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| import json | |
| from typing import Optional, Union | |
| from pydantic import BaseModel | |
| from fastapi import APIRouter, Depends, HTTPException, status, Request | |
| import logging | |
| from open_webui.apps.webui.models.knowledge import ( | |
| Knowledges, | |
| KnowledgeForm, | |
| KnowledgeResponse, | |
| KnowledgeUserResponse, | |
| ) | |
| from open_webui.apps.webui.models.files import Files, FileModel | |
| from open_webui.apps.retrieval.vector.connector import VECTOR_DB_CLIENT | |
| from open_webui.apps.retrieval.main import process_file, ProcessFileForm | |
| from open_webui.constants import ERROR_MESSAGES | |
| from open_webui.utils.utils import get_admin_user, get_verified_user | |
| from open_webui.utils.access_control import has_access, has_permission | |
| from open_webui.env import SRC_LOG_LEVELS | |
| log = logging.getLogger(__name__) | |
| log.setLevel(SRC_LOG_LEVELS["MODELS"]) | |
| router = APIRouter() | |
| ############################ | |
| # getKnowledgeBases | |
| ############################ | |
| async def get_knowledge(user=Depends(get_verified_user)): | |
| knowledge_bases = [] | |
| if user.role == "admin": | |
| knowledge_bases = Knowledges.get_knowledge_bases() | |
| else: | |
| knowledge_bases = Knowledges.get_knowledge_bases_by_user_id(user.id, "read") | |
| # Get files for each knowledge base | |
| knowledge_with_files = [] | |
| for knowledge_base in knowledge_bases: | |
| files = [] | |
| if knowledge_base.data: | |
| files = Files.get_file_metadatas_by_ids( | |
| knowledge_base.data.get("file_ids", []) | |
| ) | |
| # Check if all files exist | |
| if len(files) != len(knowledge_base.data.get("file_ids", [])): | |
| missing_files = list( | |
| set(knowledge_base.data.get("file_ids", [])) | |
| - set([file.id for file in files]) | |
| ) | |
| if missing_files: | |
| data = knowledge_base.data or {} | |
| file_ids = data.get("file_ids", []) | |
| for missing_file in missing_files: | |
| file_ids.remove(missing_file) | |
| data["file_ids"] = file_ids | |
| Knowledges.update_knowledge_data_by_id( | |
| id=knowledge_base.id, data=data | |
| ) | |
| files = Files.get_file_metadatas_by_ids(file_ids) | |
| knowledge_with_files.append( | |
| KnowledgeUserResponse( | |
| **knowledge_base.model_dump(), | |
| files=files, | |
| ) | |
| ) | |
| return knowledge_with_files | |
| async def get_knowledge_list(user=Depends(get_verified_user)): | |
| knowledge_bases = [] | |
| if user.role == "admin": | |
| knowledge_bases = Knowledges.get_knowledge_bases() | |
| else: | |
| knowledge_bases = Knowledges.get_knowledge_bases_by_user_id(user.id, "write") | |
| # Get files for each knowledge base | |
| knowledge_with_files = [] | |
| for knowledge_base in knowledge_bases: | |
| files = [] | |
| if knowledge_base.data: | |
| files = Files.get_file_metadatas_by_ids( | |
| knowledge_base.data.get("file_ids", []) | |
| ) | |
| # Check if all files exist | |
| if len(files) != len(knowledge_base.data.get("file_ids", [])): | |
| missing_files = list( | |
| set(knowledge_base.data.get("file_ids", [])) | |
| - set([file.id for file in files]) | |
| ) | |
| if missing_files: | |
| data = knowledge_base.data or {} | |
| file_ids = data.get("file_ids", []) | |
| for missing_file in missing_files: | |
| file_ids.remove(missing_file) | |
| data["file_ids"] = file_ids | |
| Knowledges.update_knowledge_data_by_id( | |
| id=knowledge_base.id, data=data | |
| ) | |
| files = Files.get_file_metadatas_by_ids(file_ids) | |
| knowledge_with_files.append( | |
| KnowledgeUserResponse( | |
| **knowledge_base.model_dump(), | |
| files=files, | |
| ) | |
| ) | |
| return knowledge_with_files | |
| ############################ | |
| # CreateNewKnowledge | |
| ############################ | |
| async def create_new_knowledge( | |
| request: Request, form_data: KnowledgeForm, user=Depends(get_verified_user) | |
| ): | |
| if user.role != "admin" and not has_permission( | |
| user.id, "workspace.knowledge", request.app.state.config.USER_PERMISSIONS | |
| ): | |
| raise HTTPException( | |
| status_code=status.HTTP_401_UNAUTHORIZED, | |
| detail=ERROR_MESSAGES.UNAUTHORIZED, | |
| ) | |
| knowledge = Knowledges.insert_new_knowledge(user.id, form_data) | |
| if knowledge: | |
| return knowledge | |
| else: | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.FILE_EXISTS, | |
| ) | |
| ############################ | |
| # GetKnowledgeById | |
| ############################ | |
| class KnowledgeFilesResponse(KnowledgeResponse): | |
| files: list[FileModel] | |
| async def get_knowledge_by_id(id: str, user=Depends(get_verified_user)): | |
| knowledge = Knowledges.get_knowledge_by_id(id=id) | |
| if knowledge: | |
| if ( | |
| user.role == "admin" | |
| or knowledge.user_id == user.id | |
| or has_access(user.id, "read", knowledge.access_control) | |
| ): | |
| file_ids = knowledge.data.get("file_ids", []) if knowledge.data else [] | |
| files = Files.get_files_by_ids(file_ids) | |
| return KnowledgeFilesResponse( | |
| **knowledge.model_dump(), | |
| files=files, | |
| ) | |
| else: | |
| raise HTTPException( | |
| status_code=status.HTTP_401_UNAUTHORIZED, | |
| detail=ERROR_MESSAGES.NOT_FOUND, | |
| ) | |
| ############################ | |
| # UpdateKnowledgeById | |
| ############################ | |
| async def update_knowledge_by_id( | |
| id: str, | |
| form_data: KnowledgeForm, | |
| user=Depends(get_verified_user), | |
| ): | |
| knowledge = Knowledges.get_knowledge_by_id(id=id) | |
| if not knowledge: | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.NOT_FOUND, | |
| ) | |
| if knowledge.user_id != user.id and user.role != "admin": | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.ACCESS_PROHIBITED, | |
| ) | |
| knowledge = Knowledges.update_knowledge_by_id(id=id, form_data=form_data) | |
| if knowledge: | |
| file_ids = knowledge.data.get("file_ids", []) if knowledge.data else [] | |
| files = Files.get_files_by_ids(file_ids) | |
| return KnowledgeFilesResponse( | |
| **knowledge.model_dump(), | |
| files=files, | |
| ) | |
| else: | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.ID_TAKEN, | |
| ) | |
| ############################ | |
| # AddFileToKnowledge | |
| ############################ | |
| class KnowledgeFileIdForm(BaseModel): | |
| file_id: str | |
| def add_file_to_knowledge_by_id( | |
| id: str, | |
| form_data: KnowledgeFileIdForm, | |
| user=Depends(get_verified_user), | |
| ): | |
| knowledge = Knowledges.get_knowledge_by_id(id=id) | |
| if not knowledge: | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.NOT_FOUND, | |
| ) | |
| if knowledge.user_id != user.id and user.role != "admin": | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.ACCESS_PROHIBITED, | |
| ) | |
| file = Files.get_file_by_id(form_data.file_id) | |
| if not file: | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.NOT_FOUND, | |
| ) | |
| if not file.data: | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.FILE_NOT_PROCESSED, | |
| ) | |
| # Add content to the vector database | |
| try: | |
| process_file(ProcessFileForm(file_id=form_data.file_id, collection_name=id)) | |
| except Exception as e: | |
| log.debug(e) | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=str(e), | |
| ) | |
| if knowledge: | |
| data = knowledge.data or {} | |
| file_ids = data.get("file_ids", []) | |
| if form_data.file_id not in file_ids: | |
| file_ids.append(form_data.file_id) | |
| data["file_ids"] = file_ids | |
| knowledge = Knowledges.update_knowledge_data_by_id(id=id, data=data) | |
| if knowledge: | |
| files = Files.get_files_by_ids(file_ids) | |
| return KnowledgeFilesResponse( | |
| **knowledge.model_dump(), | |
| files=files, | |
| ) | |
| else: | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.DEFAULT("knowledge"), | |
| ) | |
| else: | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.DEFAULT("file_id"), | |
| ) | |
| else: | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.NOT_FOUND, | |
| ) | |
| def update_file_from_knowledge_by_id( | |
| id: str, | |
| form_data: KnowledgeFileIdForm, | |
| user=Depends(get_verified_user), | |
| ): | |
| knowledge = Knowledges.get_knowledge_by_id(id=id) | |
| if not knowledge: | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.NOT_FOUND, | |
| ) | |
| if knowledge.user_id != user.id and user.role != "admin": | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.ACCESS_PROHIBITED, | |
| ) | |
| file = Files.get_file_by_id(form_data.file_id) | |
| if not file: | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.NOT_FOUND, | |
| ) | |
| # Remove content from the vector database | |
| VECTOR_DB_CLIENT.delete( | |
| collection_name=knowledge.id, filter={"file_id": form_data.file_id} | |
| ) | |
| # Add content to the vector database | |
| try: | |
| process_file(ProcessFileForm(file_id=form_data.file_id, collection_name=id)) | |
| except Exception as e: | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=str(e), | |
| ) | |
| if knowledge: | |
| data = knowledge.data or {} | |
| file_ids = data.get("file_ids", []) | |
| files = Files.get_files_by_ids(file_ids) | |
| return KnowledgeFilesResponse( | |
| **knowledge.model_dump(), | |
| files=files, | |
| ) | |
| else: | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.NOT_FOUND, | |
| ) | |
| ############################ | |
| # RemoveFileFromKnowledge | |
| ############################ | |
| def remove_file_from_knowledge_by_id( | |
| id: str, | |
| form_data: KnowledgeFileIdForm, | |
| user=Depends(get_verified_user), | |
| ): | |
| knowledge = Knowledges.get_knowledge_by_id(id=id) | |
| if not knowledge: | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.NOT_FOUND, | |
| ) | |
| if knowledge.user_id != user.id and user.role != "admin": | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.ACCESS_PROHIBITED, | |
| ) | |
| file = Files.get_file_by_id(form_data.file_id) | |
| if not file: | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.NOT_FOUND, | |
| ) | |
| # Remove content from the vector database | |
| VECTOR_DB_CLIENT.delete( | |
| collection_name=knowledge.id, filter={"file_id": form_data.file_id} | |
| ) | |
| result = VECTOR_DB_CLIENT.query( | |
| collection_name=knowledge.id, | |
| filter={"file_id": form_data.file_id}, | |
| ) | |
| Files.delete_file_by_id(form_data.file_id) | |
| if knowledge: | |
| data = knowledge.data or {} | |
| file_ids = data.get("file_ids", []) | |
| if form_data.file_id in file_ids: | |
| file_ids.remove(form_data.file_id) | |
| data["file_ids"] = file_ids | |
| knowledge = Knowledges.update_knowledge_data_by_id(id=id, data=data) | |
| if knowledge: | |
| files = Files.get_files_by_ids(file_ids) | |
| return KnowledgeFilesResponse( | |
| **knowledge.model_dump(), | |
| files=files, | |
| ) | |
| else: | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.DEFAULT("knowledge"), | |
| ) | |
| else: | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.DEFAULT("file_id"), | |
| ) | |
| else: | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.NOT_FOUND, | |
| ) | |
| ############################ | |
| # DeleteKnowledgeById | |
| ############################ | |
| async def delete_knowledge_by_id(id: str, user=Depends(get_verified_user)): | |
| knowledge = Knowledges.get_knowledge_by_id(id=id) | |
| if not knowledge: | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.NOT_FOUND, | |
| ) | |
| if knowledge.user_id != user.id and user.role != "admin": | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.ACCESS_PROHIBITED, | |
| ) | |
| try: | |
| VECTOR_DB_CLIENT.delete_collection(collection_name=id) | |
| except Exception as e: | |
| log.debug(e) | |
| pass | |
| result = Knowledges.delete_knowledge_by_id(id=id) | |
| return result | |
| ############################ | |
| # ResetKnowledgeById | |
| ############################ | |
| async def reset_knowledge_by_id(id: str, user=Depends(get_verified_user)): | |
| knowledge = Knowledges.get_knowledge_by_id(id=id) | |
| if not knowledge: | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.NOT_FOUND, | |
| ) | |
| if knowledge.user_id != user.id and user.role != "admin": | |
| raise HTTPException( | |
| status_code=status.HTTP_400_BAD_REQUEST, | |
| detail=ERROR_MESSAGES.ACCESS_PROHIBITED, | |
| ) | |
| try: | |
| VECTOR_DB_CLIENT.delete_collection(collection_name=id) | |
| except Exception as e: | |
| log.debug(e) | |
| pass | |
| knowledge = Knowledges.update_knowledge_data_by_id(id=id, data={"file_ids": []}) | |
| return knowledge | |