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			438 lines
		
	
	
		
			14 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
			
		
		
	
	
			438 lines
		
	
	
		
			14 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
| import base64
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| import enum
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| from collections.abc import Mapping
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| from enum import Enum
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| from typing import Any, Optional, Union
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| 
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| from pydantic import BaseModel, ConfigDict, Field, ValidationInfo, field_serializer, field_validator, model_validator
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| 
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| from core.entities.provider_entities import ProviderConfig
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| from core.plugin.entities.parameters import (
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|     PluginParameter,
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|     PluginParameterOption,
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|     PluginParameterType,
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|     as_normal_type,
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|     cast_parameter_value,
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|     init_frontend_parameter,
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| )
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| from core.tools.entities.common_entities import I18nObject
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| from core.tools.entities.constants import TOOL_SELECTOR_MODEL_IDENTITY
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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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| 
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| class ToolProviderType(enum.StrEnum):
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|     """
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|     Enum class for tool provider
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|     """
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| 
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|     PLUGIN = "plugin"
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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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| 
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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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| 
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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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| 
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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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| 
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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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| 
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| class ToolInvokeMessage(BaseModel):
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|     class TextMessage(BaseModel):
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|         text: str
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| 
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|     class JsonMessage(BaseModel):
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|         json_object: dict
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| 
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|     class BlobMessage(BaseModel):
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|         blob: bytes
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| 
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|     class BlobChunkMessage(BaseModel):
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|         id: str = Field(..., description="The id of the blob")
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|         sequence: int = Field(..., description="The sequence of the chunk")
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|         total_length: int = Field(..., description="The total length of the blob")
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|         blob: bytes = Field(..., description="The blob data of the chunk")
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|         end: bool = Field(..., description="Whether the chunk is the last chunk")
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| 
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|     class FileMessage(BaseModel):
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|         pass
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| 
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|     class VariableMessage(BaseModel):
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|         variable_name: str = Field(..., description="The name of the variable")
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|         variable_value: Any = Field(..., description="The value of the variable")
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|         stream: bool = Field(default=False, description="Whether the variable is streamed")
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| 
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|         @model_validator(mode="before")
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|         @classmethod
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|         def transform_variable_value(cls, values) -> Any:
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|             """
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|             Only basic types and lists are allowed.
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|             """
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|             value = values.get("variable_value")
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|             if not isinstance(value, dict | list | str | int | float | bool):
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|                 raise ValueError("Only basic types and lists are allowed.")
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| 
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|             # if stream is true, the value must be a string
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|             if values.get("stream"):
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|                 if not isinstance(value, str):
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|                     raise ValueError("When 'stream' is True, 'variable_value' must be a string.")
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| 
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|             return values
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| 
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|         @field_validator("variable_name", mode="before")
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|         @classmethod
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|         def transform_variable_name(cls, value: str) -> str:
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|             """
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|             The variable name must be a string.
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|             """
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|             if value in {"json", "text", "files"}:
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|                 raise ValueError(f"The variable name '{value}' is reserved.")
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|             return value
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| 
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|     class LogMessage(BaseModel):
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|         class LogStatus(Enum):
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|             START = "start"
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|             ERROR = "error"
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|             SUCCESS = "success"
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| 
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|         id: str
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|         label: str = Field(..., description="The label of the log")
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|         parent_id: Optional[str] = Field(default=None, description="Leave empty for root log")
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|         error: Optional[str] = Field(default=None, description="The error message")
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|         status: LogStatus = Field(..., description="The status of the log")
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|         data: Mapping[str, Any] = Field(..., description="Detailed log data")
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|         metadata: Optional[Mapping[str, Any]] = Field(default=None, description="The metadata of the log")
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| 
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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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|         BINARY_LINK = "binary_link"
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|         VARIABLE = "variable"
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|         FILE = "file"
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|         LOG = "log"
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|         BLOB_CHUNK = "blob_chunk"
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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: (
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|         JsonMessage | TextMessage | BlobChunkMessage | BlobMessage | LogMessage | FileMessage | None | VariableMessage
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|     )
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|     meta: dict[str, Any] | None = None
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| 
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|     @field_validator("message", mode="before")
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|     @classmethod
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|     def decode_blob_message(cls, v):
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|         if isinstance(v, dict) and "blob" in v:
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|             try:
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|                 v["blob"] = base64.b64decode(v["blob"])
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|             except Exception:
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|                 pass
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|         return v
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| 
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|     @field_serializer("message")
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|     def serialize_message(self, v):
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|         if isinstance(v, self.BlobMessage):
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|             return {"blob": base64.b64encode(v.blob).decode("utf-8")}
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|         return v
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| 
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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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|     file_var: Optional[dict[str, Any]] = None
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| 
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| 
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| class ToolParameter(PluginParameter):
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|     """
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|     Overrides type
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|     """
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| 
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|     class ToolParameterType(enum.StrEnum):
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|         """
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|         removes TOOLS_SELECTOR from PluginParameterType
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|         """
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| 
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|         STRING = PluginParameterType.STRING.value
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|         NUMBER = PluginParameterType.NUMBER.value
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|         BOOLEAN = PluginParameterType.BOOLEAN.value
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|         SELECT = PluginParameterType.SELECT.value
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|         SECRET_INPUT = PluginParameterType.SECRET_INPUT.value
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|         FILE = PluginParameterType.FILE.value
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|         FILES = PluginParameterType.FILES.value
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|         APP_SELECTOR = PluginParameterType.APP_SELECTOR.value
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|         MODEL_SELECTOR = PluginParameterType.MODEL_SELECTOR.value
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| 
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|         # deprecated, should not use.
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|         SYSTEM_FILES = PluginParameterType.SYSTEM_FILES.value
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| 
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|         def as_normal_type(self):
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|             return as_normal_type(self)
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| 
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|         def cast_value(self, value: Any):
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|             return cast_parameter_value(self, value)
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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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|     type: ToolParameterType = Field(..., description="The type of the parameter")
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|     human_description: Optional[I18nObject] = Field(default=None, description="The description presented to the user")
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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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| 
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|     @classmethod
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|     def get_simple_instance(
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|         cls,
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|         name: str,
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|         llm_description: str,
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|         typ: ToolParameterType,
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|         required: bool,
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|         options: Optional[list[str]] = None,
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|     ) -> "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 typ: 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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|         # FIXME fix the type error
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|         if options:
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|             option_objs = [
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|                 PluginParameterOption(value=option, label=I18nObject(en_US=option, zh_Hans=option))
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|                 for option in options
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|             ]
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|         else:
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|             option_objs = []
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| 
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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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|             placeholder=None,
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|             human_description=I18nObject(en_US="", zh_Hans=""),
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|             type=typ,
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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=option_objs,
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|         )
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| 
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|     def init_frontend_parameter(self, value: Any):
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|         return init_frontend_parameter(self, self.type, value)
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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(
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|         default=[],
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|         description="The tags of the tool",
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|     )
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| 
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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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| 
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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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| 
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| class ToolEntity(BaseModel):
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|     identity: ToolIdentity
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|     parameters: list[ToolParameter] = Field(default_factory=list)
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|     description: Optional[ToolDescription] = None
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|     output_schema: Optional[dict] = None
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|     has_runtime_parameters: bool = Field(default=False, description="Whether the tool has runtime parameters")
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| 
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|     # pydantic configs
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|     model_config = ConfigDict(protected_namespaces=())
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| 
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|     @field_validator("parameters", mode="before")
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|     @classmethod
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|     def set_parameters(cls, v, validation_info: ValidationInfo) -> list[ToolParameter]:
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|         return v or []
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| 
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| 
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| class ToolProviderEntity(BaseModel):
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|     identity: ToolProviderIdentity
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|     plugin_id: Optional[str] = None
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|     credentials_schema: list[ProviderConfig] = Field(default_factory=list)
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| 
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| 
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| class ToolProviderEntityWithPlugin(ToolProviderEntity):
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|     tools: list[ToolEntity] = Field(default_factory=list)
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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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| 
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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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| 
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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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| 
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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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| 
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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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| 
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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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| 
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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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| 
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|     WORKFLOW = "workflow"
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|     AGENT = "agent"
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|     PLUGIN = "plugin"
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| 
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| 
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| class ToolSelector(BaseModel):
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|     dify_model_identity: str = TOOL_SELECTOR_MODEL_IDENTITY
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| 
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|     class Parameter(BaseModel):
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|         name: str = Field(..., description="The name of the parameter")
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|         type: ToolParameter.ToolParameterType = Field(..., description="The type of the parameter")
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|         required: bool = Field(..., description="Whether the parameter is required")
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|         description: str = Field(..., description="The description of the parameter")
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|         default: Optional[Union[int, float, str]] = None
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|         options: Optional[list[PluginParameterOption]] = None
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| 
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|     provider_id: str = Field(..., description="The id of the provider")
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|     tool_name: str = Field(..., description="The name of the tool")
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|     tool_description: str = Field(..., description="The description of the tool")
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|     tool_configuration: Mapping[str, Any] = Field(..., description="Configuration, type form")
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|     tool_parameters: Mapping[str, Parameter] = Field(..., description="Parameters, type llm")
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| 
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|     def to_plugin_parameter(self) -> dict[str, Any]:
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|         return self.model_dump()
 | 
