Details

Time bar (total: 13.7s)

sample41.0ms

Algorithm
intervals
Results
17.0ms356×body80valid

simplify3.1s

Counts
1 → 1
Iterations

Useful iterations: 2 (11.0ms)

IterNodesCost
01717
13517
29216
325316
450616
562916
670416
774116
889416
9108416
10108816
done108816

prune6.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 2.7b

localize17.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (* x 2.0) (* (* (* y 9.0) z) t))
0.2b
(* (* y 9.0) z)
0.3b
(* (* a 27.0) b)
5.9b
(* (* (* y 9.0) z) t)

rewrite133.0ms

Algorithm
rewrite-expression-head
Rules
23×pow1 add-exp-log add-cbrt-cube
12×pow-prod-down prod-exp cbrt-unprod
associate-*r*
add-sqr-sqrt add-cube-cbrt *-un-lft-identity
add-log-exp
expm1-log1p-u log1p-expm1-u
associate-*l* *-commutative
sub-neg flip3-- fma-neg diff-log prod-diff flip--
Counts
4 → 79
Calls
4 calls:
8.0ms
(- (* x 2.0) (* (* (* y 9.0) z) t))
18.0ms
(* (* y 9.0) z)
18.0ms
(* (* a 27.0) b)
86.0ms
(* (* (* y 9.0) z) t)

series162.0ms

Counts
4 → 12
Calls
4 calls:
80.0ms
(- (* x 2.0) (* (* (* y 9.0) z) t))
20.0ms
(* (* y 9.0) z)
21.0ms
(* (* a 27.0) b)
41.0ms
(* (* (* y 9.0) z) t)

simplify1.4s

Counts
91 → 91
Iterations

Useful iterations: done (1.4s)

IterNodesCost
0146914
1367869
21522762
done5000740

prune304.0ms

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 0.0b

localize21.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (* x 2.0) (* (* (* y 9.0) z) t))
0.2b
(* (* y 9.0) z)
0.3b
(* a (* 27.0 b))
5.9b
(* (* (* y 9.0) z) t)

rewrite139.0ms

Algorithm
rewrite-expression-head
Rules
23×pow1 add-exp-log add-cbrt-cube
12×pow-prod-down prod-exp cbrt-unprod
add-sqr-sqrt add-cube-cbrt *-un-lft-identity associate-*r*
add-log-exp
associate-*l*
expm1-log1p-u log1p-expm1-u
*-commutative
sub-neg flip3-- fma-neg diff-log prod-diff flip--
Counts
4 → 79
Calls
4 calls:
14.0ms
(- (* x 2.0) (* (* (* y 9.0) z) t))
30.0ms
(* (* y 9.0) z)
23.0ms
(* a (* 27.0 b))
69.0ms
(* (* (* y 9.0) z) t)

series187.0ms

Counts
4 → 12
Calls
4 calls:
96.0ms
(- (* x 2.0) (* (* (* y 9.0) z) t))
27.0ms
(* (* y 9.0) z)
23.0ms
(* a (* 27.0 b))
41.0ms
(* (* (* y 9.0) z) t)

simplify1.3s

Counts
91 → 91
Iterations

Useful iterations: done (1.3s)

IterNodesCost
0144911
1360868
21454761
done5000739

prune346.0ms

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 0.0b

localize18.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (* x 2.0) (* 9.0 (* t (* z y))))
0.3b
(* a (* 27.0 b))
0.3b
(* 9.0 (* t (* z y)))
6.0b
(* t (* z y))

rewrite132.0ms

Algorithm
rewrite-expression-head
Rules
23×pow1 add-exp-log add-cbrt-cube
12×pow-prod-down prod-exp cbrt-unprod
associate-*l*
add-sqr-sqrt add-cube-cbrt *-un-lft-identity
add-log-exp
expm1-log1p-u log1p-expm1-u
associate-*r* *-commutative
sub-neg flip3-- fma-neg diff-log prod-diff flip--
Counts
4 → 79
Calls
4 calls:
14.0ms
(- (* x 2.0) (* 9.0 (* t (* z y))))
18.0ms
(* a (* 27.0 b))
71.0ms
(* 9.0 (* t (* z y)))
27.0ms
(* t (* z y))

series190.0ms

Counts
4 → 12
Calls
4 calls:
106.0ms
(- (* x 2.0) (* 9.0 (* t (* z y))))
23.0ms
(* a (* 27.0 b))
31.0ms
(* 9.0 (* t (* z y)))
29.0ms
(* t (* z y))

simplify1.2s

Counts
91 → 91
Iterations

Useful iterations: 2 (270.0ms)

IterNodesCost
0135901
1336862
21274733
done5001733

prune304.0ms

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 0.0b

localize22.0ms

Local error

Found 4 expressions with local error:

0.0b
(+ (- (* x 2.0) (* (* 9.0 t) (* z y))) (* a (* 27.0 b)))
0.0b
(- (* x 2.0) (* (* 9.0 t) (* z y)))
0.3b
(* a (* 27.0 b))
6.0b
(* (* 9.0 t) (* z y))

rewrite120.0ms

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
expm1-log1p-u associate-*l* log1p-expm1-u
associate-+l+ fma-def
sub-neg diff-log associate-*r* prod-diff sum-log *-commutative
+-commutative associate-+l- flip3-- flip3-+ fma-neg flip-- flip-+
Counts
4 → 81
Calls
4 calls:
44.0ms
(+ (- (* x 2.0) (* (* 9.0 t) (* z y))) (* a (* 27.0 b)))
9.0ms
(- (* x 2.0) (* (* 9.0 t) (* z y)))
19.0ms
(* a (* 27.0 b))
45.0ms
(* (* 9.0 t) (* z y))

series369.0ms

Counts
4 → 12
Calls
4 calls:
185.0ms
(+ (- (* x 2.0) (* (* 9.0 t) (* z y))) (* a (* 27.0 b)))
102.0ms
(- (* x 2.0) (* (* 9.0 t) (* z y)))
34.0ms
(* a (* 27.0 b))
48.0ms
(* (* 9.0 t) (* z y))

simplify1.1s

Counts
93 → 93
Iterations

Useful iterations: done (1.1s)

IterNodesCost
01471243
13961161
216261027
done50011016

prune334.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0.0b

regimes1.0s

Accuracy

80.8% (0.7b remaining)

Error of 0.7b against oracle of 0.0b and baseline of 3.6b

bsearch171.0ms

Steps
ItersRangePoint
8
135400.83543190558
1309199140.3083105
525414192.57802635
5
-2.893404106319312e-31
-1.0884263236032897e-31
-2.767371119342816e-31

simplify14.0ms

Iterations

Useful iterations: 1 (8.0ms)

IterNodesCost
03861
15959
done5959

end0.0ms

sample1.4s

Algorithm
intervals
Results
629.0ms10933×body80valid