Average Accuracy: 87.2% → 97.3%
Time: 1.3min
Crashes and Timeouts: 0/9
Speedup at Initial Accuracy: 1.5×

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 for the Herbie runs below. Accuracy is on the vertical axis, and speed is on the horizontal axis. Up and to the right is better. The initial programs are shown by the red square.
TestStartResult ?Target ?Time
subtraction fraction100.0%100.0%7.5s»
sqrt times99.2%99.5%2.8s»
neg log100.0%100.0%1.2s»
jeff quadratic root 271.5%90.0%22.8s»
jeff quadratic root 172.3%89.9%24.9s»
fabs fraction 2100.0%100.0%0.9s»
fabs fraction 191.9%96.2%10.2s»
exp neg sub100.0%100.0%3.2s»
sqrt sqr49.6%100.0%100.0%3.2s»