Details

Time bar (total: 4.2s)

sample57.0ms

Algorithm
intervals
Results
18.0ms33×body1280valid
10.0ms210×body80valid
7.0ms26×body640valid
4.0ms103×body80nan
2.0ms14×body320valid
2.0ms17×body160valid

simplify112.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 6 (28.0ms)

IterNodesCost
0187
1277
2547
31117
43147
58017
642176
750016

prune7.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 3.4b

localize10.0ms

Local error

Found 3 expressions with local error:

0.0b
(+ x (/ (exp (* y (log (/ y (+ z y))))) y))
0.1b
(* y (log (/ y (+ z y))))
9.4b
(log (/ y (+ z y)))

rewrite88.0ms

Algorithm
rewrite-expression-head
Rules
54×log-prod
50×*-un-lft-identity
36×times-frac
32×add-sqr-sqrt
30×add-cube-cbrt
18×distribute-rgt-in distribute-lft-in
10×distribute-lft-out
add-exp-log
pow1
associate-/r/
add-cbrt-cube add-log-exp
flip3-+ associate-*r* flip-+
expm1-log1p-u fma-def associate-*l* log1p-expm1-u div-inv
rem-log-exp log-pow
+-commutative log-div div-exp pow-prod-down prod-exp sum-log *-commutative cbrt-unprod unswap-sqr
Counts
3 → 105
Calls
3 calls:
68.0ms
(+ x (/ (exp (* y (log (/ y (+ z y))))) y))
11.0ms
(* y (log (/ y (+ z y))))
4.0ms
(log (/ y (+ z y)))

series205.0ms

Counts
3 → 9
Calls
3 calls:
74.0ms
(+ x (/ (exp (* y (log (/ y (+ z y))))) y))
80.0ms
(* y (log (/ y (+ z y))))
51.0ms
(log (/ y (+ z y)))

simplify93.0ms

Algorithm
egg-herbie
Counts
114 → 114
Iterations

Useful iterations: 3 (83.0ms)

IterNodesCost
0352887
11179817
23658786
35001782

prune259.0ms

Pruning

4 alts after pruning (4 fresh and 0 done)

Merged error: 0.0b

localize16.0ms

Local error

Found 4 expressions with local error:

0.6b
(cbrt y)
0.6b
(cbrt y)
3.9b
(log (/ (cbrt y) (cbrt (+ z y))))
3.9b
(log (/ (cbrt y) (cbrt (+ z y))))

rewrite20.0ms

Algorithm
rewrite-expression-head
Rules
96×cbrt-prod log-prod
84×*-un-lft-identity times-frac
60×add-sqr-sqrt add-cube-cbrt
12×distribute-lft-out
10×add-exp-log
pow1
expm1-log1p-u cbrt-div rem-log-exp associate-/r/ add-cbrt-cube log1p-expm1-u add-log-exp
log-div flip3-+ pow1/3 div-exp log-pow flip-+ div-inv
Counts
4 → 148
Calls
4 calls:
0.0ms
(cbrt y)
0.0ms
(cbrt y)
6.0ms
(log (/ (cbrt y) (cbrt (+ z y))))
6.0ms
(log (/ (cbrt y) (cbrt (+ z y))))

series528.0ms

Counts
4 → 12
Calls
4 calls:
187.0ms
(cbrt y)
188.0ms
(cbrt y)
78.0ms
(log (/ (cbrt y) (cbrt (+ z y))))
76.0ms
(log (/ (cbrt y) (cbrt (+ z y))))

simplify75.0ms

Algorithm
egg-herbie
Counts
160 → 160
Iterations

Useful iterations: 3 (61.0ms)

IterNodesCost
03171502
17721456
223701424
350021350

prune593.0ms

Pruning

4 alts after pruning (3 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)

rewrite11.0ms

Algorithm
rewrite-expression-head
Rules
13×*-un-lft-identity
11×add-sqr-sqrt add-cube-cbrt
times-frac
add-cbrt-cube add-log-exp
add-exp-log fma-def associate-/r* associate-/l*
pow1 expm1-log1p-u log1p-expm1-u
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 → 47
Calls
2 calls:
6.0ms
(+ x (/ (exp (* -1 z)) y))
3.0ms
(/ (exp (* -1 z)) y)

series45.0ms

Counts
2 → 6
Calls
2 calls:
25.0ms
(+ x (/ (exp (* -1 z)) y))
19.0ms
(/ (exp (* -1 z)) y)

simplify64.0ms

Algorithm
egg-herbie
Counts
53 → 53
Iterations

Useful iterations: 2 (15.0ms)

IterNodesCost
0184292
1491275
22110271
35001271

prune123.0ms

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 0.0b

localize6.0ms

Local error

Found 3 expressions with local error:

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

rewrite19.0ms

Algorithm
rewrite-expression-head
Rules
12×add-exp-log
11×*-un-lft-identity
10×add-sqr-sqrt add-cbrt-cube
pow1 add-cube-cbrt
add-log-exp
div-exp prod-exp
expm1-log1p-u fma-def times-frac associate-*r* associate-*l* log1p-expm1-u associate-/l*
cbrt-undiv rec-exp pow-flip 1-exp pow-prod-down cbrt-unprod div-inv distribute-lft-out
+-commutative frac-2neg flip3-+ clear-num associate-/r* sum-log *-commutative flip-+ inv-pow unswap-sqr
Counts
3 → 68
Calls
3 calls:
5.0ms
(* y (exp z))
7.0ms
(/ 1 (* y (exp z)))
5.0ms
(+ x (/ 1 (* y (exp z))))

series71.0ms

Counts
3 → 9
Calls
3 calls:
22.0ms
(* y (exp z))
20.0ms
(/ 1 (* y (exp z)))
29.0ms
(+ x (/ 1 (* y (exp z))))

simplify37.0ms

Algorithm
egg-herbie
Counts
77 → 77
Iterations

Useful iterations: 2 (32.0ms)

IterNodesCost
0257322
11138280
25002278

prune150.0ms

Pruning

4 alts after pruning (2 fresh and 2 done)

Merged error: 0.0b

regimes141.0ms

Accuracy

29.9% (0.9b remaining)

Error of 0.9b against oracle of 0.0b and baseline of 1.3b

bsearch1.0ms

simplify2.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
04633
14633

end0.0ms

sample1.4s

Algorithm
intervals
Results
351.0ms791×body1280valid
316.0ms6554×body80valid
252.0ms912×body640valid
105.0ms3015×body80nan
102.0ms595×body320valid
32.0ms291×body160valid