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import os
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import pathlib
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import re
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import flask
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from elasticsearch_dsl import Q
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from flask import request
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from flask_login import login_required, current_user
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from api.db.db_models import Task, File
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from api.db.services.file2document_service import File2DocumentService
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from api.db.services.file_service import FileService
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from api.db.services.task_service import TaskService, queue_tasks
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from rag.nlp import search
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from rag.utils.es_conn import ELASTICSEARCH
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from api.db.services import duplicate_name
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from api.db.services.knowledgebase_service import KnowledgebaseService
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from api.utils.api_utils import server_error_response, get_data_error_result, validate_request
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from api.utils import get_uuid
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from api.db import FileType, TaskStatus, ParserType, FileSource
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from api.db.services.document_service import DocumentService
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from api.settings import RetCode
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from api.utils.api_utils import get_json_result
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from rag.utils.minio_conn import MINIO
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from api.utils.file_utils import filename_type, thumbnail
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@manager.route('/upload', methods=['POST'])
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@login_required
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@validate_request("kb_id")
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def upload():
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kb_id = request.form.get("kb_id")
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if not kb_id:
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return get_json_result(
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data=False, retmsg='Lack of "KB ID"', retcode=RetCode.ARGUMENT_ERROR)
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if 'file' not in request.files:
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return get_json_result(
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data=False, retmsg='No file part!', retcode=RetCode.ARGUMENT_ERROR)
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file_objs = request.files.getlist('file')
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for file_obj in file_objs:
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if file_obj.filename == '':
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return get_json_result(
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data=False, retmsg='No file selected!', retcode=RetCode.ARGUMENT_ERROR)
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e, kb = KnowledgebaseService.get_by_id(kb_id)
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if not e:
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raise LookupError("Can't find this knowledgebase!")
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root_folder = FileService.get_root_folder(current_user.id)
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pf_id = root_folder["id"]
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FileService.init_knowledgebase_docs(pf_id, current_user.id)
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kb_root_folder = FileService.get_kb_folder(current_user.id)
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kb_folder = FileService.new_a_file_from_kb(kb.tenant_id, kb.name, kb_root_folder["id"])
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err = []
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for file in file_objs:
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try:
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MAX_FILE_NUM_PER_USER = int(os.environ.get('MAX_FILE_NUM_PER_USER', 0))
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if MAX_FILE_NUM_PER_USER > 0 and DocumentService.get_doc_count(kb.tenant_id) >= MAX_FILE_NUM_PER_USER:
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raise RuntimeError("Exceed the maximum file number of a free user!")
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filename = duplicate_name(
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DocumentService.query,
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name=file.filename,
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kb_id=kb.id)
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filetype = filename_type(filename)
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if filetype == FileType.OTHER.value:
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raise RuntimeError("This type of file has not been supported yet!")
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location = filename
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while MINIO.obj_exist(kb_id, location):
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location += "_"
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blob = file.read()
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MINIO.put(kb_id, location, blob)
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doc = {
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"id": get_uuid(),
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"kb_id": kb.id,
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"parser_id": kb.parser_id,
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"parser_config": kb.parser_config,
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"created_by": current_user.id,
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"type": filetype,
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"name": filename,
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"location": location,
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"size": len(blob),
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"thumbnail": thumbnail(filename, blob)
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}
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if doc["type"] == FileType.VISUAL:
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doc["parser_id"] = ParserType.PICTURE.value
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if re.search(r"\.(ppt|pptx|pages)$", filename):
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doc["parser_id"] = ParserType.PRESENTATION.value
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DocumentService.insert(doc)
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FileService.add_file_from_kb(doc, kb_folder["id"], kb.tenant_id)
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except Exception as e:
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err.append(file.filename + ": " + str(e))
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if err:
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return get_json_result(
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data=False, retmsg="\n".join(err), retcode=RetCode.SERVER_ERROR)
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return get_json_result(data=True)
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@manager.route('/create', methods=['POST'])
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@login_required
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@validate_request("name", "kb_id")
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def create():
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req = request.json
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kb_id = req["kb_id"]
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if not kb_id:
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return get_json_result(
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data=False, retmsg='Lack of "KB ID"', retcode=RetCode.ARGUMENT_ERROR)
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try:
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e, kb = KnowledgebaseService.get_by_id(kb_id)
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if not e:
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return get_data_error_result(
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retmsg="Can't find this knowledgebase!")
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if DocumentService.query(name=req["name"], kb_id=kb_id):
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return get_data_error_result(
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retmsg="Duplicated document name in the same knowledgebase.")
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doc = DocumentService.insert({
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"id": get_uuid(),
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"kb_id": kb.id,
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"parser_id": kb.parser_id,
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"parser_config": kb.parser_config,
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"created_by": current_user.id,
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"type": FileType.VIRTUAL,
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"name": req["name"],
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"location": "",
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"size": 0
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})
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return get_json_result(data=doc.to_json())
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except Exception as e:
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return server_error_response(e)
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@manager.route('/list', methods=['GET'])
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@login_required
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def list_docs():
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kb_id = request.args.get("kb_id")
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if not kb_id:
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return get_json_result(
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data=False, retmsg='Lack of "KB ID"', retcode=RetCode.ARGUMENT_ERROR)
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keywords = request.args.get("keywords", "")
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page_number = int(request.args.get("page", 1))
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items_per_page = int(request.args.get("page_size", 15))
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orderby = request.args.get("orderby", "create_time")
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desc = request.args.get("desc", True)
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try:
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docs, tol = DocumentService.get_by_kb_id(
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kb_id, page_number, items_per_page, orderby, desc, keywords)
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return get_json_result(data={"total": tol, "docs": docs})
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except Exception as e:
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return server_error_response(e)
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@manager.route('/thumbnails', methods=['GET'])
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@login_required
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def thumbnails():
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doc_ids = request.args.get("doc_ids").split(",")
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if not doc_ids:
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return get_json_result(
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data=False, retmsg='Lack of "Document ID"', retcode=RetCode.ARGUMENT_ERROR)
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try:
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docs = DocumentService.get_thumbnails(doc_ids)
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return get_json_result(data={d["id"]: d["thumbnail"] for d in docs})
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except Exception as e:
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return server_error_response(e)
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@manager.route('/change_status', methods=['POST'])
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@login_required
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@validate_request("doc_id", "status")
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def change_status():
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req = request.json
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if str(req["status"]) not in ["0", "1"]:
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get_json_result(
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data=False,
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retmsg='"Status" must be either 0 or 1!',
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retcode=RetCode.ARGUMENT_ERROR)
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try:
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e, doc = DocumentService.get_by_id(req["doc_id"])
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if not e:
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return get_data_error_result(retmsg="Document not found!")
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e, kb = KnowledgebaseService.get_by_id(doc.kb_id)
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if not e:
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return get_data_error_result(
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retmsg="Can't find this knowledgebase!")
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if not DocumentService.update_by_id(
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req["doc_id"], {"status": str(req["status"])}):
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return get_data_error_result(
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retmsg="Database error (Document update)!")
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if str(req["status"]) == "0":
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ELASTICSEARCH.updateScriptByQuery(Q("term", doc_id=req["doc_id"]),
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scripts="ctx._source.available_int=0;",
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idxnm=search.index_name(
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kb.tenant_id)
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)
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else:
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ELASTICSEARCH.updateScriptByQuery(Q("term", doc_id=req["doc_id"]),
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scripts="ctx._source.available_int=1;",
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idxnm=search.index_name(
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kb.tenant_id)
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)
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return get_json_result(data=True)
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except Exception as e:
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return server_error_response(e)
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@manager.route('/rm', methods=['POST'])
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@login_required
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@validate_request("doc_id")
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def rm():
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req = request.json
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doc_ids = req["doc_id"]
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if isinstance(doc_ids, str): doc_ids = [doc_ids]
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root_folder = FileService.get_root_folder(current_user.id)
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pf_id = root_folder["id"]
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FileService.init_knowledgebase_docs(pf_id, current_user.id)
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errors = ""
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for doc_id in doc_ids:
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try:
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e, doc = DocumentService.get_by_id(doc_id)
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if not e:
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return get_data_error_result(retmsg="Document not found!")
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tenant_id = DocumentService.get_tenant_id(doc_id)
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if not tenant_id:
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return get_data_error_result(retmsg="Tenant not found!")
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b, n = File2DocumentService.get_minio_address(doc_id=doc_id)
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if not DocumentService.remove_document(doc, tenant_id):
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return get_data_error_result(
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retmsg="Database error (Document removal)!")
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f2d = File2DocumentService.get_by_document_id(doc_id)
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FileService.filter_delete([File.source_type == FileSource.KNOWLEDGEBASE, File.id == f2d[0].file_id])
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File2DocumentService.delete_by_document_id(doc_id)
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MINIO.rm(b, n)
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except Exception as e:
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errors += str(e)
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if errors:
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return get_json_result(data=False, retmsg=errors, retcode=RetCode.SERVER_ERROR)
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return get_json_result(data=True)
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@manager.route('/run', methods=['POST'])
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@login_required
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@validate_request("doc_ids", "run")
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def run():
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req = request.json
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try:
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for id in req["doc_ids"]:
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info = {"run": str(req["run"]), "progress": 0}
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if str(req["run"]) == TaskStatus.RUNNING.value:
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info["progress_msg"] = ""
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info["chunk_num"] = 0
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info["token_num"] = 0
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DocumentService.update_by_id(id, info)
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tenant_id = DocumentService.get_tenant_id(id)
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if not tenant_id:
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return get_data_error_result(retmsg="Tenant not found!")
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ELASTICSEARCH.deleteByQuery(
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Q("match", doc_id=id), idxnm=search.index_name(tenant_id))
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if str(req["run"]) == TaskStatus.RUNNING.value:
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TaskService.filter_delete([Task.doc_id == id])
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e, doc = DocumentService.get_by_id(id)
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doc = doc.to_dict()
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doc["tenant_id"] = tenant_id
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bucket, name = File2DocumentService.get_minio_address(doc_id=doc["id"])
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queue_tasks(doc, bucket, name)
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return get_json_result(data=True)
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except Exception as e:
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return server_error_response(e)
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@manager.route('/rename', methods=['POST'])
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@login_required
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@validate_request("doc_id", "name")
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def rename():
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req = request.json
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try:
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e, doc = DocumentService.get_by_id(req["doc_id"])
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if not e:
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return get_data_error_result(retmsg="Document not found!")
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if pathlib.Path(req["name"].lower()).suffix != pathlib.Path(
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doc.name.lower()).suffix:
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return get_json_result(
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data=False,
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retmsg="The extension of file can't be changed",
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retcode=RetCode.ARGUMENT_ERROR)
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for d in DocumentService.query(name=req["name"], kb_id=doc.kb_id):
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if d.name == req["name"]:
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return get_data_error_result(
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retmsg="Duplicated document name in the same knowledgebase.")
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if not DocumentService.update_by_id(
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req["doc_id"], {"name": req["name"]}):
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return get_data_error_result(
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retmsg="Database error (Document rename)!")
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informs = File2DocumentService.get_by_document_id(req["doc_id"])
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if informs:
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e, file = FileService.get_by_id(informs[0].file_id)
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FileService.update_by_id(file.id, {"name": req["name"]})
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return get_json_result(data=True)
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except Exception as e:
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return server_error_response(e)
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@manager.route('/get/<doc_id>', methods=['GET'])
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def get(doc_id):
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try:
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e, doc = DocumentService.get_by_id(doc_id)
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if not e:
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return get_data_error_result(retmsg="Document not found!")
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b,n = File2DocumentService.get_minio_address(doc_id=doc_id)
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response = flask.make_response(MINIO.get(b, n))
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ext = re.search(r"\.([^.]+)$", doc.name)
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if ext:
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if doc.type == FileType.VISUAL.value:
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response.headers.set('Content-Type', 'image/%s' % ext.group(1))
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else:
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response.headers.set(
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'Content-Type',
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'application/%s' %
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ext.group(1))
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return response
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except Exception as e:
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return server_error_response(e)
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@manager.route('/change_parser', methods=['POST'])
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@login_required
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@validate_request("doc_id", "parser_id")
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def change_parser():
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req = request.json
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try:
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e, doc = DocumentService.get_by_id(req["doc_id"])
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if not e:
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return get_data_error_result(retmsg="Document not found!")
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if doc.parser_id.lower() == req["parser_id"].lower():
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if "parser_config" in req:
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if req["parser_config"] == doc.parser_config:
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return get_json_result(data=True)
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else:
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return get_json_result(data=True)
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if doc.type == FileType.VISUAL or re.search(
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r"\.(ppt|pptx|pages)$", doc.name):
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return get_data_error_result(retmsg="Not supported yet!")
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e = DocumentService.update_by_id(doc.id,
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{"parser_id": req["parser_id"], "progress": 0, "progress_msg": "",
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"run": TaskStatus.UNSTART.value})
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if not e:
|
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return get_data_error_result(retmsg="Document not found!")
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if "parser_config" in req:
|
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DocumentService.update_parser_config(doc.id, req["parser_config"])
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if doc.token_num > 0:
|
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e = DocumentService.increment_chunk_num(doc.id, doc.kb_id, doc.token_num * -1, doc.chunk_num * -1,
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doc.process_duation * -1)
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if not e:
|
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return get_data_error_result(retmsg="Document not found!")
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tenant_id = DocumentService.get_tenant_id(req["doc_id"])
|
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if not tenant_id:
|
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return get_data_error_result(retmsg="Tenant not found!")
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ELASTICSEARCH.deleteByQuery(
|
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Q("match", doc_id=doc.id), idxnm=search.index_name(tenant_id))
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|
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return get_json_result(data=True)
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except Exception as e:
|
|
return server_error_response(e)
|
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|
|
|
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@manager.route('/image/<image_id>', methods=['GET'])
|
|
|
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def get_image(image_id):
|
|
try:
|
|
bkt, nm = image_id.split("-")
|
|
response = flask.make_response(MINIO.get(bkt, nm))
|
|
response.headers.set('Content-Type', 'image/JPEG')
|
|
return response
|
|
except Exception as e:
|
|
return server_error_response(e)
|
|
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