!pip install sentence-transformers matplotlib
!pip install --upgrade gradio

from sentence_transformers import SentenceTransformer
import numpy as np
import matplotlib.pyplot as plt
from sklearn.metrics.pairwise import cosine_similarity
import gradio as gr

model = SentenceTransformer("sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2")