Details

Time bar (total: 33.8s)

sample213.0ms

Algorithm
intervals
Results
165.0ms239×body10240exit
15.0ms197×body80valid
7.0ms28×body320valid
6.0ms16×body640valid
3.0ms17×body160valid

simplify206.0ms

Counts
1 → 1
Calls
1 calls:
Slowest
206.0ms
(- wj (/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj)))))

prune8.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 14.8b

localize36.0ms

Local error

Found 4 expressions with local error:

5.3b
(- wj (/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj)))))
0.7b
(/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj))))
0.0b
(+ (exp wj) (* wj (exp wj)))
0.0b
(* wj (exp wj))

rewrite123.0ms

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
46.0ms
(- wj (/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj)))))
41.0ms
(/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj))))
17.0ms
(* wj (exp wj))
16.0ms
(+ (exp wj) (* wj (exp wj)))

series214.0ms

Counts
4 → 12
Calls
4 calls:
Slowest
75.0ms
(- wj (/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj)))))
61.0ms
(/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj))))
46.0ms
(+ (exp wj) (* wj (exp wj)))
31.0ms
(* wj (exp wj))

simplify5.9s

Counts
77 → 103
Calls
77 calls:
Slowest
603.0ms
(/ (* wj (exp wj)) (+ (exp wj) (* wj (exp wj))))
427.0ms
(+ (sqrt wj) (sqrt (/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj))))))
408.0ms
(/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj))))
392.0ms
(- (sqrt wj) (sqrt (/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj))))))
379.0ms
(- (pow (* wj (exp wj)) 3) (pow x 3))

prune875.0ms

Pruning

4 alts after pruning (4 fresh and 0 done)

Merged error: 0.3b

localize12.0ms

Local error

Found 2 expressions with local error:

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

rewrite31.0ms

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
25.0ms
(* (+ wj (* -2 x)) wj)
6.0ms
(+ x (* (+ wj (* -2 x)) wj))

series117.0ms

Counts
2 → 6
Calls
2 calls:
Slowest
62.0ms
(* (+ wj (* -2 x)) wj)
55.0ms
(+ x (* (+ wj (* -2 x)) wj))

simplify1.4s

Counts
18 → 39
Calls
18 calls:
Slowest
267.0ms
(* (exp x) (exp (* (+ wj (* -2 x)) wj)))
213.0ms
(* (+ (pow wj 3) (pow (* -2 x) 3)) wj)
166.0ms
(- (+ x (pow wj 2)) (* 2 (* x wj)))
139.0ms
(* (* (* (+ wj (* -2 x)) (+ wj (* -2 x))) (+ wj (* -2 x))) (* (* wj wj) wj))
122.0ms
(- (+ x (pow wj 2)) (* 2 (* x wj)))

prune307.0ms

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 0.2b

localize20.0ms

Local error

Found 4 expressions with local error:

13.9b
(cbrt (* (+ wj (* -2 x)) wj))
13.9b
(cbrt (* (+ wj (* -2 x)) wj))
13.9b
(cbrt (* (+ wj (* -2 x)) wj))
0.5b
(* (cbrt (* (+ wj (* -2 x)) wj)) (cbrt (* (+ wj (* -2 x)) wj)))

rewrite37.0ms

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
19.0ms
(* (cbrt (* (+ wj (* -2 x)) wj)) (cbrt (* (+ wj (* -2 x)) wj)))
8.0ms
(cbrt (* (+ wj (* -2 x)) wj))
4.0ms
(cbrt (* (+ wj (* -2 x)) wj))
4.0ms
(cbrt (* (+ wj (* -2 x)) wj))

series1.6s

Counts
4 → 12
Calls
4 calls:
Slowest
434.0ms
(cbrt (* (+ wj (* -2 x)) wj))
388.0ms
(cbrt (* (+ wj (* -2 x)) wj))
386.0ms
(* (cbrt (* (+ wj (* -2 x)) wj)) (cbrt (* (+ wj (* -2 x)) wj)))
357.0ms
(cbrt (* (+ wj (* -2 x)) wj))

simplify7.4s

Counts
63 → 88
Calls
63 calls:
Slowest
747.0ms
(exp (* 1/3 (+ (* 2 (log wj)) (+ (log 4) (* 2 (log x))))))
482.0ms
(* (cbrt (* (- (* wj wj) (* (* -2 x) (* -2 x))) wj)) (cbrt (* (+ wj (* -2 x)) wj)))
415.0ms
(* (cbrt (* (+ (pow wj 3) (pow (* -2 x) 3)) wj)) (cbrt (* (- (* wj wj) (* (* -2 x) (* -2 x))) wj)))
335.0ms
(* (cbrt -1) (exp (* 1/3 (- (log -1) (* 2 (log (/ -1 wj)))))))
335.0ms
(* (cbrt (* (- (* wj wj) (* (* -2 x) (* -2 x))) wj)) (cbrt (* (+ (pow wj 3) (pow (* -2 x) 3)) wj)))

prune1.1s

Pruning

7 alts after pruning (6 fresh and 1 done)

Merged error: 0.2b

localize80.0ms

Local error

Found 4 expressions with local error:

13.9b
(cbrt (* (+ wj (* -2 x)) wj))
13.9b
(cbrt (* (+ wj (* -2 x)) wj))
13.9b
(cbrt (* (+ wj (* -2 x)) wj))
13.9b
(cbrt (* (+ wj (* -2 x)) wj))

rewrite37.0ms

Algorithm
rewrite-expression-head
Rules
cbrt-div associate-*l/
cbrt-prod add-sqr-sqrt pow1 *-un-lft-identity flip3-+ add-cbrt-cube pow1/3 add-exp-log add-cube-cbrt flip-+ insert-posit16 add-log-exp
Counts
4 → 48
Calls
4 calls:
Slowest
9.0ms
(cbrt (* (+ wj (* -2 x)) wj))
9.0ms
(cbrt (* (+ wj (* -2 x)) wj))
9.0ms
(cbrt (* (+ wj (* -2 x)) wj))
9.0ms
(cbrt (* (+ wj (* -2 x)) wj))

series1.6s

Counts
4 → 12
Calls
4 calls:
Slowest
449.0ms
(cbrt (* (+ wj (* -2 x)) wj))
409.0ms
(cbrt (* (+ wj (* -2 x)) wj))
385.0ms
(cbrt (* (+ wj (* -2 x)) wj))
383.0ms
(cbrt (* (+ wj (* -2 x)) wj))

simplify3.2s

Counts
24 → 60
Calls
24 calls:
Slowest
300.0ms
(* (cbrt -1) (exp (* 1/3 (- (log -1) (* 2 (log (/ -1 wj)))))))
263.0ms
(* (cbrt -1) (exp (* 1/3 (- (log -1) (* 2 (log (/ -1 wj)))))))
237.0ms
(* (cbrt -1) (exp (* 1/3 (- (log -1) (* 2 (log (/ -1 wj)))))))
233.0ms
(* (cbrt -1) (exp (* 1/3 (- (log -1) (* 2 (log (/ -1 wj)))))))
207.0ms
(exp (* 1/3 (+ (log wj) (+ (log -2) (log x)))))

prune828.0ms

Pruning

7 alts after pruning (6 fresh and 1 done)

Merged error: 0.2b

regimes184.0ms

Accuracy

70.1% (0.6b remaining)

Error of 0.9b against oracle of 0.3b and baseline of 2.3b

bsearch6.0ms

end0.0ms

sample8.2s

Algorithm
intervals
Results
6.7s7530×body10240exit
643.0ms6341×body80valid
246.0ms784×body320valid
202.0ms433×body640valid
93.0ms520×body160valid