Also note that the embeddings are learned based on which distance metric is used, thus making it important to use the right distance metric with the right embed

Also note that the embeddings are learned based on which distance metric is used, thus making it important to use the right distance metric with the right embeddings above and beyond wall-clock performance. Other metrics may still work, but less well.