zippy/openai_detect.py

47 wiersze
1.4 KiB
Python

#!/usr/bin/env python3
import os, requests
from typing import Optional, Dict, Tuple
MODEL_NAME = 'model-detect-v2'
API_KEY = os.getenv('OPENAI_API_KEY')
API_URL = 'https://api.openai.com/v1/completions'
def make_req(text : str) -> Optional[Dict]:
if len(text) < 1000:
print("Input too short for OpenAI to classify")
return None
headers = {
'authorization': 'Bearer ' + API_KEY,
'origin': 'https://platform.openai.com',
'openai-organization': 'org-gxAZne8U4jJ8pb632XJBLH1i'
}
data = {
'prompt': text + '<disc_score|>',
'max_tokens': 1,
'temperature': 1,
'top_p': 1,
'n': 1,
'model': MODEL_NAME,
'stream': False,
'stop': '\\n',
'logprobs': 5
}
res = requests.post(API_URL, headers=headers, json=data)
return res.json().get('choices', [None])[0]
def run_on_file(fn : str) -> Optional[Tuple[str, float]]:
with open(fn, 'r') as fp:
contents = fp.read()
res = make_req(contents)
if res is None:
print("Unable to classify!")
return None
else:
#print(res)
if res.get('text') == '"':
return ('AI', abs(res.get('logprobs').get('token_logprobs')[0]))
elif res.get('text') == '!':
return ('Human', abs(res.get('logprobs').get('token_logprobs')[0]))
return None #res.get('text')