Details

Time bar (total: 13.0s)

sample61.0ms

Algorithm
intervals
Results
45.0ms327×body80valid

simplify70.0ms

Calls
1 calls:
Slowest
70.0ms
(fabs (- (/ (+ x 4) y) (* (/ x y) z)))

prune5.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 1.6b

localize15.0ms

Local error

Found 3 expressions with local error:

2.6b
(* (/ x y) z)
0.0b
(- (/ (+ x 4) y) (* (/ x y) z))
0.0b
(/ (+ x 4) y)

rewrite19.0ms

Algorithm
rewrite-expression-head
Rules
add-sqr-sqrt *-un-lft-identity add-cube-cbrt add-log-exp
associate-*l*
pow1 add-cbrt-cube associate-*l/ add-exp-log insert-posit16 associate-/l*
div-inv associate-/l/
clear-num sub-neg frac-2neg flip3-+ flip3-- diff-log *-commutative frac-sub flip-+ flip-- sub-div
Calls
3 calls:
Slowest
10.0ms
(- (/ (+ x 4) y) (* (/ x y) z))
5.0ms
(/ (+ x 4) y)
2.0ms
(* (/ x y) z)

series147.0ms

Calls
3 calls:
Slowest
62.0ms
(- (/ (+ x 4) y) (* (/ x y) z))
45.0ms
(/ (+ x 4) y)
39.0ms
(* (/ x y) z)

simplify803.0ms

Calls
20 calls:
Slowest
181.0ms
(- (* (+ x 4) y) (* y (* x z)))
113.0ms
(- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y))
111.0ms
(- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y))
106.0ms
(/ (exp (/ (+ x 4) y)) (exp (* (/ x y) z)))
83.0ms
(- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y))

prune570.0ms

Pruning

4 alts after pruning (4 fresh and 0 done)

Merged error: 0.0b

localize10.0ms

Local error

Found 3 expressions with local error:

2.6b
(* (/ x y) z)
0.0b
(- (+ (/ x y) (/ 4 y)) (* (/ x y) z))
0.0b
(+ (/ x y) (/ 4 y))

rewrite57.0ms

Algorithm
rewrite-expression-head
Rules
10×add-log-exp
*-un-lft-identity
add-sqr-sqrt associate-*l* associate-*l/ add-cube-cbrt
pow1 add-cbrt-cube add-exp-log frac-sub insert-posit16 div-inv
sum-log flip3-+ diff-log frac-add flip-+
+-commutative sub-neg distribute-rgt-out flip3-- associate--l+ *-commutative flip-- distribute-lft-out
Calls
3 calls:
Slowest
45.0ms
(- (+ (/ x y) (/ 4 y)) (* (/ x y) z))
7.0ms
(+ (/ x y) (/ 4 y))
4.0ms
(* (/ x y) z)

series141.0ms

Calls
3 calls:
Slowest
57.0ms
(- (+ (/ x y) (/ 4 y)) (* (/ x y) z))
49.0ms
(+ (/ x y) (/ 4 y))
35.0ms
(* (/ x y) z)

simplify2.0s

Calls
27 calls:
Slowest
358.0ms
(- (* (+ (* x y) (* y 4)) y) (* (* y y) (* x z)))
351.0ms
(* (+ (* (/ x y) (/ x y)) (- (* (/ 4 y) (/ 4 y)) (* (/ x y) (/ 4 y)))) y)
270.0ms
(- (* (- (* (/ x y) (/ x y)) (* (/ 4 y) (/ 4 y))) y) (* (- (/ x y) (/ 4 y)) (* x z)))
224.0ms
(- (* (+ (pow (/ x y) 3) (pow (/ 4 y) 3)) y) (* (+ (* (/ x y) (/ x y)) (- (* (/ 4 y) (/ 4 y)) (* (/ x y) (/ 4 y)))) (* x z)))
142.0ms
(/ (exp (+ (/ x y) (/ 4 y))) (exp (* (/ x y) z)))

prune531.0ms

Pruning

4 alts after pruning (4 fresh and 0 done)

Merged error: 0b

localize9.0ms

Local error

Found 3 expressions with local error:

2.6b
(* (/ x y) z)
0.1b
(* (/ 1 y) (+ x 4))
0.0b
(- (* (/ 1 y) (+ x 4)) (* (/ x y) z))

rewrite23.0ms

Algorithm
rewrite-expression-head
Rules
10×associate-*l/
associate-*l*
add-sqr-sqrt *-un-lft-identity add-cube-cbrt
pow1 add-cbrt-cube add-exp-log frac-sub add-log-exp
frac-times flip3-+ associate-*r/ flip-+
associate-*r* insert-posit16
distribute-rgt-in distribute-lft-in associate--l+ *-commutative div-inv
sub-neg flip3-- diff-log pow-prod-down prod-exp cbrt-unprod flip-- sub-div
Calls
3 calls:
Slowest
15.0ms
(- (* (/ 1 y) (+ x 4)) (* (/ x y) z))
4.0ms
(* (/ 1 y) (+ x 4))
2.0ms
(* (/ x y) z)

series131.0ms

Calls
3 calls:
Slowest
49.0ms
(- (* (/ 1 y) (+ x 4)) (* (/ x y) z))
42.0ms
(* (/ x y) z)
39.0ms
(* (/ 1 y) (+ x 4))

simplify3.1s

Calls
43 calls:
Slowest
397.0ms
(- (* (* 1 (- (* x x) (* 4 4))) y) (* (* y (- x 4)) (* x z)))
301.0ms
(- (* (* (/ 1 y) (- (* x x) (* 4 4))) y) (* (- x 4) (* x z)))
285.0ms
(* (* y (+ (* x x) (- (* 4 4) (* x 4)))) y)
187.0ms
(/ (exp (* (/ 1 y) (+ x 4))) (exp (* (/ x y) z)))
180.0ms
(- (* (* 1 (+ x 4)) y) (* y (* x z)))

prune613.0ms

Pruning

4 alts after pruning (3 fresh and 1 done)

Merged error: 0b

localize18.0ms

Local error

Found 4 expressions with local error:

5.6b
(* x (* (/ 1 y) z))
0.2b
(* (/ 1 y) z)
0.0b
(- (+ (/ x y) (/ 4 y)) (* x (* (/ 1 y) z)))
0.0b
(+ (/ x y) (/ 4 y))

rewrite47.0ms

Algorithm
rewrite-expression-head
Rules
11×add-log-exp
*-un-lft-identity
add-sqr-sqrt associate-*l/ add-cube-cbrt
pow1 add-cbrt-cube associate-*l* associate-*r/ add-exp-log insert-posit16
frac-sub div-inv
sum-log flip3-+ diff-log frac-add *-commutative flip-+
+-commutative sub-neg distribute-rgt-out flip3-- associate-*r* associate--l+ flip-- distribute-lft-out
Calls
4 calls:
Slowest
33.0ms
(- (+ (/ x y) (/ 4 y)) (* x (* (/ 1 y) z)))
5.0ms
(* x (* (/ 1 y) z))
5.0ms
(* (/ 1 y) z)
4.0ms
(+ (/ x y) (/ 4 y))

series134.0ms

Calls
4 calls:
Slowest
59.0ms
(- (+ (/ x y) (/ 4 y)) (* x (* (/ 1 y) z)))
32.0ms
(* x (* (/ 1 y) z))
29.0ms
(+ (/ x y) (/ 4 y))
14.0ms
(* (/ 1 y) z)

simplify2.1s

Calls
30 calls:
Slowest
322.0ms
(* (+ (* (/ x y) (/ x y)) (- (* (/ 4 y) (/ 4 y)) (* (/ x y) (/ 4 y)))) y)
306.0ms
(- (* (- (* (/ x y) (/ x y)) (* (/ 4 y) (/ 4 y))) y) (* (- (/ x y) (/ 4 y)) (* x (* 1 z))))
249.0ms
(- (* (+ (* x y) (* y 4)) y) (* (* y y) (* x (* 1 z))))
217.0ms
(/ (* (exp (/ x y)) (exp (/ 4 y))) (exp (* x (* (/ 1 y) z))))
216.0ms
(/ (exp (+ (/ x y) (/ 4 y))) (exp (* x (* (/ 1 y) z))))

prune653.0ms

Pruning

4 alts after pruning (2 fresh and 2 done)

Merged error: 0b

regimes133.0ms

Accuracy

84.3% (0.3b remaining)

Error of 0.3b against oracle of 0.0b and baseline of 1.6b

bsearch141.0ms

end0.0ms

sample1.5s

Algorithm
intervals
Results
1.3s10069×body80valid