Details

Time bar (total: 5.2s)

sample50.0ms

Algorithm
intervals
Results
32.0ms345×body80valid

simplify114.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 1 (5.0ms)

IterNodesCost
0358
1937
22607
35657
47627
59847
610217
711867
815527
921127
1021127

prune9.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 4.1b

localize13.0ms

Local error

Found 3 expressions with local error:

0.1b
(fma a (* 27.0 b) (- (* x 2.0) (* (* (* y 9.0) z) t)))
0.5b
(* (* y 9.0) z)
5.5b
(* (* (* y 9.0) z) t)

rewrite29.0ms

Algorithm
rewrite-expression-head
Rules
17×pow1 add-exp-log add-cbrt-cube
pow-prod-down prod-exp cbrt-unprod
associate-*r*
add-sqr-sqrt add-cube-cbrt *-un-lft-identity
expm1-log1p-u log1p-expm1-u add-log-exp
associate-*l* *-commutative
fma-udef
Counts
3 → 53
Calls
3 calls:
0.0ms
(fma a (* 27.0 b) (- (* x 2.0) (* (* (* y 9.0) z) t)))
6.0ms
(* (* y 9.0) z)
21.0ms
(* (* (* y 9.0) z) t)

series225.0ms

Counts
3 → 9
Calls
3 calls:
173.0ms
(fma a (* 27.0 b) (- (* x 2.0) (* (* (* y 9.0) z) t)))
19.0ms
(* (* y 9.0) z)
32.0ms
(* (* (* y 9.0) z) t)

simplify49.0ms

Algorithm
egg-herbie
Counts
62 → 62
Iterations

Useful iterations: 1 (12.0ms)

IterNodesCost
0225316
11077256
25001256

prune182.0ms

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.0b

localize12.0ms

Local error

Found 2 expressions with local error:

0.1b
(fma a (* 27.0 b) (- (* x 2.0) (* (* y 9.0) (* z t))))
5.6b
(* (* y 9.0) (* z t))

rewrite11.0ms

Algorithm
rewrite-expression-head
Rules
14×pow1 add-exp-log add-cbrt-cube
pow-prod-down prod-exp cbrt-unprod
add-sqr-sqrt expm1-log1p-u add-cube-cbrt *-un-lft-identity log1p-expm1-u add-log-exp
associate-*r* associate-*l* *-commutative fma-udef
Counts
2 → 34
Calls
2 calls:
0.0ms
(fma a (* 27.0 b) (- (* x 2.0) (* (* y 9.0) (* z t))))
10.0ms
(* (* y 9.0) (* z t))

series198.0ms

Counts
2 → 6
Calls
2 calls:
167.0ms
(fma a (* 27.0 b) (- (* x 2.0) (* (* y 9.0) (* z t))))
31.0ms
(* (* y 9.0) (* z t))

simplify145.0ms

Algorithm
egg-herbie
Counts
40 → 40
Iterations

Useful iterations: 1 (10.0ms)

IterNodesCost
0186247
1744195
24128195
35001195

prune119.0ms

Pruning

6 alts after pruning (5 fresh and 1 done)

Merged error: 0.0b

localize13.0ms

Local error

Found 3 expressions with local error:

0.1b
(fma a (* 27.0 b) (- (* x 2.0) (* y (* 9.0 (* z t)))))
0.2b
(* 9.0 (* z t))
5.5b
(* y (* 9.0 (* z t)))

rewrite23.0ms

Algorithm
rewrite-expression-head
Rules
17×pow1 add-exp-log add-cbrt-cube
pow-prod-down prod-exp cbrt-unprod
associate-*l*
add-sqr-sqrt add-cube-cbrt *-un-lft-identity
expm1-log1p-u log1p-expm1-u add-log-exp
associate-*r* *-commutative
fma-udef
Counts
3 → 53
Calls
3 calls:
0.0ms
(fma a (* 27.0 b) (- (* x 2.0) (* y (* 9.0 (* z t)))))
6.0ms
(* 9.0 (* z t))
15.0ms
(* y (* 9.0 (* z t)))

series214.0ms

Counts
3 → 9
Calls
3 calls:
167.0ms
(fma a (* 27.0 b) (- (* x 2.0) (* y (* 9.0 (* z t)))))
19.0ms
(* 9.0 (* z t))
28.0ms
(* y (* 9.0 (* z t)))

simplify140.0ms

Algorithm
egg-herbie
Counts
62 → 62
Iterations

Useful iterations: 1 (9.0ms)

IterNodesCost
0210314
1836254
24494254
35002254

prune186.0ms

Pruning

7 alts after pruning (5 fresh and 2 done)

Merged error: 0.0b

localize17.0ms

Local error

Found 4 expressions with local error:

0.6b
(cbrt y)
0.6b
(cbrt y)
2.1b
(* (cbrt y) (* 9.0 (* z t)))
3.6b
(* (* (cbrt y) (cbrt y)) (* (cbrt y) (* 9.0 (* z t))))

rewrite74.0ms

Algorithm
rewrite-expression-head
Rules
45×pow1 add-exp-log
30×pow-prod-down prod-exp cbrt-unprod
28×add-cbrt-cube
cbrt-prod
add-sqr-sqrt add-cube-cbrt *-un-lft-identity
associate-*l*
expm1-log1p-u log1p-expm1-u add-log-exp
pow1/3 associate-*r* *-commutative
Counts
4 → 88
Calls
4 calls:
0.0ms
(cbrt y)
1.0ms
(cbrt y)
19.0ms
(* (cbrt y) (* 9.0 (* z t)))
51.0ms
(* (* (cbrt y) (cbrt y)) (* (cbrt y) (* 9.0 (* z t))))

series604.0ms

Counts
4 → 12
Calls
4 calls:
209.0ms
(cbrt y)
200.0ms
(cbrt y)
141.0ms
(* (cbrt y) (* 9.0 (* z t)))
53.0ms
(* (* (cbrt y) (cbrt y)) (* (cbrt y) (* 9.0 (* z t))))

simplify68.0ms

Algorithm
egg-herbie
Counts
100 → 100
Iterations

Useful iterations: 2 (59.0ms)

IterNodesCost
0307640
11456472
25002422

prune323.0ms

Pruning

7 alts after pruning (4 fresh and 3 done)

Merged error: 0.0b

regimes826.0ms

Accuracy

76.9% (0.9b remaining)

Error of 0.9b against oracle of 0.0b and baseline of 3.7b

bsearch205.0ms

Steps
ItersRangePoint
10
5.771196196357939e-24
1.9218921607785524e-10
8.328673545610291e-20
9
-5.346835466478784e+105
-1.6676516911771328e+99
-1.6907638896107695e+99

simplify2.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (1.0ms)

IterNodesCost
04214
14214

end0.0ms

sample1.4s

Algorithm
intervals
Results
975.0ms11071×body80valid