Details

Time bar (total: 4.2s)

sample22.0ms

Algorithm
intervals
Results
9.0ms286×body80valid

simplify87.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 1 (5.0ms)

IterNodesCost
0205
1364
2594
31034
41734
52364
62654
73114
83754
95114
106744
1111794
1213004
1313084
1413084

prune9.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 2.0b

localize14.0ms

Local error

Found 3 expressions with local error:

0.0b
(/ (- z t) (- a t))
0.0b
(+ x (* y (/ (- z t) (- a t))))
2.0b
(* y (/ (- z t) (- a t)))

rewrite45.0ms

Algorithm
rewrite-expression-head
Rules
77×add-sqr-sqrt
72×*-un-lft-identity
51×times-frac
31×associate-*r*
28×add-cube-cbrt
22×distribute-lft-out-- difference-of-squares
10×add-exp-log add-cbrt-cube
pow1 associate-/r* associate-/l* add-log-exp
associate-/r/
expm1-log1p-u flip3-- fma-def associate-*l* flip-- log1p-expm1-u
cbrt-undiv div-exp 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 → 122
Calls
3 calls:
12.0ms
(/ (- z t) (- a t))
3.0ms
(+ x (* y (/ (- z t) (- a t))))
25.0ms
(* y (/ (- z t) (- a t)))

series215.0ms

Counts
3 → 9
Calls
3 calls:
51.0ms
(/ (- z t) (- a t))
88.0ms
(+ x (* y (/ (- z t) (- a t))))
76.0ms
(* y (/ (- z t) (- a t)))

simplify58.0ms

Algorithm
egg-herbie
Counts
131 → 131
Iterations

Useful iterations: 1 (15.0ms)

IterNodesCost
0433776
11705730
25002730

prune331.0ms

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 0.0b

localize8.0ms

Local error

Found 3 expressions with local error:

0.0b
(/ (- z t) (- a t))
0.0b
(+ x (* (/ (- z t) (- a t)) y))
2.0b
(* (/ (- z t) (- a t)) y)

rewrite48.0ms

Algorithm
rewrite-expression-head
Rules
77×add-sqr-sqrt
72×*-un-lft-identity
51×times-frac
31×associate-*l*
28×add-cube-cbrt
22×distribute-lft-out-- difference-of-squares
10×add-exp-log add-cbrt-cube
pow1 associate-/r* associate-/l* add-log-exp
associate-/r/
expm1-log1p-u flip3-- fma-def associate-*r* flip-- log1p-expm1-u
cbrt-undiv 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 → 122
Calls
3 calls:
12.0ms
(/ (- z t) (- a t))
3.0ms
(+ x (* (/ (- z t) (- a t)) y))
28.0ms
(* (/ (- z t) (- a t)) y)

series237.0ms

Counts
3 → 9
Calls
3 calls:
54.0ms
(/ (- z t) (- a t))
76.0ms
(+ x (* (/ (- z t) (- a t)) y))
107.0ms
(* (/ (- z t) (- a t)) y)

simplify60.0ms

Algorithm
egg-herbie
Counts
131 → 131
Iterations

Useful iterations: 2 (50.0ms)

IterNodesCost
0446781
11413735
25001734

prune336.0ms

Pruning

6 alts after pruning (5 fresh and 1 done)

Merged error: 0.0b

localize10.0ms

Local error

Found 4 expressions with local error:

0.0b
(+ x (* y (* (- z t) (/ 1 (- a t)))))
0.0b
(/ 1 (- a t))
0.3b
(* (- z t) (/ 1 (- a t)))
2.0b
(* y (* (- z t) (/ 1 (- a t))))

rewrite67.0ms

Algorithm
rewrite-expression-head
Rules
49×add-sqr-sqrt
43×*-un-lft-identity
32×add-exp-log times-frac
26×add-cube-cbrt
22×associate-*r*
20×add-cbrt-cube
13×prod-exp
12×pow1
associate-*r/ associate-*l* distribute-lft-out-- difference-of-squares
cbrt-unprod
flip3-- div-exp flip-- add-log-exp
associate-/r*
expm1-log1p-u frac-times pow-prod-down associate-*l/ associate-/r/ log1p-expm1-u
cbrt-undiv rec-exp fma-def 1-exp associate-/l* unswap-sqr
un-div-inv *-commutative div-inv
+-commutative pow-flip frac-2neg flip3-+ clear-num sum-log flip-+ inv-pow
Counts
4 → 141
Calls
4 calls:
3.0ms
(+ x (* y (* (- z t) (/ 1 (- a t)))))
6.0ms
(/ 1 (- a t))
24.0ms
(* (- z t) (/ 1 (- a t)))
26.0ms
(* y (* (- z t) (/ 1 (- a t))))

series249.0ms

Counts
4 → 12
Calls
4 calls:
87.0ms
(+ x (* y (* (- z t) (/ 1 (- a t)))))
37.0ms
(/ 1 (- a t))
54.0ms
(* (- z t) (/ 1 (- a t)))
70.0ms
(* y (* (- z t) (/ 1 (- a t))))

simplify63.0ms

Algorithm
egg-herbie
Counts
153 → 153
Iterations

Useful iterations: 2 (53.0ms)

IterNodesCost
0468829
12047715
25003668

prune348.0ms

Pruning

6 alts after pruning (4 fresh and 2 done)

Merged error: 0.0b

localize16.0ms

Local error

Found 4 expressions with local error:

0.5b
(cbrt (- z t))
0.5b
(cbrt (- z t))
0.5b
(* (cbrt (- z t)) (cbrt (- z t)))
6.9b
(* (/ (* (cbrt (- z t)) (cbrt (- z t))) 1) (* (/ (cbrt (- z t)) (- a t)) y))

rewrite84.0ms

Algorithm
rewrite-expression-head
Rules
63×add-exp-log
38×cbrt-prod
36×add-sqr-sqrt
34×*-un-lft-identity
32×prod-exp
31×add-cbrt-cube
19×cbrt-unprod
17×div-exp
16×pow1 add-cube-cbrt cbrt-div
15×associate-*l*
10×swap-sqr
cbrt-undiv associate-*r*
flip3-- pow1/3 flip-- distribute-lft-out--
1-exp difference-of-squares
frac-times pow-prod-down associate-*l/
expm1-log1p-u log1p-expm1-u add-log-exp unswap-sqr
times-frac associate-*r/
pow-sqr *-commutative pow-prod-up
pow2 pow-plus div-inv
Counts
4 → 139
Calls
4 calls:
2.0ms
(cbrt (- z t))
2.0ms
(cbrt (- z t))
22.0ms
(* (cbrt (- z t)) (cbrt (- z t)))
51.0ms
(* (/ (* (cbrt (- z t)) (cbrt (- z t))) 1) (* (/ (cbrt (- z t)) (- a t)) y))

series564.0ms

Counts
4 → 12
Calls
4 calls:
157.0ms
(cbrt (- z t))
159.0ms
(cbrt (- z t))
141.0ms
(* (cbrt (- z t)) (cbrt (- z t)))
107.0ms
(* (/ (* (cbrt (- z t)) (cbrt (- z t))) 1) (* (/ (cbrt (- z t)) (- a t)) y))

simplify97.0ms

Algorithm
egg-herbie
Counts
151 → 151
Iterations

Useful iterations: 2 (84.0ms)

IterNodesCost
05861377
127501119
25001982

prune410.0ms

Pruning

6 alts after pruning (3 fresh and 3 done)

Merged error: 0.0b

regimes197.0ms

Accuracy

63.1% (0.5b remaining)

Error of 0.5b against oracle of 0.0b and baseline of 1.4b

bsearch95.0ms

Steps
ItersRangePoint
8
6.284385024126243e-88
2.901425453076359e-84
8.869338664451681e-85
8
-1.588366725550566e+37
-2.610116308888546e+34
-6.29140239783561e+35

simplify3.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (1.0ms)

IterNodesCost
03111
13311
23311

end0.0ms

sample569.0ms

Algorithm
intervals
Results
294.0ms8747×body80valid
0.0msbody320valid