Details

Time bar (total: 33.3s)

sample175.0ms

Algorithm
intervals
Results
69.0ms799×body80nan
16.0ms193×body80valid
11.0ms25×body640valid
6.0ms22×body320valid
5.0msbody1280valid
2.0ms14×body160valid

simplify14.6s

Counts
1 → 1
Iterations

Useful iterations: 1 (3.0ms)

IterNodesCost
01417
12716
25716
313016
428116
564916
6137216
7248416
8332916
9355716
10356116
done356116

prune11.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 5.8b

localize27.0ms

Local error

Found 3 expressions with local error:

0.0b
(- (+ (* (- x 1.0) (log y)) (* (- z 1.0) (log (- 1.0 y)))) t)
0.1b
(* (- x 1.0) (log y))
4.5b
(log (- 1.0 y))

rewrite529.0ms

Algorithm
rewrite-expression-head
Rules
23×add-sqr-sqrt
21×*-un-lft-identity
15×add-cube-cbrt
11×log-prod
prod-diff
add-log-exp
pow1
add-exp-log
associate-*l* add-cbrt-cube
associate-*r*
distribute-rgt-in expm1-log1p-u flip3-- distribute-lft-in fma-neg flip-- log1p-expm1-u distribute-lft-out-- difference-of-squares
log-div diff-log associate-*l/ log-pow
sub-neg rem-log-exp pow-prod-down prod-exp associate--l+ sum-log *-commutative cbrt-unprod unswap-sqr
Counts
3 → 79
Calls
3 calls:
461.0ms
(- (+ (* (- x 1.0) (log y)) (* (- z 1.0) (log (- 1.0 y)))) t)
54.0ms
(* (- x 1.0) (log y))
11.0ms
(log (- 1.0 y))

series387.0ms

Counts
3 → 9
Calls
3 calls:
235.0ms
(- (+ (* (- x 1.0) (log y)) (* (- z 1.0) (log (- 1.0 y)))) t)
93.0ms
(* (- x 1.0) (log y))
59.0ms
(log (- 1.0 y))

simplify1.2s

Counts
88 → 88
Iterations

Useful iterations: done (1.2s)

IterNodesCost
02091524
14671352
213281173
done50011063

prune411.0ms

Pruning

8 alts after pruning (8 fresh and 0 done)

Merged error: 0.1b

localize32.0ms

Local error

Found 4 expressions with local error:

0.0b
(+ (* (- x 1.0) (log y)) (* (- z 1.0) (- (log 1.0) (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2)))))))
0.0b
(* 1/2 (/ (pow y 2) (pow 1.0 2)))
0.0b
(* (- z 1.0) (- (log 1.0) (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2))))))
0.1b
(* (- x 1.0) (log y))

rewrite213.0ms

Algorithm
rewrite-expression-head
Rules
122×add-sqr-sqrt
85×*-un-lft-identity
80×times-frac
78×add-cube-cbrt associate-*r*
56×unpow-prod-down
48×prod-diff
40×distribute-rgt-in distribute-lft-in
34×associate-+r+
31×add-exp-log
27×flip3-- flip--
24×pow1 log-prod associate-*l/ unpow2 sqr-pow
19×unswap-sqr
16×frac-add
14×log-pow
13×associate-*l* add-cbrt-cube
12×frac-times prod-exp associate--l+
div-exp
associate-*r/
pow-to-exp associate-+l+ pow-exp add-log-exp
expm1-log1p-u sub-neg cbrt-unprod log1p-expm1-u distribute-lft-out--
pow-prod-down *-commutative difference-of-squares
cbrt-undiv +-commutative fma-def flip3-+ sum-log flip-+ div-inv
Counts
4 → 280
Calls
4 calls:
32.0ms
(+ (* (- x 1.0) (log y)) (* (- z 1.0) (- (log 1.0) (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2)))))))
62.0ms
(* 1/2 (/ (pow y 2) (pow 1.0 2)))
63.0ms
(* (- z 1.0) (- (log 1.0) (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2))))))
24.0ms
(* (- x 1.0) (log y))

series458.0ms

Counts
4 → 12
Calls
4 calls:
198.0ms
(+ (* (- x 1.0) (log y)) (* (- z 1.0) (- (log 1.0) (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2)))))))
61.0ms
(* 1/2 (/ (pow y 2) (pow 1.0 2)))
118.0ms
(* (- z 1.0) (- (log 1.0) (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2))))))
81.0ms
(* (- x 1.0) (log y))

simplify1.0s

Counts
292 → 292
Iterations

Useful iterations: done (997.0ms)

IterNodesCost
05709330
114517314
done50006463

prune1.4s

Pruning

10 alts after pruning (10 fresh and 0 done)

Merged error: 0.1b

localize55.0ms

Local error

Found 4 expressions with local error:

0.6b
(cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2)))))
0.6b
(cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2)))))
0.6b
(cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2)))))
58.1b
(fma (- (cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2)))))) (* (cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2))))) (cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2)))))) (* (cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2))))) (* (cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2))))) (cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2))))))))

rewrite6.0ms

Algorithm
rewrite-expression-head
Rules
cbrt-prod
add-sqr-sqrt add-cube-cbrt *-un-lft-identity
pow1 add-exp-log expm1-log1p-u add-cbrt-cube log1p-expm1-u add-log-exp
pow1/3
fma-udef
Counts
4 → 49
Calls
4 calls:
1.0ms
(cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2)))))
1.0ms
(cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2)))))
1.0ms
(cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2)))))
1.0ms
(fma (- (cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2)))))) (* (cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2))))) (cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2)))))) (* (cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2))))) (* (cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2))))) (cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2))))))))

series697.0ms

Counts
4 → 12
Calls
4 calls:
140.0ms
(cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2)))))
146.0ms
(cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2)))))
182.0ms
(cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2)))))
229.0ms
(fma (- (cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2)))))) (* (cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2))))) (cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2)))))) (* (cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2))))) (* (cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2))))) (cbrt (fma 1.0 y (* 1/2 (/ (pow y 2) (pow 1.0 2))))))))

simplify1.4s

Counts
61 → 61
Iterations

Useful iterations: done (1.4s)

IterNodesCost
01302579
13131826
29131670
335631459
done50001446

prune650.0ms

Pruning

9 alts after pruning (9 fresh and 0 done)

Merged error: 0.1b

localize39.0ms

Local error

Found 4 expressions with local error:

0.1b
(* (- x 1.0) (* 2 (log (cbrt y))))
0.3b
(+ (* (- x 1.0) (* 2 (log (cbrt y)))) (* (log (cbrt y)) (- x 1.0)))
0.6b
(cbrt y)
0.6b
(cbrt y)

rewrite98.0ms

Algorithm
rewrite-expression-head
Rules
59×distribute-rgt-in distribute-lft-in
48×log-prod
37×add-sqr-sqrt *-un-lft-identity
35×add-cube-cbrt
30×cbrt-prod
24×associate-+l+
22×associate-+r+
18×prod-diff
pow1 add-exp-log add-cbrt-cube
associate-*l/ add-log-exp
flip3-- associate-*l* flip--
expm1-log1p-u associate-*r/ frac-add log1p-expm1-u
pow-prod-down prod-exp cbrt-unprod
sub-neg pow1/3
+-commutative fma-def flip3-+ associate-*r* sum-log *-commutative flip-+ distribute-lft-out-- difference-of-squares
Counts
4 → 138
Calls
4 calls:
41.0ms
(* (- x 1.0) (* 2 (log (cbrt y))))
48.0ms
(+ (* (- x 1.0) (* 2 (log (cbrt y)))) (* (log (cbrt y)) (- x 1.0)))
1.0ms
(cbrt y)
1.0ms
(cbrt y)

series986.0ms

Counts
4 → 12
Calls
4 calls:
175.0ms
(* (- x 1.0) (* 2 (log (cbrt y))))
260.0ms
(+ (* (- x 1.0) (* 2 (log (cbrt y)))) (* (log (cbrt y)) (- x 1.0)))
314.0ms
(cbrt y)
237.0ms
(cbrt y)

simplify1.3s

Counts
150 → 150
Iterations

Useful iterations: done (1.3s)

IterNodesCost
02742578
17102248
222991746
done50001699

prune1.0s

Pruning

6 alts after pruning (6 fresh and 0 done)

Merged error: 0.1b

regimes390.0ms

Accuracy

0% (0.3b remaining)

Error of 0.4b against oracle of 0.1b and baseline of 0.4b

bsearch0.0ms

simplify8.0ms

Iterations

Useful iterations: 0 (1.0ms)

IterNodesCost
03042
13942
done3942

end0.0ms

sample6.2s

Algorithm
intervals
Results
3.0s24209×body80nan
648.0ms5843×body80valid
399.0ms815×body640valid
213.0ms272×body1280valid
203.0ms683×body320valid
93.0ms421×body160valid