Details

Time bar (total: 7.1s)

sample104.0ms

Algorithm
intervals
Results
28.0ms50×body1280valid
21.0ms37×body10240exit
14.0ms45×body640valid
7.0ms117×body80valid
5.0ms26×body320valid
4.0msbody2560valid
3.0ms71×body80nan
2.0ms16×body160valid
1.0msbody1280nan
1.0msbody640nan
1.0msbody320nan
1.0msbody160nan

simplify212.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (1.0ms)

IterNodesCost
0207
1337
2497
3717
4937
51807
62327
74117
87107
910927
1012407
1115587
1241917
1350017

prune3.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 24.3b

localize10.0ms

Local error

Found 4 expressions with local error:

0.0b
(* y (exp z))
0.1b
(/ (log (+ (- 1.0 y) (* y (exp z)))) t)
2.3b
(+ (- 1.0 y) (* y (exp z)))
2.5b
(log (+ (- 1.0 y) (* y (exp z))))

rewrite54.0ms

Algorithm
rewrite-expression-head
Rules
18×add-sqr-sqrt
16×add-cube-cbrt *-un-lft-identity
12×times-frac
11×pow1
add-log-exp
add-exp-log add-cbrt-cube
log-pow
log-div associate-/l*
log-prod flip3-+ associate-*r* associate-*l* associate-/r* flip-+
associate-+l+ div-sub sum-log
cbrt-undiv +-commutative associate-+l- sub-neg frac-2neg diff-log div-exp rem-log-exp pow-prod-down prod-exp clear-num *-commutative cbrt-unprod div-inv unswap-sqr
Counts
4 → 80
Calls
4 calls:
5.0ms
(* y (exp z))
25.0ms
(/ (log (+ (- 1.0 y) (* y (exp z)))) t)
13.0ms
(+ (- 1.0 y) (* y (exp z)))
9.0ms
(log (+ (- 1.0 y) (* y (exp z))))

series287.0ms

Counts
4 → 12
Calls
4 calls:
21.0ms
(* y (exp z))
156.0ms
(/ (log (+ (- 1.0 y) (* y (exp z)))) t)
34.0ms
(+ (- 1.0 y) (* y (exp z)))
75.0ms
(log (+ (- 1.0 y) (* y (exp z))))

simplify48.0ms

Algorithm
egg-herbie
Counts
92 → 92
Iterations

Useful iterations: 2 (40.0ms)

IterNodesCost
0452795
11740733
25001726

prune294.0ms

Pruning

4 alts after pruning (4 fresh and 0 done)

Merged error: 5.3b

localize22.0ms

Local error

Found 4 expressions with local error:

5.1b
(/ (* z y) t)
5.3b
(+ (* 1.0 (/ (* z y) t)) (+ (/ (log 1.0) t) (* 0.5 (/ (* (pow z 2) y) t))))
5.7b
(* (pow z 2) y)
6.1b
(/ (* (pow z 2) y) t)

rewrite46.0ms

Algorithm
rewrite-expression-head
Rules
24×add-exp-log
17×add-sqr-sqrt
16×add-cbrt-cube
11×add-cube-cbrt *-un-lft-identity
add-log-exp
associate-*l*
prod-exp
times-frac div-exp associate-/r*
pow1 cbrt-undiv unpow-prod-down associate-*r/ frac-add unswap-sqr
associate-*r* sum-log cbrt-unprod
pow-to-exp frac-2neg flip3-+ pow-exp clear-num flip-+ div-inv associate-/l* unpow2 sqr-pow
+-commutative associate-+r+ *-commutative
Counts
4 → 87
Calls
4 calls:
3.0ms
(/ (* z y) t)
30.0ms
(+ (* 1.0 (/ (* z y) t)) (+ (/ (log 1.0) t) (* 0.5 (/ (* (pow z 2) y) t))))
6.0ms
(* (pow z 2) y)
4.0ms
(/ (* (pow z 2) y) t)

series154.0ms

Counts
4 → 12
Calls
4 calls:
20.0ms
(/ (* z y) t)
93.0ms
(+ (* 1.0 (/ (* z y) t)) (+ (/ (log 1.0) t) (* 0.5 (/ (* (pow z 2) y) t))))
21.0ms
(* (pow z 2) y)
19.0ms
(/ (* (pow z 2) y) t)

simplify68.0ms

Algorithm
egg-herbie
Counts
99 → 99
Iterations

Useful iterations: 1 (13.0ms)

IterNodesCost
0493659
12291586
25001586

prune326.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 4.3b

localize26.0ms

Local error

Found 4 expressions with local error:

2.8b
(* (/ z (* (cbrt t) (cbrt t))) (/ y (cbrt t)))
5.3b
(+ (* 1.0 (* (/ z (* (cbrt t) (cbrt t))) (/ y (cbrt t)))) (+ (/ (log 1.0) t) (* 0.5 (/ (* (pow z 2) y) t))))
5.7b
(* (pow z 2) y)
6.1b
(/ (* (pow z 2) y) t)

rewrite110.0ms

Algorithm
rewrite-expression-head
Rules
46×add-sqr-sqrt
40×add-exp-log
31×times-frac
25×associate-*r* add-cbrt-cube
24×add-cube-cbrt *-un-lft-identity
16×associate-*r/
15×associate-*l*
14×prod-exp
12×frac-add
11×cbrt-prod div-exp
10×cbrt-unprod unswap-sqr
cbrt-undiv add-log-exp
pow1
frac-times unpow-prod-down flip3-+ associate-*l/ flip-+
associate-/r* sum-log div-inv
pow-to-exp pow-exp *-commutative unpow2 sqr-pow
+-commutative associate-+r+ frac-2neg pow-prod-down clear-num associate-/l*
Counts
4 → 131
Calls
4 calls:
25.0ms
(* (/ z (* (cbrt t) (cbrt t))) (/ y (cbrt t)))
68.0ms
(+ (* 1.0 (* (/ z (* (cbrt t) (cbrt t))) (/ y (cbrt t)))) (+ (/ (log 1.0) t) (* 0.5 (/ (* (pow z 2) y) t))))
6.0ms
(* (pow z 2) y)
4.0ms
(/ (* (pow z 2) y) t)

series226.0ms

Counts
4 → 12
Calls
4 calls:
50.0ms
(* (/ z (* (cbrt t) (cbrt t))) (/ y (cbrt t)))
138.0ms
(+ (* 1.0 (* (/ z (* (cbrt t) (cbrt t))) (/ y (cbrt t)))) (+ (/ (log 1.0) t) (* 0.5 (/ (* (pow z 2) y) t))))
18.0ms
(* (pow z 2) y)
20.0ms
(/ (* (pow z 2) y) t)

simplify139.0ms

Algorithm
egg-herbie
Counts
143 → 143
Iterations

Useful iterations: 2 (117.0ms)

IterNodesCost
09301557
148031399
250021385

prune590.0ms

Pruning

8 alts after pruning (7 fresh and 1 done)

Merged error: 4.3b

localize17.0ms

Local error

Found 4 expressions with local error:

3.0b
(* z (/ y t))
5.3b
(+ (* 1.0 (* z (/ y t))) (+ (/ (log 1.0) t) (* 0.5 (/ (* (pow z 2) y) t))))
5.7b
(* (pow z 2) y)
6.1b
(/ (* (pow z 2) y) t)

rewrite58.0ms

Algorithm
rewrite-expression-head
Rules
28×add-sqr-sqrt
24×add-exp-log
17×add-cube-cbrt *-un-lft-identity
16×associate-*r* add-cbrt-cube
13×times-frac
11×associate-*l*
add-log-exp
associate-*r/ prod-exp
pow1 unswap-sqr
div-exp
unpow-prod-down frac-add cbrt-unprod
cbrt-undiv associate-/r* sum-log
pow-to-exp flip3-+ pow-exp *-commutative flip-+ div-inv unpow2 sqr-pow
+-commutative associate-+r+ frac-2neg pow-prod-down clear-num associate-/l*
Counts
4 → 98
Calls
4 calls:
8.0ms
(* z (/ y t))
37.0ms
(+ (* 1.0 (* z (/ y t))) (+ (/ (log 1.0) t) (* 0.5 (/ (* (pow z 2) y) t))))
6.0ms
(* (pow z 2) y)
4.0ms
(/ (* (pow z 2) y) t)

series154.0ms

Counts
4 → 12
Calls
4 calls:
25.0ms
(* z (/ y t))
92.0ms
(+ (* 1.0 (* z (/ y t))) (+ (/ (log 1.0) t) (* 0.5 (/ (* (pow z 2) y) t))))
18.0ms
(* (pow z 2) y)
20.0ms
(/ (* (pow z 2) y) t)

simplify82.0ms

Algorithm
egg-herbie
Counts
110 → 110
Iterations

Useful iterations: 1 (15.0ms)

IterNodesCost
0559708
12750632
25001632

prune344.0ms

Pruning

8 alts after pruning (6 fresh and 2 done)

Merged error: 4.3b

regimes497.0ms

Accuracy

72.4% (4.5b remaining)

Error of 8.6b against oracle of 4.1b and baseline of 20.4b

bsearch1.0ms

simplify1.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
04534
14534

end0.0ms

sample3.2s

Algorithm
intervals
Results
806.0ms1477×body1280valid
743.0ms1440×body10240exit
477.0ms1564×body640valid
227.0ms3563×body80valid
162.0ms862×body320valid
109.0ms84×body2560valid
109.0ms2477×body80nan
56.0ms477×body160valid
45.0ms221×body640nan
33.0ms104×body1280nan
28.0ms182×body320nan
10.0ms114×body160nan