pyintval
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,fmavia 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/tanacross wrapping intervals,atan2's branch cut, and domain restriction (e.g.sqrtof a partly-negative interval,logtoward 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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Source Distribution
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