# imports
import gradio as gr
import pandas as pd
import tempfile
import itertools
  # import required packages
import torch
import pandas as pd
import numpy as np
from numpy import dot
from numpy.linalg import norm, multi_dot
from transformers import AutoTokenizer, AutoModelForSequenceClassification, Trainer