Herbie results

Average Percentage Accurate: 100.0% → 100.0%

Time: 3.0ms

Bad Runs: 58/58

Speedup: N/A×

Output vs Input Accuracy

Each point represents a Herbie run below. Its horizontal position shows initial accuracy, and vertical position shows final accuracy. Points above the line are improved by Herbie.

Accuracy vs Speed

A joint speed-accuracy pareto curve. Accuracy is on the vertical axis, speed is on the horizontal axis. Up and to the right is better. The initial program is shown by the red square.

Test	Time
powComplex, real part	0.0s	»
powComplex, imaginary part	0.0s	»
normal distribution	0.0s	»
math.square on complex, real part	0.0s	»
math.square on complex, imaginary part	0.0s	»
math.sqrt on complex, imaginary part, im greater than 0 branch	0.0s	»
math.sin on complex, real part	0.0s	»
math.log10 on complex, real part	0.0s	»
math.log10 on complex, imaginary part	0.0s	»
math.log/2 on complex, real part	0.0s	»
math.log/2 on complex, imaginary part	0.0s	»
math.log/1 on complex, real part	0.0s	»
math.log/1 on complex, imaginary part	0.0s	»
math.exp on complex, real part	0.0s	»
math.exp on complex, imaginary part	0.0s	»
math.cos on complex, real part	0.0s	»
math.arg on complex	0.0s	»
math.abs on complex (squared)	0.0s	»
math.abs on complex	0.0s	»
_multiplyComplex, real part	0.0s	»
_multiplyComplex, imaginary part	0.0s	»
_divideComplex, real part	0.0s	»
_divideComplex, imaginary part	0.0s	»
Rust f64::atanh	0.0s	»
Rust f32::atanh	0.0s	»
Octave 3.8, oct_fill_randg	0.0s	»
Octave 3.8, jcobi/4, as called	0.0s	»
Octave 3.8, jcobi/4	0.0s	»
Octave 3.8, jcobi/3	0.0s	»
Octave 3.8, jcobi/2	0.0s	»
Octave 3.8, jcobi/1	0.0s	»
Jmat.Real.lambertw, estimator	0.0s	»
Jmat.Real.gamma, branch z less than 0.5	0.0s	»
Jmat.Real.gamma, branch z greater than 0.5	0.0s	»
Jmat.Real.erfi, branch x less than or equal to 0.5	0.0s	»
Jmat.Real.erfi, branch x greater than or equal to 5	0.0s	»
Jmat.Real.erf	0.0s	»
Jmat.Real.dawson	0.0s	»
math.sqrt on complex, real part	0.0s	»
math.sin on complex, imaginary part	0.0s	»
math.cube on real	0.0s	»
math.cube on complex, real part	0.0s	»
math.cube on complex, imaginary part	0.0s	»
math.cos on complex, imaginary part	0.0s	»
Rust f64::asinh	0.0s	»
Rust f64::acosh	0.0s	»
Rust f32::asinh	0.0s	»
Rust f32::acosh	0.0s	»
Jmat.Real.lambertw, newton loop step	0.0s	»
Ian Simplification	0.0s	»
FastMath test5	0.0s	»
FastMath test3	0.0s	»
FastMath test2	0.0s	»
FastMath test1	0.0s	»
FastMath repmul	0.0s	»
FastMath dist4	0.0s	»
FastMath dist3	0.0s	»
FastMath dist	0.0s	»

Test

Start

Result ?

Target ?

Time

powComplex, real part

0.0s

powComplex, imaginary part

0.0s

normal distribution

0.0s

math.square on complex, real part

0.0s

math.square on complex, imaginary part

0.0s

math.sqrt on complex, imaginary part, im greater than 0 branch

0.0s

math.sin on complex, real part

0.0s

math.log10 on complex, real part

0.0s

math.log10 on complex, imaginary part

0.0s

math.log/2 on complex, real part

0.0s

math.log/2 on complex, imaginary part

0.0s

math.log/1 on complex, real part

0.0s

math.log/1 on complex, imaginary part

0.0s

math.exp on complex, real part

0.0s

math.exp on complex, imaginary part

0.0s

math.cos on complex, real part

0.0s

math.arg on complex

0.0s

math.abs on complex (squared)

0.0s

math.abs on complex

0.0s

_multiplyComplex, real part

0.0s

_multiplyComplex, imaginary part

0.0s

_divideComplex, real part

0.0s

_divideComplex, imaginary part

0.0s

Rust f64::atanh

0.0s

Rust f32::atanh

0.0s

Octave 3.8, oct_fill_randg

0.0s

Octave 3.8, jcobi/4, as called

0.0s

Octave 3.8, jcobi/4

0.0s

Octave 3.8, jcobi/3

0.0s

Octave 3.8, jcobi/2

0.0s

Octave 3.8, jcobi/1

0.0s

Jmat.Real.lambertw, estimator

0.0s

Jmat.Real.gamma, branch z less than 0.5

0.0s

Jmat.Real.gamma, branch z greater than 0.5

0.0s

Jmat.Real.erfi, branch x less than or equal to 0.5

0.0s

Jmat.Real.erfi, branch x greater than or equal to 5

0.0s

Jmat.Real.erf

0.0s

Jmat.Real.dawson

0.0s

math.sqrt on complex, real part

0.0s

math.sin on complex, imaginary part

0.0s

math.cube on real

0.0s

math.cube on complex, real part

0.0s

math.cube on complex, imaginary part

0.0s

math.cos on complex, imaginary part

0.0s

Rust f64::asinh

0.0s

Rust f64::acosh

0.0s

Rust f32::asinh

0.0s

Rust f32::acosh

0.0s

Jmat.Real.lambertw, newton loop step

0.0s

Ian Simplification

0.0s

FastMath test5

0.0s

FastMath test3

0.0s

FastMath test2

0.0s

FastMath test1

0.0s

FastMath repmul

0.0s

FastMath dist4

0.0s

FastMath dist3

0.0s

FastMath dist

0.0s