Details

Time bar (total: 5.7s)

sample27.0ms

Algorithm
intervals
Results
9.0ms259×body80valid
3.0ms15×body640valid
1.0ms14×body320valid
1.0msbody1280valid
1.0msbody160valid

simplify73.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (1.0ms)

IterNodesCost
0236
1446
21226
33276
48686
517276
635446
750016

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: 15.3b

Counts
2 → 1

localize9.0ms

Local error

Found 3 expressions with local error:

0.0b
(/ (- t x) (- a z))
3.6b
(+ x (* (- y z) (/ (- t x) (- a z))))
6.9b
(* (- y z) (/ (- t x) (- a z)))

rewrite37.0ms

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))
7.0ms
(+ x (* (- y z) (/ (- t x) (- a z))))
17.0ms
(* (- y z) (/ (- t x) (- a z)))

series336.0ms

Counts
3 → 9
Calls
3 calls:
50.0ms
(/ (- t x) (- a z))
158.0ms
(+ x (* (- y z) (/ (- t x) (- a z))))
129.0ms
(* (- y z) (/ (- t x) (- a z)))

simplify60.0ms

Algorithm
egg-herbie
Counts
128 → 128
Iterations

Useful iterations: 1 (13.0ms)

IterNodesCost
0473869
12012820
25001820

prune307.0ms

Filtered
128 candidates to 88 candidates (68.8%)
Pruning

13 alts after pruning (12 fresh and 1 done)

PrunedKeptTotal
New11612128
Fresh000
Picked011
Done000
Total11613129

Merged error: 3.6b

Counts
129 → 13

localize17.0ms

Local error

Found 4 expressions with local error:

0.6b
(cbrt (- a z))
0.6b
(cbrt (- a z))
1.0b
(* (- y z) (/ (* (cbrt (- t x)) (cbrt (- t x))) (* (cbrt (- a z)) (cbrt (- a z)))))
7.7b
(+ x (* (* (- y z) (/ (* (cbrt (- t x)) (cbrt (- t x))) (* (cbrt (- a z)) (cbrt (- a z))))) (/ (cbrt (- t x)) (cbrt (- a z)))))

rewrite37.0ms

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 (- a z))
3.0ms
(cbrt (- a z))
24.0ms
(* (- 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)))))

series743.0ms

Counts
4 → 12
Calls
4 calls:
150.0ms
(cbrt (- a z))
153.0ms
(cbrt (- a z))
283.0ms
(* (- y z) (/ (* (cbrt (- t x)) (cbrt (- t x))) (* (cbrt (- a z)) (cbrt (- a z)))))
156.0ms
(+ x (* (* (- y z) (/ (* (cbrt (- t x)) (cbrt (- t x))) (* (cbrt (- a z)) (cbrt (- a z))))) (/ (cbrt (- t x)) (cbrt (- a z)))))

simplify74.0ms

Algorithm
egg-herbie
Counts
97 → 97
Iterations

Useful iterations: 2 (62.0ms)

IterNodesCost
06681363
126151151
250011129

prune344.0ms

Filtered
97 candidates to 74 candidates (76.3%)
Pruning

13 alts after pruning (11 fresh and 2 done)

PrunedKeptTotal
New97097
Fresh01111
Picked011
Done011
Total9713110

Merged error: 3.6b

Counts
110 → 13

localize11.0ms

Local error

Found 4 expressions with local error:

0.0b
(/ (- a z) (- t x))
0.2b
(/ 1 (/ (- a z) (- t x)))
5.0b
(+ x (* (- y z) (/ 1 (/ (- a z) (- t x)))))
6.9b
(* (- y z) (/ 1 (/ (- a z) (- t x))))

rewrite85.0ms

Algorithm
rewrite-expression-head
Rules
392×times-frac
338×add-sqr-sqrt
326×*-un-lft-identity
158×add-cube-cbrt
98×associate-*r*
83×distribute-lft-out-- difference-of-squares
36×add-exp-log associate-/r*
20×add-cbrt-cube
18×associate-/r/
15×div-exp
11×flip3-- flip--
10×div-inv
associate-/l*
pow1 cbrt-undiv prod-exp
add-log-exp
associate-*l* unswap-sqr
rec-exp 1-exp
cbrt-unprod
frac-times frac-2neg associate-*l/ clear-num associate-/l/
+-commutative pow-flip flip3-+ div-sub associate-*r/ pow-prod-down sum-log un-div-inv *-commutative flip-+ inv-pow
Counts
4 → 344
Calls
4 calls:
9.0ms
(/ (- a z) (- t x))
17.0ms
(/ 1 (/ (- a z) (- t x)))
3.0ms
(+ x (* (- y z) (/ 1 (/ (- a z) (- t x)))))
35.0ms
(* (- y z) (/ 1 (/ (- a z) (- t x))))

series725.0ms

Counts
4 → 12
Calls
4 calls:
51.0ms
(/ (- a z) (- t x))
203.0ms
(/ 1 (/ (- a z) (- t x)))
155.0ms
(+ x (* (- y z) (/ 1 (/ (- a z) (- t x)))))
316.0ms
(* (- y z) (/ 1 (/ (- a z) (- t x))))

simplify65.0ms

Algorithm
egg-herbie
Counts
356 → 356
Iterations

Useful iterations: 1 (27.0ms)

IterNodesCost
010103037
150012740

prune677.0ms

Filtered
356 candidates to 207 candidates (58.1%)
Pruning

12 alts after pruning (11 fresh and 1 done)

PrunedKeptTotal
New3533356
Fresh2810
Picked101
Done112
Total35712369

Merged error: 3.6b

Counts
369 → 12

localize9.0ms

Local error

Found 3 expressions with local error:

0.0b
(/ (- y z) (- a z))
1.6b
(* (/ (- y z) (- a z)) (- t x))
2.8b
(+ x (* (/ (- y z) (- a z)) (- t x)))

rewrite37.0ms

Algorithm
rewrite-expression-head
Rules
78×add-sqr-sqrt
73×*-un-lft-identity
51×times-frac
31×associate-*l*
27×add-cube-cbrt
23×distribute-lft-out-- difference-of-squares
10×add-exp-log add-cbrt-cube
pow1 flip3-- associate-*r* associate-/r* flip-- associate-/l* add-log-exp
distribute-rgt-in sub-neg associate-+r+ distribute-lft-in associate-/r/
cbrt-undiv frac-times associate-*r/ div-exp prod-exp cbrt-unprod div-inv associate-/l/ unswap-sqr
+-commutative frac-2neg flip3-+ div-sub pow-prod-down associate-*l/ clear-num sum-log *-commutative flip-+
Counts
3 → 127
Calls
3 calls:
8.0ms
(/ (- y z) (- a z))
20.0ms
(* (/ (- y z) (- a z)) (- t x))
4.0ms
(+ x (* (/ (- y z) (- a z)) (- t x)))

series514.0ms

Counts
3 → 9
Calls
3 calls:
53.0ms
(/ (- y z) (- a z))
303.0ms
(* (/ (- y z) (- a z)) (- t x))
158.0ms
(+ x (* (/ (- y z) (- a z)) (- t x)))

simplify54.0ms

Algorithm
egg-herbie
Counts
136 → 136
Iterations

Useful iterations: 1 (12.0ms)

IterNodesCost
0522929
11920879
25001879

prune414.0ms

Filtered
136 candidates to 90 candidates (66.2%)
Pruning

12 alts after pruning (11 fresh and 1 done)

PrunedKeptTotal
New1342136
Fresh1910
Picked101
Done011
Total13612148

Merged error: 3.6b

Counts
148 → 12

regimes325.0ms

Accuracy

61.4% (2.9b remaining)

Error of 7.0b against oracle of 4.1b and baseline of 11.6b

bsearch3.0ms

simplify2.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
04025
14025

end0.0ms

sample751.0ms

Algorithm
intervals
Results
296.0ms7783×body80valid
66.0ms469×body640valid
48.0ms276×body1280valid
45.0ms397×body320valid
19.0ms264×body160valid
5.0ms23×body2560valid