ragflow / api /apps /kb_app.py
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#
# Copyright 2024 The InfiniFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#
from elasticsearch_dsl import Q
from flask import request
from flask_login import login_required, current_user
from api.db.services import duplicate_name
from api.db.services.document_service import DocumentService
from api.db.services.file2document_service import File2DocumentService
from api.db.services.file_service import FileService
from api.db.services.user_service import TenantService, UserTenantService
from api.utils.api_utils import server_error_response, get_data_error_result, validate_request
from api.utils import get_uuid, get_format_time
from api.db import StatusEnum, UserTenantRole, FileSource
from api.db.services.knowledgebase_service import KnowledgebaseService
from api.db.db_models import Knowledgebase, File
from api.settings import stat_logger, RetCode
from api.utils.api_utils import get_json_result
from rag.nlp import search
from rag.utils.es_conn import ELASTICSEARCH
@manager.route('/create', methods=['post'])
@login_required
@validate_request("name")
def create():
req = request.json
req["name"] = req["name"].strip()
req["name"] = duplicate_name(
KnowledgebaseService.query,
name=req["name"],
tenant_id=current_user.id,
status=StatusEnum.VALID.value)
try:
req["id"] = get_uuid()
req["tenant_id"] = current_user.id
req["created_by"] = current_user.id
e, t = TenantService.get_by_id(current_user.id)
if not e:
return get_data_error_result(retmsg="Tenant not found.")
req["embd_id"] = t.embd_id
if not KnowledgebaseService.save(**req):
return get_data_error_result()
return get_json_result(data={"kb_id": req["id"]})
except Exception as e:
return server_error_response(e)
@manager.route('/update', methods=['post'])
@login_required
@validate_request("kb_id", "name", "description", "permission", "parser_id")
def update():
req = request.json
req["name"] = req["name"].strip()
try:
if not KnowledgebaseService.query(
created_by=current_user.id, id=req["kb_id"]):
return get_json_result(
data=False, retmsg=f'Only owner of knowledgebase authorized for this operation.', retcode=RetCode.OPERATING_ERROR)
e, kb = KnowledgebaseService.get_by_id(req["kb_id"])
if not e:
return get_data_error_result(
retmsg="Can't find this knowledgebase!")
if req["name"].lower() != kb.name.lower() \
and len(KnowledgebaseService.query(name=req["name"], tenant_id=current_user.id, status=StatusEnum.VALID.value)) > 1:
return get_data_error_result(
retmsg="Duplicated knowledgebase name.")
del req["kb_id"]
if not KnowledgebaseService.update_by_id(kb.id, req):
return get_data_error_result()
e, kb = KnowledgebaseService.get_by_id(kb.id)
if not e:
return get_data_error_result(
retmsg="Database error (Knowledgebase rename)!")
return get_json_result(data=kb.to_json())
except Exception as e:
return server_error_response(e)
@manager.route('/detail', methods=['GET'])
@login_required
def detail():
kb_id = request.args["kb_id"]
try:
kb = KnowledgebaseService.get_detail(kb_id)
if not kb:
return get_data_error_result(
retmsg="Can't find this knowledgebase!")
return get_json_result(data=kb)
except Exception as e:
return server_error_response(e)
@manager.route('/list', methods=['GET'])
@login_required
def list_kbs():
page_number = request.args.get("page", 1)
items_per_page = request.args.get("page_size", 150)
orderby = request.args.get("orderby", "create_time")
desc = request.args.get("desc", True)
try:
tenants = TenantService.get_joined_tenants_by_user_id(current_user.id)
kbs = KnowledgebaseService.get_by_tenant_ids(
[m["tenant_id"] for m in tenants], current_user.id, page_number, items_per_page, orderby, desc)
return get_json_result(data=kbs)
except Exception as e:
return server_error_response(e)
@manager.route('/rm', methods=['post'])
@login_required
@validate_request("kb_id")
def rm():
req = request.json
try:
kbs = KnowledgebaseService.query(
created_by=current_user.id, id=req["kb_id"])
if not kbs:
return get_json_result(
data=False, retmsg=f'Only owner of knowledgebase authorized for this operation.', retcode=RetCode.OPERATING_ERROR)
for doc in DocumentService.query(kb_id=req["kb_id"]):
if not DocumentService.remove_document(doc, kbs[0].tenant_id):
return get_data_error_result(
retmsg="Database error (Document removal)!")
f2d = File2DocumentService.get_by_document_id(doc.id)
FileService.filter_delete([File.source_type == FileSource.KNOWLEDGEBASE, File.id == f2d[0].file_id])
File2DocumentService.delete_by_document_id(doc.id)
if not KnowledgebaseService.delete_by_id(req["kb_id"]):
return get_data_error_result(
retmsg="Database error (Knowledgebase removal)!")
return get_json_result(data=True)
except Exception as e:
return server_error_response(e)