'eye pain']
+['Coronary Heart Disease', 'chest pain', 'shortness breath']
+['Coronavirus disease 2019 (COVID-19)', 'fever', 'barky cough', 'shortness breath', 'sometimes symptom', 'loss smell', 'fatigue']
+['Cough', 'runny nose', 'fever', 'barky cough']
+['Crimean Congo haemorrhagic fever (CCHF)', 'vomiting', 'fever', 'headache', 'diarrhea', 'testicular pain', 'bleeding skin']
+['Dehydration', 'nausea', 'headache', 'dizziness', 'profuse sweating', 'fatigue']
+['Dementia', 'problem language', 'emotional problem', 'decreased motivation', 'decreased ability think remember']
+['Dengue', 'fever', 'muscle joint pain', 'headache', 'maculopapular rash']
+['Diabetes Mellitus', 'frequent urination', 'increased hunger', 'increased thirst']
+['Diabetic Retinopathy', 'vision loss', 'blurry vision', 'may symptom', 'blindness']
+['Diarrhea', 'loose frequent bowel movement', 'dehydration']
+['Diphtheria', 'barky cough', 'fever', 'sore throat']
+["Down's Syndrome", 'characteristic facial feature', 'mild moderate intellectual disability', 'delayed physical growth']
+['Dracunculiasis (guinea-worm disease)', 'painful blister lower leg']
+['Dysentery', 'fever', 'bloody diarrhea', 'testicular pain']
+['Ear infection', 'fever', 'ear pain', 'hearing loss']
+['Early pregnancy loss', 'vaginal bleeding without pain']
+['Ebola', 'diarrhoea', 'fever', 'headache', 'vaginal bleeding', 'muscular pain', 'sore throat']
+['Eclampsia', 'high blood pressure', 'seizure']
+['Ectopic pregnancy', 'testicular pain', 'vaginal bleeding']
+['Eczema', 'maculopapular rash', 'itchiness', 'red skin']
+['Endometriosis', 'infertility', 'testicular pain']
+['Epilepsy', 'period vigorous shaking', 'nearly undetectable spell']
+['Fibroids', 'painful heavy period']
+['Fibromyalgia', 'sleep problem', 'feeling tired', 'widespread pain']
+['Food Poisoning', 'vomiting', 'fever', 'diarrhea', 'abdominal cramp']
+['Frost Bite', 'pale color', 'feeling cold', 'clumsy', 'numbness']
+['GERD', 'breathing problem', 'bad breath', 'taste acid', 'heartburn', 'chest pain']
+['Gaming disorder', 'social withdrawal', 'depression', 'playing video game extremely long period time']
+['Gangrene', 'skin breakdown', 'testicular pain', 'numbness', 'coolness', 'change skin color red black']
+['Gastroenteritis', 'vomiting', 'fever', 'diarrhea', 'testicular pain']
+['Genital herpes', 'flu like symptom', 'small blister break open form painful ulcer']
+['Glaucoma', 'nausea', 'eye pain', 'mid dilated pupil', 'vision loss', 'redness eye']
+['Goitre', 'sleeping problem', 'irritability', 'muscle weakness', 'unintended weight loss', 'enlarged thyroid', 'poor tolerance heat', 'fast heartbeat']
+['Gonorrhea', 'discharge penis', 'burning urination', 'testicular pain', 'vaginal discharge']
+['Guillain-Barré syndrome', 'muscle weakness beginning foot hand']
+['Haemophilia', 'easy prolonged bleeding']
+['Hand, Foot and Mouth Disease', 'fever', 'flat discolored spot bump may blister']
+['Heat-Related Illnesses and Heat waves', 'nausea', 'red', 'headache', 'confusion', 'dizziness', 'high body temperature', 'dry damp skin']
+['Hepatitis', 'yellowish skin', 'testicular pain', 'poor appetite']
+['Hepatitis A', 'vomiting', 'nausea', 'fever', 'dark urine', 'diarrhea', 'testicular pain', 'jaundice']
+['Hepatitis B', 'yellowish skin', 'testicular pain', 'dark urine', 'tiredness']
+['Hepatitis C', 'typically none']
+['Hepatitis D', 'feeling tired', 'nausea vomiting']
+['Hepatitis E', 'nausea', 'jaundice']
+['Herpes Simplex', 'fever', 'small blister break open form painful ulcer', 'swollen lymph node']
+['High risk pregnancy', 'frequent urination', 'missed period', 'nausea vomiting', 'tender breast', 'increased hunger']
+['Human papillomavirus', 'wart']
+['Hypermetropia', 'close object appear blurry']
+['Hyperthyroidism', 'enlargement thyroid', 'sleeping problem', 'irritability', 'muscle weakness', 'diarrhea', 'unintended weight loss', 'heat intolerance', 'fast heartbeat']
+['Hypothyroid', 'weight gain', 'constipation', 'feeling tired', 'poor ability tolerate cold', 'depression']
+['Hypotonia', 'muscle weakness']
+['Impetigo', 'yellowish skin crust', 'painful']
+['Inflammatory Bowel Disease', 'fever', 'unintended weight loss', 'testicular pain', 'diarrhea may bloody']
+['Influenza', 'fever', 'muscle joint pain', 'headache', 'coughing', 'feeling tired', 'sore throat', 'runny nose']
+['Insomnia', 'irritability', 'trouble sleeping', 'low energy', 'daytime sleepiness', 'depressed mood']
+['Interstitial cystitis', 'chronic pain bladder', 'needing urinate often', 'feeling need urinate right away', 'pain sex']
+['Iritis', 'blurred vision', 'headache', 'red eye', 'photophobia', 'burning redness eye']
+['Iron Deficiency Anemia', 'pallor', 'muscle weakness', 'confusion', 'shortness breath', 'feeling tired']
+['Irritable bowel syndrome', 'diarrhea', 'testicular pain', 'constipation']
+['Japanese Encephalitis', 'vomiting', 'fever', 'headache', 'confusion', 'seizure']
+['Jaundice', 'yellowish coloration skin white eye', 'itchiness']
+['Kala-azar/ Leishmaniasis', 'non itchy skin ulcer', 'fever', 'enlarged thyroid', 'low red blood cell']
+['Kaposi’s Sarcoma', 'purple colored skin lesion']
+['Keratoconjunctivitis Sicca (Dry eye syndrome)', 'redness', 'dry eye', 'blurred vision', 'vaginal discharge', 'irritation']
+['Keratoconus', 'nearsightedness', 'blurry vision', 'light sensitivity']
+['Kuru', 'gradual loss coordination', 'body tremor', 'random outburst laughter']
+['Laryngitis', 'hoarse voice', 'fever', 'testicular pain']
+['Lead poisoning', 'intellectual disability', 'tingling hand foot', 'irritability', 'inability child', 'headache', 'testicular pain', 'constipation', 'memory problem']
+['Legionellosis', 'fever', 'barky cough', 'headache', 'testicular pain', 'shortness breath']
+['Leprosy', 'decreased ability feel pain']
+['Leptospirosis', 'headache', 'testicular pain', 'fever']
+['Leukemia', 'fever', 'increased risk infection', 'vaginal bleeding', 'feeling tired', 'bruising']
+['Lice', 'itching result trouble sleeping']
+['Lung cancer', 'coughing including coughing blood', 'unintended weight loss', 'shortness breath', 'chest pain']
+['Lupus erythematosus', 'fever', 'painful swollen joint', 'swollen lymph node', 'feeling tired', 'mouth ulcer', 'chest pain', 'hair loss', 'red rash']
+['Lyme disease', 'expanding area redness site tick bite', 'tiredness', 'headache', 'fever']
+['Lymphoma', 'fever', 'unintended weight loss', 'sweat', 'feeling tired', 'enlarged lymph node neck', 'itching']
+['Mad cow disease', 'trouble walking', 'unintended weight loss', 'abnormal behavior', 'unable move']
+['Malaria', 'vomiting', 'fever', 'headache']
+['Marburg fever', 'fever', 'muscle weakness', 'myalgia']
+['Mastitis', 'localized breast pain redness', 'fever']
+['Measles', 'fever', 'barky cough', 'maculopapular rash', 'inflamed eye', 'runny nose']
+['Melanoma', 'change color', 'skin breakdown', 'itchiness', 'irregular edge', 'mole increasing size']
+['Middle East respiratory syndrome coronavirus (MERS‐CoV)', 'barky cough', 'fever', 'shortness breath']
+['Migraine', 'nausea', 'headache', 'sensitivity smell', 'sensitivity sound', 'light sensitivity']
+['Mononucleosis', 'enlarged lymph node neck', 'fever', 'tiredness', 'sore throat']
+['Mouth Breathing', 'bad breath', 'hoarse voice', 'fatigue', 'dry mouth', 'sore throat', 'stuffy itchy nose']
+['Multiple myeloma', 'anemia', 'frequent infection', 'bone pain', 'vaginal bleeding']
+['Multiple sclerosis', 'trouble coordination', 'muscle weakness', 'trouble sensation', 'blindness one eye', 'double vision']
+['Mumps', 'fever', 'feeling generally unwell', 'headache', 'painful swelling parotid gland', 'testicular pain']
+['Muscular dystrophy', 'trouble walking', 'increasing weakening', 'breakdown skeletal muscle']
+['Myasthenia gravis', 'varying degree muscle weakness', 'trouble talking', 'trouble walking', 'double vision', 'drooping eyelid']
+['Myelitis', 'weakness limb']
+['Myocardial Infarction (Heart Attack)', 'nausea', 'stomach pain', 'cold sweat', 'shortness breath', 'neck', 'feeling tired', 'arm', 'jaw', 'back', 'chest pain', 'feeling faint upon standing']
+['Myopia', 'distant object appear blurry', 'headache', 'eye strain', 'close object appear blurry']
+['Narcolepsy', 'sudden loss muscle strength', 'involuntary sleep episode', 'hallucination', 'excessive daytime sleepiness']
+['Nasal Polyps', 'trouble breathing nose', 'loss smell', 'decreased taste', 'runny nose', 'post nasal drip']
+['Nausea and Vomiting of Pregnancy and  Hyperemesis gravidarum', 'nausea vomiting weight loss dehydration occur']
+['Necrotizing Fasciitis', 'severe pain', 'fever', 'purple colored skin affected area']
+['Neonatal Respiratory Disease Syndrome(NRDS)', 'rapid breathing', 'shortness breath', 'bluish skin coloration']
+['Neoplasm', 'lump breast']
+['Neuralgia', 'shock like pain one side face last second minute', 'sudden', 'episode severe']
+['Nipah virus infection', 'barky cough', 'fever', 'confusion', 'headache']
+['Obesity', 'increased fat']
+['Obsessive Compulsive Disorder', 'feel need check thing repeatedly', 'certain thought repeatedly', 'perform certain routine repeatedly']
+['Oral Cancer', 'persistent rough white red patch mouth lasting longer week', 'difficulty swallowing', 'testicular pain', 'lump bump neck', 'ulceration', 'loose teeth']
+['Orbital Dermoid', 'painless lump', 'minimal']
+['Osteoarthritis', 'decreased range motion', 'stiffness', 'joint swelling', 'joint bone pain']
+['Osteomyelitis', 'pain specific bone', 'fever', 'muscle weakness', 'overlying redness']
+['Osteoporosis', 'increased risk broken bone']
+['Paratyphoid fever', 'fever', 'testicular pain', 'headache', 'maculopapular rash']
+["Parkinson's Disease", 'shaking', 'difficulty walking', 'rigidity', 'slowness movement']
+['Pelvic inflammatory disease', 'irregular menstruation', 'fever', 'lower abdominal pain', 'pain sex', 'vaginal discharge', 'burning urination']
+['Perennial Allergic Conjunctivitis', 'watery eye', 'red', 'itchy', 'sneezing', 'swelling around eye', 'stuffy itchy nose', 'itchy ear']
+['Pericarditis', 'sharp chest pain', 'better sitting worse lying', 'fever']
+['Peritonitis', 'severe pain', 'fever', 'swelling abdomen']
+['Pinguecula', 'pinkish', 'triangular tissue growth cornea']
+['Pneumonia', 'barky cough', 'rapid breathing', 'fever', 'difficulty breathing']
+['Poliomyelitis', 'muscle weakness resulting inability move']
+['Polycystic ovary syndrome (PCOS)', 'acne', 'velvety skin', 'patch thick', 'testicular pain', 'difficulty getting pregnant', 'irregular menstrual period', 'excess hair', 'heavy period', 'darker']
+['Porphyria', 'vomiting', 'fever', 'depending subtype abdominal pain', 'confusion', 'constipation', 'blister sunlight', 'chest pain', 'seizure']
+['Post Menopausal Bleeding', 'irregular menstruation', 'prolonged', 'abnormally frequent', 'excessive amount uterine bleeding']
+['Post-herpetic neuralgia', 'pain doesnt go shingle', 'burning stabbing pain']
+['Postpartum depression/ Perinatal depression', 'cry episode', 'irritability', 'low energy', 'change sleeping eating pattern', 'extreme sadness', 'anxiety']
+['Preeclampsia', 'high blood pressure', 'protein urine']
+['Premenstrual syndrome', 'acne', 'feeling tired', 'mood change', 'tender breast', 'bloating']
+['Presbyopia', 'headache', 'hold reading material farther away', 'hard time reading small print', 'eyestrain']
+['Preterm birth', 'birth baby younger week gestational age']
+['Progeria', 'hair loss', 'short height', 'small face', 'growth delay']
+['Psoriasis', 'scaly patch skin', 'red purple darker skin', 'itchy']
+['Puerperal sepsis', 'bad smelling vaginal discharge', 'fever', 'lower abdominal pain']
+['Pulmonary embolism', 'chest pain', 'coughing blood', 'shortness breath']
+['Ques fever', 'shivering', 'feeling cold']
+['Quinsy', 'fever', 'change voice', 'testicular pain', 'trouble opening mouth']
+['Rabies', 'fever', 'fear water', 'trouble sleeping', 'paralysis', 'hallucination', 'confusion', 'excessive salivation', 'coma']
+["Raynaud's Phenomenon", 'blue', 'red', 'burning', 'affected part turning white']
+['Repetitive strain injury', 'pulsing pain', 'aching', 'sore wrist', 'tingling', 'extremity weakness']
+['Rheumatic fever', 'fever', 'erythema marginatum', 'involuntary muscle movement', 'multiple painful joint']
+['Rheumatism', 'warm', 'painful swollen joint', 'swollen']
+['Rickets', 'bowed leg', 'trouble sleeping', 'bone pain', 'stunted growth', 'large forehead']
+['Rift Valley fever', 'fever', 'testicular pain', 'headache']
+['Rocky Mountain spotted fever', 'fever', 'headache']
+['Rubella', 'fever', 'maculopapular rash', 'swollen lymph node', 'feeling tired', 'sore throat']
+['SARS', 'fever', 'dry cough', 'muscle ache difficulty breathing', 'headache']
+['SIDS', 'death child le one year age']
+['Sarcoidosis', 'depends organ involved']
+['Sarcoma', 'swell pain near tumor']
+['Scabies', 'itchiness', 'pimple like rash']
+['Scarlet fever', 'fever', 'headache', 'characteristic rash', 'swollen lymph node', 'sore throat']
+['Schizophrenia', 'hallucination usually hearing voice', 'confused thinking', 'delusion']
+['Sciatica', 'pain going leg lower back', 'weakness numbness affected leg']
+['Scrapie', 'delirium', 'insomnia', 'confusion', 'tremor', 'dementia', 'psychosis', 'seizure']
+['Scrub Typhus', 'fever', 'headache', 'maculopapular rash']
+['Scurvy', 'change hair', 'muscle weakness', 'feeling tired', 'easy prolonged bleeding', 'gum disease', 'sore arm leg']
+['Sepsis', 'fever', 'confusion', 'low blood pressure', 'increased breathing rate', 'increased heart rate']
+['Sexually transmitted infections (STIs)', 'ulcer around genitals', 'testicular pain', 'vaginal discharge']
+['Shaken Baby Syndrome', 'variable']
+['Shigellosis', 'fever', 'diarrhea', 'testicular pain']
+['Shin splints', 'pain along inside edge shinbone']
+['Shingles', 'painful rash occurring stripe']
+['Sickle-cell anemia', 'anemia', 'swelling hand foot', 'bacterial infection', 'attack pain', 'stroke']
+['Smallpox', 'vomiting', 'fever', 'mouth sore', 'fluid filled blister scab']
+['Stevens-Johnson syndrome', 'fever', 'skin peeling', 'painful skin', 'red eye', 'skin blister']
+['Stomach ulcers', 'vomiting', 'poor appetite', 'unintended weight loss', 'upper abdominal pain', 'belching']
+['Strep throat', 'fever', 'large lymph node', 'sore throat']
+['Stroke', 'problem understanding speaking', 'loss vision one side', 'dizziness', 'inability move feel one side body']
+['Sub-conjunctival Haemorrhage', 'red spot white eye', 'little pain']
+['Syphilis', 'non itchy skin ulcer', 'painless', 'firm']
+['Taeniasis', 'unintended weight loss', 'testicular pain']
+['Taeniasis/cysticercosis', 'cm lump skin']
+['Tay-Sachs disease', 'sit', 'decreased ability turn', 'crawl']
+['Tennis elbow', 'painful tender outer part elbow']
+['Tetanus', 'fever', 'muscle spasm', 'headache']
+['Thalassaemia', 'dark urine', 'enlarged spleen', 'yellowish skin', 'pale skin', 'feeling tired']
+['Tinnitus', 'hearing sound external sound present']
+['Tonsillitis', 'fever', 'enlargement tonsil', 'trouble swallowing', 'large lymph node around neck', 'sore throat']
+['Toxic shock syndrome', 'fever', 'low blood pressure', 'skin peeling', 'maculopapular rash']
+['Trachoma', 'blindness', 'eye pain']
+['Trichinosis', 'vomiting', 'diarrhea', 'testicular pain']
+['Trichomoniasis', 'burning urination', 'pain sex', 'itching genital area', 'bad smelling thin vaginal discharge']
+['Tuberculosis', 'chronic cough', 'cough bloody mucus', 'fever', 'unintended weight loss']
+['Tularemia', 'non itchy skin ulcer', 'fever', 'large lymph node']
+['Turners Syndrome', 'short stature', 'swollen hand foot', 'webbed neck']
+['Urticaria', 'raised', 'itchy bump', 'red']
+['Varicose Veins', 'fullness', 'pain area']
+['Vasovagal syncope', 'loss consciousness may sweating', 'decreased ability see', 'ringing ear heartbeat']
+['Vitamin B12 Deficiency', 'irritability', 'decreased ability think', 'depression', 'change reflex', 'abnormal sensation']
+['Vitiligo', 'patch white skin']
+['Warkany syndrome', 'clenched fist overlapping finger', 'small head', 'severe intellectual disability', 'small jaw']
+['Warts', 'small', 'painless', 'rough skin growth']
+['Yaws', 'ulcer', 'joint bone pain', 'hard swelling skin']
+['Yellow Fever', 'fever', 'chill', 'headache', 'testicular pain', 'yellow skin']
+['Zika virus disease', 'fever', 'red eye', 'headache', 'maculopapular rash', 'joint bone pain']
+['lactose intolerance', 'gas', 'nausea', 'diarrhea', 'testicular pain', 'bloating']
+['papilloedema', 'headache', 'problem vision', 'ringing ear heartbeat']

docs/disease_symptops_dict.pickle

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+oid sha256:353b681331a50405bcf229fe240bdaad659b3e6f9ea1bd3b7073ec47836eae55
+size 21115

docs/final_dis_symp.pickle

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+oid sha256:353b681331a50405bcf229fe240bdaad659b3e6f9ea1bd3b7073ec47836eae55
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docs/list_diseaseNames.pkl

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+size 5045

llama-app.py

@@ -0,0 +1,245 @@
+# -*- coding: utf-8 -*-
+"""LLaMa 2 Prompting Guide with Gradio.ipynb
+
+Automatically generated by Colaboratory.
+
+Original file is located at
+    https://colab.research.google.com/drive/1SSv6lzX3Byu50PooYogmiwHqf5PQN68E
+
+## Introduction
+
+In this Colab Notebook, we are going to chat with Llama-2 7B.
+
+By the end of this tutorial, you'll be able to interact with this model and use it to generate conversational responses.
+
+Whether you're curious about chatbot technology or simply want to see a machine-generated response to a particular question, this notebook will serve as a comprehensive guide.
+
+## Workflow
+1. **Installations**: We'll begin by setting up our environment with the required libraries.
+2. **Prerequisites**: Ensure we have access to the Llama-2 7B model on Hugging Face.
+3. **Loading the Model & Tokenizer**: Retrieve the model and tokenizer for our session.
+4. **Creating the Llama Pipeline**: Prepare our model for generating responses.
+5. **Interacting with Llama through Gradio's ChatInterface**: Prompt the model for answers and explore its capabilities.
+
+Let's dive in!
+
+**First, change runtime to GPU.**
+
+
+You can play with Llama-2 7B Chat here: https://huggingface.co/spaces/huggingface-projects/llama-2-7b-chat
+
+## Installations
+
+Before we proceed, we need to ensure that the essential libraries are installed:
+- `Hugging Face Transformers`: Provides us with a straightforward way to use pre-trained models.
+- `PyTorch`: Serves as the backbone for deep learning operations.
+- `Accelerate`: Optimizes PyTorch operations, especially on GPU.
+"""
+
+!pip install transformers torch accelerate
+
+"""To use `gr.ChatInterface()` we need the newest Gradio"""
+
+!pip install --upgrade gradio
+
+"""If `!pip install --upgrade gradio` returns an error that says: `NotImplementedError: A UTF-8 locale is required. Got ANSI_X3.4-1968`, do the following:
+1. Uncomment the next cell.
+2. Run the cell
+3. Restart Runtime: `Runtime -> Restart Runtime`
+"""
+
+# import locale
+# locale.setlocale(locale.LC_ALL, 'en_US.UTF-8')
+
+"""### Prerequisites
+
+To load our desired model, `meta-llama/Llama-2-7b-chat-hf`, we first need to authenticate ourselves on Hugging Face. This ensures we have the correct permissions to fetch the model.
+
+1. Gain access to the model on Hugging Face: [Link](https://huggingface.co/meta-llama/Llama-2-7b-chat-hf).
+2. Use the Hugging Face CLI to login and verify your authentication status.
+
+
+"""
+
+!huggingface-cli login
+
+!huggingface-cli whoami
+
+"""### Loading Model & Tokenizer
+
+Here, we are preparing our session by loading both the Llama model and its associated tokenizer.
+
+The tokenizer will help in converting our text prompts into a format that the model can understand and process.
+"""
+
+from transformers import AutoTokenizer
+import transformers
+import torch
+
+model = "meta-llama/Llama-2-7b-chat-hf" # meta-llama/Llama-2-7b-chat-hf
+
+tokenizer = AutoTokenizer.from_pretrained(model, use_auth_token=True)
+
+"""### Creating the Llama Pipeline
+
+We'll set up a pipeline for text generation.
+
+This pipeline simplifies the process of feeding prompts to our model and receiving generated text as output.
+
+*Note*: This cell takes 2-3 minutes to run
+"""
+
+from transformers import pipeline
+
+llama_pipeline = pipeline(
+    "text-generation",  # LLM task
+    model=model,
+    torch_dtype=torch.float16,
+    device_map="auto",
+)
+
+"""## Comparing Methods: Basic vs. Advanced
+
+Before diving into our advanced method for conversational interaction, let's explore a basic method for generating responses using the `get_response()` function. We will later discuss its limitations and how the advanced method overcomes them.
+
+
+
+
+"""
+
+def get_response(prompt: str) -> None:
+    """
+    Generate a response from the Llama model.
+
+    Parameters:
+        prompt (str): The user's input/question for the model.
+
+    Returns:
+        None: Prints the model's response.
+    """
+    sequences = llama_pipeline(
+        prompt,
+        do_sample=True,
+        top_k=10,
+        num_return_sequences=1,
+        eos_token_id=tokenizer.eos_token_id,
+        max_length=256,
+    )
+    print("Chatbot:", sequences[0]['generated_text'])
+
+get_response("Hi, I'm Kris")
+
+get_response("What's my name?")
+
+"""### Drawbacks of `get_response()`
+
+1. **Lack of Conversation History**: The basic approach does not account for past interactions, making it less effective for maintaining a coherent conversation.
+2. **Limited Customization**: The function doesn't allow for advanced prompt formatting or handling system-level instructions.
+3. **Not Ready for UI Integration**: This basic approach isn't designed for easy integration with user interface libraries like Gradio.
+
+## Improved Prompts
+
+The right structure of Llama 2 prompts:
+
+```
+<s>[INST] <<SYS>>
+{{ system_prompt }}
+<</SYS>>
+
+{{ user_message }} [/INST]
+```
+
+### Building the Prompt
+
+Explaining the parameters:
+- `message` is the current message we're sending
+- `history` is the history of conversation as a list of tupples `[(user_msg1, bot_msg1), (usr_msg2, bot_msg2), ...]`
+"""
+
+SYSTEM_PROMPT = """<s>[INST] <<SYS>>
+You are a helpful bot. Your answers are clear and concise.
+<</SYS>>
+
+"""
+
+# Formatting function for message and history
+def format_message(message: str, history: list, memory_limit: int = 3) -> str:
+    """
+    Formats the message and history for the Llama model.
+
+    Parameters:
+        message (str): Current message to send.
+        history (list): Past conversation history.
+        memory_limit (int): Limit on how many past interactions to consider.
+
+    Returns:
+        str: Formatted message string
+    """
+    # always keep len(history) <= memory_limit
+    if len(history) > memory_limit:
+        history = history[-memory_limit:]
+
+    if len(history) == 0:
+        return SYSTEM_PROMPT + f"{message} [/INST]"
+
+    formatted_message = SYSTEM_PROMPT + f"{history[0][0]} [/INST] {history[0][1]} </s>"
+
+    # Handle conversation history
+    for user_msg, model_answer in history[1:]:
+        formatted_message += f"<s>[INST] {user_msg} [/INST] {model_answer} </s>"
+
+    # Handle the current message
+    formatted_message += f"<s>[INST] {message} [/INST]"
+
+    return formatted_message
+
+"""### Getting Responses
+
+We need the function to generate responses.
+"""
+
+# Generate a response from the Llama model
+def get_llama_response(message: str, history: list) -> str:
+    """
+    Generates a conversational response from the Llama model.
+
+    Parameters:
+        message (str): User's input message.
+        history (list): Past conversation history.
+
+    Returns:
+        str: Generated response from the Llama model.
+    """
+    query = format_message(message, history)
+    response = ""
+
+    sequences = llama_pipeline(
+        query,
+        do_sample=True,
+        top_k=10,
+        num_return_sequences=1,
+        eos_token_id=tokenizer.eos_token_id,
+        max_length=1024,
+    )
+
+    generated_text = sequences[0]['generated_text']
+    response = generated_text[len(query):]  # Remove the prompt from the output
+
+    print("Chatbot:", response.strip())
+    return response.strip()
+
+import gradio as gr
+
+gr.ChatInterface(get_llama_response).launch()
+
+"""### Conclusion
+
+Thanks to the Hugging Face Library, creating a pipeline to chat with llama 2 (or any other open-source LLM) is quite easy.
+
+But if you worked a lot with much larger models such as GPT-4, you need to adjust your expectations.
+"""
+
+import locale
+locale.getpreferredencoding = lambda: "UTF-8"
+!gradio deploy
+