Project / server /backend.py
monra's picture
Fix: conversation context
6642f5e
raw
history blame
6.18 kB
import threading
import re
import g4f
from g4f import ChatCompletion
from googletrans import Translator
from flask import request
from datetime import datetime
from requests import get
from server.auto_proxy import get_random_proxy, update_working_proxies
from server.config import special_instructions
class Backend_Api:
def __init__(self, app, config: dict) -> None:
"""
Initialize the Backend_Api class.
:param app: Flask application instance
:param config: Configuration dictionary
"""
self.app = app
self.use_auto_proxy = config['use_auto_proxy']
self.routes = {
'/backend-api/v2/conversation': {
'function': self._conversation,
'methods': ['POST']
}
}
# if self.use_auto_proxy:
# update_proxies = threading.Thread(
# target=update_working_proxies, daemon=True)
# update_proxies.start()
def _conversation(self):
"""
Handles the conversation route.
:return: Response object containing the generated conversation stream
"""
try:
jailbreak = request.json['jailbreak']
model = request.json['model']
messages = build_messages(jailbreak)
# Generate response
response = ChatCompletion.create(model=model, stream=True,
messages=messages, provider=g4f.Provider.Forefront)
return self.app.response_class(generate_stream(response, jailbreak), mimetype='text/event-stream')
except Exception as e:
print(e)
print(e.__traceback__.tb_next)
return {
'_action': '_ask',
'success': False,
"error": f"an error occurred {str(e)}"
}, 400
def build_messages(jailbreak):
"""
Build the messages for the conversation.
:param jailbreak: Jailbreak instruction string
:return: List of messages for the conversation
"""
_conversation = request.json['meta']['content']['conversation']
internet_access = request.json['meta']['content']['internet_access']
prompt = request.json['meta']['content']['parts'][0]
# Generate system message
current_date = datetime.now().strftime("%Y-%m-%d")
system_message = (
f'You are ChatGPT also known as ChatGPT, a large language model trained by OpenAI. '
f'Strictly follow the users instructions. '
f'Knowledge cutoff: 2021-09-01 Current date: {current_date}. '
f'{set_response_language(prompt)}'
)
# Initialize the conversation with the system message
conversation = [{'role': 'system', 'content': system_message}]
# Add web results if enabled
conversation += fetch_search_results(
prompt["content"]) if internet_access else []
# Add the existing conversation and the prompt
conversation += _conversation + [prompt]
# Add jailbreak instructions if enabled
if jailbreak_instructions := isJailbreak(jailbreak):
index_last_object = len(conversation) - 1
conversation[index_last_object:index_last_object] = jailbreak_instructions
# Reduce conversation size to avoid API Token quantity error
conversation = conversation[-4:] if len(conversation) > 3 else conversation
return conversation
def fetch_search_results(query):
"""
Fetch search results for a given query.
:param query: Search query string
:return: List of search results
"""
search = get('https://ddg-api.herokuapp.com/search',
params={
'query': query,
'limit': 3,
})
results = []
for index, result in enumerate(search.json()):
snippet = f'[{index}] "{result["snippet"]}"\nURL:{result["link"]}\n\n'
results.append({'role': 'user', 'content': snippet})
return results
def generate_stream(response, jailbreak):
"""
Generate the conversation stream.
:param response: Response object from ChatCompletion.create
:param jailbreak: Jailbreak instruction string
:return: Generator object yielding messages in the conversation
"""
if isJailbreak(jailbreak):
response_jailbreak = ''
unlocked = False
for message in response:
response_jailbreak += message
if unlocked:
yield message
if response_jailbroken_success(response_jailbreak):
unlocked = True
if response_jailbroken_failed(response_jailbreak):
yield "Error: jailbreak failed. Try again."
break
else:
yield from response
def response_jailbroken_success(response: str) -> bool:
"""Check if the response has been jailbroken.
:param response: Response string
:return: Boolean indicating if the response has been jailbroken
"""
act_match = re.search(r'ACT:', response, flags=re.DOTALL)
return bool(act_match)
def response_jailbroken_failed(response):
"""
Check if the response has not been jailbroken.
:param response: Response string
:return: Boolean indicating if the response has not been jailbroken
"""
return False if len(response) < 4 else not response.startswith("GPT:")
def set_response_language(prompt):
"""
Set the response language based on the prompt content.
:param prompt: Prompt dictionary
:return: String indicating the language to be used for the response
"""
translator = Translator()
detected_language = translator.detect(prompt['content']).lang
return f"You will respond in the language: {detected_language}. "
def isJailbreak(jailbreak):
"""
Check if jailbreak instructions are provided.
:param jailbreak: Jailbreak instruction string
:return: Jailbreak instructions if provided, otherwise None
"""
if jailbreak != "Default":
return special_instructions[jailbreak] if jailbreak in special_instructions else None
else:
return None