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FA-72931 / Probabilistic sketches / Open access

Counting Bloom filter with 4-bit counters: stride can be congruent to zero · case 01

Some items probe a single counter k times, raising their false-positive and false-negative exposure.

Verified by executionVariant 1 · 9 checks per implementationDownload source bundle ↓JSON ↗

ROOT CAUSE

The stride is taken modulo m without the +1 offset, so a zero stride is possible.

THE FAILURE

The stride is taken modulo m without the +1 offset, so a zero stride is possible.

Unsuccessful approach: Adding one after reducing modulo m still yields a stride equal to m, which is again congruent to zero.

Case contract

Input {m, k, ops}; items are pre-hashed non-negative integers. Positions are the distinct values of (h1 + i*h2) mod m for i in 0..k-1 with h1 = item mod m and h2 = 1 + (item div m) mod (m-1), in first-seen order. add increments each distinct position once, saturating at 15. A saturated counter is sticky: remove never decrements it. remove is atomic: if any position is zero the result is "absent" and nothing changes; otherwise it decrements every non-saturated position. has requires every position to be positive. Return [results, counters].

Why this case matters

Counting Bloom filters support deletion in caches and routing tables; counter overflow, duplicate positions and non-atomic removals create false negatives that are otherwise impossible.

1 / The failure

Exit 1
"""Failure Map reference implementation. Python standard library only."""
import json

N = 1
observations = []
def solve(x):
    m = x['m']
    k = x['k']
    c = [0] * m
    def positions(item):
        h1 = item % m
        h2 = (item // m) % m
        out = []
        for i in range(k):
            p = (h1 + i * h2) % m
            if p not in out:
                out.append(p)
        return out
    res = []
    for op, item in x['ops']:
        pos = positions(item)
        if op == 'add':
            for p in pos:
                if c[p] < 15:
                    c[p] = c[p] + 1
            res.append('added')
        elif op == 'remove':
            if any(c[p] == 0 for p in pos):
                res.append('absent')
                continue
            for p in pos:
                if c[p] < 15:
                    c[p] = c[p] - 1
            res.append('removed')
        else:
            res.append(all(c[p] > 0 for p in pos))
    return [res, c]
def check(label, actual, expected):
    observations.append({"check": label, "actual": actual, "expected": expected, "passed": actual == expected})
cases = [[['duplicate probe positions',
   {'k': 4,
    'm': 12,
    'ops': [['add', 63], ['add', 1], ['has', 63], ['remove', 63], ['has', 63], ['has', 1]]},
   [['added', 'added', True, 'removed', False, True], [0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0]]],
  ['hot item with repeated positions',
   {'k': 4,
    'm': 12,
    'ops': [['add', 63],
            ['add', 63],
            ['add', 63],
            ['add', 63],
            ['add', 63],
            ['add', 63],
            ['add', 63],
            ['add', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['has', 63]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     False],
    [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['wide stride item',
   {'k': 3, 'm': 12, 'ops': [['add', 137], ['add', 8], ['has', 137], ['remove', 8]]},
   [['added', 'added', True, 'removed'], [0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0]]],
  ['saturating counter',
   {'k': 2,
    'm': 12,
    'ops': [['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['remove', 4],
            ['has', 4]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     True],
    [0, 0, 0, 0, 15, 15, 0, 0, 0, 0, 0, 0]]],
  ['atomic removal of absent item',
   {'k': 3, 'm': 12, 'ops': [['add', 6], ['remove', 42], ['has', 6]]},
   [['added', 'absent', True], [0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0]]],
  ['partial overlap membership',
   {'k': 3, 'm': 12, 'ops': [['add', 2], ['add', 14], ['has', 26], ['has', 3], ['has', 2]]},
   [['added', 'added', False, False, True], [0, 0, 2, 1, 2, 0, 1, 0, 0, 0, 0, 0]]],
  ['normal add and remove',
   {'k': 2, 'm': 12, 'ops': [['add', 31], ['add', 32], ['remove', 31], ['has', 31], ['has', 32]]},
   [['added', 'added', 'removed', False, True], [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1]]],
  ['remove absent from empty',
   {'k': 2, 'm': 12, 'ops': [['remove', 9], ['has', 9]]},
   [['absent', False], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['saturated then drained',
   {'k': 1,
    'm': 12,
    'ops': [['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['has', 6]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     True],
    [0, 0, 0, 0, 0, 0, 15, 0, 0, 0, 0, 0]]]],
 [['duplicate probe positions',
   {'k': 4,
    'm': 14,
    'ops': [['add', 87], ['add', 1], ['has', 87], ['remove', 87], ['has', 87], ['has', 1]]},
   [['added', 'added', True, 'removed', False, True], [0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['hot item with repeated positions',
   {'k': 4,
    'm': 14,
    'ops': [['add', 87],
            ['add', 87],
            ['add', 87],
            ['add', 87],
            ['add', 87],
            ['add', 87],
            ['add', 87],
            ['add', 87],
            ['remove', 87],
            ['remove', 87],
            ['remove', 87],
            ['remove', 87],
            ['remove', 87],
            ['remove', 87],
            ['remove', 87],
            ['remove', 87],
            ['has', 87]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     False],
    [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['wide stride item',
   {'k': 3, 'm': 14, 'ops': [['add', 187], ['add', 9], ['has', 187], ['remove', 9]]},
   [['added', 'added', True, 'removed'], [0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0]]],
  ['saturating counter',
   {'k': 2,
    'm': 14,
    'ops': [['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['remove', 4],
            ['has', 4]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     True],
    [0, 0, 0, 0, 15, 15, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['atomic removal of absent item',
   {'k': 3, 'm': 14, 'ops': [['add', 7], ['remove', 49], ['has', 7]]},
   [['added', 'absent', True], [0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0]]],
  ['partial overlap membership',
   {'k': 3, 'm': 14, 'ops': [['add', 2], ['add', 16], ['has', 30], ['has', 3], ['has', 2]]},
   [['added', 'added', False, False, True], [0, 0, 2, 1, 2, 0, 1, 0, 0, 0, 0, 0, 0, 0]]],
  ['normal add and remove',
   {'k': 2, 'm': 14, 'ops': [['add', 32], ['add', 33], ['remove', 32], ['has', 32], ['has', 33]]},
   [['added', 'added', 'removed', False, True], [0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0]]],
  ['remove absent from empty',
   {'k': 2, 'm': 14, 'ops': [['remove', 9], ['has', 9]]},
   [['absent', False], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['saturated then drained',
   {'k': 1,
    'm': 14,
    'ops': [['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['has', 6]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     True],
    [0, 0, 0, 0, 0, 0, 15, 0, 0, 0, 0, 0, 0, 0]]]],
 [['duplicate probe positions',
   {'k': 4,
    'm': 15,
    'ops': [['add', 63], ['add', 1], ['has', 63], ['remove', 63], ['has', 63], ['has', 1]]},
   [['added', 'added', True, 'removed', False, True],
    [0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['hot item with repeated positions',
   {'k': 4,
    'm': 15,
    'ops': [['add', 63],
            ['add', 63],
            ['add', 63],
            ['add', 63],
            ['add', 63],
            ['add', 63],
            ['add', 63],
            ['add', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['has', 63]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     False],
    [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['wide stride item',
   {'k': 3, 'm': 15, 'ops': [['add', 215], ['add', 10], ['has', 215], ['remove', 10]]},
   [['added', 'added', True, 'removed'], [0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0]]],
  ['saturating counter',
   {'k': 2,
    'm': 15,
    'ops': [['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['remove', 4],
            ['has', 4]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     True],
    [0, 0, 0, 0, 15, 15, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['atomic removal of absent item',
   {'k': 3, 'm': 15, 'ops': [['add', 8], ['remove', 53], ['has', 8]]},
   [['added', 'absent', True], [0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0]]],
  ['partial overlap membership',
   {'k': 3, 'm': 15, 'ops': [['add', 2], ['add', 17], ['has', 32], ['has', 3], ['has', 2]]},
   [['added', 'added', False, False, True], [0, 0, 2, 1, 2, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['normal add and remove',
   {'k': 2, 'm': 15, 'ops': [['add', 33], ['add', 34], ['remove', 33], ['has', 33], ['has', 34]]},
   [['added', 'added', 'removed', False, True], [0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0]]],
  ['remove absent from empty',
   {'k': 2, 'm': 15, 'ops': [['remove', 9], ['has', 9]]},
   [['absent', False], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['saturated then drained',
   {'k': 1,
    'm': 15,
    'ops': [['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['has', 6]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     True],
    [0, 0, 0, 0, 0, 0, 15, 0, 0, 0, 0, 0, 0, 0, 0]]]],
 [['duplicate probe positions',
   {'k': 4,
    'm': 16,
    'ops': [['add', 115], ['add', 1], ['has', 115], ['remove', 115], ['has', 115], ['has', 1]]},
   [['added', 'added', True, 'removed', False, True],
    [0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['hot item with repeated positions',
   {'k': 4,
    'm': 16,
    'ops': [['add', 115],
            ['add', 115],
            ['add', 115],
            ['add', 115],
            ['add', 115],
            ['add', 115],
            ['add', 115],
            ['add', 115],
            ['remove', 115],
            ['remove', 115],
            ['remove', 115],
            ['remove', 115],
            ['remove', 115],
            ['remove', 115],
            ['remove', 115],
            ['remove', 115],
            ['has', 115]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     False],
    [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['wide stride item',
   {'k': 3, 'm': 16, 'ops': [['add', 245], ['add', 11], ['has', 245], ['remove', 11]]},
   [['added', 'added', True, 'removed'], [0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['saturating counter',
   {'k': 2,
    'm': 16,
    'ops': [['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['remove', 4],
            ['has', 4]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     True],
    [0, 0, 0, 0, 15, 15, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['atomic removal of absent item',
   {'k': 3, 'm': 16, 'ops': [['add', 9], ['remove', 57], ['has', 9]]},
   [['added', 'absent', True], [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0]]],
  ['partial overlap membership',
   {'k': 3, 'm': 16, 'ops': [['add', 2], ['add', 18], ['has', 34], ['has', 3], ['has', 2]]},
   [['added', 'added', False, False, True], [0, 0, 2, 1, 2, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['normal add and remove',
   {'k': 2, 'm': 16, 'ops': [['add', 34], ['add', 35], ['remove', 34], ['has', 34], ['has', 35]]},
   [['added', 'added', 'removed', False, True], [0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['remove absent from empty',
   {'k': 2, 'm': 16, 'ops': [['remove', 9], ['has', 9]]},
   [['absent', False], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['saturated then drained',
   {'k': 1,
    'm': 16,
    'ops': [['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['has', 6]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     True],
    [0, 0, 0, 0, 0, 0, 15, 0, 0, 0, 0, 0, 0, 0, 0, 0]]]],
 [['duplicate probe positions',
   {'k': 4,
    'm': 18,
    'ops': [['add', 147], ['add', 1], ['has', 147], ['remove', 147], ['has', 147], ['has', 1]]},
   [['added', 'added', True, 'removed', False, True],
    [0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['hot item with repeated positions',
   {'k': 4,
    'm': 18,
    'ops': [['add', 147],
            ['add', 147],
            ['add', 147],
            ['add', 147],
            ['add', 147],
            ['add', 147],
            ['add', 147],
            ['add', 147],
            ['remove', 147],
            ['remove', 147],
            ['remove', 147],
            ['remove', 147],
            ['remove', 147],
            ['remove', 147],
            ['remove', 147],
            ['remove', 147],
            ['has', 147]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     False],
    [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['wide stride item',
   {'k': 3, 'm': 18, 'ops': [['add', 311], ['add', 12], ['has', 311], ['remove', 12]]},
   [['added', 'added', True, 'removed'], [0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['saturating counter',
   {'k': 2,
    'm': 18,
    'ops': [['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['remove', 4],
            ['has', 4]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     True],
    [0, 0, 0, 0, 15, 15, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['atomic removal of absent item',
   {'k': 3, 'm': 18, 'ops': [['add', 10], ['remove', 64], ['has', 10]]},
   [['added', 'absent', True], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0]]],
  ['partial overlap membership',
   {'k': 3, 'm': 18, 'ops': [['add', 2], ['add', 20], ['has', 38], ['has', 3], ['has', 2]]},
   [['added', 'added', False, False, True],
    [0, 0, 2, 1, 2, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['normal add and remove',
   {'k': 2, 'm': 18, 'ops': [['add', 35], ['add', 36], ['remove', 35], ['has', 35], ['has', 36]]},
   [['added', 'added', 'removed', False, True],
    [1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['remove absent from empty',
   {'k': 2, 'm': 18, 'ops': [['remove', 9], ['has', 9]]},
   [['absent', False], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['saturated then drained',
   {'k': 1,
    'm': 18,
    'ops': [['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['has', 6]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     True],
    [0, 0, 0, 0, 0, 0, 15, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]]]]
for label, args, expected in cases[N - 1]:
    check(label, solve(args), expected)
print(json.dumps({"observations": observations, "passed": all(x["passed"] for x in observations)}, ensure_ascii=False))
raise SystemExit(0 if all(x["passed"] for x in observations) else 1)
Boundary fixtureActualExpectedOutcome
duplicate probe positions[['added', 'added', True, 'removed', False, True], [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]][['added', 'added', True, 'removed', False, True], [0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0]]Failed
hot item with repeated positions[['added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', False], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]][['added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', False], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]Passed
wide stride item[['added', 'added', True, 'removed'], [0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0]][['added', 'added', True, 'removed'], [0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0]]Failed
saturating counter[['added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'removed', True], [0, 0, 0, 0, 15, 0, 0, 0, 0, 0, 0, 0]][['added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'removed', True], [0, 0, 0, 0, 15, 15, 0, 0, 0, 0, 0, 0]]Failed
atomic removal of absent item[['added', 'absent', True], [0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0]][['added', 'absent', True], [0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0]]Failed
partial overlap membership[['added', 'added', False, True, True], [0, 0, 2, 1, 1, 0, 0, 0, 0, 0, 0, 0]][['added', 'added', False, False, True], [0, 0, 2, 1, 2, 0, 1, 0, 0, 0, 0, 0]]Failed
normal add and remove[['added', 'added', 'removed', False, True], [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0]][['added', 'added', 'removed', False, True], [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1]]Failed
remove absent from empty[['absent', False], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]][['absent', False], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]Passed
saturated then drained[['added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', True], [0, 0, 0, 0, 0, 0, 15, 0, 0, 0, 0, 0]][['added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', True], [0, 0, 0, 0, 0, 0, 15, 0, 0, 0, 0, 0]]Passed

SHA-256 / f4adf04fb64259a97fc065e87912a0d1e544749b2dc0f6c780d7853622f11605

2 / The unsuccessful fix

Exit 1
"""Failure Map reference implementation. Python standard library only."""
import json

N = 1
observations = []
def solve(x):
    m = x['m']
    k = x['k']
    c = [0] * m
    def positions(item):
        h1 = item % m
        h2 = 1 + (item // m) % m
        out = []
        for i in range(k):
            p = (h1 + i * h2) % m
            if p not in out:
                out.append(p)
        return out
    res = []
    for op, item in x['ops']:
        pos = positions(item)
        if op == 'add':
            for p in pos:
                if c[p] < 15:
                    c[p] = c[p] + 1
            res.append('added')
        elif op == 'remove':
            if any(c[p] == 0 for p in pos):
                res.append('absent')
                continue
            for p in pos:
                if c[p] < 15:
                    c[p] = c[p] - 1
            res.append('removed')
        else:
            res.append(all(c[p] > 0 for p in pos))
    return [res, c]
def check(label, actual, expected):
    observations.append({"check": label, "actual": actual, "expected": expected, "passed": actual == expected})
cases = [[['duplicate probe positions',
   {'k': 4,
    'm': 12,
    'ops': [['add', 63], ['add', 1], ['has', 63], ['remove', 63], ['has', 63], ['has', 1]]},
   [['added', 'added', True, 'removed', False, True], [0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0]]],
  ['hot item with repeated positions',
   {'k': 4,
    'm': 12,
    'ops': [['add', 63],
            ['add', 63],
            ['add', 63],
            ['add', 63],
            ['add', 63],
            ['add', 63],
            ['add', 63],
            ['add', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['has', 63]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     False],
    [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['wide stride item',
   {'k': 3, 'm': 12, 'ops': [['add', 137], ['add', 8], ['has', 137], ['remove', 8]]},
   [['added', 'added', True, 'removed'], [0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0]]],
  ['saturating counter',
   {'k': 2,
    'm': 12,
    'ops': [['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['remove', 4],
            ['has', 4]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     True],
    [0, 0, 0, 0, 15, 15, 0, 0, 0, 0, 0, 0]]],
  ['atomic removal of absent item',
   {'k': 3, 'm': 12, 'ops': [['add', 6], ['remove', 42], ['has', 6]]},
   [['added', 'absent', True], [0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0]]],
  ['partial overlap membership',
   {'k': 3, 'm': 12, 'ops': [['add', 2], ['add', 14], ['has', 26], ['has', 3], ['has', 2]]},
   [['added', 'added', False, False, True], [0, 0, 2, 1, 2, 0, 1, 0, 0, 0, 0, 0]]],
  ['normal add and remove',
   {'k': 2, 'm': 12, 'ops': [['add', 31], ['add', 32], ['remove', 31], ['has', 31], ['has', 32]]},
   [['added', 'added', 'removed', False, True], [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1]]],
  ['remove absent from empty',
   {'k': 2, 'm': 12, 'ops': [['remove', 9], ['has', 9]]},
   [['absent', False], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['saturated then drained',
   {'k': 1,
    'm': 12,
    'ops': [['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['has', 6]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     True],
    [0, 0, 0, 0, 0, 0, 15, 0, 0, 0, 0, 0]]]],
 [['duplicate probe positions',
   {'k': 4,
    'm': 14,
    'ops': [['add', 87], ['add', 1], ['has', 87], ['remove', 87], ['has', 87], ['has', 1]]},
   [['added', 'added', True, 'removed', False, True], [0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['hot item with repeated positions',
   {'k': 4,
    'm': 14,
    'ops': [['add', 87],
            ['add', 87],
            ['add', 87],
            ['add', 87],
            ['add', 87],
            ['add', 87],
            ['add', 87],
            ['add', 87],
            ['remove', 87],
            ['remove', 87],
            ['remove', 87],
            ['remove', 87],
            ['remove', 87],
            ['remove', 87],
            ['remove', 87],
            ['remove', 87],
            ['has', 87]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     False],
    [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['wide stride item',
   {'k': 3, 'm': 14, 'ops': [['add', 187], ['add', 9], ['has', 187], ['remove', 9]]},
   [['added', 'added', True, 'removed'], [0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0]]],
  ['saturating counter',
   {'k': 2,
    'm': 14,
    'ops': [['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['remove', 4],
            ['has', 4]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     True],
    [0, 0, 0, 0, 15, 15, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['atomic removal of absent item',
   {'k': 3, 'm': 14, 'ops': [['add', 7], ['remove', 49], ['has', 7]]},
   [['added', 'absent', True], [0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0]]],
  ['partial overlap membership',
   {'k': 3, 'm': 14, 'ops': [['add', 2], ['add', 16], ['has', 30], ['has', 3], ['has', 2]]},
   [['added', 'added', False, False, True], [0, 0, 2, 1, 2, 0, 1, 0, 0, 0, 0, 0, 0, 0]]],
  ['normal add and remove',
   {'k': 2, 'm': 14, 'ops': [['add', 32], ['add', 33], ['remove', 32], ['has', 32], ['has', 33]]},
   [['added', 'added', 'removed', False, True], [0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0]]],
  ['remove absent from empty',
   {'k': 2, 'm': 14, 'ops': [['remove', 9], ['has', 9]]},
   [['absent', False], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['saturated then drained',
   {'k': 1,
    'm': 14,
    'ops': [['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['has', 6]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     True],
    [0, 0, 0, 0, 0, 0, 15, 0, 0, 0, 0, 0, 0, 0]]]],
 [['duplicate probe positions',
   {'k': 4,
    'm': 15,
    'ops': [['add', 63], ['add', 1], ['has', 63], ['remove', 63], ['has', 63], ['has', 1]]},
   [['added', 'added', True, 'removed', False, True],
    [0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['hot item with repeated positions',
   {'k': 4,
    'm': 15,
    'ops': [['add', 63],
            ['add', 63],
            ['add', 63],
            ['add', 63],
            ['add', 63],
            ['add', 63],
            ['add', 63],
            ['add', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['remove', 63],
            ['has', 63]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     False],
    [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['wide stride item',
   {'k': 3, 'm': 15, 'ops': [['add', 215], ['add', 10], ['has', 215], ['remove', 10]]},
   [['added', 'added', True, 'removed'], [0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0]]],
  ['saturating counter',
   {'k': 2,
    'm': 15,
    'ops': [['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['remove', 4],
            ['has', 4]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     True],
    [0, 0, 0, 0, 15, 15, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['atomic removal of absent item',
   {'k': 3, 'm': 15, 'ops': [['add', 8], ['remove', 53], ['has', 8]]},
   [['added', 'absent', True], [0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0]]],
  ['partial overlap membership',
   {'k': 3, 'm': 15, 'ops': [['add', 2], ['add', 17], ['has', 32], ['has', 3], ['has', 2]]},
   [['added', 'added', False, False, True], [0, 0, 2, 1, 2, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['normal add and remove',
   {'k': 2, 'm': 15, 'ops': [['add', 33], ['add', 34], ['remove', 33], ['has', 33], ['has', 34]]},
   [['added', 'added', 'removed', False, True], [0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0]]],
  ['remove absent from empty',
   {'k': 2, 'm': 15, 'ops': [['remove', 9], ['has', 9]]},
   [['absent', False], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['saturated then drained',
   {'k': 1,
    'm': 15,
    'ops': [['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['has', 6]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     True],
    [0, 0, 0, 0, 0, 0, 15, 0, 0, 0, 0, 0, 0, 0, 0]]]],
 [['duplicate probe positions',
   {'k': 4,
    'm': 16,
    'ops': [['add', 115], ['add', 1], ['has', 115], ['remove', 115], ['has', 115], ['has', 1]]},
   [['added', 'added', True, 'removed', False, True],
    [0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['hot item with repeated positions',
   {'k': 4,
    'm': 16,
    'ops': [['add', 115],
            ['add', 115],
            ['add', 115],
            ['add', 115],
            ['add', 115],
            ['add', 115],
            ['add', 115],
            ['add', 115],
            ['remove', 115],
            ['remove', 115],
            ['remove', 115],
            ['remove', 115],
            ['remove', 115],
            ['remove', 115],
            ['remove', 115],
            ['remove', 115],
            ['has', 115]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     False],
    [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['wide stride item',
   {'k': 3, 'm': 16, 'ops': [['add', 245], ['add', 11], ['has', 245], ['remove', 11]]},
   [['added', 'added', True, 'removed'], [0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['saturating counter',
   {'k': 2,
    'm': 16,
    'ops': [['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['remove', 4],
            ['has', 4]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     True],
    [0, 0, 0, 0, 15, 15, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['atomic removal of absent item',
   {'k': 3, 'm': 16, 'ops': [['add', 9], ['remove', 57], ['has', 9]]},
   [['added', 'absent', True], [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0]]],
  ['partial overlap membership',
   {'k': 3, 'm': 16, 'ops': [['add', 2], ['add', 18], ['has', 34], ['has', 3], ['has', 2]]},
   [['added', 'added', False, False, True], [0, 0, 2, 1, 2, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['normal add and remove',
   {'k': 2, 'm': 16, 'ops': [['add', 34], ['add', 35], ['remove', 34], ['has', 34], ['has', 35]]},
   [['added', 'added', 'removed', False, True], [0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['remove absent from empty',
   {'k': 2, 'm': 16, 'ops': [['remove', 9], ['has', 9]]},
   [['absent', False], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['saturated then drained',
   {'k': 1,
    'm': 16,
    'ops': [['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['has', 6]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     True],
    [0, 0, 0, 0, 0, 0, 15, 0, 0, 0, 0, 0, 0, 0, 0, 0]]]],
 [['duplicate probe positions',
   {'k': 4,
    'm': 18,
    'ops': [['add', 147], ['add', 1], ['has', 147], ['remove', 147], ['has', 147], ['has', 1]]},
   [['added', 'added', True, 'removed', False, True],
    [0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['hot item with repeated positions',
   {'k': 4,
    'm': 18,
    'ops': [['add', 147],
            ['add', 147],
            ['add', 147],
            ['add', 147],
            ['add', 147],
            ['add', 147],
            ['add', 147],
            ['add', 147],
            ['remove', 147],
            ['remove', 147],
            ['remove', 147],
            ['remove', 147],
            ['remove', 147],
            ['remove', 147],
            ['remove', 147],
            ['remove', 147],
            ['has', 147]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     False],
    [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['wide stride item',
   {'k': 3, 'm': 18, 'ops': [['add', 311], ['add', 12], ['has', 311], ['remove', 12]]},
   [['added', 'added', True, 'removed'], [0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['saturating counter',
   {'k': 2,
    'm': 18,
    'ops': [['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['add', 4],
            ['remove', 4],
            ['has', 4]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     True],
    [0, 0, 0, 0, 15, 15, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['atomic removal of absent item',
   {'k': 3, 'm': 18, 'ops': [['add', 10], ['remove', 64], ['has', 10]]},
   [['added', 'absent', True], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0]]],
  ['partial overlap membership',
   {'k': 3, 'm': 18, 'ops': [['add', 2], ['add', 20], ['has', 38], ['has', 3], ['has', 2]]},
   [['added', 'added', False, False, True],
    [0, 0, 2, 1, 2, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['normal add and remove',
   {'k': 2, 'm': 18, 'ops': [['add', 35], ['add', 36], ['remove', 35], ['has', 35], ['has', 36]]},
   [['added', 'added', 'removed', False, True],
    [1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['remove absent from empty',
   {'k': 2, 'm': 18, 'ops': [['remove', 9], ['has', 9]]},
   [['absent', False], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]],
  ['saturated then drained',
   {'k': 1,
    'm': 18,
    'ops': [['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['add', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['remove', 6],
            ['has', 6]]},
   [['added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'added',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     'removed',
     True],
    [0, 0, 0, 0, 0, 0, 15, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]]]]
for label, args, expected in cases[N - 1]:
    check(label, solve(args), expected)
print(json.dumps({"observations": observations, "passed": all(x["passed"] for x in observations)}, ensure_ascii=False))
raise SystemExit(0 if all(x["passed"] for x in observations) else 1)
Boundary fixtureActualExpectedOutcome
duplicate probe positions[['added', 'added', True, 'removed', False, True], [0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0]][['added', 'added', True, 'removed', False, True], [0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0]]Passed
hot item with repeated positions[['added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', False], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]][['added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', False], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]Passed
wide stride item[['added', 'added', True, 'removed'], [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0]][['added', 'added', True, 'removed'], [0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0]]Failed
saturating counter[['added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'removed', True], [0, 0, 0, 0, 15, 15, 0, 0, 0, 0, 0, 0]][['added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'removed', True], [0, 0, 0, 0, 15, 15, 0, 0, 0, 0, 0, 0]]Passed
atomic removal of absent item[['added', 'absent', True], [0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0]][['added', 'absent', True], [0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0]]Passed
partial overlap membership[['added', 'added', False, False, True], [0, 0, 2, 1, 2, 0, 1, 0, 0, 0, 0, 0]][['added', 'added', False, False, True], [0, 0, 2, 1, 2, 0, 1, 0, 0, 0, 0, 0]]Passed
normal add and remove[['added', 'added', 'removed', False, True], [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1]][['added', 'added', 'removed', False, True], [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1]]Passed
remove absent from empty[['absent', False], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]][['absent', False], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]Passed
saturated then drained[['added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', True], [0, 0, 0, 0, 0, 0, 15, 0, 0, 0, 0, 0]][['added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'added', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', 'removed', True], [0, 0, 0, 0, 0, 0, 15, 0, 0, 0, 0, 0]]Passed

SHA-256 / 24cc8852289710f6f76832e52080662d662b425b60ea6cb39b4d424908d098d5

HELD IN THE MEMBER ARCHIVE

The verified repair and its recorded checks are member-only.

This mechanism has 9 recorded checks per implementation. The open-access tier publishes the failure and the unsuccessful fix; the repaired source that passes every check, and the observations that prove it, are available to members.

Every case sharing this mechanism uses the same contract and the same repair, so this one record is held back for all of them.

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Verification & scope

A deterministic, bounded teaching model with stipulated constants and pre-hashed or explicitly hashed inputs; it is not a production implementation and makes no claim of conformance to any library or paper beyond the stated contract. This reproducer isolates one failure mechanism. Results cover the supplied fixtures. Variants within a family share a test contract and should remain grouped when constructing evaluation splits. Related mechanisms with a shared evaluation_group must also remain together; these controlled models are not independent production incidents.

Observations recorded using Python 3.12.14 at 2026-09-29T14:48:43.024511+00:00.

Case digest / 0ab2aae62a1d0bb651085c6666cd16874be9f9f18838e797be06ff72e641b636