app_dsl_service.py 27 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586587588589590591592593594595596597598599600601602603604605606607608609610611612613614615616617618619620621622623624625626627628629630631632633634635636637638639640641642643644645646647648649650651652653654655656657658659660661662663664665666667668669670671672673674675676677678679680681682683684685686687688689690691692693694695696697
  1. import logging
  2. import uuid
  3. from enum import StrEnum
  4. from typing import Optional
  5. from uuid import uuid4
  6. import yaml
  7. from packaging import version
  8. from pydantic import BaseModel, Field
  9. from sqlalchemy import select
  10. from sqlalchemy.orm import Session
  11. from core.helper import ssrf_proxy
  12. from core.model_runtime.utils.encoders import jsonable_encoder
  13. from core.plugin.entities.plugin import PluginDependency
  14. from core.workflow.nodes.enums import NodeType
  15. from core.workflow.nodes.knowledge_retrieval.entities import KnowledgeRetrievalNodeData
  16. from core.workflow.nodes.llm.entities import LLMNodeData
  17. from core.workflow.nodes.parameter_extractor.entities import ParameterExtractorNodeData
  18. from core.workflow.nodes.question_classifier.entities import QuestionClassifierNodeData
  19. from core.workflow.nodes.tool.entities import ToolNodeData
  20. from events.app_event import app_model_config_was_updated, app_was_created
  21. from extensions.ext_redis import redis_client
  22. from factories import variable_factory
  23. from models import Account, App, AppMode
  24. from models.model import AppModelConfig
  25. from models.workflow import Workflow
  26. from services.plugin.dependencies_analysis import DependenciesAnalysisService
  27. from services.workflow_service import WorkflowService
  28. logger = logging.getLogger(__name__)
  29. IMPORT_INFO_REDIS_KEY_PREFIX = "app_import_info:"
  30. CHECK_DEPENDENCIES_REDIS_KEY_PREFIX = "app_check_dependencies:"
  31. IMPORT_INFO_REDIS_EXPIRY = 10 * 60 # 10 minutes
  32. CURRENT_DSL_VERSION = "0.1.4"
  33. DSL_MAX_SIZE = 10 * 1024 * 1024 # 10MB
  34. class ImportMode(StrEnum):
  35. YAML_CONTENT = "yaml-content"
  36. YAML_URL = "yaml-url"
  37. class ImportStatus(StrEnum):
  38. COMPLETED = "completed"
  39. COMPLETED_WITH_WARNINGS = "completed-with-warnings"
  40. PENDING = "pending"
  41. FAILED = "failed"
  42. class Import(BaseModel):
  43. id: str
  44. status: ImportStatus
  45. app_id: Optional[str] = None
  46. current_dsl_version: str = CURRENT_DSL_VERSION
  47. imported_dsl_version: str = ""
  48. error: str = ""
  49. class CheckDependenciesResult(BaseModel):
  50. leaked_dependencies: list[PluginDependency] = Field(default_factory=list)
  51. def _check_version_compatibility(imported_version: str) -> ImportStatus:
  52. """Determine import status based on version comparison"""
  53. try:
  54. current_ver = version.parse(CURRENT_DSL_VERSION)
  55. imported_ver = version.parse(imported_version)
  56. except version.InvalidVersion:
  57. return ImportStatus.FAILED
  58. # Compare major version and minor version
  59. if current_ver.major != imported_ver.major or current_ver.minor != imported_ver.minor:
  60. return ImportStatus.PENDING
  61. if current_ver.micro != imported_ver.micro:
  62. return ImportStatus.COMPLETED_WITH_WARNINGS
  63. return ImportStatus.COMPLETED
  64. class PendingData(BaseModel):
  65. import_mode: str
  66. yaml_content: str
  67. name: str | None
  68. description: str | None
  69. icon_type: str | None
  70. icon: str | None
  71. icon_background: str | None
  72. app_id: str | None
  73. class CheckDependenciesPendingData(BaseModel):
  74. dependencies: list[PluginDependency]
  75. app_id: str | None
  76. class AppDslService:
  77. def __init__(self, session: Session):
  78. self._session = session
  79. def import_app(
  80. self,
  81. *,
  82. account: Account,
  83. import_mode: str,
  84. yaml_content: Optional[str] = None,
  85. yaml_url: Optional[str] = None,
  86. name: Optional[str] = None,
  87. description: Optional[str] = None,
  88. icon_type: Optional[str] = None,
  89. icon: Optional[str] = None,
  90. icon_background: Optional[str] = None,
  91. app_id: Optional[str] = None,
  92. ) -> Import:
  93. """Import an app from YAML content or URL."""
  94. import_id = str(uuid.uuid4())
  95. # Validate import mode
  96. try:
  97. mode = ImportMode(import_mode)
  98. except ValueError:
  99. raise ValueError(f"Invalid import_mode: {import_mode}")
  100. # Get YAML content
  101. content = ""
  102. if mode == ImportMode.YAML_URL:
  103. if not yaml_url:
  104. return Import(
  105. id=import_id,
  106. status=ImportStatus.FAILED,
  107. error="yaml_url is required when import_mode is yaml-url",
  108. )
  109. try:
  110. # tricky way to handle url from github to github raw url
  111. if yaml_url.startswith("https://github.com") and yaml_url.endswith((".yml", ".yaml")):
  112. yaml_url = yaml_url.replace("https://github.com", "https://raw.githubusercontent.com")
  113. yaml_url = yaml_url.replace("/blob/", "/")
  114. response = ssrf_proxy.get(yaml_url.strip(), follow_redirects=True, timeout=(10, 10))
  115. response.raise_for_status()
  116. content = response.content
  117. if len(content) > DSL_MAX_SIZE:
  118. return Import(
  119. id=import_id,
  120. status=ImportStatus.FAILED,
  121. error="File size exceeds the limit of 10MB",
  122. )
  123. if not content:
  124. return Import(
  125. id=import_id,
  126. status=ImportStatus.FAILED,
  127. error="Empty content from url",
  128. )
  129. try:
  130. content = content.decode("utf-8")
  131. except UnicodeDecodeError as e:
  132. return Import(
  133. id=import_id,
  134. status=ImportStatus.FAILED,
  135. error=f"Error decoding content: {e}",
  136. )
  137. except Exception as e:
  138. return Import(
  139. id=import_id,
  140. status=ImportStatus.FAILED,
  141. error=f"Error fetching YAML from URL: {str(e)}",
  142. )
  143. elif mode == ImportMode.YAML_CONTENT:
  144. if not yaml_content:
  145. return Import(
  146. id=import_id,
  147. status=ImportStatus.FAILED,
  148. error="yaml_content is required when import_mode is yaml-content",
  149. )
  150. content = yaml_content
  151. # Process YAML content
  152. try:
  153. # Parse YAML to validate format
  154. data = yaml.safe_load(content)
  155. if not isinstance(data, dict):
  156. return Import(
  157. id=import_id,
  158. status=ImportStatus.FAILED,
  159. error="Invalid YAML format: content must be a mapping",
  160. )
  161. # Validate and fix DSL version
  162. if not data.get("version"):
  163. data["version"] = "0.1.0"
  164. if not data.get("kind") or data.get("kind") != "app":
  165. data["kind"] = "app"
  166. imported_version = data.get("version", "0.1.0")
  167. status = _check_version_compatibility(imported_version)
  168. # Extract app data
  169. app_data = data.get("app")
  170. if not app_data:
  171. return Import(
  172. id=import_id,
  173. status=ImportStatus.FAILED,
  174. error="Missing app data in YAML content",
  175. )
  176. # If app_id is provided, check if it exists
  177. app = None
  178. if app_id:
  179. stmt = select(App).where(App.id == app_id, App.tenant_id == account.current_tenant_id)
  180. app = self._session.scalar(stmt)
  181. if not app:
  182. return Import(
  183. id=import_id,
  184. status=ImportStatus.FAILED,
  185. error="App not found",
  186. )
  187. if app.mode not in [AppMode.WORKFLOW.value, AppMode.ADVANCED_CHAT.value]:
  188. return Import(
  189. id=import_id,
  190. status=ImportStatus.FAILED,
  191. error="Only workflow or advanced chat apps can be overwritten",
  192. )
  193. # If major version mismatch, store import info in Redis
  194. if status == ImportStatus.PENDING:
  195. pending_data = PendingData(
  196. import_mode=import_mode,
  197. yaml_content=content,
  198. name=name,
  199. description=description,
  200. icon_type=icon_type,
  201. icon=icon,
  202. icon_background=icon_background,
  203. app_id=app_id,
  204. )
  205. redis_client.setex(
  206. f"{IMPORT_INFO_REDIS_KEY_PREFIX}{import_id}",
  207. IMPORT_INFO_REDIS_EXPIRY,
  208. pending_data.model_dump_json(),
  209. )
  210. return Import(
  211. id=import_id,
  212. status=status,
  213. app_id=app_id,
  214. imported_dsl_version=imported_version,
  215. )
  216. # Extract dependencies
  217. dependencies = data.get("dependencies", [])
  218. check_dependencies_pending_data = None
  219. if dependencies:
  220. check_dependencies_pending_data = [PluginDependency.model_validate(d) for d in dependencies]
  221. # Create or update app
  222. app = self._create_or_update_app(
  223. app=app,
  224. data=data,
  225. account=account,
  226. name=name,
  227. description=description,
  228. icon_type=icon_type,
  229. icon=icon,
  230. icon_background=icon_background,
  231. dependencies=check_dependencies_pending_data,
  232. )
  233. return Import(
  234. id=import_id,
  235. status=status,
  236. app_id=app.id,
  237. imported_dsl_version=imported_version,
  238. )
  239. except yaml.YAMLError as e:
  240. return Import(
  241. id=import_id,
  242. status=ImportStatus.FAILED,
  243. error=f"Invalid YAML format: {str(e)}",
  244. )
  245. except Exception as e:
  246. logger.exception("Failed to import app")
  247. return Import(
  248. id=import_id,
  249. status=ImportStatus.FAILED,
  250. error=str(e),
  251. )
  252. def confirm_import(self, *, import_id: str, account: Account) -> Import:
  253. """
  254. Confirm an import that requires confirmation
  255. """
  256. redis_key = f"{IMPORT_INFO_REDIS_KEY_PREFIX}{import_id}"
  257. pending_data = redis_client.get(redis_key)
  258. if not pending_data:
  259. return Import(
  260. id=import_id,
  261. status=ImportStatus.FAILED,
  262. error="Import information expired or does not exist",
  263. )
  264. try:
  265. if not isinstance(pending_data, str | bytes):
  266. return Import(
  267. id=import_id,
  268. status=ImportStatus.FAILED,
  269. error="Invalid import information",
  270. )
  271. pending_data = PendingData.model_validate_json(pending_data)
  272. data = yaml.safe_load(pending_data.yaml_content)
  273. app = None
  274. if pending_data.app_id:
  275. stmt = select(App).where(App.id == pending_data.app_id, App.tenant_id == account.current_tenant_id)
  276. app = self._session.scalar(stmt)
  277. # Create or update app
  278. app = self._create_or_update_app(
  279. app=app,
  280. data=data,
  281. account=account,
  282. name=pending_data.name,
  283. description=pending_data.description,
  284. icon_type=pending_data.icon_type,
  285. icon=pending_data.icon,
  286. icon_background=pending_data.icon_background,
  287. )
  288. # Delete import info from Redis
  289. redis_client.delete(redis_key)
  290. return Import(
  291. id=import_id,
  292. status=ImportStatus.COMPLETED,
  293. app_id=app.id,
  294. current_dsl_version=CURRENT_DSL_VERSION,
  295. imported_dsl_version=data.get("version", "0.1.0"),
  296. )
  297. except Exception as e:
  298. logger.exception("Error confirming import")
  299. return Import(
  300. id=import_id,
  301. status=ImportStatus.FAILED,
  302. error=str(e),
  303. )
  304. def check_dependencies(
  305. self,
  306. *,
  307. app_model: App,
  308. ) -> CheckDependenciesResult:
  309. """Check dependencies"""
  310. # Get dependencies from Redis
  311. redis_key = f"{CHECK_DEPENDENCIES_REDIS_KEY_PREFIX}{app_model.id}"
  312. dependencies = redis_client.get(redis_key)
  313. if not dependencies:
  314. return CheckDependenciesResult()
  315. # Extract dependencies
  316. dependencies = CheckDependenciesPendingData.model_validate_json(dependencies)
  317. # Get leaked dependencies
  318. leaked_dependencies = DependenciesAnalysisService.get_leaked_dependencies(
  319. tenant_id=app_model.tenant_id, dependencies=dependencies.dependencies
  320. )
  321. return CheckDependenciesResult(
  322. leaked_dependencies=leaked_dependencies,
  323. )
  324. def _create_or_update_app(
  325. self,
  326. *,
  327. app: Optional[App],
  328. data: dict,
  329. account: Account,
  330. name: Optional[str] = None,
  331. description: Optional[str] = None,
  332. icon_type: Optional[str] = None,
  333. icon: Optional[str] = None,
  334. icon_background: Optional[str] = None,
  335. dependencies: Optional[list[PluginDependency]] = None,
  336. ) -> App:
  337. """Create a new app or update an existing one."""
  338. app_data = data.get("app", {})
  339. app_mode = AppMode(app_data["mode"])
  340. # Set icon type
  341. icon_type_value = icon_type or app_data.get("icon_type")
  342. if icon_type_value in ["emoji", "link"]:
  343. icon_type = icon_type_value
  344. else:
  345. icon_type = "emoji"
  346. icon = icon or str(app_data.get("icon", ""))
  347. if app:
  348. # Update existing app
  349. app.name = name or app_data.get("name", app.name)
  350. app.description = description or app_data.get("description", app.description)
  351. app.icon_type = icon_type
  352. app.icon = icon
  353. app.icon_background = icon_background or app_data.get("icon_background", app.icon_background)
  354. app.updated_by = account.id
  355. else:
  356. # Create new app
  357. app = App()
  358. app.id = str(uuid4())
  359. app.tenant_id = account.current_tenant_id
  360. app.mode = app_mode.value
  361. app.name = name or app_data.get("name", "")
  362. app.description = description or app_data.get("description", "")
  363. app.icon_type = icon_type
  364. app.icon = icon
  365. app.icon_background = icon_background or app_data.get("icon_background", "#FFFFFF")
  366. app.enable_site = True
  367. app.enable_api = True
  368. app.use_icon_as_answer_icon = app_data.get("use_icon_as_answer_icon", False)
  369. app.created_by = account.id
  370. app.updated_by = account.id
  371. self._session.add(app)
  372. self._session.commit()
  373. app_was_created.send(app, account=account)
  374. # save dependencies
  375. if dependencies:
  376. redis_client.setex(
  377. f"{CHECK_DEPENDENCIES_REDIS_KEY_PREFIX}{app.id}",
  378. IMPORT_INFO_REDIS_EXPIRY,
  379. CheckDependenciesPendingData(app_id=app.id, dependencies=dependencies).model_dump_json(),
  380. )
  381. # Initialize app based on mode
  382. if app_mode in {AppMode.ADVANCED_CHAT, AppMode.WORKFLOW}:
  383. workflow_data = data.get("workflow")
  384. if not workflow_data or not isinstance(workflow_data, dict):
  385. raise ValueError("Missing workflow data for workflow/advanced chat app")
  386. environment_variables_list = workflow_data.get("environment_variables", [])
  387. environment_variables = [
  388. variable_factory.build_environment_variable_from_mapping(obj) for obj in environment_variables_list
  389. ]
  390. conversation_variables_list = workflow_data.get("conversation_variables", [])
  391. conversation_variables = [
  392. variable_factory.build_conversation_variable_from_mapping(obj) for obj in conversation_variables_list
  393. ]
  394. workflow_service = WorkflowService()
  395. current_draft_workflow = workflow_service.get_draft_workflow(app_model=app)
  396. if current_draft_workflow:
  397. unique_hash = current_draft_workflow.unique_hash
  398. else:
  399. unique_hash = None
  400. workflow_service.sync_draft_workflow(
  401. app_model=app,
  402. graph=workflow_data.get("graph", {}),
  403. features=workflow_data.get("features", {}),
  404. unique_hash=unique_hash,
  405. account=account,
  406. environment_variables=environment_variables,
  407. conversation_variables=conversation_variables,
  408. )
  409. elif app_mode in {AppMode.CHAT, AppMode.AGENT_CHAT, AppMode.COMPLETION}:
  410. # Initialize model config
  411. model_config = data.get("model_config")
  412. if not model_config or not isinstance(model_config, dict):
  413. raise ValueError("Missing model_config for chat/agent-chat/completion app")
  414. # Initialize or update model config
  415. if not app.app_model_config:
  416. app_model_config = AppModelConfig().from_model_config_dict(model_config)
  417. app_model_config.id = str(uuid4())
  418. app_model_config.app_id = app.id
  419. app_model_config.created_by = account.id
  420. app_model_config.updated_by = account.id
  421. app.app_model_config_id = app_model_config.id
  422. self._session.add(app_model_config)
  423. app_model_config_was_updated.send(app, app_model_config=app_model_config)
  424. else:
  425. raise ValueError("Invalid app mode")
  426. return app
  427. @classmethod
  428. def export_dsl(cls, app_model: App, include_secret: bool = False) -> str:
  429. """
  430. Export app
  431. :param app_model: App instance
  432. :return:
  433. """
  434. app_mode = AppMode.value_of(app_model.mode)
  435. export_data = {
  436. "version": CURRENT_DSL_VERSION,
  437. "kind": "app",
  438. "app": {
  439. "name": app_model.name,
  440. "mode": app_model.mode,
  441. "icon": "🤖" if app_model.icon_type == "image" else app_model.icon,
  442. "icon_background": "#FFEAD5" if app_model.icon_type == "image" else app_model.icon_background,
  443. "description": app_model.description,
  444. "use_icon_as_answer_icon": app_model.use_icon_as_answer_icon,
  445. },
  446. }
  447. if app_mode in {AppMode.ADVANCED_CHAT, AppMode.WORKFLOW}:
  448. cls._append_workflow_export_data(
  449. export_data=export_data, app_model=app_model, include_secret=include_secret
  450. )
  451. else:
  452. cls._append_model_config_export_data(export_data, app_model)
  453. return yaml.dump(export_data, allow_unicode=True)
  454. @classmethod
  455. def _append_workflow_export_data(cls, *, export_data: dict, app_model: App, include_secret: bool) -> None:
  456. """
  457. Append workflow export data
  458. :param export_data: export data
  459. :param app_model: App instance
  460. """
  461. workflow_service = WorkflowService()
  462. workflow = workflow_service.get_draft_workflow(app_model)
  463. if not workflow:
  464. raise ValueError("Missing draft workflow configuration, please check.")
  465. export_data["workflow"] = workflow.to_dict(include_secret=include_secret)
  466. dependencies = cls._extract_dependencies_from_workflow(workflow)
  467. export_data["dependencies"] = [
  468. jsonable_encoder(d.model_dump())
  469. for d in DependenciesAnalysisService.generate_dependencies(
  470. tenant_id=app_model.tenant_id, dependencies=dependencies
  471. )
  472. ]
  473. @classmethod
  474. def _append_model_config_export_data(cls, export_data: dict, app_model: App) -> None:
  475. """
  476. Append model config export data
  477. :param export_data: export data
  478. :param app_model: App instance
  479. """
  480. app_model_config = app_model.app_model_config
  481. if not app_model_config:
  482. raise ValueError("Missing app configuration, please check.")
  483. export_data["model_config"] = app_model_config.to_dict()
  484. dependencies = cls._extract_dependencies_from_model_config(app_model_config)
  485. export_data["dependencies"] = [
  486. jsonable_encoder(d.model_dump())
  487. for d in DependenciesAnalysisService.generate_dependencies(
  488. tenant_id=app_model.tenant_id, dependencies=dependencies
  489. )
  490. ]
  491. @classmethod
  492. def _extract_dependencies_from_workflow(cls, workflow: Workflow) -> list[str]:
  493. """
  494. Extract dependencies from workflow
  495. :param workflow: Workflow instance
  496. :return: dependencies list format like ["langgenius/google"]
  497. """
  498. graph = workflow.graph_dict
  499. dependencies = []
  500. for node in graph.get("nodes", []):
  501. try:
  502. typ = node.get("data", {}).get("type")
  503. match typ:
  504. case NodeType.TOOL.value:
  505. tool_entity = ToolNodeData(**node["data"])
  506. dependencies.append(
  507. DependenciesAnalysisService.analyze_tool_dependency(tool_entity.provider_id),
  508. )
  509. case NodeType.LLM.value:
  510. llm_entity = LLMNodeData(**node["data"])
  511. dependencies.append(
  512. DependenciesAnalysisService.analyze_model_provider_dependency(llm_entity.model.provider),
  513. )
  514. case NodeType.QUESTION_CLASSIFIER.value:
  515. question_classifier_entity = QuestionClassifierNodeData(**node["data"])
  516. dependencies.append(
  517. DependenciesAnalysisService.analyze_model_provider_dependency(
  518. question_classifier_entity.model.provider
  519. ),
  520. )
  521. case NodeType.PARAMETER_EXTRACTOR.value:
  522. parameter_extractor_entity = ParameterExtractorNodeData(**node["data"])
  523. dependencies.append(
  524. DependenciesAnalysisService.analyze_model_provider_dependency(
  525. parameter_extractor_entity.model.provider
  526. ),
  527. )
  528. case NodeType.KNOWLEDGE_RETRIEVAL.value:
  529. knowledge_retrieval_entity = KnowledgeRetrievalNodeData(**node["data"])
  530. if knowledge_retrieval_entity.retrieval_mode == "multiple":
  531. if knowledge_retrieval_entity.multiple_retrieval_config:
  532. if (
  533. knowledge_retrieval_entity.multiple_retrieval_config.reranking_mode
  534. == "reranking_model"
  535. ):
  536. if knowledge_retrieval_entity.multiple_retrieval_config.reranking_model:
  537. dependencies.append(
  538. DependenciesAnalysisService.analyze_model_provider_dependency(
  539. knowledge_retrieval_entity.multiple_retrieval_config.reranking_model.provider
  540. ),
  541. )
  542. elif (
  543. knowledge_retrieval_entity.multiple_retrieval_config.reranking_mode
  544. == "weighted_score"
  545. ):
  546. if knowledge_retrieval_entity.multiple_retrieval_config.weights:
  547. vector_setting = (
  548. knowledge_retrieval_entity.multiple_retrieval_config.weights.vector_setting
  549. )
  550. dependencies.append(
  551. DependenciesAnalysisService.analyze_model_provider_dependency(
  552. vector_setting.embedding_provider_name
  553. ),
  554. )
  555. elif knowledge_retrieval_entity.retrieval_mode == "single":
  556. model_config = knowledge_retrieval_entity.single_retrieval_config
  557. if model_config:
  558. dependencies.append(
  559. DependenciesAnalysisService.analyze_model_provider_dependency(
  560. model_config.model.provider
  561. ),
  562. )
  563. case _:
  564. # TODO: Handle default case or unknown node types
  565. pass
  566. except Exception as e:
  567. logger.exception("Error extracting node dependency", exc_info=e)
  568. return dependencies
  569. @classmethod
  570. def _extract_dependencies_from_model_config(cls, model_config: AppModelConfig) -> list[str]:
  571. """
  572. Extract dependencies from model config
  573. :param model_config: AppModelConfig instance
  574. :return: dependencies list format like ["langgenius/google:1.0.0@abcdef1234567890"]
  575. """
  576. dependencies = []
  577. try:
  578. # completion model
  579. model_dict = model_config.model_dict
  580. if model_dict:
  581. dependencies.append(
  582. DependenciesAnalysisService.analyze_model_provider_dependency(model_dict.get("provider", ""))
  583. )
  584. # reranking model
  585. dataset_configs = model_config.dataset_configs_dict
  586. if dataset_configs:
  587. for dataset_config in dataset_configs.get("datasets", {}).get("datasets", []):
  588. if dataset_config.get("reranking_model"):
  589. dependencies.append(
  590. DependenciesAnalysisService.analyze_model_provider_dependency(
  591. dataset_config.get("reranking_model", {})
  592. .get("reranking_provider_name", {})
  593. .get("provider")
  594. )
  595. )
  596. # tools
  597. agent_configs = model_config.agent_mode_dict
  598. if agent_configs:
  599. for agent_config in agent_configs.get("tools", []):
  600. dependencies.append(
  601. DependenciesAnalysisService.analyze_tool_dependency(agent_config.get("provider_id"))
  602. )
  603. except Exception as e:
  604. logger.exception("Error extracting model config dependency", exc_info=e)
  605. return dependencies
  606. @classmethod
  607. def get_leaked_dependencies(cls, tenant_id: str, dsl_dependencies: list[dict]) -> list[PluginDependency]:
  608. """
  609. Returns the leaked dependencies in current workspace
  610. """
  611. dependencies = [PluginDependency(**dep) for dep in dsl_dependencies]
  612. if not dependencies:
  613. return []
  614. return DependenciesAnalysisService.get_leaked_dependencies(tenant_id=tenant_id, dependencies=dependencies)