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