Details

Time bar (total: 5.4s)

sample26.0ms

Algorithm
intervals
Results
8.0ms248×body80valid
2.0ms17×body640valid
1.0msbody1280valid
1.0ms16×body160valid
1.0msbody320valid

simplify75.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (1.0ms)

IterNodesCost
0236
1446
21226
33276
48686
517276
635446
750016

prune3.0ms

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: 15.2b

Counts
2 → 1

localize12.0ms

Local error

Found 3 expressions with local error:

0.0b
(/ (- t x) (- a z))
4.3b
(+ x (* (- y z) (/ (- t x) (- a z))))
7.5b
(* (- y z) (/ (- t x) (- a z)))

rewrite34.0ms

Algorithm
rewrite-expression-head
Rules
78×add-sqr-sqrt
73×*-un-lft-identity
51×times-frac
31×associate-*r*
27×add-cube-cbrt
23×distribute-lft-out-- difference-of-squares
10×add-exp-log add-cbrt-cube
pow1 flip3-- associate-*l* associate-/r* flip-- associate-/l* add-log-exp
associate-/r/
cbrt-undiv frac-times div-exp associate-*l/ prod-exp cbrt-unprod div-inv associate-/l/ unswap-sqr
+-commutative frac-2neg flip3-+ div-sub associate-*r/ pow-prod-down clear-num sum-log *-commutative flip-+
Counts
3 → 119
Calls
3 calls:
8.0ms
(/ (- t x) (- a z))
4.0ms
(+ x (* (- y z) (/ (- t x) (- a z))))
17.0ms
(* (- y z) (/ (- t x) (- a z)))

series325.0ms

Counts
3 → 9
Calls
3 calls:
51.0ms
(/ (- t x) (- a z))
147.0ms
(+ x (* (- y z) (/ (- t x) (- a z))))
126.0ms
(* (- y z) (/ (- t x) (- a z)))

simplify57.0ms

Algorithm
egg-herbie
Counts
128 → 128
Iterations

Useful iterations: 1 (13.0ms)

IterNodesCost
0473869
12012820
25001820

prune308.0ms

Filtered
128 candidates to 88 candidates (68.8%)
Pruning

13 alts after pruning (13 fresh and 0 done)

PrunedKeptTotal
New11513128
Fresh000
Picked101
Done000
Total11613129

Merged error: 3.5b

Counts
129 → 13

localize16.0ms

Local error

Found 4 expressions with local error:

0.6b
(cbrt (- t x))
0.6b
(cbrt (- t x))
1.0b
(* (- y z) (/ (* (cbrt (- t x)) (cbrt (- t x))) (* (cbrt (- a z)) (cbrt (- a z)))))
9.5b
(+ x (* (* (- y z) (/ (* (cbrt (- t x)) (cbrt (- t x))) (* (cbrt (- a z)) (cbrt (- a z))))) (/ (cbrt (- t x)) (cbrt (- a z)))))

rewrite41.0ms

Algorithm
rewrite-expression-head
Rules
22×add-exp-log
17×add-sqr-sqrt
16×cbrt-div
14×*-un-lft-identity add-cbrt-cube
13×associate-*r*
10×cbrt-prod flip3-- flip--
prod-exp cbrt-unprod
add-cube-cbrt associate-/r/
pow1 frac-times add-log-exp
associate-*l*
cbrt-undiv div-exp associate-*l/
associate-*r/ distribute-lft-out-- difference-of-squares
times-frac pow1/3 unswap-sqr
+-commutative flip3-+ pow-prod-down sum-log *-commutative flip-+ div-inv
Counts
4 → 85
Calls
4 calls:
3.0ms
(cbrt (- t x))
3.0ms
(cbrt (- t x))
28.0ms
(* (- y z) (/ (* (cbrt (- t x)) (cbrt (- t x))) (* (cbrt (- a z)) (cbrt (- a z)))))
3.0ms
(+ x (* (* (- y z) (/ (* (cbrt (- t x)) (cbrt (- t x))) (* (cbrt (- a z)) (cbrt (- a z))))) (/ (cbrt (- t x)) (cbrt (- a z)))))

series708.0ms

Counts
4 → 12
Calls
4 calls:
142.0ms
(cbrt (- t x))
143.0ms
(cbrt (- t x))
274.0ms
(* (- y z) (/ (* (cbrt (- t x)) (cbrt (- t x))) (* (cbrt (- a z)) (cbrt (- a z)))))
149.0ms
(+ x (* (* (- y z) (/ (* (cbrt (- t x)) (cbrt (- t x))) (* (cbrt (- a z)) (cbrt (- a z))))) (/ (cbrt (- t x)) (cbrt (- a z)))))

simplify72.0ms

Algorithm
egg-herbie
Counts
97 → 97
Iterations

Useful iterations: 2 (60.0ms)

IterNodesCost
06801363
126541151
250011129

prune336.0ms

Filtered
97 candidates to 74 candidates (76.3%)
Pruning

14 alts after pruning (13 fresh and 1 done)

PrunedKeptTotal
New96197
Fresh01212
Picked011
Done000
Total9614110

Merged error: 3.5b

Counts
110 → 14

localize13.0ms

Local error

Found 4 expressions with local error:

0.6b
(cbrt (- a z))
0.6b
(cbrt (- a z))
1.7b
(* (/ (- y z) (* (cbrt (- a z)) (cbrt (- a z)))) (/ (- t x) (cbrt (- a z))))
9.2b
(+ x (* (/ (- y z) (* (cbrt (- a z)) (cbrt (- a z)))) (/ (- t x) (cbrt (- a z)))))

rewrite56.0ms

Algorithm
rewrite-expression-head
Rules
75×add-sqr-sqrt
59×*-un-lft-identity
52×times-frac
46×associate-*r*
37×cbrt-prod
27×add-cube-cbrt
25×add-exp-log
18×cbrt-div add-cbrt-cube
17×associate-*l*
16×distribute-lft-out-- difference-of-squares
10×associate-/r/
flip3-- flip--
prod-exp cbrt-unprod
cbrt-undiv div-exp
pow1 add-log-exp unswap-sqr
frac-times
associate-*r/ associate-*l/
pow1/3 div-inv
+-commutative flip3-+ pow-prod-down sum-log *-commutative flip-+
Counts
4 → 134
Calls
4 calls:
3.0ms
(cbrt (- a z))
3.0ms
(cbrt (- a z))
40.0ms
(* (/ (- y z) (* (cbrt (- a z)) (cbrt (- a z)))) (/ (- t x) (cbrt (- a z))))
4.0ms
(+ x (* (/ (- y z) (* (cbrt (- a z)) (cbrt (- a z)))) (/ (- t x) (cbrt (- a z)))))

series738.0ms

Counts
4 → 12
Calls
4 calls:
151.0ms
(cbrt (- a z))
145.0ms
(cbrt (- a z))
288.0ms
(* (/ (- y z) (* (cbrt (- a z)) (cbrt (- a z)))) (/ (- t x) (cbrt (- a z))))
153.0ms
(+ x (* (/ (- y z) (* (cbrt (- a z)) (cbrt (- a z)))) (/ (- t x) (cbrt (- a z)))))

simplify93.0ms

Algorithm
egg-herbie
Counts
146 → 146
Iterations

Useful iterations: 2 (77.0ms)

IterNodesCost
07441831
132871663
250011576

prune400.0ms

Filtered
146 candidates to 104 candidates (71.2%)
Pruning

15 alts after pruning (13 fresh and 2 done)

PrunedKeptTotal
New1451146
Fresh01212
Picked011
Done011
Total14515160

Merged error: 3.5b

Counts
160 → 15

localize10.0ms

Local error

Found 4 expressions with local error:

0.0b
(/ 1 (- a z))
0.2b
(* (- t x) (/ 1 (- a z)))
5.8b
(+ x (* (- y z) (* (- t x) (/ 1 (- a z)))))
7.5b
(* (- y z) (* (- t x) (/ 1 (- a z))))

rewrite48.0ms

Algorithm
rewrite-expression-head
Rules
50×add-sqr-sqrt
44×*-un-lft-identity
32×add-exp-log times-frac
25×add-cube-cbrt
22×associate-*r*
20×frac-times add-cbrt-cube
17×flip3-- flip--
13×prod-exp
12×pow1
10×associate-*r/ associate-*l* associate-*l/
distribute-lft-out-- difference-of-squares
cbrt-unprod
div-exp add-log-exp
associate-/r*
pow-prod-down associate-/r/ un-div-inv
cbrt-undiv rec-exp 1-exp associate-/l* unswap-sqr
*-commutative div-inv
+-commutative pow-flip frac-2neg flip3-+ clear-num sum-log flip-+ inv-pow
Counts
4 → 146
Calls
4 calls:
6.0ms
(/ 1 (- a z))
14.0ms
(* (- t x) (/ 1 (- a z)))
7.0ms
(+ x (* (- y z) (* (- t x) (/ 1 (- a z)))))
16.0ms
(* (- y z) (* (- t x) (/ 1 (- a z))))

series361.0ms

Counts
4 → 12
Calls
4 calls:
34.0ms
(/ 1 (- a z))
53.0ms
(* (- t x) (/ 1 (- a z)))
151.0ms
(+ x (* (- y z) (* (- t x) (/ 1 (- a z)))))
124.0ms
(* (- y z) (* (- t x) (/ 1 (- a z))))

simplify74.0ms

Algorithm
egg-herbie
Counts
158 → 158
Iterations

Useful iterations: 2 (62.0ms)

IterNodesCost
05851027
12810910
25003865

prune275.0ms

Filtered
158 candidates to 99 candidates (62.7%)
Pruning

16 alts after pruning (13 fresh and 3 done)

PrunedKeptTotal
New1571158
Fresh01212
Picked011
Done022
Total15716173

Merged error: 3.5b

Counts
173 → 16

regimes639.0ms

Accuracy

52.4% (3.8b remaining)

Error of 8.1b against oracle of 4.3b and baseline of 12.3b

bsearch3.0ms

simplify2.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
04338
14338

end0.0ms

sample675.0ms

Algorithm
intervals
Results
251.0ms7702×body80valid
59.0ms512×body640valid
42.0ms269×body1280valid
34.0ms395×body320valid
17.0ms284×body160valid
3.0ms15×body2560valid