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authorH Lohaus <hlohaus@users.noreply.github.com>2024-11-20 19:58:16 +0100
committerGitHub <noreply@github.com>2024-11-20 19:58:16 +0100
commitffb4b0d162cc29b1caa4539d854de37206804225 (patch)
treeea565c46ed908d2a6b4ef3fef1f100e68428aec3 /g4f/client/__init__.py
parentUpdate api.py (diff)
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Diffstat (limited to 'g4f/client/__init__.py')
-rw-r--r--g4f/client/__init__.py324
1 files changed, 180 insertions, 144 deletions
diff --git a/g4f/client/__init__.py b/g4f/client/__init__.py
index 549a244b..dea19a60 100644
--- a/g4f/client/__init__.py
+++ b/g4f/client/__init__.py
@@ -6,24 +6,27 @@ import random
import string
import asyncio
import base64
-import aiohttp
import logging
-from typing import Union, AsyncIterator, Iterator, Coroutine
+from typing import Union, AsyncIterator, Iterator, Coroutine, Optional
from ..providers.base_provider import AsyncGeneratorProvider
-from ..image import ImageResponse, to_image, to_data_uri, is_accepted_format, EXTENSIONS_MAP
-from ..typing import Messages, Image
-from ..providers.types import ProviderType, FinishReason, BaseConversation
-from ..errors import NoImageResponseError
+from ..image import ImageResponse, copy_images, images_dir
+from ..typing import Messages, Image, ImageType
+from ..providers.types import ProviderType
+from ..providers.response import ResponseType, FinishReason, BaseConversation
+from ..errors import NoImageResponseError, ModelNotFoundError
from ..providers.retry_provider import IterListProvider
+from ..providers.base_provider import get_running_loop
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
+ChatCompletionResponseType = Iterator[Union[ChatCompletion, ChatCompletionChunk, BaseConversation]]
+AsyncChatCompletionResponseType = AsyncIterator[Union[ChatCompletion, ChatCompletionChunk, BaseConversation]]
+
try:
anext # Python 3.8+
except NameError:
@@ -35,12 +38,12 @@ except NameError:
# Synchronous iter_response function
def iter_response(
- response: Union[Iterator[str], AsyncIterator[str]],
+ response: Union[Iterator[Union[str, ResponseType]]],
stream: bool,
- response_format: dict = None,
- max_tokens: int = None,
- stop: list = None
-) -> Iterator[Union[ChatCompletion, ChatCompletionChunk]]:
+ response_format: Optional[dict] = None,
+ max_tokens: Optional[int] = None,
+ stop: Optional[list[str]] = None
+) -> ChatCompletionResponseType:
content = ""
finish_reason = None
completion_id = ''.join(random.choices(string.ascii_letters + string.digits, k=28))
@@ -88,22 +91,23 @@ def iter_response(
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]:
+def iter_append_model_and_provider(response: ChatCompletionResponseType) -> ChatCompletionResponseType:
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
+ if isinstance(chunk, (ChatCompletion, ChatCompletionChunk)):
+ 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],
+ response: AsyncIterator[Union[str, ResponseType]],
stream: bool,
- response_format: dict = None,
- max_tokens: int = None,
- stop: list = None
-) -> AsyncIterator[Union[ChatCompletion, ChatCompletionChunk]]:
+ response_format: Optional[dict] = None,
+ max_tokens: Optional[int] = None,
+ stop: Optional[list[str]] = None
+) -> AsyncChatCompletionResponseType:
content = ""
finish_reason = None
completion_id = ''.join(random.choices(string.ascii_letters + string.digits, k=28))
@@ -149,13 +153,16 @@ async def async_iter_response(
if hasattr(response, 'aclose'):
await safe_aclose(response)
-async def async_iter_append_model_and_provider(response: AsyncIterator[ChatCompletionChunk]) -> AsyncIterator:
+async def async_iter_append_model_and_provider(
+ response: AsyncChatCompletionResponseType
+ ) -> AsyncChatCompletionResponseType:
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")
+ if isinstance(chunk, (ChatCompletion, ChatCompletionChunk)):
+ 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'):
@@ -164,8 +171,8 @@ async def async_iter_append_model_and_provider(response: AsyncIterator[ChatCompl
class Client(BaseClient):
def __init__(
self,
- provider: ProviderType = None,
- image_provider: ImageProvider = None,
+ provider: Optional[ProviderType] = None,
+ image_provider: Optional[ImageProvider] = None,
**kwargs
) -> None:
super().__init__(**kwargs)
@@ -173,7 +180,7 @@ class Client(BaseClient):
self.images: Images = Images(self, image_provider)
class Completions:
- def __init__(self, client: Client, provider: ProviderType = None):
+ def __init__(self, client: Client, provider: Optional[ProviderType] = None):
self.client: Client = client
self.provider: ProviderType = provider
@@ -181,16 +188,16 @@ class Completions:
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,
+ provider: Optional[ProviderType] = None,
+ stream: Optional[bool] = False,
+ proxy: Optional[str] = None,
+ response_format: Optional[dict] = None,
+ max_tokens: Optional[int] = None,
+ stop: Optional[Union[list[str], str]] = None,
+ api_key: Optional[str] = None,
+ ignored: Optional[list[str]] = None,
+ ignore_working: Optional[bool] = False,
+ ignore_stream: Optional[bool] = False,
**kwargs
) -> IterResponse:
model, provider = get_model_and_provider(
@@ -234,22 +241,38 @@ class Completions:
class Chat:
completions: Completions
- def __init__(self, client: Client, provider: ProviderType = None):
+ def __init__(self, client: Client, provider: Optional[ProviderType] = None):
self.completions = Completions(client, provider)
class Images:
- def __init__(self, client: Client, provider: ProviderType = None):
+ def __init__(self, client: Client, provider: Optional[ProviderType] = None):
self.client: Client = client
- self.provider: ProviderType = provider
+ self.provider: Optional[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:
+ def generate(
+ self,
+ prompt: str,
+ model: str = None,
+ provider: Optional[ProviderType] = None,
+ response_format: str = "url",
+ proxy: Optional[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))
+ return asyncio.run(self.async_generate(prompt, model, provider, response_format, proxy, **kwargs))
- async def async_generate(self, prompt: str, model: str = None, provider: ProviderType = None, response_format: str = "url", proxy: str = None, **kwargs) -> ImagesResponse:
+ async def async_generate(
+ self,
+ prompt: str,
+ model: Optional[str] = None,
+ provider: Optional[ProviderType] = None,
+ response_format: Optional[str] = "url",
+ proxy: Optional[str] = None,
+ **kwargs
+ ) -> ImagesResponse:
if provider is None:
provider_handler = self.models.get(model, provider or self.provider or BingCreateImages)
elif isinstance(provider, str):
@@ -257,97 +280,73 @@ class Images:
else:
provider_handler = provider
if provider_handler is None:
- raise ValueError(f"Unknown model: {model}")
- if proxy is None:
- proxy = self.client.proxy
-
+ raise ModelNotFoundError(f"Unknown model: {model}")
if isinstance(provider_handler, IterListProvider):
if provider_handler.providers:
provider_handler = provider_handler.providers[0]
else:
- raise ValueError(f"IterListProvider for model {model} has no providers")
+ raise ModelNotFoundError(f"IterListProvider for model {model} has no providers")
+ if proxy is None:
+ proxy = self.client.proxy
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(provider, type) and issubclass(provider, AsyncGeneratorProvider):
+ messages = [{"role": "user", "content": f"Generate a image: {prompt}"}]
+ async for item in provider_handler.create_async_generator(model, messages, prompt=prompt, **kwargs):
if isinstance(item, ImageResponse):
response = item
break
- elif hasattr(provider, 'create'):
+ elif hasattr(provider_handler, '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)
+ elif hasattr(provider_handler, "create_completion"):
+ get_running_loop(check_nested=True)
+ messages = [{"role": "user", "content": f"Generate a image: {prompt}"}]
+ for item in provider_handler.create_completion(model, messages, prompt=prompt, **kwargs):
+ if isinstance(item, ImageResponse):
+ response = item
+ break
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)
-
+ return await self._process_image_response(
+ response,
+ response_format,
+ proxy,
+ model,
+ getattr(provider_handler, "__name__", None)
+ )
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):
- image_data_bytes = None
- 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_data_bytes = await self._fetch_image(session, image_data)
- b64_json = base64.b64encode(image_data_bytes).decode("utf-8")
- return Image(b64_json=b64_json, url=image_data, 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)
- if image_data_bytes:
- file_name = self._save_image(image_data_bytes)
- return Image(url=file_name, revised_prompt=response.alt)
- else:
- raise ValueError("Unable to process image data")
-
- 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:
+ def create_variation(
+ self,
+ image: Union[str, bytes],
+ model: str = None,
+ provider: Optional[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:
+ async def async_create_variation(
+ self,
+ image: ImageType,
+ model: Optional[str] = None,
+ provider: Optional[ProviderType] = None,
+ response_format: str = "url",
+ proxy: Optional[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}")
+ raise ModelNotFoundError(f"Unknown model: {model}")
if isinstance(provider, str):
provider = convert_to_provider(provider)
if proxy is None:
@@ -355,38 +354,61 @@ class Images:
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
+ generator = provider.create_async_generator(model, messages, image=image, response_format=response_format, proxy=proxy, **kwargs)
+ async for chunk in generator:
+ if isinstance(chunk, ImageResponse):
+ response = chunk
+ break
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")
+ raise NoImageResponseError(f"Provider {provider} does not support image variation")
+
+ if isinstance(response, str):
+ response = ImageResponse([response])
+ if isinstance(response, ImageResponse):
+ return self._process_image_response(response, response_format, proxy, model, getattr(provider, "__name__", None))
+ raise NoImageResponseError(f"Unexpected response type: {type(response)}")
+
+ async def _process_image_response(
+ self,
+ response: ImageResponse,
+ response_format: str,
+ proxy: str = None,
+ model: Optional[str] = None,
+ provider: Optional[str] = None
+ ) -> list[Image]:
+ if response_format in ("url", "b64_json"):
+ images = await copy_images(response.get_list(), response.options.get("cookies"), proxy)
+ async def process_image_item(image_file: str) -> Image:
+ if response_format == "b64_json":
+ with open(os.path.join(images_dir, os.path.basename(image_file)), "rb") as file:
+ image_data = base64.b64encode(file.read()).decode()
+ return Image(url=image_file, b64_json=image_data, revised_prompt=response.alt)
+ return Image(url=image_file, revised_prompt=response.alt)
+ images = await asyncio.gather(*[process_image_item(image) for image in images])
+ else:
+ images = [Image(url=image, revised_prompt=response.alt) for image in response.get_list()]
+ last_provider = get_last_provider(True)
+ return ImagesResponse(
+ images,
+ model=last_provider.get("model") if model is None else model,
+ provider=last_provider.get("name") if provider is None else provider
+ )
class AsyncClient(BaseClient):
def __init__(
self,
- provider: ProviderType = None,
- image_provider: ImageProvider = None,
+ provider: Optional[ProviderType] = None,
+ image_provider: Optional[ImageProvider] = None,
**kwargs
) -> None:
super().__init__(**kwargs)
@@ -396,11 +418,11 @@ class AsyncClient(BaseClient):
class AsyncChat:
completions: AsyncCompletions
- def __init__(self, client: AsyncClient, provider: ProviderType = None):
+ def __init__(self, client: AsyncClient, provider: Optional[ProviderType] = None):
self.completions = AsyncCompletions(client, provider)
class AsyncCompletions:
- def __init__(self, client: AsyncClient, provider: ProviderType = None):
+ def __init__(self, client: AsyncClient, provider: Optional[ProviderType] = None):
self.client: AsyncClient = client
self.provider: ProviderType = provider
@@ -408,18 +430,18 @@ class AsyncCompletions:
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,
+ provider: Optional[ProviderType] = None,
+ stream: Optional[bool] = False,
+ proxy: Optional[str] = None,
+ response_format: Optional[dict] = None,
+ max_tokens: Optional[int] = None,
+ stop: Optional[Union[list[str], str]] = None,
+ api_key: Optional[str] = None,
+ ignored: Optional[list[str]] = None,
+ ignore_working: Optional[bool] = False,
+ ignore_stream: Optional[bool] = False,
**kwargs
- ) -> Union[Coroutine[ChatCompletion], AsyncIterator[ChatCompletionChunk]]:
+ ) -> Union[Coroutine[ChatCompletion], AsyncIterator[ChatCompletionChunk, BaseConversation]]:
model, provider = get_model_and_provider(
model,
self.provider if provider is None else provider,
@@ -450,15 +472,29 @@ class AsyncCompletions:
return response if stream else anext(response)
class AsyncImages(Images):
- def __init__(self, client: AsyncClient, provider: ImageProvider = None):
+ def __init__(self, client: AsyncClient, provider: Optional[ProviderType] = None):
self.client: AsyncClient = client
- self.provider: ImageProvider = provider
+ self.provider: Optional[ProviderType] = provider
self.models: ImageModels = ImageModels(client)
- async def generate(self, prompt: str, model: str = None, provider: ProviderType = None, response_format: str = "url", **kwargs) -> ImagesResponse:
+ async def generate(
+ self,
+ prompt: str,
+ model: Optional[str] = None,
+ provider: Optional[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:
+ async def create_variation(
+ self,
+ image: ImageType,
+ 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