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from __future__ import annotations
import json
from ..helper import filter_none
from ..base_provider import AsyncGeneratorProvider, ProviderModelMixin, FinishReason
from ...typing import Union, Optional, AsyncResult, Messages, ImageType
from ...requests import StreamSession, raise_for_status
from ...errors import MissingAuthError, ResponseError
from ...image import to_data_uri
class Openai(AsyncGeneratorProvider, ProviderModelMixin):
label = "OpenAI API"
url = "https://openai.com"
working = True
needs_auth = True
supports_message_history = True
supports_system_message = True
@classmethod
async def create_async_generator(
cls,
model: str,
messages: Messages,
proxy: str = None,
timeout: int = 120,
image: ImageType = None,
api_key: str = None,
api_base: str = "https://api.openai.com/v1",
temperature: float = None,
max_tokens: int = None,
top_p: float = None,
stop: Union[str, list[str]] = None,
stream: bool = False,
headers: dict = None,
extra_data: dict = {},
**kwargs
) -> AsyncResult:
if cls.needs_auth and api_key is None:
raise MissingAuthError('Add a "api_key"')
if image is not None:
if not model and hasattr(cls, "default_vision_model"):
model = cls.default_vision_model
messages[-1]["content"] = [
{
"type": "image_url",
"image_url": {"url": to_data_uri(image)}
},
{
"type": "text",
"text": messages[-1]["content"]
}
]
async with StreamSession(
proxies={"all": proxy},
headers=cls.get_headers(stream, api_key, headers),
timeout=timeout
) as session:
data = filter_none(
messages=messages,
model=cls.get_model(model),
temperature=temperature,
max_tokens=max_tokens,
top_p=top_p,
stop=stop,
stream=stream,
**extra_data
)
async with session.post(f"{api_base.rstrip('/')}/chat/completions", json=data) as response:
await raise_for_status(response)
if not stream:
data = await response.json()
cls.raise_error(data)
choice = data["choices"][0]
if "content" in choice["message"]:
yield choice["message"]["content"].strip()
finish = cls.read_finish_reason(choice)
if finish is not None:
yield finish
else:
first = True
async for line in response.iter_lines():
if line.startswith(b"data: "):
chunk = line[6:]
if chunk == b"[DONE]":
break
data = json.loads(chunk)
cls.raise_error(data)
choice = data["choices"][0]
if "content" in choice["delta"] and choice["delta"]["content"]:
delta = choice["delta"]["content"]
if first:
delta = delta.lstrip()
if delta:
first = False
yield delta
finish = cls.read_finish_reason(choice)
if finish is not None:
yield finish
@staticmethod
def read_finish_reason(choice: dict) -> Optional[FinishReason]:
if "finish_reason" in choice and choice["finish_reason"] is not None:
return FinishReason(choice["finish_reason"])
@staticmethod
def raise_error(data: dict):
if "error_message" in data:
raise ResponseError(data["error_message"])
elif "error" in data:
raise ResponseError(f'Error {data["error"]["code"]}: {data["error"]["message"]}')
@classmethod
def get_headers(cls, stream: bool, api_key: str = None, headers: dict = None) -> dict:
return {
"Accept": "text/event-stream" if stream else "application/json",
"Content-Type": "application/json",
**(
{"Authorization": f"Bearer {api_key}"}
if api_key is not None else {}
),
**({} if headers is None else headers)
}
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