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feat: Integrate siliconflow model (#1541)
Co-authored-by: Wendong-Fan <[email protected]> Co-authored-by: Wendong <[email protected]>
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# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | ||
from __future__ import annotations | ||
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||
from typing import Any, Sequence, Type, Union | ||
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from pydantic import BaseModel | ||
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from camel.configs.base_config import BaseConfig | ||
from camel.types import NOT_GIVEN, NotGiven | ||
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class SiliconFlowConfig(BaseConfig): | ||
r"""Defines the parameters for generating chat completions using the | ||
SiliconFlow API. | ||
Args: | ||
temperature (float, optional): Determines the degree of randomness | ||
in the response. (default: :obj:`0.7`) | ||
top_p (float, optional): The top_p (nucleus) parameter is used to | ||
dynamically adjust the number of choices for each predicted token | ||
based on the cumulative probabilities. (default: :obj:`0.7`) | ||
n (int, optional): Number of generations to return. (default::obj:`1`) | ||
response_format (object, optional): An object specifying the format | ||
that the model must output. | ||
stream (bool, optional): If set, tokens are returned as Server-Sent | ||
Events as they are made available. (default: :obj:`False`) | ||
stop (str or list, optional): Up to :obj:`4` sequences where the API | ||
will stop generating further tokens. (default: :obj:`None`) | ||
max_tokens (int, optional): The maximum number of tokens to generate. | ||
(default: :obj:`None`) | ||
frequency_penalty (float, optional): Number between :obj:`-2.0` and | ||
:obj:`2.0`. Positive values penalize new tokens based on their | ||
existing frequency in the text so far, decreasing the model's | ||
likelihood to repeat the same line verbatim. See more information | ||
about frequency and presence penalties. (default: :obj:`0.0`) | ||
tools (list[FunctionTool], optional): A list of tools the model may | ||
call. Currently, only functions are supported as a tool. Use this | ||
to provide a list of functions the model may generate JSON inputs | ||
for. A max of 128 functions are supported. | ||
""" | ||
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temperature: float = 0.7 | ||
top_p: float = 0.7 | ||
n: int = 1 | ||
stream: bool = False | ||
stop: Union[str, Sequence[str], NotGiven] = NOT_GIVEN | ||
max_tokens: Union[int, NotGiven] = NOT_GIVEN | ||
response_format: Union[Type[BaseModel], dict, NotGiven] = NOT_GIVEN | ||
frequency_penalty: float = 0.0 | ||
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def as_dict(self) -> dict[str, Any]: | ||
r"""Convert the current configuration to a dictionary. | ||
This method converts the current configuration object to a dictionary | ||
representation, which can be used for serialization or other purposes. | ||
Returns: | ||
dict[str, Any]: A dictionary representation of the current | ||
configuration. | ||
""" | ||
config_dict = self.model_dump() | ||
if self.tools: | ||
from camel.toolkits import FunctionTool | ||
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tools_schema = [] | ||
for tool in self.tools: | ||
if not isinstance(tool, FunctionTool): | ||
raise ValueError( | ||
f"The tool {tool} should " | ||
"be an instance of `FunctionTool`." | ||
) | ||
tools_schema.append(tool.get_openai_tool_schema()) | ||
config_dict["tools"] = NOT_GIVEN | ||
return config_dict | ||
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SILICONFLOW_API_PARAMS = { | ||
param for param in SiliconFlowConfig.model_fields.keys() | ||
} |
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# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | ||
import os | ||
from typing import Any, Dict, List, Optional, Union | ||
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from openai import OpenAI, Stream | ||
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from camel.configs import SILICONFLOW_API_PARAMS, SiliconFlowConfig | ||
from camel.messages import OpenAIMessage | ||
from camel.models import BaseModelBackend | ||
from camel.types import ( | ||
ChatCompletion, | ||
ChatCompletionChunk, | ||
ModelType, | ||
) | ||
from camel.utils import ( | ||
BaseTokenCounter, | ||
OpenAITokenCounter, | ||
api_keys_required, | ||
) | ||
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class SiliconFlowModel(BaseModelBackend): | ||
r"""SiliconFlow API in a unified BaseModelBackend interface. | ||
Args: | ||
model_type (Union[ModelType, str]): Model for which a backend is | ||
created. | ||
model_config_dict (Optional[Dict[str, Any]], optional): A dictionary | ||
that will be fed into OpenAI client. If :obj:`None`, | ||
:obj:`SiliconFlowConfig().as_dict()` will be used. | ||
(default: :obj:`None`) | ||
api_key (Optional[str], optional): The API key for authenticating with | ||
the SiliconFlow service. (default: :obj:`None`) | ||
url (Optional[str], optional): The URL to the SiliconFlow service. If | ||
not provided, :obj:`https://api.siliconflow.cn/v1/` will be used. | ||
(default: :obj:`None`) | ||
token_counter (Optional[BaseTokenCounter], optional): Token counter to | ||
use for the model. If not provided, :obj:`OpenAITokenCounter( | ||
ModelType.GPT_4O_MINI)` will be used. | ||
(default: :obj:`None`) | ||
""" | ||
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@api_keys_required( | ||
[ | ||
("api_key", 'SILICONFLOW_API_KEY'), | ||
] | ||
) | ||
def __init__( | ||
self, | ||
model_type: Union[ModelType, str], | ||
model_config_dict: Optional[Dict[str, Any]] = None, | ||
api_key: Optional[str] = None, | ||
url: Optional[str] = None, | ||
token_counter: Optional[BaseTokenCounter] = None, | ||
) -> None: | ||
if model_config_dict is None: | ||
model_config_dict = SiliconFlowConfig().as_dict() | ||
api_key = api_key or os.environ.get("SILICONFLOW_API_KEY") | ||
url = url or os.environ.get( | ||
"SILICONFLOW_API_BASE_URL", | ||
"https://api.siliconflow.cn/v1/", | ||
) | ||
super().__init__( | ||
model_type, model_config_dict, api_key, url, token_counter | ||
) | ||
self._client = OpenAI( | ||
timeout=180, | ||
max_retries=3, | ||
api_key=self._api_key, | ||
base_url=self._url, | ||
) | ||
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def run( | ||
self, | ||
messages: List[OpenAIMessage], | ||
) -> Union[ChatCompletion, Stream[ChatCompletionChunk]]: | ||
r"""Runs inference of SiliconFlow chat completion. | ||
Args: | ||
messages (List[OpenAIMessage]): Message list with the chat history | ||
in OpenAI API format. | ||
Returns: | ||
Union[ChatCompletion, Stream[ChatCompletionChunk]]: | ||
`ChatCompletion` in the non-stream mode, or | ||
`Stream[ChatCompletionChunk]` in the stream mode. | ||
""" | ||
response = self._client.chat.completions.create( | ||
messages=messages, | ||
model=self.model_type, | ||
**self.model_config_dict, | ||
) | ||
return response | ||
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@property | ||
def token_counter(self) -> BaseTokenCounter: | ||
r"""Initialize the token counter for the model backend. | ||
Returns: | ||
BaseTokenCounter: The token counter following the model's | ||
tokenization style. | ||
""" | ||
if not self._token_counter: | ||
self._token_counter = OpenAITokenCounter(ModelType.GPT_4O_MINI) | ||
return self._token_counter | ||
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def check_model_config(self): | ||
r"""Check whether the model configuration contains any | ||
unexpected arguments to SiliconFlow API. | ||
Raises: | ||
ValueError: If the model configuration dictionary contains any | ||
unexpected arguments to SiliconFlow API. | ||
""" | ||
for param in self.model_config_dict: | ||
if param not in SILICONFLOW_API_PARAMS: | ||
raise ValueError( | ||
f"Unexpected argument `{param}` is " | ||
"input into SiliconFlow model backend." | ||
) | ||
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@property | ||
def stream(self) -> bool: | ||
"""Returns whether the model is in stream mode, which sends partial | ||
results each time. | ||
Returns: | ||
bool: Whether the model is in stream mode. | ||
""" | ||
return self.model_config_dict.get('stream', False) |
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