Details

Time bar (total: 3.9s)

sample20.0ms

Algorithm
intervals
Results
9.0ms256×body80valid

simplify33.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (1.0ms)

IterNodesCost
0278
1638
21498
33588
48408
550018

prune2.0ms

Filtered
1 candidates to 0 candidates (0.0%)
Pruning

2 alts after pruning (2 fresh and 0 done)

PrunedKeptTotal
New011
Fresh011
Picked000
Done000
Total022

Merged error: 12.1b

Counts
2 → 1

localize11.0ms

Local error

Found 4 expressions with local error:

0.0b
(- x (/ (* (* y 2.0) z) (- (* (* z 2.0) z) (* y t))))
0.2b
(- (* (* z 2.0) z) (* y t))
0.2b
(* (* y 2.0) z)
19.5b
(/ (* (* y 2.0) z) (- (* (* z 2.0) z) (* y t)))

rewrite35.0ms

Algorithm
rewrite-expression-head
Rules
28×prod-diff
25×add-sqr-sqrt *-un-lft-identity
23×add-cube-cbrt
18×add-exp-log add-cbrt-cube
12×times-frac
pow1
associate-/r/ add-log-exp
flip3-- prod-exp flip-- cbrt-unprod
expm1-log1p-u fma-neg log1p-expm1-u div-inv
cbrt-undiv div-exp associate-*r* pow-prod-down associate-/r*
sub-neg diff-log
frac-2neg associate-*l* clear-num *-commutative associate-/l* distribute-lft-out-- difference-of-squares
Counts
4 → 109
Calls
4 calls:
9.0ms
(- x (/ (* (* y 2.0) z) (- (* (* z 2.0) z) (* y t))))
5.0ms
(- (* (* z 2.0) z) (* y t))
5.0ms
(* (* y 2.0) z)
12.0ms
(/ (* (* y 2.0) z) (- (* (* z 2.0) z) (* y t)))

series313.0ms

Counts
4 → 12
Calls
4 calls:
80.0ms
(- x (/ (* (* y 2.0) z) (- (* (* z 2.0) z) (* y t))))
39.0ms
(- (* (* z 2.0) z) (* y t))
16.0ms
(* (* y 2.0) z)
177.0ms
(/ (* (* y 2.0) z) (- (* (* z 2.0) z) (* y t)))

simplify90.0ms

Algorithm
egg-herbie
Counts
121 → 121
Iterations

Useful iterations: 2 (73.0ms)

IterNodesCost
05362048
126431465
250011464

prune259.0ms

Filtered
121 candidates to 76 candidates (62.8%)
Pruning

8 alts after pruning (8 fresh and 0 done)

PrunedKeptTotal
New1138121
Fresh000
Picked101
Done000
Total1148122

Merged error: 5.7b

Counts
122 → 8

localize11.0ms

Local error

Found 4 expressions with local error:

0.0b
(- x (/ (* y 2.0) (/ (- (* (* z 2.0) z) (* y t)) z)))
0.2b
(- (* (* z 2.0) z) (* y t))
6.6b
(/ (* y 2.0) (/ (- (* (* z 2.0) z) (* y t)) z))
15.7b
(/ (- (* (* z 2.0) z) (* y t)) z)

rewrite43.0ms

Algorithm
rewrite-expression-head
Rules
106×times-frac
71×add-sqr-sqrt *-un-lft-identity
69×add-cube-cbrt
55×prod-diff
18×add-exp-log add-cbrt-cube
16×associate-/r*
10×div-inv
add-log-exp
cbrt-undiv div-exp
pow1 expm1-log1p-u fma-neg associate-/r/ log1p-expm1-u associate-/l*
flip3-- flip--
sub-neg frac-2neg diff-log prod-exp clear-num cbrt-unprod associate-/l/
div-sub distribute-lft-out-- difference-of-squares
Counts
4 → 169
Calls
4 calls:
15.0ms
(- x (/ (* y 2.0) (/ (- (* (* z 2.0) z) (* y t)) z)))
5.0ms
(- (* (* z 2.0) z) (* y t))
9.0ms
(/ (* y 2.0) (/ (- (* (* z 2.0) z) (* y t)) z))
7.0ms
(/ (- (* (* z 2.0) z) (* y t)) z)

series405.0ms

Counts
4 → 12
Calls
4 calls:
82.0ms
(- x (/ (* y 2.0) (/ (- (* (* z 2.0) z) (* y t)) z)))
37.0ms
(- (* (* z 2.0) z) (* y t))
219.0ms
(/ (* y 2.0) (/ (- (* (* z 2.0) z) (* y t)) z))
67.0ms
(/ (- (* (* z 2.0) z) (* y t)) z)

simplify127.0ms

Algorithm
egg-herbie
Counts
181 → 181
Iterations

Useful iterations: 2 (97.0ms)

IterNodesCost
08363783
137452919
250012916

prune415.0ms

Filtered
181 candidates to 120 candidates (66.3%)
Pruning

9 alts after pruning (9 fresh and 0 done)

PrunedKeptTotal
New1747181
Fresh527
Picked101
Done000
Total1809189

Merged error: 2.8b

Counts
189 → 9

localize11.0ms

Local error

Found 3 expressions with local error:

0.0b
(- x (/ (* y 2.0) (* 1 (- (* 2.0 z) (/ (* t y) z)))))
3.9b
(/ (* t y) z)
6.6b
(/ (* y 2.0) (* 1 (- (* 2.0 z) (/ (* t y) z))))

rewrite23.0ms

Algorithm
rewrite-expression-head
Rules
25×add-exp-log
21×prod-diff
20×add-cbrt-cube
18×add-sqr-sqrt *-un-lft-identity
16×add-cube-cbrt
associate-*r/ div-exp prod-exp associate-/r/
times-frac
cbrt-undiv
flip3-- flip-- cbrt-unprod div-inv add-log-exp
associate-/r*
pow1 expm1-log1p-u fma-neg log1p-expm1-u
frac-2neg 1-exp clear-num associate-/l*
sub-neg diff-log distribute-lft-out-- difference-of-squares
Counts
3 → 90
Calls
3 calls:
6.0ms
(- x (/ (* y 2.0) (* 1 (- (* 2.0 z) (/ (* t y) z)))))
5.0ms
(/ (* t y) z)
9.0ms
(/ (* y 2.0) (* 1 (- (* 2.0 z) (/ (* t y) z))))

series256.0ms

Counts
3 → 9
Calls
3 calls:
64.0ms
(- x (/ (* y 2.0) (* 1 (- (* 2.0 z) (/ (* t y) z)))))
23.0ms
(/ (* t y) z)
169.0ms
(/ (* y 2.0) (* 1 (- (* 2.0 z) (/ (* t y) z))))

simplify75.0ms

Algorithm
egg-herbie
Counts
99 → 99
Iterations

Useful iterations: 2 (58.0ms)

IterNodesCost
05291544
12548983
25001980

prune263.0ms

Filtered
99 candidates to 59 candidates (59.6%)
Pruning

7 alts after pruning (7 fresh and 0 done)

PrunedKeptTotal
New96399
Fresh448
Picked101
Done000
Total1017108

Merged error: 1.1b

Counts
108 → 7

localize13.0ms

Local error

Found 3 expressions with local error:

0.0b
(- x (/ (* y 2.0) (* 1 (- (* 2.0 z) (/ t (/ z y))))))
5.3b
(/ t (/ z y))
6.6b
(/ (* y 2.0) (* 1 (- (* 2.0 z) (/ t (/ z y)))))

rewrite32.0ms

Algorithm
rewrite-expression-head
Rules
79×times-frac
58×add-sqr-sqrt *-un-lft-identity
56×add-cube-cbrt
25×add-exp-log
21×prod-diff
20×add-cbrt-cube
14×associate-/r*
div-exp associate-/r/ div-inv
associate-*r/
cbrt-undiv prod-exp
flip3-- flip-- add-log-exp
cbrt-unprod associate-/l*
pow1 expm1-log1p-u fma-neg log1p-expm1-u
frac-2neg 1-exp clear-num
sub-neg diff-log distribute-lft-out-- difference-of-squares
Counts
3 → 139
Calls
3 calls:
6.0ms
(- x (/ (* y 2.0) (* 1 (- (* 2.0 z) (/ t (/ z y))))))
6.0ms
(/ t (/ z y))
15.0ms
(/ (* y 2.0) (* 1 (- (* 2.0 z) (/ t (/ z y)))))

series345.0ms

Counts
3 → 9
Calls
3 calls:
89.0ms
(- x (/ (* y 2.0) (* 1 (- (* 2.0 z) (/ t (/ z y))))))
37.0ms
(/ t (/ z y))
218.0ms
(/ (* y 2.0) (* 1 (- (* 2.0 z) (/ t (/ z y)))))

simplify91.0ms

Algorithm
egg-herbie
Counts
148 → 148
Iterations

Useful iterations: 2 (73.0ms)

IterNodesCost
07431911
134061345
250011342

prune362.0ms

Filtered
148 candidates to 105 candidates (70.9%)
Pruning

7 alts after pruning (6 fresh and 1 done)

PrunedKeptTotal
New1471148
Fresh156
Picked011
Done000
Total1487155

Merged error: 1.1b

Counts
155 → 7

regimes146.0ms

Accuracy

0% (1.7b remaining)

Error of 2.2b against oracle of 0.5b and baseline of 2.2b

bsearch0.0ms

simplify2.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
0208
1248
2278
3278

end0.0ms

sample523.0ms

Algorithm
intervals
Results
315.0ms8000×body80valid