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	 cf93d8d6e2
			
		
	
	
		cf93d8d6e2
		
			
		
	
	
	
	
		
			
			Co-authored-by: jyong <718720800@qq.com> Co-authored-by: StyleZhang <jasonapring2015@outlook.com>
		
			
				
	
	
		
			343 lines
		
	
	
		
			12 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
			
		
		
	
	
			343 lines
		
	
	
		
			12 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
| # -*- coding:utf-8 -*-
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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 flask_restful import Resource, reqparse, fields, marshal, marshal_with
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| from werkzeug.exceptions import NotFound, Forbidden
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| import services
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| from controllers.console import api
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| from controllers.console.datasets.error import DatasetNameDuplicateError
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| from controllers.console.setup import setup_required
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| from controllers.console.wraps import account_initialization_required
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| from core.indexing_runner import IndexingRunner
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| from libs.helper import TimestampField
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| from extensions.ext_database import db
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| from models.dataset import DocumentSegment, Document
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| from models.model import UploadFile
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| from services.dataset_service import DatasetService, DocumentService
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| 
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| dataset_detail_fields = {
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|     'id': fields.String,
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|     'name': fields.String,
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|     'description': fields.String,
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|     'provider': fields.String,
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|     'permission': fields.String,
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|     'data_source_type': fields.String,
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|     'indexing_technique': fields.String,
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|     'app_count': fields.Integer,
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|     'document_count': fields.Integer,
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|     'word_count': fields.Integer,
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|     'created_by': fields.String,
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|     'created_at': TimestampField,
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|     'updated_by': fields.String,
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|     'updated_at': TimestampField,
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| }
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| 
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| dataset_query_detail_fields = {
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|     "id": fields.String,
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|     "content": fields.String,
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|     "source": fields.String,
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|     "source_app_id": fields.String,
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|     "created_by_role": fields.String,
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|     "created_by": fields.String,
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|     "created_at": TimestampField
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| }
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| 
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| 
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| def _validate_name(name):
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|     if not name or len(name) < 1 or len(name) > 40:
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|         raise ValueError('Name must be between 1 to 40 characters.')
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|     return name
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| 
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| 
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| def _validate_description_length(description):
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|     if len(description) > 400:
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|         raise ValueError('Description cannot exceed 400 characters.')
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|     return description
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| 
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| 
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| class DatasetListApi(Resource):
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| 
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|     @setup_required
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|     @login_required
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|     @account_initialization_required
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|     def get(self):
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|         page = request.args.get('page', default=1, type=int)
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|         limit = request.args.get('limit', default=20, type=int)
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|         ids = request.args.getlist('ids')
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|         provider = request.args.get('provider', default="vendor")
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|         if ids:
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|             datasets, total = DatasetService.get_datasets_by_ids(ids, current_user.current_tenant_id)
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|         else:
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|             datasets, total = DatasetService.get_datasets(page, limit, provider,
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|                                                           current_user.current_tenant_id, current_user)
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| 
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|         response = {
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|             'data': marshal(datasets, dataset_detail_fields),
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|             'has_more': len(datasets) == limit,
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|             'limit': limit,
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|             'total': total,
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|             'page': page
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|         }
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|         return response, 200
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| 
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|     @setup_required
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|     @login_required
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|     @account_initialization_required
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|     def post(self):
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|         parser = reqparse.RequestParser()
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|         parser.add_argument('name', nullable=False, required=True,
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|                             help='type is required. Name must be between 1 to 40 characters.',
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|                             type=_validate_name)
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|         parser.add_argument('indexing_technique', type=str, location='json',
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|                             choices=('high_quality', 'economy'),
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|                             help='Invalid indexing technique.')
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|         args = parser.parse_args()
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| 
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|         # The role of the current user in the ta table must be admin or owner
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|         if current_user.current_tenant.current_role not in ['admin', 'owner']:
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|             raise Forbidden()
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| 
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|         try:
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|             dataset = DatasetService.create_empty_dataset(
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|                 tenant_id=current_user.current_tenant_id,
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|                 name=args['name'],
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|                 indexing_technique=args['indexing_technique'],
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|                 account=current_user
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|             )
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|         except services.errors.dataset.DatasetNameDuplicateError:
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|             raise DatasetNameDuplicateError()
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| 
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|         return marshal(dataset, dataset_detail_fields), 201
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| 
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| 
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| class DatasetApi(Resource):
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|     @setup_required
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|     @login_required
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|     @account_initialization_required
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|     def get(self, dataset_id):
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|         dataset_id_str = str(dataset_id)
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|         dataset = DatasetService.get_dataset(dataset_id_str)
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|         if dataset is None:
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|             raise NotFound("Dataset not found.")
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| 
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|         try:
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|             DatasetService.check_dataset_permission(
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|                 dataset, current_user)
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|         except services.errors.account.NoPermissionError as e:
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|             raise Forbidden(str(e))
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| 
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|         return marshal(dataset, dataset_detail_fields), 200
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| 
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|     @setup_required
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|     @login_required
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|     @account_initialization_required
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|     def patch(self, dataset_id):
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|         dataset_id_str = str(dataset_id)
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| 
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|         parser = reqparse.RequestParser()
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|         parser.add_argument('name', nullable=False,
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|                             help='type is required. Name must be between 1 to 40 characters.',
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|                             type=_validate_name)
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|         parser.add_argument('description',
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|                             location='json', store_missing=False,
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|                             type=_validate_description_length)
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|         parser.add_argument('indexing_technique', type=str, location='json',
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|                             choices=('high_quality', 'economy'),
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|                             help='Invalid indexing technique.')
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|         parser.add_argument('permission', type=str, location='json', choices=(
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|             'only_me', 'all_team_members'), help='Invalid permission.')
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|         args = parser.parse_args()
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| 
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|         # The role of the current user in the ta table must be admin or owner
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|         if current_user.current_tenant.current_role not in ['admin', 'owner']:
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|             raise Forbidden()
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| 
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|         dataset = DatasetService.update_dataset(
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|             dataset_id_str, args, current_user)
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| 
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|         if dataset is None:
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|             raise NotFound("Dataset not found.")
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| 
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|         return marshal(dataset, dataset_detail_fields), 200
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| 
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|     @setup_required
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|     @login_required
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|     @account_initialization_required
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|     def delete(self, dataset_id):
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|         dataset_id_str = str(dataset_id)
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| 
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|         # The role of the current user in the ta table must be admin or owner
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|         if current_user.current_tenant.current_role not in ['admin', 'owner']:
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|             raise Forbidden()
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| 
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|         if DatasetService.delete_dataset(dataset_id_str, current_user):
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|             return {'result': 'success'}, 204
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|         else:
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|             raise NotFound("Dataset not found.")
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| 
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| 
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| class DatasetQueryApi(Resource):
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| 
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|     @setup_required
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|     @login_required
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|     @account_initialization_required
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|     def get(self, dataset_id):
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|         dataset_id_str = str(dataset_id)
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|         dataset = DatasetService.get_dataset(dataset_id_str)
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|         if dataset is None:
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|             raise NotFound("Dataset not found.")
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| 
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|         try:
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|             DatasetService.check_dataset_permission(dataset, current_user)
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|         except services.errors.account.NoPermissionError as e:
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|             raise Forbidden(str(e))
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| 
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|         page = request.args.get('page', default=1, type=int)
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|         limit = request.args.get('limit', default=20, type=int)
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| 
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|         dataset_queries, total = DatasetService.get_dataset_queries(
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|             dataset_id=dataset.id,
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|             page=page,
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|             per_page=limit
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|         )
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| 
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|         response = {
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|             'data': marshal(dataset_queries, dataset_query_detail_fields),
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|             'has_more': len(dataset_queries) == limit,
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|             'limit': limit,
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|             'total': total,
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|             'page': page
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|         }
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|         return response, 200
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| 
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| 
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| class DatasetIndexingEstimateApi(Resource):
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| 
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|     @setup_required
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|     @login_required
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|     @account_initialization_required
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|     def post(self):
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|         parser = reqparse.RequestParser()
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|         parser.add_argument('info_list', type=dict, required=True, nullable=True, location='json')
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|         parser.add_argument('process_rule', type=dict, required=True, nullable=True, location='json')
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|         parser.add_argument('doc_form', type=str, default='text_model', required=False, nullable=False, location='json')
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|         args = parser.parse_args()
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|         # validate args
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|         DocumentService.estimate_args_validate(args)
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|         if args['info_list']['data_source_type'] == 'upload_file':
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|             file_ids = args['info_list']['file_info_list']['file_ids']
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|             file_details = db.session.query(UploadFile).filter(
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|                 UploadFile.tenant_id == current_user.current_tenant_id,
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|                 UploadFile.id.in_(file_ids)
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|             ).all()
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| 
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|             if file_details is None:
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|                 raise NotFound("File not found.")
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| 
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|             indexing_runner = IndexingRunner()
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|             response = indexing_runner.file_indexing_estimate(file_details, args['process_rule'], args['doc_form'])
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|         elif args['info_list']['data_source_type'] == 'notion_import':
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| 
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|             indexing_runner = IndexingRunner()
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|             response = indexing_runner.notion_indexing_estimate(args['info_list']['notion_info_list'],
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|                                                                 args['process_rule'], args['doc_form'])
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|         else:
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|             raise ValueError('Data source type not support')
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|         return response, 200
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| 
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| 
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| class DatasetRelatedAppListApi(Resource):
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|     app_detail_kernel_fields = {
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|         'id': fields.String,
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|         'name': fields.String,
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|         'mode': fields.String,
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|         'icon': fields.String,
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|         'icon_background': fields.String,
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|     }
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| 
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|     related_app_list = {
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|         'data': fields.List(fields.Nested(app_detail_kernel_fields)),
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|         'total': fields.Integer,
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|     }
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| 
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|     @setup_required
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|     @login_required
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|     @account_initialization_required
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|     @marshal_with(related_app_list)
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|     def get(self, dataset_id):
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|         dataset_id_str = str(dataset_id)
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|         dataset = DatasetService.get_dataset(dataset_id_str)
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|         if dataset is None:
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|             raise NotFound("Dataset not found.")
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| 
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|         try:
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|             DatasetService.check_dataset_permission(dataset, current_user)
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|         except services.errors.account.NoPermissionError as e:
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|             raise Forbidden(str(e))
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| 
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|         app_dataset_joins = DatasetService.get_related_apps(dataset.id)
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| 
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|         related_apps = []
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|         for app_dataset_join in app_dataset_joins:
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|             app_model = app_dataset_join.app
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|             if app_model:
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|                 related_apps.append(app_model)
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| 
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|         return {
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|             'data': related_apps,
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|             'total': len(related_apps)
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|         }, 200
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| 
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| 
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| class DatasetIndexingStatusApi(Resource):
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|     document_status_fields = {
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|         'id': fields.String,
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|         'indexing_status': fields.String,
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|         'processing_started_at': TimestampField,
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|         'parsing_completed_at': TimestampField,
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|         'cleaning_completed_at': TimestampField,
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|         'splitting_completed_at': TimestampField,
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|         'completed_at': TimestampField,
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|         'paused_at': TimestampField,
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|         'error': fields.String,
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|         'stopped_at': TimestampField,
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|         'completed_segments': fields.Integer,
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|         'total_segments': fields.Integer,
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|     }
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| 
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|     document_status_fields_list = {
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|         'data': fields.List(fields.Nested(document_status_fields))
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|     }
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| 
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|     @setup_required
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|     @login_required
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|     @account_initialization_required
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|     def get(self, dataset_id):
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|         dataset_id = str(dataset_id)
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|         documents = db.session.query(Document).filter(
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|             Document.dataset_id == dataset_id,
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|             Document.tenant_id == current_user.current_tenant_id
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|         ).all()
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|         documents_status = []
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|         for document in documents:
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|             completed_segments = DocumentSegment.query.filter(DocumentSegment.completed_at.isnot(None),
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|                                                               DocumentSegment.document_id == str(document.id),
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|                                                               DocumentSegment.status != 're_segment').count()
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|             total_segments = DocumentSegment.query.filter(DocumentSegment.document_id == str(document.id),
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|                                                           DocumentSegment.status != 're_segment').count()
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|             document.completed_segments = completed_segments
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|             document.total_segments = total_segments
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|             documents_status.append(marshal(document, self.document_status_fields))
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|         data = {
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|             'data': documents_status
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|         }
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|         return data
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| 
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| 
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| api.add_resource(DatasetListApi, '/datasets')
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| api.add_resource(DatasetApi, '/datasets/<uuid:dataset_id>')
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| api.add_resource(DatasetQueryApi, '/datasets/<uuid:dataset_id>/queries')
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| api.add_resource(DatasetIndexingEstimateApi, '/datasets/indexing-estimate')
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| api.add_resource(DatasetRelatedAppListApi, '/datasets/<uuid:dataset_id>/related-apps')
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| api.add_resource(DatasetIndexingStatusApi, '/datasets/<uuid:dataset_id>/indexing-status')
 |