Reduce memory footprint.

[jm-franc]

Divides the memory footprint of a sampler instance by 7 (from ~0.5MB to 65KB), at the expense of a small increase in over-sampling chances.

#1516

[jm-franc]

/assign sywhang

[codecov]

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 98.70%. Comparing base (07077a6) to head (59499db).
⚠️ Report is 5 commits behind head on master.

Additional details and impacted files

@@            Coverage Diff             @@
##           master    #1517      +/-   ##
==========================================
+ Coverage   98.59%   98.70%   +0.11%     
==========================================
  Files          53       53              
  Lines        3565     3023     -542     
==========================================
- Hits         3515     2984     -531     
+ Misses         42       31      -11     
  Partials        8        8              

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[sywhang]

Sorry, not sure why this didn't actually assign me to this PR so I only came across this PR now.

Do you have any empirical data you can share on this PR?

[prashantv]

Sharing my comment here too

I think this is a good idea, though I'd prefer if it was opt-in, maybe as a setting on the SamplingConfig.

My worry is that a version upgrade changing the sampling behaviour significantly could be surprising.