Details

Time bar (total: 14.9s)

sample142.0ms

Algorithm
intervals
Results
79.0ms68×body10240exit
31.0ms265×body80valid
7.0msbody1280valid
5.0msbody640valid
1.0msbody320valid
1.0msbody160valid

simplify21.0ms

Counts
1 → 1
Iterations
IterNodes
done26
326
222
115
08

prune12.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 0.3b

localize11.0ms

Local error

Found 2 expressions with local error:

0.0b
(- (log1p (exp x)) (* y x))
0.3b
(log1p (exp 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:
5.0ms
(- (log1p (exp x)) (* y x))
0.0ms
(log1p (exp x))

series165.0ms

Counts
2 → 6
Calls
2 calls:
85.0ms
(- (log1p (exp x)) (* y x))
80.0ms
(log1p (exp x))

simplify1.2s

Counts
40 → 40
Iterations
IterNodes
done2002
42002
31021
2320
1128
061

prune364.0ms

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 0.2b

localize18.0ms

Local error

Found 4 expressions with local error:

0.3b
(log1p (exp x))
0.5b
(sqrt (- (log1p (exp x)) (* y x)))
0.5b
(sqrt (- (log1p (exp x)) (* y x)))
0.6b
(* (sqrt (- (log1p (exp x)) (* y x))) (sqrt (- (log1p (exp x)) (* y x))))

rewrite47.0ms

Algorithm
rewrite-expression-head
Rules
28×add-sqr-sqrt
24×sqrt-prod
21×pow1
16×sqrt-div
14×*-un-lft-identity add-cube-cbrt
10×sqrt-pow1 pow1/2
flip3-- swap-sqr flip--
add-cbrt-cube associate-*r* associate-*l* add-exp-log
expm1-log1p-u pow-prod-up
frac-times insert-posit16 log1p-expm1-u add-log-exp unswap-sqr
pow-prod-down pow-sqr
rem-sqrt-square associate-*l/ associate-*r/
pow2 log1p-udef rem-square-sqrt pow-plus sqrt-unprod prod-exp log1p-expm1 *-commutative cbrt-unprod
Counts
4 → 108
Calls
4 calls:
1.0ms
(log1p (exp x))
16.0ms
(sqrt (- (log1p (exp x)) (* y x)))
6.0ms
(sqrt (- (log1p (exp x)) (* y x)))
22.0ms
(* (sqrt (- (log1p (exp x)) (* y x))) (sqrt (- (log1p (exp x)) (* y x))))

series451.0ms

Counts
4 → 12
Calls
4 calls:
82.0ms
(log1p (exp x))
153.0ms
(sqrt (- (log1p (exp x)) (* y x)))
157.0ms
(sqrt (- (log1p (exp x)) (* y x)))
60.0ms
(* (sqrt (- (log1p (exp x)) (* y x))) (sqrt (- (log1p (exp x)) (* y x))))

simplify914.0ms

Counts
120 → 120
Iterations
IterNodes
done2000
32000
2738
1300
0139

prune1.5s

Pruning

5 alts after pruning (3 fresh and 2 done)

Merged error: 0.2b

localize34.0ms

Local error

Found 4 expressions with local error:

0.5b
(sqrt (- (log1p (exp x)) (* y x)))
0.5b
(sqrt (- (log1p (exp x)) (* y x)))
0.5b
(sqrt (- (log1p (exp x)) (* y x)))
0.6b
(* (* (sqrt (sqrt (- (log1p (exp x)) (* y x)))) (sqrt (sqrt (- (log1p (exp x)) (* y x))))) (sqrt (- (log1p (exp x)) (* y x))))

rewrite131.0ms

Algorithm
rewrite-expression-head
Rules
96×sqrt-div
60×sqrt-pow1
51×pow1
36×pow1/2
34×pow-prod-up
30×flip3-- flip--
28×frac-times
16×add-sqr-sqrt
14×associate-*l/ sqrt-prod
*-un-lft-identity add-cbrt-cube add-exp-log add-cube-cbrt
associate-*r/ pow-sqr
pow-prod-down
pow-plus associate-*r*
expm1-log1p-u insert-posit16 log1p-expm1-u add-log-exp
rem-sqrt-square prod-exp cbrt-unprod
sqrt-unprod swap-sqr unswap-sqr
associate-*l* *-commutative
Counts
4 → 135
Calls
4 calls:
10.0ms
(sqrt (- (log1p (exp x)) (* y x)))
10.0ms
(sqrt (- (log1p (exp x)) (* y x)))
10.0ms
(sqrt (- (log1p (exp x)) (* y x)))
96.0ms
(* (* (sqrt (sqrt (- (log1p (exp x)) (* y x)))) (sqrt (sqrt (- (log1p (exp x)) (* y x))))) (sqrt (- (log1p (exp x)) (* y x))))

series589.0ms

Counts
4 → 12
Calls
4 calls:
193.0ms
(sqrt (- (log1p (exp x)) (* y x)))
160.0ms
(sqrt (- (log1p (exp x)) (* y x)))
150.0ms
(sqrt (- (log1p (exp x)) (* y x)))
86.0ms
(* (* (sqrt (sqrt (- (log1p (exp x)) (* y x)))) (sqrt (sqrt (- (log1p (exp x)) (* y x))))) (sqrt (- (log1p (exp x)) (* y x))))

simplify1.2s

Counts
147 → 147
Iterations
IterNodes
done2002
32002
21213
1504
0197

prune1.7s

Pruning

5 alts after pruning (2 fresh and 3 done)

Merged error: 0.2b

localize15.0ms

Local error

Found 4 expressions with local error:

0.0b
(exp (* y x))
0.0b
(+ (exp x) 1)
0.0b
(/ (+ (exp x) 1) (exp (* y x)))
2.5b
(log (/ (+ (exp x) 1) (exp (* y x))))

rewrite88.0ms

Algorithm
rewrite-expression-head
Rules
38×*-un-lft-identity
24×times-frac
22×add-sqr-sqrt add-cube-cbrt
16×log-prod
distribute-lft-out add-log-exp
add-exp-log
add-cbrt-cube
pow1
expm1-log1p-u insert-posit16 log1p-expm1-u associate-/l*
associate-/r* fma-def
flip3-+ div-exp rem-log-exp flip-+ div-inv associate-/l/
cbrt-undiv +-commutative log-div exp-prod clear-num sum-log frac-2neg exp-to-pow log-pow rem-exp-log
Counts
4 → 97
Calls
4 calls:
8.0ms
(exp (* y x))
19.0ms
(+ (exp x) 1)
46.0ms
(/ (+ (exp x) 1) (exp (* y x)))
12.0ms
(log (/ (+ (exp x) 1) (exp (* y x))))

series124.0ms

Counts
4 → 12
Calls
4 calls:
21.0ms
(exp (* y x))
10.0ms
(+ (exp x) 1)
27.0ms
(/ (+ (exp x) 1) (exp (* y x)))
66.0ms
(log (/ (+ (exp x) 1) (exp (* y x))))

simplify959.0ms

Counts
109 → 109
Iterations
IterNodes
done2000
32000
2712
1296
0133

prune1.0s

Pruning

6 alts after pruning (3 fresh and 3 done)

Merged error: 0.2b

regimes113.0ms

Accuracy

0% (0.0b remaining)

Error of 0.5b against oracle of 0.4b and baseline of 0.5b

bsearch0.0ms

simplify1.0ms

Iterations
IterNodes
done7
17
06

end0.0ms

sample4.1s

Algorithm
intervals
Results
2.6s2415×body10240exit
869.0ms8387×body80valid
175.0ms266×body640valid
152.0ms138×body1280valid
47.0ms144×body320valid
23.0ms109×body160valid