Details

Time bar (total: 37.5s)

sample245.0ms

Algorithm
intervals
Results
191.0ms221×body10240exit
18.0ms198×body80valid
9.0ms21×body640valid
7.0ms21×body320valid
4.0ms18×body160valid

simplify579.0ms

Counts
1 → 1
Calls
1 calls:
Slowest
578.0ms
(- wj (/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj)))))

prune6.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 14.3b

localize26.0ms

Local error

Found 4 expressions with local error:

4.7b
(- wj (/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj)))))
1.0b
(/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj))))
0.0b
(* wj (exp wj))
0.0b
(* wj (exp wj))

rewrite103.0ms

Algorithm
rewrite-expression-head
Rules
27×add-sqr-sqrt
24×*-un-lft-identity
18×add-cube-cbrt
16×times-frac
10×add-cbrt-cube
pow1 add-exp-log
associate-*r* associate-*l* add-log-exp
associate-/r*
distribute-rgt-out distribute-rgt1-in insert-posit16
associate-/l*
flip3-- div-sub pow-prod-down prod-exp associate-/r/ *-commutative cbrt-unprod flip-- difference-of-squares unswap-sqr associate-/l/
cbrt-undiv clear-num sub-neg frac-2neg flip3-+ diff-log div-exp flip-+ div-inv distribute-lft-out-- associate--r-
Counts
4 → 96
Calls
4 calls:
Slowest
47.0ms
(- wj (/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj)))))
38.0ms
(/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj))))
9.0ms
(* wj (exp wj))
9.0ms
(* wj (exp wj))

series210.0ms

Counts
4 → 12
Calls
4 calls:
Slowest
79.0ms
(- wj (/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj)))))
54.0ms
(/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj))))
40.0ms
(* wj (exp wj))
37.0ms
(* wj (exp wj))

simplify6.7s

Counts
83 → 108
Calls
83 calls:
Slowest
655.0ms
(/ (* wj (exp wj)) (+ (exp wj) (* wj (exp wj))))
453.0ms
(+ (sqrt wj) (sqrt (/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj))))))
443.0ms
(- (sqrt wj) (sqrt (/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj))))))
400.0ms
(- (pow (* wj (exp wj)) 3) (pow x 3))
396.0ms
(/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj))))

prune888.0ms

Pruning

3 alts after pruning (3 fresh and 0 done)

Merged error: 0.1b

localize12.0ms

Local error

Found 2 expressions with local error:

0.2b
(* (+ wj (* -2 x)) wj)
0.0b
(+ x (* (+ wj (* -2 x)) wj))

rewrite19.0ms

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)
6.0ms
(+ x (* (+ wj (* -2 x)) wj))

series135.0ms

Counts
2 → 6
Calls
2 calls:
Slowest
82.0ms
(* (+ wj (* -2 x)) wj)
53.0ms
(+ x (* (+ wj (* -2 x)) wj))

simplify1.5s

Counts
18 → 39
Calls
18 calls:
Slowest
341.0ms
(* (exp x) (exp (* (+ wj (* -2 x)) wj)))
183.0ms
(* (+ (pow wj 3) (pow (* -2 x) 3)) wj)
170.0ms
(- (+ (pow wj 2) x) (* 2 (* x wj)))
144.0ms
(* (- (* wj wj) (* (* -2 x) (* -2 x))) wj)
130.0ms
(* (* (* (+ wj (* -2 x)) (+ wj (* -2 x))) (+ wj (* -2 x))) (* (* wj wj) wj))

prune324.0ms

Pruning

5 alts after pruning (4 fresh and 1 done)

Merged error: 0.1b

localize31.0ms

Local error

Found 4 expressions with local error:

10.4b
(cbrt (* (+ wj (* -2 x)) wj))
10.4b
(cbrt (* (+ wj (* -2 x)) wj))
10.4b
(cbrt (* (+ wj (* -2 x)) wj))
0.5b
(* (cbrt (* (+ wj (* -2 x)) wj)) (cbrt (* (+ wj (* -2 x)) wj)))

rewrite46.0ms

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
31.0ms
(* (cbrt (* (+ wj (* -2 x)) wj)) (cbrt (* (+ wj (* -2 x)) wj)))
5.0ms
(cbrt (* (+ wj (* -2 x)) wj))
4.0ms
(cbrt (* (+ wj (* -2 x)) wj))
4.0ms
(cbrt (* (+ wj (* -2 x)) wj))

series1.5s

Counts
4 → 12
Calls
4 calls:
Slowest
444.0ms
(cbrt (* (+ wj (* -2 x)) wj))
349.0ms
(* (cbrt (* (+ wj (* -2 x)) wj)) (cbrt (* (+ wj (* -2 x)) wj)))
343.0ms
(cbrt (* (+ wj (* -2 x)) wj))
339.0ms
(cbrt (* (+ wj (* -2 x)) wj))

simplify6.9s

Counts
63 → 88
Calls
63 calls:
Slowest
457.0ms
(* (cbrt (* (- (* wj wj) (* (* -2 x) (* -2 x))) wj)) (cbrt (* (+ wj (* -2 x)) wj)))
358.0ms
(exp (* 1/3 (+ (* 2 (log wj)) (+ (log 4) (* 2 (log x))))))
351.0ms
(* (cbrt (* (+ (pow wj 3) (pow (* -2 x) 3)) wj)) (cbrt (* (- (* wj wj) (* (* -2 x) (* -2 x))) wj)))
317.0ms
(* (cbrt -1) (exp (* 1/3 (- (log -1) (* 2 (log (/ -1 wj)))))))
289.0ms
(* (cbrt (* (- (* wj wj) (* (* -2 x) (* -2 x))) wj)) (cbrt (* (+ (pow wj 3) (pow (* -2 x) 3)) wj)))

prune1000.0ms

Pruning

6 alts after pruning (4 fresh and 2 done)

Merged error: 0.1b

localize32.0ms

Local error

Found 4 expressions with local error:

10.4b
(cbrt (* (+ wj (* -2 x)) wj))
10.4b
(cbrt (* (+ wj (* -2 x)) wj))
10.4b
(cbrt (* (+ wj (* -2 x)) wj))
4.9b
(exp (log (* (cbrt (* (+ wj (* -2 x)) wj)) (cbrt (* (+ wj (* -2 x)) wj)))))

rewrite56.0ms

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
41.0ms
(exp (log (* (cbrt (* (+ wj (* -2 x)) wj)) (cbrt (* (+ wj (* -2 x)) wj)))))
5.0ms
(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
425.0ms
(cbrt (* (+ wj (* -2 x)) wj))
405.0ms
(exp (log (* (cbrt (* (+ wj (* -2 x)) wj)) (cbrt (* (+ wj (* -2 x)) wj)))))
382.0ms
(cbrt (* (+ wj (* -2 x)) wj))
367.0ms
(cbrt (* (+ wj (* -2 x)) wj))

simplify5.3s

Counts
43 → 78
Calls
43 calls:
Slowest
346.0ms
(exp (log (* (cbrt (* (- (* wj wj) (* (* -2 x) (* -2 x))) wj)) (cbrt (* (+ (pow wj 3) (pow (* -2 x) 3)) wj)))))
344.0ms
(exp (log (* (cbrt (* (+ (pow wj 3) (pow (* -2 x) 3)) wj)) (cbrt (* (- (* wj wj) (* (* -2 x) (* -2 x))) wj)))))
318.0ms
(* (cbrt -1) (exp (* 1/3 (- (log -1) (* 2 (log (/ -1 wj)))))))
303.0ms
(exp (* 1/3 (+ (* 2 (log wj)) (+ (log 4) (* 2 (log x))))))
303.0ms
(* (cbrt -1) (exp (* 1/3 (- (log -1) (* 2 (log (/ -1 wj)))))))

prune993.0ms

Pruning

6 alts after pruning (4 fresh and 2 done)

Merged error: 0.1b

regimes110.0ms

Accuracy

62.4% (0.7b remaining)

Error of 1.0b against oracle of 0.3b and baseline of 2.2b

bsearch50.0ms

end0.0ms

sample9.2s

Algorithm
intervals
Results
7.1s7650×body10240exit
1.1s6310×body80valid
340.0ms487×body640valid
276.0ms774×body320valid
104.0ms509×body160valid