Details

Time bar (total: 37.5s)

sample301.0ms

Algorithm
intervals
Results
140.0ms1400×body80nan
33.0ms412×body80valid
5.0ms12×body640valid
5.0ms18×body320valid
2.0ms10×body160valid
1.0msbody1280valid

simplify2.3s

Counts
1 → 1
Iterations

Useful iterations: 4 (67.0ms)

IterNodesCost
01718
13018
25818
312718
431117
5101017
done500017

prune21.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 2.5b

localize36.0ms

Local error

Found 4 expressions with local error:

0.0b
(exp (+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b))))
0.1b
(* y (- (log z) t))
0.5b
(+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b)))
5.0b
(log (- 1.0 z))

rewrite172.0ms

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:
68.0ms
(exp (+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b))))
55.0ms
(* y (- (log z) t))
40.0ms
(+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b)))
5.0ms
(log (- 1.0 z))

series714.0ms

Counts
4 → 12
Calls
4 calls:
232.0ms
(exp (+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b))))
138.0ms
(* y (- (log z) t))
289.0ms
(+ (* y (- (log z) t)) (* a (- (log (- 1.0 z)) b)))
55.0ms
(log (- 1.0 z))

simplify1.1s

Counts
113 → 113
Iterations

Useful iterations: done (1.1s)

IterNodesCost
02571795
16311715
219981590
done50001562

prune670.0ms

Pruning

5 alts after pruning (5 fresh and 0 done)

Merged error: 0.3b

localize35.0ms

Local error

Found 4 expressions with local error:

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

rewrite1.7s

Algorithm
rewrite-expression-head
Rules
44×associate--l+
27×*-un-lft-identity
25×add-sqr-sqrt
24×distribute-rgt-in log-prod distribute-lft-in
17×add-cube-cbrt
14×associate-+r+
13×associate-*r*
12×sub-neg associate-*r/
10×pow1 associate-+l+
add-log-exp
add-exp-log add-cbrt-cube
distribute-lft-out--
flip3-- associate-*l* flip--
frac-add
exp-prod
pow-prod-down prod-exp sum-log log-pow *-commutative cbrt-unprod rem-exp-log difference-of-squares unswap-sqr
+-commutative flip3-+ exp-sum flip-+
Counts
4 → 123
Calls
4 calls:
1.0s
(* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b))
308.0ms
(exp (+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b))))
54.0ms
(* y (- (log z) t))
267.0ms
(+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b)))

series927.0ms

Counts
4 → 12
Calls
4 calls:
123.0ms
(* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b))
281.0ms
(exp (+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b))))
135.0ms
(* y (- (log z) t))
388.0ms
(+ (* y (- (log z) t)) (* a (- (- (log 1.0) (+ (* 1/2 (/ (pow z 2) (pow 1.0 2))) (* 1.0 z))) b)))

simplify1.2s

Counts
135 → 135
Iterations

Useful iterations: done (1.2s)

IterNodesCost
02653383
16463262
220883069
done50002993

prune894.0ms

Pruning

4 alts after pruning (4 fresh and 0 done)

Merged error: 0.0b

localize45.0ms

Local error

Found 4 expressions with local error:

0.0b
(* x (* (/ (pow 1.0 a) (exp (+ (* 1/2 (/ (* a (pow z 2)) (pow 1.0 2))) (+ (* a b) (+ (* t y) (* 1.0 (* a z))))))) (pow z y)))
0.2b
(* (/ (pow 1.0 a) (exp (+ (* 1/2 (/ (* a (pow z 2)) (pow 1.0 2))) (+ (* a b) (+ (* t y) (* 1.0 (* a z))))))) (pow z y))
0.4b
(+ (* a b) (+ (* t y) (* 1.0 (* a z))))
7.9b
(* a (pow z 2))

rewrite3.9s

Algorithm
rewrite-expression-head
Rules
58×add-sqr-sqrt
57×add-exp-log
40×prod-exp
38×associate-*l*
37×times-frac
26×add-cube-cbrt unpow-prod-down *-un-lft-identity
20×add-cbrt-cube
18×div-exp
16×associate-*r* unswap-sqr
15×pow-to-exp pow-exp
14×sqr-pow
add-log-exp
cbrt-unprod
exp-sum
pow1
sum-log *-commutative
cbrt-undiv associate-*l/ unpow2
+-commutative associate-+r+ flip3-+ associate-*r/ pow-prod-down flip-+ div-inv
Counts
4 → 144
Calls
4 calls:
2.6s
(* x (* (/ (pow 1.0 a) (exp (+ (* 1/2 (/ (* a (pow z 2)) (pow 1.0 2))) (+ (* a b) (+ (* t y) (* 1.0 (* a z))))))) (pow z y)))
1.2s
(* (/ (pow 1.0 a) (exp (+ (* 1/2 (/ (* a (pow z 2)) (pow 1.0 2))) (+ (* a b) (+ (* t y) (* 1.0 (* a z))))))) (pow z y))
43.0ms
(+ (* a b) (+ (* t y) (* 1.0 (* a z))))
13.0ms
(* a (pow z 2))

series1.1s

Counts
4 → 12
Calls
4 calls:
610.0ms
(* x (* (/ (pow 1.0 a) (exp (+ (* 1/2 (/ (* a (pow z 2)) (pow 1.0 2))) (+ (* a b) (+ (* t y) (* 1.0 (* a z))))))) (pow z y)))
396.0ms
(* (/ (pow 1.0 a) (exp (+ (* 1/2 (/ (* a (pow z 2)) (pow 1.0 2))) (+ (* a b) (+ (* t y) (* 1.0 (* a z))))))) (pow z y))
76.0ms
(+ (* a b) (+ (* t y) (* 1.0 (* a z))))
43.0ms
(* a (pow z 2))

simplify1.6s

Counts
156 → 156
Iterations

Useful iterations: done (1.6s)

IterNodesCost
02845279
17365202
226604646
done50014625

prune974.0ms

Pruning

5 alts after pruning (4 fresh and 1 done)

Merged error: 0.0b

localize64.0ms

Local error

Found 4 expressions with local error:

0.6b
(cbrt x)
0.6b
(cbrt x)
0.6b
(cbrt x)
7.9b
(* a (pow z 2))

rewrite31.0ms

Algorithm
rewrite-expression-head
Rules
16×add-sqr-sqrt
10×add-cube-cbrt *-un-lft-identity
add-exp-log cbrt-prod
associate-*r*
add-cbrt-cube
pow1 unpow-prod-down add-log-exp unswap-sqr
pow1/3 associate-*l* prod-exp
unpow2 sqr-pow
pow-to-exp pow-exp *-commutative cbrt-unprod
Counts
4 → 60
Calls
4 calls:
1.0ms
(cbrt x)
1.0ms
(cbrt x)
1.0ms
(cbrt x)
26.0ms
(* a (pow z 2))

series917.0ms

Counts
4 → 12
Calls
4 calls:
264.0ms
(cbrt x)
296.0ms
(cbrt x)
306.0ms
(cbrt x)
51.0ms
(* a (pow z 2))

simplify4.3s

Counts
72 → 72
Iterations

Useful iterations: 4 (1.8s)

IterNodesCost
074427
1145392
2311341
3832332
43823329
done5001329

prune530.0ms

Pruning

5 alts after pruning (3 fresh and 2 done)

Merged error: 0.0b

regimes480.0ms

Accuracy

72.6% (3.4b remaining)

Error of 3.4b against oracle of 0.0b and baseline of 12.3b

bsearch631.0ms

Steps
ItersRangePoint
10
2.499699576950359e+119
6.816916420323158e+131
8.989039952438387e+120
8
-1204.6599638446712
-0.534938775438677
-1.436503598316957

simplify8.0ms

Iterations

Useful iterations: 1 (4.0ms)

IterNodesCost
04172
15959
done5959

end0.0ms

sample12.9s

Algorithm
intervals
Results
6.1s41080×body80nan
2.3s12508×body80valid
312.0ms365×body640valid
132.0ms391×body320valid
109.0ms277×body160valid
79.0ms74×body1280valid