An open API service indexing awesome lists of open source software.

https://github.com/tuwien-cms/xprec-rs

Fast emulated quadruple precision in Rust
https://github.com/tuwien-cms/xprec-rs

accuracy compensated-sum double-double numerics quad-precision

Last synced: 3 months ago
JSON representation

Fast emulated quadruple precision in Rust

Awesome Lists containing this project

README

          

Fast emulated quadruple precision in Rust
=========================================

Emulates quadruple precision with a pair of doubles. This roughly doubles
the mantissa bits (and thus squares the precision of double). The range
is almost the same as double, with a larger area of denormalized numbers.
This is also called double-double arithmetic, compensated arithmetic, or Dekker
arithmetic.

The rough cost in floating point operations (fl) and relative error as
multiples of u² = 1.32e-32 (round-off error or half the machine epsilon) is
as follows:

| (op) | f64 f64 | error | Df64 f64 | error | Df64 Df64 | error |
|------------|--------:|------:|--------:|------:|--------:|------:|
| add_fast | 3 fl | 0u² | 7 fl | 2u² | 17 fl | 3u² |
| + - | 6 fl | 0u² | 10 fl | 2u² | 20 fl | 3u² |
| * | 2 fl | 0u² | 6 fl | 2u² | 9 fl | 4u² |
| / | 3* fl | 1u² | 7* fl | 3u² | 28* fl | 6u² |
| reciprocal | 3* fl | 1u² | | | 19* fl | 2.3u² |
| sqrt | 4* fl | 2u² | | | 8* fl | 4u² |

The error bounds are mostly tight analytical bounds (except for divisions).[^1]
An asterisk indicates the need for one or two double divisions, which are about
an order of magnitude more expensive than regular flops on a modern CPU.

The table can be distilled into two rules of thumb: double-double arithmetic
roughly doubles the number of significant digits at the cost of a roughly
15x slowdown compared to double arithmetic.

[^1]: M. Joldes, et al., ACM Trans. Math. Softw. 44, 1-27 (2018) and
J.-M. Muller and L. Rideau, ACM Trans. Math. Softw. 48, 1, 9 (2022).
The flop count has been reduced by 3 for divisons/reciprocals.
In the case of double-double division, the bound is 10u² but largest
observed error is 6u². In double by double division, we expect u². We
report the largest observed error.

License and Copying
-------------------
Copyright (C) 2023-2025 Markus Wallerberger and others.

Released under the MIT license (see LICENSE for details).