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- import json
- import logging
- import mimetypes
- from collections.abc import Generator
- from os import listdir, path
- from threading import Lock
- from typing import Any, Union
- from flask import current_app
- from core.agent.entities import AgentToolEntity
- from core.app.entities.app_invoke_entities import InvokeFrom
- from core.helper.module_import_helper import load_single_subclass_from_source
- from core.model_runtime.utils.encoders import jsonable_encoder
- from core.tools.entities.api_entities import UserToolProvider, UserToolProviderTypeLiteral
- from core.tools.entities.common_entities import I18nObject
- from core.tools.entities.tool_entities import (
- ApiProviderAuthType,
- ToolInvokeFrom,
- ToolParameter,
- )
- from core.tools.errors import ToolProviderNotFoundError
- from core.tools.provider.api_tool_provider import ApiToolProviderController
- from core.tools.provider.builtin._positions import BuiltinToolProviderSort
- from core.tools.provider.builtin_tool_provider import BuiltinToolProviderController
- from core.tools.tool.api_tool import ApiTool
- from core.tools.tool.builtin_tool import BuiltinTool
- from core.tools.tool.tool import Tool
- from core.tools.tool_label_manager import ToolLabelManager
- from core.tools.utils.configuration import (
- ToolConfigurationManager,
- ToolParameterConfigurationManager,
- )
- from core.tools.utils.tool_parameter_converter import ToolParameterConverter
- from core.workflow.nodes.tool.entities import ToolEntity
- from extensions.ext_database import db
- from models.tools import ApiToolProvider, BuiltinToolProvider, WorkflowToolProvider
- from services.tools.tools_transform_service import ToolTransformService
- logger = logging.getLogger(__name__)
- class ToolManager:
- _builtin_provider_lock = Lock()
- _builtin_providers = {}
- _builtin_providers_loaded = False
- _builtin_tools_labels = {}
- @classmethod
- def get_builtin_provider(cls, provider: str) -> BuiltinToolProviderController:
- """
- get the builtin provider
- :param provider: the name of the provider
- :return: the provider
- """
- if len(cls._builtin_providers) == 0:
- # init the builtin providers
- cls.load_builtin_providers_cache()
- if provider not in cls._builtin_providers:
- raise ToolProviderNotFoundError(f'builtin provider {provider} not found')
- return cls._builtin_providers[provider]
- @classmethod
- def get_builtin_tool(cls, provider: str, tool_name: str) -> BuiltinTool:
- """
- get the builtin tool
- :param provider: the name of the provider
- :param tool_name: the name of the tool
- :return: the provider, the tool
- """
- provider_controller = cls.get_builtin_provider(provider)
- tool = provider_controller.get_tool(tool_name)
- return tool
- @classmethod
- def get_tool(cls, provider_type: str, provider_id: str, tool_name: str, tenant_id: str = None) \
- -> Union[BuiltinTool, ApiTool]:
- """
- get the tool
- :param provider_type: the type of the provider
- :param provider_name: the name of the provider
- :param tool_name: the name of the tool
- :return: the tool
- """
- if provider_type == 'builtin':
- return cls.get_builtin_tool(provider_id, tool_name)
- elif provider_type == 'api':
- if tenant_id is None:
- raise ValueError('tenant id is required for api provider')
- api_provider, _ = cls.get_api_provider_controller(tenant_id, provider_id)
- return api_provider.get_tool(tool_name)
- elif provider_type == 'app':
- raise NotImplementedError('app provider not implemented')
- else:
- raise ToolProviderNotFoundError(f'provider type {provider_type} not found')
- @classmethod
- def get_tool_runtime(cls, provider_type: str,
- provider_id: str,
- tool_name: str,
- tenant_id: str,
- invoke_from: InvokeFrom = InvokeFrom.DEBUGGER,
- tool_invoke_from: ToolInvokeFrom = ToolInvokeFrom.AGENT) \
- -> Union[BuiltinTool, ApiTool]:
- """
- get the tool runtime
- :param provider_type: the type of the provider
- :param provider_name: the name of the provider
- :param tool_name: the name of the tool
- :return: the tool
- """
- if provider_type == 'builtin':
- builtin_tool = cls.get_builtin_tool(provider_id, tool_name)
- # check if the builtin tool need credentials
- provider_controller = cls.get_builtin_provider(provider_id)
- if not provider_controller.need_credentials:
- return builtin_tool.fork_tool_runtime(runtime={
- 'tenant_id': tenant_id,
- 'credentials': {},
- 'invoke_from': invoke_from,
- 'tool_invoke_from': tool_invoke_from,
- })
- # get credentials
- builtin_provider: BuiltinToolProvider = db.session.query(BuiltinToolProvider).filter(
- BuiltinToolProvider.tenant_id == tenant_id,
- BuiltinToolProvider.provider == provider_id,
- ).first()
- if builtin_provider is None:
- raise ToolProviderNotFoundError(f'builtin provider {provider_id} not found')
- # decrypt the credentials
- credentials = builtin_provider.credentials
- controller = cls.get_builtin_provider(provider_id)
- tool_configuration = ToolConfigurationManager(tenant_id=tenant_id, provider_controller=controller)
- decrypted_credentials = tool_configuration.decrypt_tool_credentials(credentials)
- return builtin_tool.fork_tool_runtime(runtime={
- 'tenant_id': tenant_id,
- 'credentials': decrypted_credentials,
- 'runtime_parameters': {},
- 'invoke_from': invoke_from,
- 'tool_invoke_from': tool_invoke_from,
- })
-
- elif provider_type == 'api':
- if tenant_id is None:
- raise ValueError('tenant id is required for api provider')
- api_provider, credentials = cls.get_api_provider_controller(tenant_id, provider_id)
- # decrypt the credentials
- tool_configuration = ToolConfigurationManager(tenant_id=tenant_id, provider_controller=api_provider)
- decrypted_credentials = tool_configuration.decrypt_tool_credentials(credentials)
- return api_provider.get_tool(tool_name).fork_tool_runtime(runtime={
- 'tenant_id': tenant_id,
- 'credentials': decrypted_credentials,
- 'invoke_from': invoke_from,
- 'tool_invoke_from': tool_invoke_from,
- })
- elif provider_type == 'workflow':
- workflow_provider = db.session.query(WorkflowToolProvider).filter(
- WorkflowToolProvider.tenant_id == tenant_id,
- WorkflowToolProvider.id == provider_id
- ).first()
- if workflow_provider is None:
- raise ToolProviderNotFoundError(f'workflow provider {provider_id} not found')
- controller = ToolTransformService.workflow_provider_to_controller(
- db_provider=workflow_provider
- )
- return controller.get_tools(user_id=None, tenant_id=workflow_provider.tenant_id)[0].fork_tool_runtime(runtime={
- 'tenant_id': tenant_id,
- 'credentials': {},
- 'invoke_from': invoke_from,
- 'tool_invoke_from': tool_invoke_from,
- })
- elif provider_type == 'app':
- raise NotImplementedError('app provider not implemented')
- else:
- raise ToolProviderNotFoundError(f'provider type {provider_type} not found')
- @classmethod
- def _init_runtime_parameter(cls, parameter_rule: ToolParameter, parameters: dict) -> Union[str, int, float, bool]:
- """
- init runtime parameter
- """
- parameter_value = parameters.get(parameter_rule.name)
- if not parameter_value:
- # get default value
- parameter_value = parameter_rule.default
- if not parameter_value and parameter_rule.required:
- raise ValueError(f"tool parameter {parameter_rule.name} not found in tool config")
- if parameter_rule.type == ToolParameter.ToolParameterType.SELECT:
- # check if tool_parameter_config in options
- options = list(map(lambda x: x.value, parameter_rule.options))
- if parameter_value is not None and parameter_value not in options:
- raise ValueError(
- f"tool parameter {parameter_rule.name} value {parameter_value} not in options {options}")
- return ToolParameterConverter.cast_parameter_by_type(parameter_value, parameter_rule.type)
- @classmethod
- def get_agent_tool_runtime(cls, tenant_id: str, app_id: str, agent_tool: AgentToolEntity, invoke_from: InvokeFrom = InvokeFrom.DEBUGGER) -> Tool:
- """
- get the agent tool runtime
- """
- tool_entity = cls.get_tool_runtime(
- provider_type=agent_tool.provider_type,
- provider_id=agent_tool.provider_id,
- tool_name=agent_tool.tool_name,
- tenant_id=tenant_id,
- invoke_from=invoke_from,
- tool_invoke_from=ToolInvokeFrom.AGENT
- )
- runtime_parameters = {}
- parameters = tool_entity.get_all_runtime_parameters()
- for parameter in parameters:
- # check file types
- if parameter.type == ToolParameter.ToolParameterType.FILE:
- raise ValueError(f"file type parameter {parameter.name} not supported in agent")
- if parameter.form == ToolParameter.ToolParameterForm.FORM:
- # save tool parameter to tool entity memory
- value = cls._init_runtime_parameter(parameter, agent_tool.tool_parameters)
- runtime_parameters[parameter.name] = value
- # decrypt runtime parameters
- encryption_manager = ToolParameterConfigurationManager(
- tenant_id=tenant_id,
- tool_runtime=tool_entity,
- provider_name=agent_tool.provider_id,
- provider_type=agent_tool.provider_type,
- identity_id=f'AGENT.{app_id}'
- )
- runtime_parameters = encryption_manager.decrypt_tool_parameters(runtime_parameters)
- tool_entity.runtime.runtime_parameters.update(runtime_parameters)
- return tool_entity
- @classmethod
- def get_workflow_tool_runtime(cls, tenant_id: str, app_id: str, node_id: str, workflow_tool: ToolEntity, invoke_from: InvokeFrom = InvokeFrom.DEBUGGER) -> Tool:
- """
- get the workflow tool runtime
- """
- tool_entity = cls.get_tool_runtime(
- provider_type=workflow_tool.provider_type,
- provider_id=workflow_tool.provider_id,
- tool_name=workflow_tool.tool_name,
- tenant_id=tenant_id,
- invoke_from=invoke_from,
- tool_invoke_from=ToolInvokeFrom.WORKFLOW
- )
- runtime_parameters = {}
- parameters = tool_entity.get_all_runtime_parameters()
- for parameter in parameters:
- # save tool parameter to tool entity memory
- if parameter.form == ToolParameter.ToolParameterForm.FORM:
- value = cls._init_runtime_parameter(parameter, workflow_tool.tool_configurations)
- runtime_parameters[parameter.name] = value
- # decrypt runtime parameters
- encryption_manager = ToolParameterConfigurationManager(
- tenant_id=tenant_id,
- tool_runtime=tool_entity,
- provider_name=workflow_tool.provider_id,
- provider_type=workflow_tool.provider_type,
- identity_id=f'WORKFLOW.{app_id}.{node_id}'
- )
- if runtime_parameters:
- runtime_parameters = encryption_manager.decrypt_tool_parameters(runtime_parameters)
- tool_entity.runtime.runtime_parameters.update(runtime_parameters)
- return tool_entity
- @classmethod
- def get_builtin_provider_icon(cls, provider: str) -> tuple[str, str]:
- """
- get the absolute path of the icon of the builtin provider
- :param provider: the name of the provider
- :return: the absolute path of the icon, the mime type of the icon
- """
- # get provider
- provider_controller = cls.get_builtin_provider(provider)
- absolute_path = path.join(path.dirname(path.realpath(__file__)), 'provider', 'builtin', provider, '_assets',
- provider_controller.identity.icon)
- # check if the icon exists
- if not path.exists(absolute_path):
- raise ToolProviderNotFoundError(f'builtin provider {provider} icon not found')
- # get the mime type
- mime_type, _ = mimetypes.guess_type(absolute_path)
- mime_type = mime_type or 'application/octet-stream'
- return absolute_path, mime_type
- @classmethod
- def list_builtin_providers(cls) -> Generator[BuiltinToolProviderController, None, None]:
- # use cache first
- if cls._builtin_providers_loaded:
- yield from list(cls._builtin_providers.values())
- return
-
- with cls._builtin_provider_lock:
- if cls._builtin_providers_loaded:
- yield from list(cls._builtin_providers.values())
- return
-
- yield from cls._list_builtin_providers()
-
- @classmethod
- def _list_builtin_providers(cls) -> Generator[BuiltinToolProviderController, None, None]:
- """
- list all the builtin providers
- """
- for provider in listdir(path.join(path.dirname(path.realpath(__file__)), 'provider', 'builtin')):
- if provider.startswith('__'):
- continue
- if path.isdir(path.join(path.dirname(path.realpath(__file__)), 'provider', 'builtin', provider)):
- if provider.startswith('__'):
- continue
- # init provider
- try:
- provider_class = load_single_subclass_from_source(
- module_name=f'core.tools.provider.builtin.{provider}.{provider}',
- script_path=path.join(path.dirname(path.realpath(__file__)),
- 'provider', 'builtin', provider, f'{provider}.py'),
- parent_type=BuiltinToolProviderController)
- provider: BuiltinToolProviderController = provider_class()
- cls._builtin_providers[provider.identity.name] = provider
- for tool in provider.get_tools():
- cls._builtin_tools_labels[tool.identity.name] = tool.identity.label
- yield provider
- except Exception as e:
- logger.error(f'load builtin provider {provider} error: {e}')
- continue
- # set builtin providers loaded
- cls._builtin_providers_loaded = True
- @classmethod
- def load_builtin_providers_cache(cls):
- for _ in cls.list_builtin_providers():
- pass
- @classmethod
- def clear_builtin_providers_cache(cls):
- cls._builtin_providers = {}
- cls._builtin_providers_loaded = False
- @classmethod
- def get_tool_label(cls, tool_name: str) -> Union[I18nObject, None]:
- """
- get the tool label
- :param tool_name: the name of the tool
- :return: the label of the tool
- """
- if len(cls._builtin_tools_labels) == 0:
- # init the builtin providers
- cls.load_builtin_providers_cache()
- if tool_name not in cls._builtin_tools_labels:
- return None
- return cls._builtin_tools_labels[tool_name]
- @classmethod
- def user_list_providers(cls, user_id: str, tenant_id: str, typ: UserToolProviderTypeLiteral) -> list[UserToolProvider]:
- result_providers: dict[str, UserToolProvider] = {}
- filters = []
- if not typ:
- filters.extend(['builtin', 'api', 'workflow'])
- else:
- filters.append(typ)
- if 'builtin' in filters:
- # get builtin providers
- builtin_providers = cls.list_builtin_providers()
- # get db builtin providers
- db_builtin_providers: list[BuiltinToolProvider] = db.session.query(BuiltinToolProvider). \
- filter(BuiltinToolProvider.tenant_id == tenant_id).all()
- find_db_builtin_provider = lambda provider: next(
- (x for x in db_builtin_providers if x.provider == provider),
- None
- )
- # append builtin providers
- for provider in builtin_providers:
- user_provider = ToolTransformService.builtin_provider_to_user_provider(
- provider_controller=provider,
- db_provider=find_db_builtin_provider(provider.identity.name),
- decrypt_credentials=False
- )
- result_providers[provider.identity.name] = user_provider
- # get db api providers
- if 'api' in filters:
- db_api_providers: list[ApiToolProvider] = db.session.query(ApiToolProvider). \
- filter(ApiToolProvider.tenant_id == tenant_id).all()
- api_provider_controllers = [{
- 'provider': provider,
- 'controller': ToolTransformService.api_provider_to_controller(provider)
- } for provider in db_api_providers]
- # get labels
- labels = ToolLabelManager.get_tools_labels([x['controller'] for x in api_provider_controllers])
- for api_provider_controller in api_provider_controllers:
- user_provider = ToolTransformService.api_provider_to_user_provider(
- provider_controller=api_provider_controller['controller'],
- db_provider=api_provider_controller['provider'],
- decrypt_credentials=False,
- labels=labels.get(api_provider_controller['controller'].provider_id, [])
- )
- result_providers[f'api_provider.{user_provider.name}'] = user_provider
- if 'workflow' in filters:
- # get workflow providers
- workflow_providers: list[WorkflowToolProvider] = db.session.query(WorkflowToolProvider). \
- filter(WorkflowToolProvider.tenant_id == tenant_id).all()
- workflow_provider_controllers = []
- for provider in workflow_providers:
- try:
- workflow_provider_controllers.append(
- ToolTransformService.workflow_provider_to_controller(db_provider=provider)
- )
- except Exception as e:
- # app has been deleted
- pass
- labels = ToolLabelManager.get_tools_labels(workflow_provider_controllers)
- for provider_controller in workflow_provider_controllers:
- user_provider = ToolTransformService.workflow_provider_to_user_provider(
- provider_controller=provider_controller,
- labels=labels.get(provider_controller.provider_id, []),
- )
- result_providers[f'workflow_provider.{user_provider.name}'] = user_provider
- return BuiltinToolProviderSort.sort(list(result_providers.values()))
- @classmethod
- def get_api_provider_controller(cls, tenant_id: str, provider_id: str) -> tuple[
- ApiToolProviderController, dict[str, Any]]:
- """
- get the api provider
- :param provider_name: the name of the provider
- :return: the provider controller, the credentials
- """
- provider: ApiToolProvider = db.session.query(ApiToolProvider).filter(
- ApiToolProvider.id == provider_id,
- ApiToolProvider.tenant_id == tenant_id,
- ).first()
- if provider is None:
- raise ToolProviderNotFoundError(f'api provider {provider_id} not found')
- controller = ApiToolProviderController.from_db(
- provider,
- ApiProviderAuthType.API_KEY if provider.credentials['auth_type'] == 'api_key' else
- ApiProviderAuthType.NONE
- )
- controller.load_bundled_tools(provider.tools)
- return controller, provider.credentials
- @classmethod
- def user_get_api_provider(cls, provider: str, tenant_id: str) -> dict:
- """
- get api provider
- """
- """
- get tool provider
- """
- provider: ApiToolProvider = db.session.query(ApiToolProvider).filter(
- ApiToolProvider.tenant_id == tenant_id,
- ApiToolProvider.name == provider,
- ).first()
- if provider is None:
- raise ValueError(f'you have not added provider {provider}')
- try:
- credentials = json.loads(provider.credentials_str) or {}
- except:
- credentials = {}
- # package tool provider controller
- controller = ApiToolProviderController.from_db(
- provider, ApiProviderAuthType.API_KEY if credentials['auth_type'] == 'api_key' else ApiProviderAuthType.NONE
- )
- # init tool configuration
- tool_configuration = ToolConfigurationManager(tenant_id=tenant_id, provider_controller=controller)
- decrypted_credentials = tool_configuration.decrypt_tool_credentials(credentials)
- masked_credentials = tool_configuration.mask_tool_credentials(decrypted_credentials)
- try:
- icon = json.loads(provider.icon)
- except:
- icon = {
- "background": "#252525",
- "content": "\ud83d\ude01"
- }
- # add tool labels
- labels = ToolLabelManager.get_tool_labels(controller)
- return jsonable_encoder({
- 'schema_type': provider.schema_type,
- 'schema': provider.schema,
- 'tools': provider.tools,
- 'icon': icon,
- 'description': provider.description,
- 'credentials': masked_credentials,
- 'privacy_policy': provider.privacy_policy,
- 'custom_disclaimer': provider.custom_disclaimer,
- 'labels': labels,
- })
- @classmethod
- def get_tool_icon(cls, tenant_id: str, provider_type: str, provider_id: str) -> Union[str, dict]:
- """
- get the tool icon
- :param tenant_id: the id of the tenant
- :param provider_type: the type of the provider
- :param provider_id: the id of the provider
- :return:
- """
- provider_type = provider_type
- provider_id = provider_id
- if provider_type == 'builtin':
- return (current_app.config.get("CONSOLE_API_URL")
- + "/console/api/workspaces/current/tool-provider/builtin/"
- + provider_id
- + "/icon")
- elif provider_type == 'api':
- try:
- provider: ApiToolProvider = db.session.query(ApiToolProvider).filter(
- ApiToolProvider.tenant_id == tenant_id,
- ApiToolProvider.id == provider_id
- )
- return json.loads(provider.icon)
- except:
- return {
- "background": "#252525",
- "content": "\ud83d\ude01"
- }
- elif provider_type == 'workflow':
- provider: WorkflowToolProvider = db.session.query(WorkflowToolProvider).filter(
- WorkflowToolProvider.tenant_id == tenant_id,
- WorkflowToolProvider.id == provider_id
- ).first()
- if provider is None:
- raise ToolProviderNotFoundError(f'workflow provider {provider_id} not found')
- return json.loads(provider.icon)
- else:
- raise ValueError(f"provider type {provider_type} not found")
- ToolManager.load_builtin_providers_cache()
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