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433 lines
17 KiB
Python
433 lines
17 KiB
Python
import datetime
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import uuid
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import pandas as pd
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from flask_login import current_user
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from sqlalchemy import or_
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from werkzeug.datastructures import FileStorage
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from werkzeug.exceptions import NotFound
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from extensions.ext_database import db
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from extensions.ext_redis import redis_client
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from models.model import App, AppAnnotationHitHistory, AppAnnotationSetting, Message, MessageAnnotation
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from services.feature_service import FeatureService
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from tasks.annotation.add_annotation_to_index_task import add_annotation_to_index_task
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from tasks.annotation.batch_import_annotations_task import batch_import_annotations_task
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from tasks.annotation.delete_annotation_index_task import delete_annotation_index_task
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from tasks.annotation.disable_annotation_reply_task import disable_annotation_reply_task
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from tasks.annotation.enable_annotation_reply_task import enable_annotation_reply_task
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from tasks.annotation.update_annotation_to_index_task import update_annotation_to_index_task
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class AppAnnotationService:
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@classmethod
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def up_insert_app_annotation_from_message(cls, args: dict, app_id: str) -> MessageAnnotation:
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# get app info
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app = db.session.query(App).filter(
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App.id == app_id,
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App.tenant_id == current_user.current_tenant_id,
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App.status == 'normal'
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).first()
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if not app:
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raise NotFound("App not found")
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if args.get('message_id'):
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message_id = str(args['message_id'])
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# get message info
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message = db.session.query(Message).filter(
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Message.id == message_id,
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Message.app_id == app.id
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).first()
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if not message:
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raise NotFound("Message Not Exists.")
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annotation = message.annotation
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# save the message annotation
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if annotation:
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annotation.content = args['answer']
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annotation.question = args['question']
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else:
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annotation = MessageAnnotation(
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app_id=app.id,
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conversation_id=message.conversation_id,
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message_id=message.id,
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content=args['answer'],
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question=args['question'],
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account_id=current_user.id
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)
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else:
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annotation = MessageAnnotation(
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app_id=app.id,
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content=args['answer'],
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question=args['question'],
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account_id=current_user.id
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)
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db.session.add(annotation)
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db.session.commit()
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# if annotation reply is enabled , add annotation to index
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annotation_setting = db.session.query(AppAnnotationSetting).filter(
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AppAnnotationSetting.app_id == app_id).first()
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if annotation_setting:
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add_annotation_to_index_task.delay(annotation.id, args['question'], current_user.current_tenant_id,
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app_id, annotation_setting.collection_binding_id)
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return annotation
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@classmethod
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def enable_app_annotation(cls, args: dict, app_id: str) -> dict:
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enable_app_annotation_key = 'enable_app_annotation_{}'.format(str(app_id))
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cache_result = redis_client.get(enable_app_annotation_key)
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if cache_result is not None:
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return {
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'job_id': cache_result,
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'job_status': 'processing'
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}
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# async job
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job_id = str(uuid.uuid4())
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enable_app_annotation_job_key = 'enable_app_annotation_job_{}'.format(str(job_id))
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# send batch add segments task
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redis_client.setnx(enable_app_annotation_job_key, 'waiting')
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enable_annotation_reply_task.delay(str(job_id), app_id, current_user.id, current_user.current_tenant_id,
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args['score_threshold'],
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args['embedding_provider_name'], args['embedding_model_name'])
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return {
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'job_id': job_id,
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'job_status': 'waiting'
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}
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@classmethod
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def disable_app_annotation(cls, app_id: str) -> dict:
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disable_app_annotation_key = 'disable_app_annotation_{}'.format(str(app_id))
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cache_result = redis_client.get(disable_app_annotation_key)
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if cache_result is not None:
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return {
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'job_id': cache_result,
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'job_status': 'processing'
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}
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# async job
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job_id = str(uuid.uuid4())
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disable_app_annotation_job_key = 'disable_app_annotation_job_{}'.format(str(job_id))
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# send batch add segments task
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redis_client.setnx(disable_app_annotation_job_key, 'waiting')
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disable_annotation_reply_task.delay(str(job_id), app_id, current_user.current_tenant_id)
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return {
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'job_id': job_id,
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'job_status': 'waiting'
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}
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@classmethod
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def get_annotation_list_by_app_id(cls, app_id: str, page: int, limit: int, keyword: str):
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# get app info
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app = db.session.query(App).filter(
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App.id == app_id,
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App.tenant_id == current_user.current_tenant_id,
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App.status == 'normal'
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).first()
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if not app:
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raise NotFound("App not found")
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if keyword:
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annotations = (db.session.query(MessageAnnotation)
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.filter(MessageAnnotation.app_id == app_id)
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.filter(
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or_(
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MessageAnnotation.question.ilike('%{}%'.format(keyword)),
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MessageAnnotation.content.ilike('%{}%'.format(keyword))
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)
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)
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.order_by(MessageAnnotation.created_at.desc())
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.paginate(page=page, per_page=limit, max_per_page=100, error_out=False))
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else:
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annotations = (db.session.query(MessageAnnotation)
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.filter(MessageAnnotation.app_id == app_id)
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.order_by(MessageAnnotation.created_at.desc())
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.paginate(page=page, per_page=limit, max_per_page=100, error_out=False))
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return annotations.items, annotations.total
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@classmethod
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def export_annotation_list_by_app_id(cls, app_id: str):
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# get app info
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app = db.session.query(App).filter(
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App.id == app_id,
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App.tenant_id == current_user.current_tenant_id,
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App.status == 'normal'
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).first()
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if not app:
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raise NotFound("App not found")
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annotations = (db.session.query(MessageAnnotation)
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.filter(MessageAnnotation.app_id == app_id)
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.order_by(MessageAnnotation.created_at.desc()).all())
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return annotations
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@classmethod
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def insert_app_annotation_directly(cls, args: dict, app_id: str) -> MessageAnnotation:
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# get app info
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app = db.session.query(App).filter(
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App.id == app_id,
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App.tenant_id == current_user.current_tenant_id,
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App.status == 'normal'
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).first()
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if not app:
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raise NotFound("App not found")
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annotation = MessageAnnotation(
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app_id=app.id,
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content=args['answer'],
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question=args['question'],
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account_id=current_user.id
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)
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db.session.add(annotation)
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db.session.commit()
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# if annotation reply is enabled , add annotation to index
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annotation_setting = db.session.query(AppAnnotationSetting).filter(
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AppAnnotationSetting.app_id == app_id).first()
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if annotation_setting:
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add_annotation_to_index_task.delay(annotation.id, args['question'], current_user.current_tenant_id,
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app_id, annotation_setting.collection_binding_id)
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return annotation
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@classmethod
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def update_app_annotation_directly(cls, args: dict, app_id: str, annotation_id: str):
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# get app info
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app = db.session.query(App).filter(
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App.id == app_id,
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App.tenant_id == current_user.current_tenant_id,
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App.status == 'normal'
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).first()
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if not app:
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raise NotFound("App not found")
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annotation = db.session.query(MessageAnnotation).filter(MessageAnnotation.id == annotation_id).first()
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if not annotation:
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raise NotFound("Annotation not found")
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annotation.content = args['answer']
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annotation.question = args['question']
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db.session.commit()
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# if annotation reply is enabled , add annotation to index
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app_annotation_setting = db.session.query(AppAnnotationSetting).filter(
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AppAnnotationSetting.app_id == app_id
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).first()
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if app_annotation_setting:
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update_annotation_to_index_task.delay(annotation.id, annotation.question,
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current_user.current_tenant_id,
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app_id, app_annotation_setting.collection_binding_id)
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return annotation
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@classmethod
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def delete_app_annotation(cls, app_id: str, annotation_id: str):
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# get app info
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app = db.session.query(App).filter(
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App.id == app_id,
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App.tenant_id == current_user.current_tenant_id,
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App.status == 'normal'
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).first()
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if not app:
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raise NotFound("App not found")
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annotation = db.session.query(MessageAnnotation).filter(MessageAnnotation.id == annotation_id).first()
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if not annotation:
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raise NotFound("Annotation not found")
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db.session.delete(annotation)
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annotation_hit_histories = (db.session.query(AppAnnotationHitHistory)
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.filter(AppAnnotationHitHistory.annotation_id == annotation_id)
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.all()
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)
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if annotation_hit_histories:
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for annotation_hit_history in annotation_hit_histories:
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db.session.delete(annotation_hit_history)
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db.session.commit()
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# if annotation reply is enabled , delete annotation index
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app_annotation_setting = db.session.query(AppAnnotationSetting).filter(
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AppAnnotationSetting.app_id == app_id
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).first()
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if app_annotation_setting:
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delete_annotation_index_task.delay(annotation.id, app_id,
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current_user.current_tenant_id,
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app_annotation_setting.collection_binding_id)
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@classmethod
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def batch_import_app_annotations(cls, app_id, file: FileStorage) -> dict:
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# get app info
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app = db.session.query(App).filter(
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App.id == app_id,
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App.tenant_id == current_user.current_tenant_id,
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App.status == 'normal'
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).first()
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if not app:
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raise NotFound("App not found")
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try:
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# Skip the first row
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df = pd.read_csv(file)
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result = []
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for index, row in df.iterrows():
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content = {
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'question': row[0],
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'answer': row[1]
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}
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result.append(content)
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if len(result) == 0:
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raise ValueError("The CSV file is empty.")
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# check annotation limit
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features = FeatureService.get_features(current_user.current_tenant_id)
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if features.billing.enabled:
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annotation_quota_limit = features.annotation_quota_limit
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if annotation_quota_limit.limit < len(result) + annotation_quota_limit.size:
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raise ValueError("The number of annotations exceeds the limit of your subscription.")
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# async job
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job_id = str(uuid.uuid4())
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indexing_cache_key = 'app_annotation_batch_import_{}'.format(str(job_id))
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# send batch add segments task
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redis_client.setnx(indexing_cache_key, 'waiting')
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batch_import_annotations_task.delay(str(job_id), result, app_id,
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current_user.current_tenant_id, current_user.id)
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except Exception as e:
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return {
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'error_msg': str(e)
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}
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return {
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'job_id': job_id,
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'job_status': 'waiting'
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}
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@classmethod
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def get_annotation_hit_histories(cls, app_id: str, annotation_id: str, page, limit):
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# get app info
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app = db.session.query(App).filter(
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App.id == app_id,
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App.tenant_id == current_user.current_tenant_id,
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App.status == 'normal'
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).first()
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if not app:
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raise NotFound("App not found")
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annotation = db.session.query(MessageAnnotation).filter(MessageAnnotation.id == annotation_id).first()
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if not annotation:
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raise NotFound("Annotation not found")
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annotation_hit_histories = (db.session.query(AppAnnotationHitHistory)
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.filter(AppAnnotationHitHistory.app_id == app_id,
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AppAnnotationHitHistory.annotation_id == annotation_id,
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)
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.order_by(AppAnnotationHitHistory.created_at.desc())
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.paginate(page=page, per_page=limit, max_per_page=100, error_out=False))
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return annotation_hit_histories.items, annotation_hit_histories.total
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@classmethod
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def get_annotation_by_id(cls, annotation_id: str) -> MessageAnnotation | None:
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annotation = db.session.query(MessageAnnotation).filter(MessageAnnotation.id == annotation_id).first()
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if not annotation:
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return None
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return annotation
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@classmethod
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def add_annotation_history(cls, annotation_id: str, app_id: str, annotation_question: str,
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annotation_content: str, query: str, user_id: str,
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message_id: str, from_source: str, score: float):
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# add hit count to annotation
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db.session.query(MessageAnnotation).filter(
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MessageAnnotation.id == annotation_id
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).update(
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{MessageAnnotation.hit_count: MessageAnnotation.hit_count + 1},
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synchronize_session=False
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)
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annotation_hit_history = AppAnnotationHitHistory(
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annotation_id=annotation_id,
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app_id=app_id,
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account_id=user_id,
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question=query,
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source=from_source,
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score=score,
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message_id=message_id,
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annotation_question=annotation_question,
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annotation_content=annotation_content
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)
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db.session.add(annotation_hit_history)
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db.session.commit()
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@classmethod
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def get_app_annotation_setting_by_app_id(cls, app_id: str):
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# get app info
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app = db.session.query(App).filter(
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App.id == app_id,
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App.tenant_id == current_user.current_tenant_id,
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App.status == 'normal'
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).first()
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if not app:
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raise NotFound("App not found")
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annotation_setting = db.session.query(AppAnnotationSetting).filter(
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AppAnnotationSetting.app_id == app_id).first()
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if annotation_setting:
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collection_binding_detail = annotation_setting.collection_binding_detail
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return {
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"id": annotation_setting.id,
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"enabled": True,
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"score_threshold": annotation_setting.score_threshold,
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"embedding_model": {
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"embedding_provider_name": collection_binding_detail.provider_name,
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"embedding_model_name": collection_binding_detail.model_name
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}
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}
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return {
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"enabled": False
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}
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@classmethod
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def update_app_annotation_setting(cls, app_id: str, annotation_setting_id: str, args: dict):
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# get app info
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app = db.session.query(App).filter(
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App.id == app_id,
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App.tenant_id == current_user.current_tenant_id,
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App.status == 'normal'
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).first()
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if not app:
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raise NotFound("App not found")
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annotation_setting = db.session.query(AppAnnotationSetting).filter(
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AppAnnotationSetting.app_id == app_id,
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AppAnnotationSetting.id == annotation_setting_id,
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).first()
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if not annotation_setting:
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raise NotFound("App annotation not found")
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annotation_setting.score_threshold = args['score_threshold']
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annotation_setting.updated_user_id = current_user.id
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annotation_setting.updated_at = datetime.datetime.now(datetime.timezone.utc).replace(tzinfo=None)
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db.session.add(annotation_setting)
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db.session.commit()
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collection_binding_detail = annotation_setting.collection_binding_detail
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return {
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"id": annotation_setting.id,
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"enabled": True,
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"score_threshold": annotation_setting.score_threshold,
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"embedding_model": {
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"embedding_provider_name": collection_binding_detail.provider_name,
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"embedding_model_name": collection_binding_detail.model_name
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}
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}
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