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infer.py
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import pandas as pd
import numpy as np
from joblib import load
from typing import Union
from fastapi import Request, FastAPI
from pydantic import BaseModel
from fastapi.responses import JSONResponse
from fastapi.middleware.cors import CORSMiddleware
import json
app = FastAPI()
origins = ["*"]
app.add_middleware(
CORSMiddleware,
allow_origins=origins,
allow_credentials=True,
allow_methods=["*"],
allow_headers=["*"],
)
# if __name__ == '__main__':
def Predicted_Disease(symptoms):
# Set value of 1 corresponding to the symptom
# symptoms = {'itching': 1, 'skin_rash': 1, 'nodal_skin_eruptions': 0, 'continuous_sneezing': 0,
# 'shivering': 0, 'chills': 0, 'joint_pain': 0, 'stomach_pain': 0, 'acidity': 0, 'ulcers_on_tongue': 0,
# 'muscle_wasting': 0, 'vomiting': 0, 'burning_micturition': 0, 'spotting_ urination': 0, 'fatigue': 0,
# 'weight_gain': 0, 'anxiety': 0, 'cold_hands_and_feets': 0, 'mood_swings': 0, 'weight_loss': 0,
# 'restlessness': 0, 'lethargy': 0, 'patches_in_throat': 0, 'irregular_sugar_level': 0, 'cough': 0,
# 'high_fever': 0, 'sunken_eyes': 0, 'breathlessness': 0, 'sweating': 0, 'dehydration': 0,
# 'indigestion': 0, 'headache': 0, 'yellowish_skin': 0, 'dark_urine': 0, 'nausea': 0, 'loss_of_appetite': 0,
# 'pain_behind_the_eyes': 0, 'back_pain': 0, 'constipation': 0, 'abdominal_pain': 0, 'diarrhoea': 0, 'mild_fever': 0,
# 'yellow_urine': 0, 'yellowing_of_eyes': 0, 'acute_liver_failure': 0, 'fluid_overload': 0, 'swelling_of_stomach': 0,
# 'swelled_lymph_nodes': 0, 'malaise': 0, 'blurred_and_distorted_vision': 0, 'phlegm': 0, 'throat_irritation': 0,
# 'redness_of_eyes': 0, 'sinus_pressure': 0, 'runny_nose': 0, 'congestion': 0, 'chest_pain': 0, 'weakness_in_limbs': 0,
# 'fast_heart_rate': 0, 'pain_during_bowel_movements': 0, 'pain_in_anal_region': 0, 'bloody_stool': 0,
# 'irritation_in_anus': 0, 'neck_pain': 0, 'dizziness': 0, 'cramps': 0, 'bruising': 0, 'obesity': 0, 'swollen_legs': 0,
# 'swollen_blood_vessels': 0, 'puffy_face_and_eyes': 0, 'enlarged_thyroid': 0, 'brittle_nails': 0, 'swollen_extremeties': 0,
# 'excessive_hunger': 0, 'extra_marital_contacts': 0, 'drying_and_tingling_lips': 0, 'slurred_speech': 0,
# 'knee_pain': 0, 'hip_joint_pain': 0, 'muscle_weakness': 0, 'stiff_neck': 0, 'swelling_joints': 0, 'movement_stiffness': 0,
# 'spinning_movements': 0, 'loss_of_balance': 0, 'unsteadiness': 0, 'weakness_of_one_body_side': 0, 'loss_of_smell': 0,
# 'bladder_discomfort': 0, 'foul_smell_of urine': 0, 'continuous_feel_of_urine': 0, 'passage_of_gases': 0, 'internal_itching': 0,
# 'toxic_look_(typhos)': 0, 'depression': 0, 'irritability': 0, 'muscle_pain': 0, 'altered_sensorium': 0,
# 'red_spots_over_body': 0, 'belly_pain': 0, 'abnormal_menstruation': 0, 'dischromic _patches': 0, 'watering_from_eyes': 0,
# 'increased_appetite': 0, 'polyuria': 0, 'family_history': 0, 'mucoid_sputum': 0, 'rusty_sputum': 0, 'lack_of_concentration': 0,
# 'visual_disturbances': 0, 'receiving_blood_transfusion': 0, 'receiving_unsterile_injections': 0, 'coma': 0,
# 'stomach_bleeding': 0, 'distention_of_abdomen': 0, 'history_of_alcohol_consumption': 0, 'fluid_overload.1': 0,
# 'blood_in_sputum': 0, 'prominent_veins_on_calf': 0, 'palpitations': 0, 'painful_walking': 0, 'pus_filled_pimples': 0,
# 'blackheads': 0, 'scurring': 0, 'skin_peeling': 0, 'silver_like_dusting': 0, 'small_dents_in_nails': 0, 'inflammatory_nails': 0,
# 'blister': 0, 'red_sore_around_nose': 1, 'yellow_crust_ooze': 0}
# Prepare Test Data
df_test = pd.DataFrame(columns=list(symptoms.keys()))
df_test.loc[0] = np.array(list(symptoms.values()))
# Load pre-trained model
clf = load(str("./saved_model/random_forest.joblib"))
result = clf.predict(df_test)
return result
# print(f"Predicted Disease: {result}")
@app.post("/")
async def send_data(request: Request):
data_dict_obj = await request.json()
# print(data_dict_obj)
# print(type(data_dict_obj))
# return "sqd"
output = Predicted_Disease(data_dict_obj)
return output[0]
# {
# "itching": 1,
# "skin_rash": 1,
# "nodal_skin_eruptions": 0,
# "continuous_sneezing": 0,
# "shivering": 0,
# "chills": 0,
# "joint_pain": 0,
# "stomach_pain": 0,
# "acidity": 0,
# "ulcers_on_tongue": 0,
# "muscle_wasting": 0,
# "vomiting": 0,
# "burning_micturition": 0,
# "spotting_ urination": 0,
# "fatigue": 0,
# "weight_gain": 0,
# "anxiety": 0,
# "cold_hands_and_feets": 0,
# "mood_swings": 0,
# "weight_loss": 0,
# "restlessness": 0,
# "lethargy": 0,
# "patches_in_throat": 0,
# "irregular_sugar_level": 0,
# "cough": 0,
# "high_fever": 0,
# "sunken_eyes": 0,
# "breathlessness": 0,
# "sweating": 0,
# "dehydration": 0,
# "indigestion": 0,
# "headache": 0,
# "yellowish_skin": 0,
# "dark_urine": 0,
# "nausea": 0,
# "loss_of_appetite": 0,
# "pain_behind_the_eyes": 0,
# "back_pain": 0,
# "constipation": 0,
# "abdominal_pain": 0,
# "diarrhoea": 0,
# "mild_fever": 0,
# "yellow_urine": 0,
# "yellowing_of_eyes": 0,
# "acute_liver_failure": 0,
# "fluid_overload": 0,
# "swelling_of_stomach": 0,
# "swelled_lymph_nodes": 0,
# "malaise": 0,
# "blurred_and_distorted_vision": 0,
# "phlegm": 0,
# "throat_irritation": 0,
# "redness_of_eyes": 0,
# "sinus_pressure": 0,
# "runny_nose": 0,
# "congestion": 0,
# "chest_pain": 0,
# "weakness_in_limbs": 0,
# "fast_heart_rate": 0,
# "pain_during_bowel_movements": 0,
# "pain_in_anal_region": 0,
# "bloody_stool": 0,
# "irritation_in_anus": 0,
# "neck_pain": 0,
# "dizziness": 0,
# "cramps": 0,
# "bruising": 0,
# "obesity": 0,
# "swollen_legs": 0,
# "swollen_blood_vessels": 0,
# "puffy_face_and_eyes": 0,
# "enlarged_thyroid": 0,
# "brittle_nails": 0,
# "swollen_extremeties": 0,
# "excessive_hunger": 0,
# "extra_marital_contacts": 0,
# "drying_and_tingling_lips": 0,
# "slurred_speech": 0,
# "knee_pain": 0,
# "hip_joint_pain": 0,
# "muscle_weakness": 0,
# "stiff_neck": 0,
# "swelling_joints": 0,
# "movement_stiffness": 0,
# "spinning_movements": 0,
# "loss_of_balance": 0,
# "unsteadiness": 0,
# "weakness_of_one_body_side": 0,
# "loss_of_smell": 0,
# "bladder_discomfort": 0,
# "foul_smell_of urine": 0,
# "continuous_feel_of_urine": 0,
# "passage_of_gases": 0,
# "internal_itching": 0,
# "toxic_look_(typhos)": 0,
# "depression": 0,
# "irritability": 0,
# "muscle_pain": 0,
# "altered_sensorium": 0,
# "red_spots_over_body": 0,
# "belly_pain": 0,
# "abnormal_menstruation": 0,
# "dischromic _patches": 0,
# "watering_from_eyes": 0,
# "increased_appetite": 0,
# "polyuria": 0,
# "family_history": 0,
# "mucoid_sputum": 0,
# "rusty_sputum": 0,
# "lack_of_concentration": 0,
# "visual_disturbances": 0,
# "receiving_blood_transfusion": 0,
# "receiving_unsterile_injections": 0,
# "coma": 0,
# "stomach_bleeding": 0,
# "distention_of_abdomen": 0,
# "history_of_alcohol_consumption": 0,
# "fluid_overload.1": 0,
# "blood_in_sputum": 0,
# "prominent_veins_on_calf": 0,
# "palpitations": 0,
# "painful_walking": 0,
# "pus_filled_pimples": 0,
# "blackheads": 0,
# "scurring": 0,
# "skin_peeling": 0,
# "silver_like_dusting": 0,
# "small_dents_in_nails": 0,
# "inflammatory_nails": 0,
# "blister": 0,
# "red_sore_around_nose": 1,
# "yellow_crust_ooze": 0
# }