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- from enum import Enum
- from typing import Any, Optional, Union, cast
- from pydantic import BaseModel, Field
- from core.tools.entities.common_entities import I18nObject
- class ToolProviderType(Enum):
- """
- Enum class for tool provider
- """
- BUILT_IN = "built-in"
- DATASET_RETRIEVAL = "dataset-retrieval"
- APP_BASED = "app-based"
- API_BASED = "api-based"
- @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"
- IMAGE_LINK = "image_link"
- type: MessageType = MessageType.TEXT
- """
- plain text, image url or link url
- """
- message: Union[str, bytes] = None
- meta: dict[str, Any] = None
- 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 = ''
- class ToolParameterOption(BaseModel):
- value: str = Field(..., description="The value of the option")
- label: I18nObject = Field(..., description="The label of the option")
- class ToolParameter(BaseModel):
- class ToolParameterType(Enum):
- STRING = "string"
- NUMBER = "number"
- BOOLEAN = "boolean"
- SELECT = "select"
- SECRET_INPUT = "secret-input"
- 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: I18nObject = Field(..., description="The description 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[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")
- 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.dict() 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: 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 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,
- }
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