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