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144 lines
4.1 KiB
Python
144 lines
4.1 KiB
Python
# Source: https://github.com/QwenLM/Qwen-Agent/blob/main/qwen_agent/llm/schema.py
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from typing import List, Literal, Optional, Tuple, Union
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from pydantic import BaseModel, field_validator, model_validator
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class BaseModelCompatibleDict(BaseModel):
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def __getitem__(self, item):
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return getattr(self, item)
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def __setitem__(self, key, value):
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setattr(self, key, value)
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def model_dump(self, **kwargs):
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if "exclude_none" not in kwargs:
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kwargs["exclude_none"] = True
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return super().model_dump(**kwargs)
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def model_dump_json(self, **kwargs):
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if "exclude_none" not in kwargs:
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kwargs["exclude_none"] = True
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return super().model_dump_json(**kwargs)
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def get(self, key, default=None):
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try:
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return getattr(self, key)
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except AttributeError:
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return default
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def __str__(self):
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return f"{self.model_dump()}"
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class FunctionCall(BaseModelCompatibleDict):
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name: str
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arguments: str
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def __init__(self, name: str, arguments: str):
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super().__init__(name=name, arguments=arguments)
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def __repr__(self):
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return f"FunctionCall({self.model_dump()})"
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class ContentItem(BaseModelCompatibleDict):
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text: Optional[str] = None
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image: Optional[str] = None
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file: Optional[str] = None
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audio: Optional[Union[str, dict]] = None
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video: Optional[Union[str, list]] = None
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def __init__(
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self,
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text: Optional[str] = None,
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image: Optional[str] = None,
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file: Optional[str] = None,
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audio: Optional[Union[str, dict]] = None,
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video: Optional[Union[str, list]] = None,
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):
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super().__init__(text=text, image=image, file=file, audio=audio, video=video)
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@model_validator(mode="after")
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def check_exclusivity(self):
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provided_fields = 0
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if self.text is not None:
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provided_fields += 1
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if self.image:
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provided_fields += 1
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if self.file:
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provided_fields += 1
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if self.audio:
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provided_fields += 1
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if self.video:
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provided_fields += 1
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if provided_fields != 1:
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raise ValueError(
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"Exactly one of 'text', 'image', 'file', 'audio', or 'video' must be provided."
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)
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return self
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def __repr__(self):
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return f"ContentItem({self.model_dump()})"
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def get_type_and_value(
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self,
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) -> Tuple[Literal["text", "image", "file", "audio", "video"], str]:
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((t, v),) = self.model_dump().items()
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assert t in ("text", "image", "file", "audio", "video")
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return t, v
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@property
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def type(self) -> Literal["text", "image", "file", "audio", "video"]:
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t, _ = self.get_type_and_value()
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return t
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@property
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def value(self) -> str:
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_, v = self.get_type_and_value()
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return v
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class Message(BaseModelCompatibleDict):
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role: str
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content: Union[str, List[ContentItem]]
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reasoning_content: Optional[Union[str, List[ContentItem]]] = None
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name: Optional[str] = None
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function_call: Optional[FunctionCall] = None
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extra: Optional[dict] = None
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def __init__(
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self,
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role: str,
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content: Union[str, List[ContentItem]],
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reasoning_content: Optional[Union[str, List[ContentItem]]] = None,
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name: Optional[str] = None,
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function_call: Optional[FunctionCall] = None,
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extra: Optional[dict] = None,
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**kwargs,
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):
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if content is None:
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content = ""
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if reasoning_content is None:
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reasoning_content = ""
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super().__init__(
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role=role,
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content=content,
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reasoning_content=reasoning_content,
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name=name,
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function_call=function_call,
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extra=extra,
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)
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def __repr__(self):
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return f"Message({self.model_dump()})"
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@field_validator("role")
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def role_checker(cls, value: str) -> str:
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values = ["system", "user", "assistant", "function"]
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if value not in values:
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raise ValueError(f'{value} must be one of {",".join(values)}')
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return value
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