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Binary file added __pycache__/app.cpython-37.pyc
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109 changes: 107 additions & 2 deletions app.py
Original file line number Diff line number Diff line change
Expand Up @@ -7,10 +7,55 @@
import json
from joblib import load, dump
import random
from flask_bcrypt import check_password_hash
from flask_login import current_user

## For user authentication

from flask_login import (
UserMixin,
login_user,
LoginManager,
current_user,
logout_user,
login_required,
)
from extensions import db, migrate, bcrypt, login_manager

app = Flask(__name__)

app.secret_key = urandom(24)


app = Flask(__name__)
app.config['SECRET_KEY'] = urandom(24)
app.secret_key = urandom(24)

app.config['SQLALCHEMY_DATABASE_URI'] = "sqlite:///database.db"
app.config['SQLALCHEMY_TRACK_MODIFICATIONS'] = True

db.init_app(app)
migrate.init_app(app, db)
bcrypt.init_app(app)
login_manager.init_app(app)
login_manager.session_protection = "strong"
login_manager.login_view = "login"
login_manager.login_message_category = "info"


# migrate.init_app(app, db)
# bcrypt.init_app(app)


# @login_manager.user_loader
# def load_user(user_id):
# new_user = User(username='jdoe', email='jdoe@example.com', pwd='password123')
# db.db.session.add(new_user)
# return User.query.get(int(user_id))
@login_manager.user_loader
def load_user(user_id):
return User.query.get(int(user_id))
# app.config['SECRET_KEY'] = urandom(24)
from forms import *
df = pd.read_csv('Dataset\\diabetes_data_upload.csv')
content_api = 'api\\indexcontent.json'
feature_api = 'api\\features.json'
Expand All @@ -27,18 +72,22 @@
features_train,features_test,labels_train,labels_test = None,None,None,None
train_score, test_score, test_pred = None, None, None


@app.route('/')
@login_required
def index():
return render_template('index.html', algorithms=ALGORITHMS, content=CONTENT, step=STEP)

@app.route('/visualize')
@login_required
def visualize():
global ENCODED
global FEATURES
data = df
return render_template('visualize.html', Dataset=data, encoded=ENCODED, features=FEATURES)

@app.route('/visualize/encode')
@login_required
def encode():
global ENCODED
global STEP
Expand All @@ -52,6 +101,7 @@ def encode():
return redirect('/visualize')

@app.route('/split-data', methods=['POST', 'GET'])
@login_required
def split():
global SPLIT_DATA
global STEP
Expand All @@ -73,7 +123,7 @@ def split():
flash('Data Splitted Successfully')

return render_template('split.html', split=SPLIT_DATA, features_train=features_train, features_test=features_test, labels_train=labels_train, labels_test=labels_test)

@login_required
@app.route('/reset-split')
def reset():
global ALGORITHMS
Expand All @@ -90,12 +140,14 @@ def reset():
return redirect('/split-data')

@app.route('/<algorithm>/parameters')
@login_required
def parameters(algorithm):
if STEP < 3:
return render_template('404.html', code=500, e=f"404 Not Found : You Cannot Decide Algorithm Right Now!! Complete earlier steps!\nYou are On step {STEP} / 6")
return render_template('parameters.html', name=algorithm, algorithms=ALGORITHMS)

@app.route('/<model>/build-model', methods = ['GET', 'POST'])
@login_required
def build_model(model):
global MODEL
global STEP
Expand Down Expand Up @@ -158,6 +210,7 @@ def build_model(model):
return render_template('build_model.html', algo=ALGORITHMS[model], model=model, createdModel=MODEL)

@app.route('/reset-parameters')
@login_required
def reset_params():
global ALGORITHMS
if STEP < 4:
Expand Down Expand Up @@ -273,6 +326,7 @@ def reset_params():
return redirect('/'+session['model']+'/parameters')

@app.route('/evaluate-model')
@login_required
def eval():
global ALGORITHMS
global MODEL
Expand All @@ -291,12 +345,14 @@ def eval():
return redirect('/evaluate')

@app.route('/evaluate')
@login_required
def evaluate():
if STEP < 4:
return render_template('404.html', code=500, e=f"404 Not Found : You cannot Evaluate Model Right Now!! Complete earlier steps!\nYou are On step {STEP} / 6")
return render_template('evaluate.html', train=train_score*100, test=test_score*100, algorithm=ALGORITHMS)

@app.route('/predict', methods=['GET', 'POST'])
@login_required
def prediction():
global MODEL
global STEP
Expand All @@ -317,6 +373,7 @@ def prediction():
return render_template("predict.html", columns=columns, prediction=None, api=FEATURE_API)

@app.route('/download-model')
@login_required
def download_model():
if STEP < 6:
return render_template('404.html', code=500, e=f"404 Not Found : You cannot Download Model Right Now!! Complete earlier steps!\nYou are On step {STEP} / 6")
Expand All @@ -328,5 +385,53 @@ def pagenotfound(e):
return render_template('404.html', code=404, e=e)



# Login route
@app.route("/login/", methods=("GET", "POST"), strict_slashes=True)
def login():
form = login_form()
if form.validate_on_submit():
try:
user = User.query.filter_by(email=form.email.data).first()
if check_password_hash(user.pwd, form.pwd.data):
login_user(user)
return redirect(url_for('index'))
else:
flash("Invalid Username or password!", "danger")
except Exception as e:
flash(e, "danger")
return render_template("auth.html",form=form,page_type="Login")

# Register route
@app.route("/register/", methods=("GET", "POST"), strict_slashes=True)
def register():
form = register_form()

if form.validate_on_submit():
try:
email = form.email.data
pwd = form.pwd.data
username = form.username.data

newuser = User(
username=username,
email=email,
pwd=bcrypt.generate_password_hash(pwd),
)

db.session.add(newuser)
db.session.commit()
flash(f"Account Succesfully created", "success")
return redirect(url_for("login"))

except Exception as e:
flash(e, "danger")

return render_template("auth.html",form=form,page_type="Register")
@app.route("/logout/", methods=("GET", "POST"), strict_slashes=True)
@login_required
def logout():
logout_user()
return redirect(url_for('login'))
if __name__ == '__main__':
app.run(debug=False, port=4000)
9 changes: 9 additions & 0 deletions extensions.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,9 @@
from flask_sqlalchemy import SQLAlchemy
from flask_bcrypt import Bcrypt
from flask_migrate import Migrate
from flask_login import LoginManager

db = SQLAlchemy()
migrate = Migrate()
bcrypt = Bcrypt()
login_manager = LoginManager()
42 changes: 42 additions & 0 deletions forms.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,42 @@
from flask_wtf import FlaskForm
from wtforms.fields import StringField, PasswordField
from wtforms.validators import InputRequired, Email, Length, EqualTo, Regexp, Optional
from wtforms.validators import ValidationError
from models import User
class register_form(FlaskForm):
username = StringField(
validators=[
InputRequired(),
Length(3, 20, message="Please provide a valid name"),
Regexp(
"^[A-Za-z][A-Za-z0-9_.]*$",
0,
"Usernames must have only letters, " "numbers, dots or underscores",
),
]
)
email = StringField(validators=[InputRequired(), Email(), Length(1, 64)])
pwd = PasswordField(validators=[InputRequired(), Length(8, 72)])
cpwd = PasswordField(
validators=[
InputRequired(),
Length(8, 72),
EqualTo("pwd", message="Passwords must match !"),
]
)
def validate_email(self, email):
if User.query.filter_by(email=email.data).first():
raise ValidationError("Email already registered!")

def validate_username(self, username):
if User.query.filter_by(username=username.data).first():
raise ValidationError("Username already taken!")

class login_form(FlaskForm):

email = StringField(validators=[InputRequired(), Email(), Length(1, 64)])
pwd = PasswordField(validators=[InputRequired(), Length(min=8, max=72)])
# Placeholder labels to enable form rendering
username = StringField(
validators=[Optional()]
)
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18 changes: 18 additions & 0 deletions manage.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,18 @@
## For Applying database migrations
def deploy():
"""Run deployment tasks."""
from app import create_app,db
from flask_migrate import upgrade,migrate,init,stamp
from models import User

app = create_app()
app.app_context().push()
db.create_all()

# migrate database to latest revision
init()
stamp()
migrate()
upgrade()

deploy()
1 change: 1 addition & 0 deletions migrations/README
Original file line number Diff line number Diff line change
@@ -0,0 +1 @@
Single-database configuration for Flask.
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50 changes: 50 additions & 0 deletions migrations/alembic.ini
Original file line number Diff line number Diff line change
@@ -0,0 +1,50 @@
# A generic, single database configuration.

[alembic]
# template used to generate migration files
# file_template = %%(rev)s_%%(slug)s

# set to 'true' to run the environment during
# the 'revision' command, regardless of autogenerate
# revision_environment = false


# Logging configuration
[loggers]
keys = root,sqlalchemy,alembic,flask_migrate

[handlers]
keys = console

[formatters]
keys = generic

[logger_root]
level = WARN
handlers = console
qualname =

[logger_sqlalchemy]
level = WARN
handlers =
qualname = sqlalchemy.engine

[logger_alembic]
level = INFO
handlers =
qualname = alembic

[logger_flask_migrate]
level = INFO
handlers =
qualname = flask_migrate

[handler_console]
class = StreamHandler
args = (sys.stderr,)
level = NOTSET
formatter = generic

[formatter_generic]
format = %(levelname)-5.5s [%(name)s] %(message)s
datefmt = %H:%M:%S
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