Adding files

.gitignore

@@ -0,0 +1,4 @@
+chatbotenv
+Experiment
+avatar.ipynb
+.env

README.md

@@ -1,12 +1,3 @@
----
-title: Chatbot
-emoji: 🏆
-colorFrom: yellow
-colorTo: green
-sdk: streamlit
-sdk_version: 1.39.0
-app_file: app.py
-pinned: false
----
+This repository contains the code of a simple chatbot. Use your HuggingFace Access token to enjoy the chatbot interaction.
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+Please clone the repository locally on your PC.

artifacts/Disease_symptom_and_patient_profile_dataset.csv

@@ -0,0 +1,350 @@
+Disease,Fever,Cough,Fatigue,Difficulty Breathing,Age,Gender,Blood Pressure,Cholesterol Level,Outcome Variable
+Influenza,Yes,No,Yes,Yes,19,Female,Low,Normal,Positive
+Common Cold,No,Yes,Yes,No,25,Female,Normal,Normal,Negative
+Eczema,No,Yes,Yes,No,25,Female,Normal,Normal,Negative
+Asthma,Yes,Yes,No,Yes,25,Male,Normal,Normal,Positive
+Asthma,Yes,Yes,No,Yes,25,Male,Normal,Normal,Positive
+Eczema,Yes,No,No,No,25,Female,Normal,Normal,Positive
+Influenza,Yes,Yes,Yes,Yes,25,Female,Normal,Normal,Positive
+Influenza,Yes,Yes,Yes,Yes,25,Female,Normal,Normal,Positive
+Hyperthyroidism,No,Yes,No,No,28,Female,Normal,Normal,Negative
+Hyperthyroidism,No,Yes,No,No,28,Female,Normal,Normal,Negative
+Asthma,Yes,No,No,Yes,28,Male,High,Normal,Positive
+Allergic Rhinitis,No,Yes,Yes,No,29,Female,Normal,Low,Negative
+Anxiety Disorders,No,Yes,No,No,29,Female,Normal,High,Negative
+Common Cold,No,No,No,No,29,Female,Low,Normal,Negative
+Diabetes,No,No,No,No,29,Male,Low,Normal,Negative
+Gastroenteritis,No,Yes,No,No,29,Female,Normal,Normal,Negative
+Pancreatitis,Yes,No,No,No,29,Female,High,Normal,Negative
+Rheumatoid Arthritis,No,Yes,Yes,Yes,29,Female,High,High,Negative
+Depression,Yes,Yes,Yes,Yes,29,Male,High,Normal,Positive
+Liver Cancer,Yes,Yes,Yes,Yes,29,Female,Normal,Normal,Positive
+Stroke,Yes,Yes,Yes,Yes,29,Female,Normal,Normal,Positive
+Urinary Tract Infection,Yes,Yes,Yes,No,29,Male,High,High,Positive
+Dengue Fever,Yes,No,Yes,No,30,Female,Normal,Normal,Negative
+Dengue Fever,Yes,No,Yes,No,30,Female,Normal,Normal,Negative
+Eczema,No,Yes,Yes,No,30,Male,High,High,Negative
+Gastroenteritis,Yes,Yes,Yes,No,30,Male,High,High,Negative
+Hepatitis,Yes,Yes,Yes,Yes,30,Male,High,Normal,Negative
+Kidney Cancer,No,No,Yes,No,30,Male,Normal,Normal,Negative
+Migraine,Yes,No,No,No,30,Female,Normal,Normal,Negative
+Migraine,No,Yes,Yes,No,30,Female,Normal,Normal,Negative
+Muscular Dystrophy,No,No,Yes,No,30,Male,High,High,Negative
+Sinusitis,No,Yes,Yes,No,30,Male,Normal,Normal,Negative
+Ulcerative Colitis,Yes,Yes,No,No,30,Female,Normal,Normal,Negative
+Ulcerative Colitis,No,Yes,Yes,No,30,Female,Normal,Normal,Negative
+Asthma,Yes,Yes,No,Yes,30,Female,Normal,Normal,Positive
+Asthma,Yes,Yes,No,Yes,30,Female,Normal,Normal,Positive
+Asthma,Yes,Yes,Yes,Yes,30,Female,Normal,Normal,Positive
+Bipolar Disorder,No,No,Yes,No,30,Female,High,High,Positive
+Bronchitis,Yes,Yes,No,Yes,30,Female,Low,Normal,Positive
+Bronchitis,Yes,Yes,Yes,Yes,30,Male,High,High,Positive
+Bronchitis,Yes,Yes,Yes,Yes,30,Male,High,High,Positive
+Cerebral Palsy,No,No,Yes,Yes,30,Female,Normal,Normal,Positive
+Colorectal Cancer,No,No,Yes,No,30,Female,Normal,High,Positive
+Eczema,Yes,No,No,No,30,Male,High,High,Positive
+Hypertensive Heart Disease,No,No,Yes,No,30,Female,High,High,Positive
+Influenza,Yes,Yes,Yes,No,30,Male,High,Normal,Positive
+Influenza,Yes,Yes,Yes,Yes,30,Female,Normal,Normal,Positive
+Multiple Sclerosis,No,No,Yes,No,30,Female,High,High,Positive
+Myocardial Infarction (Heart...,Yes,Yes,Yes,Yes,30,Female,High,High,Positive
+Urinary Tract Infection (UTI),Yes,No,No,No,30,Female,Normal,Normal,Positive
+Asthma,No,No,No,Yes,31,Male,Normal,Low,Negative
+Osteoporosis,No,No,No,Yes,31,Male,Low,Normal,Negative
+Common Cold,Yes,No,Yes,Yes,31,Male,High,High,Positive
+Migraine,Yes,No,No,No,31,Female,Normal,Normal,Positive
+Pneumonia,Yes,No,Yes,Yes,32,Female,High,Normal,Positive
+Allergic Rhinitis,No,No,Yes,No,35,Female,Normal,Low,Negative
+Asthma,No,Yes,Yes,Yes,35,Female,Normal,High,Negative
+Asthma,Yes,Yes,Yes,Yes,35,Female,Normal,Normal,Negative
+Asthma,No,Yes,Yes,Yes,35,Female,High,Normal,Negative
+Asthma,No,Yes,Yes,Yes,35,Female,High,Normal,Negative
+Atherosclerosis,No,No,Yes,No,35,Male,Normal,Normal,Negative
+Chronic Obstructive Pulmonary...,Yes,Yes,Yes,Yes,35,Male,Normal,Normal,Negative
+Common Cold,Yes,Yes,Yes,No,35,Male,High,Normal,Negative
+Eczema,No,Yes,No,No,35,Male,High,Normal,Negative
+Epilepsy,No,No,Yes,No,35,Male,High,High,Negative
+Hypertension,Yes,Yes,Yes,No,35,Female,High,Normal,Negative
+Hyperthyroidism,Yes,Yes,Yes,No,35,Female,Normal,Normal,Negative
+Obsessive-Compulsive Disorde...,No,No,Yes,No,35,Male,Normal,Normal,Negative
+Pneumonia,Yes,Yes,Yes,Yes,35,Female,Normal,Normal,Negative
+Pneumonia,Yes,Yes,Yes,Yes,35,Female,Normal,Normal,Negative
+Psoriasis,Yes,No,No,No,35,Female,Normal,Low,Negative
+Psoriasis,No,Yes,Yes,No,35,Female,Normal,Low,Negative
+Rubella,Yes,No,Yes,No,35,Female,High,Normal,Negative
+Rubella,Yes,No,Yes,No,35,Female,High,Normal,Negative
+Urinary Tract Infection (UTI),No,Yes,Yes,No,35,Male,High,High,Negative
+Asthma,Yes,Yes,No,Yes,35,Male,Normal,Normal,Positive
+Asthma,Yes,Yes,No,Yes,35,Male,Normal,Normal,Positive
+Cirrhosis,No,No,Yes,No,35,Female,Normal,High,Positive
+Conjunctivitis (Pink Eye),No,Yes,No,No,35,Female,High,High,Positive
+Depression,No,No,Yes,No,35,Female,Normal,High,Positive
+Gastroenteritis,Yes,No,Yes,Yes,35,Male,Low,High,Positive
+Hyperthyroidism,Yes,Yes,Yes,No,35,Male,High,High,Positive
+Hyperthyroidism,Yes,Yes,Yes,No,35,Male,High,High,Positive
+Kidney Cancer,No,No,Yes,No,35,Male,High,High,Positive
+Liver Cancer,No,No,Yes,No,35,Female,High,High,Positive
+Liver Disease,No,No,Yes,No,35,Male,High,High,Positive
+Malaria,Yes,No,No,No,35,Male,High,High,Positive
+Malaria,Yes,No,No,No,35,Male,High,High,Positive
+Migraine,No,Yes,Yes,No,35,Male,High,High,Positive
+Migraine,Yes,No,No,No,35,Male,High,High,Positive
+Pancreatitis,No,No,Yes,No,35,Male,Normal,High,Positive
+Rheumatoid Arthritis,Yes,Yes,Yes,No,35,Male,Normal,Low,Positive
+Rheumatoid Arthritis,No,No,Yes,No,35,Female,Normal,Low,Positive
+Spina Bifida,No,No,Yes,No,35,Female,Normal,Normal,Positive
+Ulcerative Colitis,No,No,Yes,No,35,Male,High,High,Positive
+Ulcerative Colitis,Yes,No,No,No,35,Male,High,High,Positive
+Urinary Tract Infection,Yes,No,Yes,No,35,Female,Normal,High,Positive
+Allergic Rhinitis,No,Yes,No,No,38,Female,Low,Normal,Negative
+Depression,No,No,No,No,38,Female,Normal,High,Negative
+Gastroenteritis,No,No,No,No,38,Male,Normal,Low,Negative
+Influenza,No,No,No,No,38,Male,Normal,Normal,Negative
+Kidney Disease,No,No,Yes,No,38,Female,Low,Normal,Negative
+Liver Cancer,Yes,Yes,No,No,38,Female,High,Normal,Negative
+Liver Disease,No,Yes,No,Yes,38,Male,Low,Normal,Negative
+Osteoporosis,No,Yes,No,No,38,Female,Normal,High,Negative
+Stroke,Yes,Yes,No,No,38,Female,High,Normal,Negative
+Anxiety Disorders,Yes,No,Yes,Yes,38,Male,High,High,Positive
+Diabetes,Yes,No,Yes,Yes,38,Male,High,Low,Positive
+Migraine,Yes,Yes,No,No,38,Male,High,High,Positive
+Osteoarthritis,Yes,Yes,Yes,No,38,Male,High,High,Positive
+Pneumonia,Yes,Yes,Yes,Yes,38,Male,Normal,Normal,Positive
+Klinefelter Syndrome,No,No,Yes,No,39,Female,Normal,Normal,Positive
+Acne,No,No,Yes,No,40,Male,Normal,Normal,Negative
+Brain Tumor,No,No,Yes,No,40,Male,Normal,Normal,Negative
+Bronchitis,No,Yes,No,Yes,40,Female,Normal,Normal,Negative
+Cystic Fibrosis,No,No,Yes,Yes,40,Male,High,High,Negative
+Diabetes,Yes,No,No,No,40,Female,High,High,Negative
+Glaucoma,No,No,Yes,No,40,Male,High,Normal,Negative
+Osteoarthritis,No,No,Yes,No,40,Male,High,Normal,Negative
+Rabies,Yes,Yes,No,No,40,Female,High,Normal,Negative
+Rabies,Yes,Yes,No,No,40,Female,High,Normal,Negative
+Asthma,Yes,No,Yes,No,40,Male,Low,Normal,Positive
+Asthma,Yes,Yes,No,Yes,40,Female,Normal,Normal,Positive
+Asthma,Yes,Yes,No,Yes,40,Female,Normal,Normal,Positive
+Asthma,No,No,Yes,Yes,40,Male,High,High,Positive
+Asthma,Yes,No,Yes,Yes,40,Male,Normal,High,Positive
+Asthma,Yes,No,Yes,Yes,40,Male,Normal,High,Positive
+Chickenpox,No,Yes,No,No,40,Male,Normal,High,Positive
+Chickenpox,No,Yes,No,No,40,Male,Normal,High,Positive
+Coronary Artery Disease,No,No,Yes,No,40,Female,High,High,Positive
+"Eating Disorders (Anorexia,...",No,No,Yes,No,40,Female,High,High,Positive
+Fibromyalgia,No,No,Yes,No,40,Female,High,High,Positive
+Gastroenteritis,Yes,Yes,Yes,No,40,Male,High,High,Positive
+Hemophilia,No,No,Yes,No,40,Female,Normal,Normal,Positive
+Hyperthyroidism,No,No,Yes,No,40,Male,High,High,Positive
+Hypoglycemia,No,No,Yes,No,40,Female,High,High,Positive
+Lymphoma,No,Yes,No,No,40,Female,Normal,High,Positive
+Pneumonia,Yes,Yes,Yes,Yes,40,Female,Normal,High,Positive
+Psoriasis,No,Yes,Yes,No,40,Male,High,Normal,Positive
+Psoriasis,Yes,No,No,No,40,Male,High,Normal,Positive
+Psoriasis,No,Yes,No,No,40,Female,Normal,High,Positive
+Tuberculosis,Yes,Yes,Yes,Yes,40,Male,High,High,Positive
+Tuberculosis,Yes,Yes,Yes,Yes,40,Male,High,High,Positive
+Anxiety Disorders,No,No,No,No,42,Male,Low,Normal,Negative
+Common Cold,Yes,Yes,No,No,42,Female,High,High,Negative
+Depression,Yes,No,No,Yes,42,Male,High,Normal,Negative
+Influenza,No,Yes,No,No,42,Female,Normal,High,Negative
+Kidney Cancer,Yes,No,No,No,42,Female,Normal,Normal,Negative
+Liver Cancer,Yes,No,Yes,Yes,42,Male,Normal,Low,Negative
+Liver Disease,Yes,No,No,Yes,42,Female,Normal,Normal,Negative
+Lung Cancer,Yes,No,Yes,Yes,42,Male,Normal,Low,Negative
+Migraine,Yes,Yes,Yes,No,42,Male,High,High,Negative
+Osteoarthritis,No,No,Yes,No,42,Male,Normal,Low,Negative
+Stroke,Yes,No,Yes,No,42,Male,Normal,Low,Negative
+Urinary Tract Infection,No,Yes,Yes,Yes,42,Female,Normal,Low,Negative
+Diabetes,Yes,Yes,Yes,No,42,Male,High,Normal,Positive
+Hypothyroidism,Yes,Yes,Yes,No,42,Female,High,High,Positive
+Hypothyroidism,Yes,Yes,Yes,No,42,Female,High,High,Positive
+Kidney Disease,Yes,No,Yes,No,42,Female,High,Low,Positive
+Pneumonia,No,Yes,Yes,Yes,43,Female,High,Normal,Positive
+Allergic Rhinitis,No,Yes,Yes,No,45,Male,High,Normal,Negative
+Autism Spectrum Disorder (ASD),No,No,Yes,No,45,Male,Normal,Normal,Negative
+Crohn's Disease,Yes,No,Yes,No,45,Male,High,Normal,Negative
+Hepatitis,Yes,No,Yes,No,45,Female,High,High,Negative
+Hepatitis,Yes,No,Yes,No,45,Female,High,High,Negative
+Hyperglycemia,No,No,Yes,No,45,Male,Normal,Normal,Negative
+Kidney Cancer,No,Yes,Yes,Yes,45,Male,Normal,Low,Negative
+Kidney Disease,Yes,Yes,No,No,45,Male,Normal,High,Negative
+Melanoma,Yes,No,Yes,No,45,Male,High,Normal,Negative
+Migraine,No,No,No,No,45,Female,Low,Normal,Negative
+Ovarian Cancer,No,No,Yes,No,45,Male,Normal,Normal,Negative
+Pancreatitis,No,Yes,Yes,Yes,45,Male,Normal,Low,Negative
+Rheumatoid Arthritis,Yes,No,No,No,45,Male,Normal,Normal,Negative
+Stroke,No,No,Yes,No,45,Male,Normal,Normal,Negative
+Turner Syndrome,No,No,Yes,No,45,Male,High,High,Negative
+Turner Syndrome,No,No,Yes,No,45,Male,High,High,Negative
+Urinary Tract Infection,No,No,No,No,45,Female,Low,Normal,Negative
+Zika Virus,No,Yes,Yes,No,45,Female,High,High,Negative
+Zika Virus,No,Yes,Yes,No,45,Female,High,High,Negative
+Allergic Rhinitis,Yes,Yes,Yes,No,45,Male,High,Normal,Positive
+Anxiety Disorders,Yes,Yes,Yes,No,45,Male,High,Normal,Positive
+Asthma,Yes,Yes,No,Yes,45,Male,Normal,Normal,Positive
+Asthma,Yes,Yes,No,Yes,45,Male,Normal,Normal,Positive
+Cataracts,No,No,Yes,No,45,Female,Normal,High,Positive
+Crohn's Disease,No,No,Yes,No,45,Female,High,High,Positive
+Crohn's Disease,Yes,Yes,Yes,No,45,Female,High,High,Positive
+Depression,No,No,Yes,No,45,Female,High,High,Positive
+Diabetes,Yes,No,Yes,No,45,Female,High,High,Positive
+Diabetes,No,Yes,Yes,No,45,Male,Normal,High,Positive
+Hypertension,Yes,No,Yes,No,45,Male,Normal,High,Positive
+Hypothyroidism,No,No,Yes,No,45,Female,High,High,Positive
+Liver Disease,Yes,Yes,Yes,No,45,Female,Normal,High,Positive
+Multiple Sclerosis,Yes,No,No,No,45,Female,High,High,Positive
+Multiple Sclerosis,Yes,No,No,No,45,Female,High,High,Positive
+Osteoarthritis,Yes,No,Yes,Yes,45,Male,High,Normal,Positive
+Osteoporosis,Yes,Yes,Yes,No,45,Female,Normal,High,Positive
+Pneumocystis Pneumonia (PCP),Yes,Yes,Yes,No,45,Female,High,High,Positive
+Pneumonia,Yes,Yes,Yes,Yes,45,Male,High,High,Positive
+Scoliosis,No,No,No,No,45,Female,High,High,Positive
+Sickle Cell Anemia,No,No,Yes,No,45,Female,Normal,Normal,Positive
+Tetanus,No,No,Yes,No,45,Male,Normal,High,Positive
+Tetanus,No,No,Yes,No,45,Male,Normal,High,Positive
+Hypertension,No,No,No,No,48,Female,Low,High,Negative
+Hypothyroidism,No,No,Yes,No,48,Male,Normal,High,Negative
+Hypothyroidism,No,No,Yes,No,48,Male,Normal,High,Negative
+Allergic Rhinitis,Yes,No,No,No,50,Male,High,High,Negative
+Anemia,No,No,Yes,No,50,Male,Normal,Normal,Negative
+Anxiety Disorders,No,No,Yes,No,50,Male,Normal,Normal,Negative
+Cholera,Yes,No,Yes,Yes,50,Female,High,High,Negative
+Cholera,Yes,No,Yes,Yes,50,Female,High,High,Negative
+Crohn's Disease,Yes,Yes,Yes,No,50,Male,Normal,High,Negative
+Crohn's Disease,No,No,Yes,No,50,Male,Normal,High,Negative
+Depression,No,Yes,Yes,No,50,Female,Low,Low,Negative
+Diabetes,No,Yes,No,No,50,Male,Normal,High,Negative
+Endometriosis,Yes,No,No,No,50,Male,High,Normal,Negative
+Hypertension,No,Yes,No,No,50,Female,Normal,Low,Negative
+Hypothyroidism,Yes,Yes,Yes,No,50,Male,Normal,High,Negative
+Kidney Cancer,No,Yes,No,No,50,Male,Low,High,Negative
+Kidney Disease,No,Yes,No,Yes,50,Male,Normal,Normal,Negative
+Pancreatitis,No,Yes,No,No,50,Male,Low,High,Negative
+Rheumatoid Arthritis,No,Yes,No,No,50,Female,Low,Normal,Negative
+Sepsis,Yes,Yes,Yes,No,50,Male,Normal,Normal,Negative
+Sleep Apnea,Yes,No,Yes,Yes,50,Male,High,High,Negative
+Urinary Tract Infection,Yes,Yes,No,Yes,50,Male,High,Normal,Negative
+Asthma,Yes,Yes,Yes,Yes,50,Female,Normal,High,Positive
+Bronchitis,Yes,Yes,Yes,Yes,50,Male,High,High,Positive
+Down Syndrome,No,No,Yes,No,50,Female,High,High,Positive
+Ebola Virus,Yes,Yes,Yes,Yes,50,Male,Normal,Normal,Positive
+Ebola Virus,Yes,Yes,Yes,Yes,50,Male,Normal,Normal,Positive
+Eczema,No,Yes,No,No,50,Female,High,High,Positive
+Gastroenteritis,Yes,Yes,Yes,Yes,50,Female,High,Normal,Positive
+Klinefelter Syndrome,No,No,Yes,No,50,Female,Normal,Normal,Positive
+Liver Cancer,No,Yes,Yes,Yes,50,Male,High,High,Positive
+Lyme Disease,Yes,No,No,No,50,Male,Normal,High,Positive
+Lyme Disease,Yes,No,No,No,50,Male,Normal,High,Positive
+Pancreatic Cancer,No,No,Yes,No,50,Female,High,High,Positive
+Pneumothorax,No,No,Yes,Yes,50,Female,High,High,Positive
+Stroke,No,Yes,Yes,Yes,50,Male,High,High,Positive
+Ulcerative Colitis,No,Yes,Yes,No,50,Female,Normal,High,Positive
+Hypertension,Yes,Yes,No,No,52,Male,Normal,Low,Negative
+Multiple Sclerosis,No,Yes,Yes,No,52,Male,Normal,Normal,Negative
+Multiple Sclerosis,No,Yes,Yes,No,52,Male,Normal,Normal,Negative
+Appendicitis,Yes,No,Yes,No,55,Male,Normal,Normal,Negative
+Bronchitis,No,No,Yes,Yes,55,Male,High,High,Negative
+Bronchitis,Yes,Yes,Yes,Yes,55,Male,High,Normal,Negative
+Common Cold,Yes,No,Yes,Yes,55,Male,Normal,Low,Negative
+Diabetes,No,Yes,No,No,55,Female,Normal,High,Negative
+Esophageal Cancer,No,No,Yes,No,55,Male,Normal,Normal,Negative
+HIV/AIDS,Yes,No,No,No,55,Female,High,High,Negative
+HIV/AIDS,Yes,No,No,No,55,Female,High,High,Negative
+Hypertension,No,Yes,No,No,55,Female,Normal,Low,Negative
+Liver Disease,No,Yes,Yes,No,55,Male,High,Low,Negative
+Marfan Syndrome,No,No,Yes,No,55,Male,High,High,Negative
+Migraine,No,Yes,Yes,Yes,55,Female,Normal,Low,Negative
+Osteoporosis,No,No,Yes,No,55,Male,High,Normal,Negative
+Parkinson's Disease,No,No,Yes,No,55,Female,Normal,Low,Negative
+Parkinson's Disease,No,No,Yes,No,55,Female,Normal,Low,Negative
+Anxiety Disorders,Yes,Yes,No,No,55,Female,Normal,Low,Positive
+Coronary Artery Disease,No,No,Yes,No,55,Female,Normal,Normal,Positive
+Coronary Artery Disease,No,No,Yes,No,55,Female,Normal,Normal,Positive
+Hemorrhoids,No,No,No,No,55,Female,High,High,Positive
+Hypertension,Yes,No,Yes,No,55,Male,High,Normal,Positive
+Hypothyroidism,No,No,Yes,No,55,Female,High,High,Positive
+Osteoarthritis,Yes,Yes,No,No,55,Female,High,High,Positive
+Osteoporosis,Yes,No,Yes,Yes,55,Male,High,Low,Positive
+Osteoporosis,No,Yes,Yes,No,55,Female,Normal,Normal,Positive
+Osteoporosis,Yes,No,Yes,No,55,Female,Normal,Normal,Positive
+Osteoporosis,Yes,No,Yes,No,55,Female,Normal,Normal,Positive
+Polycystic Ovary Syndrome (PCOS),Yes,Yes,No,No,55,Female,Normal,Normal,Positive
+Systemic Lupus Erythematosus...,No,Yes,Yes,No,55,Female,High,High,Positive
+Typhoid Fever,No,Yes,No,No,55,Male,Normal,Low,Positive
+Typhoid Fever,No,Yes,No,No,55,Male,Normal,Low,Positive
+Influenza,Yes,Yes,Yes,Yes,56,Male,High,High,Positive
+Pneumonia,Yes,Yes,No,Yes,57,Male,Normal,High,Negative
+Breast Cancer,No,No,Yes,No,60,Male,High,High,Negative
+Coronary Artery Disease,Yes,Yes,No,No,60,Male,High,High,Negative
+Coronary Artery Disease,Yes,Yes,No,No,60,Male,High,High,Negative
+Hyperthyroidism,No,No,Yes,No,60,Male,Normal,Normal,Negative
+Measles,Yes,Yes,No,No,60,Female,High,Normal,Negative
+Measles,Yes,Yes,No,No,60,Female,High,Normal,Negative
+Osteoarthritis,No,Yes,No,Yes,60,Female,Normal,Normal,Negative
+Osteomyelitis,No,No,Yes,No,60,Male,Normal,Normal,Negative
+Osteoporosis,Yes,No,No,No,60,Male,High,High,Negative
+Osteoporosis,No,Yes,No,No,60,Male,High,High,Negative
+Osteoporosis,No,Yes,No,No,60,Male,High,High,Negative
+Polio,Yes,Yes,Yes,No,60,Male,Normal,Normal,Negative
+Asthma,Yes,Yes,Yes,Yes,60,Female,High,High,Positive
+Chronic Kidney Disease,No,No,Yes,No,60,Female,Normal,High,Positive
+Hemophilia,No,No,Yes,No,60,Female,Normal,Normal,Positive
+Hepatitis B,No,Yes,Yes,No,60,Male,Normal,Low,Positive
+Hepatitis B,No,Yes,Yes,No,60,Male,Normal,Low,Positive
+Hypertension,No,No,Yes,No,60,Female,High,Normal,Positive
+Hypertension,Yes,No,Yes,No,60,Male,High,Normal,Positive
+Hypertension,No,No,No,No,60,Female,High,High,Positive
+Kidney Cancer,Yes,Yes,Yes,No,60,Female,High,Normal,Positive
+Kidney Disease,Yes,Yes,Yes,Yes,60,Female,High,High,Positive
+Osteoporosis,Yes,No,Yes,No,60,Male,High,Normal,Positive
+Pancreatitis,Yes,Yes,Yes,No,60,Female,High,Normal,Positive
+Parkinson's Disease,Yes,Yes,No,No,60,Male,High,Normal,Positive
+Parkinson's Disease,Yes,Yes,No,No,60,Male,High,Normal,Positive
+Prader-Willi Syndrome,No,No,Yes,No,60,Female,Normal,Normal,Positive
+Rheumatoid Arthritis,No,No,Yes,No,60,Female,High,High,Positive
+Thyroid Cancer,No,No,Yes,No,60,Female,High,High,Positive
+Tuberculosis,Yes,Yes,Yes,No,60,Female,High,High,Positive
+Bladder Cancer,No,No,Yes,No,65,Male,Normal,Normal,Negative
+Diabetes,No,No,Yes,No,65,Male,Normal,High,Negative
+Otitis Media (Ear Infection),Yes,Yes,Yes,No,65,Male,Normal,Normal,Negative
+Stroke,Yes,No,Yes,No,65,Female,High,Low,Negative
+Stroke,Yes,No,Yes,No,65,Female,High,Low,Negative
+Tourette Syndrome,No,No,Yes,No,65,Male,High,High,Negative
+Urinary Tract Infection (UTI),Yes,No,Yes,No,65,Male,High,Normal,Negative
+Alzheimer's Disease,No,Yes,No,No,65,Male,Normal,High,Positive
+Alzheimer's Disease,No,Yes,No,No,65,Male,Normal,High,Positive
+Alzheimer's Disease,No,No,Yes,No,65,Female,High,High,Positive
+Bronchitis,Yes,No,Yes,Yes,65,Male,High,High,Positive
+Chronic Obstructive Pulmonary Disease (COPD),Yes,No,Yes,Yes,65,Female,High,High,Positive
+Chronic Obstructive Pulmonary Disease (COPD),Yes,No,Yes,Yes,65,Female,High,High,Positive
+Dementia,No,No,Yes,No,65,Female,High,High,Positive
+Diabetes,Yes,Yes,Yes,No,65,Female,Normal,High,Positive
+Diverticulitis,No,No,Yes,No,65,Female,High,High,Positive
+Liver Cancer,Yes,Yes,Yes,No,65,Female,High,High,Positive
+Lung Cancer,Yes,Yes,Yes,No,65,Female,High,High,Positive
+Lung Cancer,Yes,No,Yes,No,65,Female,Normal,High,Positive
+Mumps,No,No,Yes,No,65,Male,Normal,High,Positive
+Mumps,No,No,Yes,No,65,Male,Normal,High,Positive
+Osteoporosis,No,Yes,Yes,No,65,Female,High,High,Positive
+Stroke,Yes,Yes,Yes,No,65,Female,High,High,Positive
+Alzheimer's Disease,Yes,No,Yes,No,70,Female,High,Normal,Negative
+Alzheimer's Disease,Yes,No,Yes,No,70,Female,High,Normal,Negative
+Cholecystitis,No,No,Yes,No,70,Male,Normal,Normal,Negative
+Chronic Obstructive Pulmonary Disease (COPD),No,Yes,Yes,Yes,70,Male,Normal,High,Negative
+Chronic Obstructive Pulmonary Disease (COPD),No,Yes,Yes,Yes,70,Male,Normal,High,Negative
+Osteoporosis,Yes,No,No,No,70,Male,Normal,Normal,Negative
+Parkinson's Disease,No,No,Yes,No,70,Male,Normal,Normal,Negative
+Prostate Cancer,Yes,Yes,No,No,70,Male,High,Normal,Negative
+Schizophrenia,No,Yes,Yes,No,70,Male,Normal,Normal,Negative
+Gout,Yes,No,Yes,No,70,Female,Normal,High,Positive
+Migraine,No,No,Yes,No,70,Female,Normal,Normal,Positive
+Stroke,No,Yes,No,No,70,Male,Normal,High,Positive
+Stroke,No,Yes,No,No,70,Male,Normal,High,Positive
+Testicular Cancer,No,No,Yes,No,70,Female,High,High,Positive
+Tonsillitis,Yes,Yes,Yes,No,70,Female,High,High,Positive
+Williams Syndrome,No,No,Yes,No,70,Female,Normal,Normal,Positive
+Stroke,Yes,No,Yes,No,80,Female,High,High,Positive
+Stroke,Yes,No,Yes,No,80,Female,High,High,Positive
+Stroke,Yes,No,Yes,No,85,Male,High,High,Positive
+Stroke,Yes,No,Yes,No,85,Male,High,High,Positive
+Stroke,Yes,No,Yes,No,90,Female,High,High,Positive
+Stroke,Yes,No,Yes,No,90,Female,High,High,Positive

artifacts/Docmate.ipynb

@@ -0,0 +1,790 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Disease</th>\n",
+       "      <th>Fever</th>\n",
+       "      <th>Cough</th>\n",
+       "      <th>Fatigue</th>\n",
+       "      <th>Difficulty Breathing</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Blood Pressure</th>\n",
+       "      <th>Cholesterol Level</th>\n",
+       "      <th>Outcome Variable</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Influenza</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>19</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Low</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>Positive</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Common Cold</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>25</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>Negative</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Eczema</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>25</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>Negative</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Asthma</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>25</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>Positive</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Asthma</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>25</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>Positive</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Disease Fever Cough Fatigue Difficulty Breathing  Age  Gender  \\\n",
+       "0    Influenza   Yes    No     Yes                  Yes   19  Female   \n",
+       "1  Common Cold    No   Yes     Yes                   No   25  Female   \n",
+       "2       Eczema    No   Yes     Yes                   No   25  Female   \n",
+       "3       Asthma   Yes   Yes      No                  Yes   25    Male   \n",
+       "4       Asthma   Yes   Yes      No                  Yes   25    Male   \n",
+       "\n",
+       "  Blood Pressure Cholesterol Level Outcome Variable  \n",
+       "0            Low            Normal         Positive  \n",
+       "1         Normal            Normal         Negative  \n",
+       "2         Normal            Normal         Negative  \n",
+       "3         Normal            Normal         Positive  \n",
+       "4         Normal            Normal         Positive  "
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Loading dataset disease and symptoms dataset\n",
+    "import pandas as pd\n",
+    "\n",
+    "data = pd.read_csv(\"../artifacts/Disease_symptom_and_patient_profile_dataset.csv\")\n",
+    "diseases = data.copy()\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(349, 10)"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Data size\n",
+    "data.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 349 entries, 0 to 348\n",
+      "Data columns (total 10 columns):\n",
+      " #   Column                Non-Null Count  Dtype \n",
+      "---  ------                --------------  ----- \n",
+      " 0   Disease               349 non-null    object\n",
+      " 1   Fever                 349 non-null    object\n",
+      " 2   Cough                 349 non-null    object\n",
+      " 3   Fatigue               349 non-null    object\n",
+      " 4   Difficulty Breathing  349 non-null    object\n",
+      " 5   Age                   349 non-null    int64 \n",
+      " 6   Gender                349 non-null    object\n",
+      " 7   Blood Pressure        349 non-null    object\n",
+      " 8   Cholesterol Level     349 non-null    object\n",
+      " 9   Outcome Variable      349 non-null    object\n",
+      "dtypes: int64(1), object(9)\n",
+      "memory usage: 27.4+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Info about dataset\n",
+    "data.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Disease                 0\n",
+       "Fever                   0\n",
+       "Cough                   0\n",
+       "Fatigue                 0\n",
+       "Difficulty Breathing    0\n",
+       "Age                     0\n",
+       "Gender                  0\n",
+       "Blood Pressure          0\n",
+       "Cholesterol Level       0\n",
+       "Outcome Variable        0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Exploratory data analysis\n",
+    "# Null values in the dataset\n",
+    "data.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "49"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Duplicate entries\n",
+    "data.duplicated().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Remove duplicates\n",
+    "data.drop_duplicates(inplace=True)\n",
+    "data.duplicated().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Disease\n",
+       "Asthma                            16\n",
+       "Osteoporosis                      12\n",
+       "Stroke                            11\n",
+       "Hypertension                      10\n",
+       "Migraine                          10\n",
+       "                                  ..\n",
+       "Fibromyalgia                       1\n",
+       "Eating Disorders (Anorexia,...     1\n",
+       "Chickenpox                         1\n",
+       "Rabies                             1\n",
+       "Williams Syndrome                  1\n",
+       "Name: count, Length: 116, dtype: int64"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Nos of dieseases\n",
+    "data['Disease'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count    300.000000\n",
+       "mean      45.756667\n",
+       "std       12.596548\n",
+       "min       19.000000\n",
+       "25%       35.000000\n",
+       "50%       45.000000\n",
+       "75%       55.000000\n",
+       "max       90.000000\n",
+       "Name: Age, dtype: float64"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Age range\n",
+    "data['Age'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Numerical columns ie Age column categorization\n",
+    "# Categories : Less than 40 - Young, 40-60 - Mid, and above 60 aged\n",
+    "def age_category(age):\n",
+    "    if age < 40:\n",
+    "        return 'young'\n",
+    "    elif age < 60:\n",
+    "        return 'Middle'\n",
+    "    elif age >= 60:\n",
+    "        return 'Old'\n",
+    "    \n",
+    "data['Age'] = data['Age'].apply(lambda x: age_category(x))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Disease</th>\n",
+       "      <th>Fever</th>\n",
+       "      <th>Cough</th>\n",
+       "      <th>Fatigue</th>\n",
+       "      <th>Difficulty Breathing</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Blood Pressure</th>\n",
+       "      <th>Cholesterol Level</th>\n",
+       "      <th>Outcome Variable</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Influenza</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>young</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Low</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>Positive</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Common Cold</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>young</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>Negative</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Eczema</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>young</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>Negative</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Asthma</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>young</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>Positive</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Eczema</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>No</td>\n",
+       "      <td>young</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>Positive</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Disease Fever Cough Fatigue Difficulty Breathing    Age  Gender  \\\n",
+       "0    Influenza   Yes    No     Yes                  Yes  young  Female   \n",
+       "1  Common Cold    No   Yes     Yes                   No  young  Female   \n",
+       "2       Eczema    No   Yes     Yes                   No  young  Female   \n",
+       "3       Asthma   Yes   Yes      No                  Yes  young    Male   \n",
+       "5       Eczema   Yes    No      No                   No  young  Female   \n",
+       "\n",
+       "  Blood Pressure Cholesterol Level Outcome Variable  \n",
+       "0            Low            Normal         Positive  \n",
+       "1         Normal            Normal         Negative  \n",
+       "2         Normal            Normal         Negative  \n",
+       "3         Normal            Normal         Positive  \n",
+       "5         Normal            Normal         Positive  "
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Categorical columns encoding\n",
+    "from sklearn.preprocessing import LabelEncoder\n",
+    "\n",
+    "le = LabelEncoder()\n",
+    "data['Fever'] = le.fit_transform(data['Fever'])\n",
+    "data['Cough'] = le.fit_transform(data['Cough'])\n",
+    "data['Fatigue'] = le.fit_transform(data['Fatigue'])\n",
+    "data['Difficulty Breathing'] = le.fit_transform(data['Difficulty Breathing'])\n",
+    "data['Age'] = le.fit_transform(data['Age'])\n",
+    "data['Gender'] = le.fit_transform(data['Gender'])\n",
+    "data['Blood Pressure'] = le.fit_transform(data['Blood Pressure'])\n",
+    "data['Cholesterol Level'] = le.fit_transform(data['Cholesterol Level'])\n",
+    "data['Outcome Variable'] = le.fit_transform(data['Outcome Variable'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Disease</th>\n",
+       "      <th>Fever</th>\n",
+       "      <th>Cough</th>\n",
+       "      <th>Fatigue</th>\n",
+       "      <th>Difficulty Breathing</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Blood Pressure</th>\n",
+       "      <th>Cholesterol Level</th>\n",
+       "      <th>Outcome Variable</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Influenza</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Common Cold</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Eczema</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Asthma</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Eczema</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Disease  Fever  Cough  Fatigue  Difficulty Breathing  Age  Gender  \\\n",
+       "0    Influenza      1      0        1                     1    2       0   \n",
+       "1  Common Cold      0      1        1                     0    2       0   \n",
+       "2       Eczema      0      1        1                     0    2       0   \n",
+       "3       Asthma      1      1        0                     1    2       1   \n",
+       "5       Eczema      1      0        0                     0    2       0   \n",
+       "\n",
+       "   Blood Pressure  Cholesterol Level  Outcome Variable  \n",
+       "0               1                  2                 1  \n",
+       "1               2                  2                 0  \n",
+       "2               2                  2                 0  \n",
+       "3               2                  2                 1  \n",
+       "5               2                  2                 1  "
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Labelled data\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Features selection\n",
+    "# Predictor variables\n",
+    "X = data.drop(['Disease', 'Outcome Variable'], axis=1)\n",
+    "\n",
+    "# Target variable\n",
+    "y = data['Outcome Variable']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Splitting of dataset\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "((240, 8), (60, 8))"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Split size verification\n",
+    "X_train.shape, X_test.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Model training\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "\n",
+    "logit_model = LogisticRegression()\n",
+    "logit_model = logit_model.fit(X_train,y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.75"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Model evaluation\n",
+    "logit_model.score(X_test,y_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Catboost model\n",
+    "from catboost import CatBoostClassifier\n",
+    "\n",
+    "cat_model = CatBoostClassifier(verbose=False)\n",
+    "cat_model = cat_model.fit(X_train,y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.7333333333333333"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Model evaluation\n",
+    "cat_model.score(X_test,y_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Logistic regresson model has better performance\n",
+    "import pickle\n",
+    "\n",
+    "with open(\"Logit_model.pkl\", 'wb') as file:\n",
+    "    pickle.dump(logit_model, file)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "DeepLearning",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

artifacts/Logit_model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3f772672ab69814e9d703e707da032375e577d702e82a3213bdf4952cea27371
+size 918

artifacts/response.txt

@@ -0,0 +1,5 @@
+
+
+If you have a fever and cough, it's important to seek medical attention to determine the cause and receive appropriate treatment. Here are some steps you can take:
+
+1. Self-isolate: To prevent the spread of illness, stay home and avoid contact with others as much as possible

avatar.py

@@ -0,0 +1,144 @@
+# Main driver code of chatbot
+import streamlit as st
+from streamlit_option_menu import option_menu
+from src.components.avatarsys import AvatarSystem
+from src.utils.accessory import play_speech, listen, save_output, load_output
+import speech_recognition as sr
+import pickle
+
+# Global 
+salutation = "Pleasure meeting you. Have a nice day!"
+
+# Page title
+st.title("Hi, Chatmate here!")
+st.markdown("<h3 style='text-align: center;'>Hello, I am your chatbot assistant.</h1>", unsafe_allow_html=True)
+
+mode = option_menu("Choose mode of interaction", ["Doc-Bot", "Text", "Voice"], 
+    icons=['heart-pulse','chat-text', 'mic'], 
+    menu_icon="cast", default_index=0, orientation="horizontal")
+
+if "HF_TOKEN" not in st.session_state:
+    st.session_state.HF_TOKEN = ''
+st.write("Add your Huggingface Access Token to use the chatbot.")
+st.session_state.HF_TOKEN = st.text_input("Your Access Token: ")
+
+# Chatbot configuration initiation
+if st.session_state.HF_TOKEN != '':
+    avatar = AvatarSystem(st.session_state.HF_TOKEN)
+
+def chat_history(input, response, sentiment):
+    if 'history' not in st.session_state:
+        st.session_state.history = dict()
+    st.session_state.history[input] = [response, sentiment]
+    return st.session_state.history
+
+def response(input_text, docbot):
+    # Getting response and sentiment of response 
+    output = avatar.process_input(input_text, docbot)
+    # Save output response in txt
+    save_output(output)
+    response_sentiment = output['emotion']
+    ans = load_output()
+        
+    return ans, response_sentiment
+
+if mode == "Doc-Bot" and st.session_state.HF_TOKEN != '':
+    st.write("Doc-Bot implementation")
+    # with open("artifacts/logit_model.pkl", "rb") as file:
+    #     logit_model = pickle.load(file)
+
+    if 'doc_chat_hist' not in st.session_state:
+        st.session_state.doc_chat_hist = dict()
+    
+    # Form requires unique key
+    with st.form(key=f'Chat form', clear_on_submit=True):
+        user_input = st.text_input("You: ", value="", placeholder="Ask anything or Type 'Exit'")
+        col1, col2, col3, col4, col5, col6 = st.columns(6)
+        save = col6.form_submit_button("Click here")
+        
+    if save and user_input != "":
+        user_input = user_input.lower() + '?'
+
+        # Exiting the chat
+        if 'exit' in user_input:
+            st.write(salutation)
+            play_speech(salutation)
+           
+        # Getting response and sentiment of response 
+        ans, senti = response(user_input, docbot=True)
+        # st.button("Audio", on_click=play_speech(ans))
+        
+        # Chat history 
+        st.session_state.doc_chat_hist = chat_history(user_input, ans, senti)
+    
+    # Chat history display
+    st.markdown("### Chat History: ")
+    with st.container(border=True):
+        for key in st.session_state.doc_chat_hist.keys():
+            user_col1, user_col2, user_col3 = st.columns(3, vertical_alignment="center")
+            user = user_col3.container(border=True)
+            user.write(key)
+            bot_col1, bot_col2, bot_col3 = st.columns([4, 1, 1], vertical_alignment='center')
+            bot = bot_col1.container(border=True)
+            bot.write(st.session_state.doc_chat_hist[key][0])
+
+elif mode == "Text" and st.session_state.HF_TOKEN != '':    
+    if 'chathist' not in st.session_state:
+        st.session_state.chathist = dict()
+    
+    # Form requires unique key
+    with st.form(key=f'Chat form', clear_on_submit=True):
+        user_input = st.text_input("You: ", value="", placeholder="Ask anything or Type 'Exit'")
+        col1, col2, col3, col4, col5, col6 = st.columns(6)
+        save = col6.form_submit_button("Click here")
+        
+    if save and user_input != "":
+        user_input = user_input.lower() + '?'
+
+        # Exiting the chat
+        if 'exit' in user_input:
+            st.write(salutation)
+            play_speech(salutation)
+           
+        # Getting response and sentiment of response 
+        ans, senti = response(user_input, docbot=False)
+        # st.button("Audio", on_click=play_speech(ans))
+        
+        # Chat history 
+        st.session_state.chathist = chat_history(user_input, ans, senti)
+    
+    # Chat history display
+    st.markdown("### Chat History: ")
+    with st.container(border=True):
+        for key in st.session_state.chathist.keys():
+            user_col1, user_col2, user_col3 = st.columns(3, vertical_alignment="center")
+            user = user_col3.container(border=True)
+            user.write(key)
+            bot_col1, bot_col2, bot_col3 = st.columns([4, 1, 1], vertical_alignment='center')
+            bot = bot_col1.container(border=True)
+            bot.write(st.session_state.chathist[key][0])
+                            
+elif mode == "Voice" and st.session_state.HF_TOKEN != '':
+    # Voice to text conversion
+    r = sr.Recognizer()
+    while 1:
+        with sr.Microphone() as source:
+            st.write("Speak: ") # print("Say something!")
+            st.write("Please wait, response under process...")
+            audio = r.listen(source)
+            r.adjust_for_ambient_noise(source, duration=0.2)
+            text = r.recognize_google(audio)
+            user_input = text + '?'
+            if text == '':
+                user_input='exit?'
+                st.write("Start again please. Failed to recognise the voice.")
+                
+            # Exiting the chat
+            if 'exit' in user_input:
+                st.write(salutation) # print("Pleasure meeting you. Have a nice day!")
+                play_speech(salutation)
+                st.stop()
+                break
+        
+            #Getting response and sentiment of response 
+            response(user_input)# output = avatar.process_input(user_input)

logs/10_28_2024_08_58_32.log

@@ -0,0 +1,805 @@
+[2024-10-28 08:58:35,149] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 08:58:48,077] 21 root - INFO - Avatar system initiated.
+[2024-10-28 08:58:50,912] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 08:59:54,255] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 08:59:54,263] 31 root - INFO - Text response generated.
+[2024-10-28 08:59:55,582] 26 root - INFO - Text response generated.
+[2024-10-28 08:59:56,943] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 08:59:56,950] 30 root - INFO - Response sentiment received.
+[2024-10-28 08:59:57,939] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 08:59:57,939] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 08:59:57,941] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 08:59:57,941] 85 root - INFO - Stored text loaded.
+[2024-10-28 08:59:59,110] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:00:00,196] 24 root - INFO - Generated audio file loaded
+[2024-10-28 09:00:03,904] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 09:09:22,781] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 09:09:25,549] 21 root - INFO - Avatar system initiated.
+[2024-10-28 09:09:25,869] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:10:10,220] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:10:26,599] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:10:26,604] 31 root - INFO - Text response generated.
+[2024-10-28 09:10:27,632] 26 root - INFO - Text response generated.
+[2024-10-28 09:10:28,553] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 09:10:28,559] 30 root - INFO - Response sentiment received.
+[2024-10-28 09:10:29,313] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:10:29,313] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 09:10:29,317] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 09:10:29,319] 85 root - INFO - Stored text loaded.
+[2024-10-28 09:10:30,254] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:10:30,255] 24 root - INFO - Generated audio file loaded
+[2024-10-28 09:10:33,930] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 09:11:57,880] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:11:58,430] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:11:58,432] 24 root - INFO - Generated audio file loaded
+[2024-10-28 09:12:01,480] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 09:12:09,389] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:12:23,237] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:12:28,611] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:12:31,693] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:12:40,639] 31 root - INFO - Text response generated.
+[2024-10-28 09:12:42,217] 26 root - INFO - Text response generated.
+[2024-10-28 09:12:42,343] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 09:12:42,343] 30 root - INFO - Response sentiment received.
+[2024-10-28 09:12:43,318] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:12:43,319] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 09:12:43,323] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 09:12:43,325] 85 root - INFO - Stored text loaded.
+[2024-10-28 09:12:44,325] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:12:44,325] 24 root - INFO - Generated audio file loaded
+[2024-10-28 09:12:48,000] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 09:12:51,620] 31 root - INFO - Text response generated.
+[2024-10-28 09:12:56,891] 26 root - INFO - Text response generated.
+[2024-10-28 09:12:56,972] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 09:12:56,973] 30 root - INFO - Response sentiment received.
+[2024-10-28 09:13:49,631] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:13:50,311] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:13:50,314] 24 root - INFO - Generated audio file loaded
+[2024-10-28 09:13:53,354] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 09:13:59,060] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:17:47,870] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 09:17:51,060] 21 root - INFO - Avatar system initiated.
+[2024-10-28 09:17:51,369] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:19:13,214] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 09:19:15,643] 21 root - INFO - Avatar system initiated.
+[2024-10-28 09:19:16,032] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:23:05,258] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 09:23:09,622] 21 root - INFO - Avatar system initiated.
+[2024-10-28 09:23:09,945] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:23:09,947] 31 root - INFO - Text response generated.
+[2024-10-28 09:23:12,328] 26 root - INFO - Text response generated.
+[2024-10-28 09:23:13,675] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 09:23:13,678] 30 root - INFO - Response sentiment received.
+[2024-10-28 09:23:24,505] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:23:24,505] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 09:23:24,511] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 09:23:24,513] 85 root - INFO - Stored text loaded.
+[2024-10-28 09:23:26,749] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:23:26,753] 31 root - INFO - Text response generated.
+[2024-10-28 09:23:27,808] 26 root - INFO - Text response generated.
+[2024-10-28 09:23:28,010] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 09:23:28,016] 30 root - INFO - Response sentiment received.
+[2024-10-28 09:23:28,871] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:23:28,871] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 09:23:28,875] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 09:23:28,877] 85 root - INFO - Stored text loaded.
+[2024-10-28 09:23:30,056] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:23:35,183] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:23:35,191] 24 root - INFO - Generated audio file loaded
+[2024-10-28 09:23:57,381] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 09:24:13,818] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:24:13,829] 31 root - INFO - Text response generated.
+[2024-10-28 09:24:14,890] 26 root - INFO - Text response generated.
+[2024-10-28 09:24:15,251] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 09:24:15,251] 30 root - INFO - Response sentiment received.
+[2024-10-28 09:24:26,078] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:24:26,078] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 09:24:26,081] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 09:24:26,083] 85 root - INFO - Stored text loaded.
+[2024-10-28 09:24:35,401] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:24:35,403] 24 root - INFO - Generated audio file loaded
+[2024-10-28 09:24:43,670] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:25:09,812] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 09:28:11,007] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 09:28:14,518] 21 root - INFO - Avatar system initiated.
+[2024-10-28 09:28:14,927] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:28:37,308] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:33:28,946] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 09:33:31,469] 21 root - INFO - Avatar system initiated.
+[2024-10-28 09:33:31,790] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:33:58,917] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:33:58,929] 31 root - INFO - Text response generated.
+[2024-10-28 09:34:00,549] 26 root - INFO - Text response generated.
+[2024-10-28 09:34:00,664] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 09:34:00,669] 30 root - INFO - Response sentiment received.
+[2024-10-28 09:34:01,353] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:34:01,353] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 09:34:01,356] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 09:34:01,359] 85 root - INFO - Stored text loaded.
+[2024-10-28 09:34:01,986] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:34:01,988] 24 root - INFO - Generated audio file loaded
+[2024-10-28 09:34:05,654] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 09:42:28,627] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 09:42:30,558] 21 root - INFO - Avatar system initiated.
+[2024-10-28 09:42:30,892] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:42:44,104] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:42:44,112] 31 root - INFO - Text response generated.
+[2024-10-28 09:42:45,035] 26 root - INFO - Text response generated.
+[2024-10-28 09:42:45,180] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 09:42:45,186] 30 root - INFO - Response sentiment received.
+[2024-10-28 09:42:46,164] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:42:46,164] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 09:42:46,167] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 09:42:46,169] 85 root - INFO - Stored text loaded.
+[2024-10-28 09:45:11,738] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 09:45:13,628] 21 root - INFO - Avatar system initiated.
+[2024-10-28 09:45:13,875] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:45:26,253] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:45:26,268] 31 root - INFO - Text response generated.
+[2024-10-28 09:45:27,327] 26 root - INFO - Text response generated.
+[2024-10-28 09:45:27,500] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 09:45:27,506] 30 root - INFO - Response sentiment received.
+[2024-10-28 09:45:28,722] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:45:28,722] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 09:45:28,726] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 09:45:28,727] 85 root - INFO - Stored text loaded.
+[2024-10-28 09:45:42,539] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:46:18,897] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 09:46:21,451] 21 root - INFO - Avatar system initiated.
+[2024-10-28 09:46:21,854] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:46:33,621] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:46:33,633] 31 root - INFO - Text response generated.
+[2024-10-28 09:46:34,754] 26 root - INFO - Text response generated.
+[2024-10-28 09:46:34,925] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 09:46:34,931] 30 root - INFO - Response sentiment received.
+[2024-10-28 09:46:35,974] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:46:35,975] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 09:46:35,978] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 09:46:35,980] 85 root - INFO - Stored text loaded.
+[2024-10-28 09:46:44,054] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:48:06,710] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 09:48:09,741] 21 root - INFO - Avatar system initiated.
+[2024-10-28 09:48:10,130] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:48:28,462] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:48:28,470] 31 root - INFO - Text response generated.
+[2024-10-28 09:48:29,439] 26 root - INFO - Text response generated.
+[2024-10-28 09:48:29,629] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 09:48:29,635] 30 root - INFO - Response sentiment received.
+[2024-10-28 09:48:31,585] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:48:31,586] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 09:48:31,589] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 09:48:31,593] 85 root - INFO - Stored text loaded.
+[2024-10-28 09:48:33,798] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:48:33,800] 24 root - INFO - Generated audio file loaded
+[2024-10-28 09:48:37,481] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 09:48:45,692] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:48:45,702] 31 root - INFO - Text response generated.
+[2024-10-28 09:48:48,027] 26 root - INFO - Text response generated.
+[2024-10-28 09:48:48,261] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 09:48:48,261] 30 root - INFO - Response sentiment received.
+[2024-10-28 09:48:54,863] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:48:54,863] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 09:48:54,866] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 09:48:54,867] 85 root - INFO - Stored text loaded.
+[2024-10-28 09:49:01,923] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:49:01,924] 24 root - INFO - Generated audio file loaded
+[2024-10-28 09:49:32,767] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 09:54:02,910] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 09:54:05,741] 21 root - INFO - Avatar system initiated.
+[2024-10-28 09:54:06,037] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:54:20,485] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:54:20,495] 31 root - INFO - Text response generated.
+[2024-10-28 09:54:21,670] 26 root - INFO - Text response generated.
+[2024-10-28 09:54:21,781] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 09:54:21,785] 30 root - INFO - Response sentiment received.
+[2024-10-28 09:54:22,468] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:54:22,468] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 09:54:22,469] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 09:54:22,469] 85 root - INFO - Stored text loaded.
+[2024-10-28 09:54:40,446] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:56:31,689] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 09:56:34,181] 21 root - INFO - Avatar system initiated.
+[2024-10-28 09:56:34,476] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:56:49,411] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:56:49,423] 31 root - INFO - Text response generated.
+[2024-10-28 09:56:50,429] 26 root - INFO - Text response generated.
+[2024-10-28 09:56:50,632] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 09:56:50,637] 30 root - INFO - Response sentiment received.
+[2024-10-28 09:56:51,531] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:56:51,532] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 09:56:51,536] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 09:56:51,539] 85 root - INFO - Stored text loaded.
+[2024-10-28 09:57:00,023] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:58:12,707] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 09:58:16,039] 21 root - INFO - Avatar system initiated.
+[2024-10-28 09:58:16,340] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 09:58:16,348] 31 root - INFO - Text response generated.
+[2024-10-28 09:58:17,262] 26 root - INFO - Text response generated.
+[2024-10-28 09:58:17,372] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 09:58:17,373] 30 root - INFO - Response sentiment received.
+[2024-10-28 09:58:17,994] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:58:17,994] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 09:58:17,997] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 09:58:17,998] 85 root - INFO - Stored text loaded.
+[2024-10-28 09:58:18,581] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 09:58:18,582] 24 root - INFO - Generated audio file loaded
+[2024-10-28 09:58:22,262] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 10:02:17,349] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 10:02:19,862] 21 root - INFO - Avatar system initiated.
+[2024-10-28 10:02:20,220] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:02:30,828] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:02:30,834] 31 root - INFO - Text response generated.
+[2024-10-28 10:02:31,950] 26 root - INFO - Text response generated.
+[2024-10-28 10:02:32,156] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 10:02:32,161] 30 root - INFO - Response sentiment received.
+[2024-10-28 10:02:32,780] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:02:32,780] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 10:02:32,781] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 10:02:32,782] 85 root - INFO - Stored text loaded.
+[2024-10-28 10:02:33,622] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:02:33,623] 24 root - INFO - Generated audio file loaded
+[2024-10-28 10:02:36,071] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 10:02:50,791] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:02:50,806] 31 root - INFO - Text response generated.
+[2024-10-28 10:02:51,825] 26 root - INFO - Text response generated.
+[2024-10-28 10:02:52,101] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 10:02:52,102] 30 root - INFO - Response sentiment received.
+[2024-10-28 10:02:58,264] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:02:58,265] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 10:02:58,266] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 10:02:58,267] 85 root - INFO - Stored text loaded.
+[2024-10-28 10:03:04,838] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:03:04,878] 24 root - INFO - Generated audio file loaded
+[2024-10-28 10:03:35,705] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 10:12:20,877] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 10:12:23,039] 21 root - INFO - Avatar system initiated.
+[2024-10-28 10:12:23,344] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:12:34,509] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:12:34,519] 31 root - INFO - Text response generated.
+[2024-10-28 10:12:36,353] 26 root - INFO - Text response generated.
+[2024-10-28 10:12:36,550] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 10:12:36,555] 30 root - INFO - Response sentiment received.
+[2024-10-28 10:12:37,535] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:12:37,550] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 10:12:37,553] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 10:12:37,556] 85 root - INFO - Stored text loaded.
+[2024-10-28 10:12:38,431] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:12:38,432] 24 root - INFO - Generated audio file loaded
+[2024-10-28 10:12:42,112] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 10:16:28,195] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:16:28,200] 31 root - INFO - Text response generated.
+[2024-10-28 10:16:29,267] 26 root - INFO - Text response generated.
+[2024-10-28 10:16:29,396] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 10:16:29,397] 30 root - INFO - Response sentiment received.
+[2024-10-28 10:16:29,921] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:16:29,922] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 10:16:29,927] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 10:16:29,929] 85 root - INFO - Stored text loaded.
+[2024-10-28 10:16:30,742] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:16:30,744] 24 root - INFO - Generated audio file loaded
+[2024-10-28 10:16:33,185] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 10:21:52,702] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 10:21:56,397] 21 root - INFO - Avatar system initiated.
+[2024-10-28 10:21:56,631] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:22:04,512] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:22:04,518] 31 root - INFO - Text response generated.
+[2024-10-28 10:22:05,988] 26 root - INFO - Text response generated.
+[2024-10-28 10:22:06,090] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 10:22:06,102] 30 root - INFO - Response sentiment received.
+[2024-10-28 10:22:06,911] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:22:06,912] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 10:22:06,916] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 10:22:06,920] 85 root - INFO - Stored text loaded.
+[2024-10-28 10:22:07,576] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:22:07,578] 24 root - INFO - Generated audio file loaded
+[2024-10-28 10:22:11,252] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 10:22:14,606] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:22:14,609] 31 root - INFO - Text response generated.
+[2024-10-28 10:22:16,011] 26 root - INFO - Text response generated.
+[2024-10-28 10:22:16,177] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 10:22:16,178] 30 root - INFO - Response sentiment received.
+[2024-10-28 10:22:17,483] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:22:17,483] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 10:22:17,484] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 10:22:17,484] 85 root - INFO - Stored text loaded.
+[2024-10-28 10:22:20,348] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:22:20,350] 24 root - INFO - Generated audio file loaded
+[2024-10-28 10:22:22,794] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 10:22:55,372] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 10:22:57,730] 21 root - INFO - Avatar system initiated.
+[2024-10-28 10:22:58,065] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:23:10,455] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:23:10,470] 31 root - INFO - Text response generated.
+[2024-10-28 10:23:11,387] 26 root - INFO - Text response generated.
+[2024-10-28 10:23:11,608] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 10:23:11,614] 30 root - INFO - Response sentiment received.
+[2024-10-28 10:23:12,529] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:23:12,530] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 10:23:12,534] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 10:23:12,536] 85 root - INFO - Stored text loaded.
+[2024-10-28 10:23:13,348] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:23:13,349] 24 root - INFO - Generated audio file loaded
+[2024-10-28 10:23:17,027] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 10:23:21,217] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:23:21,222] 31 root - INFO - Text response generated.
+[2024-10-28 10:23:22,069] 26 root - INFO - Text response generated.
+[2024-10-28 10:23:22,143] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 10:23:22,144] 30 root - INFO - Response sentiment received.
+[2024-10-28 10:23:22,959] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:23:22,960] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 10:23:22,963] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 10:23:22,966] 85 root - INFO - Stored text loaded.
+[2024-10-28 10:23:23,453] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:23:23,456] 24 root - INFO - Generated audio file loaded
+[2024-10-28 10:23:25,897] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 10:24:38,608] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 10:24:40,907] 21 root - INFO - Avatar system initiated.
+[2024-10-28 10:24:41,138] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:24:51,772] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:24:51,776] 31 root - INFO - Text response generated.
+[2024-10-28 10:24:52,688] 26 root - INFO - Text response generated.
+[2024-10-28 10:24:52,880] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 10:24:52,884] 30 root - INFO - Response sentiment received.
+[2024-10-28 10:24:53,478] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:24:53,479] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 10:24:53,482] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 10:24:53,483] 85 root - INFO - Stored text loaded.
+[2024-10-28 10:24:54,525] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:24:54,526] 24 root - INFO - Generated audio file loaded
+[2024-10-28 10:24:58,202] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 10:25:03,916] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:25:03,924] 31 root - INFO - Text response generated.
+[2024-10-28 10:25:04,921] 26 root - INFO - Text response generated.
+[2024-10-28 10:25:05,074] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 10:25:05,076] 30 root - INFO - Response sentiment received.
+[2024-10-28 10:25:05,719] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:25:05,721] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 10:25:05,724] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 10:25:05,726] 85 root - INFO - Stored text loaded.
+[2024-10-28 10:25:06,735] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:25:06,736] 24 root - INFO - Generated audio file loaded
+[2024-10-28 10:25:09,172] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 10:39:40,392] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 10:39:43,089] 21 root - INFO - Avatar system initiated.
+[2024-10-28 10:39:43,379] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:40:03,527] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:40:03,532] 31 root - INFO - Text response generated.
+[2024-10-28 10:40:04,431] 26 root - INFO - Text response generated.
+[2024-10-28 10:40:04,561] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 10:40:04,567] 30 root - INFO - Response sentiment received.
+[2024-10-28 10:40:05,339] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:40:05,339] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 10:40:05,340] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 10:40:05,342] 85 root - INFO - Stored text loaded.
+[2024-10-28 10:40:05,983] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:40:05,983] 24 root - INFO - Generated audio file loaded
+[2024-10-28 10:40:09,658] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 10:48:13,733] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 10:48:16,067] 21 root - INFO - Avatar system initiated.
+[2024-10-28 10:48:16,320] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:48:27,064] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:48:27,077] 31 root - INFO - Text response generated.
+[2024-10-28 10:48:27,954] 26 root - INFO - Text response generated.
+[2024-10-28 10:48:28,132] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 10:48:28,139] 30 root - INFO - Response sentiment received.
+[2024-10-28 10:48:28,754] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:48:28,755] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 10:48:28,759] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 10:48:28,762] 85 root - INFO - Stored text loaded.
+[2024-10-28 10:49:27,387] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 10:49:29,792] 21 root - INFO - Avatar system initiated.
+[2024-10-28 10:49:30,092] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:49:46,984] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:49:46,991] 31 root - INFO - Text response generated.
+[2024-10-28 10:49:47,852] 26 root - INFO - Text response generated.
+[2024-10-28 10:49:48,005] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 10:49:48,012] 30 root - INFO - Response sentiment received.
+[2024-10-28 10:49:48,962] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:49:48,963] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 10:49:48,967] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 10:49:48,969] 85 root - INFO - Stored text loaded.
+[2024-10-28 10:49:56,577] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:49:56,588] 31 root - INFO - Text response generated.
+[2024-10-28 10:49:57,385] 26 root - INFO - Text response generated.
+[2024-10-28 10:49:57,527] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 10:49:57,528] 30 root - INFO - Response sentiment received.
+[2024-10-28 10:49:58,000] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:49:58,001] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 10:49:58,003] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 10:49:58,007] 85 root - INFO - Stored text loaded.
+[2024-10-28 10:54:35,407] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 10:54:38,638] 21 root - INFO - Avatar system initiated.
+[2024-10-28 10:54:39,090] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:54:56,908] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:54:56,918] 31 root - INFO - Text response generated.
+[2024-10-28 10:54:58,330] 26 root - INFO - Text response generated.
+[2024-10-28 10:54:58,497] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 10:54:58,502] 30 root - INFO - Response sentiment received.
+[2024-10-28 10:54:59,210] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:54:59,211] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 10:54:59,215] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 10:54:59,217] 85 root - INFO - Stored text loaded.
+[2024-10-28 10:55:15,825] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 10:55:15,827] 31 root - INFO - Text response generated.
+[2024-10-28 10:55:16,678] 26 root - INFO - Text response generated.
+[2024-10-28 10:55:16,862] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 10:55:16,863] 30 root - INFO - Response sentiment received.
+[2024-10-28 10:55:17,396] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 10:55:17,397] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 10:55:17,400] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 10:55:17,403] 85 root - INFO - Stored text loaded.
+[2024-10-28 10:58:03,699] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 10:58:06,105] 21 root - INFO - Avatar system initiated.
+[2024-10-28 10:58:06,390] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:00:53,548] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 11:00:57,455] 21 root - INFO - Avatar system initiated.
+[2024-10-28 11:00:57,777] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:01:10,980] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:01:11,031] 31 root - INFO - Text response generated.
+[2024-10-28 11:01:11,997] 26 root - INFO - Text response generated.
+[2024-10-28 11:01:12,780] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 11:01:12,786] 30 root - INFO - Response sentiment received.
+[2024-10-28 11:01:13,447] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:01:13,448] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 11:01:13,451] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 11:01:13,454] 85 root - INFO - Stored text loaded.
+[2024-10-28 11:01:22,422] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:01:22,438] 31 root - INFO - Text response generated.
+[2024-10-28 11:01:23,369] 26 root - INFO - Text response generated.
+[2024-10-28 11:01:23,519] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 11:01:23,521] 30 root - INFO - Response sentiment received.
+[2024-10-28 11:01:24,089] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:01:24,090] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 11:01:24,093] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 11:01:24,095] 85 root - INFO - Stored text loaded.
+[2024-10-28 11:02:09,637] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 11:02:13,195] 21 root - INFO - Avatar system initiated.
+[2024-10-28 11:02:13,439] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:02:19,900] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:02:19,903] 31 root - INFO - Text response generated.
+[2024-10-28 11:02:20,715] 26 root - INFO - Text response generated.
+[2024-10-28 11:02:20,872] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 11:02:20,878] 30 root - INFO - Response sentiment received.
+[2024-10-28 11:02:21,446] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:02:21,446] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 11:02:21,449] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 11:02:21,452] 85 root - INFO - Stored text loaded.
+[2024-10-28 11:02:34,320] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:02:34,327] 31 root - INFO - Text response generated.
+[2024-10-28 11:02:35,245] 26 root - INFO - Text response generated.
+[2024-10-28 11:02:35,383] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 11:02:35,385] 30 root - INFO - Response sentiment received.
+[2024-10-28 11:02:36,052] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:02:36,052] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 11:02:36,055] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 11:02:36,057] 85 root - INFO - Stored text loaded.
+[2024-10-28 11:04:03,566] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:04:04,179] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:04:04,181] 24 root - INFO - Generated audio file loaded
+[2024-10-28 11:04:07,234] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 11:06:52,570] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 11:06:54,575] 21 root - INFO - Avatar system initiated.
+[2024-10-28 11:06:54,851] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:07:08,865] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:07:08,878] 31 root - INFO - Text response generated.
+[2024-10-28 11:07:09,795] 26 root - INFO - Text response generated.
+[2024-10-28 11:07:09,969] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 11:07:09,975] 30 root - INFO - Response sentiment received.
+[2024-10-28 11:07:10,601] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:07:10,602] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 11:07:10,607] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 11:07:10,608] 85 root - INFO - Stored text loaded.
+[2024-10-28 11:07:21,515] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:07:21,538] 31 root - INFO - Text response generated.
+[2024-10-28 11:07:22,399] 26 root - INFO - Text response generated.
+[2024-10-28 11:07:22,497] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 11:07:22,499] 30 root - INFO - Response sentiment received.
+[2024-10-28 11:07:23,077] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:07:23,078] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 11:07:23,079] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 11:07:23,080] 85 root - INFO - Stored text loaded.
+[2024-10-28 11:10:50,289] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 11:10:52,172] 21 root - INFO - Avatar system initiated.
+[2024-10-28 11:10:52,454] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:13:03,251] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 11:13:05,720] 21 root - INFO - Avatar system initiated.
+[2024-10-28 11:13:05,963] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:13:14,187] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:13:14,190] 31 root - INFO - Text response generated.
+[2024-10-28 11:13:14,934] 26 root - INFO - Text response generated.
+[2024-10-28 11:13:15,055] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 11:13:15,060] 30 root - INFO - Response sentiment received.
+[2024-10-28 11:13:15,538] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:13:15,538] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 11:13:15,539] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 11:13:15,540] 85 root - INFO - Stored text loaded.
+[2024-10-28 11:13:31,895] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:13:31,899] 31 root - INFO - Text response generated.
+[2024-10-28 11:13:32,704] 26 root - INFO - Text response generated.
+[2024-10-28 11:13:32,794] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 11:13:32,795] 30 root - INFO - Response sentiment received.
+[2024-10-28 11:13:33,571] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:13:33,572] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 11:13:33,574] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 11:13:33,576] 85 root - INFO - Stored text loaded.
+[2024-10-28 11:15:23,265] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 11:15:25,033] 21 root - INFO - Avatar system initiated.
+[2024-10-28 11:15:25,300] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:20:14,415] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 11:20:16,568] 21 root - INFO - Avatar system initiated.
+[2024-10-28 11:20:16,839] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:20:25,530] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:20:25,532] 31 root - INFO - Text response generated.
+[2024-10-28 11:20:26,370] 26 root - INFO - Text response generated.
+[2024-10-28 11:20:26,482] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 11:20:26,487] 30 root - INFO - Response sentiment received.
+[2024-10-28 11:20:26,968] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:20:26,968] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 11:20:26,970] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 11:20:26,970] 85 root - INFO - Stored text loaded.
+[2024-10-28 11:20:32,615] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:21:57,204] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 11:21:59,784] 21 root - INFO - Avatar system initiated.
+[2024-10-28 11:22:00,030] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:22:07,005] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:22:07,008] 31 root - INFO - Text response generated.
+[2024-10-28 11:22:07,814] 26 root - INFO - Text response generated.
+[2024-10-28 11:22:07,938] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 11:22:07,944] 30 root - INFO - Response sentiment received.
+[2024-10-28 11:22:08,435] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:22:08,436] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 11:22:08,439] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 11:22:08,440] 85 root - INFO - Stored text loaded.
+[2024-10-28 11:22:08,940] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:22:08,941] 24 root - INFO - Generated audio file loaded
+[2024-10-28 11:22:11,392] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 11:22:15,775] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:35:40,310] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:35:49,292] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:35:49,305] 31 root - INFO - Text response generated.
+[2024-10-28 11:35:50,311] 26 root - INFO - Text response generated.
+[2024-10-28 11:35:50,450] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 11:35:50,451] 30 root - INFO - Response sentiment received.
+[2024-10-28 11:35:51,242] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:35:51,243] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 11:35:51,246] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 11:35:51,247] 85 root - INFO - Stored text loaded.
+[2024-10-28 11:35:51,913] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:35:51,953] 24 root - INFO - Generated audio file loaded
+[2024-10-28 11:35:55,630] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 11:36:15,823] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 11:36:19,874] 21 root - INFO - Avatar system initiated.
+[2024-10-28 11:36:20,188] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:36:20,198] 31 root - INFO - Text response generated.
+[2024-10-28 11:36:22,971] 26 root - INFO - Text response generated.
+[2024-10-28 11:36:23,064] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 11:36:23,065] 30 root - INFO - Response sentiment received.
+[2024-10-28 11:36:23,553] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:36:23,554] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 11:36:23,558] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 11:36:23,560] 85 root - INFO - Stored text loaded.
+[2024-10-28 11:47:50,337] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:47:50,904] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:47:50,905] 24 root - INFO - Generated audio file loaded
+[2024-10-28 11:47:53,965] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 11:53:27,639] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 11:53:30,800] 21 root - INFO - Avatar system initiated.
+[2024-10-28 11:53:31,501] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:53:39,179] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:53:39,191] 31 root - INFO - Text response generated.
+[2024-10-28 11:53:41,309] 26 root - INFO - Text response generated.
+[2024-10-28 11:53:41,437] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 11:53:41,438] 30 root - INFO - Response sentiment received.
+[2024-10-28 11:53:41,981] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:53:41,982] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 11:53:41,986] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 11:53:41,988] 85 root - INFO - Stored text loaded.
+[2024-10-28 11:53:52,763] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:53:52,774] 31 root - INFO - Text response generated.
+[2024-10-28 11:53:53,701] 26 root - INFO - Text response generated.
+[2024-10-28 11:53:53,833] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 11:53:53,835] 30 root - INFO - Response sentiment received.
+[2024-10-28 11:53:54,390] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:53:54,391] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 11:53:54,395] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 11:53:54,397] 85 root - INFO - Stored text loaded.
+[2024-10-28 11:54:06,348] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:54:06,980] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:54:06,982] 24 root - INFO - Generated audio file loaded
+[2024-10-28 11:54:10,038] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 11:54:10,038] 31 root - INFO - Text response generated.
+[2024-10-28 11:54:12,745] 26 root - INFO - Text response generated.
+[2024-10-28 11:54:12,969] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 11:54:12,970] 30 root - INFO - Response sentiment received.
+[2024-10-28 11:54:18,313] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:54:18,313] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 11:54:18,317] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 11:54:18,318] 85 root - INFO - Stored text loaded.
+[2024-10-28 11:55:10,400] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:55:10,914] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:55:10,916] 24 root - INFO - Generated audio file loaded
+[2024-10-28 11:55:13,958] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 11:55:13,958] 31 root - INFO - Text response generated.
+[2024-10-28 11:55:15,823] 26 root - INFO - Text response generated.
+[2024-10-28 11:55:15,996] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 11:55:15,996] 30 root - INFO - Response sentiment received.
+[2024-10-28 11:55:20,569] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:55:20,570] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 11:55:20,572] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 11:55:20,574] 85 root - INFO - Stored text loaded.
+[2024-10-28 11:56:08,386] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:56:09,031] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 11:56:09,032] 24 root - INFO - Generated audio file loaded
+[2024-10-28 11:56:12,078] 33 root - INFO - Created audio file removed for entry of new file.
+[2024-10-28 11:56:34,570] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:56:49,531] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 11:59:23,019] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 11:59:25,994] 21 root - INFO - Avatar system initiated.
+[2024-10-28 11:59:26,293] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:01:08,119] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 12:01:10,732] 21 root - INFO - Avatar system initiated.
+[2024-10-28 12:01:11,020] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:06:58,110] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 12:07:01,777] 21 root - INFO - Avatar system initiated.
+[2024-10-28 12:07:02,080] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:16:48,467] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 12:16:51,277] 21 root - INFO - Avatar system initiated.
+[2024-10-28 12:16:51,604] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:18:32,184] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 12:18:36,745] 21 root - INFO - Avatar system initiated.
+[2024-10-28 12:18:57,492] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 12:19:01,866] 21 root - INFO - Avatar system initiated.
+[2024-10-28 12:19:02,175] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:19:49,476] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 12:19:52,476] 21 root - INFO - Avatar system initiated.
+[2024-10-28 12:19:52,803] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:20:05,542] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:20:05,554] 31 root - INFO - Text response generated.
+[2024-10-28 12:20:06,557] 26 root - INFO - Text response generated.
+[2024-10-28 12:20:07,280] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 12:20:07,286] 30 root - INFO - Response sentiment received.
+[2024-10-28 12:20:08,126] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 12:20:08,126] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 12:20:08,128] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 12:20:08,130] 85 root - INFO - Stored text loaded.
+[2024-10-28 12:20:27,771] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:20:27,777] 31 root - INFO - Text response generated.
+[2024-10-28 12:20:28,766] 26 root - INFO - Text response generated.
+[2024-10-28 12:20:28,936] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 12:20:28,937] 30 root - INFO - Response sentiment received.
+[2024-10-28 12:20:29,415] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 12:20:29,416] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 12:20:29,419] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 12:20:29,419] 85 root - INFO - Stored text loaded.
+[2024-10-28 12:21:46,735] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 12:21:50,849] 21 root - INFO - Avatar system initiated.
+[2024-10-28 12:21:51,224] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:22:01,767] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:22:01,774] 31 root - INFO - Text response generated.
+[2024-10-28 12:22:02,735] 26 root - INFO - Text response generated.
+[2024-10-28 12:22:02,889] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 12:22:02,895] 30 root - INFO - Response sentiment received.
+[2024-10-28 12:22:03,379] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 12:22:03,379] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 12:22:03,383] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 12:22:03,386] 85 root - INFO - Stored text loaded.
+[2024-10-28 12:22:22,138] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:22:22,150] 31 root - INFO - Text response generated.
+[2024-10-28 12:22:23,158] 26 root - INFO - Text response generated.
+[2024-10-28 12:22:23,300] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 12:22:23,303] 30 root - INFO - Response sentiment received.
+[2024-10-28 12:22:23,828] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 12:22:23,829] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 12:22:23,833] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 12:22:23,835] 85 root - INFO - Stored text loaded.
+[2024-10-28 12:22:42,720] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:22:42,735] 31 root - INFO - Text response generated.
+[2024-10-28 12:22:44,044] 26 root - INFO - Text response generated.
+[2024-10-28 12:22:44,111] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 12:22:44,113] 30 root - INFO - Response sentiment received.
+[2024-10-28 12:22:44,616] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 12:22:44,617] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 12:22:44,621] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 12:22:44,623] 85 root - INFO - Stored text loaded.
+[2024-10-28 12:23:21,135] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:23:21,184] 31 root - INFO - Text response generated.
+[2024-10-28 12:23:24,017] 26 root - INFO - Text response generated.
+[2024-10-28 12:23:24,170] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 12:23:24,170] 30 root - INFO - Response sentiment received.
+[2024-10-28 12:23:27,718] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 12:23:27,718] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 12:23:27,721] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 12:23:27,722] 85 root - INFO - Stored text loaded.
+[2024-10-28 12:25:07,637] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 12:25:12,148] 21 root - INFO - Avatar system initiated.
+[2024-10-28 12:25:12,542] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:25:32,228] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:25:32,242] 31 root - INFO - Text response generated.
+[2024-10-28 12:25:33,312] 26 root - INFO - Text response generated.
+[2024-10-28 12:25:33,635] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 12:25:33,643] 30 root - INFO - Response sentiment received.
+[2024-10-28 12:25:37,826] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 12:25:37,827] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 12:25:37,830] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 12:25:37,833] 85 root - INFO - Stored text loaded.
+[2024-10-28 12:26:03,252] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 12:26:06,812] 21 root - INFO - Avatar system initiated.
+[2024-10-28 12:26:07,111] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:26:19,190] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:26:19,197] 31 root - INFO - Text response generated.
+[2024-10-28 12:26:20,109] 26 root - INFO - Text response generated.
+[2024-10-28 12:26:20,403] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 12:26:20,411] 30 root - INFO - Response sentiment received.
+[2024-10-28 12:26:23,763] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 12:26:23,764] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 12:26:23,766] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 12:26:23,766] 85 root - INFO - Stored text loaded.
+[2024-10-28 12:26:54,461] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 12:26:58,384] 21 root - INFO - Avatar system initiated.
+[2024-10-28 12:26:58,734] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:27:12,886] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:27:12,897] 31 root - INFO - Text response generated.
+[2024-10-28 12:27:13,969] 26 root - INFO - Text response generated.
+[2024-10-28 12:27:14,260] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 12:27:14,270] 30 root - INFO - Response sentiment received.
+[2024-10-28 12:27:17,982] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 12:27:17,983] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 12:27:17,987] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 12:27:17,989] 85 root - INFO - Stored text loaded.
+[2024-10-28 12:28:28,430] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:28:28,447] 31 root - INFO - Text response generated.
+[2024-10-28 12:28:31,077] 26 root - INFO - Text response generated.
+[2024-10-28 12:28:31,406] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 12:28:31,408] 30 root - INFO - Response sentiment received.
+[2024-10-28 12:28:38,298] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 12:28:38,298] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 12:28:38,300] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 12:28:38,301] 85 root - INFO - Stored text loaded.
+[2024-10-28 12:29:06,489] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 12:29:08,889] 21 root - INFO - Avatar system initiated.
+[2024-10-28 12:29:09,195] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:29:19,390] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:29:19,403] 31 root - INFO - Text response generated.
+[2024-10-28 12:29:21,610] 26 root - INFO - Text response generated.
+[2024-10-28 12:29:21,989] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 12:29:21,997] 30 root - INFO - Response sentiment received.
+[2024-10-28 12:29:31,825] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 12:29:31,825] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 12:29:31,828] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 12:29:31,829] 85 root - INFO - Stored text loaded.
+[2024-10-28 12:29:54,152] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:29:54,180] 31 root - INFO - Text response generated.
+[2024-10-28 12:29:55,251] 26 root - INFO - Text response generated.
+[2024-10-28 12:29:55,350] 30 root - INFO - Sentiment of response generated.
+[2024-10-28 12:29:55,354] 30 root - INFO - Response sentiment received.
+[2024-10-28 12:29:55,894] 19 root - INFO - Response text convertion to audio done.
+[2024-10-28 12:29:55,894] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-28 12:29:55,898] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-28 12:29:55,900] 85 root - INFO - Stored text loaded.
+[2024-10-28 12:34:15,000] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 12:34:18,525] 21 root - INFO - Avatar system initiated.
+[2024-10-28 12:34:18,813] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:34:51,100] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 12:34:53,887] 21 root - INFO - Avatar system initiated.
+[2024-10-28 12:34:54,271] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:35:36,136] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 12:35:39,011] 21 root - INFO - Avatar system initiated.
+[2024-10-28 12:35:39,310] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:36:25,097] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 12:36:28,629] 21 root - INFO - Avatar system initiated.
+[2024-10-28 12:36:28,936] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:36:43,444] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 12:36:48,133] 21 root - INFO - Avatar system initiated.
+[2024-10-28 12:36:48,543] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:37:36,090] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 12:37:40,338] 21 root - INFO - Avatar system initiated.
+[2024-10-28 12:37:40,677] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:38:10,358] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 12:38:12,818] 21 root - INFO - Avatar system initiated.
+[2024-10-28 12:38:13,224] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:40:11,970] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 12:40:15,829] 21 root - INFO - Avatar system initiated.
+[2024-10-28 12:40:16,206] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-28 12:40:44,879] 28 root - INFO - LLM model for text generation created.
+[2024-10-28 12:40:48,800] 21 root - INFO - Avatar system initiated.
+[2024-10-28 12:40:49,527] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.

logs/10_29_2024_17_02_09.log

@@ -0,0 +1,68 @@
+[2024-10-29 17:02:11,992] 28 root - INFO - LLM model for text generation created.
+[2024-10-29 17:02:25,428] 21 root - INFO - Avatar system initiated.
+[2024-10-29 17:03:34,883] 28 root - INFO - LLM model for text generation created.
+[2024-10-29 17:03:37,360] 21 root - INFO - Avatar system initiated.
+[2024-10-29 17:05:30,190] 28 root - INFO - LLM model for text generation created.
+[2024-10-29 17:05:32,310] 21 root - INFO - Avatar system initiated.
+[2024-10-29 17:07:05,582] 28 root - INFO - LLM model for text generation created.
+[2024-10-29 17:07:07,815] 21 root - INFO - Avatar system initiated.
+[2024-10-29 17:08:01,673] 28 root - INFO - LLM model for text generation created.
+[2024-10-29 17:08:03,802] 21 root - INFO - Avatar system initiated.
+[2024-10-29 17:08:32,726] 28 root - INFO - LLM model for text generation created.
+[2024-10-29 17:08:35,275] 21 root - INFO - Avatar system initiated.
+[2024-10-29 17:09:47,927] 31 root - INFO - Text response generated.
+[2024-10-29 17:09:49,900] 26 root - INFO - Text response generated.
+[2024-10-29 17:09:50,825] 30 root - INFO - Sentiment of response generated.
+[2024-10-29 17:09:50,833] 30 root - INFO - Response sentiment received.
+[2024-10-29 17:09:51,545] 19 root - INFO - Response text convertion to audio done.
+[2024-10-29 17:09:51,546] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-29 17:09:51,550] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-29 17:09:51,552] 85 root - INFO - Stored text loaded.
+[2024-10-29 17:09:56,834] 31 root - INFO - Text response generated.
+[2024-10-29 17:09:58,322] 26 root - INFO - Text response generated.
+[2024-10-29 17:09:58,565] 30 root - INFO - Sentiment of response generated.
+[2024-10-29 17:09:58,566] 30 root - INFO - Response sentiment received.
+[2024-10-29 17:10:00,697] 19 root - INFO - Response text convertion to audio done.
+[2024-10-29 17:10:00,698] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-29 17:10:00,699] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-29 17:10:00,700] 85 root - INFO - Stored text loaded.
+[2024-10-29 17:10:05,247] 31 root - INFO - Text response generated.
+[2024-10-29 17:10:05,562] 26 root - INFO - Text response generated.
+[2024-10-29 17:10:05,646] 30 root - INFO - Sentiment of response generated.
+[2024-10-29 17:10:05,646] 30 root - INFO - Response sentiment received.
+[2024-10-29 17:10:06,393] 19 root - INFO - Response text convertion to audio done.
+[2024-10-29 17:10:06,394] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-29 17:10:06,397] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-29 17:10:06,401] 85 root - INFO - Stored text loaded.
+[2024-10-29 17:10:10,982] 31 root - INFO - Text response generated.
+[2024-10-29 17:10:11,700] 26 root - INFO - Text response generated.
+[2024-10-29 17:10:11,805] 30 root - INFO - Sentiment of response generated.
+[2024-10-29 17:10:11,807] 30 root - INFO - Response sentiment received.
+[2024-10-29 17:10:12,283] 19 root - INFO - Response text convertion to audio done.
+[2024-10-29 17:10:12,284] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-29 17:10:12,287] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-29 17:10:12,288] 85 root - INFO - Stored text loaded.
+[2024-10-29 17:10:20,388] 31 root - INFO - Text response generated.
+[2024-10-29 17:10:20,720] 26 root - INFO - Text response generated.
+[2024-10-29 17:10:20,799] 30 root - INFO - Sentiment of response generated.
+[2024-10-29 17:10:20,800] 30 root - INFO - Response sentiment received.
+[2024-10-29 17:10:23,668] 19 root - INFO - Response text convertion to audio done.
+[2024-10-29 17:10:23,668] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-29 17:10:23,670] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-29 17:10:23,670] 85 root - INFO - Stored text loaded.
+[2024-10-29 17:10:50,185] 31 root - INFO - Text response generated.
+[2024-10-29 17:10:52,359] 26 root - INFO - Text response generated.
+[2024-10-29 17:10:52,476] 30 root - INFO - Sentiment of response generated.
+[2024-10-29 17:10:52,477] 30 root - INFO - Response sentiment received.
+[2024-10-29 17:10:55,091] 19 root - INFO - Response text convertion to audio done.
+[2024-10-29 17:10:55,093] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-29 17:10:55,096] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-29 17:10:55,098] 85 root - INFO - Stored text loaded.
+[2024-10-29 17:11:00,429] 31 root - INFO - Text response generated.
+[2024-10-29 17:11:00,783] 26 root - INFO - Text response generated.
+[2024-10-29 17:11:00,874] 30 root - INFO - Sentiment of response generated.
+[2024-10-29 17:11:00,875] 30 root - INFO - Response sentiment received.
+[2024-10-29 17:11:03,057] 19 root - INFO - Response text convertion to audio done.
+[2024-10-29 17:11:03,057] 34 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-29 17:11:03,062] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-29 17:11:03,065] 85 root - INFO - Stored text loaded.

logs/10_29_2024_19_35_21.log

@@ -0,0 +1,54 @@
+[2024-10-29 19:35:24,577] 28 root - INFO - LLM model for text generation created.
+[2024-10-29 19:35:34,032] 21 root - INFO - Avatar system initiated.
+[2024-10-29 20:20:31,489] 28 root - INFO - LLM model for text generation created.
+[2024-10-29 20:20:31,499] 27 root - INFO - LLM model for medical text generation created.
+[2024-10-29 20:20:35,379] 23 root - INFO - Avatar system initiated.
+[2024-10-29 20:22:50,591] 28 root - INFO - LLM model for text generation created.
+[2024-10-29 20:22:50,592] 27 root - INFO - LLM model for medical text generation created.
+[2024-10-29 20:22:53,179] 23 root - INFO - Avatar system initiated.
+[2024-10-29 20:24:23,130] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:25:48,027] 28 root - INFO - LLM model for text generation created.
+[2024-10-29 20:25:48,030] 27 root - INFO - LLM model for medical text generation created.
+[2024-10-29 20:25:50,533] 23 root - INFO - Avatar system initiated.
+[2024-10-29 20:25:50,778] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:25:51,064] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:26:01,186] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:26:01,599] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:26:01,616] 30 root - INFO - Text response generated.
+[2024-10-29 20:30:20,701] 28 root - INFO - LLM model for text generation created.
+[2024-10-29 20:30:20,708] 28 root - INFO - LLM model for medical text generation created.
+[2024-10-29 20:30:24,631] 23 root - INFO - Avatar system initiated.
+[2024-10-29 20:30:24,874] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:30:25,220] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:30:50,153] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:30:50,468] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:30:50,499] 31 root - INFO - Text response generated.
+[2024-10-29 20:37:01,077] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:37:01,489] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:37:01,502] 31 root - INFO - Text response generated.
+[2024-10-29 20:37:01,518] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:37:01,898] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:50:35,743] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:50:38,430] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:50:38,456] 31 root - INFO - Text response generated.
+[2024-10-29 20:53:10,924] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:53:12,083] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:53:44,835] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:53:45,520] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:54:49,338] 28 root - INFO - LLM model for text generation created.
+[2024-10-29 20:54:49,341] 28 root - INFO - LLM model for medical text generation created.
+[2024-10-29 20:54:53,388] 23 root - INFO - Avatar system initiated.
+[2024-10-29 20:54:53,736] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:54:54,161] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:55:15,113] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:55:15,763] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:55:15,782] 31 root - INFO - Text response generated.
+[2024-10-29 20:55:23,696] 32 root - INFO - Text response generated.
+[2024-10-29 20:55:26,213] 30 root - INFO - Sentiment of response generated.
+[2024-10-29 20:55:26,222] 36 root - INFO - Response sentiment received.
+[2024-10-29 20:55:38,494] 19 root - INFO - Response text convertion to audio done.
+[2024-10-29 20:55:38,494] 40 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-29 20:55:38,498] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-29 20:55:38,498] 85 root - INFO - Stored text loaded.
+[2024-10-29 20:56:10,663] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 20:56:13,507] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.

logs/10_29_2024_21_35_54.log

@@ -0,0 +1,44 @@
+[2024-10-29 21:35:56,311] 28 root - INFO - LLM model for text generation created.
+[2024-10-29 21:35:56,313] 28 root - INFO - LLM model for medical text generation created.
+[2024-10-29 21:36:12,446] 23 root - INFO - Avatar system initiated.
+[2024-10-29 21:37:08,417] 28 root - INFO - LLM model for text generation created.
+[2024-10-29 21:37:08,420] 28 root - INFO - LLM model for medical text generation created.
+[2024-10-29 21:37:10,860] 23 root - INFO - Avatar system initiated.
+[2024-10-29 21:38:02,428] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 21:38:03,148] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 21:38:44,058] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 21:38:44,429] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 21:38:44,453] 31 root - INFO - Text response generated.
+[2024-10-29 21:38:46,712] 32 root - INFO - Text response generated.
+[2024-10-29 21:38:48,844] 30 root - INFO - Sentiment of response generated.
+[2024-10-29 21:38:48,861] 36 root - INFO - Response sentiment received.
+[2024-10-29 21:38:55,718] 19 root - INFO - Response text convertion to audio done.
+[2024-10-29 21:38:55,718] 40 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-29 21:38:55,726] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-29 21:38:55,726] 85 root - INFO - Stored text loaded.
+[2024-10-29 21:40:10,162] 28 root - INFO - LLM model for text generation created.
+[2024-10-29 21:40:10,165] 28 root - INFO - LLM model for medical text generation created.
+[2024-10-29 21:40:13,855] 23 root - INFO - Avatar system initiated.
+[2024-10-29 21:40:14,701] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 21:40:15,423] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 21:40:15,436] 31 root - INFO - Text response generated.
+[2024-10-29 21:40:26,082] 32 root - INFO - Text response generated.
+[2024-10-29 21:40:27,438] 30 root - INFO - Sentiment of response generated.
+[2024-10-29 21:40:27,438] 36 root - INFO - Response sentiment received.
+[2024-10-29 21:41:09,495] 19 root - INFO - Response text convertion to audio done.
+[2024-10-29 21:41:09,503] 40 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-29 21:41:09,503] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-29 21:41:09,506] 85 root - INFO - Stored text loaded.
+[2024-10-29 21:51:28,023] 28 root - INFO - LLM model for text generation created.
+[2024-10-29 21:51:28,028] 28 root - INFO - LLM model for medical text generation created.
+[2024-10-29 21:51:31,579] 23 root - INFO - Avatar system initiated.
+[2024-10-29 21:51:31,897] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 21:51:32,234] 413 huggingface_hub._login - WARNING - Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
+[2024-10-29 21:51:32,243] 31 root - INFO - Text response generated.
+[2024-10-29 21:51:34,208] 32 root - INFO - Text response generated.
+[2024-10-29 21:51:34,608] 30 root - INFO - Sentiment of response generated.
+[2024-10-29 21:51:34,612] 36 root - INFO - Response sentiment received.
+[2024-10-29 21:51:38,853] 19 root - INFO - Response text convertion to audio done.
+[2024-10-29 21:51:38,853] 40 root - INFO - Generated response saved as audio mp3 format.
+[2024-10-29 21:51:38,853] 79 root - INFO - Generated response stored in response.txt file in artifacts folder.
+[2024-10-29 21:51:38,853] 85 root - INFO - Stored text loaded.

requirements.txt

@@ -0,0 +1,17 @@
+numpy
+pathlib
+torch
+transformers
+pillow
+opencv-python
+os-sys==2.1.4
+python-dotenv
+langchain_huggingface
+scipy
+gtts
+pygame
+SpeechRecognition
+pyttsx3
+streamlit 
+streamlit-option-menu
+pickle

src/components/avatarsys.py

@@ -0,0 +1,45 @@
+from src.exception.exception import customexception
+from src.logger.logger import logging
+from src.components.textprocess import TextProcessor
+from src.components.docchat import DocChatProcessor
+from src.components.emotionanalyz import EmotionAnalyzer
+from src.components.voicesynth import VoiceSynthesizer
+
+class AvatarConfig:
+    def __init__(self):
+        self.image_size = 512
+        self.voice_sample_rate = 22050
+        self.max_text_length = 512
+        # self.emotion_categories = ['negative','neutral', 'positive']
+
+class AvatarSystem:
+    def __init__(self, hf_token):
+        self.config = AvatarConfig()
+        self.text_processor = TextProcessor(hf_token)
+        self.emotion_analyzer = EmotionAnalyzer()
+        self.voice_synthesiser = VoiceSynthesizer()
+        self.doc_chat_processor = DocChatProcessor(hf_token)
+    
+    logging.info("Avatar system initiated.")
+
+    def process_input(self, user_input, docbot):
+        # Generate response
+        if docbot:
+            response = self.doc_chat_processor.generate_response(user_input)
+            logging.info("Docbot Text response generated.")
+        else:
+            response = self.text_processor.generate_response(user_input)
+            logging.info("Text response generated.")
+
+        # Analyze emotion
+        emotion = self.emotion_analyzer.analyze_emotion(response)
+        logging.info("Response sentiment received.")
+                
+        # Synthesize voice and saves as mp3 file
+        self.voice_synthesiser.synthesize_speech(response)
+        logging.info("Generated response saved as audio mp3 format.")
+        
+        return {
+            'response_text': response,
+            'emotion': emotion
+        }

src/components/docchat.py

@@ -0,0 +1,32 @@
+# Text generation
+from src.logger.logger import logging
+from src.exception.exception import customexception
+import os
+from dotenv import load_dotenv
+load_dotenv()
+from langchain_huggingface import HuggingFaceEndpoint
+
+# Text generation model
+# repo_id="Laim/Llama-3.1-MedPalm2-imitate-8B-Instruct"
+repo_id="Joycean0301/Llama-3.2-3B-Instruct-Medical-Conversational"
+
+class DocChatProcessor:
+    def __init__(self, hf_token):
+        self.llm = HuggingFaceEndpoint( 
+                                    repo_id=repo_id,  
+                                    max_new_tokens=512,
+                                    top_k=10,  
+                                    top_p=0.95,  
+                                    typical_p=0.95,  
+                                    temperature=0.01,  
+                                    repetition_penalty=1.03,  
+                                    streaming=False,  
+                                    huggingfacehub_api_token= hf_token,
+                                    stop_sequences=['?', '</s>', '.\n\n']  
+                                ) 
+        
+    logging.info("LLM model for medical text generation created.")
+
+    def generate_response(self, input_text):
+        logging.info("Text response generated.")
+        return self.llm.invoke(input_text)

src/components/emotionanalyz.py

@@ -0,0 +1,32 @@
+# Emotion analysis
+from src.exception.exception import customexception
+from src.logger.logger import logging
+from transformers import AutoTokenizer
+from transformers import AutoModelForSequenceClassification
+from scipy.special import softmax
+
+# Pretrained model
+MODEL = f"cardiffnlp/twitter-roberta-base-sentiment"
+tokenizer = AutoTokenizer.from_pretrained(MODEL)
+sentiment_model = AutoModelForSequenceClassification.from_pretrained(MODEL)
+
+class EmotionAnalyzer:
+    def __init__(self):
+        self.emotion_classifier = sentiment_model
+        self.emotion = ''
+    
+    #  Roberta model
+    def analyze_emotion(self, text):
+        encoded_text = tokenizer(text, return_tensors='pt')
+        output = self.emotion_classifier(**encoded_text)
+        scores = output[0][0].detach().numpy()
+        scores = softmax(scores)
+        scores_dict = {
+            'negative': scores[0],
+            'neutral': scores[1],
+            'positive': scores[2],
+        }
+        self.emotion = max(scores_dict)
+        logging.info("Sentiment of response generated.")
+
+        return self.emotion

src/components/textprocess.py

@@ -0,0 +1,32 @@
+# Text generation
+from src.logger.logger import logging
+from src.exception.exception import customexception
+import os
+from dotenv import load_dotenv
+load_dotenv()
+from langchain_huggingface import HuggingFaceEndpoint
+
+# Text generation model
+repo_id="mistralai/Mistral-7B-Instruct-v0.3"
+# repo_id='openai-community/gpt2'
+
+class TextProcessor:
+    def __init__(self, hf_token):
+        self.llm = HuggingFaceEndpoint( 
+                                    repo_id=repo_id,  
+                                    max_new_tokens=512,
+                                    top_k=10,  
+                                    top_p=0.95,  
+                                    typical_p=0.95,  
+                                    temperature=0.01,  
+                                    repetition_penalty=1.03,  
+                                    streaming=False,  
+                                    huggingfacehub_api_token= hf_token,
+                                    stop_sequences=['?', '</s>', '.\n\n']  
+                                ) 
+        
+    logging.info("LLM model for text generation created.")
+
+    def generate_response(self, input_text):
+        logging.info("Text response generated.")
+        return self.llm.invoke(input_text)

src/components/voicesynth.py

@@ -0,0 +1,19 @@
+# Text to audio convertion
+from src.logger.logger import logging
+from src.exception.exception import customexception
+from gtts import gTTS
+
+class VoiceSynthesizer:
+    def __init__(self):
+      pass  
+              
+    def synthesize_speech(self, text):       
+        # Text to English 
+        language = 'en'
+
+        # Conversion engine
+        converter = gTTS(text=text, lang=language, slow=False)
+
+        # Saving the converted audio in a mp3 file named
+        converter.save("artifacts/Audio.mp3")
+        logging.info("Response text convertion to audio done.")

src/exception/exception.py

@@ -0,0 +1,25 @@
+import sys
+
+
+class customexception(Exception):
+
+    def __init__(self,error_message,error_details:sys):
+        self.error_message=error_message
+        _,_,exc_tb=error_details.exc_info()
+        print(exc_tb)
+
+        self.lineno=exc_tb.tb_lineno
+        self.file_name=exc_tb.tb_frame.f_code.co_filename
+
+    def __str__(self):
+        return "Error occured in python script name [{0}] line number [{1}] error message [{2}]".format(
+        self.file_name, self.lineno, str(self.error_message))
+
+# Test script
+# if __name__=="__main__":
+#     try:
+#         a=1/0
+
+#     except Exception as e:
+#         #print(e)
+#         raise customexception(e,sys)

src/logger/logger.py

@@ -0,0 +1,19 @@
+import logging
+import os
+from datetime import datetime
+
+LOG_FILE=f"{datetime.now().strftime('%m_%d_%Y_%H_%M_%S')}.log"
+
+log_path=os.path.join(os.getcwd(),"logs")
+
+os.makedirs(log_path,exist_ok=True)
+
+LOG_FILEPATH=os.path.join(log_path,LOG_FILE)
+
+
+logging.basicConfig(level=logging.INFO, 
+                    filename=LOG_FILEPATH,
+                    format="[%(asctime)s] %(lineno)d %(name)s - %(levelname)s - %(message)s"
+                    
+)
+            

src/utils/accessory.py

@@ -0,0 +1,87 @@
+import os
+from pathlib import Path
+import speech_recognition as sr
+import pyttsx3 
+import pygame
+from src.components.voicesynth import VoiceSynthesizer
+from src.logger.logger import logging
+from src.exception.exception import customexception
+import tkinter as tk
+
+# Initialize the voice recognizer
+r = sr.Recognizer()
+
+def play_speech(text):
+    # Voice syntesizer initiation
+    converter = VoiceSynthesizer()
+    converter.synthesize_speech(text)
+
+    # Initialize the mixer module
+    pygame.mixer.init()
+
+    # Load the mp3 file
+    pygame.mixer.music.load("artifacts/Audio.mp3")
+    logging.info("Generated audio file loaded")
+
+    # Play the loaded mp3 file
+    pygame.mixer.music.play()
+    pygame.mixer.music.get_endevent()
+    while pygame.mixer.music.get_busy():
+        continue
+    pygame.mixer.music.load("artifacts/Audio_copy.mp3")
+    os.remove("artifacts/Audio.mp3")
+    logging.info("Created audio file removed for entry of new file.")
+
+# Function to convert text to
+# speech
+def SpeakText(command):
+    # Initialize the engine
+    engine = pyttsx3.init()
+    engine.say(command) 
+    engine.runAndWait()
+
+def listen():
+    # obtain audio from the microphone
+    r = sr.Recognizer()
+    with sr.Microphone() as source:
+        print("Say something!")
+        audio = r.listen(source)
+
+    # # recognize speech using Sphinx
+    # try:
+    #     print("Sphinx thinks you said " + r.recognize_sphinx(audio))
+    # except sr.UnknownValueError:
+    #     print("Sphinx could not understand audio")
+    # except sr.RequestError as e:
+    #     print("Sphinx error; {0}".format(e))
+
+    # recognize speech using Google Speech Recognition
+    try:
+        # for testing purposes, we're just using the default API key
+        # to use another API key, use `r.recognize_google(audio, key="GOOGLE_SPEECH_RECOGNITION_API_KEY")`
+        # instead of `r.recognize_google(audio)`
+        text = r.recognize_google(audio)
+        print("Google Speech Recognition thinks you said " + text)
+
+        return text
+    
+    except sr.UnknownValueError:
+        print("Google Speech Recognition could not understand audio")
+    except sr.RequestError as e:
+        print("Could not request results from Google Speech Recognition service; {0}".format(e))
+
+def save_output(output_data, output_dir="artifacts"):
+    Path(output_dir).mkdir(exist_ok=True)
+    
+    # Save text response
+    with open(f"{output_dir}/response.txt", "w") as f:
+        f.write(output_data['response_text'])
+    logging.info("Generated response stored in response.txt file in artifacts folder.")
+
+def load_output(output_dir="artifacts"):   
+    # Load text response
+    with open(f"{output_dir}/response.txt", "r") as f:
+        answer = f.read()
+    logging.info("Stored text loaded.")
+
+    return answer