mirror of
https://github.com/langgenius/dify.git
synced 2024-11-16 19:59:50 +08:00
310 lines
9.8 KiB
Python
310 lines
9.8 KiB
Python
from abc import ABC, abstractmethod
|
|
from enum import Enum
|
|
from typing import Any, Optional, Union
|
|
|
|
from pydantic import BaseModel
|
|
|
|
from core.callback_handler.agent_tool_callback_handler import DifyAgentCallbackHandler
|
|
from core.tools.entities.tool_entities import (
|
|
ToolDescription,
|
|
ToolIdentity,
|
|
ToolInvokeMessage,
|
|
ToolParameter,
|
|
ToolRuntimeImageVariable,
|
|
ToolRuntimeVariable,
|
|
ToolRuntimeVariablePool,
|
|
)
|
|
from core.tools.tool_file_manager import ToolFileManager
|
|
|
|
|
|
class Tool(BaseModel, ABC):
|
|
identity: ToolIdentity = None
|
|
parameters: Optional[list[ToolParameter]] = None
|
|
description: ToolDescription = None
|
|
is_team_authorization: bool = False
|
|
agent_callback: Optional[DifyAgentCallbackHandler] = None
|
|
use_callback: bool = False
|
|
|
|
class Runtime(BaseModel):
|
|
"""
|
|
Meta data of a tool call processing
|
|
"""
|
|
def __init__(self, **data: Any):
|
|
super().__init__(**data)
|
|
if not self.runtime_parameters:
|
|
self.runtime_parameters = {}
|
|
|
|
tenant_id: str = None
|
|
tool_id: str = None
|
|
credentials: dict[str, Any] = None
|
|
runtime_parameters: dict[str, Any] = None
|
|
|
|
runtime: Runtime = None
|
|
variables: ToolRuntimeVariablePool = None
|
|
|
|
def __init__(self, **data: Any):
|
|
super().__init__(**data)
|
|
|
|
if not self.agent_callback:
|
|
self.use_callback = False
|
|
else:
|
|
self.use_callback = True
|
|
|
|
class VARIABLE_KEY(Enum):
|
|
IMAGE = 'image'
|
|
|
|
def fork_tool_runtime(self, meta: dict[str, Any], agent_callback: DifyAgentCallbackHandler = None) -> 'Tool':
|
|
"""
|
|
fork a new tool with meta data
|
|
|
|
:param meta: the meta data of a tool call processing, tenant_id is required
|
|
:return: the new tool
|
|
"""
|
|
return self.__class__(
|
|
identity=self.identity.copy() if self.identity else None,
|
|
parameters=self.parameters.copy() if self.parameters else None,
|
|
description=self.description.copy() if self.description else None,
|
|
runtime=Tool.Runtime(**meta),
|
|
agent_callback=agent_callback
|
|
)
|
|
|
|
def load_variables(self, variables: ToolRuntimeVariablePool):
|
|
"""
|
|
load variables from database
|
|
|
|
:param conversation_id: the conversation id
|
|
"""
|
|
self.variables = variables
|
|
|
|
def set_image_variable(self, variable_name: str, image_key: str) -> None:
|
|
"""
|
|
set an image variable
|
|
"""
|
|
if not self.variables:
|
|
return
|
|
|
|
self.variables.set_file(self.identity.name, variable_name, image_key)
|
|
|
|
def set_text_variable(self, variable_name: str, text: str) -> None:
|
|
"""
|
|
set a text variable
|
|
"""
|
|
if not self.variables:
|
|
return
|
|
|
|
self.variables.set_text(self.identity.name, variable_name, text)
|
|
|
|
def get_variable(self, name: Union[str, Enum]) -> Optional[ToolRuntimeVariable]:
|
|
"""
|
|
get a variable
|
|
|
|
:param name: the name of the variable
|
|
:return: the variable
|
|
"""
|
|
if not self.variables:
|
|
return None
|
|
|
|
if isinstance(name, Enum):
|
|
name = name.value
|
|
|
|
for variable in self.variables.pool:
|
|
if variable.name == name:
|
|
return variable
|
|
|
|
return None
|
|
|
|
def get_default_image_variable(self) -> Optional[ToolRuntimeVariable]:
|
|
"""
|
|
get the default image variable
|
|
|
|
:return: the image variable
|
|
"""
|
|
if not self.variables:
|
|
return None
|
|
|
|
return self.get_variable(self.VARIABLE_KEY.IMAGE)
|
|
|
|
def get_variable_file(self, name: Union[str, Enum]) -> Optional[bytes]:
|
|
"""
|
|
get a variable file
|
|
|
|
:param name: the name of the variable
|
|
:return: the variable file
|
|
"""
|
|
variable = self.get_variable(name)
|
|
if not variable:
|
|
return None
|
|
|
|
if not isinstance(variable, ToolRuntimeImageVariable):
|
|
return None
|
|
|
|
message_file_id = variable.value
|
|
# get file binary
|
|
file_binary = ToolFileManager.get_file_binary_by_message_file_id(message_file_id)
|
|
if not file_binary:
|
|
return None
|
|
|
|
return file_binary[0]
|
|
|
|
def list_variables(self) -> list[ToolRuntimeVariable]:
|
|
"""
|
|
list all variables
|
|
|
|
:return: the variables
|
|
"""
|
|
if not self.variables:
|
|
return []
|
|
|
|
return self.variables.pool
|
|
|
|
def list_default_image_variables(self) -> list[ToolRuntimeVariable]:
|
|
"""
|
|
list all image variables
|
|
|
|
:return: the image variables
|
|
"""
|
|
if not self.variables:
|
|
return []
|
|
|
|
result = []
|
|
|
|
for variable in self.variables.pool:
|
|
if variable.name.startswith(self.VARIABLE_KEY.IMAGE.value):
|
|
result.append(variable)
|
|
|
|
return result
|
|
|
|
def invoke(self, user_id: str, tool_parameters: dict[str, Any]) -> list[ToolInvokeMessage]:
|
|
# update tool_parameters
|
|
if self.runtime.runtime_parameters:
|
|
tool_parameters.update(self.runtime.runtime_parameters)
|
|
|
|
# hit callback
|
|
if self.use_callback:
|
|
self.agent_callback.on_tool_start(
|
|
tool_name=self.identity.name,
|
|
tool_inputs=tool_parameters
|
|
)
|
|
|
|
try:
|
|
result = self._invoke(
|
|
user_id=user_id,
|
|
tool_parameters=tool_parameters,
|
|
)
|
|
except Exception as e:
|
|
if self.use_callback:
|
|
self.agent_callback.on_tool_error(e)
|
|
raise e
|
|
|
|
if not isinstance(result, list):
|
|
result = [result]
|
|
|
|
# hit callback
|
|
if self.use_callback:
|
|
self.agent_callback.on_tool_end(
|
|
tool_name=self.identity.name,
|
|
tool_inputs=tool_parameters,
|
|
tool_outputs=self._convert_tool_response_to_str(result)
|
|
)
|
|
|
|
return result
|
|
|
|
def _convert_tool_response_to_str(self, tool_response: list[ToolInvokeMessage]) -> str:
|
|
"""
|
|
Handle tool response
|
|
"""
|
|
result = ''
|
|
for response in tool_response:
|
|
if response.type == ToolInvokeMessage.MessageType.TEXT:
|
|
result += response.message
|
|
elif response.type == ToolInvokeMessage.MessageType.LINK:
|
|
result += f"result link: {response.message}. please tell user to check it."
|
|
elif response.type == ToolInvokeMessage.MessageType.IMAGE_LINK or \
|
|
response.type == ToolInvokeMessage.MessageType.IMAGE:
|
|
result += "image has been created and sent to user already, you should tell user to check it now."
|
|
elif response.type == ToolInvokeMessage.MessageType.BLOB:
|
|
if len(response.message) > 114:
|
|
result += str(response.message[:114]) + '...'
|
|
else:
|
|
result += str(response.message)
|
|
else:
|
|
result += f"tool response: {response.message}."
|
|
|
|
return result
|
|
|
|
@abstractmethod
|
|
def _invoke(self, user_id: str, tool_parameters: dict[str, Any]) -> Union[ToolInvokeMessage, list[ToolInvokeMessage]]:
|
|
pass
|
|
|
|
def validate_credentials(self, credentials: dict[str, Any], parameters: dict[str, Any]) -> None:
|
|
"""
|
|
validate the credentials
|
|
|
|
:param credentials: the credentials
|
|
:param parameters: the parameters
|
|
"""
|
|
pass
|
|
|
|
def get_runtime_parameters(self) -> list[ToolParameter]:
|
|
"""
|
|
get the runtime parameters
|
|
|
|
interface for developer to dynamic change the parameters of a tool depends on the variables pool
|
|
|
|
:return: the runtime parameters
|
|
"""
|
|
return self.parameters
|
|
|
|
def is_tool_available(self) -> bool:
|
|
"""
|
|
check if the tool is available
|
|
|
|
:return: if the tool is available
|
|
"""
|
|
return True
|
|
|
|
def create_image_message(self, image: str, save_as: str = '') -> ToolInvokeMessage:
|
|
"""
|
|
create an image message
|
|
|
|
:param image: the url of the image
|
|
:return: the image message
|
|
"""
|
|
return ToolInvokeMessage(type=ToolInvokeMessage.MessageType.IMAGE,
|
|
message=image,
|
|
save_as=save_as)
|
|
|
|
def create_link_message(self, link: str, save_as: str = '') -> ToolInvokeMessage:
|
|
"""
|
|
create a link message
|
|
|
|
:param link: the url of the link
|
|
:return: the link message
|
|
"""
|
|
return ToolInvokeMessage(type=ToolInvokeMessage.MessageType.LINK,
|
|
message=link,
|
|
save_as=save_as)
|
|
|
|
def create_text_message(self, text: str, save_as: str = '') -> ToolInvokeMessage:
|
|
"""
|
|
create a text message
|
|
|
|
:param text: the text
|
|
:return: the text message
|
|
"""
|
|
return ToolInvokeMessage(type=ToolInvokeMessage.MessageType.TEXT,
|
|
message=text,
|
|
save_as=save_as
|
|
)
|
|
|
|
def create_blob_message(self, blob: bytes, meta: dict = None, save_as: str = '') -> ToolInvokeMessage:
|
|
"""
|
|
create a blob message
|
|
|
|
:param blob: the blob
|
|
:return: the blob message
|
|
"""
|
|
return ToolInvokeMessage(type=ToolInvokeMessage.MessageType.BLOB,
|
|
message=blob, meta=meta,
|
|
save_as=save_as
|
|
) |