Details

Time bar (total: 15.1s)

sample73.0ms

Algorithm
intervals
Results
17.0ms37×body2560valid
14.0ms191×body80valid
11.0ms30×body1280valid
7.0ms103×body80nan
5.0ms16×body640valid
1.0msbody320valid
1.0msbody160valid

simplify93.0ms

Counts
1 → 1
Iterations
IterNodes
done102
7102
6101
599
491
373
241
122
012

prune18.0ms

Pruning

2 alts after pruning (2 fresh and 0 done)

Merged error: 34.0b

localize34.0ms

Local error

Found 4 expressions with local error:

0.2b
(/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a))
0.4b
(- (* b b) (* (* 3 a) c))
1.6b
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
21.3b
(sqrt (- (* b b) (* (* 3 a) c)))

rewrite132.0ms

Algorithm
rewrite-expression-head
Rules
22×*-un-lft-identity
11×add-sqr-sqrt
10×fma-def add-cube-cbrt add-log-exp
add-cbrt-cube add-exp-log
distribute-rgt-neg-in distribute-lft-out
pow1 times-frac associate-/l*
expm1-log1p-u insert-posit16 log1p-expm1-u
distribute-lft-neg-in sqrt-prod
neg-sub0 cbrt-undiv sum-log flip3-+ flip3-- sqrt-div div-exp associate-+l- flip-+ flip-- associate-/l/
+-commutative rem-sqrt-square clear-num associate-/r* neg-mul-1 sub-neg frac-2neg sqrt-pow1 pow1/2 fma-neg diff-log div-sub prod-diff neg-log prod-exp cbrt-unprod div-inv
Counts
4 → 94
Calls
4 calls:
85.0ms
(/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a))
11.0ms
(- (* b b) (* (* 3 a) c))
22.0ms
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
12.0ms
(sqrt (- (* b b) (* (* 3 a) c)))

series404.0ms

Counts
4 → 12
Calls
4 calls:
153.0ms
(/ (+ (- b) (sqrt (- (* b b) (* (* 3 a) c)))) (* 3 a))
63.0ms
(- (* b b) (* (* 3 a) c))
107.0ms
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
82.0ms
(sqrt (- (* b b) (* (* 3 a) c)))

simplify1.3s

Counts
106 → 106
Iterations
IterNodes
done5001
21430
1442
0170

prune530.0ms

Pruning

10 alts after pruning (10 fresh and 0 done)

Merged error: 7.8b

localize23.0ms

Local error

Found 4 expressions with local error:

0.2b
(/ (+ (- b) (sqrt (fma b b (* c (* -3 a))))) (* 3 a))
0.5b
(fma b b (* c (* -3 a)))
1.6b
(+ (- b) (sqrt (fma b b (* c (* -3 a)))))
21.3b
(sqrt (fma b b (* c (* -3 a))))

rewrite60.0ms

Algorithm
rewrite-expression-head
Rules
22×*-un-lft-identity
11×add-sqr-sqrt
10×fma-def add-cube-cbrt
add-cbrt-cube add-exp-log
add-log-exp
distribute-rgt-neg-in distribute-lft-out
pow1 times-frac associate-/l*
expm1-log1p-u insert-posit16 log1p-expm1-u
distribute-lft-neg-in sqrt-prod
neg-sub0 cbrt-undiv sum-log flip3-+ div-exp associate-+l- flip-+ associate-/l/
+-commutative rem-sqrt-square clear-num associate-/r* neg-mul-1 frac-2neg sqrt-pow1 pow1/2 div-sub neg-log prod-exp cbrt-unprod fma-udef div-inv
Counts
4 → 86
Calls
4 calls:
43.0ms
(/ (+ (- b) (sqrt (fma b b (* c (* -3 a))))) (* 3 a))
0.0ms
(fma b b (* c (* -3 a)))
13.0ms
(+ (- b) (sqrt (fma b b (* c (* -3 a)))))
2.0ms
(sqrt (fma b b (* c (* -3 a))))

series335.0ms

Counts
4 → 12
Calls
4 calls:
109.0ms
(/ (+ (- b) (sqrt (fma b b (* c (* -3 a))))) (* 3 a))
52.0ms
(fma b b (* c (* -3 a)))
93.0ms
(+ (- b) (sqrt (fma b b (* c (* -3 a)))))
81.0ms
(sqrt (fma b b (* c (* -3 a))))

simplify2.0s

Counts
98 → 98
Iterations
IterNodes
done5000
34179
21112
1367
0149

prune378.0ms

Pruning

10 alts after pruning (9 fresh and 1 done)

Merged error: 7.8b

localize28.0ms

Local error

Found 4 expressions with local error:

0.3b
(/ 1 (* 3 a))
0.4b
(- (* b b) (* (* 3 a) c))
1.6b
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
21.3b
(sqrt (- (* b b) (* (* 3 a) c)))

rewrite96.0ms

Algorithm
rewrite-expression-head
Rules
15×add-exp-log
14×*-un-lft-identity
11×add-sqr-sqrt
10×fma-def add-cube-cbrt add-log-exp
add-cbrt-cube
pow1
expm1-log1p-u distribute-rgt-neg-in div-exp insert-posit16 log1p-expm1-u
distribute-lft-neg-in times-frac prod-exp sqrt-prod associate-/l*
cbrt-undiv rec-exp sum-log flip3-- sqrt-div 1-exp pow-flip flip-- distribute-lft-out
neg-sub0 +-commutative rem-sqrt-square clear-num associate-/r* neg-mul-1 sub-neg frac-2neg sqrt-pow1 flip3-+ pow1/2 fma-neg diff-log prod-diff pow-prod-down neg-log associate-+l- cbrt-unprod flip-+ div-inv inv-pow
Counts
4 → 94
Calls
4 calls:
21.0ms
(/ 1 (* 3 a))
18.0ms
(- (* b b) (* (* 3 a) c))
42.0ms
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
12.0ms
(sqrt (- (* b b) (* (* 3 a) c)))

series321.0ms

Counts
4 → 12
Calls
4 calls:
19.0ms
(/ 1 (* 3 a))
69.0ms
(- (* b b) (* (* 3 a) c))
122.0ms
(+ (- b) (sqrt (- (* b b) (* (* 3 a) c))))
110.0ms
(sqrt (- (* b b) (* (* 3 a) c)))

simplify2.1s

Counts
106 → 106
Iterations
IterNodes
done5000
34257
21121
1380
0155

prune532.0ms

Pruning

12 alts after pruning (10 fresh and 2 done)

Merged error: 7.8b

localize30.0ms

Local error

Found 4 expressions with local error:

0.2b
(* c (* -3 a))
0.5b
(fma b b (* c (* -3 a)))
1.6b
(- (sqrt (fma b b (* c (* -3 a)))) b)
21.3b
(sqrt (fma b b (* c (* -3 a))))

rewrite51.0ms

Algorithm
rewrite-expression-head
Rules
25×add-sqr-sqrt
22×*-un-lft-identity
20×add-cube-cbrt
18×prod-diff
16×sqrt-prod
10×pow1
add-cbrt-cube add-exp-log
fma-neg add-log-exp
expm1-log1p-u insert-posit16 log1p-expm1-u
associate-*l* pow-prod-down prod-exp cbrt-unprod
difference-of-squares
rem-sqrt-square sub-neg sqrt-pow1 flip3-- pow1/2 diff-log associate-*r* *-commutative fma-udef flip-- distribute-lft-out--
Counts
4 → 90
Calls
4 calls:
27.0ms
(* c (* -3 a))
0.0ms
(fma b b (* c (* -3 a)))
18.0ms
(- (sqrt (fma b b (* c (* -3 a)))) b)
2.0ms
(sqrt (fma b b (* c (* -3 a))))

series289.0ms

Counts
4 → 12
Calls
4 calls:
27.0ms
(* c (* -3 a))
73.0ms
(fma b b (* c (* -3 a)))
105.0ms
(- (sqrt (fma b b (* c (* -3 a)))) b)
84.0ms
(sqrt (fma b b (* c (* -3 a))))

simplify2.5s

Counts
102 → 102
Iterations
IterNodes
done5000
32931
2835
1320
0144

prune375.0ms

Pruning

11 alts after pruning (9 fresh and 2 done)

Merged error: 7.8b

regimes489.0ms

Accuracy

87.7% (3.2b remaining)

Error of 8.8b against oracle of 5.6b and baseline of 32.0b

bsearch279.0ms

Steps
ItersRangePoint
11
2.0729826645785407e+19
5.016256902410509e+38
1.6715468005080632e+36
6
5.248607558045132e-171
4.537764770085819e-170
1.4458951003956485e-170
8
-1.8800110361077525e+106
-1.0719713592587512e+102
-5.657184583194415e+105

simplify10.0ms

Iterations
IterNodes
done46
146
039

end0.0ms

sample2.7s

Algorithm
intervals
Results
918.0ms5915×body80valid
550.0ms1068×body2560valid
312.0ms837×body1280valid
265.0ms3076×body80nan
122.0ms463×body640valid
119.0ms123×body5120valid
46.0ms240×body320valid
46.0ms124×body160valid