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authorH Lohaus <hlohaus@users.noreply.github.com>2024-11-16 13:19:51 +0100
committerGitHub <noreply@github.com>2024-11-16 13:19:51 +0100
commit6ce493d4dfc2884832ff5b5be4479a55818b2fe7 (patch)
tree92e9efce62f7832ebe56969c120d8e92e75881a3 /g4f/client/__init__.py
parentUpdate internet.py (diff)
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Diffstat (limited to 'g4f/client/__init__.py')
-rw-r--r--g4f/client/__init__.py470
1 files changed, 468 insertions, 2 deletions
diff --git a/g4f/client/__init__.py b/g4f/client/__init__.py
index d1e7e298..5ffe9288 100644
--- a/g4f/client/__init__.py
+++ b/g4f/client/__init__.py
@@ -1,2 +1,468 @@
-from .stubs import ChatCompletion, ChatCompletionChunk, ImagesResponse
-from .client import Client, AsyncClient
+from __future__ import annotations
+
+import os
+import time
+import random
+import string
+import asyncio
+import base64
+import aiohttp
+import logging
+from typing import Union, AsyncIterator, Iterator, Coroutine
+
+from ..providers.base_provider import AsyncGeneratorProvider
+from ..image import ImageResponse, to_image, to_data_uri, is_accepted_format, EXTENSIONS_MAP
+from ..typing import Messages, Cookies, Image
+from ..providers.types import ProviderType, FinishReason, BaseConversation
+from ..errors import NoImageResponseError
+from ..providers.retry_provider import IterListProvider
+from ..Provider.needs_auth.BingCreateImages import BingCreateImages
+from ..requests.aiohttp import get_connector
+from .stubs import ChatCompletion, ChatCompletionChunk, Image, ImagesResponse
+from .image_models import ImageModels
+from .types import IterResponse, ImageProvider, Client as BaseClient
+from .service import get_model_and_provider, get_last_provider, convert_to_provider
+from .helper import find_stop, filter_json, filter_none, safe_aclose, to_sync_iter, to_async_iterator
+
+try:
+ anext # Python 3.8+
+except NameError:
+ async def anext(aiter):
+ try:
+ return await aiter.__anext__()
+ except StopAsyncIteration:
+ raise StopIteration
+
+# Synchronous iter_response function
+def iter_response(
+ response: Union[Iterator[str], AsyncIterator[str]],
+ stream: bool,
+ response_format: dict = None,
+ max_tokens: int = None,
+ stop: list = None
+) -> Iterator[Union[ChatCompletion, ChatCompletionChunk]]:
+ content = ""
+ finish_reason = None
+ completion_id = ''.join(random.choices(string.ascii_letters + string.digits, k=28))
+ idx = 0
+
+ if hasattr(response, '__aiter__'):
+ # It's an async iterator, wrap it into a sync iterator
+ response = to_sync_iter(response)
+
+ for chunk in response:
+ if isinstance(chunk, FinishReason):
+ finish_reason = chunk.reason
+ break
+ elif isinstance(chunk, BaseConversation):
+ yield chunk
+ continue
+
+ chunk = str(chunk)
+ content += chunk
+
+ if max_tokens is not None and idx + 1 >= max_tokens:
+ finish_reason = "length"
+
+ first, content, chunk = find_stop(stop, content, chunk if stream else None)
+
+ if first != -1:
+ finish_reason = "stop"
+
+ if stream:
+ yield ChatCompletionChunk(chunk, None, completion_id, int(time.time()))
+
+ if finish_reason is not None:
+ break
+
+ idx += 1
+
+ finish_reason = "stop" if finish_reason is None else finish_reason
+
+ if stream:
+ yield ChatCompletionChunk(None, finish_reason, completion_id, int(time.time()))
+ else:
+ if response_format is not None and "type" in response_format:
+ if response_format["type"] == "json_object":
+ content = filter_json(content)
+ yield ChatCompletion(content, finish_reason, completion_id, int(time.time()))
+
+# Synchronous iter_append_model_and_provider function
+def iter_append_model_and_provider(response: Iterator[ChatCompletionChunk]) -> Iterator[ChatCompletionChunk]:
+ last_provider = None
+
+ for chunk in response:
+ last_provider = get_last_provider(True) if last_provider is None else last_provider
+ chunk.model = last_provider.get("model")
+ chunk.provider = last_provider.get("name")
+ yield chunk
+
+async def async_iter_response(
+ response: AsyncIterator[str],
+ stream: bool,
+ response_format: dict = None,
+ max_tokens: int = None,
+ stop: list = None
+) -> AsyncIterator[Union[ChatCompletion, ChatCompletionChunk]]:
+ content = ""
+ finish_reason = None
+ completion_id = ''.join(random.choices(string.ascii_letters + string.digits, k=28))
+ idx = 0
+
+ try:
+ async for chunk in response:
+ if isinstance(chunk, FinishReason):
+ finish_reason = chunk.reason
+ break
+ elif isinstance(chunk, BaseConversation):
+ yield chunk
+ continue
+
+ chunk = str(chunk)
+ content += chunk
+ idx += 1
+
+ if max_tokens is not None and idx >= max_tokens:
+ finish_reason = "length"
+
+ first, content, chunk = find_stop(stop, content, chunk if stream else None)
+
+ if first != -1:
+ finish_reason = "stop"
+
+ if stream:
+ yield ChatCompletionChunk(chunk, None, completion_id, int(time.time()))
+
+ if finish_reason is not None:
+ break
+
+ finish_reason = "stop" if finish_reason is None else finish_reason
+
+ if stream:
+ yield ChatCompletionChunk(None, finish_reason, completion_id, int(time.time()))
+ else:
+ if response_format is not None and "type" in response_format:
+ if response_format["type"] == "json_object":
+ content = filter_json(content)
+ yield ChatCompletion(content, finish_reason, completion_id, int(time.time()))
+ finally:
+ if hasattr(response, 'aclose'):
+ await safe_aclose(response)
+
+async def async_iter_append_model_and_provider(response: AsyncIterator[ChatCompletionChunk]) -> AsyncIterator:
+ last_provider = None
+ try:
+ async for chunk in response:
+ last_provider = get_last_provider(True) if last_provider is None else last_provider
+ chunk.model = last_provider.get("model")
+ chunk.provider = last_provider.get("name")
+ yield chunk
+ finally:
+ if hasattr(response, 'aclose'):
+ await safe_aclose(response)
+
+class Client(BaseClient):
+ def __init__(
+ self,
+ provider: ProviderType = None,
+ image_provider: ImageProvider = None,
+ **kwargs
+ ) -> None:
+ super().__init__(**kwargs)
+ self.chat: Chat = Chat(self, provider)
+ self.images: Images = Images(self, image_provider)
+
+class Completions:
+ def __init__(self, client: Client, provider: ProviderType = None):
+ self.client: Client = client
+ self.provider: ProviderType = provider
+
+ def create(
+ self,
+ messages: Messages,
+ model: str,
+ provider: ProviderType = None,
+ stream: bool = False,
+ proxy: str = None,
+ response_format: dict = None,
+ max_tokens: int = None,
+ stop: Union[list[str], str] = None,
+ api_key: str = None,
+ ignored: list[str] = None,
+ ignore_working: bool = False,
+ ignore_stream: bool = False,
+ **kwargs
+ ) -> IterResponse:
+ model, provider = get_model_and_provider(
+ model,
+ self.provider if provider is None else provider,
+ stream,
+ ignored,
+ ignore_working,
+ ignore_stream,
+ )
+ stop = [stop] if isinstance(stop, str) else stop
+
+ response = provider.create_completion(
+ model,
+ messages,
+ stream=stream,
+ **filter_none(
+ proxy=self.client.proxy if proxy is None else proxy,
+ max_tokens=max_tokens,
+ stop=stop,
+ api_key=self.client.api_key if api_key is None else api_key
+ ),
+ **kwargs
+ )
+ if asyncio.iscoroutinefunction(provider.create_completion):
+ # Run the asynchronous function in an event loop
+ response = asyncio.run(response)
+ if stream and hasattr(response, '__aiter__'):
+ # It's an async generator, wrap it into a sync iterator
+ response = to_sync_iter(response)
+ elif hasattr(response, '__aiter__'):
+ # If response is an async generator, collect it into a list
+ response = list(to_sync_iter(response))
+ response = iter_response(response, stream, response_format, max_tokens, stop)
+ response = iter_append_model_and_provider(response)
+ if stream:
+ return response
+ else:
+ return next(response)
+
+class Chat:
+ completions: Completions
+
+ def __init__(self, client: Client, provider: ProviderType = None):
+ self.completions = Completions(client, provider)
+
+class Images:
+ def __init__(self, client: Client, provider: ProviderType = None):
+ self.client: Client = client
+ self.provider: ProviderType = provider
+ self.models: ImageModels = ImageModels(client)
+
+ def generate(self, prompt: str, model: str = None, provider: ProviderType = None, response_format: str = "url", proxy: str = None, **kwargs) -> ImagesResponse:
+ """
+ Synchronous generate method that runs the async_generate method in an event loop.
+ """
+ return asyncio.run(self.async_generate(prompt, model, provider, response_format=response_format, proxy=proxy **kwargs))
+
+ async def async_generate(self, prompt: str, model: str = None, provider: ProviderType = None, response_format: str = "url", proxy: str = None, **kwargs) -> ImagesResponse:
+ if provider is None:
+ provider_handler = self.models.get(model, provider or self.provider or BingCreateImages)
+ elif isinstance(provider, str):
+ provider_handler = convert_to_provider(provider)
+ if provider_handler is None:
+ raise ValueError(f"Unknown model: {model}")
+ if proxy is None:
+ proxy = self.client.proxy
+
+ if isinstance(provider_handler, IterListProvider):
+ if provider_handler.providers:
+ provider_handler = provider.providers[0]
+ else:
+ raise ValueError(f"IterListProvider for model {model} has no providers")
+
+ response = None
+ if hasattr(provider_handler, "create_async_generator"):
+ messages = [{"role": "user", "content": prompt}]
+ async for item in provider_handler.create_async_generator(model, messages, **kwargs):
+ if isinstance(item, ImageResponse):
+ response = item
+ break
+ elif hasattr(provider, 'create'):
+ if asyncio.iscoroutinefunction(provider_handler.create):
+ response = await provider_handler.create(prompt)
+ else:
+ response = provider_handler.create(prompt)
+ if isinstance(response, str):
+ response = ImageResponse([response], prompt)
+ else:
+ raise ValueError(f"Provider {provider} does not support image generation")
+ if isinstance(response, ImageResponse):
+ return await self._process_image_response(response, response_format, proxy, model=model, provider=provider)
+
+ raise NoImageResponseError(f"Unexpected response type: {type(response)}")
+
+ async def _process_image_response(self, response: ImageResponse, response_format: str, proxy: str = None, model: str = None, provider: str = None) -> ImagesResponse:
+ async def process_image_item(session: aiohttp.ClientSession, image_data: str):
+ if image_data.startswith('http://') or image_data.startswith('https://'):
+ if response_format == "url":
+ return Image(url=image_data, revised_prompt=response.alt)
+ elif response_format == "b64_json":
+ # Fetch the image data and convert it to base64
+ image_content = await self._fetch_image(session, image_data)
+ file_name = self._save_image(image_data_bytes)
+ b64_json = base64.b64encode(image_content).decode('utf-8')
+ return Image(b64_json=b64_json, url=file_name, revised_prompt=response.alt)
+ else:
+ # Assume image_data is base64 data or binary
+ if response_format == "url":
+ if image_data.startswith('data:image'):
+ # Remove the data URL scheme and get the base64 data
+ base64_data = image_data.split(',', 1)[-1]
+ else:
+ base64_data = image_data
+ # Decode the base64 data
+ image_data_bytes = base64.b64decode(base64_data)
+ # Convert bytes to an image
+ file_name = self._save_image(image_data_bytes)
+ return Image(url=file_name, revised_prompt=response.alt)
+ elif response_format == "b64_json":
+ if isinstance(image_data, bytes):
+ file_name = self._save_image(image_data_bytes)
+ b64_json = base64.b64encode(image_data).decode('utf-8')
+ else:
+ b64_json = image_data # If already base64-encoded string
+ return Image(b64_json=b64_json, url=file_name, revised_prompt=response.alt)
+
+ last_provider = get_last_provider(True)
+ async with aiohttp.ClientSession(cookies=response.get("cookies"), connector=get_connector(proxy=proxy)) as session:
+ return ImagesResponse(
+ await asyncio.gather(*[process_image_item(session, image_data) for image_data in response.get_list()]),
+ model=last_provider.get("model") if model is None else model,
+ provider=last_provider.get("name") if provider is None else provider
+ )
+
+ async def _fetch_image(self, session: aiohttp.ClientSession, url: str) -> bytes:
+ # Asynchronously fetch image data from the URL
+ async with session.get(url) as resp:
+ if resp.status == 200:
+ return await resp.read()
+ else:
+ raise RuntimeError(f"Failed to fetch image from {url}, status code {resp.status}")
+
+ def _save_image(self, image_data_bytes: bytes) -> str:
+ os.makedirs('generated_images', exist_ok=True)
+ image = to_image(image_data_bytes)
+ file_name = f"generated_images/image_{int(time.time())}_{random.randint(0, 10000)}.{EXTENSIONS_MAP[is_accepted_format(image_data_bytes)]}"
+ image.save(file_name)
+ return file_name
+
+ def create_variation(self, image: Union[str, bytes], model: str = None, provider: ProviderType = None, response_format: str = "url", **kwargs) -> ImagesResponse:
+ return asyncio.run(self.async_create_variation(
+ image, model, provider, response_format
+ **kwargs
+ ))
+
+ async def async_create_variation(self, image: Union[str, bytes], model: str = None, provider: ProviderType = None, response_format: str = "url", proxy: str = None, **kwargs) -> ImagesResponse:
+ if provider is None:
+ provider = self.models.get(model, provider or self.provider or BingCreateImages)
+ if provider is None:
+ raise ValueError(f"Unknown model: {model}")
+ if isinstance(provider, str):
+ provider = convert_to_provider(provider)
+ if proxy is None:
+ proxy = self.client.proxy
+
+ if isinstance(provider, type) and issubclass(provider, AsyncGeneratorProvider):
+ messages = [{"role": "user", "content": "create a variation of this image"}]
+ image_data = to_data_uri(image)
+ generator = None
+ try:
+ generator = provider.create_async_generator(model, messages, image=image_data, response_format=response_format, proxy=proxy, **kwargs)
+ async for response in generator:
+ if isinstance(response, ImageResponse):
+ return self._process_image_response(response)
+ except RuntimeError as e:
+ if "async generator ignored GeneratorExit" in str(e):
+ logging.warning("Generator ignored GeneratorExit in create_variation, handling gracefully")
+ else:
+ raise
+ finally:
+ if generator and hasattr(generator, 'aclose'):
+ await safe_aclose(generator)
+ logging.info("AsyncGeneratorProvider processing completed in create_variation")
+ elif hasattr(provider, 'create_variation'):
+ if asyncio.iscoroutinefunction(provider.create_variation):
+ response = await provider.create_variation(image, model=model, response_format=response_format, proxy=proxy, **kwargs)
+ else:
+ response = provider.create_variation(image, model=model, response_format=response_format, proxy=proxy, **kwargs)
+ if isinstance(response, str):
+ response = ImageResponse([response])
+ return self._process_image_response(response)
+ else:
+ raise ValueError(f"Provider {provider} does not support image variation")
+
+class AsyncClient(BaseClient):
+ def __init__(
+ self,
+ provider: ProviderType = None,
+ image_provider: ImageProvider = None,
+ **kwargs
+ ) -> None:
+ super().__init__(**kwargs)
+ self.chat: AsyncChat = AsyncChat(self, provider)
+ self.images: AsyncImages = AsyncImages(self, image_provider)
+
+class AsyncChat:
+ completions: AsyncCompletions
+
+ def __init__(self, client: AsyncClient, provider: ProviderType = None):
+ self.completions = AsyncCompletions(client, provider)
+
+class AsyncCompletions:
+ def __init__(self, client: AsyncClient, provider: ProviderType = None):
+ self.client: AsyncClient = client
+ self.provider: ProviderType = provider
+
+ def create(
+ self,
+ messages: Messages,
+ model: str,
+ provider: ProviderType = None,
+ stream: bool = False,
+ proxy: str = None,
+ response_format: dict = None,
+ max_tokens: int = None,
+ stop: Union[list[str], str] = None,
+ api_key: str = None,
+ ignored: list[str] = None,
+ ignore_working: bool = False,
+ ignore_stream: bool = False,
+ **kwargs
+ ) -> Union[Coroutine[ChatCompletion], AsyncIterator[ChatCompletionChunk]]:
+ model, provider = get_model_and_provider(
+ model,
+ self.provider if provider is None else provider,
+ stream,
+ ignored,
+ ignore_working,
+ ignore_stream,
+ )
+ stop = [stop] if isinstance(stop, str) else stop
+
+ response = provider.create_completion(
+ model,
+ messages,
+ stream=stream,
+ **filter_none(
+ proxy=self.client.proxy if proxy is None else proxy,
+ max_tokens=max_tokens,
+ stop=stop,
+ api_key=self.client.api_key if api_key is None else api_key
+ ),
+ **kwargs
+ )
+
+ if not isinstance(response, AsyncIterator):
+ response = to_async_iterator(response)
+ response = async_iter_response(response, stream, response_format, max_tokens, stop)
+ response = async_iter_append_model_and_provider(response)
+ return response if stream else anext(response)
+
+class AsyncImages(Images):
+ def __init__(self, client: AsyncClient, provider: ImageProvider = None):
+ self.client: AsyncClient = client
+ self.provider: ImageProvider = provider
+ self.models: ImageModels = ImageModels(client)
+
+ async def generate(self, prompt: str, model: str = None, provider: ProviderType = None, response_format: str = "url", **kwargs) -> ImagesResponse:
+ return await self.async_generate(prompt, model, provider, response_format, **kwargs)
+
+ async def create_variation(self, image: Union[str, bytes], model: str = None, provider: ProviderType = None, response_format: str = "url", **kwargs) -> ImagesResponse:
+ return await self.async_create_variation(
+ image, model, provider, response_format, **kwargs
+ ) \ No newline at end of file