Details

Time bar (total: 15.0s)

sample33.0ms

Algorithm
intervals
Results
23.0ms324×body80valid

simplify69.0ms

Calls
1 calls:
Slowest
69.0ms
(fabs (- (/ (+ x 4) y) (* (/ x y) z)))

prune6.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 1.6b

localize26.0ms

Local error

Found 3 expressions with local error:

2.5b
(* (/ x y) z)
0.0b
(/ (+ x 4) y)
0.0b
(- (/ (+ x 4) y) (* (/ x y) z))

rewrite23.0ms

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
12.0ms
(- (/ (+ x 4) y) (* (/ x y) z))
6.0ms
(/ (+ x 4) y)
5.0ms
(* (/ x y) z)

series66.0ms

Calls
3 calls:
Slowest
30.0ms
(- (/ (+ x 4) y) (* (/ x y) z))
19.0ms
(* (/ x y) z)
18.0ms
(/ (+ x 4) y)

simplify746.0ms

Calls
20 calls:
Slowest
166.0ms
(- (* (+ x 4) y) (* y (* x z)))
95.0ms
(- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y))
95.0ms
(- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y))
92.0ms
(- (+ (/ x y) (* 4 (/ 1 y))) (/ (* x z) y))
71.0ms
(/ (exp (/ (+ x 4) y)) (exp (* (/ x y) z)))

prune578.0ms

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 0.0b

localize14.0ms

Local error

Found 3 expressions with local error:

4.2b
(* x (/ z y))
0.0b
(- (+ (/ x y) (/ 4 y)) (* x (/ z y)))
0.0b
(+ (/ x y) (/ 4 y))

rewrite31.0ms

Algorithm
rewrite-expression-head
Rules
10×add-log-exp
*-un-lft-identity
add-sqr-sqrt associate-*r* associate-*r/ 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
23.0ms
(- (+ (/ x y) (/ 4 y)) (* x (/ z y)))
6.0ms
(+ (/ x y) (/ 4 y))
1.0ms
(* x (/ z y))

series80.0ms

Calls
3 calls:
Slowest
43.0ms
(- (+ (/ x y) (/ 4 y)) (* x (/ z y)))
24.0ms
(+ (/ x y) (/ 4 y))
13.0ms
(* x (/ z y))

simplify2.1s

Calls
28 calls:
Slowest
368.0ms
(* (+ (* (/ x y) (/ x y)) (- (* (/ 4 y) (/ 4 y)) (* (/ x y) (/ 4 y)))) y)
346.0ms
(- (* (+ (* x y) (* y 4)) y) (* (* y y) (* x z)))
264.0ms
(- (* (- (* (/ x y) (/ x y)) (* (/ 4 y) (/ 4 y))) y) (* (- (/ x y) (/ 4 y)) (* x z)))
212.0ms
(- (* (+ (pow (/ x y) 3) (pow (/ 4 y) 3)) y) (* (+ (* (/ x y) (/ x y)) (- (* (/ 4 y) (/ 4 y)) (* (/ x y) (/ 4 y)))) (* x z)))
165.0ms
(/ (* (exp (/ x y)) (exp (/ 4 y))) (exp (* x (/ z y))))

prune698.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0.0b

localize20.0ms

Local error

Found 3 expressions with local error:

2.5b
(* (/ x y) z)
0.1b
(* (+ x 4) (/ 1 y))
0.0b
(- (* (+ x 4) (/ 1 y)) (* (/ x y) z))

rewrite26.0ms

Algorithm
rewrite-expression-head
Rules
13×associate-*l/
associate-*l*
add-sqr-sqrt *-un-lft-identity frac-sub add-cube-cbrt
pow1 add-cbrt-cube add-exp-log add-log-exp
frac-times flip3-+ associate-*r* flip-+
associate-*r/ un-div-inv insert-posit16
*-commutative div-inv sub-div
sub-neg flip3-- diff-log pow-prod-down prod-exp cbrt-unprod flip--
Calls
3 calls:
Slowest
13.0ms
(- (* (+ x 4) (/ 1 y)) (* (/ x y) z))
7.0ms
(* (+ x 4) (/ 1 y))
5.0ms
(* (/ x y) z)

series77.0ms

Calls
3 calls:
Slowest
31.0ms
(- (* (+ x 4) (/ 1 y)) (* (/ x y) z))
25.0ms
(* (/ x y) z)
20.0ms
(* (+ x 4) (/ 1 y))

simplify4.0s

Calls
42 calls:
Slowest
419.0ms
(- (* (* (- (* x x) (* 4 4)) (/ 1 y)) y) (* (- x 4) (* x z)))
373.0ms
(- (* (* (+ (pow x 3) (pow 4 3)) (/ 1 y)) y) (* (+ (* x x) (- (* 4 4) (* x 4))) (* x z)))
335.0ms
(* (- (* x x) (* 4 4)) (/ 1 y))
335.0ms
(- (* (* (- (* x x) (* 4 4)) 1) y) (* (* (- x 4) y) (* x z)))
301.0ms
(* (* (+ (* x x) (- (* 4 4) (* x 4))) y) y)

prune779.0ms

Pruning

7 alts after pruning (6 fresh and 1 done)

Merged error: 0.0b

localize14.0ms

Local error

Found 4 expressions with local error:

11.6b
(cbrt (* x (/ z y)))
11.6b
(cbrt (* x (/ z y)))
11.6b
(cbrt (* x (/ z y)))
4.2b
(* x (/ z y))

rewrite3.0ms

Algorithm
rewrite-expression-head
Rules
add-sqr-sqrt *-un-lft-identity add-cube-cbrt
pow1 add-cbrt-cube associate-*r* associate-*r/ add-exp-log insert-posit16 add-log-exp
cbrt-prod cbrt-div pow1/3
*-commutative div-inv
Calls
4 calls:
Slowest
1.0ms
(* x (/ z y))
1.0ms
(cbrt (* x (/ z y)))
1.0ms
(cbrt (* x (/ z y)))
1.0ms
(cbrt (* x (/ z y)))

series308.0ms

Calls
4 calls:
Slowest
107.0ms
(cbrt (* x (/ z y)))
102.0ms
(cbrt (* x (/ z y)))
76.0ms
(cbrt (* x (/ z y)))
21.0ms
(* x (/ z y))

simplify2.6s

Calls
22 calls:
Slowest
656.0ms
(* (exp (* 1/3 (- (log (/ -1 y)) (+ (log (/ -1 x)) (log (/ -1 z)))))) (cbrt -1))
291.0ms
(* (exp (* 1/3 (- (log (/ -1 y)) (+ (log (/ -1 x)) (log (/ -1 z)))))) (cbrt -1))
287.0ms
(exp (* 1/3 (- (log (/ 1 y)) (+ (log (/ 1 z)) (log (/ 1 x))))))
284.0ms
(* (exp (* 1/3 (- (log (/ -1 y)) (+ (log (/ -1 x)) (log (/ -1 z)))))) (cbrt -1))
262.0ms
(exp (* 1/3 (- (log (/ 1 y)) (+ (log (/ 1 z)) (log (/ 1 x))))))

prune826.0ms

Pruning

7 alts after pruning (5 fresh and 2 done)

Merged error: 0.0b

regimes276.0ms

Accuracy

79.1% (0.3b remaining)

Error of 0.3b against oracle of 0.0b and baseline of 1.5b

bsearch153.0ms

end0.0ms

sample1.4s

Algorithm
intervals
Results
1.2s10018×body80valid