knowledge.py 9.1 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. KnowledgeUpdateForm,
  9. KnowledgeForm,
  10. KnowledgeResponse,
  11. )
  12. from open_webui.apps.webui.models.files import Files, FileModel
  13. from open_webui.apps.retrieval.vector.connector import VECTOR_DB_CLIENT
  14. from open_webui.apps.retrieval.main import process_file, ProcessFileForm
  15. from open_webui.constants import ERROR_MESSAGES
  16. from open_webui.utils.utils import get_admin_user, get_verified_user
  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. # GetKnowledgeItems
  23. ############################
  24. @router.get(
  25. "/", response_model=Optional[Union[list[KnowledgeResponse], KnowledgeResponse]]
  26. )
  27. async def get_knowledge_items(
  28. id: Optional[str] = None, user=Depends(get_verified_user)
  29. ):
  30. if id:
  31. knowledge = Knowledges.get_knowledge_by_id(id=id)
  32. if knowledge:
  33. return knowledge
  34. else:
  35. raise HTTPException(
  36. status_code=status.HTTP_401_UNAUTHORIZED,
  37. detail=ERROR_MESSAGES.NOT_FOUND,
  38. )
  39. else:
  40. return [
  41. KnowledgeResponse(**knowledge.model_dump())
  42. for knowledge in Knowledges.get_knowledge_items()
  43. ]
  44. ############################
  45. # CreateNewKnowledge
  46. ############################
  47. @router.post("/create", response_model=Optional[KnowledgeResponse])
  48. async def create_new_knowledge(form_data: KnowledgeForm, user=Depends(get_admin_user)):
  49. knowledge = Knowledges.insert_new_knowledge(user.id, form_data)
  50. if knowledge:
  51. return knowledge
  52. else:
  53. raise HTTPException(
  54. status_code=status.HTTP_400_BAD_REQUEST,
  55. detail=ERROR_MESSAGES.FILE_EXISTS,
  56. )
  57. ############################
  58. # GetKnowledgeById
  59. ############################
  60. class KnowledgeFilesResponse(KnowledgeResponse):
  61. files: list[FileModel]
  62. @router.get("/{id}", response_model=Optional[KnowledgeFilesResponse])
  63. async def get_knowledge_by_id(id: str, user=Depends(get_verified_user)):
  64. knowledge = Knowledges.get_knowledge_by_id(id=id)
  65. if knowledge:
  66. file_ids = knowledge.data.get("file_ids", []) if knowledge.data else []
  67. files = Files.get_files_by_ids(file_ids)
  68. return KnowledgeFilesResponse(
  69. **knowledge.model_dump(),
  70. files=files,
  71. )
  72. else:
  73. raise HTTPException(
  74. status_code=status.HTTP_401_UNAUTHORIZED,
  75. detail=ERROR_MESSAGES.NOT_FOUND,
  76. )
  77. ############################
  78. # UpdateKnowledgeById
  79. ############################
  80. @router.post("/{id}/update", response_model=Optional[KnowledgeFilesResponse])
  81. async def update_knowledge_by_id(
  82. id: str,
  83. form_data: KnowledgeUpdateForm,
  84. user=Depends(get_admin_user),
  85. ):
  86. knowledge = Knowledges.update_knowledge_by_id(id=id, form_data=form_data)
  87. if knowledge:
  88. file_ids = knowledge.data.get("file_ids", []) if knowledge.data else []
  89. files = Files.get_files_by_ids(file_ids)
  90. return KnowledgeFilesResponse(
  91. **knowledge.model_dump(),
  92. files=files,
  93. )
  94. else:
  95. raise HTTPException(
  96. status_code=status.HTTP_400_BAD_REQUEST,
  97. detail=ERROR_MESSAGES.ID_TAKEN,
  98. )
  99. ############################
  100. # AddFileToKnowledge
  101. ############################
  102. class KnowledgeFileIdForm(BaseModel):
  103. file_id: str
  104. @router.post("/{id}/file/add", response_model=Optional[KnowledgeFilesResponse])
  105. def add_file_to_knowledge_by_id(
  106. id: str,
  107. form_data: KnowledgeFileIdForm,
  108. user=Depends(get_admin_user),
  109. ):
  110. knowledge = Knowledges.get_knowledge_by_id(id=id)
  111. file = Files.get_file_by_id(form_data.file_id)
  112. if not file:
  113. raise HTTPException(
  114. status_code=status.HTTP_400_BAD_REQUEST,
  115. detail=ERROR_MESSAGES.NOT_FOUND,
  116. )
  117. if not file.data:
  118. raise HTTPException(
  119. status_code=status.HTTP_400_BAD_REQUEST,
  120. detail=ERROR_MESSAGES.FILE_NOT_PROCESSED,
  121. )
  122. # Add content to the vector database
  123. try:
  124. process_file(ProcessFileForm(file_id=form_data.file_id, collection_name=id))
  125. except Exception as e:
  126. log.debug(e)
  127. if knowledge:
  128. data = knowledge.data or {}
  129. file_ids = data.get("file_ids", [])
  130. if form_data.file_id not in file_ids:
  131. file_ids.append(form_data.file_id)
  132. data["file_ids"] = file_ids
  133. knowledge = Knowledges.update_knowledge_by_id(
  134. id=id, form_data=KnowledgeUpdateForm(data=data)
  135. )
  136. if knowledge:
  137. files = Files.get_files_by_ids(file_ids)
  138. return KnowledgeFilesResponse(
  139. **knowledge.model_dump(),
  140. files=files,
  141. )
  142. else:
  143. raise HTTPException(
  144. status_code=status.HTTP_400_BAD_REQUEST,
  145. detail=ERROR_MESSAGES.DEFAULT("knowledge"),
  146. )
  147. else:
  148. raise HTTPException(
  149. status_code=status.HTTP_400_BAD_REQUEST,
  150. detail=ERROR_MESSAGES.DEFAULT("file_id"),
  151. )
  152. else:
  153. raise HTTPException(
  154. status_code=status.HTTP_400_BAD_REQUEST,
  155. detail=ERROR_MESSAGES.NOT_FOUND,
  156. )
  157. @router.post("/{id}/file/update", response_model=Optional[KnowledgeFilesResponse])
  158. def update_file_from_knowledge_by_id(
  159. id: str,
  160. form_data: KnowledgeFileIdForm,
  161. user=Depends(get_admin_user),
  162. ):
  163. knowledge = Knowledges.get_knowledge_by_id(id=id)
  164. file = Files.get_file_by_id(form_data.file_id)
  165. if not file:
  166. raise HTTPException(
  167. status_code=status.HTTP_400_BAD_REQUEST,
  168. detail=ERROR_MESSAGES.NOT_FOUND,
  169. )
  170. # Remove content from the vector database
  171. VECTOR_DB_CLIENT.delete(
  172. collection_name=knowledge.id, filter={"file_id": form_data.file_id}
  173. )
  174. # Add content to the vector database
  175. try:
  176. process_file(ProcessFileForm(file_id=form_data.file_id, collection_name=id))
  177. except Exception as e:
  178. raise HTTPException(
  179. status_code=status.HTTP_400_BAD_REQUEST,
  180. detail=str(e),
  181. )
  182. if knowledge:
  183. data = knowledge.data or {}
  184. file_ids = data.get("file_ids", [])
  185. files = Files.get_files_by_ids(file_ids)
  186. return KnowledgeFilesResponse(
  187. **knowledge.model_dump(),
  188. files=files,
  189. )
  190. else:
  191. raise HTTPException(
  192. status_code=status.HTTP_400_BAD_REQUEST,
  193. detail=ERROR_MESSAGES.NOT_FOUND,
  194. )
  195. ############################
  196. # RemoveFileFromKnowledge
  197. ############################
  198. @router.post("/{id}/file/remove", response_model=Optional[KnowledgeFilesResponse])
  199. def remove_file_from_knowledge_by_id(
  200. id: str,
  201. form_data: KnowledgeFileIdForm,
  202. user=Depends(get_admin_user),
  203. ):
  204. knowledge = Knowledges.get_knowledge_by_id(id=id)
  205. file = Files.get_file_by_id(form_data.file_id)
  206. if not file:
  207. raise HTTPException(
  208. status_code=status.HTTP_400_BAD_REQUEST,
  209. detail=ERROR_MESSAGES.NOT_FOUND,
  210. )
  211. # Remove content from the vector database
  212. VECTOR_DB_CLIENT.delete(
  213. collection_name=knowledge.id, filter={"file_id": form_data.file_id}
  214. )
  215. result = VECTOR_DB_CLIENT.query(
  216. collection_name=knowledge.id,
  217. filter={"file_id": form_data.file_id},
  218. )
  219. Files.delete_file_by_id(form_data.file_id)
  220. if knowledge:
  221. data = knowledge.data or {}
  222. file_ids = data.get("file_ids", [])
  223. if form_data.file_id in file_ids:
  224. file_ids.remove(form_data.file_id)
  225. data["file_ids"] = file_ids
  226. knowledge = Knowledges.update_knowledge_by_id(
  227. id=id, form_data=KnowledgeUpdateForm(data=data)
  228. )
  229. if knowledge:
  230. files = Files.get_files_by_ids(file_ids)
  231. return KnowledgeFilesResponse(
  232. **knowledge.model_dump(),
  233. files=files,
  234. )
  235. else:
  236. raise HTTPException(
  237. status_code=status.HTTP_400_BAD_REQUEST,
  238. detail=ERROR_MESSAGES.DEFAULT("knowledge"),
  239. )
  240. else:
  241. raise HTTPException(
  242. status_code=status.HTTP_400_BAD_REQUEST,
  243. detail=ERROR_MESSAGES.DEFAULT("file_id"),
  244. )
  245. else:
  246. raise HTTPException(
  247. status_code=status.HTTP_400_BAD_REQUEST,
  248. detail=ERROR_MESSAGES.NOT_FOUND,
  249. )
  250. ############################
  251. # DeleteKnowledgeById
  252. ############################
  253. @router.delete("/{id}/delete", response_model=bool)
  254. async def delete_knowledge_by_id(id: str, user=Depends(get_admin_user)):
  255. try:
  256. VECTOR_DB_CLIENT.delete_collection(collection_name=id)
  257. except Exception as e:
  258. log.debug(e)
  259. pass
  260. result = Knowledges.delete_knowledge_by_id(id=id)
  261. return result