tool_manager.py 24 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
  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(cls, provider_type: str, provider_id: str, tool_name: str, tenant_id: str = None) \
  63. -> Union[BuiltinTool, ApiTool]:
  64. """
  65. get the tool
  66. :param provider_type: the type of the provider
  67. :param provider_name: the name of the provider
  68. :param tool_name: the name of the tool
  69. :return: the tool
  70. """
  71. if provider_type == 'builtin':
  72. return cls.get_builtin_tool(provider_id, tool_name)
  73. elif provider_type == 'api':
  74. if tenant_id is None:
  75. raise ValueError('tenant id is required for api provider')
  76. api_provider, _ = cls.get_api_provider_controller(tenant_id, provider_id)
  77. return api_provider.get_tool(tool_name)
  78. elif provider_type == 'app':
  79. raise NotImplementedError('app provider not implemented')
  80. else:
  81. raise ToolProviderNotFoundError(f'provider type {provider_type} not found')
  82. @classmethod
  83. def get_tool_runtime(cls, provider_type: str,
  84. provider_id: str,
  85. tool_name: str,
  86. tenant_id: str,
  87. invoke_from: InvokeFrom = InvokeFrom.DEBUGGER,
  88. tool_invoke_from: ToolInvokeFrom = ToolInvokeFrom.AGENT) \
  89. -> Union[BuiltinTool, ApiTool]:
  90. """
  91. get the tool runtime
  92. :param provider_type: the type of the provider
  93. :param provider_name: the name of the provider
  94. :param tool_name: the name of the tool
  95. :return: the tool
  96. """
  97. if provider_type == 'builtin':
  98. builtin_tool = cls.get_builtin_tool(provider_id, tool_name)
  99. # check if the builtin tool need credentials
  100. provider_controller = cls.get_builtin_provider(provider_id)
  101. if not provider_controller.need_credentials:
  102. return builtin_tool.fork_tool_runtime(runtime={
  103. 'tenant_id': tenant_id,
  104. 'credentials': {},
  105. 'invoke_from': invoke_from,
  106. 'tool_invoke_from': tool_invoke_from,
  107. })
  108. # get credentials
  109. builtin_provider: BuiltinToolProvider = db.session.query(BuiltinToolProvider).filter(
  110. BuiltinToolProvider.tenant_id == tenant_id,
  111. BuiltinToolProvider.provider == provider_id,
  112. ).first()
  113. if builtin_provider is None:
  114. raise ToolProviderNotFoundError(f'builtin provider {provider_id} not found')
  115. # decrypt the credentials
  116. credentials = builtin_provider.credentials
  117. controller = cls.get_builtin_provider(provider_id)
  118. tool_configuration = ToolConfigurationManager(tenant_id=tenant_id, provider_controller=controller)
  119. decrypted_credentials = tool_configuration.decrypt_tool_credentials(credentials)
  120. return builtin_tool.fork_tool_runtime(runtime={
  121. 'tenant_id': tenant_id,
  122. 'credentials': decrypted_credentials,
  123. 'runtime_parameters': {},
  124. 'invoke_from': invoke_from,
  125. 'tool_invoke_from': tool_invoke_from,
  126. })
  127. elif provider_type == 'api':
  128. if tenant_id is None:
  129. raise ValueError('tenant id is required for api provider')
  130. api_provider, credentials = cls.get_api_provider_controller(tenant_id, provider_id)
  131. # decrypt the credentials
  132. tool_configuration = ToolConfigurationManager(tenant_id=tenant_id, provider_controller=api_provider)
  133. decrypted_credentials = tool_configuration.decrypt_tool_credentials(credentials)
  134. return api_provider.get_tool(tool_name).fork_tool_runtime(runtime={
  135. 'tenant_id': tenant_id,
  136. 'credentials': decrypted_credentials,
  137. 'invoke_from': invoke_from,
  138. 'tool_invoke_from': tool_invoke_from,
  139. })
  140. elif provider_type == 'workflow':
  141. workflow_provider = db.session.query(WorkflowToolProvider).filter(
  142. WorkflowToolProvider.tenant_id == tenant_id,
  143. WorkflowToolProvider.id == provider_id
  144. ).first()
  145. if workflow_provider is None:
  146. raise ToolProviderNotFoundError(f'workflow provider {provider_id} not found')
  147. controller = ToolTransformService.workflow_provider_to_controller(
  148. db_provider=workflow_provider
  149. )
  150. return controller.get_tools(user_id=None, tenant_id=workflow_provider.tenant_id)[0].fork_tool_runtime(runtime={
  151. 'tenant_id': tenant_id,
  152. 'credentials': {},
  153. 'invoke_from': invoke_from,
  154. 'tool_invoke_from': tool_invoke_from,
  155. })
  156. elif provider_type == 'app':
  157. raise NotImplementedError('app provider not implemented')
  158. else:
  159. raise ToolProviderNotFoundError(f'provider type {provider_type} not found')
  160. @classmethod
  161. def _init_runtime_parameter(cls, parameter_rule: ToolParameter, parameters: dict) -> Union[str, int, float, bool]:
  162. """
  163. init runtime parameter
  164. """
  165. parameter_value = parameters.get(parameter_rule.name)
  166. if not parameter_value and parameter_value != 0:
  167. # get default value
  168. parameter_value = parameter_rule.default
  169. if not parameter_value and parameter_rule.required:
  170. raise ValueError(f"tool parameter {parameter_rule.name} not found in tool config")
  171. if parameter_rule.type == ToolParameter.ToolParameterType.SELECT:
  172. # check if tool_parameter_config in options
  173. options = [x.value for x in parameter_rule.options]
  174. if parameter_value is not None and parameter_value not in options:
  175. raise ValueError(
  176. f"tool parameter {parameter_rule.name} value {parameter_value} not in options {options}")
  177. return ToolParameterConverter.cast_parameter_by_type(parameter_value, parameter_rule.type)
  178. @classmethod
  179. def get_agent_tool_runtime(cls, tenant_id: str, app_id: str, agent_tool: AgentToolEntity, invoke_from: InvokeFrom = InvokeFrom.DEBUGGER) -> Tool:
  180. """
  181. get the agent tool runtime
  182. """
  183. tool_entity = cls.get_tool_runtime(
  184. provider_type=agent_tool.provider_type,
  185. provider_id=agent_tool.provider_id,
  186. tool_name=agent_tool.tool_name,
  187. tenant_id=tenant_id,
  188. invoke_from=invoke_from,
  189. tool_invoke_from=ToolInvokeFrom.AGENT
  190. )
  191. runtime_parameters = {}
  192. parameters = tool_entity.get_all_runtime_parameters()
  193. for parameter in parameters:
  194. # check file types
  195. if parameter.type == ToolParameter.ToolParameterType.FILE:
  196. raise ValueError(f"file type parameter {parameter.name} not supported in agent")
  197. if parameter.form == ToolParameter.ToolParameterForm.FORM:
  198. # save tool parameter to tool entity memory
  199. value = cls._init_runtime_parameter(parameter, agent_tool.tool_parameters)
  200. runtime_parameters[parameter.name] = value
  201. # decrypt runtime parameters
  202. encryption_manager = ToolParameterConfigurationManager(
  203. tenant_id=tenant_id,
  204. tool_runtime=tool_entity,
  205. provider_name=agent_tool.provider_id,
  206. provider_type=agent_tool.provider_type,
  207. identity_id=f'AGENT.{app_id}'
  208. )
  209. runtime_parameters = encryption_manager.decrypt_tool_parameters(runtime_parameters)
  210. tool_entity.runtime.runtime_parameters.update(runtime_parameters)
  211. return tool_entity
  212. @classmethod
  213. def get_workflow_tool_runtime(cls, tenant_id: str, app_id: str, node_id: str, workflow_tool: ToolEntity, invoke_from: InvokeFrom = InvokeFrom.DEBUGGER) -> Tool:
  214. """
  215. get the workflow tool runtime
  216. """
  217. tool_entity = cls.get_tool_runtime(
  218. provider_type=workflow_tool.provider_type,
  219. provider_id=workflow_tool.provider_id,
  220. tool_name=workflow_tool.tool_name,
  221. tenant_id=tenant_id,
  222. invoke_from=invoke_from,
  223. tool_invoke_from=ToolInvokeFrom.WORKFLOW
  224. )
  225. runtime_parameters = {}
  226. parameters = tool_entity.get_all_runtime_parameters()
  227. for parameter in parameters:
  228. # save tool parameter to tool entity memory
  229. if parameter.form == ToolParameter.ToolParameterForm.FORM:
  230. value = cls._init_runtime_parameter(parameter, workflow_tool.tool_configurations)
  231. runtime_parameters[parameter.name] = value
  232. # decrypt runtime parameters
  233. encryption_manager = ToolParameterConfigurationManager(
  234. tenant_id=tenant_id,
  235. tool_runtime=tool_entity,
  236. provider_name=workflow_tool.provider_id,
  237. provider_type=workflow_tool.provider_type,
  238. identity_id=f'WORKFLOW.{app_id}.{node_id}'
  239. )
  240. if runtime_parameters:
  241. runtime_parameters = encryption_manager.decrypt_tool_parameters(runtime_parameters)
  242. tool_entity.runtime.runtime_parameters.update(runtime_parameters)
  243. return tool_entity
  244. @classmethod
  245. def get_builtin_provider_icon(cls, provider: str) -> tuple[str, str]:
  246. """
  247. get the absolute path of the icon of the builtin provider
  248. :param provider: the name of the provider
  249. :return: the absolute path of the icon, the mime type of the icon
  250. """
  251. # get provider
  252. provider_controller = cls.get_builtin_provider(provider)
  253. absolute_path = path.join(path.dirname(path.realpath(__file__)), 'provider', 'builtin', provider, '_assets',
  254. provider_controller.identity.icon)
  255. # check if the icon exists
  256. if not path.exists(absolute_path):
  257. raise ToolProviderNotFoundError(f'builtin provider {provider} icon not found')
  258. # get the mime type
  259. mime_type, _ = mimetypes.guess_type(absolute_path)
  260. mime_type = mime_type or 'application/octet-stream'
  261. return absolute_path, mime_type
  262. @classmethod
  263. def list_builtin_providers(cls) -> Generator[BuiltinToolProviderController, None, None]:
  264. # use cache first
  265. if cls._builtin_providers_loaded:
  266. yield from list(cls._builtin_providers.values())
  267. return
  268. with cls._builtin_provider_lock:
  269. if cls._builtin_providers_loaded:
  270. yield from list(cls._builtin_providers.values())
  271. return
  272. yield from cls._list_builtin_providers()
  273. @classmethod
  274. def _list_builtin_providers(cls) -> Generator[BuiltinToolProviderController, None, None]:
  275. """
  276. list all the builtin providers
  277. """
  278. for provider in listdir(path.join(path.dirname(path.realpath(__file__)), 'provider', 'builtin')):
  279. if provider.startswith('__'):
  280. continue
  281. if path.isdir(path.join(path.dirname(path.realpath(__file__)), 'provider', 'builtin', provider)):
  282. if provider.startswith('__'):
  283. continue
  284. # init provider
  285. try:
  286. provider_class = load_single_subclass_from_source(
  287. module_name=f'core.tools.provider.builtin.{provider}.{provider}',
  288. script_path=path.join(path.dirname(path.realpath(__file__)),
  289. 'provider', 'builtin', provider, f'{provider}.py'),
  290. parent_type=BuiltinToolProviderController)
  291. provider: BuiltinToolProviderController = provider_class()
  292. cls._builtin_providers[provider.identity.name] = provider
  293. for tool in provider.get_tools():
  294. cls._builtin_tools_labels[tool.identity.name] = tool.identity.label
  295. yield provider
  296. except Exception as e:
  297. logger.error(f'load builtin provider {provider} error: {e}')
  298. continue
  299. # set builtin providers loaded
  300. cls._builtin_providers_loaded = True
  301. @classmethod
  302. def load_builtin_providers_cache(cls):
  303. for _ in cls.list_builtin_providers():
  304. pass
  305. @classmethod
  306. def clear_builtin_providers_cache(cls):
  307. cls._builtin_providers = {}
  308. cls._builtin_providers_loaded = False
  309. @classmethod
  310. def get_tool_label(cls, tool_name: str) -> Union[I18nObject, None]:
  311. """
  312. get the tool label
  313. :param tool_name: the name of the tool
  314. :return: the label of the tool
  315. """
  316. if len(cls._builtin_tools_labels) == 0:
  317. # init the builtin providers
  318. cls.load_builtin_providers_cache()
  319. if tool_name not in cls._builtin_tools_labels:
  320. return None
  321. return cls._builtin_tools_labels[tool_name]
  322. @classmethod
  323. def user_list_providers(cls, user_id: str, tenant_id: str, typ: UserToolProviderTypeLiteral) -> list[UserToolProvider]:
  324. result_providers: dict[str, UserToolProvider] = {}
  325. filters = []
  326. if not typ:
  327. filters.extend(['builtin', 'api', 'workflow'])
  328. else:
  329. filters.append(typ)
  330. if 'builtin' in filters:
  331. # get builtin providers
  332. builtin_providers = cls.list_builtin_providers()
  333. # get db builtin providers
  334. db_builtin_providers: list[BuiltinToolProvider] = db.session.query(BuiltinToolProvider). \
  335. filter(BuiltinToolProvider.tenant_id == tenant_id).all()
  336. find_db_builtin_provider = lambda provider: next(
  337. (x for x in db_builtin_providers if x.provider == provider),
  338. None
  339. )
  340. # append builtin providers
  341. for provider in builtin_providers:
  342. # handle include, exclude
  343. if is_filtered(
  344. include_set=dify_config.POSITION_TOOL_INCLUDES_SET,
  345. exclude_set=dify_config.POSITION_TOOL_EXCLUDES_SET,
  346. data=provider,
  347. name_func=lambda x: x.identity.name
  348. ):
  349. continue
  350. user_provider = ToolTransformService.builtin_provider_to_user_provider(
  351. provider_controller=provider,
  352. db_provider=find_db_builtin_provider(provider.identity.name),
  353. decrypt_credentials=False
  354. )
  355. result_providers[provider.identity.name] = user_provider
  356. # get db api providers
  357. if 'api' in filters:
  358. db_api_providers: list[ApiToolProvider] = db.session.query(ApiToolProvider). \
  359. filter(ApiToolProvider.tenant_id == tenant_id).all()
  360. api_provider_controllers = [{
  361. 'provider': provider,
  362. 'controller': ToolTransformService.api_provider_to_controller(provider)
  363. } for provider in db_api_providers]
  364. # get labels
  365. labels = ToolLabelManager.get_tools_labels([x['controller'] for x in api_provider_controllers])
  366. for api_provider_controller in api_provider_controllers:
  367. user_provider = ToolTransformService.api_provider_to_user_provider(
  368. provider_controller=api_provider_controller['controller'],
  369. db_provider=api_provider_controller['provider'],
  370. decrypt_credentials=False,
  371. labels=labels.get(api_provider_controller['controller'].provider_id, [])
  372. )
  373. result_providers[f'api_provider.{user_provider.name}'] = user_provider
  374. if 'workflow' in filters:
  375. # get workflow providers
  376. workflow_providers: list[WorkflowToolProvider] = db.session.query(WorkflowToolProvider). \
  377. filter(WorkflowToolProvider.tenant_id == tenant_id).all()
  378. workflow_provider_controllers = []
  379. for provider in workflow_providers:
  380. try:
  381. workflow_provider_controllers.append(
  382. ToolTransformService.workflow_provider_to_controller(db_provider=provider)
  383. )
  384. except Exception as e:
  385. # app has been deleted
  386. pass
  387. labels = ToolLabelManager.get_tools_labels(workflow_provider_controllers)
  388. for provider_controller in workflow_provider_controllers:
  389. user_provider = ToolTransformService.workflow_provider_to_user_provider(
  390. provider_controller=provider_controller,
  391. labels=labels.get(provider_controller.provider_id, []),
  392. )
  393. result_providers[f'workflow_provider.{user_provider.name}'] = user_provider
  394. return BuiltinToolProviderSort.sort(list(result_providers.values()))
  395. @classmethod
  396. def get_api_provider_controller(cls, tenant_id: str, provider_id: str) -> tuple[
  397. ApiToolProviderController, dict[str, Any]]:
  398. """
  399. get the api provider
  400. :param provider_name: the name of the provider
  401. :return: the provider controller, the credentials
  402. """
  403. provider: ApiToolProvider = db.session.query(ApiToolProvider).filter(
  404. ApiToolProvider.id == provider_id,
  405. ApiToolProvider.tenant_id == tenant_id,
  406. ).first()
  407. if provider is None:
  408. raise ToolProviderNotFoundError(f'api provider {provider_id} not found')
  409. controller = ApiToolProviderController.from_db(
  410. provider,
  411. ApiProviderAuthType.API_KEY if provider.credentials['auth_type'] == 'api_key' else
  412. ApiProviderAuthType.NONE
  413. )
  414. controller.load_bundled_tools(provider.tools)
  415. return controller, provider.credentials
  416. @classmethod
  417. def user_get_api_provider(cls, provider: str, tenant_id: str) -> dict:
  418. """
  419. get api provider
  420. """
  421. """
  422. get tool provider
  423. """
  424. provider: ApiToolProvider = db.session.query(ApiToolProvider).filter(
  425. ApiToolProvider.tenant_id == tenant_id,
  426. ApiToolProvider.name == provider,
  427. ).first()
  428. if provider is None:
  429. raise ValueError(f'you have not added provider {provider}')
  430. try:
  431. credentials = json.loads(provider.credentials_str) or {}
  432. except:
  433. credentials = {}
  434. # package tool provider controller
  435. controller = ApiToolProviderController.from_db(
  436. provider, ApiProviderAuthType.API_KEY if credentials['auth_type'] == 'api_key' else ApiProviderAuthType.NONE
  437. )
  438. # init tool configuration
  439. tool_configuration = ToolConfigurationManager(tenant_id=tenant_id, provider_controller=controller)
  440. decrypted_credentials = tool_configuration.decrypt_tool_credentials(credentials)
  441. masked_credentials = tool_configuration.mask_tool_credentials(decrypted_credentials)
  442. try:
  443. icon = json.loads(provider.icon)
  444. except:
  445. icon = {
  446. "background": "#252525",
  447. "content": "\ud83d\ude01"
  448. }
  449. # add tool labels
  450. labels = ToolLabelManager.get_tool_labels(controller)
  451. return jsonable_encoder({
  452. 'schema_type': provider.schema_type,
  453. 'schema': provider.schema,
  454. 'tools': provider.tools,
  455. 'icon': icon,
  456. 'description': provider.description,
  457. 'credentials': masked_credentials,
  458. 'privacy_policy': provider.privacy_policy,
  459. 'custom_disclaimer': provider.custom_disclaimer,
  460. 'labels': labels,
  461. })
  462. @classmethod
  463. def get_tool_icon(cls, tenant_id: str, provider_type: str, provider_id: str) -> Union[str, dict]:
  464. """
  465. get the tool icon
  466. :param tenant_id: the id of the tenant
  467. :param provider_type: the type of the provider
  468. :param provider_id: the id of the provider
  469. :return:
  470. """
  471. provider_type = provider_type
  472. provider_id = provider_id
  473. if provider_type == 'builtin':
  474. return (dify_config.CONSOLE_API_URL
  475. + "/console/api/workspaces/current/tool-provider/builtin/"
  476. + provider_id
  477. + "/icon")
  478. elif provider_type == 'api':
  479. try:
  480. provider: ApiToolProvider = db.session.query(ApiToolProvider).filter(
  481. ApiToolProvider.tenant_id == tenant_id,
  482. ApiToolProvider.id == provider_id
  483. ).first()
  484. return json.loads(provider.icon)
  485. except:
  486. return {
  487. "background": "#252525",
  488. "content": "\ud83d\ude01"
  489. }
  490. elif provider_type == 'workflow':
  491. provider: WorkflowToolProvider = db.session.query(WorkflowToolProvider).filter(
  492. WorkflowToolProvider.tenant_id == tenant_id,
  493. WorkflowToolProvider.id == provider_id
  494. ).first()
  495. if provider is None:
  496. raise ToolProviderNotFoundError(f'workflow provider {provider_id} not found')
  497. return json.loads(provider.icon)
  498. else:
  499. raise ValueError(f"provider type {provider_type} not found")
  500. ToolManager.load_builtin_providers_cache()