Details

Time bar (total: 4.5s)

sample36.0ms

Algorithm
intervals
Results
13.0ms365×body80valid

simplify77.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (1.0ms)

IterNodesCost
0348
1838
22208
33848
44558
55638
65868
76778
89028
913228
1013228

prune3.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 4.9b

localize13.0ms

Local error

Found 4 expressions with local error:

0.0b
(+ (- (* x 2.0) (* (* (* y 9.0) z) t)) (* (* a 27.0) b))
0.3b
(* (* a 27.0) b)
0.4b
(* (* y 9.0) z)
7.0b
(* (* (* y 9.0) z) t)

rewrite127.0ms

Algorithm
rewrite-expression-head
Rules
23×pow1 add-exp-log add-cbrt-cube
12×pow-prod-down prod-exp cbrt-unprod
associate-*r* add-log-exp
add-sqr-sqrt add-cube-cbrt *-un-lft-identity
associate-*l* *-commutative
associate-+l+ sum-log
+-commutative associate-+l- sub-neg flip3-+ diff-log flip-+
Counts
4 → 72
Calls
4 calls:
31.0ms
(+ (- (* x 2.0) (* (* (* y 9.0) z) t)) (* (* a 27.0) b))
17.0ms
(* (* a 27.0) b)
19.0ms
(* (* y 9.0) z)
57.0ms
(* (* (* y 9.0) z) t)

series187.0ms

Counts
4 → 12
Calls
4 calls:
130.0ms
(+ (- (* x 2.0) (* (* (* y 9.0) z) t)) (* (* a 27.0) b))
17.0ms
(* (* a 27.0) b)
15.0ms
(* (* y 9.0) z)
25.0ms
(* (* (* y 9.0) z) t)

simplify62.0ms

Algorithm
egg-herbie
Counts
84 → 84
Iterations

Useful iterations: 1 (11.0ms)

IterNodesCost
0370455
11919383
25001383

prune215.0ms

Pruning

14 alts after pruning (14 fresh and 0 done)

Merged error: 0.0b

localize12.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (* x 2.0) (* (* y 9.0) (* z t)))
0.0b
(+ (- (* x 2.0) (* (* y 9.0) (* z t))) (* (* a 27.0) b))
0.3b
(* (* a 27.0) b)
7.2b
(* (* y 9.0) (* z t))

rewrite90.0ms

Algorithm
rewrite-expression-head
Rules
21×pow1 add-exp-log add-cbrt-cube
11×pow-prod-down prod-exp cbrt-unprod add-log-exp
add-sqr-sqrt add-cube-cbrt *-un-lft-identity
associate-*r*
sub-neg associate-+l+ diff-log associate-*l* sum-log *-commutative
+-commutative associate-+l- flip3-- flip3-+ flip-- flip-+
Counts
4 → 67
Calls
4 calls:
9.0ms
(- (* x 2.0) (* (* y 9.0) (* z t)))
32.0ms
(+ (- (* x 2.0) (* (* y 9.0) (* z t))) (* (* a 27.0) b))
20.0ms
(* (* a 27.0) b)
27.0ms
(* (* y 9.0) (* z t))

series235.0ms

Counts
4 → 12
Calls
4 calls:
64.0ms
(- (* x 2.0) (* (* y 9.0) (* z t)))
128.0ms
(+ (- (* x 2.0) (* (* y 9.0) (* z t))) (* (* a 27.0) b))
20.0ms
(* (* a 27.0) b)
23.0ms
(* (* y 9.0) (* z t))

simplify59.0ms

Algorithm
egg-herbie
Counts
79 → 79
Iterations

Useful iterations: 1 (11.0ms)

IterNodesCost
0385495
11778438
25001438

prune217.0ms

Pruning

12 alts after pruning (12 fresh and 0 done)

Merged error: 0.0b

localize13.0ms

Local error

Found 4 expressions with local error:

0.0b
(+ (- (* x 2.0) (* y (* 9.0 (* z t)))) (* (* a 27.0) b))
0.2b
(* 9.0 (* z t))
0.3b
(* (* a 27.0) b)
6.8b
(* y (* 9.0 (* z t)))

rewrite113.0ms

Algorithm
rewrite-expression-head
Rules
23×pow1 add-exp-log add-cbrt-cube
12×pow-prod-down prod-exp cbrt-unprod
add-log-exp
add-sqr-sqrt add-cube-cbrt *-un-lft-identity associate-*l*
associate-*r*
*-commutative
associate-+l+ sum-log
+-commutative associate-+l- sub-neg flip3-+ diff-log flip-+
Counts
4 → 72
Calls
4 calls:
33.0ms
(+ (- (* x 2.0) (* y (* 9.0 (* z t)))) (* (* a 27.0) b))
16.0ms
(* 9.0 (* z t))
17.0ms
(* (* a 27.0) b)
44.0ms
(* y (* 9.0 (* z t)))

series186.0ms

Counts
4 → 12
Calls
4 calls:
131.0ms
(+ (- (* x 2.0) (* y (* 9.0 (* z t)))) (* (* a 27.0) b))
15.0ms
(* 9.0 (* z t))
17.0ms
(* (* a 27.0) b)
23.0ms
(* y (* 9.0 (* z t)))

simplify51.0ms

Algorithm
egg-herbie
Counts
84 → 84
Iterations

Useful iterations: 1 (10.0ms)

IterNodesCost
0357453
11674381
25002381

prune229.0ms

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 0.0b

localize15.0ms

Local error

Found 4 expressions with local error:

0.0b
(+ (- (* x 2.0) (* y (* 9.0 (* z t)))) (pow (* 27.0 (* a b)) 1))
0.2b
(* 9.0 (* z t))
0.3b
(* 27.0 (* a b))
6.8b
(* y (* 9.0 (* z t)))

rewrite116.0ms

Algorithm
rewrite-expression-head
Rules
23×pow1 add-exp-log add-cbrt-cube
12×pow-prod-down prod-exp cbrt-unprod
*-un-lft-identity associate-*l* add-log-exp
add-sqr-sqrt add-cube-cbrt
associate-*r* *-commutative
associate-+l+ sum-log
+-commutative associate-+l- sub-neg flip3-+ diff-log flip-+ distribute-lft-out
Counts
4 → 73
Calls
4 calls:
34.0ms
(+ (- (* x 2.0) (* y (* 9.0 (* z t)))) (pow (* 27.0 (* a b)) 1))
18.0ms
(* 9.0 (* z t))
17.0ms
(* 27.0 (* a b))
45.0ms
(* y (* 9.0 (* z t)))

series191.0ms

Counts
4 → 12
Calls
4 calls:
131.0ms
(+ (- (* x 2.0) (* y (* 9.0 (* z t)))) (pow (* 27.0 (* a b)) 1))
16.0ms
(* 9.0 (* z t))
21.0ms
(* 27.0 (* a b))
23.0ms
(* y (* 9.0 (* z t)))

simplify49.0ms

Algorithm
egg-herbie
Counts
85 → 85
Iterations

Useful iterations: 2 (42.0ms)

IterNodesCost
0350474
11484397
25002394

prune223.0ms

Pruning

11 alts after pruning (10 fresh and 1 done)

Merged error: 0.0b

regimes1.1s

Accuracy

84.2% (0.6b remaining)

Error of 0.7b against oracle of 0.0b and baseline of 4.0b

bsearch1.0ms

simplify2.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
05933
15933

end0.0ms

sample949.0ms

Algorithm
intervals
Results
402.0ms11038×body80valid