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-rw-r--r--g4f/client/client.py211
1 files changed, 170 insertions, 41 deletions
diff --git a/g4f/client/client.py b/g4f/client/client.py
index 63bae4fe..56644913 100644
--- a/g4f/client/client.py
+++ b/g4f/client/client.py
@@ -1,9 +1,14 @@
from __future__ import annotations
+import os
import time
import random
import string
-
+import logging
+import asyncio
+from typing import Union
+from ..providers.base_provider import AsyncGeneratorProvider
+from ..image import ImageResponse, to_image, to_data_uri
from ..typing import Union, Iterator, Messages, ImageType
from ..providers.types import BaseProvider, ProviderType, FinishReason
from ..providers.conversation import BaseConversation
@@ -15,9 +20,12 @@ from .types import IterResponse, ImageProvider
from .types import Client as BaseClient
from .service import get_model_and_provider, get_last_provider
from .helper import find_stop, filter_json, filter_none
+from ..models import ModelUtils
+from ..Provider import IterListProvider
+
def iter_response(
- response: iter[str],
+ response: Iterator[str],
stream: bool,
response_format: dict = None,
max_tokens: int = None,
@@ -26,6 +34,7 @@ def iter_response(
content = ""
finish_reason = None
completion_id = ''.join(random.choices(string.ascii_letters + string.digits, k=28))
+
for idx, chunk in enumerate(response):
if isinstance(chunk, FinishReason):
finish_reason = chunk.reason
@@ -33,17 +42,25 @@ def iter_response(
elif isinstance(chunk, BaseConversation):
yield chunk
continue
+
content += str(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
+
finish_reason = "stop" if finish_reason is None else finish_reason
+
if stream:
yield ChatCompletionChunk(None, finish_reason, completion_id, int(time.time()))
else:
@@ -52,14 +69,16 @@ def iter_response(
content = filter_json(content)
yield ChatCompletion(content, finish_reason, completion_id, int(time.time()))
+
def iter_append_model_and_provider(response: IterResponse) -> IterResponse:
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")
+ chunk.provider = last_provider.get("name")
yield chunk
+
class Client(BaseClient):
def __init__(
self,
@@ -69,9 +88,17 @@ class Client(BaseClient):
) -> None:
super().__init__(**kwargs)
self.chat: Chat = Chat(self, provider)
- self.images: Images = Images(self, image_provider)
+ self._images: Images = Images(self, image_provider)
-class Completions():
+ @property
+ def images(self) -> Images:
+ return self._images
+
+ async def async_images(self) -> Images:
+ return self._images
+
+
+class Completions:
def __init__(self, client: Client, provider: ProviderType = None):
self.client: Client = client
self.provider: ProviderType = provider
@@ -87,7 +114,7 @@ class Completions():
max_tokens: int = None,
stop: Union[list[str], str] = None,
api_key: str = None,
- ignored : list[str] = None,
+ ignored: list[str] = None,
ignore_working: bool = False,
ignore_stream: bool = False,
**kwargs
@@ -100,11 +127,13 @@ class Completions():
ignore_working,
ignore_stream,
)
-
+
stop = [stop] if isinstance(stop, str) else stop
+
response = provider.create_completion(
- model, messages,
- stream=stream,
+ model,
+ messages,
+ stream=stream,
**filter_none(
proxy=self.client.get_proxy() if proxy is None else proxy,
max_tokens=max_tokens,
@@ -113,66 +142,166 @@ class Completions():
),
**kwargs
)
+
response = iter_response(response, stream, response_format, max_tokens, stop)
response = iter_append_model_and_provider(response)
+
return response if stream else next(response)
-class Chat():
+
+class Chat:
completions: Completions
def __init__(self, client: Client, provider: ProviderType = None):
self.completions = Completions(client, provider)
+
def iter_image_response(response: Iterator) -> Union[ImagesResponse, None]:
- for chunk in list(response):
+ logging.info("Starting iter_image_response")
+ response_list = list(response)
+ logging.info(f"Response list: {response_list}")
+
+ for chunk in response_list:
+ logging.info(f"Processing chunk: {chunk}")
if isinstance(chunk, ImageProviderResponse):
+ logging.info("Found ImageProviderResponse")
return ImagesResponse([Image(image) for image in chunk.get_list()])
-
-def create_image(client: Client, provider: ProviderType, prompt: str, model: str = "", **kwargs) -> Iterator:
+
+ logging.warning("No ImageProviderResponse found in the response")
+ return None
+def create_image(client: Client, provider: ProviderType, prompt: str, model: str = "", **kwargs) -> Iterator:
+ logging.info(f"Creating image with provider: {provider}, model: {model}, prompt: {prompt}")
+
if isinstance(provider, type) and provider.__name__ == "You":
kwargs["chat_mode"] = "create"
else:
- prompt = f"create a image with: {prompt}"
- return provider.create_completion(
+ prompt = f"create an image with: {prompt}"
+
+ response = provider.create_completion(
model,
[{"role": "user", "content": prompt}],
stream=True,
proxy=client.get_proxy(),
**kwargs
)
+
+ logging.info(f"Response from create_completion: {response}")
+ return response
-class Images():
- def __init__(self, client: Client, provider: ImageProvider = None):
- self.client: Client = client
+
+class Images:
+ def __init__(self, client: 'Client', provider: ImageProvider = None):
+ self.client: 'Client' = client
self.provider: ImageProvider = provider
self.models: ImageModels = ImageModels(client)
- def generate(self, prompt, model: str = None, **kwargs) -> ImagesResponse:
+ def generate(self, prompt: str, model: str = None, **kwargs) -> ImagesResponse:
+ logging.info(f"Starting synchronous image generation for model: {model}, prompt: {prompt}")
+ try:
+ loop = asyncio.get_event_loop()
+ except RuntimeError:
+ loop = asyncio.new_event_loop()
+ asyncio.set_event_loop(loop)
+
+ try:
+ result = loop.run_until_complete(self.async_generate(prompt, model, **kwargs))
+ logging.info(f"Synchronous image generation completed. Result: {result}")
+ return result
+ except Exception as e:
+ logging.error(f"Error in synchronous image generation: {str(e)}")
+ raise
+ finally:
+ if loop.is_running():
+ loop.close()
+
+ async def async_generate(self, prompt: str, model: str = None, **kwargs) -> ImagesResponse:
+ logging.info(f"Generating image for model: {model}, prompt: {prompt}")
provider = self.models.get(model, self.provider)
- if isinstance(provider, type) and issubclass(provider, BaseProvider):
- response = create_image(self.client, provider, prompt, **kwargs)
+ if provider is None:
+ raise ValueError(f"Unknown model: {model}")
+
+ logging.info(f"Provider: {provider}")
+
+ if isinstance(provider, IterListProvider):
+ if provider.providers:
+ provider = provider.providers[0]
+ logging.info(f"Using first provider from IterListProvider: {provider}")
+ else:
+ raise ValueError(f"IterListProvider for model {model} has no providers")
+
+ if isinstance(provider, type) and issubclass(provider, AsyncGeneratorProvider):
+ logging.info("Using AsyncGeneratorProvider")
+ messages = [{"role": "user", "content": prompt}]
+ async for response in provider.create_async_generator(model, messages, **kwargs):
+ if isinstance(response, ImageResponse):
+ return self._process_image_response(response)
+ elif isinstance(response, str):
+ image_response = ImageResponse([response], prompt)
+ return self._process_image_response(image_response)
+ elif hasattr(provider, 'create'):
+ logging.info("Using provider's create method")
+ if asyncio.iscoroutinefunction(provider.create):
+ response = await provider.create(prompt)
+ else:
+ response = provider.create(prompt)
+
+ if isinstance(response, ImageResponse):
+ return self._process_image_response(response)
+ elif isinstance(response, str):
+ image_response = ImageResponse([response], prompt)
+ return self._process_image_response(image_response)
else:
- response = list(provider.create(prompt))
- image = iter_image_response(response)
- if image is None:
- raise NoImageResponseError()
- return image
+ raise ValueError(f"Provider {provider} does not support image generation")
+
+ logging.error(f"Unexpected response type: {type(response)}")
+ raise NoImageResponseError(f"Unexpected response type: {type(response)}")
+
+ def _process_image_response(self, response: ImageResponse) -> ImagesResponse:
+ processed_images = []
+ for image_data in response.get_list():
+ if image_data.startswith('http://') or image_data.startswith('https://'):
+ processed_images.append(Image(url=image_data))
+ else:
+ image = to_image(image_data)
+ file_name = self._save_image(image)
+ processed_images.append(Image(url=file_name))
+ return ImagesResponse(processed_images)
+
+ def _save_image(self, image: 'PILImage') -> str:
+ os.makedirs('generated_images', exist_ok=True)
+ file_name = f"generated_images/image_{int(time.time())}.png"
+ image.save(file_name)
+ return file_name
- def create_variation(self, image: ImageType, model: str = None, **kwargs):
+ async def create_variation(self, image: Union[str, bytes], model: str = None, **kwargs):
provider = self.models.get(model, self.provider)
- result = None
- if isinstance(provider, type) and issubclass(provider, BaseProvider):
- response = provider.create_completion(
- "",
- [{"role": "user", "content": "create a image like this"}],
- True,
- image=image,
- proxy=self.client.get_proxy(),
- **kwargs
- )
- result = iter_image_response(response)
- if result is None:
- raise NoImageResponseError()
- return result \ No newline at end of file
+ if provider is None:
+ raise ValueError(f"Unknown model: {model}")
+
+ if isinstance(provider, type) and issubclass(provider, AsyncGeneratorProvider):
+ messages = [{"role": "user", "content": "create a variation of this image"}]
+ image_data = to_data_uri(image)
+ async for response in provider.create_async_generator(model, messages, image=image_data, **kwargs):
+ if isinstance(response, ImageResponse):
+ return self._process_image_response(response)
+ elif isinstance(response, str):
+ image_response = ImageResponse([response], "Image variation")
+ return self._process_image_response(image_response)
+ elif hasattr(provider, 'create_variation'):
+ if asyncio.iscoroutinefunction(provider.create_variation):
+ response = await provider.create_variation(image, **kwargs)
+ else:
+ response = provider.create_variation(image, **kwargs)
+
+ if isinstance(response, ImageResponse):
+ return self._process_image_response(response)
+ elif isinstance(response, str):
+ image_response = ImageResponse([response], "Image variation")
+ return self._process_image_response(image_response)
+ else:
+ raise ValueError(f"Provider {provider} does not support image variation")
+
+ raise NoImageResponseError("Failed to create image variation")
+