Details

Time bar (total: 21.8s)

sample174.0ms

Algorithm
intervals
Results
71.0ms771×body80nan
19.0ms186×body80valid
13.0ms25×body640valid
9.0ms10×body1280valid
6.0ms24×body320valid
2.0ms12×body160valid

simplify3.3s

Counts
1 → 1
Iterations
IterNodes
done5000
64417
51388
4401
3135
257
127
014

prune12.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 7.0b

localize23.0ms

Local error

Found 3 expressions with local error:

0.0b
(fma (log (- 1.0 y)) (- z 1.0) (* (log y) (- x 1.0)))
0.1b
(* (log y) (- x 1.0))
4.6b
(log (- 1.0 y))

rewrite59.0ms

Algorithm
rewrite-expression-head
Rules
24×add-sqr-sqrt
22×*-un-lft-identity
18×prod-diff add-cube-cbrt
11×distribute-rgt-in distribute-lft-in
pow1
add-exp-log
log-prod add-cbrt-cube associate-*r*
associate-*l*
expm1-log1p-u log1p-expm1-u add-log-exp
log-div sub-neg flip3-- associate-*r/ log-pow flip-- distribute-lft-out-- difference-of-squares
rem-log-exp pow-prod-down prod-exp *-commutative cbrt-unprod fma-udef unswap-sqr
Counts
3 → 75
Calls
3 calls:
1.0ms
(fma (log (- 1.0 y)) (- z 1.0) (* (log y) (- x 1.0)))
45.0ms
(* (log y) (- x 1.0))
10.0ms
(log (- 1.0 y))

series448.0ms

Counts
3 → 9
Calls
3 calls:
217.0ms
(fma (log (- 1.0 y)) (- z 1.0) (* (log y) (- x 1.0)))
183.0ms
(* (log y) (- x 1.0))
48.0ms
(log (- 1.0 y))

simplify1.7s

Counts
84 → 84
Iterations
IterNodes
done5000
22005
1475
0202

prune540.0ms

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 0.1b

localize30.0ms

Local error

Found 2 expressions with local error:

0.0b
(fma (- (log 1.0) (fma 1/2 (* (/ y 1.0) (/ y 1.0)) (* y 1.0))) (- z 1.0) (* (log y) (- x 1.0)))
0.1b
(* (log y) (- x 1.0))

rewrite27.0ms

Algorithm
rewrite-expression-head
Rules
20×add-sqr-sqrt
18×*-un-lft-identity prod-diff
16×add-cube-cbrt
11×distribute-rgt-in distribute-lft-in
pow1 associate-*r*
add-cbrt-cube associate-*l* add-exp-log
expm1-log1p-u sub-neg associate-*r/ log1p-expm1-u add-log-exp
flip3-- pow-prod-down prod-exp log-pow *-commutative cbrt-unprod fma-udef flip-- distribute-lft-out-- difference-of-squares unswap-sqr
Counts
2 → 57
Calls
2 calls:
0.0ms
(fma (- (log 1.0) (fma 1/2 (* (/ y 1.0) (/ y 1.0)) (* y 1.0))) (- z 1.0) (* (log y) (- x 1.0)))
25.0ms
(* (log y) (- x 1.0))

series275.0ms

Counts
2 → 6
Calls
2 calls:
118.0ms
(fma (- (log 1.0) (fma 1/2 (* (/ y 1.0) (/ y 1.0)) (* y 1.0))) (- z 1.0) (* (log y) (- x 1.0)))
157.0ms
(* (log y) (- x 1.0))

simplify1.2s

Counts
63 → 63
Iterations
IterNodes
done5000
21553
1361
0155

prune456.0ms

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 0.1b

localize39.0ms

Local error

Found 3 expressions with local error:

0.0b
(fma (- (log 1.0) (fma 1/2 (* (/ y 1.0) (/ y 1.0)) (* y 1.0))) (- z 1.0) (+ (* x (log y)) (* (- 1.0) (log y))))
0.0b
(+ (* x (log y)) (* (- 1.0) (log y)))
0.2b
(* x (log y))

rewrite18.0ms

Algorithm
rewrite-expression-head
Rules
18×log-prod
13×add-sqr-sqrt
11×*-un-lft-identity add-cube-cbrt
distribute-rgt-in distribute-lft-in
pow1 associate-+l+ associate-+r+
add-cbrt-cube add-exp-log add-log-exp
associate-*r*
expm1-log1p-u associate-*l* log1p-expm1-u
distribute-lft-neg-out
+-commutative sum-log fma-def flip3-+ distribute-rgt-out unsub-neg pow-prod-down prod-exp log-pow *-commutative cbrt-unprod flip-+ fma-udef unswap-sqr
Counts
3 → 66
Calls
3 calls:
0.0ms
(fma (- (log 1.0) (fma 1/2 (* (/ y 1.0) (/ y 1.0)) (* y 1.0))) (- z 1.0) (+ (* x (log y)) (* (- 1.0) (log y))))
8.0ms
(+ (* x (log y)) (* (- 1.0) (log y)))
7.0ms
(* x (log y))

series333.0ms

Counts
3 → 9
Calls
3 calls:
172.0ms
(fma (- (log 1.0) (fma 1/2 (* (/ y 1.0) (/ y 1.0)) (* y 1.0))) (- z 1.0) (+ (* x (log y)) (* (- 1.0) (log y))))
113.0ms
(+ (* x (log y)) (* (- 1.0) (log y)))
49.0ms
(* x (log y))

simplify1.4s

Counts
75 → 75
Iterations
IterNodes
done5000
21195
1372
0149

prune982.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0.0b

localize55.0ms

Local error

Found 4 expressions with local error:

0.2b
(* (log (cbrt y)) x)
0.3b
(+ (* (log (cbrt y)) (+ x x)) (* (log (cbrt y)) x))
0.7b
(cbrt y)
0.7b
(cbrt y)

rewrite21.0ms

Algorithm
rewrite-expression-head
Rules
10×add-sqr-sqrt
*-un-lft-identity add-cube-cbrt
pow1
cbrt-prod add-cbrt-cube add-exp-log add-log-exp
associate-*l*
expm1-log1p-u log1p-expm1-u
pow1/3 associate-*r*
associate-+l+ log-pow
distribute-rgt-in +-commutative sum-log fma-def distribute-lft-in flip3-+ pow-prod-down prod-exp *-commutative cbrt-unprod flip-+ distribute-lft-out unswap-sqr
Counts
4 → 65
Calls
4 calls:
7.0ms
(* (log (cbrt y)) x)
11.0ms
(+ (* (log (cbrt y)) (+ x x)) (* (log (cbrt y)) x))
1.0ms
(cbrt y)
1.0ms
(cbrt y)

series793.0ms

Counts
4 → 12
Calls
4 calls:
138.0ms
(* (log (cbrt y)) x)
200.0ms
(+ (* (log (cbrt y)) (+ x x)) (* (log (cbrt y)) x))
211.0ms
(cbrt y)
244.0ms
(cbrt y)

simplify1.6s

Counts
77 → 77
Iterations
IterNodes
done5002
21235
1245
095

prune887.0ms

Pruning

6 alts after pruning (5 fresh and 1 done)

Merged error: 0.0b

regimes639.0ms

Accuracy

0% (0.3b remaining)

Error of 0.4b against oracle of 0.1b and baseline of 0.4b

bsearch0.0ms

simplify10.0ms

Iterations
IterNodes
done36
336
235
131
024

end0.0ms

sample6.7s

Algorithm
intervals
Results
3.5s24059×body80nan
670.0ms5889×body80valid
503.0ms759×body640valid
327.0ms270×body1280valid
239.0ms700×body320valid
86.0ms417×body160valid