Details

Time bar (total: 3.7s)

sample24.0ms

Algorithm
intervals
Results
8.0ms261×body80valid
1.0msbody1280valid
1.0msbody640valid
1.0ms13×body160valid
1.0msbody320valid

simplify51.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 1 (3.0ms)

IterNodesCost
0236
1465
21285
33625
410245
522965
650015

prune7.0ms

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)

rewrite15.0ms

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:
12.0ms
(/ (- t x) (- a z))
0.0ms
(fma (- y z) (/ (- t x) (- a z)) x)

series141.0ms

Counts
2 → 6
Calls
2 calls:
51.0ms
(/ (- t x) (- a z))
90.0ms
(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

prune194.0ms

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)

rewrite33.0ms

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))
24.0ms
(* (- t x) (/ 1 (- a z)))
0.0ms
(fma (- y z) (* (- t x) (/ 1 (- a z))) x)

series172.0ms

Counts
3 → 9
Calls
3 calls:
33.0ms
(/ 1 (- a z))
50.0ms
(* (- t x) (/ 1 (- a z)))
89.0ms
(fma (- y z) (* (- t x) (/ 1 (- a z))) x)

simplify41.0ms

Algorithm
egg-herbie
Counts
114 → 114
Iterations

Useful iterations: 2 (33.0ms)

IterNodesCost
0350602
11497525
25001481

prune253.0ms

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

rewrite61.0ms

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/
expm1-log1p-u log1p-expm1-u
cbrt-undiv frac-times div-exp associate-*l/ prod-exp cbrt-unprod div-inv associate-/l/ unswap-sqr
+-commutative fma-def frac-2neg flip3-+ div-sub associate-*r/ pow-prod-down clear-num sum-log *-commutative flip-+
Counts
3 → 126
Calls
3 calls:
12.0ms
(/ (- t x) (- a z))
11.0ms
(+ (* (- y z) (/ (- t x) (- a z))) x)
34.0ms
(* (- y z) (/ (- t x) (- a z)))

series325.0ms

Counts
3 → 9
Calls
3 calls:
53.0ms
(/ (- t x) (- a z))
143.0ms
(+ (* (- y z) (/ (- t x) (- a z))) x)
129.0ms
(* (- y z) (/ (- t x) (- a z)))

simplify54.0ms

Algorithm
egg-herbie
Counts
135 → 135
Iterations

Useful iterations: 2 (44.0ms)

IterNodesCost
0489904
12048854
25001852

prune319.0ms

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

rewrite98.0ms

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*
expm1-log1p-u pow-prod-down associate-/r/ un-div-inv log1p-expm1-u
cbrt-undiv rec-exp 1-exp associate-/l* unswap-sqr
*-commutative div-inv
+-commutative pow-flip fma-def frac-2neg flip3-+ clear-num sum-log flip-+ inv-pow
Counts
4 → 155
Calls
4 calls:
6.0ms
(/ 1 (- a z))
24.0ms
(* (- t x) (/ 1 (- a z)))
30.0ms
(+ (* (- y z) (* (- t x) (/ 1 (- a z)))) x)
33.0ms
(* (- y z) (* (- t x) (/ 1 (- a z))))

series360.0ms

Counts
4 → 12
Calls
4 calls:
33.0ms
(/ 1 (- a z))
52.0ms
(* (- t x) (/ 1 (- a z)))
144.0ms
(+ (* (- y z) (* (- t x) (/ 1 (- a z)))) x)
131.0ms
(* (- y z) (* (- t x) (/ 1 (- a z))))

simplify76.0ms

Algorithm
egg-herbie
Counts
167 → 167
Iterations

Useful iterations: 2 (60.0ms)

IterNodesCost
06031066
12849944
25001896

prune361.0ms

Pruning

11 alts after pruning (10 fresh and 1 done)

Merged error: 1.8b

regimes289.0ms

Accuracy

29.4% (7.9b remaining)

Error of 11.5b against oracle of 3.6b and baseline of 14.8b

bsearch85.0ms

Steps
ItersRangePoint
7
4.7984808710320545e-62
9.016433913032716e-60
5.374092198457196e-62
8
-6.189772840165046e-111
-1.035467125624471e-113
-1.0923027359928953e-112

simplify1.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
03117
13117

end0.0ms

sample693.0ms

Algorithm
intervals
Results
251.0ms7822×body80valid
58.0ms477×body640valid
39.0ms449×body320valid
38.0ms223×body1280valid
17.0ms290×body160valid
4.0ms20×body2560valid