Details

Time bar (total: 16.3s)

sample58.0ms

Algorithm
intervals
Results
23.0ms354×body80valid

simplify3.8s

Counts
1 → 1
Iterations

Useful iterations: 2 (23.0ms)

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

prune13.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 2.7b

localize33.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (* x 2.0) (* (* (* y 9.0) z) t))
0.1b
(fma (* a 27.0) b (- (* x 2.0) (* (* (* y 9.0) z) t)))
0.2b
(* (* y 9.0) z)
5.7b
(* (* (* y 9.0) z) t)

rewrite116.0ms

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:
9.0ms
(- (* x 2.0) (* (* (* y 9.0) z) t))
0.0ms
(fma (* a 27.0) b (- (* x 2.0) (* (* (* y 9.0) z) t)))
23.0ms
(* (* y 9.0) z)
81.0ms
(* (* (* y 9.0) z) t)

series459.0ms

Counts
4 → 12
Calls
4 calls:
120.0ms
(- (* x 2.0) (* (* (* y 9.0) z) t))
262.0ms
(fma (* a 27.0) b (- (* x 2.0) (* (* (* y 9.0) z) t)))
35.0ms
(* (* y 9.0) z)
42.0ms
(* (* (* y 9.0) z) t)

simplify1.6s

Counts
81 → 81
Iterations

Useful iterations: 2 (274.0ms)

IterNodesCost
0125997
1302954
21202823
done5000823

prune401.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0.0b

localize17.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (* x 2.0) (* 9.0 (* t (* z y))))
0.1b
(fma (* a 27.0) b (- (* x 2.0) (* 9.0 (* t (* z y)))))
0.3b
(* 9.0 (* t (* z y)))
5.7b
(* t (* z y))

rewrite144.0ms

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-*l* add-log-exp
expm1-log1p-u log1p-expm1-u
associate-*r* *-commutative
sub-neg flip3-- fma-neg diff-log prod-diff flip-- fma-udef
Counts
4 → 69
Calls
4 calls:
22.0ms
(- (* x 2.0) (* 9.0 (* t (* z y))))
1.0ms
(fma (* a 27.0) b (- (* x 2.0) (* 9.0 (* t (* z y)))))
89.0ms
(* 9.0 (* t (* z y)))
28.0ms
(* t (* z y))

series456.0ms

Counts
4 → 12
Calls
4 calls:
92.0ms
(- (* x 2.0) (* 9.0 (* t (* z y))))
272.0ms
(fma (* a 27.0) b (- (* x 2.0) (* 9.0 (* t (* z y)))))
39.0ms
(* 9.0 (* t (* z y)))
52.0ms
(* t (* z y))

simplify1.4s

Counts
81 → 81
Iterations

Useful iterations: 2 (179.0ms)

IterNodesCost
0116987
1278948
21008817
done5001817

prune354.0ms

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 0.0b

localize21.0ms

Local error

Found 3 expressions with local error:

0.0b
(- (* x 2.0) (* (* 9.0 t) (* z y)))
0.1b
(fma (* a 27.0) b (- (* x 2.0) (* (* 9.0 t) (* z y))))
5.8b
(* (* 9.0 t) (* z y))

rewrite65.0ms

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:
10.0ms
(- (* x 2.0) (* (* 9.0 t) (* z y)))
0.0ms
(fma (* a 27.0) b (- (* x 2.0) (* (* 9.0 t) (* z y))))
53.0ms
(* (* 9.0 t) (* z y))

series379.0ms

Counts
3 → 9
Calls
3 calls:
109.0ms
(- (* x 2.0) (* (* 9.0 t) (* z y)))
233.0ms
(fma (* a 27.0) b (- (* x 2.0) (* (* 9.0 t) (* z y))))
36.0ms
(* (* 9.0 t) (* z y))

simplify1.3s

Counts
59 → 59
Iterations

Useful iterations: done (1.3s)

IterNodesCost
0103849
1258811
2997720
done5000696

prune256.0ms

Pruning

6 alts after pruning (5 fresh and 1 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
(* 27.0 (* a b))
5.7b
(* (* (* y 9.0) z) t)

rewrite167.0ms

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:
10.0ms
(- (* x 2.0) (* (* (* y 9.0) z) t))
31.0ms
(* (* y 9.0) z)
21.0ms
(* 27.0 (* a b))
103.0ms
(* (* (* y 9.0) z) t)

series185.0ms

Counts
4 → 12
Calls
4 calls:
103.0ms
(- (* x 2.0) (* (* (* y 9.0) z) t))
21.0ms
(* (* y 9.0) z)
24.0ms
(* 27.0 (* a b))
36.0ms
(* (* (* y 9.0) z) t)

simplify1.6s

Counts
91 → 91
Iterations

Useful iterations: done (1.6s)

IterNodesCost
0142911
1355868
21430761
done5000739

prune372.0ms

Pruning

6 alts after pruning (4 fresh and 2 done)

Merged error: 0.0b

regimes640.0ms

Accuracy

81.7% (0.7b remaining)

Error of 0.7b against oracle of 0.0b and baseline of 3.7b

bsearch204.0ms

Steps
ItersRangePoint
8
3.406837294156147e+24
1.062235524068525e+29
4.756200410264388e+25
6
-1.2638701696280796e+38
-1.3207885900506812e+37
-2.185516850406665e+37

simplify6.0ms

Iterations

Useful iterations: 0 (1.0ms)

IterNodesCost
03357
14657
done4657

end0.0ms

sample2.3s

Algorithm
intervals
Results
1.4s11031×body80valid