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			418 lines
		
	
	
		
			14 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
			
		
		
	
	
			418 lines
		
	
	
		
			14 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
| from enum import Enum
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| from typing import Any, Optional, Union, cast
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| 
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| from pydantic import BaseModel, Field, field_validator
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| 
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| from core.tools.entities.common_entities import I18nObject
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| 
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| 
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| class ToolLabelEnum(Enum):
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|     SEARCH = 'search'
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|     IMAGE = 'image'
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|     VIDEOS = 'videos'
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|     WEATHER = 'weather'
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|     FINANCE = 'finance'
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|     DESIGN = 'design'
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|     TRAVEL = 'travel'
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|     SOCIAL = 'social'
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|     NEWS = 'news'
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|     MEDICAL = 'medical'
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|     PRODUCTIVITY = 'productivity'
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|     EDUCATION = 'education'
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|     BUSINESS = 'business'
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|     ENTERTAINMENT = 'entertainment'
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|     UTILITIES = 'utilities'
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|     OTHER = 'other'
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| 
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| class ToolProviderType(Enum):
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|     """
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|         Enum class for tool provider
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|     """
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|     BUILT_IN = "builtin"
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|     WORKFLOW = "workflow"
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|     API = "api"
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|     APP = "app"
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|     DATASET_RETRIEVAL = "dataset-retrieval"
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| 
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|     @classmethod
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|     def value_of(cls, value: str) -> 'ToolProviderType':
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|         """
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|         Get value of given mode.
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| 
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|         :param value: mode value
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|         :return: mode
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|         """
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|         for mode in cls:
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|             if mode.value == value:
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|                 return mode
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|         raise ValueError(f'invalid mode value {value}')
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|     
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| class ApiProviderSchemaType(Enum):
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|     """
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|     Enum class for api provider schema type.
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|     """
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|     OPENAPI = "openapi"
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|     SWAGGER = "swagger"
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|     OPENAI_PLUGIN = "openai_plugin"
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|     OPENAI_ACTIONS = "openai_actions"
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| 
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|     @classmethod
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|     def value_of(cls, value: str) -> 'ApiProviderSchemaType':
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|         """
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|         Get value of given mode.
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| 
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|         :param value: mode value
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|         :return: mode
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|         """
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|         for mode in cls:
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|             if mode.value == value:
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|                 return mode
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|         raise ValueError(f'invalid mode value {value}')
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|     
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| class ApiProviderAuthType(Enum):
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|     """
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|     Enum class for api provider auth type.
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|     """
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|     NONE = "none"
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|     API_KEY = "api_key"
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| 
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|     @classmethod
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|     def value_of(cls, value: str) -> 'ApiProviderAuthType':
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|         """
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|         Get value of given mode.
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| 
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|         :param value: mode value
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|         :return: mode
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|         """
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|         for mode in cls:
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|             if mode.value == value:
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|                 return mode
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|         raise ValueError(f'invalid mode value {value}')
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| 
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| class ToolInvokeMessage(BaseModel):
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|     class MessageType(Enum):
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|         TEXT = "text"
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|         IMAGE = "image"
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|         LINK = "link"
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|         BLOB = "blob"
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|         JSON = "json"
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|         IMAGE_LINK = "image_link"
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|         FILE_VAR = "file_var"
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| 
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|     type: MessageType = MessageType.TEXT
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|     """
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|         plain text, image url or link url
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|     """
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|     message: Union[str, bytes, dict] = None
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|     meta: dict[str, Any] = None
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|     save_as: str = ''
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| 
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| class ToolInvokeMessageBinary(BaseModel):
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|     mimetype: str = Field(..., description="The mimetype of the binary")
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|     url: str = Field(..., description="The url of the binary")
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|     save_as: str = ''
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|     file_var: Optional[dict[str, Any]] = None
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| 
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| class ToolParameterOption(BaseModel):
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|     value: str = Field(..., description="The value of the option")
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|     label: I18nObject = Field(..., description="The label of the option")
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| 
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|     @field_validator('value', mode='before')
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|     @classmethod
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|     def transform_id_to_str(cls, value) -> str:
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|         if not isinstance(value, str):
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|             return str(value)
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|         else:
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|             return value
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| 
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| 
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| class ToolParameter(BaseModel):
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|     class ToolParameterType(str, Enum):
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|         STRING = "string"
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|         NUMBER = "number"
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|         BOOLEAN = "boolean"
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|         SELECT = "select"
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|         SECRET_INPUT = "secret-input"
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|         FILE = "file"
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| 
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|     class ToolParameterForm(Enum):
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|         SCHEMA = "schema" # should be set while adding tool
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|         FORM = "form"     # should be set before invoking tool
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|         LLM = "llm"       # will be set by LLM
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| 
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|     name: str = Field(..., description="The name of the parameter")
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|     label: I18nObject = Field(..., description="The label presented to the user")
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|     human_description: I18nObject = Field(..., description="The description presented to the user")
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|     type: ToolParameterType = Field(..., description="The type of the parameter")
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|     form: ToolParameterForm = Field(..., description="The form of the parameter, schema/form/llm")
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|     llm_description: Optional[str] = None
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|     required: Optional[bool] = False
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|     default: Optional[Union[int, str]] = None
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|     min: Optional[Union[float, int]] = None
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|     max: Optional[Union[float, int]] = None
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|     options: Optional[list[ToolParameterOption]] = None
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| 
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|     @classmethod
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|     def get_simple_instance(cls, 
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|                        name: str, llm_description: str, type: ToolParameterType, 
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|                        required: bool, options: Optional[list[str]] = None) -> 'ToolParameter':
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|         """
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|             get a simple tool parameter
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| 
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|             :param name: the name of the parameter
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|             :param llm_description: the description presented to the LLM
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|             :param type: the type of the parameter
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|             :param required: if the parameter is required
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|             :param options: the options of the parameter
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|         """
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|         # convert options to ToolParameterOption
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|         if options:
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|             options = [ToolParameterOption(value=option, label=I18nObject(en_US=option, zh_Hans=option)) for option in options]
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|         return cls(
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|             name=name,
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|             label=I18nObject(en_US='', zh_Hans=''),
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|             human_description=I18nObject(en_US='', zh_Hans=''),
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|             type=type,
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|             form=cls.ToolParameterForm.LLM,
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|             llm_description=llm_description,
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|             required=required,
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|             options=options,
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|         )
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| 
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| class ToolProviderIdentity(BaseModel):
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|     author: str = Field(..., description="The author of the tool")
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|     name: str = Field(..., description="The name of the tool")
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|     description: I18nObject = Field(..., description="The description of the tool")
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|     icon: str = Field(..., description="The icon of the tool")
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|     label: I18nObject = Field(..., description="The label of the tool")
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|     tags: Optional[list[ToolLabelEnum]] = Field(default=[], description="The tags of the tool", )
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| 
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| class ToolDescription(BaseModel):
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|     human: I18nObject = Field(..., description="The description presented to the user")
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|     llm: str = Field(..., description="The description presented to the LLM")
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| 
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| class ToolIdentity(BaseModel):
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|     author: str = Field(..., description="The author of the tool")
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|     name: str = Field(..., description="The name of the tool")
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|     label: I18nObject = Field(..., description="The label of the tool")
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|     provider: str = Field(..., description="The provider of the tool")
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|     icon: Optional[str] = None
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| 
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| class ToolCredentialsOption(BaseModel):
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|     value: str = Field(..., description="The value of the option")
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|     label: I18nObject = Field(..., description="The label of the option")
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| 
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| class ToolProviderCredentials(BaseModel):
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|     class CredentialsType(Enum):
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|         SECRET_INPUT = "secret-input"
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|         TEXT_INPUT = "text-input"
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|         SELECT = "select"
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|         BOOLEAN = "boolean"
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| 
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|         @classmethod
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|         def value_of(cls, value: str) -> "ToolProviderCredentials.CredentialsType":
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|             """
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|             Get value of given mode.
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| 
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|             :param value: mode value
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|             :return: mode
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|             """
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|             for mode in cls:
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|                 if mode.value == value:
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|                     return mode
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|             raise ValueError(f'invalid mode value {value}')
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|         
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|         @staticmethod
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|         def default(value: str) -> str:
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|             return ""
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| 
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|     name: str = Field(..., description="The name of the credentials")
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|     type: CredentialsType = Field(..., description="The type of the credentials")
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|     required: bool = False
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|     default: Optional[Union[int, str]] = None
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|     options: Optional[list[ToolCredentialsOption]] = None
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|     label: Optional[I18nObject] = None
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|     help: Optional[I18nObject] = None
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|     url: Optional[str] = None
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|     placeholder: Optional[I18nObject] = None
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| 
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|     def to_dict(self) -> dict:
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|         return {
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|             'name': self.name,
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|             'type': self.type.value,
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|             'required': self.required,
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|             'default': self.default,
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|             'options': self.options,
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|             'help': self.help.to_dict() if self.help else None,
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|             'label': self.label.to_dict(),
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|             'url': self.url,
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|             'placeholder': self.placeholder.to_dict() if self.placeholder else None,
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|         }
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| 
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| class ToolRuntimeVariableType(Enum):
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|     TEXT = "text"
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|     IMAGE = "image"
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| 
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| class ToolRuntimeVariable(BaseModel):
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|     type: ToolRuntimeVariableType = Field(..., description="The type of the variable")
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|     name: str = Field(..., description="The name of the variable")
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|     position: int = Field(..., description="The position of the variable")
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|     tool_name: str = Field(..., description="The name of the tool")
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| 
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| class ToolRuntimeTextVariable(ToolRuntimeVariable):
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|     value: str = Field(..., description="The value of the variable")
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| 
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| class ToolRuntimeImageVariable(ToolRuntimeVariable):
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|     value: str = Field(..., description="The path of the image")
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| 
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| class ToolRuntimeVariablePool(BaseModel):
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|     conversation_id: str = Field(..., description="The conversation id")
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|     user_id: str = Field(..., description="The user id")
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|     tenant_id: str = Field(..., description="The tenant id of assistant")
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| 
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|     pool: list[ToolRuntimeVariable] = Field(..., description="The pool of variables")
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| 
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|     def __init__(self, **data: Any):
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|         pool = data.get('pool', [])
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|         # convert pool into correct type
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|         for index, variable in enumerate(pool):
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|             if variable['type'] == ToolRuntimeVariableType.TEXT.value:
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|                 pool[index] = ToolRuntimeTextVariable(**variable)
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|             elif variable['type'] == ToolRuntimeVariableType.IMAGE.value:
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|                 pool[index] = ToolRuntimeImageVariable(**variable)
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|         super().__init__(**data)
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| 
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|     def dict(self) -> dict:
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|         return {
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|             'conversation_id': self.conversation_id,
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|             'user_id': self.user_id,
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|             'tenant_id': self.tenant_id,
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|             'pool': [variable.model_dump() for variable in self.pool],
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|         }
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|     
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|     def set_text(self, tool_name: str, name: str, value: str) -> None:
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|         """
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|             set a text variable
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|         """
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|         for variable in self.pool:
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|             if variable.name == name:
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|                 if variable.type == ToolRuntimeVariableType.TEXT:
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|                     variable = cast(ToolRuntimeTextVariable, variable)
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|                     variable.value = value
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|                     return
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|                 
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|         variable = ToolRuntimeTextVariable(
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|             type=ToolRuntimeVariableType.TEXT,
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|             name=name,
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|             position=len(self.pool),
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|             tool_name=tool_name,
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|             value=value,
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|         )
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| 
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|         self.pool.append(variable)
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| 
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|     def set_file(self, tool_name: str, value: str, name: str = None) -> None:
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|         """
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|             set an image variable
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| 
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|             :param tool_name: the name of the tool
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|             :param value: the id of the file
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|         """
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|         # check how many image variables are there
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|         image_variable_count = 0
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|         for variable in self.pool:
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|             if variable.type == ToolRuntimeVariableType.IMAGE:
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|                 image_variable_count += 1
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| 
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|         if name is None:
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|             name = f"file_{image_variable_count}"
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| 
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|         for variable in self.pool:
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|             if variable.name == name:
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|                 if variable.type == ToolRuntimeVariableType.IMAGE:
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|                     variable = cast(ToolRuntimeImageVariable, variable)
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|                     variable.value = value
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|                     return
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|                 
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|         variable = ToolRuntimeImageVariable(
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|             type=ToolRuntimeVariableType.IMAGE,
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|             name=name,
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|             position=len(self.pool),
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|             tool_name=tool_name,
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|             value=value,
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|         )
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| 
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|         self.pool.append(variable)
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| 
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| class ModelToolPropertyKey(Enum):
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|     IMAGE_PARAMETER_NAME = "image_parameter_name"
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| 
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| class ModelToolConfiguration(BaseModel):
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|     """
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|     Model tool configuration
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|     """
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|     type: str = Field(..., description="The type of the model tool")
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|     model: str = Field(..., description="The model")
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|     label: I18nObject = Field(..., description="The label of the model tool")
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|     properties: dict[ModelToolPropertyKey, Any] = Field(..., description="The properties of the model tool")
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| 
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| class ModelToolProviderConfiguration(BaseModel):
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|     """
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|     Model tool provider configuration
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|     """
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|     provider: str = Field(..., description="The provider of the model tool")
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|     models: list[ModelToolConfiguration] = Field(..., description="The models of the model tool")
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|     label: I18nObject = Field(..., description="The label of the model tool")
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| 
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| 
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| class WorkflowToolParameterConfiguration(BaseModel):
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|     """
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|     Workflow tool configuration
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|     """
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|     name: str = Field(..., description="The name of the parameter")
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|     description: str = Field(..., description="The description of the parameter")
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|     form: ToolParameter.ToolParameterForm = Field(..., description="The form of the parameter")
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| 
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| class ToolInvokeMeta(BaseModel):
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|     """
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|     Tool invoke meta
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|     """
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|     time_cost: float = Field(..., description="The time cost of the tool invoke")
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|     error: Optional[str] = None
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|     tool_config: Optional[dict] = None
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| 
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|     @classmethod
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|     def empty(cls) -> 'ToolInvokeMeta':
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|         """
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|         Get an empty instance of ToolInvokeMeta
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|         """
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|         return cls(time_cost=0.0, error=None, tool_config={})
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|     
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|     @classmethod
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|     def error_instance(cls, error: str) -> 'ToolInvokeMeta':
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|         """
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|         Get an instance of ToolInvokeMeta with error
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|         """
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|         return cls(time_cost=0.0, error=error, tool_config={})
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|     
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|     def to_dict(self) -> dict:
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|         return {
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|             'time_cost': self.time_cost,
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|             'error': self.error,
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|             'tool_config': self.tool_config,
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|         }
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|     
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| class ToolLabel(BaseModel):
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|     """
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|     Tool label
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|     """
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|     name: str = Field(..., description="The name of the tool")
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|     label: I18nObject = Field(..., description="The label of the tool")
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|     icon: str = Field(..., description="The icon of the tool")
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| 
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| class ToolInvokeFrom(Enum):
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|     """
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|     Enum class for tool invoke
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|     """
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|     WORKFLOW = "workflow"
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|     AGENT = "agent" | 
