sergio11

from collections import Counter
from bson import ObjectId
from operators.base_custom_operator import BaseCustomOperator
from airflow.utils.decorators import apply_defaults
from sklearn.feature_extraction.text import TfidfVectorizer, CountVectorizer
import numpy as np
from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer

class NaturalLanguageProccessingOperator(BaseCustomOperator):
    """

sergio11

from elasticsearch import Elasticsearch
from airflow.utils.decorators import apply_defaults
from operators.base_custom_operator import BaseCustomOperator
from bson import ObjectId
from datetime import datetime

class IndexToElasticsearchOperator(BaseCustomOperator):

    """
    Custom operator to index meeting information to Elasticsearch and update MongoDB.

sergio11

from bson import ObjectId
from operators.base_custom_operator import BaseCustomOperator
from googletrans import Translator
from airflow.utils.decorators import apply_defaults

class TranslationOperator(BaseCustomOperator):
    """
    Custom Airflow Operator for translating transcribed text into multiple target languages.

    This operator translates transcribed text into different target languages using the Google Translate API 

sergio11

from bson import ObjectId
from operators.base_custom_operator import BaseCustomOperator
from airflow.utils.decorators import apply_defaults
from transformers import pipeline

class GenerateSummaryOperator(BaseCustomOperator):
    
    """
    Operator responsible for generating a summary based on meeting transcribed text
    using a summarization model and storing it in the BSON document in MongoDB.

sergio11

import tempfile
from bson import ObjectId
from operators.base_custom_operator import BaseCustomOperator
from airflow.utils.decorators import apply_defaults
from moviepy.editor import AudioFileClip
import speech_recognition as sr

class TranscriptionOperator(BaseCustomOperator):
    """
    An operator that performs audio transcription for meetings.

sergio11

from client_manager import ClientManager
from flask import Flask, request
from flask_socketio import SocketIO, emit
import os
import logging
from pymongo import MongoClient
from bson import ObjectId
import jwt

# Event logging configuration

sergio11

import datetime
import logging
from common.helpers import generate_response
from flask import Flask, request
import hashlib
import uuid
import os
import redis
from bson import ObjectId
from pymongo import MongoClient

sergio11

import base64
import io
import logging
from flask import Flask, request, send_file
from pymongo import MongoClient
import os
from datetime import datetime
from common.requires_authentication_decorator import requires_authentication
from minio import Minio
from common.helpers import generate_response

sergio11

import logging

from common.helpers import generate_response
from common.requires_authentication_decorator import requires_authentication
from flask import Flask, request
import hashlib
import os
import jwt
from pymongo import MongoClient, DESCENDING

sergio11

from environment import KAFKA_BOOTSTRAP_SERVERS, KAFKA_INPUT_TOPIC, KAFKA_GROUP_ID, KAFKA_OUTPUT_TOPIC
from kafka_connectivity_check import kafka_connectivity_check
from get_flink_environment import get_flink_environment
from create_source_table import create_source_table
from create_sink_table import create_sink_table
from pyflink.table.expressions import col, call
from pyflink.table import DataTypes, Row
from pyflink.table.udf import udtf, TableFunction
from logger import logger
from pyflink.table import Row