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Updating the base image to Ubuntu 22.04 LTS from Ubuntu 20.04 LTS. The new base image uses GCC 11.3 and Python 3.10. Ubuntu 20.04 uses GCC 9.4 and Python 3.8. Changes include bumping the mpich2 version from 3.3 to 4.0.
Based on the EOL of various packages, we are set for the next 3 years.