nova-api/api/streaming.py

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"""This module contains the streaming logic for the API."""
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import os
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import json
import dhooks
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import asyncio
import aiohttp
import starlette
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from rich import print
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from dotenv import load_dotenv
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from python_socks._errors import ProxyError
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import proxies
import provider_auth
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import load_balancing
from db import logs
from db.users import UserManager
from db.stats import StatsManager
from helpers import network, chat, errors
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load_dotenv()
DEMO_PAYLOAD = {
'model': 'gpt-3.5-turbo',
'messages': [
{
'role': 'user',
'content': '1+1='
}
]
}
async def process_response(response, is_chat, chat_id, model, target_request):
"""Proccesses chunks from streaming
Args:
response (_type_): The response
is_chat (bool): If there is 'chat/completions' in path
chat_id (_type_): ID of chat with bot
model (_type_): What AI model it is
"""
async for chunk in response.content.iter_any():
chunk = chunk.decode("utf8").strip()
send = False
if is_chat and '{' in chunk:
data = json.loads(chunk.split('data: ')[1])
chunk = chunk.replace(data['id'], chat_id)
send = True
if target_request['module'] == 'twa' and data.get('text'):
chunk = await chat.create_chat_chunk(chat_id=chat_id, model=model, content=['text'])
if (not data['choices'][0]['delta']) or data['choices'][0]['delta'] == {'role': 'assistant'}:
send = False
if send and chunk:
yield chunk + '\n\n'
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async def stream(
path: str='/v1/chat/completions',
user: dict=None,
payload: dict=None,
credits_cost: int=0,
input_tokens: int=0,
incoming_request: starlette.requests.Request=None,
):
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"""Stream the completions request. Sends data in chunks
Args:
path (str, optional): URL Path. Defaults to '/v1/chat/completions'.
user (dict, optional): User object (dict) Defaults to None.
payload (dict, optional): Payload. Defaults to None.
credits_cost (int, optional): Cost of the credits of the request. Defaults to 0.
input_tokens (int, optional): Total tokens calculated with tokenizer. Defaults to 0.
incoming_request (starlette.requests.Request, optional): Incoming request. Defaults to None.
"""
db = UserManager()
stats = StatsManager()
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is_chat = False
is_stream = payload.get('stream', False)
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if 'chat/completions' in path:
is_chat = True
model = payload['model']
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if is_chat and is_stream:
chat_id = await chat.create_chat_id()
yield await chat.create_chat_chunk(chat_id=chat_id, model=model, content=chat.CompletionStart)
yield await chat.create_chat_chunk(chat_id=chat_id, model=model, content=None)
json_response = {'error': 'No JSON response could be received'}
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for _ in range(5):
headers = {'Content-Type': 'application/json'}
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# Load balancing
# If the request is a chat completion, then we need to load balance between chat providers
# If the request is an organic request, then we need to load balance between organic providers
try:
if is_chat:
target_request = await load_balancing.balance_chat_request(payload)
else:
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# In this case we are doing a organic request. "organic" means that it's not using a reverse engineered front-end, but rather ClosedAI's API directly
# churchless.tech is an example of an organic provider, because it redirects the request to ClosedAI.
target_request = await load_balancing.balance_organic_request({
'method': incoming_request.method,
'path': path,
'payload': payload,
'headers': headers,
'cookies': incoming_request.cookies
})
except ValueError as exc:
webhook = dhooks.Webhook(os.getenv('DISCORD_WEBHOOK__API_ISSUE'))
webhook.send(content=f'API Issue: **`{exc}`**\nhttps://i.imgflip.com/7uv122.jpg')
yield await errors.yield_error(500, 'Sorry, the API has no working keys anymore.', 'The admins have been messaged automatically.')
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return
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target_request['headers'].update(target_request.get('headers', {}))
if target_request['method'] == 'GET' and not payload:
target_request['payload'] = None
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# We haven't done any requests as of right now, everything until now was just preparation
# Here, we process the request
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async with aiohttp.ClientSession(connector=proxies.get_proxy().connector) as session:
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try:
async with session.request(
method=target_request.get('method', 'POST'),
url=target_request['url'],
data=target_request.get('data'),
json=target_request.get('payload'),
headers=target_request.get('headers', {}),
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cookies=target_request.get('cookies'),
ssl=False,
timeout=aiohttp.ClientTimeout(total=float(os.getenv('TRANSFER_TIMEOUT', '120'))),
) as response:
if response.content_type == 'application/json':
data = await response.json()
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if data.get('code') == 'invalid_api_key':
await provider_auth.invalidate_key(target_request.get('provider_auth'))
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continue
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if response.ok:
json_response = data
if is_stream:
try:
response.raise_for_status()
except Exception as exc:
if 'Too Many Requests' in str(exc):
continue
async for chunk in process_response(response, is_chat, chat_id, model, target_request):
yield chunk
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break
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except ProxyError as exc:
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print('[!] Proxy error:', exc)
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continue
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if is_chat and is_stream:
yield await chat.create_chat_chunk(chat_id=chat_id, model=model, content=chat.CompletionStop)
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yield 'data: [DONE]\n\n'
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if not is_stream and json_response:
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yield json.dumps(json_response)
if user and incoming_request:
await logs.log_api_request(user=user, incoming_request=incoming_request, target_url=target_request['url'])
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if credits_cost and user:
await db.update_by_id(user['_id'], {'$inc': {'credits': -credits_cost}})
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ip_address = await network.get_ip(incoming_request)
await stats.add_date()
await stats.add_ip_address(ip_address)
await stats.add_path(path)
await stats.add_target(target_request['url'])
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if is_chat:
await stats.add_model(model)
await stats.add_tokens(input_tokens, model)
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if __name__ == '__main__':
asyncio.run(stream())