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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,
- )
- 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
- ############################
- @router.get("/", response_model=list[KnowledgeResponse])
- 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
- 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_base = KnowledgeResponse(
- **knowledge_base.model_dump(),
- files=files,
- )
- return knowledge_bases
- @router.get("/list", response_model=list[KnowledgeResponse])
- 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
- 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_base = KnowledgeResponse(
- **knowledge_base.model_dump(),
- files=files,
- )
- return knowledge_bases
- ############################
- # CreateNewKnowledge
- ############################
- @router.post("/create", response_model=Optional[KnowledgeResponse])
- 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]
- @router.get("/{id}", response_model=Optional[KnowledgeFilesResponse])
- 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
- ############################
- @router.post("/{id}/update", response_model=Optional[KnowledgeFilesResponse])
- 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
- @router.post("/{id}/file/add", response_model=Optional[KnowledgeFilesResponse])
- 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,
- )
- @router.post("/{id}/file/update", response_model=Optional[KnowledgeFilesResponse])
- 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
- ############################
- @router.post("/{id}/file/remove", response_model=Optional[KnowledgeFilesResponse])
- 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
- ############################
- @router.delete("/{id}/delete", response_model=bool)
- 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
- ############################
- @router.post("/{id}/reset", response_model=Optional[KnowledgeResponse])
- 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
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