I don't feel personally affected by this issue, but I get the sense we are sentencing too many people for too long for non-violent drug offenses.
Anyway, the cost of the prison system in California is about $7.9 billion according to:
https://www.vera.org/publications/the-price-of-prisons-what-...
or (given 39 million people in California) about $200 per taxpayer (no, that's not the best metric).
If the cost per prisoner is going up because we're releasing people from prisons this year, that's probably a good thing.
[1] http://www.cnn.com/2017/06/02/politics/mandatory-minimum-sen...