Details

Time bar (total: 45.1s)

sample75.0ms

Algorithm
intervals
Results
34.0ms356×body80valid

simplify19.3s

Counts
1 → 1
Iterations
IterNodes
done5001
124899
113849
102818
92072
81738
71515
61194
5771
4477
3234
290
135
017

prune35.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 0.4b

localize42.0ms

Local error

Found 3 expressions with local error:

0.0b
(- (fma (* a 27.0) b (* x 2.0)) (* (* 9.0 y) (* t z)))
0.1b
(fma (* a 27.0) b (* x 2.0))
5.6b
(* (* 9.0 y) (* t z))

rewrite79.0ms

Algorithm
rewrite-expression-head
Rules
15×pow1 add-exp-log add-cbrt-cube
pow-prod-down prod-exp cbrt-unprod
add-sqr-sqrt add-cube-cbrt *-un-lft-identity add-log-exp
expm1-log1p-u fma-neg prod-diff log1p-expm1-u
fma-udef
sub-neg flip3-- diff-log associate-*r* associate-*l* associate--l+ *-commutative flip--
Counts
3 → 55
Calls
3 calls:
14.0ms
(- (fma (* a 27.0) b (* x 2.0)) (* (* 9.0 y) (* t z)))
1.0ms
(fma (* a 27.0) b (* x 2.0))
62.0ms
(* (* 9.0 y) (* t z))

series386.0ms

Counts
3 → 9
Calls
3 calls:
270.0ms
(- (fma (* a 27.0) b (* x 2.0)) (* (* 9.0 y) (* t z)))
68.0ms
(fma (* a 27.0) b (* x 2.0))
49.0ms
(* (* 9.0 y) (* t z))

simplify7.0s

Counts
64 → 64
Iterations
IterNodes
done5000
34877
2933
1257
0106

prune713.0ms

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.0b

localize44.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (fma (* a 27.0) b (* x 2.0)) (* (* (* 9.0 y) t) z))
0.1b
(fma (* a 27.0) b (* x 2.0))
0.5b
(* (* 9.0 y) t)
6.5b
(* (* (* 9.0 y) t) z)

rewrite188.0ms

Algorithm
rewrite-expression-head
Rules
18×pow1 add-exp-log add-cbrt-cube
pow-prod-down prod-exp cbrt-unprod
add-sqr-sqrt add-cube-cbrt *-un-lft-identity
associate-*r* add-log-exp
expm1-log1p-u log1p-expm1-u
fma-neg prod-diff
associate-*l* *-commutative fma-udef
sub-neg flip3-- diff-log associate--l+ flip--
Counts
4 → 74
Calls
4 calls:
12.0ms
(- (fma (* a 27.0) b (* x 2.0)) (* (* (* 9.0 y) t) z))
1.0ms
(fma (* a 27.0) b (* x 2.0))
34.0ms
(* (* 9.0 y) t)
137.0ms
(* (* (* 9.0 y) t) z)

series445.0ms

Counts
4 → 12
Calls
4 calls:
277.0ms
(- (fma (* a 27.0) b (* x 2.0)) (* (* (* 9.0 y) t) z))
78.0ms
(fma (* a 27.0) b (* x 2.0))
38.0ms
(* (* 9.0 y) t)
52.0ms
(* (* (* 9.0 y) t) z)

simplify2.6s

Counts
86 → 86
Iterations
IterNodes
done5000
21119
1303
0126

prune927.0ms

Pruning

6 alts after pruning (5 fresh and 1 done)

Merged error: 0.0b

localize53.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (fma (* a 27.0) b (* x 2.0)) (* (* 9.0 (* t y)) z))
0.1b
(fma (* a 27.0) b (* x 2.0))
0.3b
(* 9.0 (* t y))
6.5b
(* (* 9.0 (* t y)) z)

rewrite133.0ms

Algorithm
rewrite-expression-head
Rules
18×pow1 add-exp-log add-cbrt-cube
pow-prod-down prod-exp cbrt-unprod
add-sqr-sqrt add-cube-cbrt *-un-lft-identity
add-log-exp
expm1-log1p-u associate-*r* associate-*l* log1p-expm1-u
fma-neg prod-diff
*-commutative fma-udef
sub-neg flip3-- diff-log associate--l+ flip--
Counts
4 → 74
Calls
4 calls:
11.0ms
(- (fma (* a 27.0) b (* x 2.0)) (* (* 9.0 (* t y)) z))
1.0ms
(fma (* a 27.0) b (* x 2.0))
29.0ms
(* 9.0 (* t y))
88.0ms
(* (* 9.0 (* t y)) z)

series476.0ms

Counts
4 → 12
Calls
4 calls:
306.0ms
(- (fma (* a 27.0) b (* x 2.0)) (* (* 9.0 (* t y)) z))
80.0ms
(fma (* a 27.0) b (* x 2.0))
38.0ms
(* 9.0 (* t y))
51.0ms
(* (* 9.0 (* t y)) z)

simplify2.3s

Counts
86 → 86
Iterations
IterNodes
done5003
21034
1290
0122

prune1.0s

Pruning

6 alts after pruning (5 fresh and 1 done)

Merged error: 0.0b

localize91.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (fma 27.0 (* a b) (* x 2.0)) (* (* 9.0 (* t y)) z))
0.1b
(fma 27.0 (* a b) (* x 2.0))
0.3b
(* 9.0 (* t y))
6.5b
(* (* 9.0 (* t y)) z)

rewrite210.0ms

Algorithm
rewrite-expression-head
Rules
18×pow1 add-exp-log add-cbrt-cube
pow-prod-down prod-exp cbrt-unprod
add-sqr-sqrt add-cube-cbrt *-un-lft-identity
add-log-exp
expm1-log1p-u associate-*r* associate-*l* log1p-expm1-u
fma-neg prod-diff
*-commutative fma-udef
sub-neg flip3-- diff-log associate--l+ flip--
Counts
4 → 74
Calls
4 calls:
17.0ms
(- (fma 27.0 (* a b) (* x 2.0)) (* (* 9.0 (* t y)) z))
1.0ms
(fma 27.0 (* a b) (* x 2.0))
34.0ms
(* 9.0 (* t y))
154.0ms
(* (* 9.0 (* t y)) z)

series474.0ms

Counts
4 → 12
Calls
4 calls:
301.0ms
(- (fma 27.0 (* a b) (* x 2.0)) (* (* 9.0 (* t y)) z))
79.0ms
(fma 27.0 (* a b) (* x 2.0))
41.0ms
(* 9.0 (* t y))
52.0ms
(* (* 9.0 (* t y)) z)

simplify2.5s

Counts
86 → 86
Iterations
IterNodes
done5001
21084
1287
0120

prune1.2s

Pruning

6 alts after pruning (4 fresh and 2 done)

Merged error: 0.0b

regimes1.9s

Accuracy

79.1% (0.8b remaining)

Error of 0.8b against oracle of 0.0b and baseline of 3.7b

bsearch2.0ms

simplify13.0ms

Iterations
IterNodes
done44
144
033

end0.0ms

sample2.8s

Algorithm
intervals
Results
2.0s10923×body80valid