No downtime but some queries might be delayed until the indexing finishes.
However, PostgreSQL supports CREATE INDEX CONCURRENTLY for a long time now (at least from 9.6 and on): PostgreSQL: Documentation: 13: CREATE INDEX
Check out the docs of Migration.index – there’s a :concurrently option available.
