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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 | |