g_math
Pure-Rust, zero-float, deterministic multi-domain fixed-point arithmetic.
Built by Niels Erik Toren · published as g_math on crates.io
What it is
g_math computes with scaled integers only. No f32/f64 appears anywhere in
the arithmetic, validation, or comparison paths (float conversions exist solely as
caller-convenience from_f64/to_f64 wrappers). Because every operation is
integer arithmetic, results are bit-identical on every architecture — which makes
the crate suitable for blockchain consensus, financial auditing, and reproducible
scientific computation.
It is a library, not a service: pure computation, no I/O, no ambient state. Values route across four numeric domains (binary, decimal, balanced ternary, symbolic rational), and 18 transcendental functions plus linear algebra, geometry, and ternary-quantized inference are built on top. It is one component of the Geodineum ecosystem and is consumed by its geometric and inference projects.
Public build surface
The build-with surface is five layers; everything beneath them is internal.
- Canonical / router —
g_math::canonical:gmath("…")builds a lazy expression,evaluate(…)runs it with cross-domain routing and chain persistence. - Imperative —
g_math::fixed_point::{FixedPoint, FixedVector, FixedMatrix}andDecimalFixed<DECIMALS>: directCopytypes, one call is one engine invocation. - Fused —
g_math::fixed_point::imperative::fused: whole accumulation patterns at the wide compute tier. - Geometric —
imperative::{decompose, derived, matrix_functions, manifold, lie_group, curvature, projective, fiber_bundle, ode, tensor, tensor_decompose, serialization}. - TQ1.9 —
g_math::tq19(featureinference): standalone ternary inference. - Internal — the
universal/fascevaluator, the domain implementations beneathDecimalFixedand the ternary types, the wide-integer types, and the shadow/router internals are not part of the surface and may change between releases.
The complete per-symbol index — every public item and a one-line summary — is
generated from source into PUBLIC_API.md
(rustc -O scripts/gen-public-api.rs -o /tmp/gen-public-api && /tmp/gen-public-api).
Live signatures are on docs.rs. This README never
re-hosts either.
Guides
Each layer and cross-cutting concept has a focused guide under docs/.
| Guide | What it covers |
|---|---|
| Routing (FASC) | The gmath()/evaluate() layer: lazy trees, cross-domain routing, chain persistence (tier N+1), UGOD graceful overflow, the shadow system, mode routing |
| Imperative | FixedPoint/FixedVector/FixedMatrix + DecimalFixed: direct, no-routing, Copy types for hot loops |
| Transcendentals | The 18 functions: dedicated engines, composed forms, fused sincos/sinhcosh, try_* variants |
| Fused operations | Compute-tier sqrt_sum_sq, euclidean_distance, softmax, softmax_mix, rms_norm_factor, silu |
| Linear algebra | LU/QR/Cholesky/SVD/eigen/Schur, solvers, matrix functions |
| Geometry | Manifolds, Lie groups, curvature, projective geometry, fiber bundles, ODE, tensors |
| Ternary & TQ1.9 | Balanced-ternary arithmetic and the trit-plane inference weight formats |
| Precision & profiles | The five profiles, GMATH_FRAC_BITS, rounding, validation, feature flags, build |
Capabilities
- Four numeric domains — each value is held in the representation that is exact for it (binary, decimal, balanced ternary, or symbolic rational), routed automatically.
- 18 transcendentals — computed one tier wider than storage and rounded once,
reachable lazily (
gmath), directly (FixedPoint), or natively in decimal (DecimalFixed). - Two computation paths — a routed canonical layer for mixed or chained work and a direct imperative layer for known-domain hot loops. Results are path-independent.
- Numerics on top — fused ML ops, dense linear algebra, differential geometry and Lie groups, and standalone TQ1.9 ternary inference.
- Five precision profiles — Q16.16 through Q256.256, chosen at compile time; results are bit-identical across platforms within a profile.
- Zero float internally, zero runtime dependencies by default.
Contract
The precise contract — the supported surface and its stability boundary, the
determinism guarantee, the per-domain rounding rules, cross-profile semantics, and
what the crate requires — is in CONTRACT.md. Agents should
prime from CONTRACT.scn.md.
Quick start
use ;
// "100" and "50" route to binary, "3" keeps the result exact via symbolic routing.
let value = evaluate.unwrap;
println!;
From here, follow the guides: the routing guide for mixed-domain and chained work, or the imperative guide for direct hot-loop arithmetic.
Limits worth knowing
- Inputs inexact in their domain carry error in.
0.3and1/3are repeating fractions in binary; pick the decimal or symbolic domain when you need your inputs to be exact. - Ill-conditioned systems amplify input error. Solver error scales with the matrix condition number; this is a property of finite precision, not of the implementation.
- Precision differs by profile. A Q16.16 result cannot hold Q64.64 digits; choose the profile for your accuracy and range needs.
- Switching profiles needs a clean incremental cache (
rm -rf target/*/incremental/), or stalecfgartifacts can crash the build.
Collaborate
Contributions are welcome. Open issues and pick up work on the ecosystem board
at geodineum.com; issues tagged good-first-issue are
a good place to start.
- Fork, branch, and open a pull request against
main. - Any change to a wire contract must update both
CONTRACT.mdandCONTRACT.scn.mdin the same commit. - A change to a signed extension must be re-signed in the same commit.
Author & support
Built by Niels Erik Toren.
If you want to support the work:
| Currency | Address |
|---|---|
| Bitcoin (BTC) | bc1qwf78fjgapt2gcts4mwf3gnfkclvqgtlg4gpu4d |
| Ethereum (ETH) | 0xf38b517Dd2005d93E0BDc1e9807665074c5eC731 / nierto.eth |
| Monero (XMR) | 8BPaSoq1pEJH4LgbGNQ92kFJA3oi2frE4igHvdP9Lz2giwhFo2VnNvGT8XABYasjtoVY2Qb3LVHv6CP3qwcJ8UnyRtjWRZ5 |
Disclaimer
This software is provided "as is", without warranty of any kind, express or implied. Use of this software is entirely at your own risk. In no event shall the author or contributors be held liable for any damages arising from the use or inability to use this software.
License
Licensed under either of
at your option.