Hi I'm just starting with Heroku and my expected outcome is to deploy a Flask web app that runs on my machine learning model.
I want the app to process in the following manner:
1) The app starts and displays "first_app.html" where I have the fields to input data. 2) The input is then processed in "WebApp.py" app file. 3) The result is then displayed at "result.html".
from flask import Flask, render_template, request
from sklearn.externals import joblib
import sklearn
import os
import pickle
# os.chdir("C:\\Users\\vivek\\PycharmProjects\\WebApp")
app = Flask(__name__)
@app.route('/', methods=['GET','POST'])
def send():
if request.method == 'POST':
crim = request.form['crim']
zn = request.form['zn']
indus = request.form['indus']
chas = request.form['chas']
nox = request.form['nox']
rm = request.form['rm']
age = request.form['age']
dis = request.form['dis']
rad = request.form['rad']
tax = request.form['tax']
ptratio = request.form['ptratio']
bk = request.form['bk']
lstat = request.form['lstat']
params =[crim,zn,indus,chas,nox,rm,age,dis,rad,tax,ptratio,bk,lstat]
file = "houseprice.pkl"
model = joblib.load(file)
mvalue = model.predict(params)
med_value = mvalue[0]
med_value = med_value * 10000
return render_template('result.html',med_value=med_value)
return render_template('first_app.html')
if __name__ == '__main__':
app.debug = 'True'
app.run()
When I deploy this code in Heroku, the "first_app.html" page opens but when I submit my inputs, it shows the following error:
500 Internal Server Error:
The server encountered an internal error and was unable to complete your request. Either the server is overloaded or there is an error in the application.
I'm just a beginner trying to get a hang of Flask and developing machine learning products, so I could debug the issue well.
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