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import json |
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import logging |
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import mimetypes |
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from collections.abc import Generator |
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from os import listdir, path |
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from threading import Lock, Thread |
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from typing import Any, Optional, Union |
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|
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from configs import dify_config |
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from core.agent.entities import AgentToolEntity |
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from core.app.entities.app_invoke_entities import InvokeFrom |
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from core.helper.module_import_helper import load_single_subclass_from_source |
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from core.helper.position_helper import is_filtered |
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from core.model_runtime.utils.encoders import jsonable_encoder |
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from core.tools.entities.api_entities import UserToolProvider, UserToolProviderTypeLiteral |
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from core.tools.entities.common_entities import I18nObject |
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from core.tools.entities.tool_entities import ApiProviderAuthType, ToolInvokeFrom, ToolParameter |
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from core.tools.errors import ToolProviderNotFoundError |
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from core.tools.provider.api_tool_provider import ApiToolProviderController |
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from core.tools.provider.builtin._positions import BuiltinToolProviderSort |
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from core.tools.provider.builtin_tool_provider import BuiltinToolProviderController |
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from core.tools.tool.api_tool import ApiTool |
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from core.tools.tool.builtin_tool import BuiltinTool |
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from core.tools.tool.tool import Tool |
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from core.tools.tool_label_manager import ToolLabelManager |
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from core.tools.utils.configuration import ToolConfigurationManager, ToolParameterConfigurationManager |
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from extensions.ext_database import db |
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from models.tools import ApiToolProvider, BuiltinToolProvider, WorkflowToolProvider |
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from services.tools.tools_transform_service import ToolTransformService |
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|
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logger = logging.getLogger(__name__) |
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|
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class ToolManager: |
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_builtin_provider_lock = Lock() |
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_builtin_providers = {} |
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_builtin_providers_loaded = False |
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_builtin_tools_labels = {} |
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|
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@classmethod |
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def get_builtin_provider(cls, provider: str) -> BuiltinToolProviderController: |
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""" |
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get the builtin provider |
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|
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:param provider: the name of the provider |
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:return: the provider |
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""" |
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if len(cls._builtin_providers) == 0: |
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|
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cls.load_builtin_providers_cache() |
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|
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if provider not in cls._builtin_providers: |
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raise ToolProviderNotFoundError(f"builtin provider {provider} not found") |
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|
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return cls._builtin_providers[provider] |
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|
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@classmethod |
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def get_builtin_tool(cls, provider: str, tool_name: str) -> BuiltinTool: |
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""" |
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get the builtin tool |
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|
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:param provider: the name of the provider |
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:param tool_name: the name of the tool |
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|
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:return: the provider, the tool |
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""" |
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provider_controller = cls.get_builtin_provider(provider) |
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tool = provider_controller.get_tool(tool_name) |
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return tool |
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@classmethod |
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def get_tool( |
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cls, provider_type: str, provider_id: str, tool_name: str, tenant_id: Optional[str] = None |
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) -> Union[BuiltinTool, ApiTool]: |
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""" |
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get the tool |
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|
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:param provider_type: the type of the provider |
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:param provider_name: the name of the provider |
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:param tool_name: the name of the tool |
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|
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:return: the tool |
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""" |
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if provider_type == "builtin": |
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return cls.get_builtin_tool(provider_id, tool_name) |
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elif provider_type == "api": |
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if tenant_id is None: |
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raise ValueError("tenant id is required for api provider") |
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api_provider, _ = cls.get_api_provider_controller(tenant_id, provider_id) |
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return api_provider.get_tool(tool_name) |
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elif provider_type == "app": |
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raise NotImplementedError("app provider not implemented") |
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else: |
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raise ToolProviderNotFoundError(f"provider type {provider_type} not found") |
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|
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@classmethod |
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def get_tool_runtime( |
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cls, |
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provider_type: str, |
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provider_id: str, |
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tool_name: str, |
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tenant_id: str, |
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invoke_from: InvokeFrom = InvokeFrom.DEBUGGER, |
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tool_invoke_from: ToolInvokeFrom = ToolInvokeFrom.AGENT, |
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) -> Union[BuiltinTool, ApiTool]: |
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""" |
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get the tool runtime |
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|
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:param provider_type: the type of the provider |
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:param provider_name: the name of the provider |
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:param tool_name: the name of the tool |
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|
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:return: the tool |
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""" |
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if provider_type == "builtin": |
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builtin_tool = cls.get_builtin_tool(provider_id, tool_name) |
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|
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provider_controller = cls.get_builtin_provider(provider_id) |
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if not provider_controller.need_credentials: |
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return builtin_tool.fork_tool_runtime( |
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runtime={ |
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"tenant_id": tenant_id, |
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"credentials": {}, |
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"invoke_from": invoke_from, |
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"tool_invoke_from": tool_invoke_from, |
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} |
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) |
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builtin_provider: BuiltinToolProvider = ( |
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db.session.query(BuiltinToolProvider) |
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.filter( |
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BuiltinToolProvider.tenant_id == tenant_id, |
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BuiltinToolProvider.provider == provider_id, |
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) |
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.first() |
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) |
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|
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if builtin_provider is None: |
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raise ToolProviderNotFoundError(f"builtin provider {provider_id} not found") |
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credentials = builtin_provider.credentials |
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controller = cls.get_builtin_provider(provider_id) |
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tool_configuration = ToolConfigurationManager(tenant_id=tenant_id, provider_controller=controller) |
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|
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decrypted_credentials = tool_configuration.decrypt_tool_credentials(credentials) |
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|
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return builtin_tool.fork_tool_runtime( |
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runtime={ |
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"tenant_id": tenant_id, |
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"credentials": decrypted_credentials, |
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"runtime_parameters": {}, |
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"invoke_from": invoke_from, |
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"tool_invoke_from": tool_invoke_from, |
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} |
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) |
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|
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elif provider_type == "api": |
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if tenant_id is None: |
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raise ValueError("tenant id is required for api provider") |
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|
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api_provider, credentials = cls.get_api_provider_controller(tenant_id, provider_id) |
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|
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tool_configuration = ToolConfigurationManager(tenant_id=tenant_id, provider_controller=api_provider) |
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decrypted_credentials = tool_configuration.decrypt_tool_credentials(credentials) |
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|
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return api_provider.get_tool(tool_name).fork_tool_runtime( |
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runtime={ |
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"tenant_id": tenant_id, |
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"credentials": decrypted_credentials, |
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"invoke_from": invoke_from, |
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"tool_invoke_from": tool_invoke_from, |
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} |
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) |
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elif provider_type == "workflow": |
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workflow_provider = ( |
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db.session.query(WorkflowToolProvider) |
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.filter(WorkflowToolProvider.tenant_id == tenant_id, WorkflowToolProvider.id == provider_id) |
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.first() |
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) |
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|
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if workflow_provider is None: |
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raise ToolProviderNotFoundError(f"workflow provider {provider_id} not found") |
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|
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controller = ToolTransformService.workflow_provider_to_controller(db_provider=workflow_provider) |
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|
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return controller.get_tools(user_id=None, tenant_id=workflow_provider.tenant_id)[0].fork_tool_runtime( |
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runtime={ |
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"tenant_id": tenant_id, |
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"credentials": {}, |
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"invoke_from": invoke_from, |
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"tool_invoke_from": tool_invoke_from, |
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} |
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) |
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elif provider_type == "app": |
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raise NotImplementedError("app provider not implemented") |
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else: |
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raise ToolProviderNotFoundError(f"provider type {provider_type} not found") |
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|
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@classmethod |
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def _init_runtime_parameter(cls, parameter_rule: ToolParameter, parameters: dict): |
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""" |
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init runtime parameter |
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""" |
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parameter_value = parameters.get(parameter_rule.name) |
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if not parameter_value and parameter_value != 0: |
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|
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parameter_value = parameter_rule.default |
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if not parameter_value and parameter_rule.required: |
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raise ValueError(f"tool parameter {parameter_rule.name} not found in tool config") |
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|
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if parameter_rule.type == ToolParameter.ToolParameterType.SELECT: |
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|
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options = [x.value for x in parameter_rule.options] |
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if parameter_value is not None and parameter_value not in options: |
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raise ValueError( |
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f"tool parameter {parameter_rule.name} value {parameter_value} not in options {options}" |
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) |
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|
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return parameter_rule.type.cast_value(parameter_value) |
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|
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@classmethod |
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def get_agent_tool_runtime( |
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cls, tenant_id: str, app_id: str, agent_tool: AgentToolEntity, invoke_from: InvokeFrom = InvokeFrom.DEBUGGER |
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) -> Tool: |
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""" |
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get the agent tool runtime |
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""" |
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tool_entity = cls.get_tool_runtime( |
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provider_type=agent_tool.provider_type, |
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provider_id=agent_tool.provider_id, |
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tool_name=agent_tool.tool_name, |
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tenant_id=tenant_id, |
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invoke_from=invoke_from, |
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tool_invoke_from=ToolInvokeFrom.AGENT, |
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) |
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runtime_parameters = {} |
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parameters = tool_entity.get_all_runtime_parameters() |
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for parameter in parameters: |
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|
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if ( |
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parameter.type |
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in { |
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ToolParameter.ToolParameterType.SYSTEM_FILES, |
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ToolParameter.ToolParameterType.FILE, |
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ToolParameter.ToolParameterType.FILES, |
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} |
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and parameter.required |
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): |
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raise ValueError(f"file type parameter {parameter.name} not supported in agent") |
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|
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if parameter.form == ToolParameter.ToolParameterForm.FORM: |
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|
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value = cls._init_runtime_parameter(parameter, agent_tool.tool_parameters) |
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runtime_parameters[parameter.name] = value |
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encryption_manager = ToolParameterConfigurationManager( |
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tenant_id=tenant_id, |
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tool_runtime=tool_entity, |
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provider_name=agent_tool.provider_id, |
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provider_type=agent_tool.provider_type, |
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identity_id=f"AGENT.{app_id}", |
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) |
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runtime_parameters = encryption_manager.decrypt_tool_parameters(runtime_parameters) |
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|
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tool_entity.runtime.runtime_parameters.update(runtime_parameters) |
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return tool_entity |
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|
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@classmethod |
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def get_workflow_tool_runtime( |
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cls, |
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tenant_id: str, |
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app_id: str, |
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node_id: str, |
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workflow_tool: "ToolEntity", |
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invoke_from: InvokeFrom = InvokeFrom.DEBUGGER, |
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) -> Tool: |
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""" |
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get the workflow tool runtime |
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""" |
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tool_entity = cls.get_tool_runtime( |
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provider_type=workflow_tool.provider_type, |
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provider_id=workflow_tool.provider_id, |
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tool_name=workflow_tool.tool_name, |
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tenant_id=tenant_id, |
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invoke_from=invoke_from, |
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tool_invoke_from=ToolInvokeFrom.WORKFLOW, |
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) |
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runtime_parameters = {} |
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parameters = tool_entity.get_all_runtime_parameters() |
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|
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for parameter in parameters: |
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|
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if parameter.form == ToolParameter.ToolParameterForm.FORM: |
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value = cls._init_runtime_parameter(parameter, workflow_tool.tool_configurations) |
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runtime_parameters[parameter.name] = value |
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|
|
|
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encryption_manager = ToolParameterConfigurationManager( |
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tenant_id=tenant_id, |
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tool_runtime=tool_entity, |
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provider_name=workflow_tool.provider_id, |
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provider_type=workflow_tool.provider_type, |
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identity_id=f"WORKFLOW.{app_id}.{node_id}", |
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) |
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|
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if runtime_parameters: |
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runtime_parameters = encryption_manager.decrypt_tool_parameters(runtime_parameters) |
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|
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tool_entity.runtime.runtime_parameters.update(runtime_parameters) |
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return tool_entity |
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|
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@classmethod |
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def get_builtin_provider_icon(cls, provider: str) -> tuple[str, str]: |
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""" |
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get the absolute path of the icon of the builtin provider |
|
|
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:param provider: the name of the provider |
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|
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:return: the absolute path of the icon, the mime type of the icon |
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""" |
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|
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provider_controller = cls.get_builtin_provider(provider) |
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|
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absolute_path = path.join( |
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path.dirname(path.realpath(__file__)), |
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"provider", |
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"builtin", |
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provider, |
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"_assets", |
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provider_controller.identity.icon, |
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) |
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|
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if not path.exists(absolute_path): |
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raise ToolProviderNotFoundError(f"builtin provider {provider} icon not found") |
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|
|
|
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mime_type, _ = mimetypes.guess_type(absolute_path) |
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mime_type = mime_type or "application/octet-stream" |
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|
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return absolute_path, mime_type |
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|
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@classmethod |
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def list_builtin_providers(cls) -> Generator[BuiltinToolProviderController, None, None]: |
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|
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if cls._builtin_providers_loaded: |
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yield from list(cls._builtin_providers.values()) |
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return |
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|
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with cls._builtin_provider_lock: |
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if cls._builtin_providers_loaded: |
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yield from list(cls._builtin_providers.values()) |
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return |
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|
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yield from cls._list_builtin_providers() |
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|
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@classmethod |
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def _list_builtin_providers(cls) -> Generator[BuiltinToolProviderController, None, None]: |
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""" |
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list all the builtin providers |
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""" |
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for provider in listdir(path.join(path.dirname(path.realpath(__file__)), "provider", "builtin")): |
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if provider.startswith("__"): |
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continue |
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|
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if path.isdir(path.join(path.dirname(path.realpath(__file__)), "provider", "builtin", provider)): |
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if provider.startswith("__"): |
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continue |
|
|
|
|
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try: |
|
provider_class = load_single_subclass_from_source( |
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module_name=f"core.tools.provider.builtin.{provider}.{provider}", |
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script_path=path.join( |
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path.dirname(path.realpath(__file__)), "provider", "builtin", provider, f"{provider}.py" |
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), |
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parent_type=BuiltinToolProviderController, |
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) |
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provider: BuiltinToolProviderController = provider_class() |
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cls._builtin_providers[provider.identity.name] = provider |
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for tool in provider.get_tools(): |
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cls._builtin_tools_labels[tool.identity.name] = tool.identity.label |
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yield provider |
|
|
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except Exception as e: |
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logger.error(f"load builtin provider {provider} error: {e}") |
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continue |
|
|
|
cls._builtin_providers_loaded = True |
|
|
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@classmethod |
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def load_builtin_providers_cache(cls): |
|
for _ in cls.list_builtin_providers(): |
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pass |
|
|
|
@classmethod |
|
def clear_builtin_providers_cache(cls): |
|
cls._builtin_providers = {} |
|
cls._builtin_providers_loaded = False |
|
|
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@classmethod |
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def get_tool_label(cls, tool_name: str) -> Union[I18nObject, None]: |
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""" |
|
get the tool label |
|
|
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:param tool_name: the name of the tool |
|
|
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:return: the label of the tool |
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""" |
|
if len(cls._builtin_tools_labels) == 0: |
|
|
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cls.load_builtin_providers_cache() |
|
|
|
if tool_name not in cls._builtin_tools_labels: |
|
return None |
|
|
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return cls._builtin_tools_labels[tool_name] |
|
|
|
@classmethod |
|
def user_list_providers( |
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cls, user_id: str, tenant_id: str, typ: UserToolProviderTypeLiteral |
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) -> list[UserToolProvider]: |
|
result_providers: dict[str, UserToolProvider] = {} |
|
|
|
filters = [] |
|
if not typ: |
|
filters.extend(["builtin", "api", "workflow"]) |
|
else: |
|
filters.append(typ) |
|
|
|
if "builtin" in filters: |
|
|
|
builtin_providers = cls.list_builtin_providers() |
|
|
|
|
|
db_builtin_providers: list[BuiltinToolProvider] = ( |
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db.session.query(BuiltinToolProvider).filter(BuiltinToolProvider.tenant_id == tenant_id).all() |
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) |
|
|
|
find_db_builtin_provider = lambda provider: next( |
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(x for x in db_builtin_providers if x.provider == provider), None |
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) |
|
|
|
|
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for provider in builtin_providers: |
|
|
|
if is_filtered( |
|
include_set=dify_config.POSITION_TOOL_INCLUDES_SET, |
|
exclude_set=dify_config.POSITION_TOOL_EXCLUDES_SET, |
|
data=provider, |
|
name_func=lambda x: x.identity.name, |
|
): |
|
continue |
|
|
|
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 |
|
|
|
|
|
|
|
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 |
|
] |
|
|
|
|
|
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: |
|
|
|
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: |
|
|
|
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 = {} |
|
|
|
|
|
controller = ApiToolProviderController.from_db( |
|
provider, ApiProviderAuthType.API_KEY if credentials["auth_type"] == "api_key" else ApiProviderAuthType.NONE |
|
) |
|
|
|
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"} |
|
|
|
|
|
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 ( |
|
dify_config.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) |
|
.first() |
|
) |
|
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") |
|
|
|
|
|
|
|
Thread(target=ToolManager.load_builtin_providers_cache, name="pre_load_builtin_providers_cache", daemon=True).start() |
|
|