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			388 lines
		
	
	
		
			14 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
			
		
		
	
	
			388 lines
		
	
	
		
			14 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
import json
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import logging
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from typing import Union, Generator
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from flask import Response, stream_with_context
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from flask_login import current_user, login_required
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from flask_restful import Resource, reqparse, marshal_with, fields
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from flask_restful.inputs import int_range
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from werkzeug.exceptions import InternalServerError, NotFound
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from controllers.console import api
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from controllers.console.app import _get_app
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from controllers.console.app.error import CompletionRequestError, ProviderNotInitializeError, \
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    AppMoreLikeThisDisabledError, ProviderQuotaExceededError, ProviderModelCurrentlyNotSupportError
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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.llm.error import LLMRateLimitError, LLMBadRequestError, LLMAuthorizationError, LLMAPIConnectionError, \
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    ProviderTokenNotInitError, LLMAPIUnavailableError, QuotaExceededError, ModelCurrentlyNotSupportError
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from libs.helper import uuid_value, TimestampField
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from libs.infinite_scroll_pagination import InfiniteScrollPagination
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from extensions.ext_database import db
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from models.model import MessageAnnotation, Conversation, Message, MessageFeedback
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from services.completion_service import CompletionService
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from services.errors.app import MoreLikeThisDisabledError
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from services.errors.conversation import ConversationNotExistsError
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from services.errors.message import MessageNotExistsError
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from services.message_service import MessageService
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account_fields = {
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    'id': fields.String,
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    'name': fields.String,
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    'email': fields.String
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}
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feedback_fields = {
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    'rating': fields.String,
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    'content': fields.String,
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    'from_source': fields.String,
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    'from_end_user_id': fields.String,
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    'from_account': fields.Nested(account_fields, allow_null=True),
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}
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annotation_fields = {
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    'content': fields.String,
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    'account': fields.Nested(account_fields, allow_null=True),
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    'created_at': TimestampField
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}
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message_detail_fields = {
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    'id': fields.String,
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    'conversation_id': fields.String,
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    'inputs': fields.Raw,
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    'query': fields.String,
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    'message': fields.Raw,
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    'message_tokens': fields.Integer,
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    'answer': fields.String,
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    'answer_tokens': fields.Integer,
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    'provider_response_latency': fields.Float,
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    'from_source': fields.String,
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    'from_end_user_id': fields.String,
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    'from_account_id': fields.String,
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    'feedbacks': fields.List(fields.Nested(feedback_fields)),
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    'annotation': fields.Nested(annotation_fields, allow_null=True),
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    'created_at': TimestampField
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}
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class ChatMessageListApi(Resource):
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    message_infinite_scroll_pagination_fields = {
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        'limit': fields.Integer,
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        'has_more': fields.Boolean,
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        'data': fields.List(fields.Nested(message_detail_fields))
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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(message_infinite_scroll_pagination_fields)
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    def get(self, app_id):
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        app_id = str(app_id)
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        # get app info
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        app = _get_app(app_id, 'chat')
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        parser = reqparse.RequestParser()
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        parser.add_argument('conversation_id', required=True, type=uuid_value, location='args')
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        parser.add_argument('first_id', type=uuid_value, location='args')
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        parser.add_argument('limit', type=int_range(1, 100), required=False, default=20, location='args')
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        args = parser.parse_args()
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        conversation = db.session.query(Conversation).filter(
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            Conversation.id == args['conversation_id'],
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            Conversation.app_id == app.id
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        ).first()
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        if not conversation:
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            raise NotFound("Conversation Not Exists.")
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        if args['first_id']:
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            first_message = db.session.query(Message) \
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                .filter(Message.conversation_id == conversation.id, Message.id == args['first_id']).first()
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            if not first_message:
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                raise NotFound("First message not found")
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            history_messages = db.session.query(Message).filter(
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                Message.conversation_id == conversation.id,
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                Message.created_at < first_message.created_at,
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                Message.id != first_message.id
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            ) \
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                .order_by(Message.created_at.desc()).limit(args['limit']).all()
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        else:
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            history_messages = db.session.query(Message).filter(Message.conversation_id == conversation.id) \
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                .order_by(Message.created_at.desc()).limit(args['limit']).all()
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        has_more = False
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        if len(history_messages) == args['limit']:
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            current_page_first_message = history_messages[-1]
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            rest_count = db.session.query(Message).filter(
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                Message.conversation_id == conversation.id,
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                Message.created_at < current_page_first_message.created_at,
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                Message.id != current_page_first_message.id
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            ).count()
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            if rest_count > 0:
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                has_more = True
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        history_messages = list(reversed(history_messages))
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        return InfiniteScrollPagination(
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            data=history_messages,
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            limit=args['limit'],
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            has_more=has_more
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        )
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class MessageFeedbackApi(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 post(self, app_id):
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        app_id = str(app_id)
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        # get app info
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        app = _get_app(app_id)
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        parser = reqparse.RequestParser()
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        parser.add_argument('message_id', required=True, type=uuid_value, location='json')
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        parser.add_argument('rating', type=str, choices=['like', 'dislike', None], location='json')
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        args = parser.parse_args()
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        message_id = str(args['message_id'])
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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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        feedback = message.admin_feedback
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        if not args['rating'] and feedback:
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            db.session.delete(feedback)
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        elif args['rating'] and feedback:
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            feedback.rating = args['rating']
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        elif not args['rating'] and not feedback:
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            raise ValueError('rating cannot be None when feedback not exists')
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        else:
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            feedback = MessageFeedback(
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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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                rating=args['rating'],
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                from_source='admin',
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                from_account_id=current_user.id
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            )
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            db.session.add(feedback)
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        db.session.commit()
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        return {'result': 'success'}
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class MessageAnnotationApi(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 post(self, app_id):
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        app_id = str(app_id)
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        # get app info
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        app = _get_app(app_id)
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        parser = reqparse.RequestParser()
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        parser.add_argument('message_id', required=True, type=uuid_value, location='json')
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        parser.add_argument('content', type=str, location='json')
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        args = parser.parse_args()
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        message_id = str(args['message_id'])
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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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        if annotation:
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            annotation.content = args['content']
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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['content'],
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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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        return {'result': 'success'}
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class MessageAnnotationCountApi(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, app_id):
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        app_id = str(app_id)
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        # get app info
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        app = _get_app(app_id)
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        count = db.session.query(MessageAnnotation).filter(
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            MessageAnnotation.app_id == app.id
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        ).count()
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        return {'count': count}
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class MessageMoreLikeThisApi(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, app_id, message_id):
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        app_id = str(app_id)
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        message_id = str(message_id)
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        parser = reqparse.RequestParser()
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        parser.add_argument('response_mode', type=str, required=True, choices=['blocking', 'streaming'],
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                            location='args')
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        args = parser.parse_args()
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        streaming = args['response_mode'] == 'streaming'
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        # get app info
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        app_model = _get_app(app_id, 'completion')
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        try:
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            response = CompletionService.generate_more_like_this(app_model, current_user, message_id, streaming)
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            return compact_response(response)
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        except MessageNotExistsError:
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            raise NotFound("Message Not Exists.")
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        except MoreLikeThisDisabledError:
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            raise AppMoreLikeThisDisabledError()
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        except ProviderTokenNotInitError as ex:
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            raise ProviderNotInitializeError(ex.description)
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        except QuotaExceededError:
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            raise ProviderQuotaExceededError()
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        except ModelCurrentlyNotSupportError:
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            raise ProviderModelCurrentlyNotSupportError()
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        except (LLMBadRequestError, LLMAPIConnectionError, LLMAPIUnavailableError,
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                LLMRateLimitError, LLMAuthorizationError) as e:
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            raise CompletionRequestError(str(e))
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        except ValueError as e:
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            raise e
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        except Exception as e:
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            logging.exception("internal server error.")
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            raise InternalServerError()
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def compact_response(response: Union[dict | Generator]) -> Response:
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    if isinstance(response, dict):
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        return Response(response=json.dumps(response), status=200, mimetype='application/json')
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    else:
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        def generate() -> Generator:
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            try:
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                for chunk in response:
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                    yield chunk
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            except MessageNotExistsError:
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                yield "data: " + json.dumps(api.handle_error(NotFound("Message Not Exists.")).get_json()) + "\n\n"
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            except MoreLikeThisDisabledError:
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                yield "data: " + json.dumps(api.handle_error(AppMoreLikeThisDisabledError()).get_json()) + "\n\n"
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            except ProviderTokenNotInitError as ex:
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                yield "data: " + json.dumps(api.handle_error(ProviderNotInitializeError(ex.description)).get_json()) + "\n\n"
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            except QuotaExceededError:
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                yield "data: " + json.dumps(api.handle_error(ProviderQuotaExceededError()).get_json()) + "\n\n"
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            except ModelCurrentlyNotSupportError:
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                yield "data: " + json.dumps(
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                    api.handle_error(ProviderModelCurrentlyNotSupportError()).get_json()) + "\n\n"
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            except (LLMBadRequestError, LLMAPIConnectionError, LLMAPIUnavailableError,
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                    LLMRateLimitError, LLMAuthorizationError) as e:
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                yield "data: " + json.dumps(api.handle_error(CompletionRequestError(str(e))).get_json()) + "\n\n"
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            except ValueError as e:
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                yield "data: " + json.dumps(api.handle_error(e).get_json()) + "\n\n"
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            except Exception:
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                logging.exception("internal server error.")
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                yield "data: " + json.dumps(api.handle_error(InternalServerError()).get_json()) + "\n\n"
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        return Response(stream_with_context(generate()), status=200,
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                        mimetype='text/event-stream')
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class MessageSuggestedQuestionApi(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, app_id, message_id):
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        app_id = str(app_id)
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        message_id = str(message_id)
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        # get app info
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        app_model = _get_app(app_id, 'chat')
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        try:
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            questions = MessageService.get_suggested_questions_after_answer(
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                app_model=app_model,
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                user=current_user,
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                message_id=message_id,
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                check_enabled=False
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            )
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        except MessageNotExistsError:
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            raise NotFound("Message not found")
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        except ConversationNotExistsError:
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            raise NotFound("Conversation not found")
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        except ProviderTokenNotInitError as ex:
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            raise ProviderNotInitializeError(ex.description)
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        except QuotaExceededError:
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            raise ProviderQuotaExceededError()
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        except ModelCurrentlyNotSupportError:
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            raise ProviderModelCurrentlyNotSupportError()
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        except (LLMBadRequestError, LLMAPIConnectionError, LLMAPIUnavailableError,
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                LLMRateLimitError, LLMAuthorizationError) as e:
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            raise CompletionRequestError(str(e))
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        except Exception:
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            logging.exception("internal server error.")
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            raise InternalServerError()
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        return {'data': questions}
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class MessageApi(Resource):
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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(message_detail_fields)
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    def get(self, app_id, message_id):
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        app_id = str(app_id)
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        message_id = str(message_id)
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        # get app info
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        app_model = _get_app(app_id, 'chat')
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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_model.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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        return message
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api.add_resource(MessageMoreLikeThisApi, '/apps/<uuid:app_id>/completion-messages/<uuid:message_id>/more-like-this')
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api.add_resource(MessageSuggestedQuestionApi, '/apps/<uuid:app_id>/chat-messages/<uuid:message_id>/suggested-questions')
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api.add_resource(ChatMessageListApi, '/apps/<uuid:app_id>/chat-messages', endpoint='console_chat_messages')
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api.add_resource(MessageFeedbackApi, '/apps/<uuid:app_id>/feedbacks')
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api.add_resource(MessageAnnotationApi, '/apps/<uuid:app_id>/annotations')
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api.add_resource(MessageAnnotationCountApi, '/apps/<uuid:app_id>/annotations/count')
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api.add_resource(MessageApi, '/apps/<uuid:app_id>/messages/<uuid:message_id>', endpoint='console_message')
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