The Quotient-Remainder technique works as follows. For a set of vocabulary and embedding size embedding_dim, instead of creating a vocabulary_size X embedding_dim embedding table, we create two num_buckets X embedding_dim embedding tables, where num_buckets is much smaller than vocabulary_size. An embedding for a given item index is generated via the following steps: