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222
api/core/datasource/__base/tool.py
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222
api/core/datasource/__base/tool.py
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from abc import ABC, abstractmethod
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from collections.abc import Generator
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from copy import deepcopy
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from typing import TYPE_CHECKING, Any, Optional
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if TYPE_CHECKING:
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from models.model import File
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from core.tools.__base.tool_runtime import ToolRuntime
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from core.tools.entities.tool_entities import (
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ToolEntity,
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ToolInvokeMessage,
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ToolParameter,
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ToolProviderType,
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)
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class Tool(ABC):
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"""
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The base class of a tool
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"""
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entity: ToolEntity
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runtime: ToolRuntime
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def __init__(self, entity: ToolEntity, runtime: ToolRuntime) -> None:
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self.entity = entity
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self.runtime = runtime
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def fork_tool_runtime(self, runtime: ToolRuntime) -> "Tool":
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"""
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fork a new tool with metadata
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:return: the new tool
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"""
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return self.__class__(
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entity=self.entity.model_copy(),
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runtime=runtime,
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)
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@abstractmethod
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def tool_provider_type(self) -> ToolProviderType:
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"""
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get the tool provider type
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:return: the tool provider type
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"""
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def invoke(
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self,
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user_id: str,
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tool_parameters: dict[str, Any],
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conversation_id: Optional[str] = None,
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app_id: Optional[str] = None,
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message_id: Optional[str] = None,
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) -> Generator[ToolInvokeMessage]:
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if self.runtime and self.runtime.runtime_parameters:
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tool_parameters.update(self.runtime.runtime_parameters)
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# try parse tool parameters into the correct type
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tool_parameters = self._transform_tool_parameters_type(tool_parameters)
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result = self._invoke(
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user_id=user_id,
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tool_parameters=tool_parameters,
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conversation_id=conversation_id,
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app_id=app_id,
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message_id=message_id,
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)
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if isinstance(result, ToolInvokeMessage):
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def single_generator() -> Generator[ToolInvokeMessage, None, None]:
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yield result
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return single_generator()
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elif isinstance(result, list):
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def generator() -> Generator[ToolInvokeMessage, None, None]:
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yield from result
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return generator()
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else:
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return result
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def _transform_tool_parameters_type(self, tool_parameters: dict[str, Any]) -> dict[str, Any]:
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"""
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Transform tool parameters type
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"""
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# Temp fix for the issue that the tool parameters will be converted to empty while validating the credentials
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result = deepcopy(tool_parameters)
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for parameter in self.entity.parameters or []:
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if parameter.name in tool_parameters:
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result[parameter.name] = parameter.type.cast_value(tool_parameters[parameter.name])
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return result
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@abstractmethod
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def _invoke(
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self,
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user_id: str,
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tool_parameters: dict[str, Any],
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conversation_id: Optional[str] = None,
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app_id: Optional[str] = None,
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message_id: Optional[str] = None,
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) -> ToolInvokeMessage | list[ToolInvokeMessage] | Generator[ToolInvokeMessage, None, None]:
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pass
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def get_runtime_parameters(
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self,
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conversation_id: Optional[str] = None,
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app_id: Optional[str] = None,
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message_id: Optional[str] = None,
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) -> list[ToolParameter]:
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"""
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get the runtime parameters
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interface for developer to dynamic change the parameters of a tool depends on the variables pool
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:return: the runtime parameters
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"""
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return self.entity.parameters
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def get_merged_runtime_parameters(
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self,
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conversation_id: Optional[str] = None,
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app_id: Optional[str] = None,
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message_id: Optional[str] = None,
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) -> list[ToolParameter]:
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"""
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get merged runtime parameters
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:return: merged runtime parameters
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"""
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parameters = self.entity.parameters
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parameters = parameters.copy()
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user_parameters = self.get_runtime_parameters() or []
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user_parameters = user_parameters.copy()
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# override parameters
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for parameter in user_parameters:
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# check if parameter in tool parameters
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for tool_parameter in parameters:
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if tool_parameter.name == parameter.name:
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# override parameter
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tool_parameter.type = parameter.type
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tool_parameter.form = parameter.form
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tool_parameter.required = parameter.required
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tool_parameter.default = parameter.default
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tool_parameter.options = parameter.options
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tool_parameter.llm_description = parameter.llm_description
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break
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else:
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# add new parameter
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parameters.append(parameter)
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return parameters
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def create_image_message(
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self,
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image: str,
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) -> ToolInvokeMessage:
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"""
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create an image message
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:param image: the url of the image
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:return: the image message
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"""
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return ToolInvokeMessage(
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type=ToolInvokeMessage.MessageType.IMAGE, message=ToolInvokeMessage.TextMessage(text=image)
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)
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def create_file_message(self, file: "File") -> ToolInvokeMessage:
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return ToolInvokeMessage(
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type=ToolInvokeMessage.MessageType.FILE,
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message=ToolInvokeMessage.FileMessage(),
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meta={"file": file},
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)
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def create_link_message(self, link: str) -> ToolInvokeMessage:
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"""
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create a link message
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:param link: the url of the link
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:return: the link message
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"""
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return ToolInvokeMessage(
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type=ToolInvokeMessage.MessageType.LINK, message=ToolInvokeMessage.TextMessage(text=link)
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)
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def create_text_message(self, text: str) -> ToolInvokeMessage:
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"""
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create a text message
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:param text: the text
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:return: the text message
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"""
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return ToolInvokeMessage(
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type=ToolInvokeMessage.MessageType.TEXT,
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message=ToolInvokeMessage.TextMessage(text=text),
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)
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def create_blob_message(self, blob: bytes, meta: Optional[dict] = None) -> ToolInvokeMessage:
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"""
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create a blob message
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:param blob: the blob
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:param meta: the meta info of blob object
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:return: the blob message
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"""
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return ToolInvokeMessage(
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type=ToolInvokeMessage.MessageType.BLOB,
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message=ToolInvokeMessage.BlobMessage(blob=blob),
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meta=meta,
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)
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def create_json_message(self, object: dict) -> ToolInvokeMessage:
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"""
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create a json message
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"""
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return ToolInvokeMessage(
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type=ToolInvokeMessage.MessageType.JSON, message=ToolInvokeMessage.JsonMessage(json_object=object)
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)
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