Details

Time bar (total: 10.5s)

sample147.0ms

Algorithm
intervals
Results
82.0ms96×body10240exit
40.0ms264×body80valid
5.0msbody640valid
4.0ms10×body320valid
2.0msbody1280valid
1.0msbody160valid

simplify26.0ms

Counts
1 → 1

prune11.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 0.5b

localize12.0ms

Local error

Found 2 expressions with local error:

0.5b
(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))

series107.0ms

Counts
2 → 6
Calls
2 calls:
Slowest
54.0ms
(log1p (exp x))
53.0ms
(- (log1p (exp x)) (* y x))

simplify322.0ms

Counts
44 → 40

prune331.0ms

Pruning

3 alts after pruning (2 fresh and 1 done)

Merged error: 0.4b

localize60.0ms

Local error

Found 4 expressions with local error:

11.0b
(/ (- (* (* (log1p (exp x)) (log1p (exp x))) (log1p (exp x))) (* (* (* y x) (* y x)) (* y x))) (fma (* y x) (fma x y (log1p (exp x))) (* (log1p (exp x)) (log1p (exp x)))))
0.7b
(* (log1p (exp x)) (log1p (exp x)))
0.7b
(* (log1p (exp x)) (log1p (exp x)))
0.5b
(log1p (exp x))

rewrite293.0ms

Algorithm
rewrite-expression-head
Rules
25×add-sqr-sqrt
21×*-un-lft-identity add-cube-cbrt
18×pow1
12×times-frac
10×add-cbrt-cube add-exp-log
pow3
swap-sqr associate-*r* associate-*l*
expm1-log1p-u
difference-cubes insert-posit16 log1p-expm1-u associate-/l* add-log-exp
associate-/r*
pow2 pow-plus pow-prod-down prod-exp pow-sqr *-commutative pow-prod-up cbrt-unprod unswap-sqr associate-/l/
cbrt-undiv log1p-udef clear-num frac-2neg flip3-- div-sub div-exp log1p-expm1 div-inv flip--
Counts
4 → 105
Calls
4 calls:
Slowest
280.0ms
(/ (- (* (* (log1p (exp x)) (log1p (exp x))) (log1p (exp x))) (* (* (* y x) (* y x)) (* y x))) (fma (* y x) (fma x y (log1p (exp x))) (* (log1p (exp x)) (log1p (exp x)))))
6.0ms
(* (log1p (exp x)) (log1p (exp x)))
6.0ms
(* (log1p (exp x)) (log1p (exp x)))
0.0ms
(log1p (exp x))

series396.0ms

Counts
4 → 12
Calls
4 calls:
Slowest
190.0ms
(/ (- (* (* (log1p (exp x)) (log1p (exp x))) (log1p (exp x))) (* (* (* y x) (* y x)) (* y x))) (fma (* y x) (fma x y (log1p (exp x))) (* (log1p (exp x)) (log1p (exp x)))))
75.0ms
(* (log1p (exp x)) (log1p (exp x)))
66.0ms
(* (log1p (exp x)) (log1p (exp x)))
64.0ms
(log1p (exp x))

simplify606.0ms

Counts
134 → 117

prune1.3s

Pruning

3 alts after pruning (1 fresh and 2 done)

Merged error: 0.4b

localize18.0ms

Local error

Found 2 expressions with local error:

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

rewrite5.0ms

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

series100.0ms

Counts
2 → 6
Calls
2 calls:
Slowest
56.0ms
(- (fma x (* 1/8 x) (fma 1/2 x (log 2))) (* y x))
44.0ms
(fma x (* 1/8 x) (fma 1/2 x (log 2)))

simplify448.0ms

Counts
44 → 39

prune333.0ms

Pruning

4 alts after pruning (2 fresh and 2 done)

Merged error: 0.4b

localize35.0ms

Local error

Found 3 expressions with local error:

36.8b
(posit16->real (real->posit16 (fma x (* 1/8 x) (fma 1/2 x (log 2)))))
0.0b
(fma x (* 1/8 x) (fma 1/2 x (log 2)))
0.0b
(- (posit16->real (real->posit16 (fma x (* 1/8 x) (fma 1/2 x (log 2))))) (* y x))

rewrite6.0ms

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
5.0ms
(- (posit16->real (real->posit16 (fma x (* 1/8 x) (fma 1/2 x (log 2))))) (* y x))
0.0ms
(posit16->real (real->posit16 (fma x (* 1/8 x) (fma 1/2 x (log 2)))))
0.0ms
(fma x (* 1/8 x) (fma 1/2 x (log 2)))

series135.0ms

Counts
3 → 9
Calls
3 calls:
Slowest
61.0ms
(- (posit16->real (real->posit16 (fma x (* 1/8 x) (fma 1/2 x (log 2))))) (* y x))
38.0ms
(posit16->real (real->posit16 (fma x (* 1/8 x) (fma 1/2 x (log 2)))))
36.0ms
(fma x (* 1/8 x) (fma 1/2 x (log 2)))

simplify462.0ms

Counts
56 → 52

prune1.3s

Pruning

4 alts after pruning (2 fresh and 2 done)

Merged error: 0.4b

regimes90.0ms

Accuracy

0% (0.2b remaining)

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

bsearch1.0ms

end0.0ms

sample4.0s

Algorithm
intervals
Results
2.1s2456×body10240exit
1.3s8388×body80valid
166.0ms259×body640valid
101.0ms124×body1280valid
69.0ms219×body320valid
19.0ms95×body160valid