tool_manager.py 23 KB

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  1. import json
  2. import logging
  3. import mimetypes
  4. from collections.abc import Generator
  5. from os import listdir, path
  6. from threading import Lock
  7. from typing import Any, Union
  8. from configs import dify_config
  9. from core.agent.entities import AgentToolEntity
  10. from core.app.entities.app_invoke_entities import InvokeFrom
  11. from core.helper.module_import_helper import load_single_subclass_from_source
  12. from core.helper.position_helper import is_filtered
  13. from core.model_runtime.utils.encoders import jsonable_encoder
  14. from core.tools.entities.api_entities import UserToolProvider, UserToolProviderTypeLiteral
  15. from core.tools.entities.common_entities import I18nObject
  16. from core.tools.entities.tool_entities import ApiProviderAuthType, ToolInvokeFrom, ToolParameter, ToolProviderType
  17. from core.tools.errors import ToolProviderNotFoundError
  18. from core.tools.provider.api_tool_provider import ApiToolProviderController
  19. from core.tools.provider.builtin._positions import BuiltinToolProviderSort
  20. from core.tools.provider.builtin_tool_provider import BuiltinToolProviderController
  21. from core.tools.tool.api_tool import ApiTool
  22. from core.tools.tool.builtin_tool import BuiltinTool
  23. from core.tools.tool.tool import Tool
  24. from core.tools.tool_label_manager import ToolLabelManager
  25. from core.tools.utils.configuration import ToolConfigurationManager, ToolParameterConfigurationManager
  26. from core.tools.utils.tool_parameter_converter import ToolParameterConverter
  27. from core.workflow.nodes.tool.entities import ToolEntity
  28. from extensions.ext_database import db
  29. from models.tools import ApiToolProvider, BuiltinToolProvider, WorkflowToolProvider
  30. from services.tools.tools_transform_service import ToolTransformService
  31. logger = logging.getLogger(__name__)
  32. class ToolManager:
  33. _builtin_provider_lock = Lock()
  34. _builtin_providers = {}
  35. _builtin_providers_loaded = False
  36. _builtin_tools_labels = {}
  37. @classmethod
  38. def get_builtin_provider(cls, provider: str) -> BuiltinToolProviderController:
  39. """
  40. get the builtin provider
  41. :param provider: the name of the provider
  42. :return: the provider
  43. """
  44. if len(cls._builtin_providers) == 0:
  45. # init the builtin providers
  46. cls.load_builtin_providers_cache()
  47. if provider not in cls._builtin_providers:
  48. raise ToolProviderNotFoundError(f'builtin provider {provider} not found')
  49. return cls._builtin_providers[provider]
  50. @classmethod
  51. def get_builtin_tool(cls, provider: str, tool_name: str) -> BuiltinTool:
  52. """
  53. get the builtin tool
  54. :param provider: the name of the provider
  55. :param tool_name: the name of the tool
  56. :return: the provider, the tool
  57. """
  58. provider_controller = cls.get_builtin_provider(provider)
  59. tool = provider_controller.get_tool(tool_name)
  60. return tool
  61. @classmethod
  62. def get_tool_runtime(cls, provider_type: ToolProviderType,
  63. provider_id: str,
  64. tool_name: str,
  65. tenant_id: str,
  66. invoke_from: InvokeFrom = InvokeFrom.DEBUGGER,
  67. tool_invoke_from: ToolInvokeFrom = ToolInvokeFrom.AGENT) \
  68. -> Union[BuiltinTool, ApiTool]:
  69. """
  70. get the tool runtime
  71. :param provider_type: the type of the provider
  72. :param provider_name: the name of the provider
  73. :param tool_name: the name of the tool
  74. :return: the tool
  75. """
  76. if provider_type == ToolProviderType.BUILT_IN:
  77. builtin_tool = cls.get_builtin_tool(provider_id, tool_name)
  78. # check if the builtin tool need credentials
  79. provider_controller = cls.get_builtin_provider(provider_id)
  80. if not provider_controller.need_credentials:
  81. return builtin_tool.fork_tool_runtime(runtime={
  82. 'tenant_id': tenant_id,
  83. 'credentials': {},
  84. 'invoke_from': invoke_from,
  85. 'tool_invoke_from': tool_invoke_from,
  86. })
  87. # get credentials
  88. builtin_provider: BuiltinToolProvider = db.session.query(BuiltinToolProvider).filter(
  89. BuiltinToolProvider.tenant_id == tenant_id,
  90. BuiltinToolProvider.provider == provider_id,
  91. ).first()
  92. if builtin_provider is None:
  93. raise ToolProviderNotFoundError(f'builtin provider {provider_id} not found')
  94. # decrypt the credentials
  95. credentials = builtin_provider.credentials
  96. controller = cls.get_builtin_provider(provider_id)
  97. tool_configuration = ToolConfigurationManager(tenant_id=tenant_id, provider_controller=controller)
  98. decrypted_credentials = tool_configuration.decrypt_tool_credentials(credentials)
  99. return builtin_tool.fork_tool_runtime(runtime={
  100. 'tenant_id': tenant_id,
  101. 'credentials': decrypted_credentials,
  102. 'runtime_parameters': {},
  103. 'invoke_from': invoke_from,
  104. 'tool_invoke_from': tool_invoke_from,
  105. })
  106. elif provider_type == ToolProviderType.API:
  107. if tenant_id is None:
  108. raise ValueError('tenant id is required for api provider')
  109. api_provider, credentials = cls.get_api_provider_controller(tenant_id, provider_id)
  110. # decrypt the credentials
  111. tool_configuration = ToolConfigurationManager(tenant_id=tenant_id, provider_controller=api_provider)
  112. decrypted_credentials = tool_configuration.decrypt_tool_credentials(credentials)
  113. return api_provider.get_tool(tool_name).fork_tool_runtime(runtime={
  114. 'tenant_id': tenant_id,
  115. 'credentials': decrypted_credentials,
  116. 'invoke_from': invoke_from,
  117. 'tool_invoke_from': tool_invoke_from,
  118. })
  119. elif provider_type == ToolProviderType.WORKFLOW:
  120. workflow_provider = db.session.query(WorkflowToolProvider).filter(
  121. WorkflowToolProvider.tenant_id == tenant_id,
  122. WorkflowToolProvider.id == provider_id
  123. ).first()
  124. if workflow_provider is None:
  125. raise ToolProviderNotFoundError(f'workflow provider {provider_id} not found')
  126. controller = ToolTransformService.workflow_provider_to_controller(
  127. db_provider=workflow_provider
  128. )
  129. return controller.get_tools(user_id=None, tenant_id=workflow_provider.tenant_id)[0].fork_tool_runtime(runtime={
  130. 'tenant_id': tenant_id,
  131. 'credentials': {},
  132. 'invoke_from': invoke_from,
  133. 'tool_invoke_from': tool_invoke_from,
  134. })
  135. elif provider_type == ToolProviderType.APP:
  136. raise NotImplementedError('app provider not implemented')
  137. else:
  138. raise ToolProviderNotFoundError(f'provider type {provider_type.value} not found')
  139. @classmethod
  140. def _init_runtime_parameter(cls, parameter_rule: ToolParameter, parameters: dict) -> Union[str, int, float, bool]:
  141. """
  142. init runtime parameter
  143. """
  144. parameter_value = parameters.get(parameter_rule.name)
  145. if not parameter_value and parameter_value != 0:
  146. # get default value
  147. parameter_value = parameter_rule.default
  148. if not parameter_value and parameter_rule.required:
  149. raise ValueError(f"tool parameter {parameter_rule.name} not found in tool config")
  150. if parameter_rule.type == ToolParameter.ToolParameterType.SELECT:
  151. # check if tool_parameter_config in options
  152. options = [x.value for x in parameter_rule.options]
  153. if parameter_value is not None and parameter_value not in options:
  154. raise ValueError(
  155. f"tool parameter {parameter_rule.name} value {parameter_value} not in options {options}")
  156. return ToolParameterConverter.cast_parameter_by_type(parameter_value, parameter_rule.type)
  157. @classmethod
  158. def get_agent_tool_runtime(cls, tenant_id: str, app_id: str, agent_tool: AgentToolEntity, invoke_from: InvokeFrom = InvokeFrom.DEBUGGER) -> Tool:
  159. """
  160. get the agent tool runtime
  161. """
  162. tool_entity = cls.get_tool_runtime(
  163. provider_type=agent_tool.provider_type,
  164. provider_id=agent_tool.provider_id,
  165. tool_name=agent_tool.tool_name,
  166. tenant_id=tenant_id,
  167. invoke_from=invoke_from,
  168. tool_invoke_from=ToolInvokeFrom.AGENT
  169. )
  170. runtime_parameters = {}
  171. parameters = tool_entity.get_all_runtime_parameters()
  172. for parameter in parameters:
  173. # check file types
  174. if parameter.type == ToolParameter.ToolParameterType.FILE:
  175. raise ValueError(f"file type parameter {parameter.name} not supported in agent")
  176. if parameter.form == ToolParameter.ToolParameterForm.FORM:
  177. # save tool parameter to tool entity memory
  178. value = cls._init_runtime_parameter(parameter, agent_tool.tool_parameters)
  179. runtime_parameters[parameter.name] = value
  180. # decrypt runtime parameters
  181. encryption_manager = ToolParameterConfigurationManager(
  182. tenant_id=tenant_id,
  183. tool_runtime=tool_entity,
  184. provider_name=agent_tool.provider_id,
  185. provider_type=agent_tool.provider_type,
  186. identity_id=f'AGENT.{app_id}'
  187. )
  188. runtime_parameters = encryption_manager.decrypt_tool_parameters(runtime_parameters)
  189. tool_entity.runtime.runtime_parameters.update(runtime_parameters)
  190. return tool_entity
  191. @classmethod
  192. def get_workflow_tool_runtime(cls, tenant_id: str, app_id: str, node_id: str, workflow_tool: ToolEntity, invoke_from: InvokeFrom = InvokeFrom.DEBUGGER) -> Tool:
  193. """
  194. get the workflow tool runtime
  195. """
  196. tool_entity = cls.get_tool_runtime(
  197. provider_type=workflow_tool.provider_type,
  198. provider_id=workflow_tool.provider_id,
  199. tool_name=workflow_tool.tool_name,
  200. tenant_id=tenant_id,
  201. invoke_from=invoke_from,
  202. tool_invoke_from=ToolInvokeFrom.WORKFLOW
  203. )
  204. runtime_parameters = {}
  205. parameters = tool_entity.get_all_runtime_parameters()
  206. for parameter in parameters:
  207. # save tool parameter to tool entity memory
  208. if parameter.form == ToolParameter.ToolParameterForm.FORM:
  209. value = cls._init_runtime_parameter(parameter, workflow_tool.tool_configurations)
  210. runtime_parameters[parameter.name] = value
  211. # decrypt runtime parameters
  212. encryption_manager = ToolParameterConfigurationManager(
  213. tenant_id=tenant_id,
  214. tool_runtime=tool_entity,
  215. provider_name=workflow_tool.provider_id,
  216. provider_type=workflow_tool.provider_type,
  217. identity_id=f'WORKFLOW.{app_id}.{node_id}'
  218. )
  219. if runtime_parameters:
  220. runtime_parameters = encryption_manager.decrypt_tool_parameters(runtime_parameters)
  221. tool_entity.runtime.runtime_parameters.update(runtime_parameters)
  222. return tool_entity
  223. @classmethod
  224. def get_builtin_provider_icon(cls, provider: str) -> tuple[str, str]:
  225. """
  226. get the absolute path of the icon of the builtin provider
  227. :param provider: the name of the provider
  228. :return: the absolute path of the icon, the mime type of the icon
  229. """
  230. # get provider
  231. provider_controller = cls.get_builtin_provider(provider)
  232. absolute_path = path.join(path.dirname(path.realpath(__file__)), 'provider', 'builtin', provider, '_assets',
  233. provider_controller.identity.icon)
  234. # check if the icon exists
  235. if not path.exists(absolute_path):
  236. raise ToolProviderNotFoundError(f'builtin provider {provider} icon not found')
  237. # get the mime type
  238. mime_type, _ = mimetypes.guess_type(absolute_path)
  239. mime_type = mime_type or 'application/octet-stream'
  240. return absolute_path, mime_type
  241. @classmethod
  242. def list_builtin_providers(cls) -> Generator[BuiltinToolProviderController, None, None]:
  243. # use cache first
  244. if cls._builtin_providers_loaded:
  245. yield from list(cls._builtin_providers.values())
  246. return
  247. with cls._builtin_provider_lock:
  248. if cls._builtin_providers_loaded:
  249. yield from list(cls._builtin_providers.values())
  250. return
  251. yield from cls._list_builtin_providers()
  252. @classmethod
  253. def _list_builtin_providers(cls) -> Generator[BuiltinToolProviderController, None, None]:
  254. """
  255. list all the builtin providers
  256. """
  257. for provider in listdir(path.join(path.dirname(path.realpath(__file__)), 'provider', 'builtin')):
  258. if provider.startswith('__'):
  259. continue
  260. if path.isdir(path.join(path.dirname(path.realpath(__file__)), 'provider', 'builtin', provider)):
  261. if provider.startswith('__'):
  262. continue
  263. # init provider
  264. try:
  265. provider_class = load_single_subclass_from_source(
  266. module_name=f'core.tools.provider.builtin.{provider}.{provider}',
  267. script_path=path.join(path.dirname(path.realpath(__file__)),
  268. 'provider', 'builtin', provider, f'{provider}.py'),
  269. parent_type=BuiltinToolProviderController)
  270. provider: BuiltinToolProviderController = provider_class()
  271. cls._builtin_providers[provider.identity.name] = provider
  272. for tool in provider.get_tools():
  273. cls._builtin_tools_labels[tool.identity.name] = tool.identity.label
  274. yield provider
  275. except Exception as e:
  276. logger.error(f'load builtin provider {provider} error: {e}')
  277. continue
  278. # set builtin providers loaded
  279. cls._builtin_providers_loaded = True
  280. @classmethod
  281. def load_builtin_providers_cache(cls):
  282. for _ in cls.list_builtin_providers():
  283. pass
  284. @classmethod
  285. def clear_builtin_providers_cache(cls):
  286. cls._builtin_providers = {}
  287. cls._builtin_providers_loaded = False
  288. @classmethod
  289. def get_tool_label(cls, tool_name: str) -> Union[I18nObject, None]:
  290. """
  291. get the tool label
  292. :param tool_name: the name of the tool
  293. :return: the label of the tool
  294. """
  295. if len(cls._builtin_tools_labels) == 0:
  296. # init the builtin providers
  297. cls.load_builtin_providers_cache()
  298. if tool_name not in cls._builtin_tools_labels:
  299. return None
  300. return cls._builtin_tools_labels[tool_name]
  301. @classmethod
  302. def user_list_providers(cls, user_id: str, tenant_id: str, typ: UserToolProviderTypeLiteral) -> list[UserToolProvider]:
  303. result_providers: dict[str, UserToolProvider] = {}
  304. filters = []
  305. if not typ:
  306. filters.extend(['builtin', 'api', 'workflow'])
  307. else:
  308. filters.append(typ)
  309. if 'builtin' in filters:
  310. # get builtin providers
  311. builtin_providers = cls.list_builtin_providers()
  312. # get db builtin providers
  313. db_builtin_providers: list[BuiltinToolProvider] = db.session.query(BuiltinToolProvider). \
  314. filter(BuiltinToolProvider.tenant_id == tenant_id).all()
  315. find_db_builtin_provider = lambda provider: next(
  316. (x for x in db_builtin_providers if x.provider == provider),
  317. None
  318. )
  319. # append builtin providers
  320. for provider in builtin_providers:
  321. # handle include, exclude
  322. if is_filtered(
  323. include_set=dify_config.POSITION_TOOL_INCLUDES_SET,
  324. exclude_set=dify_config.POSITION_TOOL_EXCLUDES_SET,
  325. data=provider,
  326. name_func=lambda x: x.identity.name
  327. ):
  328. continue
  329. user_provider = ToolTransformService.builtin_provider_to_user_provider(
  330. provider_controller=provider,
  331. db_provider=find_db_builtin_provider(provider.identity.name),
  332. decrypt_credentials=False
  333. )
  334. result_providers[provider.identity.name] = user_provider
  335. # get db api providers
  336. if 'api' in filters:
  337. db_api_providers: list[ApiToolProvider] = db.session.query(ApiToolProvider). \
  338. filter(ApiToolProvider.tenant_id == tenant_id).all()
  339. api_provider_controllers = [{
  340. 'provider': provider,
  341. 'controller': ToolTransformService.api_provider_to_controller(provider)
  342. } for provider in db_api_providers]
  343. # get labels
  344. labels = ToolLabelManager.get_tools_labels([x['controller'] for x in api_provider_controllers])
  345. for api_provider_controller in api_provider_controllers:
  346. user_provider = ToolTransformService.api_provider_to_user_provider(
  347. provider_controller=api_provider_controller['controller'],
  348. db_provider=api_provider_controller['provider'],
  349. decrypt_credentials=False,
  350. labels=labels.get(api_provider_controller['controller'].provider_id, [])
  351. )
  352. result_providers[f'api_provider.{user_provider.name}'] = user_provider
  353. if 'workflow' in filters:
  354. # get workflow providers
  355. workflow_providers: list[WorkflowToolProvider] = db.session.query(WorkflowToolProvider). \
  356. filter(WorkflowToolProvider.tenant_id == tenant_id).all()
  357. workflow_provider_controllers = []
  358. for provider in workflow_providers:
  359. try:
  360. workflow_provider_controllers.append(
  361. ToolTransformService.workflow_provider_to_controller(db_provider=provider)
  362. )
  363. except Exception as e:
  364. # app has been deleted
  365. pass
  366. labels = ToolLabelManager.get_tools_labels(workflow_provider_controllers)
  367. for provider_controller in workflow_provider_controllers:
  368. user_provider = ToolTransformService.workflow_provider_to_user_provider(
  369. provider_controller=provider_controller,
  370. labels=labels.get(provider_controller.provider_id, []),
  371. )
  372. result_providers[f'workflow_provider.{user_provider.name}'] = user_provider
  373. return BuiltinToolProviderSort.sort(list(result_providers.values()))
  374. @classmethod
  375. def get_api_provider_controller(cls, tenant_id: str, provider_id: str) -> tuple[
  376. ApiToolProviderController, dict[str, Any]]:
  377. """
  378. get the api provider
  379. :param provider_name: the name of the provider
  380. :return: the provider controller, the credentials
  381. """
  382. provider: ApiToolProvider = db.session.query(ApiToolProvider).filter(
  383. ApiToolProvider.id == provider_id,
  384. ApiToolProvider.tenant_id == tenant_id,
  385. ).first()
  386. if provider is None:
  387. raise ToolProviderNotFoundError(f'api provider {provider_id} not found')
  388. controller = ApiToolProviderController.from_db(
  389. provider,
  390. ApiProviderAuthType.API_KEY if provider.credentials['auth_type'] == 'api_key' else
  391. ApiProviderAuthType.NONE
  392. )
  393. controller.load_bundled_tools(provider.tools)
  394. return controller, provider.credentials
  395. @classmethod
  396. def user_get_api_provider(cls, provider: str, tenant_id: str) -> dict:
  397. """
  398. get api provider
  399. """
  400. """
  401. get tool provider
  402. """
  403. provider: ApiToolProvider = db.session.query(ApiToolProvider).filter(
  404. ApiToolProvider.tenant_id == tenant_id,
  405. ApiToolProvider.name == provider,
  406. ).first()
  407. if provider is None:
  408. raise ValueError(f'you have not added provider {provider}')
  409. try:
  410. credentials = json.loads(provider.credentials_str) or {}
  411. except:
  412. credentials = {}
  413. # package tool provider controller
  414. controller = ApiToolProviderController.from_db(
  415. provider, ApiProviderAuthType.API_KEY if credentials['auth_type'] == 'api_key' else ApiProviderAuthType.NONE
  416. )
  417. # init tool configuration
  418. tool_configuration = ToolConfigurationManager(tenant_id=tenant_id, provider_controller=controller)
  419. decrypted_credentials = tool_configuration.decrypt_tool_credentials(credentials)
  420. masked_credentials = tool_configuration.mask_tool_credentials(decrypted_credentials)
  421. try:
  422. icon = json.loads(provider.icon)
  423. except:
  424. icon = {
  425. "background": "#252525",
  426. "content": "\ud83d\ude01"
  427. }
  428. # add tool labels
  429. labels = ToolLabelManager.get_tool_labels(controller)
  430. return jsonable_encoder({
  431. 'schema_type': provider.schema_type,
  432. 'schema': provider.schema,
  433. 'tools': provider.tools,
  434. 'icon': icon,
  435. 'description': provider.description,
  436. 'credentials': masked_credentials,
  437. 'privacy_policy': provider.privacy_policy,
  438. 'custom_disclaimer': provider.custom_disclaimer,
  439. 'labels': labels,
  440. })
  441. @classmethod
  442. def get_tool_icon(cls, tenant_id: str, provider_type: ToolProviderType, provider_id: str) -> Union[str, dict]:
  443. """
  444. get the tool icon
  445. :param tenant_id: the id of the tenant
  446. :param provider_type: the type of the provider
  447. :param provider_id: the id of the provider
  448. :return:
  449. """
  450. provider_type = provider_type
  451. provider_id = provider_id
  452. if provider_type == ToolProviderType.BUILT_IN:
  453. return (dify_config.CONSOLE_API_URL
  454. + "/console/api/workspaces/current/tool-provider/builtin/"
  455. + provider_id
  456. + "/icon")
  457. elif provider_type == ToolProviderType.API:
  458. try:
  459. provider: ApiToolProvider = db.session.query(ApiToolProvider).filter(
  460. ApiToolProvider.tenant_id == tenant_id,
  461. ApiToolProvider.id == provider_id
  462. ).first()
  463. return json.loads(provider.icon)
  464. except:
  465. return {
  466. "background": "#252525",
  467. "content": "\ud83d\ude01"
  468. }
  469. elif provider_type == ToolProviderType.WORKFLOW:
  470. provider: WorkflowToolProvider = db.session.query(WorkflowToolProvider).filter(
  471. WorkflowToolProvider.tenant_id == tenant_id,
  472. WorkflowToolProvider.id == provider_id
  473. ).first()
  474. if provider is None:
  475. raise ToolProviderNotFoundError(f'workflow provider {provider_id} not found')
  476. return json.loads(provider.icon)
  477. else:
  478. raise ValueError(f"provider type {provider_type} not found")
  479. ToolManager.load_builtin_providers_cache()