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#https://www.freecodecamp.org/news/how-to-setup-virtual-environments-in-python/ | |
#https://www.youtube.com/watch?v=qbLc5a9jdXo&ab_channel=CalebCurry | |
#https://stackoverflow.com/questions/26368306/export-is-not-recognized-as-an-internal-or-external-command | |
#python3 -m venv .venv | |
#source .venv/bin/activate | |
# | |
#pip freeze > requirements.txt | |
#$env:FLASK_APP="application.py" #set FLASK_APP=application.py # export FLASK_APP=application.py | |
#set FLASK_ENV=development #export FLASK_ENV=production | |
#flask run #flask run --host=0.0.0.0 | |
#pip install torchvision | |
from flask import Flask, request, jsonify | |
from flask_cors import CORS | |
import pandas | |
from human_text_detect import detect_human_text | |
app = Flask(__name__) | |
CORS(app) | |
def index(): | |
return 'Hello' | |
def check_text(): | |
# Get data | |
print('Get data') | |
data = request.get_json() | |
text = data.get('text') | |
model_name = data.get('model') | |
topic = data.get('topic') | |
# Validate data | |
print('Validate data') | |
answer = validate_data(text, model_name, topic) | |
if answer != '': | |
return jsonify({'answer': answer}), 400 | |
topic = check_topic(topic) | |
answer = detect_human_text(model_name, topic, text) | |
return jsonify({'answer': answer}) | |
def validate_data(text, model_name, topic): | |
if text is None or text == '': | |
return 'Text is missing' | |
if model_name is None or model_name == '': | |
return 'Model name is missing' | |
if topic is None or topic == '': | |
return 'Topic is missing' | |
if model_name not in ['GPT2XL', 'PHI2']: | |
return f'Model {model_name} not supported' | |
if topic not in ['Characters', 'Locations', 'Nature', 'Video games', 'Series', 'Movies', 'War']: | |
return f'Topic {topic} not supported' | |
return '' | |
def check_topic(topic): | |
topic_dict = { | |
'Characters': 'characters', | |
'Locations': 'locations', | |
'Nature': 'nature', | |
'Video games': 'video_games_series_movies', | |
'Series': 'video_games_series_movies', | |
'Movies': 'video_games_series_movies', | |
'War': 'war' | |
} | |
return topic_dict[topic] |