import whisper
import gradio as gr
import datetime

import subprocess

import torch
import pyannote.audio
from pyannote.audio.pipelines.speaker_verification import PretrainedSpeakerEmbedding

from pyannote.audio import Audio
from pyannote.core import Segment

import wave
import contextlib

from sklearn.cluster import AgglomerativeClustering
import numpy as np