Spaces:
Running
Running
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 | |