USE1_install.py

!pip3 install --upgrade tensorflow-gpu
# Install TF-Hub.
!pip3 install tensorflow-hub

USE2_import.py

import tensorflow as tf
import tensorflow_hub as hub
import numpy as np

USE3_load_model.py

module_url = "https://tfhub.dev/google/universal-sentence-encoder/4" 
model = hub.load(module_url)
print ("module %s loaded" % module_url)

USE4_encode.py

sentence_embeddings = model(sentences)
query = "I had pizza and pasta"
query_vec = model([query])[0]

USE5_compute.py

for sent in sentences:
  sim = cosine(query_vec, model([sent])[0])
  print("Sentence = ", sent, "; similarity = ", sim)