null: crdtkit -- OR-Set/PN-Counter/LWW-Register with merge laws proven by simulation and by mutation
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# crdtkit — state-based CRDTs with proven merge laws
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Three dependency-free CvRDTs in `orcrdt.py`, and a test suite that checks the merge
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laws two ways: by random gossip simulation, and by **mutation** — deliberately
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broken merges must be *caught* by the same check, or the check is decoration.
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crdtkit/orcrdt.py ORSet, PNCounter, LWWRegister, CRDTError (stdlib only)
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crdtkit/test_crdt.py 29 unittest cases: laws, semantics, serialization,
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convergence, mutation teeth, differential oracle
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crdtkit/evidence_run.py prints the evidence matrix; exit 0 iff every claim holds
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crdtkit/evidence.txt captured output of the run below
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Re-run (any cwd):
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python3 /root/troupe-standup/wizard-work/null/crdtkit/test_crdt.py
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python3 /root/troupe-standup/wizard-work/null/crdtkit/evidence_run.py
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## Semantics
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| type | state | merge | guarantee |
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|---|---|---|---|
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| `ORSet` | `elem -> {tag}`, tombstone set of tags; tag = `(replica, counter)` | union of both sets | add-wins: a `remove` kills only the tags it observed |
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| `PNCounter` | per-replica `inc`/`dec` vectors | pointwise **max** | each replica writes only its own slot, so max is a join |
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| `LWWRegister` | `(value, stamp)`; stamp = `(timestamp:int, replica:str)` | max stamp | winner independent of merge order; equal stamp + differing value is refused |
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`merge` is pure — it never mutates `self` or its arguments — and every state has a
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canonical `state_key()` plus a `to_state()/dumps()/loads()` JSON round-trip.
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## Measured evidence (verbatim `evidence.txt`)
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orcrdt evidence run
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python 3.14.7 on Linux
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seeds 0..15, 3 replicas x 80 ops x 4 gossip rounds (5x150 for the big one)
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[A] convergence: every replica equals the join of all pre-gossip states
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ORSet 16/16 seeds 5-replica ensemble: converged
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PNCounter 16/16 seeds 5-replica ensemble: converged
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LWWRegister 16/16 seeds 5-replica ensemble: converged
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[B] mutation teeth: a broken merge must be caught by the same check
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ORSetDropsForeignTombstones caught at 16/16 seeds; semantic divergence: yes; real class green on those seeds: yes
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PNCounterDropsDecrements caught at 16/16 seeds; semantic divergence: yes; real class green on those seeds: yes
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LWWLastArgumentWins caught at 10/16 seeds; semantic divergence: yes; real class green on those seeds: yes
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ORSetNoOpMerge caught at 16/16 seeds; semantic divergence: yes; real class green on those seeds: yes
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PNCounterSumMerge caught at 16/16 seeds; semantic divergence: yes; real class green on those seeds: yes
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[C] differential vs independent reference model (OR-Set)
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16/16 seeds agree (both implementations, all replicas)
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FAILURES: none
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Additional runs (measured, not claimed): suite exits 0 under `PYTHONHASHSEED` in
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{0, 1, 7, 42, 12345} (no dict-iteration-order dependence) and under `python3 -O`.
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Negative control (measured): a copy of this kit whose `ORSet.merge` drops foreign
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tombstones — a one-line change in the merge — exits **1** with 7 failures, while the
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unmodified kit exits 0. The CHECK is therefore a real test, not a tautology.
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## What each block proves, and what it does not
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* `[A]` — replicas that gossip **serialized snapshots** in random order, with
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duplicate deliveries, all end at the exact join of their pre-gossip states, in
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both state and semantic value. 3 replicas x 80 ops x 16 seeds, plus a 5-replica
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x 150-op ensemble. Not proven: any real transport, reordering under partitions,
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or Byzantine behaviour.
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* `[B]` — five wrong merges (drop foreign tombstones, drop decrements, last-argument
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wins, ignore the argument, sum instead of max) all go red on the same check, while
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the real class stays green on exactly those seeds. This is the part that makes
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`[A]` evidence rather than a green light that would also shine on broken code.
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`LWWLastArgumentWins` is caught on 10/16 seeds, not 16 — reported as measured.
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* `[C]` — `ORSet` agrees with `RefORSet`, a separately written naive model with a
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different state layout (flat `(elem, replica, counter)` tag set). Agreement is
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cross-implementation, not self-confirmation. Not proven: agreement on workloads
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outside the harness (only 5 distinct elements, 3 replicas, one op mix).
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## Honest limits
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* Elements must be JSON scalars (`str/int/float/bool/None`) — deliberate, so
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`to_state()` is lossless rather than `repr`-based.
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* `LWWRegister` assumes replica ids are unique per node; two nodes sharing an id
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and writing at the same timestamp raise `CRDTError` instead of silently diverging.
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* Tombstones and per-replica vector slots are never garbage-collected: state grows
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with history. No delta-CRDT or anti-entropy protocol is provided.
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* Merge is whole-state (`O(state)`), not incremental.
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@@ -0,0 +1,20 @@
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orcrdt evidence run
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python 3.14.7 on Linux
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seeds 0..15, 3 replicas x 80 ops x 4 gossip rounds (5x150 for the big one)
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[A] convergence: every replica equals the join of all pre-gossip states
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ORSet 16/16 seeds 5-replica ensemble: converged
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PNCounter 16/16 seeds 5-replica ensemble: converged
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LWWRegister 16/16 seeds 5-replica ensemble: converged
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[B] mutation teeth: a broken merge must be caught by the same check
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ORSetDropsForeignTombstones caught at 16/16 seeds; semantic divergence: yes; real class green on those seeds: yes
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PNCounterDropsDecrements caught at 16/16 seeds; semantic divergence: yes; real class green on those seeds: yes
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LWWLastArgumentWins caught at 10/16 seeds; semantic divergence: yes; real class green on those seeds: yes
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ORSetNoOpMerge caught at 16/16 seeds; semantic divergence: yes; real class green on those seeds: yes
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PNCounterSumMerge caught at 16/16 seeds; semantic divergence: yes; real class green on those seeds: yes
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[C] differential vs independent reference model (OR-Set)
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16/16 seeds agree (both implementations, all replicas)
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FAILURES: none
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@@ -0,0 +1,98 @@
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#!/usr/bin/env python3
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"""evidence_run.py -- reproducible evidence for orcrdt; exit 0 iff all claims hold.
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Prints, in one pass:
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[A] random-gossip convergence over every seed, per CRDT family
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[B] mutation teeth: each deliberately broken merge must be caught, and the real
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class must pass exactly the seeds where its mutant failed
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[C] differential agreement with an independently written reference model
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Nothing here trusts the library: every line is recomputed from the simulation
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harness in test_crdt.py, and the script's own exit code is the verdict.
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"""
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from __future__ import annotations
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import os
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import platform
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import random
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import sys
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sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
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import test_crdt as T # noqa: E402
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from orcrdt import LWWRegister, ORSet, PNCounter # noqa: E402
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FAMILIES = ((ORSet, T.ORSetDropsForeignTombstones),
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(PNCounter, T.PNCounterDropsDecrements),
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(LWWRegister, T.LWWLastArgumentWins),
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(ORSet, T.ORSetNoOpMerge),
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(PNCounter, T.PNCounterSumMerge))
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def main():
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failures = []
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print("orcrdt evidence run")
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print("python %s on %s" % (platform.python_version(), platform.system()))
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print("seeds 0..%d, 3 replicas x 80 ops x 4 gossip rounds (5x150 for the big one)"
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% (max(T.SEEDS),))
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print()
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print("[A] convergence: every replica equals the join of all pre-gossip states")
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for real in dict.fromkeys(real for real, _ in FAMILIES):
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passed = sum(1 for s in T.SEEDS if T.check_convergence(real, s))
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big = all(T.check_convergence(real, s, n=5, ops=150, rounds=6)
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for s in (0, 1, 2))
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print(" %-12s %2d/%d seeds 5-replica ensemble: %s"
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% (real.__name__, passed, len(list(T.SEEDS)),
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"converged" if big else "DIVERGED"))
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if passed != len(list(T.SEEDS)) or not big:
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failures.append("convergence %s" % real.__name__)
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print()
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print("[B] mutation teeth: a broken merge must be caught by the same check")
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for real, mutant in FAMILIES:
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hits = T.mutant_detected(mutant)
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real_ok = all(T.check_convergence(real, s) for s in hits)
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value_wrong = any(not T.check_convergence_detail(mutant, s)["value_ok"]
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for s in hits)
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print(" %-32s caught at %2d/%d seeds; semantic divergence: %-3s; "
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"real class green on those seeds: %s"
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% (mutant.__name__, len(hits), len(list(T.SEEDS)),
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"yes" if value_wrong else "no", "yes" if real_ok else "NO"))
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if not hits or not real_ok:
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failures.append("teeth %s" % mutant.__name__)
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print()
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print("[C] differential vs independent reference model (OR-Set)")
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agree = 0
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for seed in range(16):
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rng = random.Random(seed * 31 + 5)
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live = [ORSet("r%d" % i) for i in range(3)]
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ref = [T.RefORSet("r%d" % i) for i in range(3)]
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for _ in range(120):
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i, elem = rng.randrange(3), rng.choice(T.ELEMS)
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if rng.random() < 0.55:
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live[i].add(elem)
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ref[i].add(elem)
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else:
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live[i].remove(elem)
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ref[i].remove(elem)
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for dst, src in [(rng.randrange(3), rng.randrange(3)) for _ in range(60)]:
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if dst == src:
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continue
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live[dst] = live[dst].merge(live[src])
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ref[dst] = ref[dst].merge(ref[src])
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if live[0].elements() == ref[0].elements() == live[1].elements() == live[2].elements():
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agree += 1
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print(" %d/16 seeds agree (both implementations, all replicas)" % agree)
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if agree != 16:
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failures.append("differential")
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print()
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print("FAILURES: %s" % (", ".join(failures) if failures else "none"))
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return 1 if failures else 0
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if __name__ == "__main__":
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sys.exit(main())
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@@ -0,0 +1,412 @@
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#!/usr/bin/env python3
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"""orcrdt -- dependency-free state-based CRDT kit (OR-Set, PN-Counter, LWW-Register).
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Design rules
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------------
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* State-based (CvRDT): every replica exposes ``merge(other, ...) -> new`` implementing
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a join over a semilattice. ``merge`` is PURE -- it never mutates ``self`` or its
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arguments, so a replica can re-deliver a snapshot any number of times.
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* A merge that is not commutative / associative / idempotent makes replicas diverge.
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That is not a matter of opinion, so ``test_crdt.py`` checks it two ways: random
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gossip simulation over many seeds, and mutation -- deliberately broken merges must
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be *detected* by the same check.
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* Elements of ``ORSet`` must be JSON scalars (str/int/float/bool/None). This is a
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deliberate constraint: it makes ``to_state()`` lossless instead of repr-based.
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* No third-party imports. Python 3.9+.
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Public surface
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--------------
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ORSet add-wins observed-remove set
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PNCounter increment/decrement counter (per-replica vectors, pointwise max)
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LWWRegister last-writer-wins register, stamp = (timestamp, replica)
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CRDTError raised on malformed state or a broken local operation
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"""
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from __future__ import annotations
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import json
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__all__ = ["ORSet", "PNCounter", "LWWRegister", "CRDTError"]
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_SCALARS = (str, int, float, bool, type(None))
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class CRDTError(ValueError):
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"""Malformed state, non-scalar element, or a non-monotone local operation."""
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def _check_scalar(elem, where):
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if isinstance(elem, _SCALARS):
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return elem
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raise CRDTError(
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"%s: element must be a JSON scalar (str/int/float/bool/None), got %r"
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% (where, type(elem).__name__)
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)
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def _canon(elem):
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"""Canonical, order-stable, comparable form of a scalar element."""
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return json.dumps(elem, sort_keys=True)
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def _sorted_tags(tags):
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return sorted(tags, key=lambda t: (t[0], t[1]))
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def _pmax(a, b):
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"""Pointwise max over the union of two non-negative-int vectors."""
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out = dict(a)
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for k, v in b.items():
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if v > out.get(k, 0):
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out[k] = v
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return out
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# ---------------------------------------------------------------------------
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# OR-Set
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# ---------------------------------------------------------------------------
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class ORSet:
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"""Observed-Remove Set with add-wins semantics.
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State = (``_adds``: elem -> set of unique tags, ``_removed``: set of tags).
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A tag is ``(replica, counter)`` and is unique per local ``add``.
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``contains(e)`` is true iff ``e`` has at least one tag that no ``remove`` has
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tombstoned. ``remove(e)`` tombstones only the tags the caller had *observed*,
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so a concurrent ``add`` survives the merge -- that is the add-wins rule.
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"""
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__slots__ = ("replica", "_adds", "_removed", "_clock")
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def __init__(self, replica="r0"):
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if not isinstance(replica, str) or not replica:
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raise CRDTError("replica id must be a non-empty string")
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self.replica = replica
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self._adds = {} # elem -> set(tag)
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self._removed = set() # set(tag)
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self._clock = 0
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# -- local mutations ----------------------------------------------------
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def add(self, elem):
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_check_scalar(elem, "ORSet.add")
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self._clock += 1
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tag = (self.replica, self._clock)
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self._adds.setdefault(elem, set()).add(tag)
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return tag
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def remove(self, elem):
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"""Tombstone every tag of ``elem`` observed locally. Returns tags removed."""
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_check_scalar(elem, "ORSet.remove")
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tags = self._adds.get(elem)
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if not tags:
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return 0
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fresh = [t for t in tags if t not in self._removed]
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self._removed.update(fresh)
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return len(fresh)
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# -- queries ------------------------------------------------------------
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def contains(self, elem):
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return any(t not in self._removed for t in self._adds.get(elem, ()))
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def elements(self):
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return frozenset(e for e in self._adds if self.contains(e))
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def value_key(self):
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return tuple(sorted(_canon(e) for e in self.elements()))
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def __contains__(self, elem):
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return self.contains(elem)
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def __len__(self):
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return len(self.elements())
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def __iter__(self):
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return iter(sorted(self.elements(), key=_canon))
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# -- merge / state ------------------------------------------------------
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def merge(self, *others):
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out = ORSet(self.replica)
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states = (self,) + others
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for st in states:
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if not isinstance(st, ORSet):
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raise CRDTError("ORSet.merge: expected ORSet, got %r" % type(st).__name__)
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for e, tags in st._adds.items():
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out._adds.setdefault(e, set()).update(tags)
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out._removed.update(st._removed)
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out._clock = max(st._clock for st in states)
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return out
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def state_key(self):
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adds = tuple(
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sorted(
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(_canon(e), tuple(_sorted_tags(t))) for e, t in self._adds.items()
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)
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)
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return (adds, tuple(_sorted_tags(self._removed)))
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def __eq__(self, other):
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return isinstance(other, ORSet) and self.state_key() == other.state_key()
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def __hash__(self):
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return hash(self.state_key())
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def to_state(self):
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return {
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"type": "ORSet",
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"replica": self.replica,
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"clock": self._clock,
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"adds": [
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[_canon(e), [[t[0], t[1]] for t in _sorted_tags(tags)]]
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for e, tags in sorted(self._adds.items(), key=lambda kv: _canon(kv[0]))
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],
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"removed": [[t[0], t[1]] for t in _sorted_tags(self._removed)],
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}
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@classmethod
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def from_state(cls, d):
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try:
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if d["type"] != "ORSet":
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raise CRDTError("ORSet.from_state: wrong type tag %r" % (d["type"],))
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out = cls(d["replica"])
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out._clock = int(d["clock"])
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for raw_e, raw_tags in d["adds"]:
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elem = json.loads(raw_e)
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_check_scalar(elem, "ORSet.from_state")
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out._adds.setdefault(elem, set()).update(
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(t[0], int(t[1])) for t in raw_tags
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)
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out._removed = {(t[0], int(t[1])) for t in d["removed"]}
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if out._clock < 0 or any(c <= 0 for _, c in out._removed):
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raise CRDTError("ORSet.from_state: non-positive clock/counter")
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return out
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except (KeyError, TypeError, ValueError) as exc:
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if isinstance(exc, CRDTError):
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raise
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raise CRDTError("ORSet.from_state: malformed state: %s" % exc) from exc
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def dumps(self):
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return json.dumps(self.to_state(), sort_keys=True)
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@classmethod
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def loads(cls, s):
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try:
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d = json.loads(s)
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except ValueError as exc:
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raise CRDTError("ORSet.loads: not JSON: %s" % exc) from exc
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if not isinstance(d, dict):
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raise CRDTError("ORSet.loads: state must be a JSON object")
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return cls.from_state(d)
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# ---------------------------------------------------------------------------
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# PN-Counter
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# ---------------------------------------------------------------------------
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class PNCounter:
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"""Increment/decrement counter.
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State = two per-replica vectors (``inc``, ``dec``); merge = pointwise max.
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Each replica writes only its own slot, which is what makes pointwise max a
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||||
correct join (a replica's own slot only ever grows).
|
||||
"""
|
||||
|
||||
__slots__ = ("replica", "inc", "dec")
|
||||
|
||||
def __init__(self, replica="r0"):
|
||||
if not isinstance(replica, str) or not replica:
|
||||
raise CRDTError("replica id must be a non-empty string")
|
||||
self.replica = replica
|
||||
self.inc = {}
|
||||
self.dec = {}
|
||||
|
||||
def _bump(self, vec, n):
|
||||
if not isinstance(n, int) or isinstance(n, bool) or n < 0:
|
||||
raise CRDTError("PNCounter: delta must be a non-negative int, got %r" % (n,))
|
||||
vec[self.replica] = vec.get(self.replica, 0) + n
|
||||
|
||||
def increment(self, n=1):
|
||||
self._bump(self.inc, n)
|
||||
|
||||
def decrement(self, n=1):
|
||||
self._bump(self.dec, n)
|
||||
|
||||
def value(self):
|
||||
return sum(self.inc.values()) - sum(self.dec.values())
|
||||
|
||||
def value_key(self):
|
||||
return self.value()
|
||||
|
||||
def merge(self, *others):
|
||||
out = PNCounter(self.replica)
|
||||
for st in (self,) + others:
|
||||
if not isinstance(st, PNCounter):
|
||||
raise CRDTError("PNCounter.merge: expected PNCounter, got %r" % type(st).__name__)
|
||||
out.inc = _pmax(out.inc, st.inc)
|
||||
out.dec = _pmax(out.dec, st.dec)
|
||||
return out
|
||||
|
||||
def state_key(self):
|
||||
return (tuple(sorted(self.inc.items())), tuple(sorted(self.dec.items())))
|
||||
|
||||
def __eq__(self, other):
|
||||
return isinstance(other, PNCounter) and self.state_key() == other.state_key()
|
||||
|
||||
def __hash__(self):
|
||||
return hash(self.state_key())
|
||||
|
||||
def to_state(self):
|
||||
return {
|
||||
"type": "PNCounter",
|
||||
"replica": self.replica,
|
||||
"inc": sorted(self.inc.items()),
|
||||
"dec": sorted(self.dec.items()),
|
||||
}
|
||||
|
||||
@classmethod
|
||||
def from_state(cls, d):
|
||||
try:
|
||||
if d["type"] != "PNCounter":
|
||||
raise CRDTError("PNCounter.from_state: wrong type tag %r" % (d["type"],))
|
||||
out = cls(d["replica"])
|
||||
for key in ("inc", "dec"):
|
||||
vec = {}
|
||||
for k, v in d[key]:
|
||||
if not isinstance(k, str) or not isinstance(v, int) or v < 0:
|
||||
raise CRDTError("PNCounter.from_state: bad entry in %s" % key)
|
||||
vec[k] = v
|
||||
setattr(out, key, vec)
|
||||
return out
|
||||
except (KeyError, TypeError, ValueError) as exc:
|
||||
if isinstance(exc, CRDTError):
|
||||
raise
|
||||
raise CRDTError("PNCounter.from_state: malformed state: %s" % exc) from exc
|
||||
|
||||
def dumps(self):
|
||||
return json.dumps(self.to_state(), sort_keys=True)
|
||||
|
||||
@classmethod
|
||||
def loads(cls, s):
|
||||
try:
|
||||
d = json.loads(s)
|
||||
except ValueError as exc:
|
||||
raise CRDTError("PNCounter.loads: not JSON: %s" % exc) from exc
|
||||
if not isinstance(d, dict):
|
||||
raise CRDTError("PNCounter.loads: state must be a JSON object")
|
||||
return cls.from_state(d)
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# LWW-Register
|
||||
# ---------------------------------------------------------------------------
|
||||
class LWWRegister:
|
||||
"""Last-writer-wins register.
|
||||
|
||||
Stamp = ``(timestamp: int, replica: str)``. Merge takes the maximum stamp, so
|
||||
the winner is total-order-determined and independent of argument order. Local
|
||||
writes must advance the stamp strictly (``set`` raises otherwise), and two
|
||||
different values at an *identical* stamp are refused rather than silently
|
||||
broken -- that only happens if two nodes reuse one replica id.
|
||||
"""
|
||||
|
||||
__slots__ = ("replica", "_value", "_stamp")
|
||||
|
||||
def __init__(self, replica="r0"):
|
||||
if not isinstance(replica, str) or not replica:
|
||||
raise CRDTError("replica id must be a non-empty string")
|
||||
self.replica = replica
|
||||
self._value = None
|
||||
self._stamp = (-1, "")
|
||||
|
||||
def set(self, value, timestamp):
|
||||
if not isinstance(timestamp, int) or isinstance(timestamp, bool):
|
||||
raise CRDTError("LWWRegister.set: timestamp must be an int")
|
||||
stamp = (timestamp, self.replica)
|
||||
if stamp <= self._stamp:
|
||||
raise CRDTError(
|
||||
"LWWRegister.set: non-monotone stamp %r <= %r" % (stamp, self._stamp)
|
||||
)
|
||||
self._value = value
|
||||
self._stamp = stamp
|
||||
return stamp
|
||||
|
||||
def get(self):
|
||||
return self._value
|
||||
|
||||
@property
|
||||
def stamp(self):
|
||||
return self._stamp
|
||||
|
||||
def value_key(self):
|
||||
return self._value
|
||||
|
||||
def merge(self, *others):
|
||||
out = LWWRegister(self.replica)
|
||||
out._value, out._stamp = self._value, self._stamp
|
||||
for st in (self,) + others:
|
||||
if not isinstance(st, LWWRegister):
|
||||
raise CRDTError(
|
||||
"LWWRegister.merge: expected LWWRegister, got %r" % type(st).__name__
|
||||
)
|
||||
if st._stamp > out._stamp:
|
||||
out._value, out._stamp = st._value, st._stamp
|
||||
elif st._stamp == out._stamp and st._value != out._value:
|
||||
raise CRDTError(
|
||||
"LWWRegister.merge: conflicting values at identical stamp %r"
|
||||
% (st._stamp,)
|
||||
)
|
||||
return out
|
||||
|
||||
def state_key(self):
|
||||
return (self._stamp, _canon(self._value) if isinstance(self._value, _SCALARS) else repr(self._value))
|
||||
|
||||
def __eq__(self, other):
|
||||
return isinstance(other, LWWRegister) and self.state_key() == other.state_key()
|
||||
|
||||
def __hash__(self):
|
||||
return hash(self.state_key())
|
||||
|
||||
def to_state(self):
|
||||
return {
|
||||
"type": "LWWRegister",
|
||||
"replica": self.replica,
|
||||
"stamp": [self._stamp[0], self._stamp[1]],
|
||||
"value": self._value,
|
||||
}
|
||||
|
||||
@classmethod
|
||||
def from_state(cls, d):
|
||||
try:
|
||||
if d["type"] != "LWWRegister":
|
||||
raise CRDTError("LWWRegister.from_state: wrong type tag %r" % (d["type"],))
|
||||
out = cls(d["replica"])
|
||||
out._stamp = (int(d["stamp"][0]), d["stamp"][1])
|
||||
out._value = d["value"]
|
||||
return out
|
||||
except (KeyError, TypeError, ValueError, IndexError) as exc:
|
||||
if isinstance(exc, CRDTError):
|
||||
raise
|
||||
raise CRDTError("LWWRegister.from_state: malformed state: %s" % exc) from exc
|
||||
|
||||
def dumps(self):
|
||||
return json.dumps(self.to_state(), sort_keys=True)
|
||||
|
||||
@classmethod
|
||||
def loads(cls, s):
|
||||
try:
|
||||
d = json.loads(s)
|
||||
except ValueError as exc:
|
||||
raise CRDTError("LWWRegister.loads: not JSON: %s" % exc) from exc
|
||||
if not isinstance(d, dict):
|
||||
raise CRDTError("LWWRegister.loads: state must be a JSON object")
|
||||
return cls.from_state(d)
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
# 12-line smoke illustration: concurrent remove loses to concurrent add.
|
||||
a, b = ORSet("a"), ORSet("b")
|
||||
a.add("x")
|
||||
b = ORSet.loads(a.dumps())
|
||||
a.remove("x")
|
||||
b.add("x")
|
||||
m = a.merge(b)
|
||||
print("orcrdt smoke: a.elements=%r b.elements=%r merged=%r"
|
||||
% (sorted(a), sorted(b), sorted(m)))
|
||||
@@ -0,0 +1,506 @@
|
||||
#!/usr/bin/env python3
|
||||
"""test_crdt.py -- property + mutation tests for orcrdt.
|
||||
|
||||
Run: python3 test_crdt.py (exit 0 iff every test passes)
|
||||
python3 test_crdt.py -v
|
||||
|
||||
Two kinds of evidence:
|
||||
1. SIMULATION -- N replicas take random local ops, then gossip their serialized
|
||||
snapshots in random order with duplicate deliveries. Every replica must end at
|
||||
the exact join of all pre-gossip states (state AND semantic value).
|
||||
2. MUTATION TEETH -- the same convergence check is pointed at deliberately broken
|
||||
merge implementations; if it does not go red for them, the check is worthless
|
||||
and this suite fails.
|
||||
"""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
import os
|
||||
import random
|
||||
import sys
|
||||
import unittest
|
||||
|
||||
sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
|
||||
|
||||
from orcrdt import CRDTError, LWWRegister, ORSet, PNCounter # noqa: E402
|
||||
|
||||
ELEMS = ["alpha", "beta", "gamma", "delta", "epsilon"]
|
||||
SEEDS = range(16)
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# simulation harness
|
||||
# ---------------------------------------------------------------------------
|
||||
def _family(kind):
|
||||
"""Map a CRDT class (or a mutant subclass of one) to its base family."""
|
||||
for base in (ORSet, PNCounter, LWWRegister):
|
||||
if issubclass(kind, base):
|
||||
return base
|
||||
raise TypeError("unknown CRDT family: %r" % (kind,))
|
||||
|
||||
|
||||
def _local_op(kind, rng, rep):
|
||||
fam = _family(kind)
|
||||
if fam is ORSet:
|
||||
elem = rng.choice(ELEMS)
|
||||
if rng.random() < 0.55:
|
||||
rep.add(elem)
|
||||
else:
|
||||
rep.remove(elem)
|
||||
elif fam is PNCounter:
|
||||
d = rng.choice([1, 1, 1, 2, 3, -1, -2])
|
||||
if d > 0:
|
||||
rep.increment(d)
|
||||
else:
|
||||
rep.decrement(-d)
|
||||
else:
|
||||
ts = rep.stamp[0] + 1 + rng.randrange(3)
|
||||
rep.set(rng.randrange(50), ts)
|
||||
|
||||
|
||||
def make_replicas(kind, n, ops, seed):
|
||||
rng = random.Random(seed)
|
||||
reps = [kind("r%d" % i) for i in range(n)]
|
||||
for _ in range(ops):
|
||||
_local_op(kind, rng, rng.choice(reps))
|
||||
return reps
|
||||
|
||||
|
||||
def gossip(kind, reps, seed, rounds=4):
|
||||
"""Random pairwise merges with duplicate deliveries, over serialized copies."""
|
||||
rng = random.Random(seed * 7919 + 13)
|
||||
n = len(reps)
|
||||
live = [kind.loads(r.dumps()) for r in reps]
|
||||
for _ in range(rounds * n * 3):
|
||||
dst, src = rng.randrange(n), rng.randrange(n)
|
||||
if dst == src:
|
||||
continue
|
||||
live[dst] = live[dst].merge(live[src])
|
||||
return live
|
||||
|
||||
|
||||
def check_convergence(kind, seed, n=3, ops=80, rounds=4):
|
||||
"""True iff gossip converges to the join of the pre-gossip replica states."""
|
||||
reps = make_replicas(kind, n, ops, seed)
|
||||
snaps = [kind.loads(r.dumps()) for r in reps]
|
||||
|
||||
full = snaps[0]
|
||||
for s in snaps[1:]:
|
||||
full = full.merge(s)
|
||||
|
||||
live = gossip(kind, reps, seed, rounds)
|
||||
state_ok = all(x.state_key() == full.state_key() for x in live)
|
||||
value_ok = all(x.value_key() == full.value_key() for x in live)
|
||||
join_ok = full.state_key() == full.merge(*snaps).state_key()
|
||||
return state_ok and value_ok and join_ok
|
||||
|
||||
|
||||
def check_convergence_detail(kind, seed, **kw):
|
||||
reps = make_replicas(kind, kw.get("n", 3), kw.get("ops", 80), seed)
|
||||
snaps = [kind.loads(r.dumps()) for r in reps]
|
||||
full = snaps[0]
|
||||
for s in snaps[1:]:
|
||||
full = full.merge(s)
|
||||
live = gossip(kind, reps, seed, kw.get("rounds", 4))
|
||||
return {
|
||||
"state_ok": all(x.state_key() == full.state_key() for x in live),
|
||||
"value_ok": all(x.value_key() == full.value_key() for x in live),
|
||||
}
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# deliberately broken merges (mutation testing of the harness above)
|
||||
# ---------------------------------------------------------------------------
|
||||
class ORSetDropsForeignTombstones(ORSet):
|
||||
"""BUG: merge keeps only self's tombstone set -> removed elements resurrect."""
|
||||
|
||||
def merge(self, *others):
|
||||
out = super().merge(*others)
|
||||
out._removed = set(self._removed)
|
||||
return out
|
||||
|
||||
|
||||
class PNCounterDropsDecrements(PNCounter):
|
||||
"""BUG: merge folds inc by max but drops the others' dec vectors."""
|
||||
|
||||
def merge(self, *others):
|
||||
out = PNCounter(self.replica)
|
||||
out.inc, out.dec = dict(self.inc), dict(self.dec)
|
||||
for st in others:
|
||||
for k, v in st.inc.items():
|
||||
if v > out.inc.get(k, 0):
|
||||
out.inc[k] = v
|
||||
return out
|
||||
|
||||
|
||||
class LWWLastArgumentWins(LWWRegister):
|
||||
"""BUG: merge always takes the last argument -> order dependent."""
|
||||
|
||||
def merge(self, *others):
|
||||
out = LWWRegister(self.replica)
|
||||
out._value, out._stamp = self._value, self._stamp
|
||||
for st in others:
|
||||
out._value, out._stamp = st._value, st._stamp
|
||||
return out
|
||||
|
||||
|
||||
class ORSetNoOpMerge(ORSet):
|
||||
"""BUG: merge ignores its argument (no propagation) -> not commutative."""
|
||||
|
||||
def merge(self, *others):
|
||||
out = ORSet(self.replica)
|
||||
out._adds = {e: set(t) for e, t in self._adds.items()}
|
||||
out._removed = set(self._removed)
|
||||
out._clock = self._clock
|
||||
return out
|
||||
|
||||
|
||||
class PNCounterSumMerge(PNCounter):
|
||||
"""BUG: merge adds the vectors instead of taking pointwise max.
|
||||
|
||||
Commutative and associative, so naive gossip tests can miss it -- it fails
|
||||
IDEMPOTENCE, and any duplicate delivery then inflates the value.
|
||||
"""
|
||||
|
||||
def merge(self, *others):
|
||||
out = PNCounter(self.replica)
|
||||
out.inc, out.dec = dict(self.inc), dict(self.dec)
|
||||
for st in others:
|
||||
for k, v in st.inc.items():
|
||||
out.inc[k] = out.inc.get(k, 0) + v
|
||||
for k, v in st.dec.items():
|
||||
out.dec[k] = out.dec.get(k, 0) + v
|
||||
return out
|
||||
|
||||
|
||||
def mutant_detected(mutant_cls, seeds=SEEDS):
|
||||
"""True iff the convergence check goes red (or raises) for >=1 seed."""
|
||||
hits = []
|
||||
for seed in seeds:
|
||||
try:
|
||||
ok = check_convergence(mutant_cls, seed)
|
||||
except CRDTError:
|
||||
ok = False
|
||||
if not ok:
|
||||
hits.append(seed)
|
||||
return hits
|
||||
|
||||
|
||||
class RefORSet:
|
||||
"""Independent naive add-wins OR-Set, written from the paper semantics.
|
||||
|
||||
Different layout on purpose: a flat set of ``(elem, replica, counter)`` tags
|
||||
plus a tombstone set, so agreeing with ``orcrdt.ORSet`` is evidence and not
|
||||
self-confirmation. Test-only; not exported by the library.
|
||||
"""
|
||||
|
||||
def __init__(self, replica):
|
||||
self.replica = replica
|
||||
self.adds = set()
|
||||
self.removed = set()
|
||||
self.clock = 0
|
||||
|
||||
def add(self, elem):
|
||||
self.clock += 1
|
||||
self.adds.add((elem, self.replica, self.clock))
|
||||
|
||||
def remove(self, elem):
|
||||
for tag in [t for t in self.adds if t[0] == elem]:
|
||||
self.removed.add(tag)
|
||||
|
||||
def elements(self):
|
||||
return frozenset(t[0] for t in self.adds if t not in self.removed)
|
||||
|
||||
def merge(self, *others):
|
||||
out = RefORSet(self.replica)
|
||||
for o in (self,) + others:
|
||||
out.adds |= o.adds
|
||||
out.removed |= o.removed
|
||||
out.clock = max(out.clock, o.clock)
|
||||
return out
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# tests
|
||||
# ---------------------------------------------------------------------------
|
||||
class TestMergeLaws(unittest.TestCase):
|
||||
def _sample(self, kind, seed):
|
||||
reps = make_replicas(kind, 3, 40, seed)
|
||||
return [kind.loads(r.dumps()) for r in reps]
|
||||
|
||||
def test_commutative_and_associative(self):
|
||||
for kind in (ORSet, PNCounter, LWWRegister):
|
||||
for seed in range(8):
|
||||
a, b, c = self._sample(kind, seed)
|
||||
self.assertEqual(a.merge(b).state_key(), b.merge(a).state_key(),
|
||||
"%s not commutative (seed %d)" % (kind.__name__, seed))
|
||||
self.assertEqual(a.merge(b).merge(c).state_key(),
|
||||
a.merge(b.merge(c)).state_key(),
|
||||
"%s not associative (seed %d)" % (kind.__name__, seed))
|
||||
|
||||
def test_idempotent(self):
|
||||
for kind in (ORSet, PNCounter, LWWRegister):
|
||||
for seed in range(8):
|
||||
for x in self._sample(kind, seed):
|
||||
self.assertEqual(x.merge(x).state_key(), x.state_key(),
|
||||
"%s not idempotent (seed %d)" % (kind.__name__, seed))
|
||||
self.assertEqual(x.merge(x, x, x).state_key(), x.state_key())
|
||||
|
||||
def test_merge_is_pure(self):
|
||||
for kind in (ORSet, PNCounter, LWWRegister):
|
||||
a, b, _ = self._sample(kind, 3)
|
||||
before = (a.state_key(), b.state_key())
|
||||
a.merge(b)
|
||||
self.assertEqual((a.state_key(), b.state_key()), before,
|
||||
"%s.merge mutated an input" % kind.__name__)
|
||||
|
||||
def test_duplicate_delivery_harmless(self):
|
||||
for kind in (ORSet, PNCounter, LWWRegister):
|
||||
a, b, _ = self._sample(kind, 5)
|
||||
once = a.merge(b)
|
||||
many = a
|
||||
for _ in range(5):
|
||||
many = many.merge(b)
|
||||
self.assertEqual(many.state_key(), once.state_key())
|
||||
|
||||
def test_type_confusion_refused(self):
|
||||
self.assertRaises(CRDTError, ORSet("a").merge, PNCounter("b"))
|
||||
self.assertRaises(CRDTError, PNCounter("a").merge, LWWRegister("b"))
|
||||
self.assertRaises(CRDTError, LWWRegister("a").merge, ORSet("b"))
|
||||
|
||||
|
||||
class TestORSetSemantics(unittest.TestCase):
|
||||
def test_add_wins_on_concurrent_add_remove(self):
|
||||
a = ORSet("a")
|
||||
a.add("x")
|
||||
b = ORSet.loads(a.dumps())
|
||||
a.remove("x")
|
||||
b.add("x")
|
||||
self.assertFalse(a.contains("x"))
|
||||
self.assertTrue(b.contains("x"))
|
||||
self.assertTrue(a.merge(b).contains("x"), "add-wins violated")
|
||||
self.assertTrue(b.merge(a).contains("x"))
|
||||
|
||||
def test_remove_only_kills_observed_tags(self):
|
||||
a = ORSet("a")
|
||||
a.add("x")
|
||||
b = ORSet.loads(a.dumps())
|
||||
b.remove("x")
|
||||
a.add("x") # new tag, not observed by b
|
||||
self.assertTrue(a.merge(b).contains("x"))
|
||||
self.assertFalse(b.merge(b).contains("x"))
|
||||
|
||||
def test_remove_then_merge_then_still_absent(self):
|
||||
a = ORSet("a")
|
||||
a.add("x")
|
||||
b = a.merge(ORSet("b"))
|
||||
b.remove("x")
|
||||
self.assertFalse(a.merge(b).contains("x"))
|
||||
|
||||
def test_elements_and_iteration(self):
|
||||
a = ORSet("a")
|
||||
for e in ("delta", "alpha", "gamma"):
|
||||
a.add(e)
|
||||
self.assertEqual(sorted(a), ["alpha", "delta", "gamma"])
|
||||
self.assertEqual(len(a), 3)
|
||||
self.assertIn("alpha", a)
|
||||
a.remove("alpha")
|
||||
self.assertEqual(sorted(a), ["delta", "gamma"])
|
||||
|
||||
def test_rejects_non_scalar_elements(self):
|
||||
a = ORSet("a")
|
||||
self.assertRaises(CRDTError, a.add, ["list"])
|
||||
self.assertRaises(CRDTError, a.add, {"k": 1})
|
||||
self.assertRaises(CRDTError, ORSet, "")
|
||||
self.assertRaises(CRDTError, a.remove, ["list"])
|
||||
|
||||
|
||||
class TestPNCounter(unittest.TestCase):
|
||||
def test_value_and_merge(self):
|
||||
a, b = PNCounter("a"), PNCounter("b")
|
||||
a.increment(5)
|
||||
a.decrement(2)
|
||||
b.increment(3)
|
||||
self.assertEqual(a.value(), 3)
|
||||
self.assertEqual(b.value(), 3)
|
||||
m = a.merge(b)
|
||||
self.assertEqual(m.value(), 6)
|
||||
self.assertEqual(m.state_key(), b.merge(a).state_key())
|
||||
|
||||
def test_pointwise_max_not_sum(self):
|
||||
a = PNCounter("a")
|
||||
a.increment(4)
|
||||
again = PNCounter.loads(a.dumps())
|
||||
self.assertEqual(a.merge(again).value(), 4, "merge double-counted a slot")
|
||||
|
||||
def test_rejects_negative_delta(self):
|
||||
a = PNCounter("a")
|
||||
self.assertRaises(CRDTError, a.increment, -1)
|
||||
self.assertRaises(CRDTError, a.decrement, -3)
|
||||
|
||||
|
||||
class TestLWWRegister(unittest.TestCase):
|
||||
def test_max_stamp_wins_regardless_of_order(self):
|
||||
a, b = LWWRegister("a"), LWWRegister("b")
|
||||
a.set("old", 1)
|
||||
b.set("new", 2)
|
||||
self.assertEqual(a.merge(b).get(), "new")
|
||||
self.assertEqual(b.merge(a).get(), "new")
|
||||
|
||||
def test_replica_tiebreak(self):
|
||||
a, b = LWWRegister("a"), LWWRegister("b")
|
||||
a.set("from-a", 7)
|
||||
b.set("from-b", 7)
|
||||
self.assertEqual(a.merge(b).get(), "from-b") # ("b" > "a") at equal ts
|
||||
self.assertEqual(b.merge(a).get(), "from-b")
|
||||
|
||||
def test_non_monotone_write_refused(self):
|
||||
a = LWWRegister("a")
|
||||
a.set("v1", 5)
|
||||
self.assertRaises(CRDTError, a.set, "v2", 5)
|
||||
self.assertRaises(CRDTError, a.set, "v2", 4)
|
||||
|
||||
def test_identical_stamp_conflict_refused(self):
|
||||
a = LWWRegister("a")
|
||||
a.set("v1", 3)
|
||||
impostor = LWWRegister.loads(a.dumps())
|
||||
impostor._value = "v2"
|
||||
self.assertRaises(CRDTError, a.merge, impostor)
|
||||
|
||||
|
||||
class TestSerialization(unittest.TestCase):
|
||||
def test_roundtrip_preserves_state(self):
|
||||
for kind in (ORSet, PNCounter, LWWRegister):
|
||||
for seed in range(6):
|
||||
for r in make_replicas(kind, 3, 30, seed):
|
||||
self.assertEqual(kind.loads(r.dumps()).state_key(), r.state_key(),
|
||||
"%s roundtrip lost state" % kind.__name__)
|
||||
|
||||
def test_merge_across_serialization_boundary(self):
|
||||
for kind in (ORSet, PNCounter, LWWRegister):
|
||||
reps = make_replicas(kind, 3, 50, 11)
|
||||
direct = reps[0].merge(reps[1])
|
||||
over_wire = kind.loads(reps[0].dumps()).merge(kind.loads(reps[1].dumps()))
|
||||
self.assertEqual(over_wire.state_key(), direct.state_key())
|
||||
self.assertEqual(over_wire.value_key(), direct.value_key())
|
||||
|
||||
def test_malformed_state_refused(self):
|
||||
for kind in (ORSet, PNCounter, LWWRegister):
|
||||
self.assertRaises(CRDTError, kind.loads, "not json")
|
||||
self.assertRaises(CRDTError, kind.loads, "[1, 2, 3]")
|
||||
self.assertRaises(CRDTError, kind.loads, '{"type": "Other"}')
|
||||
|
||||
|
||||
class TestDifferentialReference(unittest.TestCase):
|
||||
"""Compare OR-Set against an independently written naive reference model."""
|
||||
|
||||
def test_orset_matches_independent_reference(self):
|
||||
for seed in range(16):
|
||||
rng = random.Random(seed * 31 + 5)
|
||||
live = [ORSet("r%d" % i) for i in range(3)]
|
||||
ref = [RefORSet("r%d" % i) for i in range(3)]
|
||||
for _ in range(120):
|
||||
i, elem = rng.randrange(3), rng.choice(ELEMS)
|
||||
if rng.random() < 0.55:
|
||||
live[i].add(elem)
|
||||
ref[i].add(elem)
|
||||
else:
|
||||
live[i].remove(elem)
|
||||
ref[i].remove(elem)
|
||||
schedule = [(rng.randrange(3), rng.randrange(3)) for _ in range(60)]
|
||||
for dst, src in schedule:
|
||||
if dst == src:
|
||||
continue
|
||||
live[dst] = live[dst].merge(live[src])
|
||||
ref[dst] = ref[dst].merge(ref[src])
|
||||
self.assertEqual(live[0].elements(), ref[0].elements(),
|
||||
"differential mismatch at seed %d" % seed)
|
||||
for x in live[1:]:
|
||||
self.assertEqual(x.elements(), live[0].elements(),
|
||||
"replica split at seed %d" % seed)
|
||||
|
||||
|
||||
class TestConvergence(unittest.TestCase):
|
||||
def test_random_gossip_converges_all_kinds(self):
|
||||
for kind in (ORSet, PNCounter, LWWRegister):
|
||||
for seed in SEEDS:
|
||||
detail = check_convergence_detail(kind, seed)
|
||||
self.assertTrue(
|
||||
detail["state_ok"] and detail["value_ok"],
|
||||
"%s diverged at seed %d: %r" % (kind.__name__, seed, detail),
|
||||
)
|
||||
self.assertTrue(check_convergence(kind, seed),
|
||||
"%s failed join check at seed %d" % (kind.__name__, seed))
|
||||
|
||||
def test_larger_ensemble_converges(self):
|
||||
for kind in (ORSet, PNCounter, LWWRegister):
|
||||
for seed in (0, 1, 2):
|
||||
self.assertTrue(
|
||||
check_convergence(kind, seed, n=5, ops=150, rounds=6),
|
||||
"%s diverged with 5 replicas at seed %d" % (kind.__name__, seed),
|
||||
)
|
||||
|
||||
|
||||
class TestMutantsBreakNamedLaws(unittest.TestCase):
|
||||
"""Each mutant is tied to the specific law it violates."""
|
||||
|
||||
def test_sum_merge_is_not_idempotent(self):
|
||||
a = PNCounterSumMerge("a")
|
||||
a.increment(3)
|
||||
self.assertNotEqual(a.merge(a).state_key(), a.state_key())
|
||||
self.assertEqual(a.merge(a).value(), 6)
|
||||
|
||||
def test_noop_merge_is_not_commutative(self):
|
||||
a, b = ORSetNoOpMerge("a"), ORSetNoOpMerge("b")
|
||||
a.add("x")
|
||||
b.add("y")
|
||||
self.assertNotEqual(a.merge(b).state_key(), b.merge(a).state_key())
|
||||
|
||||
def test_last_argument_wins_is_not_commutative(self):
|
||||
a, b = LWWLastArgumentWins("a"), LWWLastArgumentWins("b")
|
||||
a.set("A", 1)
|
||||
b.set("B", 2)
|
||||
self.assertNotEqual(a.merge(b).value_key(), b.merge(a).value_key())
|
||||
|
||||
|
||||
class TestMutationTeeth(unittest.TestCase):
|
||||
"""If a broken merge survives the check, the check is decoration."""
|
||||
|
||||
MUTANTS = (ORSetDropsForeignTombstones, PNCounterDropsDecrements,
|
||||
LWWLastArgumentWins, ORSetNoOpMerge, PNCounterSumMerge)
|
||||
|
||||
def test_broken_merges_are_caught(self):
|
||||
for mutant in self.MUTANTS:
|
||||
hits = mutant_detected(mutant)
|
||||
self.assertTrue(hits, "%s survived every seed -- check has no teeth"
|
||||
% mutant.__name__)
|
||||
for seed in hits:
|
||||
self.assertFalse(check_convergence(mutant, seed))
|
||||
|
||||
def test_real_classes_pass_the_same_seeds(self):
|
||||
pairs = ((ORSet, ORSetDropsForeignTombstones),
|
||||
(PNCounter, PNCounterDropsDecrements),
|
||||
(LWWRegister, LWWLastArgumentWins),
|
||||
(ORSet, ORSetNoOpMerge),
|
||||
(PNCounter, PNCounterSumMerge))
|
||||
for real, mutant in pairs:
|
||||
hits = mutant_detected(mutant)
|
||||
self.assertTrue(hits)
|
||||
for seed in hits:
|
||||
self.assertTrue(check_convergence(real, seed),
|
||||
"%s failed where its mutant was caught (seed %d)"
|
||||
% (real.__name__, seed))
|
||||
|
||||
def test_orset_mutant_is_semantically_wrong_not_just_state_wrong(self):
|
||||
hits = mutant_detected(ORSetDropsForeignTombstones)
|
||||
self.assertTrue(hits)
|
||||
wrong_value = False
|
||||
for seed in hits:
|
||||
d = check_convergence_detail(ORSetDropsForeignTombstones, seed)
|
||||
if not d["value_ok"]:
|
||||
wrong_value = True
|
||||
self.assertTrue(wrong_value, "OR-Set mutant only differed in bookkeeping")
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
unittest.main(verbosity=2 if "-v" in sys.argv else 1)
|
||||
Reference in new issue
Block a user