dify/api/core/tools/provider/tool_provider.py
2024-09-26 11:24:03 +08:00

198 lines
8.5 KiB
Python

from abc import ABC, abstractmethod
from typing import Any, Optional
from pydantic import BaseModel
from core.tools.entities.tool_entities import (
ToolParameter,
ToolProviderCredentials,
ToolProviderIdentity,
ToolProviderType,
)
from core.tools.errors import ToolNotFoundError, ToolParameterValidationError, ToolProviderCredentialValidationError
from core.tools.tool.tool import Tool
from core.tools.utils.tool_parameter_converter import ToolParameterConverter
class ToolProviderController(BaseModel, ABC):
identity: Optional[ToolProviderIdentity] = None
tools: Optional[list[Tool]] = None
credentials_schema: Optional[dict[str, ToolProviderCredentials]] = None
def get_credentials_schema(self) -> dict[str, ToolProviderCredentials]:
"""
returns the credentials schema of the provider
:return: the credentials schema
"""
return self.credentials_schema.copy()
@abstractmethod
def get_tools(self) -> list[Tool]:
"""
returns a list of tools that the provider can provide
:return: list of tools
"""
pass
@abstractmethod
def get_tool(self, tool_name: str) -> Tool:
"""
returns a tool that the provider can provide
:return: tool
"""
pass
def get_parameters(self, tool_name: str) -> list[ToolParameter]:
"""
returns the parameters of the tool
:param tool_name: the name of the tool, defined in `get_tools`
:return: list of parameters
"""
tool = next(filter(lambda x: x.identity.name == tool_name, self.get_tools()), None)
if tool is None:
raise ToolNotFoundError(f"tool {tool_name} not found")
return tool.parameters
@property
def provider_type(self) -> ToolProviderType:
"""
returns the type of the provider
:return: type of the provider
"""
return ToolProviderType.BUILT_IN
def validate_parameters(self, tool_id: int, tool_name: str, tool_parameters: dict[str, Any]) -> None:
"""
validate the parameters of the tool and set the default value if needed
:param tool_name: the name of the tool, defined in `get_tools`
:param tool_parameters: the parameters of the tool
"""
tool_parameters_schema = self.get_parameters(tool_name)
tool_parameters_need_to_validate: dict[str, ToolParameter] = {}
for parameter in tool_parameters_schema:
tool_parameters_need_to_validate[parameter.name] = parameter
for parameter in tool_parameters:
if parameter not in tool_parameters_need_to_validate:
raise ToolParameterValidationError(f"parameter {parameter} not found in tool {tool_name}")
# check type
parameter_schema = tool_parameters_need_to_validate[parameter]
if parameter_schema.type == ToolParameter.ToolParameterType.STRING:
if not isinstance(tool_parameters[parameter], str):
raise ToolParameterValidationError(f"parameter {parameter} should be string")
elif parameter_schema.type == ToolParameter.ToolParameterType.NUMBER:
if not isinstance(tool_parameters[parameter], int | float):
raise ToolParameterValidationError(f"parameter {parameter} should be number")
if parameter_schema.min is not None and tool_parameters[parameter] < parameter_schema.min:
raise ToolParameterValidationError(
f"parameter {parameter} should be greater than {parameter_schema.min}"
)
if parameter_schema.max is not None and tool_parameters[parameter] > parameter_schema.max:
raise ToolParameterValidationError(
f"parameter {parameter} should be less than {parameter_schema.max}"
)
elif parameter_schema.type == ToolParameter.ToolParameterType.BOOLEAN:
if not isinstance(tool_parameters[parameter], bool):
raise ToolParameterValidationError(f"parameter {parameter} should be boolean")
elif parameter_schema.type == ToolParameter.ToolParameterType.SELECT:
if not isinstance(tool_parameters[parameter], str):
raise ToolParameterValidationError(f"parameter {parameter} should be string")
options = parameter_schema.options
if not isinstance(options, list):
raise ToolParameterValidationError(f"parameter {parameter} options should be list")
if tool_parameters[parameter] not in [x.value for x in options]:
raise ToolParameterValidationError(f"parameter {parameter} should be one of {options}")
tool_parameters_need_to_validate.pop(parameter)
for parameter in tool_parameters_need_to_validate:
parameter_schema = tool_parameters_need_to_validate[parameter]
if parameter_schema.required:
raise ToolParameterValidationError(f"parameter {parameter} is required")
# the parameter is not set currently, set the default value if needed
if parameter_schema.default is not None:
tool_parameters[parameter] = ToolParameterConverter.cast_parameter_by_type(
parameter_schema.default, parameter_schema.type
)
def validate_credentials_format(self, credentials: dict[str, Any]) -> None:
"""
validate the format of the credentials of the provider and set the default value if needed
:param credentials: the credentials of the tool
"""
credentials_schema = self.credentials_schema
if credentials_schema is None:
return
credentials_need_to_validate: dict[str, ToolProviderCredentials] = {}
for credential_name in credentials_schema:
credentials_need_to_validate[credential_name] = credentials_schema[credential_name]
for credential_name in credentials:
if credential_name not in credentials_need_to_validate:
raise ToolProviderCredentialValidationError(
f"credential {credential_name} not found in provider {self.identity.name}"
)
# check type
credential_schema = credentials_need_to_validate[credential_name]
if not credential_schema.required and credentials[credential_name] is None:
continue
if credential_schema.type in {
ToolProviderCredentials.CredentialsType.SECRET_INPUT,
ToolProviderCredentials.CredentialsType.TEXT_INPUT,
}:
if not isinstance(credentials[credential_name], str):
raise ToolProviderCredentialValidationError(f"credential {credential_name} should be string")
elif credential_schema.type == ToolProviderCredentials.CredentialsType.SELECT:
if not isinstance(credentials[credential_name], str):
raise ToolProviderCredentialValidationError(f"credential {credential_name} should be string")
options = credential_schema.options
if not isinstance(options, list):
raise ToolProviderCredentialValidationError(f"credential {credential_name} options should be list")
if credentials[credential_name] not in [x.value for x in options]:
raise ToolProviderCredentialValidationError(
f"credential {credential_name} should be one of {options}"
)
credentials_need_to_validate.pop(credential_name)
for credential_name in credentials_need_to_validate:
credential_schema = credentials_need_to_validate[credential_name]
if credential_schema.required:
raise ToolProviderCredentialValidationError(f"credential {credential_name} is required")
# the credential is not set currently, set the default value if needed
if credential_schema.default is not None:
default_value = credential_schema.default
# parse default value into the correct type
if credential_schema.type in {
ToolProviderCredentials.CredentialsType.SECRET_INPUT,
ToolProviderCredentials.CredentialsType.TEXT_INPUT,
ToolProviderCredentials.CredentialsType.SELECT,
}:
default_value = str(default_value)
credentials[credential_name] = default_value