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FA-74896 / CRDT convergence / Open access

LWW register with Lamport stamps: equal clocks keep whatever each replica holds · case 01

Two concurrent writes with the same clock leave replicas permanently disagreeing.

Verified by executionVariant 1 · 8 checks per implementationDownload source bundle ↓JSON ↗

ROOT CAUSE

Adoption compares only the clock component, so equal clocks are never resolved by writer identity.

VERIFIED REPAIR

Compare the full (clock, writer) pair lexicographically.

Unsuccessful approach: Adopting on equal clocks makes every replica take the other's value, which swaps rather than converges.

Case contract

Each replica holds a register [value, clock, writer] and a Lamport clock, all starting at [None, 0, ""] and 0. ["set", r, v] increments r's clock and stamps v with (clock, r). ["send", s, d] delivers s's register to d: d's clock becomes max(own, incoming clock) and d adopts the incoming register when (clock, writer) is lexicographically larger. Return values and clocks per replica.

Why this case matters

Last-writer-wins registers need total, replica-independent stamp ordering to converge.

1 / The failure

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

N = 1
observations = []
def solve(events, replicas):
    clock = {r: 0 for r in replicas}
    reg = {r: [None, 0, ''] for r in replicas}
    for ev in events:
        if ev[0] == 'set':
            r = ev[1]
            clock[r] += 1
            reg[r] = [ev[2], clock[r], r]
        else:
            s, d = ev[1], ev[2]
            inc = reg[s]
            clock[d] = max(clock[d], inc[1])
            if inc[1] > reg[d][1]:
                reg[d] = list(inc)
    return {'values': [reg[r][0] for r in replicas], 'clocks': [clock[r] for r in replicas]}
def check(label, actual, expected):
    observations.append({"check": label, "actual": actual, "expected": expected, "passed": actual == expected})
cases = {
    1: [('later local write after receive wins', [[['set', 'a', 'a1'], ['set', 'a', 'a2'], ['send', 'a', 'b'], ['set', 'b', 'b1'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['b1', 'b1', None], 'clocks': [3, 3, 0]}), ('equal stamps break toward larger replica id', [[['set', 'a', 'x1'], ['set', 'b', 'y'], ['send', 'a', 'b'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['y', 'y', None], 'clocks': [1, 1, 0]}), ('equal stamps other direction', [[['set', 'c', 'p'], ['set', 'a', 'q1'], ['send', 'c', 'a'], ['send', 'a', 'c']], ['a', 'b', 'c']], {'values': ['p', None, 'p'], 'clocks': [1, 0, 1]}), ('older state is ignored', [[['set', 'a', 'old'], ['set', 'a', 's0'], ['send', 'a', 'c'], ['set', 'b', 'bb'], ['send', 'b', 'c'], ['send', 'c', 'b']], ['a', 'b', 'c']], {'values': ['s0', 's0', 's0'], 'clocks': [2, 2, 2]}), ('ring gossip converges', [[['set', 'a', 'A'], ['set', 'b', 'B'], ['set', 'c', 'C'], ['send', 'a', 'b'], ['send', 'b', 'c'], ['send', 'c', 'a'], ['send', 'a', 'b']], ['a', 'b', 'c']], {'values': ['C', 'C', 'C'], 'clocks': [1, 1, 1]}), ('empty send', [[['send', 'a', 'b']], ['a', 'b', 'c']], {'values': [None, None, None], 'clocks': [0, 0, 0]}), ('receiving from an empty replica keeps the clock', [[['set', 'b', 'b0'], ['set', 'b', 'b1'], ['set', 'b', 'b2'], ['send', 'a', 'b'], ['set', 'b', 'last'], ['send', 'b', 'c']], ['a', 'b', 'c']], {'values': [None, 'last', 'last'], 'clocks': [0, 4, 4]}), ('adopted value keeps its writer identity', [[['set', 'z', 'zv'], ['send', 'z', 'a'], ['set', 'm', 'mv1'], ['send', 'm', 'a'], ['send', 'a', 'z']], ['m', 'z', 'a']], {'values': ['mv1', 'zv', 'zv'], 'clocks': [1, 1, 1]})],
    2: [('later local write after receive wins', [[['set', 'a', 'a1'], ['set', 'a', 'a2'], ['send', 'a', 'b'], ['set', 'b', 'b1'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['b1', 'b1', None], 'clocks': [3, 3, 0]}), ('equal stamps break toward larger replica id', [[['set', 'a', 'x2'], ['set', 'b', 'y'], ['send', 'a', 'b'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['y', 'y', None], 'clocks': [1, 1, 0]}), ('equal stamps other direction', [[['set', 'c', 'p'], ['set', 'a', 'q2'], ['send', 'c', 'a'], ['send', 'a', 'c']], ['a', 'b', 'c']], {'values': ['p', None, 'p'], 'clocks': [1, 0, 1]}), ('older state is ignored', [[['set', 'a', 'old'], ['set', 'a', 's0'], ['set', 'a', 's1'], ['send', 'a', 'c'], ['set', 'b', 'bb'], ['send', 'b', 'c'], ['send', 'c', 'b']], ['a', 'b', 'c']], {'values': ['s1', 's1', 's1'], 'clocks': [3, 3, 3]}), ('ring gossip converges', [[['set', 'a', 'A'], ['set', 'b', 'B'], ['set', 'c', 'C'], ['send', 'a', 'b'], ['send', 'b', 'c'], ['send', 'c', 'a'], ['send', 'a', 'b']], ['a', 'b', 'c']], {'values': ['C', 'C', 'C'], 'clocks': [1, 1, 1]}), ('empty send', [[['send', 'a', 'b']], ['a', 'b', 'c']], {'values': [None, None, None], 'clocks': [0, 0, 0]}), ('receiving from an empty replica keeps the clock', [[['set', 'b', 'b0'], ['set', 'b', 'b1'], ['set', 'b', 'b2'], ['set', 'b', 'b3'], ['send', 'a', 'b'], ['set', 'b', 'last'], ['send', 'b', 'c']], ['a', 'b', 'c']], {'values': [None, 'last', 'last'], 'clocks': [0, 5, 5]}), ('adopted value keeps its writer identity', [[['set', 'z', 'zv'], ['send', 'z', 'a'], ['set', 'm', 'mv2'], ['send', 'm', 'a'], ['send', 'a', 'z']], ['m', 'z', 'a']], {'values': ['mv2', 'zv', 'zv'], 'clocks': [1, 1, 1]})],
    3: [('later local write after receive wins', [[['set', 'a', 'a1'], ['set', 'a', 'a2'], ['send', 'a', 'b'], ['set', 'b', 'b1'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['b1', 'b1', None], 'clocks': [3, 3, 0]}), ('equal stamps break toward larger replica id', [[['set', 'a', 'x3'], ['set', 'b', 'y'], ['send', 'a', 'b'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['y', 'y', None], 'clocks': [1, 1, 0]}), ('equal stamps other direction', [[['set', 'c', 'p'], ['set', 'a', 'q3'], ['send', 'c', 'a'], ['send', 'a', 'c']], ['a', 'b', 'c']], {'values': ['p', None, 'p'], 'clocks': [1, 0, 1]}), ('older state is ignored', [[['set', 'a', 'old'], ['set', 'a', 's0'], ['set', 'a', 's1'], ['set', 'a', 's2'], ['send', 'a', 'c'], ['set', 'b', 'bb'], ['send', 'b', 'c'], ['send', 'c', 'b']], ['a', 'b', 'c']], {'values': ['s2', 's2', 's2'], 'clocks': [4, 4, 4]}), ('ring gossip converges', [[['set', 'a', 'A'], ['set', 'b', 'B'], ['set', 'c', 'C'], ['send', 'a', 'b'], ['send', 'b', 'c'], ['send', 'c', 'a'], ['send', 'a', 'b']], ['a', 'b', 'c']], {'values': ['C', 'C', 'C'], 'clocks': [1, 1, 1]}), ('empty send', [[['send', 'a', 'b']], ['a', 'b', 'c']], {'values': [None, None, None], 'clocks': [0, 0, 0]}), ('receiving from an empty replica keeps the clock', [[['set', 'b', 'b0'], ['set', 'b', 'b1'], ['set', 'b', 'b2'], ['set', 'b', 'b3'], ['set', 'b', 'b4'], ['send', 'a', 'b'], ['set', 'b', 'last'], ['send', 'b', 'c']], ['a', 'b', 'c']], {'values': [None, 'last', 'last'], 'clocks': [0, 6, 6]}), ('adopted value keeps its writer identity', [[['set', 'z', 'zv'], ['send', 'z', 'a'], ['set', 'm', 'mv3'], ['send', 'm', 'a'], ['send', 'a', 'z']], ['m', 'z', 'a']], {'values': ['mv3', 'zv', 'zv'], 'clocks': [1, 1, 1]})],
    4: [('later local write after receive wins', [[['set', 'a', 'a1'], ['set', 'a', 'a2'], ['send', 'a', 'b'], ['set', 'b', 'b1'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['b1', 'b1', None], 'clocks': [3, 3, 0]}), ('equal stamps break toward larger replica id', [[['set', 'a', 'x4'], ['set', 'b', 'y'], ['send', 'a', 'b'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['y', 'y', None], 'clocks': [1, 1, 0]}), ('equal stamps other direction', [[['set', 'c', 'p'], ['set', 'a', 'q4'], ['send', 'c', 'a'], ['send', 'a', 'c']], ['a', 'b', 'c']], {'values': ['p', None, 'p'], 'clocks': [1, 0, 1]}), ('older state is ignored', [[['set', 'a', 'old'], ['set', 'a', 's0'], ['set', 'a', 's1'], ['set', 'a', 's2'], ['set', 'a', 's3'], ['send', 'a', 'c'], ['set', 'b', 'bb'], ['send', 'b', 'c'], ['send', 'c', 'b']], ['a', 'b', 'c']], {'values': ['s3', 's3', 's3'], 'clocks': [5, 5, 5]}), ('ring gossip converges', [[['set', 'a', 'A'], ['set', 'b', 'B'], ['set', 'c', 'C'], ['send', 'a', 'b'], ['send', 'b', 'c'], ['send', 'c', 'a'], ['send', 'a', 'b']], ['a', 'b', 'c']], {'values': ['C', 'C', 'C'], 'clocks': [1, 1, 1]}), ('empty send', [[['send', 'a', 'b']], ['a', 'b', 'c']], {'values': [None, None, None], 'clocks': [0, 0, 0]}), ('receiving from an empty replica keeps the clock', [[['set', 'b', 'b0'], ['set', 'b', 'b1'], ['set', 'b', 'b2'], ['set', 'b', 'b3'], ['set', 'b', 'b4'], ['set', 'b', 'b5'], ['send', 'a', 'b'], ['set', 'b', 'last'], ['send', 'b', 'c']], ['a', 'b', 'c']], {'values': [None, 'last', 'last'], 'clocks': [0, 7, 7]}), ('adopted value keeps its writer identity', [[['set', 'z', 'zv'], ['send', 'z', 'a'], ['set', 'm', 'mv4'], ['send', 'm', 'a'], ['send', 'a', 'z']], ['m', 'z', 'a']], {'values': ['mv4', 'zv', 'zv'], 'clocks': [1, 1, 1]})],
    5: [('later local write after receive wins', [[['set', 'a', 'a1'], ['set', 'a', 'a2'], ['send', 'a', 'b'], ['set', 'b', 'b1'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['b1', 'b1', None], 'clocks': [3, 3, 0]}), ('equal stamps break toward larger replica id', [[['set', 'a', 'x5'], ['set', 'b', 'y'], ['send', 'a', 'b'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['y', 'y', None], 'clocks': [1, 1, 0]}), ('equal stamps other direction', [[['set', 'c', 'p'], ['set', 'a', 'q5'], ['send', 'c', 'a'], ['send', 'a', 'c']], ['a', 'b', 'c']], {'values': ['p', None, 'p'], 'clocks': [1, 0, 1]}), ('older state is ignored', [[['set', 'a', 'old'], ['set', 'a', 's0'], ['set', 'a', 's1'], ['set', 'a', 's2'], ['set', 'a', 's3'], ['set', 'a', 's4'], ['send', 'a', 'c'], ['set', 'b', 'bb'], ['send', 'b', 'c'], ['send', 'c', 'b']], ['a', 'b', 'c']], {'values': ['s4', 's4', 's4'], 'clocks': [6, 6, 6]}), ('ring gossip converges', [[['set', 'a', 'A'], ['set', 'b', 'B'], ['set', 'c', 'C'], ['send', 'a', 'b'], ['send', 'b', 'c'], ['send', 'c', 'a'], ['send', 'a', 'b']], ['a', 'b', 'c']], {'values': ['C', 'C', 'C'], 'clocks': [1, 1, 1]}), ('empty send', [[['send', 'a', 'b']], ['a', 'b', 'c']], {'values': [None, None, None], 'clocks': [0, 0, 0]}), ('receiving from an empty replica keeps the clock', [[['set', 'b', 'b0'], ['set', 'b', 'b1'], ['set', 'b', 'b2'], ['set', 'b', 'b3'], ['set', 'b', 'b4'], ['set', 'b', 'b5'], ['set', 'b', 'b6'], ['send', 'a', 'b'], ['set', 'b', 'last'], ['send', 'b', 'c']], ['a', 'b', 'c']], {'values': [None, 'last', 'last'], 'clocks': [0, 8, 8]}), ('adopted value keeps its writer identity', [[['set', 'z', 'zv'], ['send', 'z', 'a'], ['set', 'm', 'mv5'], ['send', 'm', 'a'], ['send', 'a', 'z']], ['m', 'z', 'a']], {'values': ['mv5', 'zv', 'zv'], 'clocks': [1, 1, 1]})],
}[N]
for label, args, expected in cases:
    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
later local write after receive wins{'clocks': [3, 3, 0], 'values': ['b1', 'b1', None]}{'clocks': [3, 3, 0], 'values': ['b1', 'b1', None]}Passed
equal stamps break toward larger replica id{'clocks': [1, 1, 0], 'values': ['x1', 'y', None]}{'clocks': [1, 1, 0], 'values': ['y', 'y', None]}Failed
equal stamps other direction{'clocks': [1, 0, 1], 'values': ['q1', None, 'p']}{'clocks': [1, 0, 1], 'values': ['p', None, 'p']}Failed
older state is ignored{'clocks': [2, 2, 2], 'values': ['s0', 's0', 's0']}{'clocks': [2, 2, 2], 'values': ['s0', 's0', 's0']}Passed
ring gossip converges{'clocks': [1, 1, 1], 'values': ['A', 'B', 'C']}{'clocks': [1, 1, 1], 'values': ['C', 'C', 'C']}Failed
empty send{'clocks': [0, 0, 0], 'values': [None, None, None]}{'clocks': [0, 0, 0], 'values': [None, None, None]}Passed
receiving from an empty replica keeps the clock{'clocks': [0, 4, 4], 'values': [None, 'last', 'last']}{'clocks': [0, 4, 4], 'values': [None, 'last', 'last']}Passed
adopted value keeps its writer identity{'clocks': [1, 1, 1], 'values': ['mv1', 'zv', 'zv']}{'clocks': [1, 1, 1], 'values': ['mv1', 'zv', 'zv']}Passed

SHA-256 / e569320768dfb8f2636eaa8ab6a40ddea893d893993d35e71df002e909b499e5

2 / The unsuccessful fix

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

N = 1
observations = []
def solve(events, replicas):
    clock = {r: 0 for r in replicas}
    reg = {r: [None, 0, ''] for r in replicas}
    for ev in events:
        if ev[0] == 'set':
            r = ev[1]
            clock[r] += 1
            reg[r] = [ev[2], clock[r], r]
        else:
            s, d = ev[1], ev[2]
            inc = reg[s]
            clock[d] = max(clock[d], inc[1])
            if inc[1] >= reg[d][1]:
                reg[d] = list(inc)
    return {'values': [reg[r][0] for r in replicas], 'clocks': [clock[r] for r in replicas]}
def check(label, actual, expected):
    observations.append({"check": label, "actual": actual, "expected": expected, "passed": actual == expected})
cases = {
    1: [('later local write after receive wins', [[['set', 'a', 'a1'], ['set', 'a', 'a2'], ['send', 'a', 'b'], ['set', 'b', 'b1'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['b1', 'b1', None], 'clocks': [3, 3, 0]}), ('equal stamps break toward larger replica id', [[['set', 'a', 'x1'], ['set', 'b', 'y'], ['send', 'a', 'b'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['y', 'y', None], 'clocks': [1, 1, 0]}), ('equal stamps other direction', [[['set', 'c', 'p'], ['set', 'a', 'q1'], ['send', 'c', 'a'], ['send', 'a', 'c']], ['a', 'b', 'c']], {'values': ['p', None, 'p'], 'clocks': [1, 0, 1]}), ('older state is ignored', [[['set', 'a', 'old'], ['set', 'a', 's0'], ['send', 'a', 'c'], ['set', 'b', 'bb'], ['send', 'b', 'c'], ['send', 'c', 'b']], ['a', 'b', 'c']], {'values': ['s0', 's0', 's0'], 'clocks': [2, 2, 2]}), ('ring gossip converges', [[['set', 'a', 'A'], ['set', 'b', 'B'], ['set', 'c', 'C'], ['send', 'a', 'b'], ['send', 'b', 'c'], ['send', 'c', 'a'], ['send', 'a', 'b']], ['a', 'b', 'c']], {'values': ['C', 'C', 'C'], 'clocks': [1, 1, 1]}), ('empty send', [[['send', 'a', 'b']], ['a', 'b', 'c']], {'values': [None, None, None], 'clocks': [0, 0, 0]}), ('receiving from an empty replica keeps the clock', [[['set', 'b', 'b0'], ['set', 'b', 'b1'], ['set', 'b', 'b2'], ['send', 'a', 'b'], ['set', 'b', 'last'], ['send', 'b', 'c']], ['a', 'b', 'c']], {'values': [None, 'last', 'last'], 'clocks': [0, 4, 4]}), ('adopted value keeps its writer identity', [[['set', 'z', 'zv'], ['send', 'z', 'a'], ['set', 'm', 'mv1'], ['send', 'm', 'a'], ['send', 'a', 'z']], ['m', 'z', 'a']], {'values': ['mv1', 'zv', 'zv'], 'clocks': [1, 1, 1]})],
    2: [('later local write after receive wins', [[['set', 'a', 'a1'], ['set', 'a', 'a2'], ['send', 'a', 'b'], ['set', 'b', 'b1'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['b1', 'b1', None], 'clocks': [3, 3, 0]}), ('equal stamps break toward larger replica id', [[['set', 'a', 'x2'], ['set', 'b', 'y'], ['send', 'a', 'b'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['y', 'y', None], 'clocks': [1, 1, 0]}), ('equal stamps other direction', [[['set', 'c', 'p'], ['set', 'a', 'q2'], ['send', 'c', 'a'], ['send', 'a', 'c']], ['a', 'b', 'c']], {'values': ['p', None, 'p'], 'clocks': [1, 0, 1]}), ('older state is ignored', [[['set', 'a', 'old'], ['set', 'a', 's0'], ['set', 'a', 's1'], ['send', 'a', 'c'], ['set', 'b', 'bb'], ['send', 'b', 'c'], ['send', 'c', 'b']], ['a', 'b', 'c']], {'values': ['s1', 's1', 's1'], 'clocks': [3, 3, 3]}), ('ring gossip converges', [[['set', 'a', 'A'], ['set', 'b', 'B'], ['set', 'c', 'C'], ['send', 'a', 'b'], ['send', 'b', 'c'], ['send', 'c', 'a'], ['send', 'a', 'b']], ['a', 'b', 'c']], {'values': ['C', 'C', 'C'], 'clocks': [1, 1, 1]}), ('empty send', [[['send', 'a', 'b']], ['a', 'b', 'c']], {'values': [None, None, None], 'clocks': [0, 0, 0]}), ('receiving from an empty replica keeps the clock', [[['set', 'b', 'b0'], ['set', 'b', 'b1'], ['set', 'b', 'b2'], ['set', 'b', 'b3'], ['send', 'a', 'b'], ['set', 'b', 'last'], ['send', 'b', 'c']], ['a', 'b', 'c']], {'values': [None, 'last', 'last'], 'clocks': [0, 5, 5]}), ('adopted value keeps its writer identity', [[['set', 'z', 'zv'], ['send', 'z', 'a'], ['set', 'm', 'mv2'], ['send', 'm', 'a'], ['send', 'a', 'z']], ['m', 'z', 'a']], {'values': ['mv2', 'zv', 'zv'], 'clocks': [1, 1, 1]})],
    3: [('later local write after receive wins', [[['set', 'a', 'a1'], ['set', 'a', 'a2'], ['send', 'a', 'b'], ['set', 'b', 'b1'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['b1', 'b1', None], 'clocks': [3, 3, 0]}), ('equal stamps break toward larger replica id', [[['set', 'a', 'x3'], ['set', 'b', 'y'], ['send', 'a', 'b'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['y', 'y', None], 'clocks': [1, 1, 0]}), ('equal stamps other direction', [[['set', 'c', 'p'], ['set', 'a', 'q3'], ['send', 'c', 'a'], ['send', 'a', 'c']], ['a', 'b', 'c']], {'values': ['p', None, 'p'], 'clocks': [1, 0, 1]}), ('older state is ignored', [[['set', 'a', 'old'], ['set', 'a', 's0'], ['set', 'a', 's1'], ['set', 'a', 's2'], ['send', 'a', 'c'], ['set', 'b', 'bb'], ['send', 'b', 'c'], ['send', 'c', 'b']], ['a', 'b', 'c']], {'values': ['s2', 's2', 's2'], 'clocks': [4, 4, 4]}), ('ring gossip converges', [[['set', 'a', 'A'], ['set', 'b', 'B'], ['set', 'c', 'C'], ['send', 'a', 'b'], ['send', 'b', 'c'], ['send', 'c', 'a'], ['send', 'a', 'b']], ['a', 'b', 'c']], {'values': ['C', 'C', 'C'], 'clocks': [1, 1, 1]}), ('empty send', [[['send', 'a', 'b']], ['a', 'b', 'c']], {'values': [None, None, None], 'clocks': [0, 0, 0]}), ('receiving from an empty replica keeps the clock', [[['set', 'b', 'b0'], ['set', 'b', 'b1'], ['set', 'b', 'b2'], ['set', 'b', 'b3'], ['set', 'b', 'b4'], ['send', 'a', 'b'], ['set', 'b', 'last'], ['send', 'b', 'c']], ['a', 'b', 'c']], {'values': [None, 'last', 'last'], 'clocks': [0, 6, 6]}), ('adopted value keeps its writer identity', [[['set', 'z', 'zv'], ['send', 'z', 'a'], ['set', 'm', 'mv3'], ['send', 'm', 'a'], ['send', 'a', 'z']], ['m', 'z', 'a']], {'values': ['mv3', 'zv', 'zv'], 'clocks': [1, 1, 1]})],
    4: [('later local write after receive wins', [[['set', 'a', 'a1'], ['set', 'a', 'a2'], ['send', 'a', 'b'], ['set', 'b', 'b1'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['b1', 'b1', None], 'clocks': [3, 3, 0]}), ('equal stamps break toward larger replica id', [[['set', 'a', 'x4'], ['set', 'b', 'y'], ['send', 'a', 'b'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['y', 'y', None], 'clocks': [1, 1, 0]}), ('equal stamps other direction', [[['set', 'c', 'p'], ['set', 'a', 'q4'], ['send', 'c', 'a'], ['send', 'a', 'c']], ['a', 'b', 'c']], {'values': ['p', None, 'p'], 'clocks': [1, 0, 1]}), ('older state is ignored', [[['set', 'a', 'old'], ['set', 'a', 's0'], ['set', 'a', 's1'], ['set', 'a', 's2'], ['set', 'a', 's3'], ['send', 'a', 'c'], ['set', 'b', 'bb'], ['send', 'b', 'c'], ['send', 'c', 'b']], ['a', 'b', 'c']], {'values': ['s3', 's3', 's3'], 'clocks': [5, 5, 5]}), ('ring gossip converges', [[['set', 'a', 'A'], ['set', 'b', 'B'], ['set', 'c', 'C'], ['send', 'a', 'b'], ['send', 'b', 'c'], ['send', 'c', 'a'], ['send', 'a', 'b']], ['a', 'b', 'c']], {'values': ['C', 'C', 'C'], 'clocks': [1, 1, 1]}), ('empty send', [[['send', 'a', 'b']], ['a', 'b', 'c']], {'values': [None, None, None], 'clocks': [0, 0, 0]}), ('receiving from an empty replica keeps the clock', [[['set', 'b', 'b0'], ['set', 'b', 'b1'], ['set', 'b', 'b2'], ['set', 'b', 'b3'], ['set', 'b', 'b4'], ['set', 'b', 'b5'], ['send', 'a', 'b'], ['set', 'b', 'last'], ['send', 'b', 'c']], ['a', 'b', 'c']], {'values': [None, 'last', 'last'], 'clocks': [0, 7, 7]}), ('adopted value keeps its writer identity', [[['set', 'z', 'zv'], ['send', 'z', 'a'], ['set', 'm', 'mv4'], ['send', 'm', 'a'], ['send', 'a', 'z']], ['m', 'z', 'a']], {'values': ['mv4', 'zv', 'zv'], 'clocks': [1, 1, 1]})],
    5: [('later local write after receive wins', [[['set', 'a', 'a1'], ['set', 'a', 'a2'], ['send', 'a', 'b'], ['set', 'b', 'b1'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['b1', 'b1', None], 'clocks': [3, 3, 0]}), ('equal stamps break toward larger replica id', [[['set', 'a', 'x5'], ['set', 'b', 'y'], ['send', 'a', 'b'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['y', 'y', None], 'clocks': [1, 1, 0]}), ('equal stamps other direction', [[['set', 'c', 'p'], ['set', 'a', 'q5'], ['send', 'c', 'a'], ['send', 'a', 'c']], ['a', 'b', 'c']], {'values': ['p', None, 'p'], 'clocks': [1, 0, 1]}), ('older state is ignored', [[['set', 'a', 'old'], ['set', 'a', 's0'], ['set', 'a', 's1'], ['set', 'a', 's2'], ['set', 'a', 's3'], ['set', 'a', 's4'], ['send', 'a', 'c'], ['set', 'b', 'bb'], ['send', 'b', 'c'], ['send', 'c', 'b']], ['a', 'b', 'c']], {'values': ['s4', 's4', 's4'], 'clocks': [6, 6, 6]}), ('ring gossip converges', [[['set', 'a', 'A'], ['set', 'b', 'B'], ['set', 'c', 'C'], ['send', 'a', 'b'], ['send', 'b', 'c'], ['send', 'c', 'a'], ['send', 'a', 'b']], ['a', 'b', 'c']], {'values': ['C', 'C', 'C'], 'clocks': [1, 1, 1]}), ('empty send', [[['send', 'a', 'b']], ['a', 'b', 'c']], {'values': [None, None, None], 'clocks': [0, 0, 0]}), ('receiving from an empty replica keeps the clock', [[['set', 'b', 'b0'], ['set', 'b', 'b1'], ['set', 'b', 'b2'], ['set', 'b', 'b3'], ['set', 'b', 'b4'], ['set', 'b', 'b5'], ['set', 'b', 'b6'], ['send', 'a', 'b'], ['set', 'b', 'last'], ['send', 'b', 'c']], ['a', 'b', 'c']], {'values': [None, 'last', 'last'], 'clocks': [0, 8, 8]}), ('adopted value keeps its writer identity', [[['set', 'z', 'zv'], ['send', 'z', 'a'], ['set', 'm', 'mv5'], ['send', 'm', 'a'], ['send', 'a', 'z']], ['m', 'z', 'a']], {'values': ['mv5', 'zv', 'zv'], 'clocks': [1, 1, 1]})],
}[N]
for label, args, expected in cases:
    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
later local write after receive wins{'clocks': [3, 3, 0], 'values': ['b1', 'b1', None]}{'clocks': [3, 3, 0], 'values': ['b1', 'b1', None]}Passed
equal stamps break toward larger replica id{'clocks': [1, 1, 0], 'values': ['x1', 'x1', None]}{'clocks': [1, 1, 0], 'values': ['y', 'y', None]}Failed
equal stamps other direction{'clocks': [1, 0, 1], 'values': ['p', None, 'p']}{'clocks': [1, 0, 1], 'values': ['p', None, 'p']}Passed
older state is ignored{'clocks': [2, 2, 2], 'values': ['s0', 's0', 's0']}{'clocks': [2, 2, 2], 'values': ['s0', 's0', 's0']}Passed
ring gossip converges{'clocks': [1, 1, 1], 'values': ['A', 'A', 'A']}{'clocks': [1, 1, 1], 'values': ['C', 'C', 'C']}Failed
empty send{'clocks': [0, 0, 0], 'values': [None, None, None]}{'clocks': [0, 0, 0], 'values': [None, None, None]}Passed
receiving from an empty replica keeps the clock{'clocks': [0, 4, 4], 'values': [None, 'last', 'last']}{'clocks': [0, 4, 4], 'values': [None, 'last', 'last']}Passed
adopted value keeps its writer identity{'clocks': [1, 1, 1], 'values': ['mv1', 'mv1', 'mv1']}{'clocks': [1, 1, 1], 'values': ['mv1', 'zv', 'zv']}Failed

SHA-256 / dff2f3892682dd0d4152de1c6e669e2530ab78c5e9b395234e281c2e4d4796ee

3 / The verified repair

Exit 0
"""Failure Map reference implementation. Python standard library only."""
import json

N = 1
observations = []
def solve(events, replicas):
    clock = {r: 0 for r in replicas}
    reg = {r: [None, 0, ''] for r in replicas}
    for ev in events:
        if ev[0] == 'set':
            r = ev[1]
            clock[r] += 1
            reg[r] = [ev[2], clock[r], r]
        else:
            s, d = ev[1], ev[2]
            inc = reg[s]
            clock[d] = max(clock[d], inc[1])
            if (inc[1], inc[2]) > (reg[d][1], reg[d][2]):
                reg[d] = list(inc)
    return {'values': [reg[r][0] for r in replicas], 'clocks': [clock[r] for r in replicas]}
def check(label, actual, expected):
    observations.append({"check": label, "actual": actual, "expected": expected, "passed": actual == expected})
cases = {
    1: [('later local write after receive wins', [[['set', 'a', 'a1'], ['set', 'a', 'a2'], ['send', 'a', 'b'], ['set', 'b', 'b1'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['b1', 'b1', None], 'clocks': [3, 3, 0]}), ('equal stamps break toward larger replica id', [[['set', 'a', 'x1'], ['set', 'b', 'y'], ['send', 'a', 'b'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['y', 'y', None], 'clocks': [1, 1, 0]}), ('equal stamps other direction', [[['set', 'c', 'p'], ['set', 'a', 'q1'], ['send', 'c', 'a'], ['send', 'a', 'c']], ['a', 'b', 'c']], {'values': ['p', None, 'p'], 'clocks': [1, 0, 1]}), ('older state is ignored', [[['set', 'a', 'old'], ['set', 'a', 's0'], ['send', 'a', 'c'], ['set', 'b', 'bb'], ['send', 'b', 'c'], ['send', 'c', 'b']], ['a', 'b', 'c']], {'values': ['s0', 's0', 's0'], 'clocks': [2, 2, 2]}), ('ring gossip converges', [[['set', 'a', 'A'], ['set', 'b', 'B'], ['set', 'c', 'C'], ['send', 'a', 'b'], ['send', 'b', 'c'], ['send', 'c', 'a'], ['send', 'a', 'b']], ['a', 'b', 'c']], {'values': ['C', 'C', 'C'], 'clocks': [1, 1, 1]}), ('empty send', [[['send', 'a', 'b']], ['a', 'b', 'c']], {'values': [None, None, None], 'clocks': [0, 0, 0]}), ('receiving from an empty replica keeps the clock', [[['set', 'b', 'b0'], ['set', 'b', 'b1'], ['set', 'b', 'b2'], ['send', 'a', 'b'], ['set', 'b', 'last'], ['send', 'b', 'c']], ['a', 'b', 'c']], {'values': [None, 'last', 'last'], 'clocks': [0, 4, 4]}), ('adopted value keeps its writer identity', [[['set', 'z', 'zv'], ['send', 'z', 'a'], ['set', 'm', 'mv1'], ['send', 'm', 'a'], ['send', 'a', 'z']], ['m', 'z', 'a']], {'values': ['mv1', 'zv', 'zv'], 'clocks': [1, 1, 1]})],
    2: [('later local write after receive wins', [[['set', 'a', 'a1'], ['set', 'a', 'a2'], ['send', 'a', 'b'], ['set', 'b', 'b1'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['b1', 'b1', None], 'clocks': [3, 3, 0]}), ('equal stamps break toward larger replica id', [[['set', 'a', 'x2'], ['set', 'b', 'y'], ['send', 'a', 'b'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['y', 'y', None], 'clocks': [1, 1, 0]}), ('equal stamps other direction', [[['set', 'c', 'p'], ['set', 'a', 'q2'], ['send', 'c', 'a'], ['send', 'a', 'c']], ['a', 'b', 'c']], {'values': ['p', None, 'p'], 'clocks': [1, 0, 1]}), ('older state is ignored', [[['set', 'a', 'old'], ['set', 'a', 's0'], ['set', 'a', 's1'], ['send', 'a', 'c'], ['set', 'b', 'bb'], ['send', 'b', 'c'], ['send', 'c', 'b']], ['a', 'b', 'c']], {'values': ['s1', 's1', 's1'], 'clocks': [3, 3, 3]}), ('ring gossip converges', [[['set', 'a', 'A'], ['set', 'b', 'B'], ['set', 'c', 'C'], ['send', 'a', 'b'], ['send', 'b', 'c'], ['send', 'c', 'a'], ['send', 'a', 'b']], ['a', 'b', 'c']], {'values': ['C', 'C', 'C'], 'clocks': [1, 1, 1]}), ('empty send', [[['send', 'a', 'b']], ['a', 'b', 'c']], {'values': [None, None, None], 'clocks': [0, 0, 0]}), ('receiving from an empty replica keeps the clock', [[['set', 'b', 'b0'], ['set', 'b', 'b1'], ['set', 'b', 'b2'], ['set', 'b', 'b3'], ['send', 'a', 'b'], ['set', 'b', 'last'], ['send', 'b', 'c']], ['a', 'b', 'c']], {'values': [None, 'last', 'last'], 'clocks': [0, 5, 5]}), ('adopted value keeps its writer identity', [[['set', 'z', 'zv'], ['send', 'z', 'a'], ['set', 'm', 'mv2'], ['send', 'm', 'a'], ['send', 'a', 'z']], ['m', 'z', 'a']], {'values': ['mv2', 'zv', 'zv'], 'clocks': [1, 1, 1]})],
    3: [('later local write after receive wins', [[['set', 'a', 'a1'], ['set', 'a', 'a2'], ['send', 'a', 'b'], ['set', 'b', 'b1'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['b1', 'b1', None], 'clocks': [3, 3, 0]}), ('equal stamps break toward larger replica id', [[['set', 'a', 'x3'], ['set', 'b', 'y'], ['send', 'a', 'b'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['y', 'y', None], 'clocks': [1, 1, 0]}), ('equal stamps other direction', [[['set', 'c', 'p'], ['set', 'a', 'q3'], ['send', 'c', 'a'], ['send', 'a', 'c']], ['a', 'b', 'c']], {'values': ['p', None, 'p'], 'clocks': [1, 0, 1]}), ('older state is ignored', [[['set', 'a', 'old'], ['set', 'a', 's0'], ['set', 'a', 's1'], ['set', 'a', 's2'], ['send', 'a', 'c'], ['set', 'b', 'bb'], ['send', 'b', 'c'], ['send', 'c', 'b']], ['a', 'b', 'c']], {'values': ['s2', 's2', 's2'], 'clocks': [4, 4, 4]}), ('ring gossip converges', [[['set', 'a', 'A'], ['set', 'b', 'B'], ['set', 'c', 'C'], ['send', 'a', 'b'], ['send', 'b', 'c'], ['send', 'c', 'a'], ['send', 'a', 'b']], ['a', 'b', 'c']], {'values': ['C', 'C', 'C'], 'clocks': [1, 1, 1]}), ('empty send', [[['send', 'a', 'b']], ['a', 'b', 'c']], {'values': [None, None, None], 'clocks': [0, 0, 0]}), ('receiving from an empty replica keeps the clock', [[['set', 'b', 'b0'], ['set', 'b', 'b1'], ['set', 'b', 'b2'], ['set', 'b', 'b3'], ['set', 'b', 'b4'], ['send', 'a', 'b'], ['set', 'b', 'last'], ['send', 'b', 'c']], ['a', 'b', 'c']], {'values': [None, 'last', 'last'], 'clocks': [0, 6, 6]}), ('adopted value keeps its writer identity', [[['set', 'z', 'zv'], ['send', 'z', 'a'], ['set', 'm', 'mv3'], ['send', 'm', 'a'], ['send', 'a', 'z']], ['m', 'z', 'a']], {'values': ['mv3', 'zv', 'zv'], 'clocks': [1, 1, 1]})],
    4: [('later local write after receive wins', [[['set', 'a', 'a1'], ['set', 'a', 'a2'], ['send', 'a', 'b'], ['set', 'b', 'b1'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['b1', 'b1', None], 'clocks': [3, 3, 0]}), ('equal stamps break toward larger replica id', [[['set', 'a', 'x4'], ['set', 'b', 'y'], ['send', 'a', 'b'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['y', 'y', None], 'clocks': [1, 1, 0]}), ('equal stamps other direction', [[['set', 'c', 'p'], ['set', 'a', 'q4'], ['send', 'c', 'a'], ['send', 'a', 'c']], ['a', 'b', 'c']], {'values': ['p', None, 'p'], 'clocks': [1, 0, 1]}), ('older state is ignored', [[['set', 'a', 'old'], ['set', 'a', 's0'], ['set', 'a', 's1'], ['set', 'a', 's2'], ['set', 'a', 's3'], ['send', 'a', 'c'], ['set', 'b', 'bb'], ['send', 'b', 'c'], ['send', 'c', 'b']], ['a', 'b', 'c']], {'values': ['s3', 's3', 's3'], 'clocks': [5, 5, 5]}), ('ring gossip converges', [[['set', 'a', 'A'], ['set', 'b', 'B'], ['set', 'c', 'C'], ['send', 'a', 'b'], ['send', 'b', 'c'], ['send', 'c', 'a'], ['send', 'a', 'b']], ['a', 'b', 'c']], {'values': ['C', 'C', 'C'], 'clocks': [1, 1, 1]}), ('empty send', [[['send', 'a', 'b']], ['a', 'b', 'c']], {'values': [None, None, None], 'clocks': [0, 0, 0]}), ('receiving from an empty replica keeps the clock', [[['set', 'b', 'b0'], ['set', 'b', 'b1'], ['set', 'b', 'b2'], ['set', 'b', 'b3'], ['set', 'b', 'b4'], ['set', 'b', 'b5'], ['send', 'a', 'b'], ['set', 'b', 'last'], ['send', 'b', 'c']], ['a', 'b', 'c']], {'values': [None, 'last', 'last'], 'clocks': [0, 7, 7]}), ('adopted value keeps its writer identity', [[['set', 'z', 'zv'], ['send', 'z', 'a'], ['set', 'm', 'mv4'], ['send', 'm', 'a'], ['send', 'a', 'z']], ['m', 'z', 'a']], {'values': ['mv4', 'zv', 'zv'], 'clocks': [1, 1, 1]})],
    5: [('later local write after receive wins', [[['set', 'a', 'a1'], ['set', 'a', 'a2'], ['send', 'a', 'b'], ['set', 'b', 'b1'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['b1', 'b1', None], 'clocks': [3, 3, 0]}), ('equal stamps break toward larger replica id', [[['set', 'a', 'x5'], ['set', 'b', 'y'], ['send', 'a', 'b'], ['send', 'b', 'a']], ['a', 'b', 'c']], {'values': ['y', 'y', None], 'clocks': [1, 1, 0]}), ('equal stamps other direction', [[['set', 'c', 'p'], ['set', 'a', 'q5'], ['send', 'c', 'a'], ['send', 'a', 'c']], ['a', 'b', 'c']], {'values': ['p', None, 'p'], 'clocks': [1, 0, 1]}), ('older state is ignored', [[['set', 'a', 'old'], ['set', 'a', 's0'], ['set', 'a', 's1'], ['set', 'a', 's2'], ['set', 'a', 's3'], ['set', 'a', 's4'], ['send', 'a', 'c'], ['set', 'b', 'bb'], ['send', 'b', 'c'], ['send', 'c', 'b']], ['a', 'b', 'c']], {'values': ['s4', 's4', 's4'], 'clocks': [6, 6, 6]}), ('ring gossip converges', [[['set', 'a', 'A'], ['set', 'b', 'B'], ['set', 'c', 'C'], ['send', 'a', 'b'], ['send', 'b', 'c'], ['send', 'c', 'a'], ['send', 'a', 'b']], ['a', 'b', 'c']], {'values': ['C', 'C', 'C'], 'clocks': [1, 1, 1]}), ('empty send', [[['send', 'a', 'b']], ['a', 'b', 'c']], {'values': [None, None, None], 'clocks': [0, 0, 0]}), ('receiving from an empty replica keeps the clock', [[['set', 'b', 'b0'], ['set', 'b', 'b1'], ['set', 'b', 'b2'], ['set', 'b', 'b3'], ['set', 'b', 'b4'], ['set', 'b', 'b5'], ['set', 'b', 'b6'], ['send', 'a', 'b'], ['set', 'b', 'last'], ['send', 'b', 'c']], ['a', 'b', 'c']], {'values': [None, 'last', 'last'], 'clocks': [0, 8, 8]}), ('adopted value keeps its writer identity', [[['set', 'z', 'zv'], ['send', 'z', 'a'], ['set', 'm', 'mv5'], ['send', 'm', 'a'], ['send', 'a', 'z']], ['m', 'z', 'a']], {'values': ['mv5', 'zv', 'zv'], 'clocks': [1, 1, 1]})],
}[N]
for label, args, expected in cases:
    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
later local write after receive wins{'clocks': [3, 3, 0], 'values': ['b1', 'b1', None]}{'clocks': [3, 3, 0], 'values': ['b1', 'b1', None]}Passed
equal stamps break toward larger replica id{'clocks': [1, 1, 0], 'values': ['y', 'y', None]}{'clocks': [1, 1, 0], 'values': ['y', 'y', None]}Passed
equal stamps other direction{'clocks': [1, 0, 1], 'values': ['p', None, 'p']}{'clocks': [1, 0, 1], 'values': ['p', None, 'p']}Passed
older state is ignored{'clocks': [2, 2, 2], 'values': ['s0', 's0', 's0']}{'clocks': [2, 2, 2], 'values': ['s0', 's0', 's0']}Passed
ring gossip converges{'clocks': [1, 1, 1], 'values': ['C', 'C', 'C']}{'clocks': [1, 1, 1], 'values': ['C', 'C', 'C']}Passed
empty send{'clocks': [0, 0, 0], 'values': [None, None, None]}{'clocks': [0, 0, 0], 'values': [None, None, None]}Passed
receiving from an empty replica keeps the clock{'clocks': [0, 4, 4], 'values': [None, 'last', 'last']}{'clocks': [0, 4, 4], 'values': [None, 'last', 'last']}Passed
adopted value keeps its writer identity{'clocks': [1, 1, 1], 'values': ['mv1', 'zv', 'zv']}{'clocks': [1, 1, 1], 'values': ['mv1', 'zv', 'zv']}Passed

SHA-256 / bf405250f968c1bcc4c251b7e2636839565da6d46cdd77d65e43d7d06d7017ed

Verification & scope

A deterministic, bounded teaching model of one replicated data type with stipulated operation and merge rules; it is not a production CRDT library and makes no claim of conformance to any specific published design. 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 2026-09-29T14:49:00.949245+00:00.

Case digest / 636803dcb5994008925075af817883f056e506ba9c19316ae074ede2d77cfe58