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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
 - #
 - import pathlib
 - import re
 - 
 - import flask
 - from elasticsearch_dsl import Q
 - from flask import request
 - from flask_login import login_required, current_user
 - 
 - from api.db.db_models import Task, File
 - from api.db.services.file2document_service import File2DocumentService
 - from api.db.services.file_service import FileService
 - from api.db.services.task_service import TaskService, queue_tasks
 - from api.db.services.user_service import UserTenantService
 - from rag.nlp import search
 - from rag.utils.es_conn import ELASTICSEARCH
 - from api.db.services import duplicate_name
 - from api.db.services.knowledgebase_service import KnowledgebaseService
 - from api.utils.api_utils import server_error_response, get_data_error_result, validate_request
 - from api.utils import get_uuid
 - from api.db import FileType, TaskStatus, ParserType, FileSource
 - from api.db.services.document_service import DocumentService, doc_upload_and_parse
 - from api.settings import RetCode
 - from api.utils.api_utils import get_json_result
 - from rag.utils.storage_factory import STORAGE_IMPL
 - from api.utils.file_utils import filename_type, thumbnail
 - from api.utils.web_utils import html2pdf, is_valid_url
 - from api.contants import IMG_BASE64_PREFIX
 - 
 - 
 - @manager.route('/upload', methods=['POST'])
 - @login_required
 - @validate_request("kb_id")
 - def upload():
 -     kb_id = request.form.get("kb_id")
 -     if not kb_id:
 -         return get_json_result(
 -             data=False, message='Lack of "KB ID"', code=RetCode.ARGUMENT_ERROR)
 -     if 'file' not in request.files:
 -         return get_json_result(
 -             data=False, message='No file part!', code=RetCode.ARGUMENT_ERROR)
 - 
 -     file_objs = request.files.getlist('file')
 -     for file_obj in file_objs:
 -         if file_obj.filename == '':
 -             return get_json_result(
 -                 data=False, message='No file selected!', code=RetCode.ARGUMENT_ERROR)
 - 
 -     e, kb = KnowledgebaseService.get_by_id(kb_id)
 -     if not e:
 -         raise LookupError("Can't find this knowledgebase!")
 - 
 -     err, _ = FileService.upload_document(kb, file_objs, current_user.id)
 -     if err:
 -         return get_json_result(
 -             data=False, message="\n".join(err), code=RetCode.SERVER_ERROR)
 -     return get_json_result(data=True)
 - 
 - 
 - @manager.route('/web_crawl', methods=['POST'])
 - @login_required
 - @validate_request("kb_id", "name", "url")
 - def web_crawl():
 -     kb_id = request.form.get("kb_id")
 -     if not kb_id:
 -         return get_json_result(
 -             data=False, message='Lack of "KB ID"', code=RetCode.ARGUMENT_ERROR)
 -     name = request.form.get("name")
 -     url = request.form.get("url")
 -     if not is_valid_url(url):
 -         return get_json_result(
 -             data=False, message='The URL format is invalid', code=RetCode.ARGUMENT_ERROR)
 -     e, kb = KnowledgebaseService.get_by_id(kb_id)
 -     if not e:
 -         raise LookupError("Can't find this knowledgebase!")
 - 
 -     blob = html2pdf(url)
 -     if not blob: return server_error_response(ValueError("Download failure."))
 - 
 -     root_folder = FileService.get_root_folder(current_user.id)
 -     pf_id = root_folder["id"]
 -     FileService.init_knowledgebase_docs(pf_id, current_user.id)
 -     kb_root_folder = FileService.get_kb_folder(current_user.id)
 -     kb_folder = FileService.new_a_file_from_kb(kb.tenant_id, kb.name, kb_root_folder["id"])
 - 
 -     try:
 -         filename = duplicate_name(
 -             DocumentService.query,
 -             name=name + ".pdf",
 -             kb_id=kb.id)
 -         filetype = filename_type(filename)
 -         if filetype == FileType.OTHER.value:
 -             raise RuntimeError("This type of file has not been supported yet!")
 - 
 -         location = filename
 -         while STORAGE_IMPL.obj_exist(kb_id, location):
 -             location += "_"
 -         STORAGE_IMPL.put(kb_id, location, blob)
 -         doc = {
 -             "id": get_uuid(),
 -             "kb_id": kb.id,
 -             "parser_id": kb.parser_id,
 -             "parser_config": kb.parser_config,
 -             "created_by": current_user.id,
 -             "type": filetype,
 -             "name": filename,
 -             "location": location,
 -             "size": len(blob),
 -             "thumbnail": thumbnail(filename, blob)
 -         }
 -         if doc["type"] == FileType.VISUAL:
 -             doc["parser_id"] = ParserType.PICTURE.value
 -         if doc["type"] == FileType.AURAL:
 -             doc["parser_id"] = ParserType.AUDIO.value
 -         if re.search(r"\.(ppt|pptx|pages)$", filename):
 -             doc["parser_id"] = ParserType.PRESENTATION.value
 -         if re.search(r"\.(eml)$", filename):
 -             doc["parser_id"] = ParserType.EMAIL.value
 -         DocumentService.insert(doc)
 -         FileService.add_file_from_kb(doc, kb_folder["id"], kb.tenant_id)
 -     except Exception as e:
 -         return server_error_response(e)
 -     return get_json_result(data=True)
 - 
 - 
 - @manager.route('/create', methods=['POST'])
 - @login_required
 - @validate_request("name", "kb_id")
 - def create():
 -     req = request.json
 -     kb_id = req["kb_id"]
 -     if not kb_id:
 -         return get_json_result(
 -             data=False, message='Lack of "KB ID"', code=RetCode.ARGUMENT_ERROR)
 - 
 -     try:
 -         e, kb = KnowledgebaseService.get_by_id(kb_id)
 -         if not e:
 -             return get_data_error_result(
 -                 message="Can't find this knowledgebase!")
 - 
 -         if DocumentService.query(name=req["name"], kb_id=kb_id):
 -             return get_data_error_result(
 -                 message="Duplicated document name in the same knowledgebase.")
 - 
 -         doc = DocumentService.insert({
 -             "id": get_uuid(),
 -             "kb_id": kb.id,
 -             "parser_id": kb.parser_id,
 -             "parser_config": kb.parser_config,
 -             "created_by": current_user.id,
 -             "type": FileType.VIRTUAL,
 -             "name": req["name"],
 -             "location": "",
 -             "size": 0
 -         })
 -         return get_json_result(data=doc.to_json())
 -     except Exception as e:
 -         return server_error_response(e)
 - 
 - 
 - @manager.route('/list', methods=['GET'])
 - @login_required
 - def list_docs():
 -     kb_id = request.args.get("kb_id")
 -     if not kb_id:
 -         return get_json_result(
 -             data=False, message='Lack of "KB ID"', code=RetCode.ARGUMENT_ERROR)
 -     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=RetCode.OPERATING_ERROR)
 -     keywords = request.args.get("keywords", "")
 - 
 -     page_number = int(request.args.get("page", 1))
 -     items_per_page = int(request.args.get("page_size", 15))
 -     orderby = request.args.get("orderby", "create_time")
 -     desc = request.args.get("desc", True)
 -     try:
 -         docs, tol = DocumentService.get_by_kb_id(
 -             kb_id, page_number, items_per_page, orderby, desc, keywords)
 - 
 -         for doc_item in docs:
 -             if doc_item['thumbnail'] and not doc_item['thumbnail'].startswith(IMG_BASE64_PREFIX):
 -                 doc_item['thumbnail'] = f"/v1/document/image/{kb_id}-{doc_item['thumbnail']}"
 - 
 -         return get_json_result(data={"total": tol, "docs": docs})
 -     except Exception as e:
 -         return server_error_response(e)
 - 
 - 
 - @manager.route('/infos', methods=['POST'])
 - @login_required
 - def docinfos():
 -     req = request.json
 -     doc_ids = req["doc_ids"]
 -     for doc_id in doc_ids:
 -         if not DocumentService.accessible(doc_id, current_user.id):
 -             return get_json_result(
 -                 data=False,
 -                 message='No authorization.',
 -                 code=RetCode.AUTHENTICATION_ERROR
 -             )
 -     docs = DocumentService.get_by_ids(doc_ids)
 -     return get_json_result(data=list(docs.dicts()))
 - 
 - 
 - @manager.route('/thumbnails', methods=['GET'])
 - #@login_required
 - def thumbnails():
 -     doc_ids = request.args.get("doc_ids").split(",")
 -     if not doc_ids:
 -         return get_json_result(
 -             data=False, message='Lack of "Document ID"', code=RetCode.ARGUMENT_ERROR)
 - 
 -     try:
 -         docs = DocumentService.get_thumbnails(doc_ids)
 - 
 -         for doc_item in docs:
 -             if doc_item['thumbnail'] and not doc_item['thumbnail'].startswith(IMG_BASE64_PREFIX):
 -                 doc_item['thumbnail'] = f"/v1/document/image/{doc_item['kb_id']}-{doc_item['thumbnail']}"
 - 
 -         return get_json_result(data={d["id"]: d["thumbnail"] for d in docs})
 -     except Exception as e:
 -         return server_error_response(e)
 - 
 - 
 - @manager.route('/change_status', methods=['POST'])
 - @login_required
 - @validate_request("doc_id", "status")
 - def change_status():
 -     req = request.json
 -     if str(req["status"]) not in ["0", "1"]:
 -         return get_json_result(
 -             data=False,
 -             message='"Status" must be either 0 or 1!',
 -             code=RetCode.ARGUMENT_ERROR)
 - 
 -     if not DocumentService.accessible(req["doc_id"], current_user.id):
 -         return get_json_result(
 -             data=False,
 -             message='No authorization.',
 -             code=RetCode.AUTHENTICATION_ERROR)
 - 
 -     try:
 -         e, doc = DocumentService.get_by_id(req["doc_id"])
 -         if not e:
 -             return get_data_error_result(message="Document not found!")
 -         e, kb = KnowledgebaseService.get_by_id(doc.kb_id)
 -         if not e:
 -             return get_data_error_result(
 -                 message="Can't find this knowledgebase!")
 - 
 -         if not DocumentService.update_by_id(
 -                 req["doc_id"], {"status": str(req["status"])}):
 -             return get_data_error_result(
 -                 message="Database error (Document update)!")
 - 
 -         if str(req["status"]) == "0":
 -             ELASTICSEARCH.updateScriptByQuery(Q("term", doc_id=req["doc_id"]),
 -                                               scripts="ctx._source.available_int=0;",
 -                                               idxnm=search.index_name(
 -                                                   kb.tenant_id)
 -                                               )
 -         else:
 -             ELASTICSEARCH.updateScriptByQuery(Q("term", doc_id=req["doc_id"]),
 -                                               scripts="ctx._source.available_int=1;",
 -                                               idxnm=search.index_name(
 -                                                   kb.tenant_id)
 -                                               )
 -         return get_json_result(data=True)
 -     except Exception as e:
 -         return server_error_response(e)
 - 
 - 
 - @manager.route('/rm', methods=['POST'])
 - @login_required
 - @validate_request("doc_id")
 - def rm():
 -     req = request.json
 -     doc_ids = req["doc_id"]
 -     if isinstance(doc_ids, str): doc_ids = [doc_ids]
 - 
 -     for doc_id in doc_ids:
 -         if not DocumentService.accessible4deletion(doc_id, current_user.id):
 -             return get_json_result(
 -                 data=False,
 -                 message='No authorization.',
 -                 code=RetCode.AUTHENTICATION_ERROR
 -             )
 - 
 -     root_folder = FileService.get_root_folder(current_user.id)
 -     pf_id = root_folder["id"]
 -     FileService.init_knowledgebase_docs(pf_id, current_user.id)
 -     errors = ""
 -     for doc_id in doc_ids:
 -         try:
 -             e, doc = DocumentService.get_by_id(doc_id)
 -             if not e:
 -                 return get_data_error_result(message="Document not found!")
 -             tenant_id = DocumentService.get_tenant_id(doc_id)
 -             if not tenant_id:
 -                 return get_data_error_result(message="Tenant not found!")
 - 
 -             b, n = File2DocumentService.get_storage_address(doc_id=doc_id)
 - 
 -             if not DocumentService.remove_document(doc, tenant_id):
 -                 return get_data_error_result(
 -                     message="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)
 - 
 -             STORAGE_IMPL.rm(b, n)
 -         except Exception as e:
 -             errors += str(e)
 - 
 -     if errors:
 -         return get_json_result(data=False, message=errors, code=RetCode.SERVER_ERROR)
 - 
 -     return get_json_result(data=True)
 - 
 - 
 - @manager.route('/run', methods=['POST'])
 - @login_required
 - @validate_request("doc_ids", "run")
 - def run():
 -     req = request.json
 -     for doc_id in req["doc_ids"]:
 -         if not DocumentService.accessible(doc_id, current_user.id):
 -             return get_json_result(
 -                 data=False,
 -                 message='No authorization.',
 -                 code=RetCode.AUTHENTICATION_ERROR
 -             )
 -     try:
 -         for id in req["doc_ids"]:
 -             info = {"run": str(req["run"]), "progress": 0}
 -             if str(req["run"]) == TaskStatus.RUNNING.value:
 -                 info["progress_msg"] = ""
 -                 info["chunk_num"] = 0
 -                 info["token_num"] = 0
 -             DocumentService.update_by_id(id, info)
 -             # if str(req["run"]) == TaskStatus.CANCEL.value:
 -             tenant_id = DocumentService.get_tenant_id(id)
 -             if not tenant_id:
 -                 return get_data_error_result(message="Tenant not found!")
 -             ELASTICSEARCH.deleteByQuery(
 -                 Q("match", doc_id=id), idxnm=search.index_name(tenant_id))
 - 
 -             if str(req["run"]) == TaskStatus.RUNNING.value:
 -                 TaskService.filter_delete([Task.doc_id == id])
 -                 e, doc = DocumentService.get_by_id(id)
 -                 doc = doc.to_dict()
 -                 doc["tenant_id"] = tenant_id
 -                 bucket, name = File2DocumentService.get_storage_address(doc_id=doc["id"])
 -                 queue_tasks(doc, bucket, name)
 - 
 -         return get_json_result(data=True)
 -     except Exception as e:
 -         return server_error_response(e)
 - 
 - 
 - @manager.route('/rename', methods=['POST'])
 - @login_required
 - @validate_request("doc_id", "name")
 - def rename():
 -     req = request.json
 -     if not DocumentService.accessible(req["doc_id"], current_user.id):
 -         return get_json_result(
 -             data=False,
 -             message='No authorization.',
 -             code=RetCode.AUTHENTICATION_ERROR
 -         )
 -     try:
 -         e, doc = DocumentService.get_by_id(req["doc_id"])
 -         if not e:
 -             return get_data_error_result(message="Document not found!")
 -         if pathlib.Path(req["name"].lower()).suffix != pathlib.Path(
 -                 doc.name.lower()).suffix:
 -             return get_json_result(
 -                 data=False,
 -                 message="The extension of file can't be changed",
 -                 code=RetCode.ARGUMENT_ERROR)
 -         for d in DocumentService.query(name=req["name"], kb_id=doc.kb_id):
 -             if d.name == req["name"]:
 -                 return get_data_error_result(
 -                     message="Duplicated document name in the same knowledgebase.")
 - 
 -         if not DocumentService.update_by_id(
 -                 req["doc_id"], {"name": req["name"]}):
 -             return get_data_error_result(
 -                 message="Database error (Document rename)!")
 - 
 -         informs = File2DocumentService.get_by_document_id(req["doc_id"])
 -         if informs:
 -             e, file = FileService.get_by_id(informs[0].file_id)
 -             FileService.update_by_id(file.id, {"name": req["name"]})
 - 
 -         return get_json_result(data=True)
 -     except Exception as e:
 -         return server_error_response(e)
 - 
 - 
 - @manager.route('/get/<doc_id>', methods=['GET'])
 - # @login_required
 - def get(doc_id):
 -     try:
 -         e, doc = DocumentService.get_by_id(doc_id)
 -         if not e:
 -             return get_data_error_result(message="Document not found!")
 - 
 -         b, n = File2DocumentService.get_storage_address(doc_id=doc_id)
 -         response = flask.make_response(STORAGE_IMPL.get(b, n))
 - 
 -         ext = re.search(r"\.([^.]+)$", doc.name)
 -         if ext:
 -             if doc.type == FileType.VISUAL.value:
 -                 response.headers.set('Content-Type', 'image/%s' % ext.group(1))
 -             else:
 -                 response.headers.set(
 -                     'Content-Type',
 -                     'application/%s' %
 -                     ext.group(1))
 -         return response
 -     except Exception as e:
 -         return server_error_response(e)
 - 
 - 
 - @manager.route('/change_parser', methods=['POST'])
 - @login_required
 - @validate_request("doc_id", "parser_id")
 - def change_parser():
 -     req = request.json
 - 
 -     if not DocumentService.accessible(req["doc_id"], current_user.id):
 -         return get_json_result(
 -             data=False,
 -             message='No authorization.',
 -             code=RetCode.AUTHENTICATION_ERROR
 -         )
 -     try:
 -         e, doc = DocumentService.get_by_id(req["doc_id"])
 -         if not e:
 -             return get_data_error_result(message="Document not found!")
 -         if doc.parser_id.lower() == req["parser_id"].lower():
 -             if "parser_config" in req:
 -                 if req["parser_config"] == doc.parser_config:
 -                     return get_json_result(data=True)
 -             else:
 -                 return get_json_result(data=True)
 - 
 -         if ((doc.type == FileType.VISUAL and req["parser_id"] != "picture")
 -                 or (re.search(
 -                     r"\.(ppt|pptx|pages)$", doc.name) and req["parser_id"] != "presentation")):
 -             return get_data_error_result(message="Not supported yet!")
 - 
 -         e = DocumentService.update_by_id(doc.id,
 -                                          {"parser_id": req["parser_id"], "progress": 0, "progress_msg": "",
 -                                           "run": TaskStatus.UNSTART.value})
 -         if not e:
 -             return get_data_error_result(message="Document not found!")
 -         if "parser_config" in req:
 -             DocumentService.update_parser_config(doc.id, req["parser_config"])
 -         if doc.token_num > 0:
 -             e = DocumentService.increment_chunk_num(doc.id, doc.kb_id, doc.token_num * -1, doc.chunk_num * -1,
 -                                                     doc.process_duation * -1)
 -             if not e:
 -                 return get_data_error_result(message="Document not found!")
 -             tenant_id = DocumentService.get_tenant_id(req["doc_id"])
 -             if not tenant_id:
 -                 return get_data_error_result(message="Tenant not found!")
 -             ELASTICSEARCH.deleteByQuery(
 -                 Q("match", doc_id=doc.id), idxnm=search.index_name(tenant_id))
 - 
 -         return get_json_result(data=True)
 -     except Exception as e:
 -         return server_error_response(e)
 - 
 - 
 - @manager.route('/image/<image_id>', methods=['GET'])
 - # @login_required
 - def get_image(image_id):
 -     try:
 -         bkt, nm = image_id.split("-")
 -         response = flask.make_response(STORAGE_IMPL.get(bkt, nm))
 -         response.headers.set('Content-Type', 'image/JPEG')
 -         return response
 -     except Exception as e:
 -         return server_error_response(e)
 - 
 - 
 - @manager.route('/upload_and_parse', methods=['POST'])
 - @login_required
 - @validate_request("conversation_id")
 - def upload_and_parse():
 -     if 'file' not in request.files:
 -         return get_json_result(
 -             data=False, message='No file part!', code=RetCode.ARGUMENT_ERROR)
 - 
 -     file_objs = request.files.getlist('file')
 -     for file_obj in file_objs:
 -         if file_obj.filename == '':
 -             return get_json_result(
 -                 data=False, message='No file selected!', code=RetCode.ARGUMENT_ERROR)
 - 
 -     doc_ids = doc_upload_and_parse(request.form.get("conversation_id"), file_objs, current_user.id)
 - 
 -     return get_json_result(data=doc_ids)
 
 
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