Details

Time bar (total: 28.6s)

sample112.0ms

Algorithm
intervals
Results
44.0ms195×body80valid
14.0ms34×body1280valid
9.0ms18×body2560valid
9.0ms107×body80nan
4.0ms13×body640valid
2.0msbody320valid
2.0msbody5120valid
1.0msbody160valid

simplify196.0ms

Counts
1 → 1
Iterations
IterNodes
done102
7102
6101
599
491
375
240
122
012

prune15.0ms

Pruning

1 alts after pruning (1 fresh and 0 done)

Merged error: 33.0b

localize41.0ms

Local error

Found 4 expressions with local error:

0.2b
(/ (- (sqrt (- (* b b) (* (* a 3.0) c))) b) (* a 3.0))
0.9b
(- (sqrt (- (* b b) (* (* a 3.0) c))) b)
1.0b
(- (* b b) (* (* a 3.0) c))
21.8b
(sqrt (- (* b b) (* (* a 3.0) c)))

rewrite357.0ms

Algorithm
rewrite-expression-head
Rules
34×add-sqr-sqrt
27×*-un-lft-identity
21×add-cube-cbrt
19×prod-diff
18×sqrt-prod
add-exp-log add-cbrt-cube
add-log-exp
fma-neg
times-frac associate-/l* difference-of-squares
pow1
expm1-log1p-u flip3-- flip-- log1p-expm1-u
distribute-lft-out--
cbrt-undiv sub-neg sqrt-div diff-log div-exp associate-/l/
rem-sqrt-square frac-2neg sqrt-pow1 pow1/2 div-sub prod-exp clear-num associate-/r* cbrt-unprod div-inv
Counts
4 → 106
Calls
4 calls:
182.0ms
(/ (- (sqrt (- (* b b) (* (* a 3.0) c))) b) (* a 3.0))
101.0ms
(- (sqrt (- (* b b) (* (* a 3.0) c))) b)
17.0ms
(- (* b b) (* (* a 3.0) c))
50.0ms
(sqrt (- (* b b) (* (* a 3.0) c)))

series656.0ms

Counts
4 → 12
Calls
4 calls:
250.0ms
(/ (- (sqrt (- (* b b) (* (* a 3.0) c))) b) (* a 3.0))
152.0ms
(- (sqrt (- (* b b) (* (* a 3.0) c))) b)
99.0ms
(- (* b b) (* (* a 3.0) c))
154.0ms
(sqrt (- (* b b) (* (* a 3.0) c)))

simplify2.6s

Counts
118 → 118
Iterations
IterNodes
done5000
21532
1514
0195

prune977.0ms

Pruning

10 alts after pruning (10 fresh and 0 done)

Merged error: 5.9b

localize40.0ms

Local error

Found 4 expressions with local error:

0.3b
(/ 1 (* a 3.0))
0.9b
(- (sqrt (- (* b b) (* (* a 3.0) c))) b)
1.0b
(- (* b b) (* (* a 3.0) c))
21.8b
(sqrt (- (* b b) (* (* a 3.0) c)))

rewrite144.0ms

Algorithm
rewrite-expression-head
Rules
26×add-sqr-sqrt
23×*-un-lft-identity
21×add-cube-cbrt
19×prod-diff
16×sqrt-prod
15×add-exp-log
add-cbrt-cube
pow1 add-log-exp
fma-neg
expm1-log1p-u div-exp log1p-expm1-u
flip3-- times-frac prod-exp flip-- associate-/l*
cbrt-undiv sub-neg rec-exp pow-flip sqrt-div diff-log 1-exp difference-of-squares
rem-sqrt-square frac-2neg sqrt-pow1 pow1/2 pow-prod-down clear-num associate-/r* cbrt-unprod div-inv distribute-lft-out-- inv-pow
Counts
4 → 104
Calls
4 calls:
15.0ms
(/ 1 (* a 3.0))
94.0ms
(- (sqrt (- (* b b) (* (* a 3.0) c))) b)
10.0ms
(- (* b b) (* (* a 3.0) c))
19.0ms
(sqrt (- (* b b) (* (* a 3.0) c)))

series430.0ms

Counts
4 → 12
Calls
4 calls:
37.0ms
(/ 1 (* a 3.0))
149.0ms
(- (sqrt (- (* b b) (* (* a 3.0) c))) b)
100.0ms
(- (* b b) (* (* a 3.0) c))
143.0ms
(sqrt (- (* b b) (* (* a 3.0) c)))

simplify5.6s

Counts
116 → 116
Iterations
IterNodes
done5000
34741
21149
1439
0178

prune900.0ms

Pruning

10 alts after pruning (9 fresh and 1 done)

Merged error: 5.9b

localize44.0ms

Local error

Found 4 expressions with local error:

0.2b
(/ (* a 3.0) (- (sqrt (- (* b b) (* (* a 3.0) c))) b))
0.9b
(- (sqrt (- (* b b) (* (* a 3.0) c))) b)
1.0b
(- (* b b) (* (* a 3.0) c))
21.8b
(sqrt (- (* b b) (* (* a 3.0) c)))

rewrite313.0ms

Algorithm
rewrite-expression-head
Rules
34×add-sqr-sqrt
27×*-un-lft-identity
21×add-cube-cbrt
19×prod-diff
18×sqrt-prod
add-exp-log add-cbrt-cube
add-log-exp
fma-neg
times-frac associate-/r* difference-of-squares
pow1
expm1-log1p-u flip3-- flip-- log1p-expm1-u
distribute-lft-out--
cbrt-undiv sub-neg sqrt-div diff-log div-exp associate-/r/
rem-sqrt-square frac-2neg sqrt-pow1 pow1/2 prod-exp clear-num cbrt-unprod div-inv associate-/l*
Counts
4 → 105
Calls
4 calls:
167.0ms
(/ (* a 3.0) (- (sqrt (- (* b b) (* (* a 3.0) c))) b))
101.0ms
(- (sqrt (- (* b b) (* (* a 3.0) c))) b)
15.0ms
(- (* b b) (* (* a 3.0) c))
23.0ms
(sqrt (- (* b b) (* (* a 3.0) c)))

series789.0ms

Counts
4 → 12
Calls
4 calls:
402.0ms
(/ (* a 3.0) (- (sqrt (- (* b b) (* (* a 3.0) c))) b))
157.0ms
(- (sqrt (- (* b b) (* (* a 3.0) c))) b)
87.0ms
(- (* b b) (* (* a 3.0) c))
142.0ms
(sqrt (- (* b b) (* (* a 3.0) c)))

simplify2.7s

Counts
117 → 117
Iterations
IterNodes
done5000
21513
1491
0186

prune962.0ms

Pruning

12 alts after pruning (10 fresh and 2 done)

Merged error: 5.9b

localize52.0ms

Local error

Found 4 expressions with local error:

0.2b
(* (/ 1 a) (/ (- (sqrt (- (* b b) (* (* a 3.0) c))) b) 3.0))
0.9b
(- (sqrt (- (* b b) (* (* a 3.0) c))) b)
1.0b
(- (* b b) (* (* a 3.0) c))
21.8b
(sqrt (- (* b b) (* (* a 3.0) c)))

rewrite384.0ms

Algorithm
rewrite-expression-head
Rules
70×add-sqr-sqrt
46×*-un-lft-identity
36×add-cube-cbrt
34×times-frac
26×add-exp-log
22×associate-*r*
19×prod-diff sqrt-prod
16×add-cbrt-cube
13×associate-*l*
div-exp prod-exp add-log-exp difference-of-squares
pow1 fma-neg
unswap-sqr
cbrt-undiv expm1-log1p-u cbrt-unprod log1p-expm1-u distribute-lft-out--
flip3-- flip--
sub-neg rec-exp sqrt-div diff-log 1-exp div-inv
frac-times rem-sqrt-square sqrt-pow1 pow1/2 associate-*r/ pow-prod-down associate-*l/ *-commutative
Counts
4 → 141
Calls
4 calls:
207.0ms
(* (/ 1 a) (/ (- (sqrt (- (* b b) (* (* a 3.0) c))) b) 3.0))
109.0ms
(- (sqrt (- (* b b) (* (* a 3.0) c))) b)
18.0ms
(- (* b b) (* (* a 3.0) c))
38.0ms
(sqrt (- (* b b) (* (* a 3.0) c)))

series667.0ms

Counts
4 → 12
Calls
4 calls:
264.0ms
(* (/ 1 a) (/ (- (sqrt (- (* b b) (* (* a 3.0) c))) b) 3.0))
169.0ms
(- (sqrt (- (* b b) (* (* a 3.0) c))) b)
93.0ms
(- (* b b) (* (* a 3.0) c))
141.0ms
(sqrt (- (* b b) (* (* a 3.0) c)))

simplify4.2s

Counts
153 → 153
Iterations
IterNodes
done5001
22081
1684
0248

prune1.2s

Pruning

14 alts after pruning (11 fresh and 3 done)

Merged error: 5.9b

regimes753.0ms

Accuracy

81.6% (5.4b remaining)

Error of 10.8b against oracle of 5.5b and baseline of 34.7b

bsearch238.0ms

Steps
ItersRangePoint
9
1.177766511972955e-157
7.998381519079639e-153
7.923524897992037e-153
10
-8.514648891065421e+79
-9.051599321779201e+64
-1.6964502144974645e+75

simplify11.0ms

Iterations
IterNodes
done36
136
028

end2.0ms

sample4.2s

Algorithm
intervals
Results
1.1s924×body1280valid
969.0ms1081×body2560valid
730.0ms5752×body80valid
442.0ms2817×body80nan
286.0ms480×body640valid
86.0ms97×body5120valid
64.0ms238×body320valid
28.0ms120×body160valid