Details

Time bar (total: 17.7s)

sample176.0ms

Algorithm
intervals
Results
94.0ms84×body10240exit
44.0ms262×body80valid
8.0ms11×body640valid
6.0msbody1280valid
4.0msbody320valid
1.0msbody160valid

simplify20.0ms

Counts
1 → 1

prune8.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 0.3b

localize15.0ms

Local error

Found 2 expressions with local error:

0.2b
(log1p (exp x))
0.0b
(- (log1p (exp x)) (* y x))

rewrite6.0ms

Algorithm
rewrite-expression-head
Rules
add-log-exp
add-sqr-sqrt *-un-lft-identity add-cube-cbrt
expm1-log1p-u fma-neg prod-diff
pow1 log1p-udef add-cbrt-cube diff-log add-exp-log insert-posit16 log1p-expm1-u
sub-neg flip3-- log1p-expm1 flip--
Counts
2 → 34
Calls
2 calls:
Slowest
5.0ms
(- (log1p (exp x)) (* y x))
0.0ms
(log1p (exp x))

series172.0ms

Counts
2 → 6
Calls
2 calls:
Slowest
93.0ms
(log1p (exp x))
79.0ms
(- (log1p (exp x)) (* y x))

simplify2.3s

Counts
40 → 40

prune405.0ms

Pruning

3 alts after pruning (2 fresh and 1 done)

Merged error: 0.2b

localize16.0ms

Local error

Found 2 expressions with local error:

0.0b
(- (fma x (fma x 1/8 1/2) (log 2)) (* y x))
0.0b
(fma x (fma x 1/8 1/2) (log 2))

rewrite6.0ms

Algorithm
rewrite-expression-head
Rules
add-sqr-sqrt *-un-lft-identity add-cube-cbrt add-log-exp
fma-neg prod-diff
expm1-log1p-u pow1 add-cbrt-cube add-exp-log fma-udef insert-posit16 log1p-expm1-u
sub-neg flip3-- diff-log associate--l+ flip--
Counts
2 → 33
Calls
2 calls:
Slowest
5.0ms
(- (fma x (fma x 1/8 1/2) (log 2)) (* y x))
0.0ms
(fma x (fma x 1/8 1/2) (log 2))

series122.0ms

Counts
2 → 6
Calls
2 calls:
Slowest
81.0ms
(- (fma x (fma x 1/8 1/2) (log 2)) (* y x))
41.0ms
(fma x (fma x 1/8 1/2) (log 2))

simplify3.9s

Counts
39 → 39

prune441.0ms

Pruning

3 alts after pruning (2 fresh and 1 done)

Merged error: 0.2b

localize46.0ms

Local error

Found 4 expressions with local error:

16.7b
(cbrt (* (* (- (log1p (exp x)) (* y x)) (- (log1p (exp x)) (* y x))) (- (log1p (exp x)) (* y x))))
0.7b
(* (- (log1p (exp x)) (* y x)) (- (log1p (exp x)) (* y x)))
0.2b
(log1p (exp x))
0.2b
(log1p (exp x))

rewrite80.0ms

Algorithm
rewrite-expression-head
Rules
33×flip3-- flip--
32×frac-times
26×cbrt-div
16×associate-*l/
12×add-sqr-sqrt
11×pow1
10×*-un-lft-identity associate-*r/ add-cube-cbrt
expm1-log1p-u add-cbrt-cube prod-diff add-exp-log
distribute-rgt-in distribute-lft-in
insert-posit16 log1p-expm1-u add-log-exp
swap-sqr associate-*r* associate-*l*
log1p-udef sub-neg log1p-expm1
cbrt-prod pow2 pow-plus pow1/3 pow3 pow-prod-down prod-exp pow-sqr *-commutative pow-prod-up rem-cbrt-cube cbrt-unprod unswap-sqr
Counts
4 → 109
Calls
4 calls:
Slowest
39.0ms
(* (- (log1p (exp x)) (* y x)) (- (log1p (exp x)) (* y x)))
37.0ms
(cbrt (* (* (- (log1p (exp x)) (* y x)) (- (log1p (exp x)) (* y x))) (- (log1p (exp x)) (* y x))))
1.0ms
(log1p (exp x))
1.0ms
(log1p (exp x))

series318.0ms

Counts
4 → 12
Calls
4 calls:
Slowest
129.0ms
(* (- (log1p (exp x)) (* y x)) (- (log1p (exp x)) (* y x)))
82.0ms
(cbrt (* (* (- (log1p (exp x)) (* y x)) (- (log1p (exp x)) (* y x))) (- (log1p (exp x)) (* y x))))
56.0ms
(log1p (exp x))
51.0ms
(log1p (exp x))

simplify756.0ms

Counts
121 → 121

prune1.3s

Pruning

3 alts after pruning (1 fresh and 2 done)

Merged error: 0.2b

localize46.0ms

Local error

Found 3 expressions with local error:

37.2b
(posit16->real (real->posit16 (fma x (fma x 1/8 1/2) (log 2))))
0.0b
(- (posit16->real (real->posit16 (fma x (fma x 1/8 1/2) (log 2)))) (* y x))
0.0b
(fma x (fma x 1/8 1/2) (log 2))

rewrite10.0ms

Algorithm
rewrite-expression-head
Rules
add-sqr-sqrt *-un-lft-identity add-cube-cbrt add-log-exp
expm1-log1p-u pow1 add-cbrt-cube fma-neg prod-diff add-exp-log insert-posit16 log1p-expm1-u
sub-neg flip3-- diff-log fma-udef remove-posit16 flip--
Counts
3 → 43
Calls
3 calls:
Slowest
9.0ms
(- (posit16->real (real->posit16 (fma x (fma x 1/8 1/2) (log 2)))) (* y x))
0.0ms
(posit16->real (real->posit16 (fma x (fma x 1/8 1/2) (log 2))))
0.0ms
(fma x (fma x 1/8 1/2) (log 2))

series125.0ms

Counts
3 → 9
Calls
3 calls:
Slowest
56.0ms
(- (posit16->real (real->posit16 (fma x (fma x 1/8 1/2) (log 2)))) (* y x))
36.0ms
(fma x (fma x 1/8 1/2) (log 2))
32.0ms
(posit16->real (real->posit16 (fma x (fma x 1/8 1/2) (log 2))))

simplify2.0s

Counts
52 → 52

prune911.0ms

Pruning

3 alts after pruning (1 fresh and 2 done)

Merged error: 0.2b

regimes96.0ms

Accuracy

0% (0.2b remaining)

Error of 0.4b against oracle of 0.2b and baseline of 0.4b

bsearch1.0ms

end0.0ms

sample4.5s

Algorithm
intervals
Results
2.4s2442×body10240exit
1.5s8443×body80valid
149.0ms268×body640valid
118.0ms126×body1280valid
64.0ms182×body320valid
21.0ms95×body160valid