Details

Time bar (total: 11.3s)

sample36.0ms

Algorithm
intervals
Results
15.0ms321×body80valid

simplify2.4s

Counts
1 → 1
Iterations

Useful iterations: 2 (11.0ms)

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

prune13.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 5.4b

localize13.0ms

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)
9.1b
(* (* (* y 9.0) z) t)

rewrite88.0ms

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)))
18.0ms
(* (* y 9.0) z)
58.0ms
(* (* (* y 9.0) z) t)

series309.0ms

Counts
4 → 12
Calls
4 calls:
81.0ms
(- (* x 2.0) (* (* (* y 9.0) z) t))
177.0ms
(fma (* a 27.0) b (- (* x 2.0) (* (* (* y 9.0) z) t)))
23.0ms
(* (* y 9.0) z)
28.0ms
(* (* (* y 9.0) z) t)

simplify1.3s

Counts
81 → 81
Iterations

Useful iterations: 2 (191.0ms)

IterNodesCost
0125997
1302954
21202823
done5000823

prune270.0ms

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 0.3b

localize13.0ms

Local error

Found 3 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))))
6.7b
(* (* y 9.0) (* z t))

rewrite43.0ms

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:
12.0ms
(- (* x 2.0) (* (* y 9.0) (* z t)))
0.0ms
(fma (* a 27.0) b (- (* x 2.0) (* (* y 9.0) (* z t))))
28.0ms
(* (* y 9.0) (* z t))

series286.0ms

Counts
3 → 9
Calls
3 calls:
78.0ms
(- (* x 2.0) (* (* y 9.0) (* z t)))
178.0ms
(fma (* a 27.0) b (- (* x 2.0) (* (* y 9.0) (* z t))))
30.0ms
(* (* y 9.0) (* z t))

simplify906.0ms

Counts
59 → 59
Iterations

Useful iterations: done (904.0ms)

IterNodesCost
0105849
1265811
21043698
done5001696

prune191.0ms

Pruning

9 alts after pruning (8 fresh and 1 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))))
0.1b
(fma (* a 27.0) b (- (* x 2.0) (* y (* 9.0 (* z t)))))
0.2b
(* 9.0 (* z t))
6.3b
(* y (* 9.0 (* z t)))

rewrite76.0ms

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:
12.0ms
(- (* x 2.0) (* y (* 9.0 (* z t))))
0.0ms
(fma (* a 27.0) b (- (* x 2.0) (* y (* 9.0 (* z t)))))
17.0ms
(* 9.0 (* z t))
45.0ms
(* y (* 9.0 (* z t)))

series304.0ms

Counts
4 → 12
Calls
4 calls:
76.0ms
(- (* x 2.0) (* y (* 9.0 (* z t))))
174.0ms
(fma (* a 27.0) b (- (* x 2.0) (* y (* 9.0 (* z t)))))
19.0ms
(* 9.0 (* z t))
34.0ms
(* y (* 9.0 (* z t)))

simplify1.1s

Counts
81 → 81
Iterations

Useful iterations: done (1.1s)

IterNodesCost
0121991
1290952
21142843
done5000821

prune287.0ms

Pruning

9 alts after pruning (7 fresh and 2 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)))
0.1b
(fma (* a 27.0) b (- (* x 2.0) (* y (* (* 9.0 z) t))))
0.2b
(* (* 9.0 z) t)
6.3b
(* y (* (* 9.0 z) t))

rewrite83.0ms

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
*-commutative
sub-neg flip3-- fma-neg diff-log prod-diff flip-- fma-udef
Counts
4 → 69
Calls
4 calls:
10.0ms
(- (* x 2.0) (* y (* (* 9.0 z) t)))
0.0ms
(fma (* a 27.0) b (- (* x 2.0) (* y (* (* 9.0 z) t))))
19.0ms
(* (* 9.0 z) t)
51.0ms
(* y (* (* 9.0 z) t))

series343.0ms

Counts
4 → 12
Calls
4 calls:
88.0ms
(- (* x 2.0) (* y (* (* 9.0 z) t)))
195.0ms
(fma (* a 27.0) b (- (* x 2.0) (* y (* (* 9.0 z) t))))
27.0ms
(* (* 9.0 z) t)
33.0ms
(* y (* (* 9.0 z) t))

simplify1.1s

Counts
81 → 81
Iterations

Useful iterations: 2 (207.0ms)

IterNodesCost
0124996
1303955
21249824
done5000824

prune269.0ms

Pruning

9 alts after pruning (6 fresh and 3 done)

Merged error: 0.0b

regimes728.0ms

Accuracy

82.9% (0.6b remaining)

Error of 0.6b against oracle of 0.0b and baseline of 3.4b

bsearch157.0ms

Steps
ItersRangePoint
6
5.822559172165762e-06
5.133737368277297e-05
6.480925815489129e-06
11
-4.1000327500342624e+73
-2.4089386583684986e+53
-4.0100024465923724e+58

simplify6.0ms

Iterations

Useful iterations: 0 (1.0ms)

IterNodesCost
03557
14857
done4857

end0.0ms

sample984.0ms

Algorithm
intervals
Results
439.0ms11019×body80valid