Details

Time bar (total: 6.2s)

sample38.0ms

Algorithm
intervals
Results
16.0ms261×body80valid
2.0msbody1280valid
2.0msbody640valid
2.0msbody320valid
2.0ms13×body160valid

simplify51.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 1 (3.0ms)

IterNodesCost
0236
1465
21285
33625
410245
522965
650015

prune23.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 12.5b

localize9.0ms

Local error

Found 2 expressions with local error:

0.0b
(/ (- t x) (- a z))
12.5b
(fma (- y z) (/ (- t x) (- a z)) x)

rewrite14.0ms

Algorithm
rewrite-expression-head
Rules
38×add-sqr-sqrt *-un-lft-identity
25×times-frac
14×add-cube-cbrt
12×distribute-lft-out-- difference-of-squares
associate-/r* associate-/l*
add-exp-log add-cbrt-cube
pow1 expm1-log1p-u flip3-- associate-/r/ flip-- log1p-expm1-u associate-/l/ add-log-exp
cbrt-undiv frac-2neg div-sub div-exp clear-num fma-udef div-inv
Counts
2 → 64
Calls
2 calls:
11.0ms
(/ (- t x) (- a z))
0.0ms
(fma (- y z) (/ (- t x) (- a z)) x)

series48.0ms

Counts
2 → 6
Calls
2 calls:
16.0ms
(/ (- t x) (- a z))
31.0ms
(fma (- y z) (/ (- t x) (- a z)) x)

simplify55.0ms

Algorithm
egg-herbie
Counts
70 → 70
Iterations

Useful iterations: 3 (49.0ms)

IterNodesCost
0268450
1733425
22490423
35001421

prune540.0ms

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 4.1b

localize10.0ms

Local error

Found 3 expressions with local error:

0.0b
(/ 1 (- a z))
0.2b
(* (- t x) (/ 1 (- a z)))
12.5b
(fma (- y z) (* (- t x) (/ 1 (- a z))) x)

rewrite34.0ms

Algorithm
rewrite-expression-head
Rules
46×add-sqr-sqrt
40×*-un-lft-identity
32×times-frac
23×add-cube-cbrt
21×associate-*r*
16×add-exp-log
10×add-cbrt-cube
distribute-lft-out-- difference-of-squares
pow1
associate-*l* associate-/r*
flip3-- div-exp prod-exp associate-/r/ flip--
expm1-log1p-u log1p-expm1-u associate-/l* add-log-exp unswap-sqr
cbrt-undiv frac-times rec-exp 1-exp associate-*l/ cbrt-unprod div-inv
pow-flip frac-2neg associate-*r/ pow-prod-down clear-num un-div-inv *-commutative fma-udef inv-pow
Counts
3 → 105
Calls
3 calls:
5.0ms
(/ 1 (- a z))
25.0ms
(* (- t x) (/ 1 (- a z)))
0.0ms
(fma (- y z) (* (- t x) (/ 1 (- a z))) x)

series50.0ms

Counts
3 → 9
Calls
3 calls:
4.0ms
(/ 1 (- a z))
14.0ms
(* (- t x) (/ 1 (- a z)))
31.0ms
(fma (- y z) (* (- t x) (/ 1 (- a z))) x)

simplify39.0ms

Algorithm
egg-herbie
Counts
114 → 114
Iterations

Useful iterations: 2 (32.0ms)

IterNodesCost
0350602
11497525
25001481

prune719.0ms

Pruning

12 alts after pruning (11 fresh and 1 done)

Merged error: 3.1b

localize9.0ms

Local error

Found 3 expressions with local error:

0.0b
(/ (- t x) (- a z))
3.5b
(+ x (* (- y z) (/ (- t x) (- a z))))
6.3b
(* (- y z) (/ (- t x) (- a z)))

rewrite52.0ms

Algorithm
rewrite-expression-head
Rules
79×add-sqr-sqrt
74×*-un-lft-identity
51×times-frac
31×associate-*r*
28×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/
expm1-log1p-u fma-def log1p-expm1-u
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 → 128
Calls
3 calls:
11.0ms
(/ (- t x) (- a z))
3.0ms
(+ x (* (- y z) (/ (- t x) (- a z))))
32.0ms
(* (- y z) (/ (- t x) (- a z)))

series114.0ms

Counts
3 → 9
Calls
3 calls:
14.0ms
(/ (- t x) (- a z))
60.0ms
(+ x (* (- y z) (/ (- t x) (- a z))))
40.0ms
(* (- y z) (/ (- t x) (- a z)))

simplify54.0ms

Algorithm
egg-herbie
Counts
137 → 137
Iterations

Useful iterations: 2 (44.0ms)

IterNodesCost
0488901
12066849
25001847

prune998.0ms

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 1.8b

localize10.0ms

Local error

Found 4 expressions with local error:

0.0b
(/ 1 (- a z))
0.2b
(* (- t x) (/ 1 (- a z)))
4.7b
(+ x (* (- y z) (* (- t x) (/ 1 (- a z)))))
6.3b
(* (- y z) (* (- t x) (/ 1 (- a z))))

rewrite71.0ms

Algorithm
rewrite-expression-head
Rules
51×add-sqr-sqrt
45×*-un-lft-identity
32×add-exp-log times-frac
26×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*
expm1-log1p-u pow-prod-down associate-/r/ un-div-inv log1p-expm1-u
cbrt-undiv rec-exp fma-def 1-exp associate-/l* unswap-sqr
*-commutative div-inv
+-commutative pow-flip frac-2neg flip3-+ clear-num sum-log flip-+ inv-pow
Counts
4 → 157
Calls
4 calls:
5.0ms
(/ 1 (- a z))
25.0ms
(* (- t x) (/ 1 (- a z)))
3.0ms
(+ x (* (- y z) (* (- t x) (/ 1 (- a z)))))
32.0ms
(* (- y z) (* (- t x) (/ 1 (- a z))))

series118.0ms

Counts
4 → 12
Calls
4 calls:
4.0ms
(/ 1 (- a z))
14.0ms
(* (- t x) (/ 1 (- a z)))
60.0ms
(+ x (* (- y z) (* (- t x) (/ 1 (- a z)))))
40.0ms
(* (- y z) (* (- t x) (/ 1 (- a z))))

simplify72.0ms

Algorithm
egg-herbie
Counts
169 → 169
Iterations

Useful iterations: 2 (60.0ms)

IterNodesCost
06031062
12878940
25002891

prune1.1s

Pruning

11 alts after pruning (10 fresh and 1 done)

Merged error: 1.8b

regimes929.0ms

Accuracy

64.8% (4.0b remaining)

Error of 7.5b against oracle of 3.6b and baseline of 14.8b

bsearch2.0ms

simplify2.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
04454
14454

end0.0ms

sample1.1s

Algorithm
intervals
Results
473.0ms7822×body80valid
116.0ms477×body640valid
77.0ms449×body320valid
67.0ms223×body1280valid
36.0ms290×body160valid
7.0ms20×body2560valid