Details

Time bar (total: 7.2s)

sample44.0ms

Algorithm
intervals
Results
28.0ms255×body80valid
0.0msbody320valid

simplify88.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (2.0ms)

IterNodesCost
03310
17910
221010
348310
491010
5151610
6281810
7500110

prune3.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 22.9b

localize15.0ms

Local error

Found 4 expressions with local error:

0.0b
(* (+ t y) a)
1.4b
(- (+ (* (+ x y) z) (* (+ t y) a)) (* y b))
1.6b
(+ (* (+ x y) z) (* (+ t y) a))
21.4b
(/ (- (+ (* (+ x y) z) (* (+ t y) a)) (* y b)) (+ (+ x t) y))

rewrite144.0ms

Algorithm
rewrite-expression-head
Rules
40×*-un-lft-identity
20×add-sqr-sqrt
18×add-cube-cbrt
15×times-frac
13×distribute-lft-out
11×add-log-exp
10×associate-*l/
add-exp-log add-cbrt-cube
flip3-+ flip-+
pow1
associate-/r*
expm1-log1p-u associate-*l* frac-add log1p-expm1-u
fma-neg associate-*r* prod-diff associate-/l*
flip3-- diff-log sum-log associate-/r/ flip-- associate-/l/
cbrt-undiv +-commutative sub-neg fma-def frac-2neg div-sub div-exp pow-prod-down prod-exp associate--l+ clear-num *-commutative cbrt-unprod div-inv unswap-sqr
Counts
4 → 105
Calls
4 calls:
10.0ms
(* (+ t y) a)
42.0ms
(- (+ (* (+ x y) z) (* (+ t y) a)) (* y b))
6.0ms
(+ (* (+ x y) z) (* (+ t y) a))
84.0ms
(/ (- (+ (* (+ x y) z) (* (+ t y) a)) (* y b)) (+ (+ x t) y))

series959.0ms

Counts
4 → 12
Calls
4 calls:
31.0ms
(* (+ t y) a)
125.0ms
(- (+ (* (+ x y) z) (* (+ t y) a)) (* y b))
62.0ms
(+ (* (+ x y) z) (* (+ t y) a))
740.0ms
(/ (- (+ (* (+ x y) z) (* (+ t y) a)) (* y b)) (+ (+ x t) y))

simplify88.0ms

Algorithm
egg-herbie
Counts
117 → 117
Iterations

Useful iterations: 2 (74.0ms)

IterNodesCost
05641186
125091087
250011077

prune439.0ms

Pruning

11 alts after pruning (11 fresh and 0 done)

Merged error: 8.2b

localize19.0ms

Local error

Found 4 expressions with local error:

0.0b
(* (+ t y) a)
0.8b
(fma (+ x y) z (* (+ t y) a))
9.4b
(/ (* y b) (+ (+ x t) y))
17.4b
(/ (/ (fma (+ x y) z (* (+ t y) a)) 1) (+ (+ x t) y))

rewrite61.0ms

Algorithm
rewrite-expression-head
Rules
146×*-un-lft-identity
124×times-frac
66×add-sqr-sqrt
64×add-cube-cbrt
49×distribute-lft-out
18×add-exp-log
16×add-cbrt-cube
14×associate-/l*
10×associate-/r*
div-inv
div-exp
pow1
cbrt-undiv
expm1-log1p-u associate-*l* associate-/r/ log1p-expm1-u add-log-exp
flip3-+ associate-*r* flip-+
frac-2neg associate-*l/ prod-exp clear-num cbrt-unprod
1-exp pow-prod-down *-commutative fma-udef associate-/l/ unswap-sqr
Counts
4 → 165
Calls
4 calls:
10.0ms
(* (+ t y) a)
0.0ms
(fma (+ x y) z (* (+ t y) a))
19.0ms
(/ (* y b) (+ (+ x t) y))
22.0ms
(/ (/ (fma (+ x y) z (* (+ t y) a)) 1) (+ (+ x t) y))

series395.0ms

Counts
4 → 12
Calls
4 calls:
25.0ms
(* (+ t y) a)
53.0ms
(fma (+ x y) z (* (+ t y) a))
80.0ms
(/ (* y b) (+ (+ x t) y))
237.0ms
(/ (/ (fma (+ x y) z (* (+ t y) a)) 1) (+ (+ x t) y))

simplify78.0ms

Algorithm
egg-herbie
Counts
177 → 177
Iterations

Useful iterations: 2 (59.0ms)

IterNodesCost
05881846
125851673
250011572

prune459.0ms

Pruning

12 alts after pruning (11 fresh and 1 done)

Merged error: 3.7b

localize17.0ms

Local error

Found 4 expressions with local error:

0.0b
(* (+ t y) a)
0.8b
(fma (+ x y) z (* (+ t y) a))
7.9b
(* y (/ b (+ (+ x t) y)))
17.4b
(/ (/ (fma (+ x y) z (* (+ t y) a)) 1) (+ (+ x t) y))

rewrite83.0ms

Algorithm
rewrite-expression-head
Rules
159×*-un-lft-identity
135×times-frac
79×add-sqr-sqrt
72×add-cube-cbrt
52×distribute-lft-out
24×associate-*r*
18×add-exp-log
16×add-cbrt-cube
13×associate-/l*
pow1 div-inv
associate-*l*
div-exp
associate-/r*
cbrt-undiv expm1-log1p-u associate-/r/ log1p-expm1-u add-log-exp
flip3-+ prod-exp cbrt-unprod flip-+ unswap-sqr
pow-prod-down associate-*l/ *-commutative
frac-2neg 1-exp associate-*r/ clear-num fma-udef associate-/l/
Counts
4 → 178
Calls
4 calls:
10.0ms
(* (+ t y) a)
0.0ms
(fma (+ x y) z (* (+ t y) a))
43.0ms
(* y (/ b (+ (+ x t) y)))
22.0ms
(/ (/ (fma (+ x y) z (* (+ t y) a)) 1) (+ (+ x t) y))

series395.0ms

Counts
4 → 12
Calls
4 calls:
23.0ms
(* (+ t y) a)
56.0ms
(fma (+ x y) z (* (+ t y) a))
79.0ms
(* y (/ b (+ (+ x t) y)))
236.0ms
(/ (/ (fma (+ x y) z (* (+ t y) a)) 1) (+ (+ x t) y))

simplify82.0ms

Algorithm
egg-herbie
Counts
190 → 190
Iterations

Useful iterations: 2 (62.0ms)

IterNodesCost
06411911
127971739
250011638

prune489.0ms

Pruning

10 alts after pruning (9 fresh and 1 done)

Merged error: 1.8b

localize24.0ms

Local error

Found 4 expressions with local error:

14.0b
(cbrt (* y (/ b (+ (+ x t) y))))
14.0b
(cbrt (* y (/ b (+ (+ x t) y))))
14.0b
(cbrt (* y (/ b (+ (+ x t) y))))
17.4b
(/ (/ (fma (+ x y) z (* (+ t y) a)) 1) (+ (+ x t) y))

rewrite65.0ms

Algorithm
rewrite-expression-head
Rules
130×*-un-lft-identity
119×times-frac
60×add-sqr-sqrt add-cube-cbrt
42×distribute-lft-out
13×associate-/l*
11×add-exp-log
add-cbrt-cube
div-inv
div-exp associate-/r*
pow1 expm1-log1p-u log1p-expm1-u add-log-exp
cbrt-undiv cbrt-prod cbrt-div pow1/3 associate-*r/
associate-/r/
frac-2neg flip3-+ 1-exp clear-num flip-+ associate-/l/
Counts
4 → 139
Calls
4 calls:
11.0ms
(cbrt (* y (/ b (+ (+ x t) y))))
11.0ms
(cbrt (* y (/ b (+ (+ x t) y))))
11.0ms
(cbrt (* y (/ b (+ (+ x t) y))))
22.0ms
(/ (/ (fma (+ x y) z (* (+ t y) a)) 1) (+ (+ x t) y))

series997.0ms

Counts
4 → 12
Calls
4 calls:
256.0ms
(cbrt (* y (/ b (+ (+ x t) y))))
251.0ms
(cbrt (* y (/ b (+ (+ x t) y))))
255.0ms
(cbrt (* y (/ b (+ (+ x t) y))))
234.0ms
(/ (/ (fma (+ x y) z (* (+ t y) a)) 1) (+ (+ x t) y))

simplify53.0ms

Algorithm
egg-herbie
Counts
151 → 151
Iterations

Useful iterations: 2 (36.0ms)

IterNodesCost
04411807
115531643
250011537

prune416.0ms

Pruning

10 alts after pruning (8 fresh and 2 done)

Merged error: 1.8b

regimes460.0ms

Accuracy

19.5% (17.6b remaining)

Error of 20.9b against oracle of 3.3b and baseline of 25.2b

bsearch275.0ms

Steps
ItersRangePoint
6
1.0642398343955026e+70
1.4557735245822747e+71
1.7662230389581438e+70
10
2.9801384901247225e-300
1.4595814178353924e-289
2.017571219391953e-297
8
-6.38306267145837e-101
-3.7456106823656174e-105
-4.415313689866515e-105
7
-7.281669141149857e+115
-1.1630336599774037e+114
-2.263277863276343e+115

simplify2.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
04775
14775

end0.0ms

sample1.1s

Algorithm
intervals
Results
760.0ms7997×body80valid
1.0msbody160valid