knowledge.py 15 KB

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  1. import json
  2. from typing import Optional, Union
  3. from pydantic import BaseModel
  4. from fastapi import APIRouter, Depends, HTTPException, status
  5. import logging
  6. from open_webui.apps.webui.models.knowledge import (
  7. Knowledges,
  8. KnowledgeForm,
  9. KnowledgeResponse,
  10. )
  11. from open_webui.apps.webui.models.files import Files, FileModel
  12. from open_webui.apps.retrieval.vector.connector import VECTOR_DB_CLIENT
  13. from open_webui.apps.retrieval.main import process_file, ProcessFileForm
  14. from open_webui.constants import ERROR_MESSAGES
  15. from open_webui.utils.utils import get_admin_user, get_verified_user
  16. from open_webui.utils.access_control import has_access
  17. from open_webui.env import SRC_LOG_LEVELS
  18. log = logging.getLogger(__name__)
  19. log.setLevel(SRC_LOG_LEVELS["MODELS"])
  20. router = APIRouter()
  21. ############################
  22. # getKnowledgeBases
  23. ############################
  24. @router.get("/", response_model=list[KnowledgeResponse])
  25. async def get_knowledge(user=Depends(get_verified_user)):
  26. knowledge_bases = []
  27. if user.role == "admin":
  28. knowledge_bases = Knowledges.get_knowledge_bases()
  29. else:
  30. knowledge_bases = Knowledges.get_knowledge_bases_by_user_id(user.id, "read")
  31. # Get files for each knowledge base
  32. for knowledge_base in knowledge_bases:
  33. files = []
  34. if knowledge_base.data:
  35. files = Files.get_file_metadatas_by_ids(
  36. knowledge_base.data.get("file_ids", [])
  37. )
  38. # Check if all files exist
  39. if len(files) != len(knowledge_base.data.get("file_ids", [])):
  40. missing_files = list(
  41. set(knowledge_base.data.get("file_ids", []))
  42. - set([file.id for file in files])
  43. )
  44. if missing_files:
  45. data = knowledge_base.data or {}
  46. file_ids = data.get("file_ids", [])
  47. for missing_file in missing_files:
  48. file_ids.remove(missing_file)
  49. data["file_ids"] = file_ids
  50. Knowledges.update_knowledge_data_by_id(
  51. id=knowledge_base.id, data=data
  52. )
  53. files = Files.get_file_metadatas_by_ids(file_ids)
  54. knowledge_base = KnowledgeResponse(
  55. **knowledge_base.model_dump(),
  56. files=files,
  57. )
  58. return knowledge_bases
  59. @router.get("/list", response_model=list[KnowledgeResponse])
  60. async def get_knowledge_list(user=Depends(get_verified_user)):
  61. knowledge_bases = []
  62. if user.role == "admin":
  63. knowledge_bases = Knowledges.get_knowledge_bases()
  64. else:
  65. knowledge_bases = Knowledges.get_knowledge_bases_by_user_id(user.id, "write")
  66. # Get files for each knowledge base
  67. for knowledge_base in knowledge_bases:
  68. files = []
  69. if knowledge_base.data:
  70. files = Files.get_file_metadatas_by_ids(
  71. knowledge_base.data.get("file_ids", [])
  72. )
  73. # Check if all files exist
  74. if len(files) != len(knowledge_base.data.get("file_ids", [])):
  75. missing_files = list(
  76. set(knowledge_base.data.get("file_ids", []))
  77. - set([file.id for file in files])
  78. )
  79. if missing_files:
  80. data = knowledge_base.data or {}
  81. file_ids = data.get("file_ids", [])
  82. for missing_file in missing_files:
  83. file_ids.remove(missing_file)
  84. data["file_ids"] = file_ids
  85. Knowledges.update_knowledge_data_by_id(
  86. id=knowledge_base.id, data=data
  87. )
  88. files = Files.get_file_metadatas_by_ids(file_ids)
  89. knowledge_base = KnowledgeResponse(
  90. **knowledge_base.model_dump(),
  91. files=files,
  92. )
  93. return knowledge_bases
  94. ############################
  95. # CreateNewKnowledge
  96. ############################
  97. @router.post("/create", response_model=Optional[KnowledgeResponse])
  98. async def create_new_knowledge(
  99. form_data: KnowledgeForm, user=Depends(get_verified_user)
  100. ):
  101. knowledge = Knowledges.insert_new_knowledge(user.id, form_data)
  102. if knowledge:
  103. return knowledge
  104. else:
  105. raise HTTPException(
  106. status_code=status.HTTP_400_BAD_REQUEST,
  107. detail=ERROR_MESSAGES.FILE_EXISTS,
  108. )
  109. ############################
  110. # GetKnowledgeById
  111. ############################
  112. class KnowledgeFilesResponse(KnowledgeResponse):
  113. files: list[FileModel]
  114. @router.get("/{id}", response_model=Optional[KnowledgeFilesResponse])
  115. async def get_knowledge_by_id(id: str, user=Depends(get_verified_user)):
  116. knowledge = Knowledges.get_knowledge_by_id(id=id)
  117. if knowledge:
  118. if (
  119. user.role == "admin"
  120. or knowledge.user_id == user.id
  121. or has_access(user.id, "read", knowledge.access_control)
  122. ):
  123. file_ids = knowledge.data.get("file_ids", []) if knowledge.data else []
  124. files = Files.get_files_by_ids(file_ids)
  125. return KnowledgeFilesResponse(
  126. **knowledge.model_dump(),
  127. files=files,
  128. )
  129. else:
  130. raise HTTPException(
  131. status_code=status.HTTP_401_UNAUTHORIZED,
  132. detail=ERROR_MESSAGES.NOT_FOUND,
  133. )
  134. ############################
  135. # UpdateKnowledgeById
  136. ############################
  137. @router.post("/{id}/update", response_model=Optional[KnowledgeFilesResponse])
  138. async def update_knowledge_by_id(
  139. id: str,
  140. form_data: KnowledgeForm,
  141. user=Depends(get_verified_user),
  142. ):
  143. knowledge = Knowledges.get_knowledge_by_id(id=id)
  144. if not knowledge:
  145. raise HTTPException(
  146. status_code=status.HTTP_400_BAD_REQUEST,
  147. detail=ERROR_MESSAGES.NOT_FOUND,
  148. )
  149. if knowledge.user_id != user.id and user.role != "admin":
  150. raise HTTPException(
  151. status_code=status.HTTP_400_BAD_REQUEST,
  152. detail=ERROR_MESSAGES.ACCESS_PROHIBITED,
  153. )
  154. knowledge = Knowledges.update_knowledge_by_id(id=id, form_data=form_data)
  155. if knowledge:
  156. file_ids = knowledge.data.get("file_ids", []) if knowledge.data else []
  157. files = Files.get_files_by_ids(file_ids)
  158. return KnowledgeFilesResponse(
  159. **knowledge.model_dump(),
  160. files=files,
  161. )
  162. else:
  163. raise HTTPException(
  164. status_code=status.HTTP_400_BAD_REQUEST,
  165. detail=ERROR_MESSAGES.ID_TAKEN,
  166. )
  167. ############################
  168. # AddFileToKnowledge
  169. ############################
  170. class KnowledgeFileIdForm(BaseModel):
  171. file_id: str
  172. @router.post("/{id}/file/add", response_model=Optional[KnowledgeFilesResponse])
  173. def add_file_to_knowledge_by_id(
  174. id: str,
  175. form_data: KnowledgeFileIdForm,
  176. user=Depends(get_verified_user),
  177. ):
  178. knowledge = Knowledges.get_knowledge_by_id(id=id)
  179. if not knowledge:
  180. raise HTTPException(
  181. status_code=status.HTTP_400_BAD_REQUEST,
  182. detail=ERROR_MESSAGES.NOT_FOUND,
  183. )
  184. if knowledge.user_id != user.id and user.role != "admin":
  185. raise HTTPException(
  186. status_code=status.HTTP_400_BAD_REQUEST,
  187. detail=ERROR_MESSAGES.ACCESS_PROHIBITED,
  188. )
  189. file = Files.get_file_by_id(form_data.file_id)
  190. if not file:
  191. raise HTTPException(
  192. status_code=status.HTTP_400_BAD_REQUEST,
  193. detail=ERROR_MESSAGES.NOT_FOUND,
  194. )
  195. if not file.data:
  196. raise HTTPException(
  197. status_code=status.HTTP_400_BAD_REQUEST,
  198. detail=ERROR_MESSAGES.FILE_NOT_PROCESSED,
  199. )
  200. # Add content to the vector database
  201. try:
  202. process_file(ProcessFileForm(file_id=form_data.file_id, collection_name=id))
  203. except Exception as e:
  204. log.debug(e)
  205. raise HTTPException(
  206. status_code=status.HTTP_400_BAD_REQUEST,
  207. detail=str(e),
  208. )
  209. if knowledge:
  210. data = knowledge.data or {}
  211. file_ids = data.get("file_ids", [])
  212. if form_data.file_id not in file_ids:
  213. file_ids.append(form_data.file_id)
  214. data["file_ids"] = file_ids
  215. knowledge = Knowledges.update_knowledge_data_by_id(id=id.id, data=data)
  216. if knowledge:
  217. files = Files.get_files_by_ids(file_ids)
  218. return KnowledgeFilesResponse(
  219. **knowledge.model_dump(),
  220. files=files,
  221. )
  222. else:
  223. raise HTTPException(
  224. status_code=status.HTTP_400_BAD_REQUEST,
  225. detail=ERROR_MESSAGES.DEFAULT("knowledge"),
  226. )
  227. else:
  228. raise HTTPException(
  229. status_code=status.HTTP_400_BAD_REQUEST,
  230. detail=ERROR_MESSAGES.DEFAULT("file_id"),
  231. )
  232. else:
  233. raise HTTPException(
  234. status_code=status.HTTP_400_BAD_REQUEST,
  235. detail=ERROR_MESSAGES.NOT_FOUND,
  236. )
  237. @router.post("/{id}/file/update", response_model=Optional[KnowledgeFilesResponse])
  238. def update_file_from_knowledge_by_id(
  239. id: str,
  240. form_data: KnowledgeFileIdForm,
  241. user=Depends(get_verified_user),
  242. ):
  243. knowledge = Knowledges.get_knowledge_by_id(id=id)
  244. if not knowledge:
  245. raise HTTPException(
  246. status_code=status.HTTP_400_BAD_REQUEST,
  247. detail=ERROR_MESSAGES.NOT_FOUND,
  248. )
  249. if knowledge.user_id != user.id and user.role != "admin":
  250. raise HTTPException(
  251. status_code=status.HTTP_400_BAD_REQUEST,
  252. detail=ERROR_MESSAGES.ACCESS_PROHIBITED,
  253. )
  254. file = Files.get_file_by_id(form_data.file_id)
  255. if not file:
  256. raise HTTPException(
  257. status_code=status.HTTP_400_BAD_REQUEST,
  258. detail=ERROR_MESSAGES.NOT_FOUND,
  259. )
  260. # Remove content from the vector database
  261. VECTOR_DB_CLIENT.delete(
  262. collection_name=knowledge.id, filter={"file_id": form_data.file_id}
  263. )
  264. # Add content to the vector database
  265. try:
  266. process_file(ProcessFileForm(file_id=form_data.file_id, collection_name=id))
  267. except Exception as e:
  268. raise HTTPException(
  269. status_code=status.HTTP_400_BAD_REQUEST,
  270. detail=str(e),
  271. )
  272. if knowledge:
  273. data = knowledge.data or {}
  274. file_ids = data.get("file_ids", [])
  275. files = Files.get_files_by_ids(file_ids)
  276. return KnowledgeFilesResponse(
  277. **knowledge.model_dump(),
  278. files=files,
  279. )
  280. else:
  281. raise HTTPException(
  282. status_code=status.HTTP_400_BAD_REQUEST,
  283. detail=ERROR_MESSAGES.NOT_FOUND,
  284. )
  285. ############################
  286. # RemoveFileFromKnowledge
  287. ############################
  288. @router.post("/{id}/file/remove", response_model=Optional[KnowledgeFilesResponse])
  289. def remove_file_from_knowledge_by_id(
  290. id: str,
  291. form_data: KnowledgeFileIdForm,
  292. user=Depends(get_verified_user),
  293. ):
  294. knowledge = Knowledges.get_knowledge_by_id(id=id)
  295. if not knowledge:
  296. raise HTTPException(
  297. status_code=status.HTTP_400_BAD_REQUEST,
  298. detail=ERROR_MESSAGES.NOT_FOUND,
  299. )
  300. if knowledge.user_id != user.id and user.role != "admin":
  301. raise HTTPException(
  302. status_code=status.HTTP_400_BAD_REQUEST,
  303. detail=ERROR_MESSAGES.ACCESS_PROHIBITED,
  304. )
  305. file = Files.get_file_by_id(form_data.file_id)
  306. if not file:
  307. raise HTTPException(
  308. status_code=status.HTTP_400_BAD_REQUEST,
  309. detail=ERROR_MESSAGES.NOT_FOUND,
  310. )
  311. # Remove content from the vector database
  312. VECTOR_DB_CLIENT.delete(
  313. collection_name=knowledge.id, filter={"file_id": form_data.file_id}
  314. )
  315. result = VECTOR_DB_CLIENT.query(
  316. collection_name=knowledge.id,
  317. filter={"file_id": form_data.file_id},
  318. )
  319. Files.delete_file_by_id(form_data.file_id)
  320. if knowledge:
  321. data = knowledge.data or {}
  322. file_ids = data.get("file_ids", [])
  323. if form_data.file_id in file_ids:
  324. file_ids.remove(form_data.file_id)
  325. data["file_ids"] = file_ids
  326. knowledge = Knowledges.update_knowledge_data_by_id(id=id.id, data=data)
  327. if knowledge:
  328. files = Files.get_files_by_ids(file_ids)
  329. return KnowledgeFilesResponse(
  330. **knowledge.model_dump(),
  331. files=files,
  332. )
  333. else:
  334. raise HTTPException(
  335. status_code=status.HTTP_400_BAD_REQUEST,
  336. detail=ERROR_MESSAGES.DEFAULT("knowledge"),
  337. )
  338. else:
  339. raise HTTPException(
  340. status_code=status.HTTP_400_BAD_REQUEST,
  341. detail=ERROR_MESSAGES.DEFAULT("file_id"),
  342. )
  343. else:
  344. raise HTTPException(
  345. status_code=status.HTTP_400_BAD_REQUEST,
  346. detail=ERROR_MESSAGES.NOT_FOUND,
  347. )
  348. ############################
  349. # DeleteKnowledgeById
  350. ############################
  351. @router.delete("/{id}/delete", response_model=bool)
  352. async def delete_knowledge_by_id(id: str, user=Depends(get_verified_user)):
  353. knowledge = Knowledges.get_knowledge_by_id(id=id)
  354. if not knowledge:
  355. raise HTTPException(
  356. status_code=status.HTTP_400_BAD_REQUEST,
  357. detail=ERROR_MESSAGES.NOT_FOUND,
  358. )
  359. if knowledge.user_id != user.id and user.role != "admin":
  360. raise HTTPException(
  361. status_code=status.HTTP_400_BAD_REQUEST,
  362. detail=ERROR_MESSAGES.ACCESS_PROHIBITED,
  363. )
  364. try:
  365. VECTOR_DB_CLIENT.delete_collection(collection_name=id)
  366. except Exception as e:
  367. log.debug(e)
  368. pass
  369. result = Knowledges.delete_knowledge_by_id(id=id)
  370. return result
  371. ############################
  372. # ResetKnowledgeById
  373. ############################
  374. @router.post("/{id}/reset", response_model=Optional[KnowledgeResponse])
  375. async def reset_knowledge_by_id(id: str, user=Depends(get_verified_user)):
  376. knowledge = Knowledges.get_knowledge_by_id(id=id)
  377. if not knowledge:
  378. raise HTTPException(
  379. status_code=status.HTTP_400_BAD_REQUEST,
  380. detail=ERROR_MESSAGES.NOT_FOUND,
  381. )
  382. if knowledge.user_id != user.id and user.role != "admin":
  383. raise HTTPException(
  384. status_code=status.HTTP_400_BAD_REQUEST,
  385. detail=ERROR_MESSAGES.ACCESS_PROHIBITED,
  386. )
  387. try:
  388. VECTOR_DB_CLIENT.delete_collection(collection_name=id)
  389. except Exception as e:
  390. log.debug(e)
  391. pass
  392. knowledge = Knowledges.update_knowledge_data_by_id(id=id.id, data={"file_ids": []})
  393. return knowledge