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feat(images): add async support and logging, enhance image handling
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kqlio67 committed Sep 5, 2024
1 parent 5b82cdc commit 44ba42f
Showing 1 changed file with 170 additions and 41 deletions.
211 changes: 170 additions & 41 deletions g4f/client/client.py
Original file line number Diff line number Diff line change
@@ -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
Expand All @@ -15,9 +20,12 @@
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,
Expand All @@ -26,24 +34,33 @@ 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
break
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:
Expand All @@ -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,
Expand All @@ -69,9 +88,17 @@ def __init__(
) -> 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
Expand All @@ -87,7 +114,7 @@ def create(
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
Expand All @@ -100,11 +127,13 @@ def create(
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,
Expand All @@ -113,66 +142,166 @@ def create(
),
**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
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")

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