Herbie results

Average Percentage Accurate: 68.9% → 93.9%

Time: 24.7min

Bad Runs: 5/53

Speedup: 4.6×

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	Start	Result ?	Target ?	Time
symmetry log of sum of exp	54.1%	99.0%		15.9s	»
raw-angle from scale-rotated-ellipse				2.5min	»
b parameter of renormalized beta distribution	99.9%	99.9%		5.7s	»
b from scale-rotated-ellipse				2.5min	»
ab-angle->ABCF D	82.3%	99.7%		3.3s	»
ab-angle->ABCF C	80.0%	79.8%		15.7s	»
ab-angle->ABCF B	53.7%	67.0%		34.1s	»
ab-angle->ABCF A	79.9%	79.8%		55.1s	»
a parameter of renormalized beta distribution	99.8%	99.8%		5.9s	»
a from scale-rotated-ellipse				2.5min	»
Trigonometry B	99.5%	99.5%		12.9s	»
Trigonometry A	99.8%	99.8%		8.7s	»
Spherical law of cosines	74.2%	94.4%		32.0s	»
Simplification of discriminant from scale-rotated-ellipse	25.4%	93.8%		2.3min	»
Quadratic roots, wide range	17.2%	97.7%		8.6s	»
Quadratic roots, narrow range	55.5%	91.1%		13.9s	»
Quadratic roots, medium range	31.8%	95.0%		12.5s	»
Quadratic roots, full range	52.0%	84.7%		10.5s	»
Midpoint on a great circle	98.5%	99.7%		20.5s	»
Logistic function from Lakshay Garg	54.3%	99.1%		5.4s	»
Hyperbolic tangent	8.8%	97.2%		3.9s	»
Hyperbolic sine	54.6%	99.9%		4.7s	»
Hyperbolic secant	100.0%	100.0%		1.9s	»
Hyperbolic arc-cosine	52.1%	99.5%		4.7s	»
Hyperbolic arc-(co)tangent	8.4%	100.0%		5.4s	»
Hyperbolic arc-(co)secant	99.9%	99.9%		3.5s	»
Example from Robby	99.8%	99.8%		20.5s	»
Example 2 from Robby	99.8%	99.8%		16.0s	»
Equirectangular approximation to distance on a great circle	59.9%	99.8%		17.2s	»
Eccentricity of an ellipse	77.4%	100.0%		3.4s	»
Distance on a great circle	61.7%	62.5%		2.2min	»
Destination given bearing on a great circle	99.8%	99.8%		26.8s	»
Cubic critical, wide range	17.1%	99.9%		8.0s	»
Cubic critical, narrow range	55.2%	90.9%		12.8s	»
Cubic critical, medium range	31.7%	95.2%		10.8s	»
Cubic critical	51.9%	84.7%		11.6s	»
Bearing on a great circle	78.6%	99.7%		37.8s	»
Asymptote C	53.9%	99.8%		5.9s	»
Asymptote B	100.0%	100.0%		3.3s	»
Asymptote A	76.8%	99.9%		3.8s	»
ABCF->ab-angle b	19.2%	43.7%		33.6s	»
ABCF->ab-angle angle	54.1%	88.7%		16.5s	»
ABCF->ab-angle a	19.6%	47.8%		42.4s	»
2-ancestry mixing, zero discriminant	76.3%	98.7%		6.1s	»
2-ancestry mixing, positive discriminant	43.6%	95.7%		15.3s	»
2-ancestry mixing, negative discriminant	98.5%	98.5%		5.0s	»
Quotient of sum of exps	99.0%	99.2%	100.0%	7.3s	»
Quotient of products	85.5%	95.4%	86.3%	3.8s	»
Logistic regression 2	99.5%	99.6%	99.9%	10.6s	»
Hyperbolic arcsine	17.5%	99.6%	29.7%	4.0s	»
Harley's example				2.5min	»
Exp of sum of logs	92.2%	100.0%	100.0%	1.5s	»
(- (/ x0 (- 1 x1)) x0)				0.0s	»

Test

Start

Result ?

Target ?

Time

symmetry log of sum of exp

54.1%

99.0%

15.9s

raw-angle from scale-rotated-ellipse

2.5min

b parameter of renormalized beta distribution

99.9%

5.7s

b from scale-rotated-ellipse

2.5min

ab-angle->ABCF D

82.3%

99.7%

3.3s

ab-angle->ABCF C

80.0%

79.8%

15.7s

ab-angle->ABCF B

53.7%

67.0%

34.1s

ab-angle->ABCF A

79.9%

79.8%

55.1s

a parameter of renormalized beta distribution

99.8%

5.9s

a from scale-rotated-ellipse

2.5min

Trigonometry B

99.5%

12.9s

Trigonometry A

99.8%

8.7s

Spherical law of cosines

74.2%

94.4%

32.0s

Simplification of discriminant from scale-rotated-ellipse

25.4%

93.8%

2.3min

Quadratic roots, wide range

17.2%

97.7%

8.6s

Quadratic roots, narrow range

55.5%

91.1%

13.9s

Quadratic roots, medium range

31.8%

95.0%

12.5s

Quadratic roots, full range

52.0%

84.7%

10.5s

Midpoint on a great circle

98.5%

99.7%

20.5s

Logistic function from Lakshay Garg

54.3%

99.1%

5.4s

Hyperbolic tangent

8.8%

97.2%

3.9s

Hyperbolic sine

54.6%

99.9%

4.7s

Hyperbolic secant

100.0%

1.9s

Hyperbolic arc-cosine

52.1%

99.5%

4.7s

Hyperbolic arc-(co)tangent

8.4%

100.0%

5.4s

Hyperbolic arc-(co)secant

99.9%

3.5s

Example from Robby

99.8%

20.5s

Example 2 from Robby

99.8%

16.0s

Equirectangular approximation to distance on a great circle

59.9%

99.8%

17.2s

Eccentricity of an ellipse

77.4%

100.0%

3.4s

Distance on a great circle

61.7%

62.5%

2.2min

Destination given bearing on a great circle

99.8%

26.8s

Cubic critical, wide range

17.1%

99.9%

8.0s

Cubic critical, narrow range

55.2%

90.9%

12.8s

Cubic critical, medium range

31.7%

95.2%

10.8s

Cubic critical

51.9%

84.7%

11.6s

Bearing on a great circle

78.6%

99.7%

37.8s

Asymptote C

53.9%

99.8%

5.9s

Asymptote B

100.0%

3.3s

Asymptote A

76.8%

99.9%

3.8s

ABCF->ab-angle b

19.2%

43.7%

33.6s

ABCF->ab-angle angle

54.1%

88.7%

16.5s

ABCF->ab-angle a

19.6%

47.8%

42.4s

2-ancestry mixing, zero discriminant

76.3%

98.7%

6.1s

2-ancestry mixing, positive discriminant

43.6%

95.7%

15.3s

2-ancestry mixing, negative discriminant

98.5%

5.0s

Quotient of sum of exps

99.0%

99.2%

100.0%

7.3s

Quotient of products

85.5%

95.4%

86.3%

3.8s

Logistic regression 2

99.5%

99.6%

99.9%

10.6s

Hyperbolic arcsine

17.5%

99.6%

29.7%

4.0s

Harley's example

2.5min

Exp of sum of logs

92.2%

100.0%

1.5s

(- (/ x0 (- 1 x1)) x0)

0.0s