Details

Time bar (total: 5.3s)

sample53.0ms

Algorithm
intervals
Results
12.0ms27×body1280valid
8.0ms193×body80valid
8.0ms31×body640valid
4.0ms24×body320valid
3.0ms105×body80nan
1.0ms12×body160valid

simplify125.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 0 (2.0ms)

IterNodesCost
0187
1277
2547
31097
43077
57777
641457
750027

prune3.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 8.7b

localize10.0ms

Local error

Found 4 expressions with local error:

0.0b
(/ y (+ z y))
0.0b
(+ x (/ (exp (* y (log (/ y (+ z y))))) y))
0.1b
(* y (log (/ y (+ z y))))
10.3b
(log (/ y (+ z y)))

rewrite128.0ms

Algorithm
rewrite-expression-head
Rules
67×*-un-lft-identity
54×log-prod
48×times-frac
41×add-sqr-sqrt
39×add-cube-cbrt
18×distribute-rgt-in distribute-lft-in
14×distribute-lft-out
11×add-exp-log
pow1 associate-/r/ add-cbrt-cube
add-log-exp
flip3-+ flip-+
associate-*r* associate-/r* div-inv
associate-*l* associate-/l*
div-exp rem-log-exp log-pow
cbrt-undiv +-commutative log-div frac-2neg pow-prod-down prod-exp clear-num sum-log *-commutative cbrt-unprod unswap-sqr
Counts
4 → 129
Calls
4 calls:
11.0ms
(/ y (+ z y))
83.0ms
(+ x (/ (exp (* y (log (/ y (+ z y))))) y))
23.0ms
(* y (log (/ y (+ z y))))
6.0ms
(log (/ y (+ z y)))

series243.0ms

Counts
4 → 12
Calls
4 calls:
43.0ms
(/ y (+ z y))
71.0ms
(+ x (/ (exp (* y (log (/ y (+ z y))))) y))
78.0ms
(* y (log (/ y (+ z y))))
51.0ms
(log (/ y (+ z y)))

simplify52.0ms

Algorithm
egg-herbie
Counts
141 → 141
Iterations

Useful iterations: 2 (40.0ms)

IterNodesCost
03811006
11513928
25001904

prune331.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 0.0b

localize15.0ms

Local error

Found 4 expressions with local error:

0.6b
(cbrt (+ z y))
0.6b
(cbrt (+ z y))
2.9b
(log (/ (cbrt y) (cbrt (+ z y))))
2.9b
(log (/ (cbrt y) (cbrt (+ z y))))

rewrite33.0ms

Algorithm
rewrite-expression-head
Rules
98×cbrt-prod
96×log-prod
88×*-un-lft-identity
84×times-frac
60×add-sqr-sqrt add-cube-cbrt
14×distribute-lft-out
10×add-exp-log
cbrt-div
pow1
flip3-+ rem-log-exp associate-/r/ add-cbrt-cube flip-+ add-log-exp
log-div pow1/3 div-exp log-pow div-inv
Counts
4 → 146
Calls
4 calls:
4.0ms
(cbrt (+ z y))
4.0ms
(cbrt (+ z y))
9.0ms
(log (/ (cbrt y) (cbrt (+ z y))))
9.0ms
(log (/ (cbrt y) (cbrt (+ z y))))

series417.0ms

Counts
4 → 12
Calls
4 calls:
133.0ms
(cbrt (+ z y))
134.0ms
(cbrt (+ z y))
75.0ms
(log (/ (cbrt y) (cbrt (+ z y))))
76.0ms
(log (/ (cbrt y) (cbrt (+ z y))))

simplify158.0ms

Algorithm
egg-herbie
Counts
158 → 158
Iterations

Useful iterations: 2 (27.0ms)

IterNodesCost
03531566
19611516
240571484
350021484

prune911.0ms

Pruning

2 alts after pruning (1 fresh and 1 done)

Merged error: 0.0b

localize6.0ms

Local error

Found 2 expressions with local error:

0.0b
(+ x (/ (exp (* -1 z)) y))
0.0b
(/ (exp (* -1 z)) y)

rewrite25.0ms

Algorithm
rewrite-expression-head
Rules
12×*-un-lft-identity
10×add-sqr-sqrt add-cube-cbrt
times-frac
add-cbrt-cube add-log-exp
add-exp-log associate-/r* associate-/l*
pow1
cbrt-undiv +-commutative exp-neg frac-2neg mul-1-neg flip3-+ div-exp clear-num sum-log flip-+ div-inv associate-/l/ distribute-lft-out
Counts
2 → 40
Calls
2 calls:
15.0ms
(+ x (/ (exp (* -1 z)) y))
9.0ms
(/ (exp (* -1 z)) y)

series44.0ms

Counts
2 → 6
Calls
2 calls:
23.0ms
(+ x (/ (exp (* -1 z)) y))
21.0ms
(/ (exp (* -1 z)) y)

simplify70.0ms

Algorithm
egg-herbie
Counts
46 → 46
Iterations

Useful iterations: 2 (17.0ms)

IterNodesCost
0176274
1464258
22001256
35002256

prune106.0ms

Pruning

3 alts after pruning (1 fresh and 2 done)

Merged error: 0.0b

localize10.0ms

Local error

Found 4 expressions with local error:

0.4b
(* (cbrt (/ (exp (* -1 z)) y)) (cbrt (/ (exp (* -1 z)) y)))
0.6b
(cbrt (/ (exp (* -1 z)) y))
0.6b
(cbrt (/ (exp (* -1 z)) y))
0.6b
(cbrt (/ (exp (* -1 z)) y))

rewrite48.0ms

Algorithm
rewrite-expression-head
Rules
103×cbrt-prod
81×add-sqr-sqrt
69×times-frac
57×add-cube-cbrt *-un-lft-identity
16×swap-sqr associate-*r* associate-*l*
11×pow1
pow1/3 unswap-sqr
cbrt-div div-inv
add-exp-log
add-cbrt-cube add-log-exp
pow-prod-down pow-sqr pow-prod-up
pow2 frac-times pow-plus associate-*r/ associate-*l/ prod-exp *-commutative cbrt-unprod
Counts
4 → 144
Calls
4 calls:
33.0ms
(* (cbrt (/ (exp (* -1 z)) y)) (cbrt (/ (exp (* -1 z)) y)))
3.0ms
(cbrt (/ (exp (* -1 z)) y))
3.0ms
(cbrt (/ (exp (* -1 z)) y))
3.0ms
(cbrt (/ (exp (* -1 z)) y))

series328.0ms

Counts
4 → 12
Calls
4 calls:
102.0ms
(* (cbrt (/ (exp (* -1 z)) y)) (cbrt (/ (exp (* -1 z)) y)))
78.0ms
(cbrt (/ (exp (* -1 z)) y))
71.0ms
(cbrt (/ (exp (* -1 z)) y))
77.0ms
(cbrt (/ (exp (* -1 z)) y))

simplify56.0ms

Algorithm
egg-herbie
Counts
156 → 156
Iterations

Useful iterations: 2 (39.0ms)

IterNodesCost
03251726
111441645
250021565

prune511.0ms

Pruning

3 alts after pruning (0 fresh and 3 done)

Merged error: 0.0b

regimes65.0ms

Accuracy

46.8% (0.6b remaining)

Error of 0.6b against oracle of 0.0b and baseline of 1.2b

bsearch75.0ms

Steps
ItersRangePoint
10
-2.567850748126576e+63
-4.131982550696902e+45
-1.6114585939872277e+54

simplify1.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
03120
13120

end0.0ms

sample1.5s

Algorithm
intervals
Results
342.0ms793×body1280valid
296.0ms6477×body80valid
233.0ms895×body640valid
98.0ms3029×body80nan
94.0ms558×body320valid
38.0ms376×body160valid