Details

Time bar (total: 4.3s)

sample49.0ms

Algorithm
intervals
Results
10.0ms38×body640valid
9.0ms201×body80valid
9.0ms19×body1280valid
3.0ms17×body320valid
2.0ms76×body80nan
2.0ms21×body160valid

simplify117.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 6 (29.0ms)

IterNodesCost
0187
1277
2547
31117
43147
58017
642176
750016

prune9.0ms

Filtered
1 candidates to 1 candidates (100.0%)
Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 5.4b

localize10.0ms

Local error

Found 4 expressions with local error:

0.0b
(+ x (/ (exp (* y (log (/ y (+ z y))))) y))
0.0b
(/ y (+ z y))
0.1b
(* y (log (/ y (+ z y))))
10.9b
(log (/ y (+ z y)))

rewrite98.0ms

Algorithm
rewrite-expression-head
Rules
68×*-un-lft-identity
54×log-prod
48×times-frac
42×add-sqr-sqrt
40×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-+
expm1-log1p-u associate-*r* associate-/r* log1p-expm1-u div-inv
fma-def 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 → 140
Calls
4 calls:
71.0ms
(+ x (/ (exp (* y (log (/ y (+ z y))))) y))
5.0ms
(/ y (+ z y))
12.0ms
(* y (log (/ y (+ z y))))
4.0ms
(log (/ y (+ z y)))

series245.0ms

Counts
4 → 12
Calls
4 calls:
72.0ms
(+ x (/ (exp (* y (log (/ y (+ z y))))) y))
43.0ms
(/ y (+ z y))
81.0ms
(* y (log (/ y (+ z y))))
49.0ms
(log (/ y (+ z y)))

simplify52.0ms

Algorithm
egg-herbie
Counts
152 → 152
Iterations

Useful iterations: 2 (40.0ms)

IterNodesCost
03951046
11559967
25001936

prune364.0ms

Filtered
152 candidates to 101 candidates (66.4%)
Pruning

2 alts after pruning (2 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)
3.5b
(log (/ (cbrt y) (cbrt (+ z y))))
3.5b
(log (/ (cbrt y) (cbrt (+ z y))))

rewrite24.0ms

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:
1.0ms
(cbrt y)
1.0ms
(cbrt y)
9.0ms
(log (/ (cbrt y) (cbrt (+ z y))))
6.0ms
(log (/ (cbrt y) (cbrt (+ z y))))

series508.0ms

Counts
4 → 12
Calls
4 calls:
178.0ms
(cbrt y)
183.0ms
(cbrt y)
76.0ms
(log (/ (cbrt y) (cbrt (+ z y))))
71.0ms
(log (/ (cbrt y) (cbrt (+ z y))))

simplify77.0ms

Algorithm
egg-herbie
Counts
160 → 160
Iterations

Useful iterations: 3 (63.0ms)

IterNodesCost
03171502
17721456
223701424
350021350

prune593.0ms

Filtered
160 candidates to 110 candidates (68.8%)
Pruning

2 alts after pruning (1 fresh and 1 done)

Merged error: 0.0b

localize7.0ms

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)

series47.0ms

Counts
2 → 6
Calls
2 calls:
27.0ms
(+ x (/ (exp (* -1 z)) y))
20.0ms
(/ (exp (* -1 z)) y)

simplify67.0ms

Algorithm
egg-herbie
Counts
53 → 53
Iterations

Useful iterations: 2 (17.0ms)

IterNodesCost
0184292
1491275
22110271
35001271

prune122.0ms

Filtered
53 candidates to 42 candidates (79.2%)
Pruning

3 alts after pruning (1 fresh and 2 done)

Merged error: 0.0b

localize8.0ms

Local error

Found 2 expressions with local error:

0.0b
(+ x (exp (- (* -1 z) (log y))))
1.7b
(exp (- (* -1 z) (log y)))

rewrite25.0ms

Algorithm
rewrite-expression-head
Rules
*-un-lft-identity
exp-sum add-log-exp
add-sqr-sqrt add-cube-cbrt
prod-diff
pow1 exp-prod fma-def
add-exp-log expm1-log1p-u add-cbrt-cube log1p-expm1-u rem-exp-log
+-commutative sub-neg flip3-+ exp-diff diff-log sum-log log-pow flip-+ distribute-lft-out
Counts
2 → 38
Calls
2 calls:
12.0ms
(+ x (exp (- (* -1 z) (log y))))
10.0ms
(exp (- (* -1 z) (log y)))

series72.0ms

Counts
2 → 6
Calls
2 calls:
36.0ms
(+ x (exp (- (* -1 z) (log y))))
36.0ms
(exp (- (* -1 z) (log y)))

simplify80.0ms

Algorithm
egg-herbie
Counts
44 → 44
Iterations

Useful iterations: 3 (75.0ms)

IterNodesCost
0203295
1549242
22328209
35001208

prune109.0ms

Filtered
44 candidates to 35 candidates (79.5%)
Pruning

3 alts after pruning (1 fresh and 2 done)

Merged error: 0.0b

regimes68.0ms

Accuracy

28.7% (0.7b remaining)

Error of 0.7b against oracle of 0.0b and baseline of 1.0b

bsearch57.0ms

Steps
ItersRangePoint
7
-2.46786256225829e+152
-1.4913639427070542e+150
-2.6038622265585177e+151

simplify2.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
03120
13120

end0.0ms

sample1.5s

Algorithm
intervals
Results
358.0ms802×body1280valid
317.0ms6517×body80valid
245.0ms908×body640valid
102.0ms3115×body80nan
101.0ms583×body320valid
36.0ms337×body160valid