- 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 credential_schema == ToolProviderCredentials.CredentialsType.SECRET_INPUT or \
 -                 credential_schema == 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 == ToolProviderCredentials.CredentialsType.SECRET_INPUT or \
 -                     credential_schema.type == ToolProviderCredentials.CredentialsType.TEXT_INPUT or \
 -                     credential_schema.type == ToolProviderCredentials.CredentialsType.SELECT:
 -                     default_value = str(default_value)
 - 
 -                 credentials[credential_name] = default_value
 -     
 
 
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