VeriFloat

Bit-accurate golden models for number-format hardware.

Floating point of any width, fixed point, integers and block-scaled tensors, with IEEE status flags on every result,
for verifying RTL from cocotb testbenches in Python, or from SystemVerilog through DPI-C.

Documentation · Validation · Examples · Contributing

Highlights

Any FP format. Any exponent and mantissa width, any bias, signed or unsigned, with IEEE, OCP "FN" or no inf/NaN. Presets for FP16, BF16, FP32, FP64, OCP FP8/FP6/FP4 and E8M0.
Hardware options. Five IEEE rounding modes plus stochastic rounding, saturation, exponent wrap, flush-to-zero, tininess before or after rounding, and x86, ARM or RISC-V NaN conventions.
Everything a scoreboard needs. Each result carries its raw bits, its IEEE status flags and its exact unrounded value. Every operation is exact and rounds once.
Full IEEE 754 operation set. + − × ÷, fma, sqrt, remainder, min/max, nextUp/Down, scaleB/logB, classification, integer conversion, round-to-integral and comparisons.
Arrays and tensors. FPArray for N-D arrays with NumPy interop and SIMD kernels. BlockTensor for NVFP4, OCP MX and custom block-scaled formats, with models of how hardware accumulates dot products.
Fixed point and integers. FIXED with exact bit growth, plus wrapping or saturating UINT/INT.
Testbench tools. A scoreboard that explains each mismatch, and test-vector files (TestFloat, CSV, JSON lines, $readmemh).
No Python needed. libverifloat is the same core as a C library with a SystemVerilog DPI-C package.
Fast and checked. A C++ core runs millions of scalar operations and hundreds of millions of array elements per second. Results are checked against Berkeley SoftFloat/TestFloat, MPFR, the x86 FPU, ml_dtypes, gfloat and APyTypes.

Installation

pip install verifloat

Requires Python 3.12 or later, with no runtime dependencies. Wheels are published for Linux (x86-64 and aarch64, glibc and musl), macOS (Apple silicon and Intel) and Windows (x86-64). Elsewhere pip builds from source, which needs a C++20 compiler (GCC, Clang or MSVC) and git.

Quick start

from verifloat import FP16, E4M3, FPFormat, Rounding

FP16(1) / FP16(0)                    # FP(inf, e5m10, flags=DIVZERO)
E4M3(470)                            # FP(nan, e4m3, fn, flags=INEXACT|OVERFLOW)   OCP FP8: overflow gives NaN
FP16(1.5).fma(FP16(2), FP16(0.25))   # FP(3.25, e5m10)

# Describe the format your RTL implements, then use it like a constructor
FP8 = FPFormat(4, 3, bias=10, ftz=True, rounding=Rounding.RTZ)
y = FP8(3) * FP8(0.6875)             # FP(2.0, e4m3, bias=10, ftz, rtz, flags=INEXACT)
y.raw, y.flags, y.unrounded          # (88, <FPFlags.INEXACT: 1>, Fraction(33, 16))

In a cocotb testbench

from verifloat import FP32
from verifloat.scoreboard import Scoreboard

sb = Scoreboard("adder", fail_fast=False, logger=dut._log)
a, b = FP32.from_raw(a_bits), FP32.from_raw(b_bits)
sb.check(a + b, dut.z, flags=dut.fflags, op="add", a=a, b=b)   # compares bits and flags
sb.assert_clean()

A mismatch report shows both values, their encodings, the distance in ulps and the exact result:

value mismatch (e5m10)
  op       add
  expected 0.2998046875     0x34cc  0|01101|0011001100
  actual   0.300048828125   0x34cd  0|01101|0011001101
  diff     +1 ulp (actual - expected)
  exact    0.2999267578125  (off by: expected -0.5 ulp, actual +0.5 ulp)

From SystemVerilog

import verifloat_pkg::*;

chandle fp32 = vf_format("e8m23");
expected = vf_add(fp32, a, b, flags);   // raw code and IEEE flags, no Python in the simulation

Documentation

Topic
Floating point	formats, operations, IEEE semantics, stochastic rounding, flags, arrays
Integers and fixed point	`UINT`, `INT`, `FIXED`
Block-scaled tensors	NVFP4, MXFP4, MXINT8, custom formats, accumulator models
cocotb and the scoreboard	bus packing, mismatch reports, three complete testbenches
Test vectors	generating and checking vector files
SystemVerilog and C	the DPI-C package and the C API
Validation and platforms	what each outside reference checks; bit-identical results across machines
Performance and limitations	throughput against APyTypes; what is not supported
When to use something else	APyTypes, ml_dtypes, gfloat, pychop, SoftFloat

Status

VeriFloat is alpha (0.2), so the API may still change. It has been run bit for bit across Linux distributions, compilers, C libraries and CPU architectures. See Platforms for what has and hasn't been run. The original pure-Python implementation (0.1) is frozen in archive/python and is the reference the C++ core is tested against.

Contributing

Issues and pull requests are welcome. See CONTRIBUTING.md for how to build, test and validate a change. Please report security problems privately, as described in SECURITY.md.

License

MIT

Metadata

Release files for VeriFloat 0.2.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for VeriFloat 0.2.0
File	Size	Uploaded
verifloat-0.2.0.tar.gz	402.7 kB	Oct 4, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for VeriFloat 0.2.0
File	Interpreter	ABI	Platform	Reset
verifloat-0.2.0-cp314-cp314-win_amd64.whl 681.5 kB Oct 4, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
verifloat-0.2.0-cp314-cp314-musllinux_1_2_x86_64.whl 1.8 MB Oct 4, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
verifloat-0.2.0-cp314-cp314-musllinux_1_2_aarch64.whl 1.6 MB Oct 4, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details
verifloat-0.2.0-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 641.4 kB Oct 4, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
verifloat-0.2.0-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 559.8 kB Oct 4, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
verifloat-0.2.0-cp314-cp314-macosx_11_0_x86_64.whl 534.0 kB Oct 4, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ x86-64	Details
verifloat-0.2.0-cp314-cp314-macosx_11_0_arm64.whl 484.1 kB Oct 4, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
verifloat-0.2.0-cp313-cp313-win_amd64.whl 663.2 kB Oct 4, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
verifloat-0.2.0-cp313-cp313-musllinux_1_2_x86_64.whl 1.8 MB Oct 4, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
verifloat-0.2.0-cp313-cp313-musllinux_1_2_aarch64.whl 1.6 MB Oct 4, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details
verifloat-0.2.0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 641.1 kB Oct 4, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
verifloat-0.2.0-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 559.3 kB Oct 4, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
verifloat-0.2.0-cp313-cp313-macosx_11_0_x86_64.whl 533.5 kB Oct 4, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ x86-64	Details
verifloat-0.2.0-cp313-cp313-macosx_11_0_arm64.whl 483.2 kB Oct 4, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
verifloat-0.2.0-cp312-cp312-win_amd64.whl 663.2 kB Oct 4, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
verifloat-0.2.0-cp312-cp312-musllinux_1_2_x86_64.whl 1.8 MB Oct 4, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
verifloat-0.2.0-cp312-cp312-musllinux_1_2_aarch64.whl 1.6 MB Oct 4, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
verifloat-0.2.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 641.1 kB Oct 4, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
verifloat-0.2.0-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 559.3 kB Oct 4, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
verifloat-0.2.0-cp312-cp312-macosx_11_0_x86_64.whl 533.4 kB Oct 4, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ x86-64	Details
verifloat-0.2.0-cp312-cp312-macosx_11_0_arm64.whl 483.2 kB Oct 4, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details

Total release size: 19.3 MB

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This release

0.2.0 This release

Oct 4, 2026 22 release files

VeriFloat 0.2.0

VeriFloat

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