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pyintval

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Rigorous interval arithmetic for Python — every operation returns an interval that is mathematically guaranteed to contain the true result.

Status: under active development. The rigorous kernel, the Python bindings, and the full set of elementary functions are implemented and tested; packaging polish (wheels, docs) and decorated intervals are in progress.

What it provides

  • IEEE 1788-2015 set-based interval arithmetic over double-precision endpoints: empty and unbounded intervals propagate instead of raising, so bulk computations never abort mid-sweep.
  • Correctly rounded endpoints for +, -, *, /, sqrt, fma via error-free transformations (no rounding-mode switching, thread-safe), and elementary functions (exp, log, sin, cos, tan, their inverses, hyperbolics, pow, atan2, hypot, cbrt, expm1, log1p, erf, erfc, ...) built on the correctly rounded CORE-MATH kernels, widened one ulp per side — enclosures at most a couple of ulps wider than optimal.
  • Correct handling of the hard cases: periodic extrema of sin/cos/tan across wrapping intervals, atan2's branch cut, and domain restriction (e.g. sqrt of a partly-negative interval, log toward zero).
  • Verified against a high-precision mpmath oracle across millions of inputs, and the rounding primitives cross-checked bit-for-bit against hardware directed rounding.

Planned: decorated intervals (a machine-checked certificate that a composed function is defined and continuous on its input box), NumPy-style interval arrays, and prebuilt wheels on PyPI.

Planned API (illustrative)

import pyintval as iv

x = iv.Interval("0.1")               # rigorously encloses the decimal 0.1
y = iv.sqrt(x) + iv.sin(x) * 2       # guaranteed enclosure of the true image
print(y.lo, y.hi)

iv.Interval(1) / iv.Interval(-1, 1)  # -> Interval('[entire]'), never raises
iv.exp(iv.log(iv.Interval(5)))       # encloses 5
math_pi_in = 3.141592653589793 in iv.pi()

Installation

Once released:

pip install pyintval

From source (requires a C++20 compiler):

pip install .

On Windows, building from source requires clang-cl (the vendored CORE-MATH kernels use features MSVC lacks); prebuilt wheels have no such requirement.

Documentation

Full documentation — guide and API reference — is built with Sphinx from docs/ and hosted on Read the Docs. Build it locally with:

pip install ".[docs]"
sphinx-build -b html docs docs/_build/html

Development

# Python tests
pip install -e ".[test]"
pytest

# C++ unit tests
cmake -S . -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build --config Release
ctest --test-dir build -C Release --output-on-failure

# Lint / format
pip install pre-commit
pre-commit run --all-files

See RELEASING.md for the wheel-building and PyPI publishing process.

Examples

The examples/ directory has runnable scripts: basic usage, rigorous range enclosure, an intermediate-value-theorem root proof, certified transcendental bounds, and a continuity certificate via decorated intervals.

License

MIT. Vendored components: doctest (MIT) and the CORE-MATH correctly-rounded kernels (MIT); see third_party/.

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