Exact, order-invariant, bit-identical floating-point reductions and CRDTs (Rust core).
Project description
bitrep (Python)
Exact, order-invariant, bit-identical floating-point reductions and CRDTs —
a thin Python binding over the Rust bitrep
engine, so every result is the same across any machine, any merge order, any
sharding.
pip install bitrep
import bitrep
# Exact sum — naive float gives 0.0; this gives 1.0, and it's order-invariant.
s = bitrep.SumF64()
for x in (1e16, 1.0, -1e16):
s.add(x)
print(s.value()) # 1.0
# Exactly-rounded statistics
m = bitrep.MomentsF64()
for x in (2, 4, 4, 4, 5, 5, 7, 9):
m.add(x)
print(m.mean(), m.variance()) # 5.0 4.0
# Receipt: same multiset -> same 32-byte hash, regardless of order.
print(s.state_hash().hex())
# CRDT map that converges without a coordinator
a = bitrep.SumMap(); a.add("k", 1.5); a.add("k", 2.5)
b = bitrep.SumMap(); b.add("k", 2.5); b.add("k", 1.5)
a.merge(b) # idempotent, order-invariant
What's included
Exact accumulators (SumF64, SumF32, FastSumF64), exact dot product
(DotF64, dot), convergent statistics (MomentsF64, Moments4F64 with
skewness/kurtosis, CovF64 regression, WeightedMomentsF64, PnMomentsF64
retractable, CovMatrixF64 multiple regression), HistogramF64 (exact counts +
honest quantile bounds), ExtremaF64, signed receipts (state_hash), and the
CRDT layer (SumMap, MomentsMap, ReplicatedSum, DeltasSum).
The convergence laws of the core are machine-checked in Lean 4. See the main repository for proofs, the Rust crate, and the paper.
License: MIT OR Apache-2.0.
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