Details

Time bar (total: 17.9s)

sample51.0ms

Algorithm
intervals
Results
37.0ms335×body80valid

simplify78.0ms

Counts
1 → 1
Calls
1 calls:
Slowest
78.0ms
(fabs (- (/ (+ x 4) y) (* (/ x y) z)))

prune6.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 1.6b

localize25.0ms

Local error

Found 2 expressions with local error:

2.9b
(* (/ x y) z)
0.0b
(- (/ (+ x 4) y) (* (/ x y) z))

rewrite48.0ms

Algorithm
rewrite-expression-head
Rules
15×add-sqr-sqrt
13×associate-*l*
10×*-un-lft-identity times-frac add-cube-cbrt
add-cbrt-cube add-exp-log
pow1 add-log-exp
associate-*r* associate-*l/
prod-exp cbrt-unprod insert-posit16 unswap-sqr
cbrt-undiv sub-neg flip3-- diff-log div-exp pow-prod-down *-commutative frac-sub div-inv flip-- sub-div
Counts
2 → 48
Calls
2 calls:
Slowest
33.0ms
(- (/ (+ x 4) y) (* (/ x y) z))
14.0ms
(* (/ x y) z)

series93.0ms

Counts
2 → 6
Calls
2 calls:
Slowest
61.0ms
(- (/ (+ x 4) y) (* (/ x y) z))
32.0ms
(* (/ x y) z)

simplify1.4s

Counts
33 → 54
Calls
33 calls:
Slowest
218.0ms
(/ (exp (/ (+ x 4) y)) (exp (* (/ x y) z)))
188.0ms
(* (* (* (/ x y) (/ x y)) (/ x y)) (* (* z z) z))
176.0ms
(- (* (+ x 4) y) (* y (* x z)))
111.0ms
(* (/ (* (* x x) x) (* (* y y) y)) (* (* z z) z))
109.0ms
(- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y))

prune548.0ms

Pruning

7 alts after pruning (6 fresh and 1 done)

Merged error: 0b

localize32.0ms

Local error

Found 4 expressions with local error:

3.5b
(* (* (cbrt x) (cbrt x)) (* (/ (cbrt x) y) z))
0.9b
(* (/ (cbrt x) y) z)
0.6b
(cbrt x)
0.6b
(cbrt x)

rewrite62.0ms

Algorithm
rewrite-expression-head
Rules
30×add-exp-log
28×add-sqr-sqrt
23×associate-*l*
21×add-cbrt-cube
20×*-un-lft-identity times-frac add-cube-cbrt
18×pow1
16×cbrt-prod
15×prod-exp cbrt-unprod
pow-prod-down
associate-*r* insert-posit16 add-log-exp
cbrt-undiv div-exp unswap-sqr
pow1/3 associate-*l/ *-commutative
associate-*r/ div-inv
Counts
4 → 95
Calls
4 calls:
Slowest
47.0ms
(* (* (cbrt x) (cbrt x)) (* (/ (cbrt x) y) z))
12.0ms
(* (/ (cbrt x) y) z)
1.0ms
(cbrt x)
1.0ms
(cbrt x)

series786.0ms

Counts
4 → 12
Calls
4 calls:
Slowest
311.0ms
(cbrt x)
253.0ms
(cbrt x)
155.0ms
(* (/ (cbrt x) y) z)
67.0ms
(* (* (cbrt x) (cbrt x)) (* (/ (cbrt x) y) z))

simplify5.4s

Counts
70 → 107
Calls
70 calls:
Slowest
540.0ms
(* (* x x) (* (/ x (* (* y y) y)) (* (* z z) z)))
381.0ms
(* (pow (* x -1) 1/3) (/ (* (cbrt -1) z) y))
373.0ms
(+ (+ (log (cbrt x)) (log (cbrt x))) (+ (- (log (cbrt x)) (log y)) (log z)))
370.0ms
(+ (log (* (cbrt x) (cbrt x))) (+ (- (log (cbrt x)) (log y)) (log z)))
345.0ms
(+ (+ (log (cbrt x)) (log (cbrt x))) (+ (log (/ (cbrt x) y)) (log z)))

prune1.2s

Pruning

7 alts after pruning (5 fresh and 2 done)

Merged error: 0b

localize32.0ms

Local error

Found 2 expressions with local error:

4.8b
(/ (* x z) y)
0.0b
(- (/ (+ x 4) y) (/ (* x z) y))

rewrite82.0ms

Algorithm
rewrite-expression-head
Rules
add-sqr-sqrt
add-cbrt-cube add-exp-log
*-un-lft-identity
times-frac add-cube-cbrt add-log-exp
associate-/r* div-inv
pow1 cbrt-undiv div-exp insert-posit16 difference-of-squares
clear-num sub-neg frac-2neg flip3-- distribute-rgt-out-- diff-log prod-exp frac-sub cbrt-unprod flip-- associate-/l* distribute-lft-out-- sub-div
Counts
2 → 41
Calls
2 calls:
Slowest
64.0ms
(- (/ (+ x 4) y) (/ (* x z) y))
17.0ms
(/ (* x z) y)

series86.0ms

Counts
2 → 6
Calls
2 calls:
Slowest
64.0ms
(- (/ (+ x 4) y) (/ (* x z) y))
22.0ms
(/ (* x z) y)

simplify1.4s

Counts
29 → 47
Calls
29 calls:
Slowest
195.0ms
(/ (* (* (* x z) (* x z)) (* x z)) (* (* y y) y))
157.0ms
(- (* (+ x 4) y) (* y (* x z)))
130.0ms
(/ (* (* (* x x) x) (* (* z z) z)) (* (* y y) y))
113.0ms
(- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y))
110.0ms
(- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y))

prune503.0ms

Pruning

6 alts after pruning (4 fresh and 2 done)

Merged error: 0b

localize31.0ms

Local error

Found 2 expressions with local error:

4.9b
(* (* x z) (/ 1 y))
0.0b
(- (/ (+ x 4) y) (* (* x z) (/ 1 y)))

rewrite87.0ms

Algorithm
rewrite-expression-head
Rules
24×add-exp-log
14×add-cbrt-cube
13×associate-*r*
12×prod-exp
add-sqr-sqrt *-un-lft-identity times-frac add-cube-cbrt
pow1
cbrt-unprod
div-exp add-log-exp
pow-prod-down associate-*r/ un-div-inv
cbrt-undiv rec-exp 1-exp frac-sub insert-posit16 div-inv sub-div
sub-neg flip3-- distribute-rgt-out-- diff-log associate-*l* *-commutative flip--
Counts
2 → 57
Calls
2 calls:
Slowest
63.0ms
(- (/ (+ x 4) y) (* (* x z) (/ 1 y)))
22.0ms
(* (* x z) (/ 1 y))

series80.0ms

Counts
2 → 6
Calls
2 calls:
Slowest
55.0ms
(- (/ (+ x 4) y) (* (* x z) (/ 1 y)))
25.0ms
(* (* x z) (/ 1 y))

simplify3.1s

Counts
42 → 63
Calls
42 calls:
Slowest
675.0ms
(* (* (* (* x x) x) (* (* z z) z)) (* (* (/ 1 y) (/ 1 y)) (/ 1 y)))
249.0ms
(- (* (+ x 4) y) (* y (* (* x z) 1)))
193.0ms
(/ (exp (/ (+ x 4) y)) (exp (* (* x z) (/ 1 y))))
191.0ms
(* (* (* (* x z) (* x z)) (* x z)) (/ (* (* 1 1) 1) (* (* y y) y)))
191.0ms
(* (* (* (* x x) x) (* (* z z) z)) (/ (* (* 1 1) 1) (* (* y y) y)))

prune651.0ms

Pruning

6 alts after pruning (3 fresh and 3 done)

Merged error: 0b

regimes346.0ms

Accuracy

94.7% (0.1b remaining)

Error of 0.1b against oracle of 0.0b and baseline of 1.5b

bsearch5.0ms

end0.0ms

sample1.7s

Algorithm
intervals
Results
1.5s10133×body80valid