Details

Time bar (total: 35.8s)

sample162.0ms

Algorithm
intervals
Results
124.0ms218×body10240exit
15.0ms208×body80valid
6.0ms25×body320valid
5.0ms16×body640valid
2.0ms11×body160valid

simplify154.0ms

Counts
1 → 1
Calls
1 calls:
Slowest
154.0ms
(- wj (/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj)))))

prune5.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 12.6b

localize16.0ms

Local error

Found 4 expressions with local error:

3.6b
(- wj (/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj)))))
0.5b
(/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj))))
0.0b
(+ (exp wj) (* wj (exp wj)))
0.0b
(* wj (exp wj))

rewrite74.0ms

Algorithm
rewrite-expression-head
Rules
23×add-sqr-sqrt *-un-lft-identity
16×times-frac add-cube-cbrt
add-cbrt-cube add-log-exp
add-exp-log
pow1
associate-/r* distribute-rgt-out distribute-rgt1-in
insert-posit16
associate-*r* associate-*l* associate-/l*
flip3-+ flip3-- div-sub associate-/r/ flip-+ flip-- difference-of-squares associate-/l/
cbrt-undiv +-commutative clear-num sum-log sub-neg frac-2neg diff-log div-exp pow-prod-down prod-exp *-commutative cbrt-unprod div-inv distribute-lft-out-- associate--r- unswap-sqr
Counts
4 → 91
Calls
4 calls:
Slowest
32.0ms
(- wj (/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj)))))
26.0ms
(/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj))))
8.0ms
(* wj (exp wj))
7.0ms
(+ (exp wj) (* wj (exp wj)))

series253.0ms

Counts
4 → 12
Calls
4 calls:
Slowest
85.0ms
(- wj (/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj)))))
70.0ms
(/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj))))
59.0ms
(+ (exp wj) (* wj (exp wj)))
39.0ms
(* wj (exp wj))

simplify6.1s

Counts
77 → 103
Calls
77 calls:
Slowest
561.0ms
(/ (* wj (exp wj)) (+ (exp wj) (* wj (exp wj))))
460.0ms
(/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj))))
375.0ms
(- (pow (* wj (exp wj)) 3) (pow x 3))
348.0ms
(* (* (* wj wj) wj) (* (* (exp wj) (exp wj)) (exp wj)))
341.0ms
(+ (sqrt wj) (sqrt (/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj))))))

prune894.0ms

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.1b

localize21.0ms

Local error

Found 2 expressions with local error:

0.0b
(* (+ wj (* -2 x)) wj)
0.0b
(+ x (* (+ wj (* -2 x)) wj))

rewrite18.0ms

Algorithm
rewrite-expression-head
Rules
add-sqr-sqrt
pow1 *-un-lft-identity add-cbrt-cube add-exp-log add-cube-cbrt add-log-exp
associate-*r* associate-*l*
flip3-+ associate-*l/ flip-+ insert-posit16
+-commutative sum-log pow-prod-down prod-exp *-commutative cbrt-unprod unswap-sqr
Counts
2 → 33
Calls
2 calls:
Slowest
12.0ms
(* (+ wj (* -2 x)) wj)
5.0ms
(+ x (* (+ wj (* -2 x)) wj))

series131.0ms

Counts
2 → 6
Calls
2 calls:
Slowest
80.0ms
(* (+ wj (* -2 x)) wj)
51.0ms
(+ x (* (+ wj (* -2 x)) wj))

simplify1.6s

Counts
18 → 39
Calls
18 calls:
Slowest
292.0ms
(* (exp x) (exp (* (+ wj (* -2 x)) wj)))
175.0ms
(* (+ (pow wj 3) (pow (* -2 x) 3)) wj)
159.0ms
(* (- (* wj wj) (* (* -2 x) (* -2 x))) wj)
154.0ms
(- (+ (pow wj 2) x) (* 2 (* x wj)))
139.0ms
(- (+ x (pow wj 2)) (* 2 (* x wj)))

prune338.0ms

Pruning

6 alts after pruning (5 fresh and 1 done)

Merged error: 0.1b

localize23.0ms

Local error

Found 4 expressions with local error:

9.6b
(cbrt (* (+ wj (* -2 x)) wj))
9.6b
(cbrt (* (+ wj (* -2 x)) wj))
9.6b
(cbrt (* (+ wj (* -2 x)) wj))
0.4b
(* (cbrt (* (+ wj (* -2 x)) wj)) (cbrt (* (+ wj (* -2 x)) wj)))

rewrite52.0ms

Algorithm
rewrite-expression-head
Rules
20×associate-*l/
18×cbrt-div
11×pow1
10×add-sqr-sqrt
flip3-+ pow1/3 flip-+
*-un-lft-identity add-cube-cbrt
cbrt-prod
add-exp-log
frac-times add-cbrt-cube swap-sqr associate-*r* associate-*l* insert-posit16 add-log-exp
pow-prod-down associate-*r/ pow-sqr pow-prod-up
pow2 pow-plus prod-exp *-commutative cbrt-unprod unswap-sqr
Counts
4 → 76
Calls
4 calls:
Slowest
32.0ms
(* (cbrt (* (+ wj (* -2 x)) wj)) (cbrt (* (+ wj (* -2 x)) wj)))
9.0ms
(cbrt (* (+ wj (* -2 x)) wj))
5.0ms
(cbrt (* (+ wj (* -2 x)) wj))
5.0ms
(cbrt (* (+ wj (* -2 x)) wj))

series1.6s

Counts
4 → 12
Calls
4 calls:
Slowest
420.0ms
(cbrt (* (+ wj (* -2 x)) wj))
417.0ms
(cbrt (* (+ wj (* -2 x)) wj))
391.0ms
(cbrt (* (+ wj (* -2 x)) wj))
348.0ms
(* (cbrt (* (+ wj (* -2 x)) wj)) (cbrt (* (+ wj (* -2 x)) wj)))

simplify7.1s

Counts
63 → 88
Calls
63 calls:
Slowest
451.0ms
(* (cbrt (* (- (* wj wj) (* (* -2 x) (* -2 x))) wj)) (cbrt (* (+ wj (* -2 x)) wj)))
364.0ms
(* (cbrt (* (+ (pow wj 3) (pow (* -2 x) 3)) wj)) (cbrt (* (- (* wj wj) (* (* -2 x) (* -2 x))) wj)))
331.0ms
(exp (* 1/3 (+ (* 2 (log wj)) (+ (log 4) (* 2 (log x))))))
286.0ms
(* (cbrt -1) (exp (* 1/3 (- (log -1) (* 2 (log (/ -1 wj)))))))
283.0ms
(* (cbrt -1) (exp (* 1/3 (- (log -1) (* 2 (log (/ -1 wj)))))))

prune1.0s

Pruning

7 alts after pruning (5 fresh and 2 done)

Merged error: 0.1b

localize33.0ms

Local error

Found 4 expressions with local error:

9.6b
(cbrt (* (+ wj (* -2 x)) wj))
9.6b
(cbrt (* (+ wj (* -2 x)) wj))
9.6b
(cbrt (* (+ wj (* -2 x)) wj))
4.8b
(exp (log (* (cbrt (* (+ wj (* -2 x)) wj)) (cbrt (* (+ wj (* -2 x)) wj)))))

rewrite70.0ms

Algorithm
rewrite-expression-head
Rules
20×associate-*l/
18×cbrt-div
12×pow1 exp-prod
flip3-+ pow1/3 log-pow flip-+
log-div exp-diff
add-sqr-sqrt *-un-lft-identity add-cube-cbrt
frac-times add-cbrt-cube add-exp-log insert-posit16 add-log-exp
cbrt-prod
pow-prod-down associate-*r/ pow-sqr pow-prod-up
pow2 log-prod pow-plus exp-sum rem-exp-log
Counts
4 → 66
Calls
4 calls:
Slowest
46.0ms
(exp (log (* (cbrt (* (+ wj (* -2 x)) wj)) (cbrt (* (+ wj (* -2 x)) wj)))))
9.0ms
(cbrt (* (+ wj (* -2 x)) wj))
9.0ms
(cbrt (* (+ wj (* -2 x)) wj))
5.0ms
(cbrt (* (+ wj (* -2 x)) wj))

series1.9s

Counts
4 → 12
Calls
4 calls:
Slowest
805.0ms
(cbrt (* (+ wj (* -2 x)) wj))
387.0ms
(cbrt (* (+ wj (* -2 x)) wj))
369.0ms
(exp (log (* (cbrt (* (+ wj (* -2 x)) wj)) (cbrt (* (+ wj (* -2 x)) wj)))))
348.0ms
(cbrt (* (+ wj (* -2 x)) wj))

simplify5.1s

Counts
43 → 78
Calls
43 calls:
Slowest
406.0ms
(exp (log (* (cbrt (* (+ (pow wj 3) (pow (* -2 x) 3)) wj)) (cbrt (* (- (* wj wj) (* (* -2 x) (* -2 x))) wj)))))
370.0ms
(exp (* 1/3 (+ (* 2 (log wj)) (+ (log 4) (* 2 (log x))))))
346.0ms
(exp (log (* (cbrt (* (- (* wj wj) (* (* -2 x) (* -2 x))) wj)) (cbrt (* (+ (pow wj 3) (pow (* -2 x) 3)) wj)))))
278.0ms
(* (cbrt -1) (exp (* 1/3 (- (log -1) (* 2 (log (/ -1 wj)))))))
275.0ms
(* (cbrt -1) (exp (* 1/3 (- (log -1) (* 2 (log (/ -1 wj)))))))

prune1.0s

Pruning

7 alts after pruning (5 fresh and 2 done)

Merged error: 0.1b

regimes165.0ms

Accuracy

61.5% (0.7b remaining)

Error of 1.0b against oracle of 0.3b and baseline of 2.1b

bsearch57.0ms

end0.0ms

sample8.0s

Algorithm
intervals
Results
6.5s7475×body10240exit
611.0ms6336×body80valid
247.0ms471×body640valid
244.0ms756×body320valid
91.0ms510×body160valid