Details

Time bar (total: 14.7s)

sample63.0ms

Algorithm
intervals
Results
25.0ms359×body80valid

simplify1.9s

Counts
1 → 1
Iterations

Useful iterations: 2 (29.0ms)

IterNodesCost
01717
13517
29216
325716
460116
5128416
done500116

prune18.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 2.9b

localize26.0ms

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
(fma (* a 27.0) b (- (* x 2.0) (* (* (* y 9.0) z) t)))
5.4b
(* (* (* y 9.0) z) t)

rewrite143.0ms

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:
20.0ms
(- (* x 2.0) (* (* (* y 9.0) z) t))
29.0ms
(* (* y 9.0) z)
0.0ms
(fma (* a 27.0) b (- (* x 2.0) (* (* (* y 9.0) z) t)))
90.0ms
(* (* (* y 9.0) z) t)

series815.0ms

Counts
4 → 12
Calls
4 calls:
478.0ms
(- (* x 2.0) (* (* (* y 9.0) z) t))
37.0ms
(* (* y 9.0) z)
265.0ms
(fma (* a 27.0) b (- (* x 2.0) (* (* (* y 9.0) z) t)))
35.0ms
(* (* (* y 9.0) z) t)

simplify1.8s

Counts
81 → 81
Iterations

Useful iterations: 2 (301.0ms)

IterNodesCost
0125997
1315954
21877823
done5001823

prune351.0ms

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.0b

localize32.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (* x 2.0) (* (* (* y 9.0) z) t))
0.2b
(* 27.0 (* a b))
0.2b
(* (* y 9.0) z)
5.4b
(* (* (* y 9.0) z) t)

rewrite174.0ms

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:
15.0ms
(- (* x 2.0) (* (* (* y 9.0) z) t))
32.0ms
(* 27.0 (* a b))
31.0ms
(* (* y 9.0) z)
94.0ms
(* (* (* y 9.0) z) t)

series163.0ms

Counts
4 → 12
Calls
4 calls:
79.0ms
(- (* x 2.0) (* (* (* y 9.0) z) t))
29.0ms
(* 27.0 (* a b))
24.0ms
(* (* y 9.0) z)
31.0ms
(* (* (* y 9.0) z) t)

simplify1.9s

Counts
91 → 91
Iterations

Useful iterations: done (1.9s)

IterNodesCost
0142911
1369868
22170751
done5002739

prune314.0ms

Pruning

5 alts after pruning (4 fresh and 1 done)

Merged error: 0.0b

localize16.0ms

Local error

Found 4 expressions with local error:

0.0b
(- (* 2.0 x) (* 9.0 (* t (* z y))))
0.3b
(* 9.0 (* t (* z y)))
0.3b
(fma (* a 27.0) b (- (* 2.0 x) (* 9.0 (* t (* z y)))))
5.4b
(* t (* z y))

rewrite91.0ms

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:
21.0ms
(- (* 2.0 x) (* 9.0 (* t (* z y))))
50.0ms
(* 9.0 (* t (* z y)))
0.0ms
(fma (* a 27.0) b (- (* 2.0 x) (* 9.0 (* t (* z y)))))
17.0ms
(* t (* z y))

series461.0ms

Counts
4 → 12
Calls
4 calls:
113.0ms
(- (* 2.0 x) (* 9.0 (* t (* z y))))
48.0ms
(* 9.0 (* t (* z y)))
269.0ms
(fma (* a 27.0) b (- (* 2.0 x) (* 9.0 (* t (* z y)))))
31.0ms
(* t (* z y))

simplify956.0ms

Counts
81 → 81
Iterations

Useful iterations: 2 (166.0ms)

IterNodesCost
0114987
1277948
21073817
done5000817

prune289.0ms

Pruning

5 alts after pruning (3 fresh and 2 done)

Merged error: 0.0b

localize29.0ms

Local error

Found 4 expressions with local error:

0.0b
(+ (* 27.0 (* a b)) (- (* x 2.0) (* (* y 9.0) (* z t))))
0.0b
(- (* x 2.0) (* (* y 9.0) (* z t)))
0.2b
(* 27.0 (* a b))
6.7b
(* (* y 9.0) (* z t))

rewrite184.0ms

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-+r+
sub-neg diff-log associate-*r* prod-diff sum-log *-commutative
+-commutative associate-+r- flip3-- fma-def flip3-+ fma-neg flip-- flip-+
Counts
4 → 79
Calls
4 calls:
57.0ms
(+ (* 27.0 (* a b)) (- (* x 2.0) (* (* y 9.0) (* z t))))
30.0ms
(- (* x 2.0) (* (* y 9.0) (* z t)))
35.0ms
(* 27.0 (* a b))
57.0ms
(* (* y 9.0) (* z t))

series361.0ms

Counts
4 → 12
Calls
4 calls:
187.0ms
(+ (* 27.0 (* a b)) (- (* x 2.0) (* (* y 9.0) (* z t))))
96.0ms
(- (* x 2.0) (* (* y 9.0) (* z t)))
27.0ms
(* 27.0 (* a b))
50.0ms
(* (* y 9.0) (* z t))

simplify1.4s

Counts
91 → 91
Iterations

Useful iterations: done (1.4s)

IterNodesCost
01471231
14061123
219561012
done50021008

prune259.0ms

Pruning

5 alts after pruning (2 fresh and 3 done)

Merged error: 0.0b

regimes574.0ms

Accuracy

74.5% (0.9b remaining)

Error of 0.9b against oracle of 0.0b and baseline of 3.6b

bsearch1.0ms

simplify7.0ms

Iterations

Useful iterations: 1 (5.0ms)

IterNodesCost
02771
14055
done4055

end0.0ms

sample2.4s

Algorithm
intervals
Results
1.4s10845×body80valid