Details

Time bar (total: 20.8s)

sample198.0ms

Algorithm
intervals
Results
88.0ms1343×body80nan
36.0ms440×body80valid

simplify52.0ms

Algorithm
egg-herbie
Counts
1 → 1
Iterations

Useful iterations: 2 (5.0ms)

IterNodesCost
03210
16510
21818
35228
422038
550028

prune11.0ms

Filtered
1 candidates to 1 candidates (100.0%)
Pruning

2 alts after pruning (2 fresh and 0 done)

PrunedKeptTotal
New011
Fresh011
Picked000
Done000
Total022

Merged error: 0.1b

Counts
2 → 2

localize16.0ms

Local error

Found 4 expressions with local error:

0.2b
(* (- t 1.0) (log a))
0.3b
(* y (log z))
0.9b
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
1.1b
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

rewrite34.0ms

Algorithm
rewrite-expression-head
Rules
23×add-sqr-sqrt
19×*-un-lft-identity
15×add-cube-cbrt
13×add-cbrt-cube
12×add-exp-log log-prod
10×pow1 add-log-exp
associate-*r* associate-*l*
distribute-rgt-in distribute-lft-in
exp-prod
times-frac exp-sum prod-exp associate-/r* cbrt-unprod rem-exp-log
cbrt-undiv exp-diff diff-log div-exp pow-prod-down associate-*l/ log-pow *-commutative distribute-lft-out-- difference-of-squares unswap-sqr
sub-neg flip3-- frac-2neg associate-*r/ associate--l+ clear-num sum-log flip-- div-inv associate-/l/ associate-/l*
Counts
4 → 95
Calls
4 calls:
7.0ms
(* (- t 1.0) (log a))
4.0ms
(* y (log z))
7.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
13.0ms
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

series395.0ms

Counts
4 → 12
Calls
4 calls:
61.0ms
(* (- t 1.0) (log a))
39.0ms
(* y (log z))
119.0ms
(exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))
175.0ms
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y)

simplify54.0ms

Algorithm
egg-herbie
Counts
107 → 107
Iterations

Useful iterations: 2 (44.0ms)

IterNodesCost
0493869
12033715
25001683

prune320.0ms

Filtered
107 candidates to 75 candidates (70.1%)
Pruning

6 alts after pruning (6 fresh and 0 done)

PrunedKeptTotal
New1016107
Fresh101
Picked101
Done000
Total1036109

Merged error: 0.0b

Counts
109 → 6

localize23.0ms

Local error

Found 4 expressions with local error:

0.0b
(/ (pow (/ 1 a) 1.0) (exp (+ (* y (log (/ 1 z))) (+ (* (log (/ 1 a)) t) b))))
0.3b
(* y (log (/ 1 z)))
0.3b
(* (log (/ 1 a)) t)
1.1b
(/ (* x (/ (pow (/ 1 a) 1.0) (exp (+ (* y (log (/ 1 z))) (+ (* (log (/ 1 a)) t) b))))) y)

rewrite56.0ms

Algorithm
rewrite-expression-head
Rules
134×times-frac
86×add-sqr-sqrt
82×add-cube-cbrt *-un-lft-identity
65×unpow-prod-down
37×add-exp-log
26×log-prod
24×div-exp
19×add-cbrt-cube
18×exp-sum associate-/l*
13×distribute-rgt-in distribute-lft-in
12×pow1
associate-*r* associate-*l* prod-exp div-inv
pow-exp
associate-/r*
log-pow
cbrt-undiv sqr-pow
cbrt-unprod add-log-exp
pow-to-exp rec-exp pow-flip frac-2neg 1-exp log-rec pow-prod-down clear-num *-commutative inv-pow unswap-sqr
distribute-lft-neg-out associate-*r/ distribute-rgt-neg-out associate-/l/
Counts
4 → 205
Calls
4 calls:
16.0ms
(/ (pow (/ 1 a) 1.0) (exp (+ (* y (log (/ 1 z))) (+ (* (log (/ 1 a)) t) b))))
7.0ms
(* y (log (/ 1 z)))
5.0ms
(* (log (/ 1 a)) t)
20.0ms
(/ (* x (/ (pow (/ 1 a) 1.0) (exp (+ (* y (log (/ 1 z))) (+ (* (log (/ 1 a)) t) b))))) y)

series757.0ms

Counts
4 → 12
Calls
4 calls:
297.0ms
(/ (pow (/ 1 a) 1.0) (exp (+ (* y (log (/ 1 z))) (+ (* (log (/ 1 a)) t) b))))
41.0ms
(* y (log (/ 1 z)))
68.0ms
(* (log (/ 1 a)) t)
350.0ms
(/ (* x (/ (pow (/ 1 a) 1.0) (exp (+ (* y (log (/ 1 z))) (+ (* (log (/ 1 a)) t) b))))) y)

simplify104.0ms

Algorithm
egg-herbie
Counts
217 → 217
Iterations

Useful iterations: 2 (75.0ms)

IterNodesCost
09223387
139772970
250022953

prune663.0ms

Filtered
217 candidates to 142 candidates (65.4%)
Pruning

6 alts after pruning (5 fresh and 1 done)

PrunedKeptTotal
New2152217
Fresh235
Picked011
Done000
Total2176223

Merged error: 0.0b

Counts
223 → 6

localize19.0ms

Local error

Found 4 expressions with local error:

0.0b
(/ (pow (/ 1 a) 1.0) (exp (+ (* y (log (/ 1 z))) (+ (* (log (/ 1 a)) t) b))))
0.3b
(* y (log (/ 1 z)))
0.3b
(* (log (/ 1 a)) t)
5.0b
(/ (/ (pow (/ 1 a) 1.0) (exp (+ (* y (log (/ 1 z))) (+ (* (log (/ 1 a)) t) b)))) (/ y x))

rewrite196.0ms

Algorithm
rewrite-expression-head
Rules
3180×times-frac
1295×add-sqr-sqrt
1291×add-cube-cbrt *-un-lft-identity
793×unpow-prod-down
256×exp-sum
152×div-inv
89×associate-/l*
61×sqr-pow
49×add-exp-log
45×div-exp
26×log-prod
22×add-cbrt-cube
17×associate-/r*
13×distribute-rgt-in distribute-lft-in
12×pow1 pow-exp
cbrt-undiv associate-*r* associate-*l*
log-pow
add-log-exp
pow-to-exp rec-exp 1-exp
pow-flip frac-2neg log-rec pow-prod-down prod-exp clear-num *-commutative cbrt-unprod inv-pow unswap-sqr
distribute-lft-neg-out associate-/r/ distribute-rgt-neg-out associate-/l/
Counts
4 → 1227
Calls
4 calls:
16.0ms
(/ (pow (/ 1 a) 1.0) (exp (+ (* y (log (/ 1 z))) (+ (* (log (/ 1 a)) t) b))))
6.0ms
(* y (log (/ 1 z)))
4.0ms
(* (log (/ 1 a)) t)
46.0ms
(/ (/ (pow (/ 1 a) 1.0) (exp (+ (* y (log (/ 1 z))) (+ (* (log (/ 1 a)) t) b)))) (/ y x))

series944.0ms

Counts
4 → 12
Calls
4 calls:
298.0ms
(/ (pow (/ 1 a) 1.0) (exp (+ (* y (log (/ 1 z))) (+ (* (log (/ 1 a)) t) b))))
41.0ms
(* y (log (/ 1 z)))
65.0ms
(* (log (/ 1 a)) t)
540.0ms
(/ (/ (pow (/ 1 a) 1.0) (exp (+ (* y (log (/ 1 z))) (+ (* (log (/ 1 a)) t) b)))) (/ y x))

simplify330.0ms

Algorithm
egg-herbie
Counts
1239 → 1239
Iterations

Useful iterations: 0 (28.0ms)

IterNodesCost
0500134598

prune5.4s

Filtered
1239 candidates to 954 candidates (77.0%)
Pruning

5 alts after pruning (4 fresh and 1 done)

PrunedKeptTotal
New123811239
Fresh134
Picked011
Done101
Total124051245

Merged error: 0b

Counts
1245 → 5

localize31.0ms

Local error

Found 4 expressions with local error:

0.6b
(cbrt y)
0.6b
(cbrt y)
0.6b
(cbrt y)
0.8b
(/ (sqrt (/ (pow (/ 1 a) 1.0) (exp (+ (* y (log (/ 1 z))) (+ (* (log (/ 1 a)) t) b))))) (/ (* (cbrt y) (cbrt y)) (* (cbrt x) (cbrt x))))

rewrite89.0ms

Algorithm
rewrite-expression-head
Rules
1075×times-frac
432×sqrt-prod
389×add-sqr-sqrt add-cube-cbrt *-un-lft-identity
312×unpow-prod-down
107×div-inv
102×exp-sum
75×associate-/l*
24×sqr-pow
22×add-exp-log
14×add-cbrt-cube
cbrt-undiv cbrt-prod div-exp
associate-/r*
pow1 prod-exp cbrt-unprod add-log-exp
pow1/3
frac-2neg sqrt-div clear-num associate-/r/ associate-/l/
Counts
4 → 510
Calls
4 calls:
1.0ms
(cbrt y)
1.0ms
(cbrt y)
1.0ms
(cbrt y)
43.0ms
(/ (sqrt (/ (pow (/ 1 a) 1.0) (exp (+ (* y (log (/ 1 z))) (+ (* (log (/ 1 a)) t) b))))) (/ (* (cbrt y) (cbrt y)) (* (cbrt x) (cbrt x))))

series1.1s

Counts
4 → 12
Calls
4 calls:
184.0ms
(cbrt y)
193.0ms
(cbrt y)
190.0ms
(cbrt y)
532.0ms
(/ (sqrt (/ (pow (/ 1 a) 1.0) (exp (+ (* y (log (/ 1 z))) (+ (* (log (/ 1 a)) t) b))))) (/ (* (cbrt y) (cbrt y)) (* (cbrt x) (cbrt x))))

simplify181.0ms

Algorithm
egg-herbie
Counts
522 → 522
Iterations

Useful iterations: 1 (40.0ms)

IterNodesCost
0231618112
1500217297

prune3.1s

Filtered
522 candidates to 370 candidates (70.9%)
Pruning

5 alts after pruning (3 fresh and 2 done)

PrunedKeptTotal
New5220522
Fresh033
Picked011
Done011
Total5225527

Merged error: 0b

Counts
527 → 5

regimes262.0ms

Accuracy

0% (1.2b remaining)

Error of 1.4b against oracle of 0.2b and baseline of 1.4b

bsearch0.0ms

simplify1.0ms

Algorithm
egg-herbie
Iterations

Useful iterations: 0 (0.0ms)

IterNodesCost
03639
13639

end0.0ms

sample6.4s

Algorithm
intervals
Results
3.0s45998×body80nan
1.2s15178×body80valid