Details

Time bar (total: 10.9s)

sample33.0ms

Algorithm
intervals
Results
14.0ms352×body80valid

simplify5.4s

Counts
1 → 1
Iterations

Useful iterations: 2 (12.0ms)

IterNodesCost
01717
13517
29016
324516
452616
571316
683516
787216
8107316
9166616
10190916
done190916

prune9.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 3.4b

localize11.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (* x 2.0) (* (* (* y 9.0) z) t))
0.0b
(fma (* a 27.0) b (- (* x 2.0) (* (* (* y 9.0) z) t)))
0.3b
(* (* y 9.0) z)
5.2b
(* (* (* y 9.0) z) t)

rewrite33.0ms

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
associate-*l* *-commutative
sub-neg flip3-- fma-neg diff-log prod-diff flip-- fma-udef
Counts
4 → 69
Calls
4 calls:
3.0ms
(- (* x 2.0) (* (* (* y 9.0) z) t))
0.0ms
(fma (* a 27.0) b (- (* x 2.0) (* (* (* y 9.0) z) t)))
7.0ms
(* (* y 9.0) z)
22.0ms
(* (* (* y 9.0) z) t)

series249.0ms

Counts
4 → 12
Calls
4 calls:
63.0ms
(- (* x 2.0) (* (* (* y 9.0) z) t))
144.0ms
(fma (* a 27.0) b (- (* x 2.0) (* (* (* y 9.0) z) t)))
19.0ms
(* (* y 9.0) z)
24.0ms
(* (* (* y 9.0) z) t)

simplify640.0ms

Counts
81 → 81
Iterations

Useful iterations: 2 (98.0ms)

IterNodesCost
0125997
1317954
21381823
done5001823

prune228.0ms

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 0.0b

localize20.0ms

Local error

Found 4 expressions with local error:

0.2b
(* 9.0 (* t (* z y)))
0.3b
(* 9.0 (* z y))
3.2b
(* (* 9.0 (* z y)) (+ (- t) t))
5.2b
(* t (* z y))

rewrite64.0ms

Algorithm
rewrite-expression-head
Rules
32×pow1 add-exp-log add-cbrt-cube
18×pow-prod-down prod-exp cbrt-unprod
16×*-un-lft-identity associate-*r*
12×add-sqr-sqrt add-cube-cbrt
10×associate-*l*
distribute-lft-neg-in expm1-log1p-u distribute-rgt-out *-commutative log1p-expm1-u distribute-lft-out add-log-exp
distribute-rgt-neg-in
neg-mul-1 distribute-lft1-in associate-*r/
distribute-rgt-in distribute-lft-in flip3-+ flip-+
Counts
4 → 100
Calls
4 calls:
15.0ms
(* 9.0 (* t (* z y)))
6.0ms
(* 9.0 (* z y))
34.0ms
(* (* 9.0 (* z y)) (+ (- t) t))
6.0ms
(* t (* z y))

series75.0ms

Counts
4 → 12
Calls
4 calls:
26.0ms
(* 9.0 (* t (* z y)))
19.0ms
(* 9.0 (* z y))
1.0ms
(* (* 9.0 (* z y)) (+ (- t) t))
28.0ms
(* t (* z y))

simplify765.0ms

Counts
112 → 112
Iterations

Useful iterations: 2 (133.0ms)

IterNodesCost
01311069
13891032
21853804
done5000804

prune300.0ms

Pruning

6 alts after pruning (5 fresh and 1 done)

Merged error: 0.0b

localize17.0ms

Local error

Found 4 expressions with local error:

5.2b
(* (- t) (* 9.0 (* z y)))
5.2b
(* t (* z y))
5.2b
(* t (* z y))
9.7b
(+ (* (- t) (* 9.0 (* z y))) (* 9.0 (* t (* z y))))

rewrite49.0ms

Algorithm
rewrite-expression-head
Rules
23×pow1 add-exp-log add-cbrt-cube
16×associate-*l*
12×pow-prod-down prod-exp cbrt-unprod
add-sqr-sqrt add-cube-cbrt *-un-lft-identity
add-log-exp
expm1-log1p-u log1p-expm1-u
distribute-lft-neg-in distribute-rgt-neg-in associate-*r* *-commutative
+-commutative distribute-lft-neg-out neg-mul-1 fma-def flip3-+ sum-log flip-+
Counts
4 → 85
Calls
4 calls:
18.0ms
(* (- t) (* 9.0 (* z y)))
6.0ms
(* t (* z y))
8.0ms
(* t (* z y))
15.0ms
(+ (* (- t) (* 9.0 (* z y))) (* 9.0 (* t (* z y))))

series80.0ms

Counts
4 → 12
Calls
4 calls:
30.0ms
(* (- t) (* 9.0 (* z y)))
24.0ms
(* t (* z y))
24.0ms
(* t (* z y))
2.0ms
(+ (* (- t) (* 9.0 (* z y))) (* 9.0 (* t (* z y))))

simplify568.0ms

Counts
97 → 97
Iterations

Useful iterations: done (566.0ms)

IterNodesCost
01071019
1315959
21332774
done5001761

prune299.0ms

Pruning

6 alts after pruning (4 fresh and 2 done)

Merged error: 0.0b

localize11.0ms

Local error

Found 3 expressions with local error:

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

rewrite14.0ms

Algorithm
rewrite-expression-head
Rules
15×pow1 add-exp-log add-cbrt-cube
pow-prod-down prod-exp cbrt-unprod
add-log-exp
add-sqr-sqrt expm1-log1p-u add-cube-cbrt *-un-lft-identity log1p-expm1-u
sub-neg flip3-- fma-neg diff-log associate-*r* associate-*l* prod-diff *-commutative flip-- fma-udef
Counts
3 → 50
Calls
3 calls:
3.0ms
(- (* x 2.0) (* (* y 9.0) (* z t)))
0.0ms
(fma (* a 27.0) b (- (* x 2.0) (* (* y 9.0) (* z t))))
10.0ms
(* (* y 9.0) (* z t))

series232.0ms

Counts
3 → 9
Calls
3 calls:
63.0ms
(- (* x 2.0) (* (* y 9.0) (* z t)))
143.0ms
(fma (* a 27.0) b (- (* x 2.0) (* (* y 9.0) (* z t))))
26.0ms
(* (* y 9.0) (* z t))

simplify435.0ms

Counts
59 → 59
Iterations

Useful iterations: 2 (81.0ms)

IterNodesCost
0105849
1279811
21106698
done5000698

prune160.0ms

Pruning

6 alts after pruning (4 fresh and 2 done)

Merged error: 0.0b

regimes376.0ms

Accuracy

64.6% (1.3b remaining)

Error of 1.3b against oracle of 0.1b and baseline of 3.7b

bsearch1.0ms

simplify9.0ms

Iterations

Useful iterations: 1 (2.0ms)

IterNodesCost
03377
14962
25262
35962
46562
done6562

end0.0ms

sample841.0ms

Algorithm
intervals
Results
446.0ms11045×body80valid