Details

Time bar (total: 23.5s)

sample357.0ms

Algorithm
intervals
Results
144.0ms1284×body80nan
40.0ms393×body80valid
29.0ms16×body640valid
6.0ms16×body320valid
2.0msbody160valid

simplify37.0ms

Counts
1 → 1

prune7.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 1.6b

localize40.0ms

Local error

Found 4 expressions with local error:

0.1b
(exp (+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b))))
0.2b
(* y (- (log z) t))
0.5b
(+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b)))
4.3b
(log (- 1.0 z))

rewrite146.0ms

Algorithm
rewrite-expression-head
Rules
27×log-prod
24×add-sqr-sqrt
23×*-un-lft-identity
22×associate--l+
17×distribute-rgt-in distribute-lft-in
14×add-cube-cbrt associate-+r+
10×associate-+l+ associate-*r/
add-log-exp
pow1
add-exp-log
sub-neg flip3-- associate-*r* add-cbrt-cube flip--
distribute-lft-out--
frac-add difference-of-squares
exp-prod associate-*l*
log-div sum-log log-pow rem-exp-log
+-commutative flip3-+ rem-log-exp exp-sum pow-prod-down prod-exp *-commutative cbrt-unprod flip-+ unswap-sqr
Counts
4 → 101
Calls
4 calls:
48.0ms
(exp (+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b))))
26.0ms
(* y (- (log z) t))
59.0ms
(+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b)))
5.0ms
(log (- 1.0 z))

series604.0ms

Counts
4 → 12
Calls
4 calls:
236.0ms
(exp (+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b))))
86.0ms
(* y (- (log z) t))
229.0ms
(+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b)))
53.0ms
(log (- 1.0 z))

simplify58.0ms

Counts
113 → 113

prune544.0ms

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.3b

localize28.0ms

Local error

Found 4 expressions with local error:

0.0b
(* x (exp (+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b)))))
0.1b
(exp (+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b))))
0.2b
(* y (- (log z) t))
0.5b
(+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b)))

rewrite1.2s

Algorithm
rewrite-expression-head
Rules
28×associate--l+
21×add-sqr-sqrt
18×log-prod *-un-lft-identity
17×distribute-rgt-in distribute-lft-in
15×add-cube-cbrt
14×associate-+r+
10×associate-+l+ associate-*r/ associate-*r*
pow1 add-log-exp
sub-neg add-cbrt-cube
add-exp-log
associate-*l*
flip3-- flip--
frac-add
exp-prod
exp-sum pow-prod-down prod-exp sum-log *-commutative cbrt-unprod rem-exp-log distribute-lft-out-- unswap-sqr
+-commutative flip3-+ log-pow flip-+ difference-of-squares
Counts
4 → 104
Calls
4 calls:
684.0ms
(* x (exp (+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b)))))
213.0ms
(exp (+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b))))
41.0ms
(* y (- (log z) t))
226.0ms
(+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b)))

series859.0ms

Counts
4 → 12
Calls
4 calls:
288.0ms
(* x (exp (+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b)))))
201.0ms
(exp (+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b))))
76.0ms
(* y (- (log z) t))
294.0ms
(+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b)))

simplify74.0ms

Counts
116 → 116

prune691.0ms

Pruning

7 alts after pruning (7 fresh and 0 done)

Merged error: 0.1b

localize38.0ms

Local error

Found 4 expressions with local error:

0.5b
(cbrt (- (log z) t))
0.5b
(cbrt (- (log z) t))
0.5b
(* (cbrt (- (log z) t)) (cbrt (- (log z) t)))
0.5b
(+ (* (* y (* (cbrt (- (log z) t)) (cbrt (- (log z) t)))) (cbrt (- (log z) t))) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b)))

rewrite577.0ms

Algorithm
rewrite-expression-head
Rules
124×cbrt-div
118×associate-*r/
88×flip3-- flip--
60×frac-times
52×cbrt-prod frac-add
50×*-un-lft-identity
36×add-sqr-sqrt
30×associate-*l/
21×pow1
20×distribute-lft-out--
16×add-cube-cbrt associate--l+
15×swap-sqr
14×associate-+r+
10×log-pow
associate-*r* associate-*l*
pow1/3
distribute-rgt-in distribute-lft-in
add-exp-log log-prod add-log-exp difference-of-squares
sub-neg add-cbrt-cube unswap-sqr
pow-prod-down pow-sqr pow-prod-up
+-commutative pow2 flip3-+ pow-plus prod-exp sum-log *-commutative cbrt-unprod flip-+
Counts
4 → 172
Calls
4 calls:
6.0ms
(cbrt (- (log z) t))
5.0ms
(cbrt (- (log z) t))
84.0ms
(* (cbrt (- (log z) t)) (cbrt (- (log z) t)))
461.0ms
(+ (* (* y (* (cbrt (- (log z) t)) (cbrt (- (log z) t)))) (cbrt (- (log z) t))) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b)))

series634.0ms

Counts
4 → 12
Calls
4 calls:
103.0ms
(cbrt (- (log z) t))
105.0ms
(cbrt (- (log z) t))
104.0ms
(* (cbrt (- (log z) t)) (cbrt (- (log z) t)))
322.0ms
(+ (* (* y (* (cbrt (- (log z) t)) (cbrt (- (log z) t)))) (cbrt (- (log z) t))) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b)))

simplify90.0ms

Counts
184 → 184

prune1.6s

Pruning

7 alts after pruning (6 fresh and 1 done)

Merged error: 0.1b

localize55.0ms

Local error

Found 4 expressions with local error:

0.0b
(* x (pow E (+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b)))))
0.1b
(pow E (+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b))))
0.2b
(* y (- (log z) t))
0.5b
(+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b)))

rewrite1.2s

Algorithm
rewrite-expression-head
Rules
28×associate--l+
26×add-sqr-sqrt
20×*-un-lft-identity
18×log-prod
17×distribute-rgt-in add-cube-cbrt distribute-lft-in
14×associate-+r+ associate-*r*
13×add-exp-log
10×associate-+l+ associate-*r/
pow1 sub-neg add-cbrt-cube
unpow-prod-down
associate-*l* add-log-exp
flip3-- prod-exp flip--
frac-add pow-exp unswap-sqr
pow-unpow sqr-pow
unpow-prod-up pow-to-exp e-exp-1 *-commutative cbrt-unprod distribute-lft-out--
+-commutative pow-pow flip3-+ pow-prod-down sum-log log-pow flip-+ difference-of-squares
Counts
4 → 118
Calls
4 calls:
583.0ms
(* x (pow E (+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b)))))
277.0ms
(pow E (+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b))))
28.0ms
(* y (- (log z) t))
277.0ms
(+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b)))

series1.2s

Counts
4 → 12
Calls
4 calls:
376.0ms
(* x (pow E (+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b)))))
309.0ms
(pow E (+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b))))
134.0ms
(* y (- (log z) t))
337.0ms
(+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b)))

simplify83.0ms

Counts
130 → 130

prune811.0ms

Pruning

6 alts after pruning (5 fresh and 1 done)

Merged error: 0.0b

regimes400.0ms

Accuracy

-4555.2% (20.9b remaining)

Error of 20.9b against oracle of 0.0b and baseline of 0.5b

bsearch0.0ms

simplify94.0ms

end0.0ms

sample12.1s

Algorithm
intervals
Results
5.9s41215×body80nan
1.8s12563×body80valid
212.0ms402×body640valid
139.0ms418×body320valid
103.0ms76×body1280valid
56.0ms267×body160valid