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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 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, not_allowed_parameters
 - from api.utils import get_uuid
 - from api.db import StatusEnum, FileSource
 - from api.db.services.knowledgebase_service import KnowledgebaseService
 - from api.db.db_models import File
 - from api.utils.api_utils import get_json_result
 - from api import settings
 - from rag.nlp import search
 - from api.constants import DATASET_NAME_LIMIT
 - 
 - 
 - @manager.route('/create', methods=['post'])  # noqa: F821
 - @login_required
 - @validate_request("name")
 - def create():
 -     req = request.json
 -     dataset_name = req["name"]
 -     if not isinstance(dataset_name, str):
 -         return get_data_error_result(message="Dataset name must be string.")
 -     if dataset_name == "":
 -         return get_data_error_result(message="Dataset name can't be empty.")
 -     if len(dataset_name) >= DATASET_NAME_LIMIT:
 -         return get_data_error_result(
 -             message=f"Dataset name length is {len(dataset_name)} which is large than {DATASET_NAME_LIMIT}")
 - 
 -     dataset_name = dataset_name.strip()
 -     dataset_name = duplicate_name(
 -         KnowledgebaseService.query,
 -         name=dataset_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(message="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'])  # noqa: F821
 - @login_required
 - @validate_request("kb_id", "name", "description", "permission", "parser_id")
 - @not_allowed_parameters("id", "tenant_id", "created_by", "create_time", "update_time", "create_date", "update_date", "created_by")
 - def update():
 -     req = request.json
 -     req["name"] = req["name"].strip()
 -     if not KnowledgebaseService.accessible4deletion(req["kb_id"], current_user.id):
 -         return get_json_result(
 -             data=False,
 -             message='No authorization.',
 -             code=settings.RetCode.AUTHENTICATION_ERROR
 -         )
 -     try:
 -         if not KnowledgebaseService.query(
 -                 created_by=current_user.id, id=req["kb_id"]):
 -             return get_json_result(
 -                 data=False, message='Only owner of knowledgebase authorized for this operation.',
 -                 code=settings.RetCode.OPERATING_ERROR)
 - 
 -         e, kb = KnowledgebaseService.get_by_id(req["kb_id"])
 -         if not e:
 -             return get_data_error_result(
 -                 message="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(
 -                 message="Duplicated knowledgebase name.")
 - 
 -         del req["kb_id"]
 -         if not KnowledgebaseService.update_by_id(kb.id, req):
 -             return get_data_error_result()
 - 
 -         if kb.pagerank != req.get("pagerank", 0):
 -             if req.get("pagerank", 0) > 0:
 -                 settings.docStoreConn.update({"kb_id": kb.id}, {"pagerank_fea": req["pagerank"]},
 -                                          search.index_name(kb.tenant_id), kb.id)
 -             else:
 -                 # Elasticsearch requires pagerank_fea be non-zero!
 -                 settings.docStoreConn.update({"exist": "pagerank_fea"}, {"remove": "pagerank_fea"},
 -                                          search.index_name(kb.tenant_id), kb.id)
 - 
 -         e, kb = KnowledgebaseService.get_by_id(kb.id)
 -         if not e:
 -             return get_data_error_result(
 -                 message="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'])  # noqa: F821
 - @login_required
 - def detail():
 -     kb_id = request.args["kb_id"]
 -     try:
 -         tenants = UserTenantService.query(user_id=current_user.id)
 -         for tenant in tenants:
 -             if KnowledgebaseService.query(
 -                     tenant_id=tenant.tenant_id, id=kb_id):
 -                 break
 -         else:
 -             return get_json_result(
 -                 data=False, message='Only owner of knowledgebase authorized for this operation.',
 -                 code=settings.RetCode.OPERATING_ERROR)
 -         kb = KnowledgebaseService.get_detail(kb_id)
 -         if not kb:
 -             return get_data_error_result(
 -                 message="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'])  # noqa: F821
 - @login_required
 - def list_kbs():
 -     keywords = request.args.get("keywords", "")
 -     page_number = int(request.args.get("page", 1))
 -     items_per_page = int(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, total = KnowledgebaseService.get_by_tenant_ids(
 -             [m["tenant_id"] for m in tenants], current_user.id, page_number, items_per_page, orderby, desc, keywords)
 -         return get_json_result(data={"kbs": kbs, "total": total})
 -     except Exception as e:
 -         return server_error_response(e)
 - 
 - 
 - @manager.route('/rm', methods=['post'])  # noqa: F821
 - @login_required
 - @validate_request("kb_id")
 - def rm():
 -     req = request.json
 -     if not KnowledgebaseService.accessible4deletion(req["kb_id"], current_user.id):
 -         return get_json_result(
 -             data=False,
 -             message='No authorization.',
 -             code=settings.RetCode.AUTHENTICATION_ERROR
 -         )
 -     try:
 -         kbs = KnowledgebaseService.query(
 -             created_by=current_user.id, id=req["kb_id"])
 -         if not kbs:
 -             return get_json_result(
 -                 data=False, message='Only owner of knowledgebase authorized for this operation.',
 -                 code=settings.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(
 -                     message="Database error (Document removal)!")
 -             f2d = File2DocumentService.get_by_document_id(doc.id)
 -             if f2d:
 -                 FileService.filter_delete([File.source_type == FileSource.KNOWLEDGEBASE, File.id == f2d[0].file_id])
 -             File2DocumentService.delete_by_document_id(doc.id)
 -         FileService.filter_delete(
 -             [File.source_type == FileSource.KNOWLEDGEBASE, File.type == "folder", File.name == kbs[0].name])
 -         if not KnowledgebaseService.delete_by_id(req["kb_id"]):
 -             return get_data_error_result(
 -                 message="Database error (Knowledgebase removal)!")
 -         for kb in kbs:
 -             settings.docStoreConn.delete({"kb_id": kb.id}, search.index_name(kb.tenant_id), kb.id)
 -             settings.docStoreConn.deleteIdx(search.index_name(kb.tenant_id), kb.id)
 -         return get_json_result(data=True)
 -     except Exception as e:
 -         return server_error_response(e)
 
 
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