FA-73059 / Probabilistic sketches / Member archive
Count-Min sketch with conservative update: error bound omits the e factor · case 04
Callers trust estimates to be within a bound that Count-Min does not guarantee.
Case contract
Input {w, d, ops}. Row r hashes key to ((A_r*key + B_r) mod 2^31-1) mod w with fixed A and B. add with count <= 0 is "rejected" (conservative update cannot represent deletions). Otherwise the current estimate e is the minimum of the key's cells, and each cell is raised to max(cell, e + count). The stream total counts accepted mass and the overestimate bound is ceil(e/w * total). q returns the minimum of the key's cells. Return [results, total, bound, table].
Why this case matters
Conservative update reduces Count-Min overestimation in heavy-hitter monitors, but only if the raise-to-target rule is applied exactly.
One recorded failure
Sample boundary fixtureThis sample comes from the broken implementation of a controlled reproducer.
| Boundary fixture | Actual | Expected | Outcome |
|---|---|---|---|
| colliding keys | [["ok", "ok", "ok", 5, 2, 0], 7, 2, [[5, 0, 0, 0, 2], [0, 2, 0, 0, 5], [0, 2, 0, 0, 5]]] | [["ok", "ok", "ok", 5, 2, 0], 7, 4, [[5, 0, 0, 0, 2], [0, 2, 0, 0, 5], [0, 2, 0, 0, 5]]] | Failed |
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