- import base64
 - import enum
 - from collections.abc import Mapping
 - from enum import Enum
 - from typing import Any, Optional, Union
 - 
 - from pydantic import BaseModel, ConfigDict, Field, ValidationInfo, field_serializer, field_validator, model_validator
 - 
 - from core.entities.provider_entities import ProviderConfig
 - from core.plugin.entities.parameters import (
 -     MCPServerParameterType,
 -     PluginParameter,
 -     PluginParameterOption,
 -     PluginParameterType,
 -     as_normal_type,
 -     cast_parameter_value,
 -     init_frontend_parameter,
 - )
 - from core.rag.entities.citation_metadata import RetrievalSourceMetadata
 - from core.tools.entities.common_entities import I18nObject
 - from core.tools.entities.constants import TOOL_SELECTOR_MODEL_IDENTITY
 - 
 - 
 - 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.StrEnum):
 -     """
 -     Enum class for tool provider
 -     """
 - 
 -     PLUGIN = "plugin"
 -     BUILT_IN = "builtin"
 -     WORKFLOW = "workflow"
 -     API = "api"
 -     APP = "app"
 -     DATASET_RETRIEVAL = "dataset-retrieval"
 -     MCP = "mcp"
 - 
 -     @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_HEADER = "api_key_header"
 -     API_KEY_QUERY = "api_key_query"
 - 
 -     @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 TextMessage(BaseModel):
 -         text: str
 - 
 -     class JsonMessage(BaseModel):
 -         json_object: dict
 - 
 -     class BlobMessage(BaseModel):
 -         blob: bytes
 - 
 -     class BlobChunkMessage(BaseModel):
 -         id: str = Field(..., description="The id of the blob")
 -         sequence: int = Field(..., description="The sequence of the chunk")
 -         total_length: int = Field(..., description="The total length of the blob")
 -         blob: bytes = Field(..., description="The blob data of the chunk")
 -         end: bool = Field(..., description="Whether the chunk is the last chunk")
 - 
 -     class FileMessage(BaseModel):
 -         pass
 - 
 -     class VariableMessage(BaseModel):
 -         variable_name: str = Field(..., description="The name of the variable")
 -         variable_value: Any = Field(..., description="The value of the variable")
 -         stream: bool = Field(default=False, description="Whether the variable is streamed")
 - 
 -         @model_validator(mode="before")
 -         @classmethod
 -         def transform_variable_value(cls, values) -> Any:
 -             """
 -             Only basic types and lists are allowed.
 -             """
 -             value = values.get("variable_value")
 -             if not isinstance(value, dict | list | str | int | float | bool):
 -                 raise ValueError("Only basic types and lists are allowed.")
 - 
 -             # if stream is true, the value must be a string
 -             if values.get("stream"):
 -                 if not isinstance(value, str):
 -                     raise ValueError("When 'stream' is True, 'variable_value' must be a string.")
 - 
 -             return values
 - 
 -         @field_validator("variable_name", mode="before")
 -         @classmethod
 -         def transform_variable_name(cls, value: str) -> str:
 -             """
 -             The variable name must be a string.
 -             """
 -             if value in {"json", "text", "files"}:
 -                 raise ValueError(f"The variable name '{value}' is reserved.")
 -             return value
 - 
 -     class LogMessage(BaseModel):
 -         class LogStatus(Enum):
 -             START = "start"
 -             ERROR = "error"
 -             SUCCESS = "success"
 - 
 -         id: str
 -         label: str = Field(..., description="The label of the log")
 -         parent_id: Optional[str] = Field(default=None, description="Leave empty for root log")
 -         error: Optional[str] = Field(default=None, description="The error message")
 -         status: LogStatus = Field(..., description="The status of the log")
 -         data: Mapping[str, Any] = Field(..., description="Detailed log data")
 -         metadata: Optional[Mapping[str, Any]] = Field(default=None, description="The metadata of the log")
 - 
 -     class RetrieverResourceMessage(BaseModel):
 -         retriever_resources: list[RetrievalSourceMetadata] = Field(..., description="retriever resources")
 -         context: str = Field(..., description="context")
 - 
 -     class MessageType(Enum):
 -         TEXT = "text"
 -         IMAGE = "image"
 -         LINK = "link"
 -         BLOB = "blob"
 -         JSON = "json"
 -         IMAGE_LINK = "image_link"
 -         BINARY_LINK = "binary_link"
 -         VARIABLE = "variable"
 -         FILE = "file"
 -         LOG = "log"
 -         BLOB_CHUNK = "blob_chunk"
 -         RETRIEVER_RESOURCES = "retriever_resources"
 - 
 -     type: MessageType = MessageType.TEXT
 -     """
 -         plain text, image url or link url
 -     """
 -     message: (
 -         JsonMessage
 -         | TextMessage
 -         | BlobChunkMessage
 -         | BlobMessage
 -         | LogMessage
 -         | FileMessage
 -         | None
 -         | VariableMessage
 -         | RetrieverResourceMessage
 -     )
 -     meta: dict[str, Any] | None = None
 - 
 -     @field_validator("message", mode="before")
 -     @classmethod
 -     def decode_blob_message(cls, v):
 -         if isinstance(v, dict) and "blob" in v:
 -             try:
 -                 v["blob"] = base64.b64decode(v["blob"])
 -             except Exception:
 -                 pass
 -         return v
 - 
 -     @field_serializer("message")
 -     def serialize_message(self, v):
 -         if isinstance(v, self.BlobMessage):
 -             return {"blob": base64.b64encode(v.blob).decode("utf-8")}
 -         return v
 - 
 - 
 - class ToolInvokeMessageBinary(BaseModel):
 -     mimetype: str = Field(..., description="The mimetype of the binary")
 -     url: str = Field(..., description="The url of the binary")
 -     file_var: Optional[dict[str, Any]] = None
 - 
 - 
 - class ToolParameter(PluginParameter):
 -     """
 -     Overrides type
 -     """
 - 
 -     class ToolParameterType(enum.StrEnum):
 -         """
 -         removes TOOLS_SELECTOR from PluginParameterType
 -         """
 - 
 -         STRING = PluginParameterType.STRING.value
 -         NUMBER = PluginParameterType.NUMBER.value
 -         BOOLEAN = PluginParameterType.BOOLEAN.value
 -         SELECT = PluginParameterType.SELECT.value
 -         SECRET_INPUT = PluginParameterType.SECRET_INPUT.value
 -         FILE = PluginParameterType.FILE.value
 -         FILES = PluginParameterType.FILES.value
 -         APP_SELECTOR = PluginParameterType.APP_SELECTOR.value
 -         MODEL_SELECTOR = PluginParameterType.MODEL_SELECTOR.value
 -         ANY = PluginParameterType.ANY.value
 -         DYNAMIC_SELECT = PluginParameterType.DYNAMIC_SELECT.value
 - 
 -         # MCP object and array type parameters
 -         ARRAY = MCPServerParameterType.ARRAY.value
 -         OBJECT = MCPServerParameterType.OBJECT.value
 - 
 -         # deprecated, should not use.
 -         SYSTEM_FILES = PluginParameterType.SYSTEM_FILES.value
 - 
 -         def as_normal_type(self):
 -             return as_normal_type(self)
 - 
 -         def cast_value(self, value: Any):
 -             return cast_parameter_value(self, value)
 - 
 -     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
 - 
 -     type: ToolParameterType = Field(..., description="The type of the parameter")
 -     human_description: Optional[I18nObject] = Field(default=None, description="The description presented to the user")
 -     form: ToolParameterForm = Field(..., description="The form of the parameter, schema/form/llm")
 -     llm_description: Optional[str] = None
 -     # MCP object and array type parameters use this field to store the schema
 -     input_schema: Optional[dict] = None
 - 
 -     @classmethod
 -     def get_simple_instance(
 -         cls,
 -         name: str,
 -         llm_description: str,
 -         typ: 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 typ: 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:
 -             option_objs = [
 -                 PluginParameterOption(value=option, label=I18nObject(en_US=option, zh_Hans=option))
 -                 for option in options
 -             ]
 -         else:
 -             option_objs = []
 - 
 -         return cls(
 -             name=name,
 -             label=I18nObject(en_US="", zh_Hans=""),
 -             placeholder=None,
 -             human_description=I18nObject(en_US="", zh_Hans=""),
 -             type=typ,
 -             form=cls.ToolParameterForm.LLM,
 -             llm_description=llm_description,
 -             required=required,
 -             options=option_objs,
 -         )
 - 
 -     def init_frontend_parameter(self, value: Any):
 -         return init_frontend_parameter(self, self.type, value)
 - 
 - 
 - 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")
 -     icon_dark: Optional[str] = Field(default=None, description="The dark 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 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 ToolDescription(BaseModel):
 -     human: I18nObject = Field(..., description="The description presented to the user")
 -     llm: str = Field(..., description="The description presented to the LLM")
 - 
 - 
 - class ToolEntity(BaseModel):
 -     identity: ToolIdentity
 -     parameters: list[ToolParameter] = Field(default_factory=list)
 -     description: Optional[ToolDescription] = None
 -     output_schema: Optional[dict] = None
 -     has_runtime_parameters: bool = Field(default=False, description="Whether the tool has runtime parameters")
 - 
 -     # pydantic configs
 -     model_config = ConfigDict(protected_namespaces=())
 - 
 -     @field_validator("parameters", mode="before")
 -     @classmethod
 -     def set_parameters(cls, v, validation_info: ValidationInfo) -> list[ToolParameter]:
 -         return v or []
 - 
 - 
 - class OAuthSchema(BaseModel):
 -     client_schema: list[ProviderConfig] = Field(default_factory=list, description="The schema of the OAuth client")
 -     credentials_schema: list[ProviderConfig] = Field(
 -         default_factory=list, description="The schema of the OAuth credentials"
 -     )
 - 
 - 
 - class ToolProviderEntity(BaseModel):
 -     identity: ToolProviderIdentity
 -     plugin_id: Optional[str] = None
 -     credentials_schema: list[ProviderConfig] = Field(default_factory=list)
 -     oauth_schema: Optional[OAuthSchema] = None
 - 
 - 
 - class ToolProviderEntityWithPlugin(ToolProviderEntity):
 -     tools: list[ToolEntity] = Field(default_factory=list)
 - 
 - 
 - 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"
 -     PLUGIN = "plugin"
 - 
 - 
 - class ToolSelector(BaseModel):
 -     dify_model_identity: str = TOOL_SELECTOR_MODEL_IDENTITY
 - 
 -     class Parameter(BaseModel):
 -         name: str = Field(..., description="The name of the parameter")
 -         type: ToolParameter.ToolParameterType = Field(..., description="The type of the parameter")
 -         required: bool = Field(..., description="Whether the parameter is required")
 -         description: str = Field(..., description="The description of the parameter")
 -         default: Optional[Union[int, float, str]] = None
 -         options: Optional[list[PluginParameterOption]] = None
 - 
 -     provider_id: str = Field(..., description="The id of the provider")
 -     credential_id: Optional[str] = Field(default=None, description="The id of the credential")
 -     tool_name: str = Field(..., description="The name of the tool")
 -     tool_description: str = Field(..., description="The description of the tool")
 -     tool_configuration: Mapping[str, Any] = Field(..., description="Configuration, type form")
 -     tool_parameters: Mapping[str, Parameter] = Field(..., description="Parameters, type llm")
 - 
 -     def to_plugin_parameter(self) -> dict[str, Any]:
 -         return self.model_dump()
 - 
 - 
 - class CredentialType(enum.StrEnum):
 -     API_KEY = "api-key"
 -     OAUTH2 = "oauth2"
 - 
 -     def get_name(self):
 -         if self == CredentialType.API_KEY:
 -             return "API KEY"
 -         elif self == CredentialType.OAUTH2:
 -             return "AUTH"
 -         else:
 -             return self.value.replace("-", " ").upper()
 - 
 -     def is_editable(self):
 -         return self == CredentialType.API_KEY
 - 
 -     def is_validate_allowed(self):
 -         return self == CredentialType.API_KEY
 - 
 -     @classmethod
 -     def values(cls):
 -         return [item.value for item in cls]
 - 
 -     @classmethod
 -     def of(cls, credential_type: str) -> "CredentialType":
 -         type_name = credential_type.lower()
 -         if type_name == "api-key":
 -             return cls.API_KEY
 -         elif type_name == "oauth2":
 -             return cls.OAUTH2
 -         else:
 -             raise ValueError(f"Invalid credential type: {credential_type}")
 
 
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