Actually this suggestion solves it:
" If running Hail locally, memory can be increased by setting the PYSPARK_SUBMIT_ARGS
environment variable. For example,
PYSPARK_SUBMIT_ARGS="--driver-memory 4g pyspark-shell" python script.py
How do I increase the memory or RAM available to the JVM when I start Hail through Python?"