In [1]:

    

%pylab inline


    

    




Populating the interactive namespace from numpy and matplotlib

In [2]:

    

plt.style.use('ggplot')


    

In [3]:

    

import pandas as pd


    

In [4]:

    

baseline = pd.read_table("baseline.tsv")
intvector = pd.read_table("intvector.tsv")
bench = pd.concat([baseline, intvector])


    

In [5]:

    

bench.type = map(lambda s: s.split(".")[-1], bench.type)
bench["absttype"] = map(lambda s: s.split("{")[0], bench.type)


    

In [6]:

    

figsize(12, 8)


    

In [7]:

    

def plot_bench(name, eltype):
    bench[(bench.absttype == "IntArray") & (bench.eltype == eltype)]\
        .pivot(index="w", columns="absttype", values="bench_" + name)\
        .plot(style="o-", legend=False)
    baseline = bench.ix[
        (bench.absttype == "Array") & (bench.eltype == eltype),
        "bench_" + name]
    axhline(float(baseline), linestyle="--", label="Array (baseline)")
    title("{} ({})".format(name, eltype))
    ylim(ymin=0)
    ylabel("sec / op")
    #grid()
    legend(loc="upper left")
    savefig("{}_{}.png".format(name, eltype))


    

In [8]:

    

for eltype in ["UInt8", "UInt16", "UInt32", "UInt64"]:
    for name in ["getindex", "setindex", "fill0", "fill1", "copy", "copysort"]:
        plot_bench(name, eltype)
        show()


    

In [9]:

    

pd.options.display.max_rows = 1000


    

In [10]:

    

bench.columns


    

    
Out[10]:





Index([u'bench_copy', u'bench_copysort', u'bench_fill0', u'bench_fill1',
       u'bench_getindex', u'bench_setindex', u'eltype', u'type', u'w',
       u'absttype'],
      dtype='object')

In [11]:

    

baseline


    

    
Out[11]:






  

    

      

      
type
      
eltype
      
bench_getindex
      
bench_setindex
      
bench_fill0
      
bench_fill1
      
bench_copy
      
bench_copysort
    
  
  

    

      
0
      
Array{UInt8,1}
      
UInt8
      
3.249600e-10
      
4.919100e-10
      
0.000004
      
0.000004
      
0.000043
      
0.001423
    
    

      
1
      
Array{UInt16,1}
      
UInt16
      
3.249700e-10
      
6.546900e-10
      
0.000007
      
0.000017
      
0.000091
      
0.001311
    
    

      
2
      
Array{UInt32,1}
      
UInt32
      
3.250100e-10
      
6.561600e-10
      
0.000016
      
0.000022
      
0.000170
      
0.001673
    
    

      
3
      
Array{UInt64,1}
      
UInt64
      
3.249900e-10
      
9.778400e-10
      
0.000028
      
0.000039
      
0.000347
      
0.001354
    
  

In [12]:

    

intvector


    

    
Out[12]:






  

    

      

      
type
      
eltype
      
w
      
bench_getindex
      
bench_setindex
      
bench_fill0
      
bench_fill1
      
bench_copy
      
bench_copysort
    
  
  

    

      
0
      
IntArrays.IntArray{1,UInt8,1}
      
UInt8
      
1
      
6.475900e-10
      
3.087220e-09
      
3.730000e-07
      
3.750000e-07
      
0.000005
      
0.008443
    
    

      
1
      
IntArrays.IntArray{2,UInt8,1}
      
UInt8
      
2
      
6.476200e-10
      
2.997860e-09
      
5.220000e-07
      
5.210000e-07
      
0.000007
      
0.008753
    
    

      
2
      
IntArrays.IntArray{3,UInt8,1}
      
UInt8
      
3
      
6.476300e-10
      
3.663940e-09
      
1.533000e-06
      
3.507300e-05
      
0.000007
      
0.012005
    
    

      
3
      
IntArrays.IntArray{4,UInt8,1}
      
UInt8
      
4
      
6.474600e-10
      
2.916480e-09
      
1.975000e-06
      
1.969000e-06
      
0.000007
      
0.008599
    
    

      
4
      
IntArrays.IntArray{5,UInt8,1}
      
UInt8
      
5
      
6.476300e-10
      
4.229120e-09
      
2.422000e-06
      
6.919800e-05
      
0.000009
      
0.013971
    
    

      
5
      
IntArrays.IntArray{6,UInt8,1}
      
UInt8
      
6
      
6.476300e-10
      
4.184060e-09
      
2.858000e-06
      
6.973200e-05
      
0.000011
      
0.014266
    
    

      
6
      
IntArrays.IntArray{7,UInt8,1}
      
UInt8
      
7
      
6.475400e-10
      
4.792410e-09
      
3.307000e-06
      
1.125160e-04
      
0.000012
      
0.016087
    
    

      
7
      
IntArrays.IntArray{8,UInt8,1}
      
UInt8
      
8
      
6.475100e-10
      
1.162300e-09
      
3.740000e-06
      
3.739000e-06
      
0.000011
      
0.004355
    
    

      
8
      
IntArrays.IntArray{1,UInt16,1}
      
UInt16
      
1
      
6.474600e-10
      
2.700520e-09
      
3.770000e-07
      
1.265000e-06
      
0.000006
      
0.008088
    
    

      
9
      
IntArrays.IntArray{2,UInt16,1}
      
UInt16
      
2
      
7.169000e-10
      
2.663660e-09
      
5.760000e-07
      
2.304000e-06
      
0.000007
      
0.008119
    
    

      
10
      
IntArrays.IntArray{3,UInt16,1}
      
UInt16
      
3
      
6.475900e-10
      
3.205380e-09
      
1.525000e-06
      
2.308200e-05
      
0.000008
      
0.010359
    
    

      
11
      
IntArrays.IntArray{4,UInt16,1}
      
UInt16
      
4
      
6.474800e-10
      
2.624270e-09
      
1.975000e-06
      
4.575000e-06
      
0.000009
      
0.008066
    
    

      
12
      
IntArrays.IntArray{5,UInt16,1}
      
UInt16
      
5
      
6.475900e-10
      
3.497070e-09
      
2.874000e-06
      
4.905400e-05
      
0.000010
      
0.011745
    
    

      
13
      
IntArrays.IntArray{6,UInt16,1}
      
UInt16
      
6
      
6.476000e-10
      
3.492230e-09
      
2.850000e-06
      
4.480100e-05
      
0.000010
      
0.011761
    
    

      
14
      
IntArrays.IntArray{7,UInt16,1}
      
UInt16
      
7
      
6.475800e-10
      
3.775910e-09
      
3.300000e-06
      
8.419600e-05
      
0.000010
      
0.012861
    
    

      
15
      
IntArrays.IntArray{8,UInt16,1}
      
UInt16
      
8
      
6.474800e-10
      
2.618390e-09
      
3.772000e-06
      
8.858000e-06
      
0.000012
      
0.007916
    
    

      
16
      
IntArrays.IntArray{9,UInt16,1}
      
UInt16
      
9
      
6.475200e-10
      
4.062950e-09
      
4.238000e-06
      
1.279920e-04
      
0.000015
      
0.013537
    
    

      
17
      
IntArrays.IntArray{10,UInt16,1}
      
UInt16
      
10
      
6.476200e-10
      
4.070020e-09
      
4.622000e-06
      
9.743900e-05
      
0.000014
      
0.013786
    
    

      
18
      
IntArrays.IntArray{11,UInt16,1}
      
UInt16
      
11
      
1.611830e-09
      
4.817500e-09
      
5.059000e-06
      
1.790410e-04
      
0.000071
      
0.014953
    
    

      
19
      
IntArrays.IntArray{12,UInt16,1}
      
UInt16
      
12
      
6.476000e-10
      
4.215580e-09
      
5.520000e-06
      
8.974700e-05
      
0.000035
      
0.013797
    
    

      
20
      
IntArrays.IntArray{13,UInt16,1}
      
UInt16
      
13
      
6.476100e-10
      
4.635860e-09
      
5.941000e-06
      
2.230900e-04
      
0.000082
      
0.016061
    
    

      
21
      
IntArrays.IntArray{14,UInt16,1}
      
UInt16
      
14
      
6.476100e-10
      
4.636420e-09
      
7.088000e-06
      
1.682780e-04
      
0.000037
      
0.016011
    
    

      
22
      
IntArrays.IntArray{15,UInt16,1}
      
UInt16
      
15
      
6.474600e-10
      
4.937530e-09
      
6.842000e-06
      
2.918570e-04
      
0.000095
      
0.017120
    
    

      
23
      
IntArrays.IntArray{16,UInt16,1}
      
UInt16
      
16
      
6.475100e-10
      
1.159840e-09
      
7.279000e-06
      
1.745700e-05
      
0.000098
      
0.004365
    
    

      
24
      
IntArrays.IntArray{1,UInt32,1}
      
UInt32
      
1
      
6.474800e-10
      
3.213930e-09
      
3.730000e-07
      
7.540000e-07
      
0.000012
      
0.007735
    
    

      
25
      
IntArrays.IntArray{2,UInt32,1}
      
UInt32
      
2
      
6.475300e-10
      
2.672360e-09
      
5.230000e-07
      
1.317000e-06
      
0.000007
      
0.007913
    
    

      
26
      
IntArrays.IntArray{3,UInt32,1}
      
UInt32
      
3
      
6.474600e-10
      
3.214070e-09
      
1.529000e-06
      
1.359600e-05
      
0.000008
      
0.010145
    
    

      
27
      
IntArrays.IntArray{4,UInt32,1}
      
UInt32
      
4
      
1.453940e-09
      
2.641530e-09
      
1.962000e-06
      
2.575000e-06
      
0.000009
      
0.007823
    
    

      
28
      
IntArrays.IntArray{5,UInt32,1}
      
UInt32
      
5
      
7.720900e-10
      
3.367150e-09
      
2.412000e-06
      
3.842600e-05
      
0.000010
      
0.011034
    
    

      
29
      
IntArrays.IntArray{6,UInt32,1}
      
UInt32
      
6
      
6.476300e-10
      
3.206620e-09
      
2.850000e-06
      
3.278000e-05
      
0.000010
      
0.010639
    
    

      
30
      
IntArrays.IntArray{7,UInt32,1}
      
UInt32
      
7
      
6.476300e-10
      
3.350640e-09
      
3.300000e-06
      
6.538400e-05
      
0.000012
      
0.011493
    
    

      
31
      
IntArrays.IntArray{8,UInt32,1}
      
UInt32
      
8
      
6.475000e-10
      
2.893600e-09
      
3.733000e-06
      
4.843000e-06
      
0.000012
      
0.007859
    
    

      
32
      
IntArrays.IntArray{9,UInt32,1}
      
UInt32
      
9
      
6.475600e-10
      
3.640860e-09
      
4.177000e-06
      
9.158500e-05
      
0.000012
      
0.011754
    
    

      
33
      
IntArrays.IntArray{10,UInt32,1}
      
UInt32
      
10
      
6.476400e-10
      
3.489330e-09
      
4.618000e-06
      
1.401340e-04
      
0.000013
      
0.011801
    
    

      
34
      
IntArrays.IntArray{11,UInt32,1}
      
UInt32
      
11
      
6.474900e-10
      
3.629610e-09
      
5.064000e-06
      
1.297200e-04
      
0.000014
      
0.012284
    
    

      
35
      
IntArrays.IntArray{12,UInt32,1}
      
UInt32
      
12
      
7.721400e-10
      
3.492260e-09
      
5.521000e-06
      
6.534400e-05
      
0.000016
      
0.011722
    
    

      
36
      
IntArrays.IntArray{13,UInt32,1}
      
UInt32
      
13
      
6.475600e-10
      
3.775590e-09
      
5.958000e-06
      
1.876340e-04
      
0.000016
      
0.013076
    
    

      
37
      
IntArrays.IntArray{14,UInt32,1}
      
UInt32
      
14
      
6.475900e-10
      
3.778460e-09
      
6.402000e-06
      
1.306500e-04
      
0.000017
      
0.013041
    
    

      
38
      
IntArrays.IntArray{15,UInt32,1}
      
UInt32
      
15
      
6.475600e-10
      
3.922160e-09
      
6.824000e-06
      
2.049920e-04
      
0.000018
      
0.013600
    
    

      
39
      
IntArrays.IntArray{16,UInt32,1}
      
UInt32
      
16
      
6.474900e-10
      
2.606560e-09
      
7.280000e-06
      
9.390000e-06
      
0.000019
      
0.008070
    
    

      
40
      
IntArrays.IntArray{17,UInt32,1}
      
UInt32
      
17
      
7.169100e-10
      
4.059240e-09
      
7.719000e-06
      
3.162340e-04
      
0.000108
      
0.014106
    
    

      
41
      
IntArrays.IntArray{18,UInt32,1}
      
UInt32
      
18
      
6.475800e-10
      
4.060780e-09
      
8.144000e-06
      
1.611570e-04
      
0.000111
      
0.013917
    
    

      
42
      
IntArrays.IntArray{19,UInt32,1}
      
UInt32
      
19
      
6.474600e-10
      
4.201130e-09
      
8.721000e-06
      
3.383440e-04
      
0.000119
      
0.014612
    
    

      
43
      
IntArrays.IntArray{20,UInt32,1}
      
UInt32
      
20
      
6.476000e-10
      
4.058060e-09
      
9.050000e-06
      
1.707840e-04
      
0.000115
      
0.014214
    
    

      
44
      
IntArrays.IntArray{21,UInt32,1}
      
UInt32
      
21
      
6.476100e-10
      
4.521850e-09
      
9.479000e-06
      
3.366530e-04
      
0.000122
      
0.015394
    
    

      
45
      
IntArrays.IntArray{22,UInt32,1}
      
UInt32
      
22
      
6.476500e-10
      
4.347750e-09
      
9.923000e-06
      
2.641610e-04
      
0.000127
      
0.015300
    
    

      
46
      
IntArrays.IntArray{23,UInt32,1}
      
UInt32
      
23
      
1.453920e-09
      
4.644570e-09
      
1.037100e-05
      
3.878370e-04
      
0.000146
      
0.016166
    
    

      
47
      
IntArrays.IntArray{24,UInt32,1}
      
UInt32
      
24
      
6.474900e-10
      
4.059950e-09
      
1.287900e-05
      
1.334550e-04
      
0.000145
      
0.013897
    
    

      
48
      
IntArrays.IntArray{25,UInt32,1}
      
UInt32
      
25
      
6.475900e-10
      
5.515250e-09
      
1.124500e-05
      
4.426550e-04
      
0.000151
      
0.015968
    
    

      
49
      
IntArrays.IntArray{26,UInt32,1}
      
UInt32
      
26
      
6.474900e-10
      
4.629570e-09
      
1.169400e-05
      
4.207250e-04
      
0.000050
      
0.016171
    
    

      
50
      
IntArrays.IntArray{27,UInt32,1}
      
UInt32
      
27
      
6.476200e-10
      
4.765550e-09
      
1.213500e-05
      
4.999010e-04
      
0.000163
      
0.016760
    
    

      
51
      
IntArrays.IntArray{28,UInt32,1}
      
UInt32
      
28
      
6.475300e-10
      
4.620200e-09
      
1.256900e-05
      
2.908660e-04
      
0.000051
      
0.016077
    
    

      
52
      
IntArrays.IntArray{29,UInt32,1}
      
UInt32
      
29
      
6.475200e-10
      
4.908970e-09
      
1.301000e-05
      
5.408750e-04
      
0.000173
      
0.017724
    
    

      
53
      
IntArrays.IntArray{30,UInt32,1}
      
UInt32
      
30
      
7.169100e-10
      
4.903130e-09
      
1.360600e-05
      
5.613370e-04
      
0.000055
      
0.017427
    
    

      
54
      
IntArrays.IntArray{31,UInt32,1}
      
UInt32
      
31
      
6.475200e-10
      
5.046030e-09
      
1.387700e-05
      
6.708190e-04
      
0.000185
      
0.018357
    
    

      
55
      
IntArrays.IntArray{32,UInt32,1}
      
UInt32
      
32
      
6.474900e-10
      
1.362460e-09
      
1.434100e-05
      
2.020900e-05
      
0.000185
      
0.004300
    
    

      
56
      
IntArrays.IntArray{1,UInt64,1}
      
UInt64
      
1
      
7.720600e-10
      
2.604540e-09
      
4.110000e-07
      
5.100000e-07
      
0.000006
      
0.008151
    
    

      
57
      
IntArrays.IntArray{2,UInt64,1}
      
UInt64
      
2
      
6.475500e-10
      
2.677980e-09
      
5.410000e-07
      
8.070000e-07
      
0.000008
      
0.007748
    
    

      
58
      
IntArrays.IntArray{3,UInt64,1}
      
UInt64
      
3
      
6.475800e-10
      
2.994910e-09
      
1.526000e-06
      
1.232300e-05
      
0.000009
      
0.009816
    
    

      
59
      
IntArrays.IntArray{4,UInt64,1}
      
UInt64
      
4
      
6.474700e-10
      
2.661010e-09
      
1.972000e-06
      
1.819000e-06
      
0.000010
      
0.007781
    
    

      
60
      
IntArrays.IntArray{5,UInt64,1}
      
UInt64
      
5
      
6.475200e-10
      
3.214550e-09
      
2.415000e-06
      
2.503900e-05
      
0.000011
      
0.010299
    
    

      
61
      
IntArrays.IntArray{6,UInt64,1}
      
UInt64
      
6
      
6.476500e-10
      
3.812100e-09
      
2.859000e-06
      
2.447100e-05
      
0.000011
      
0.010301
    
    

      
62
      
IntArrays.IntArray{7,UInt64,1}
      
UInt64
      
7
      
6.476300e-10
      
3.290010e-09
      
3.303000e-06
      
4.580800e-05
      
0.000011
      
0.010535
    
    

      
63
      
IntArrays.IntArray{8,UInt64,1}
      
UInt64
      
8
      
6.475300e-10
      
2.635700e-09
      
3.737000e-06
      
4.014000e-06
      
0.000013
      
0.007814
    
    

      
64
      
IntArrays.IntArray{9,UInt64,1}
      
UInt64
      
9
      
6.474700e-10
      
3.299830e-09
      
4.181000e-06
      
7.746900e-05
      
0.000013
      
0.010605
    
    

      
65
      
IntArrays.IntArray{10,UInt64,1}
      
UInt64
      
10
      
7.168700e-10
      
3.378130e-09
      
4.631000e-06
      
4.950200e-05
      
0.000015
      
0.011013
    
    

      
66
      
IntArrays.IntArray{11,UInt64,1}
      
UInt64
      
11
      
6.475300e-10
      
3.280030e-09
      
5.117000e-06
      
1.199540e-04
      
0.000078
      
0.011080
    
    

      
67
      
IntArrays.IntArray{12,UInt64,1}
      
UInt64
      
12
      
6.476200e-10
      
3.207700e-09
      
5.525000e-06
      
4.865900e-05
      
0.000076
      
0.010507
    
    

      
68
      
IntArrays.IntArray{13,UInt64,1}
      
UInt64
      
13
      
6.476000e-10
      
3.440770e-09
      
5.997000e-06
      
1.218430e-04
      
0.000085
      
0.011443
    
    

      
69
      
IntArrays.IntArray{14,UInt64,1}
      
UInt64
      
14
      
6.476200e-10
      
3.957700e-09
      
6.392000e-06
      
9.101000e-05
      
0.000090
      
0.011590
    
    

      
70
      
IntArrays.IntArray{15,UInt64,1}
      
UInt64
      
15
      
6.474700e-10
      
3.420040e-09
      
6.825000e-06
      
1.368440e-04
      
0.000092
      
0.011727
    
    

      
71
      
IntArrays.IntArray{16,UInt64,1}
      
UInt64
      
16
      
6.475300e-10
      
2.619610e-09
      
7.272000e-06
      
6.537000e-06
      
0.000097
      
0.007994
    
    

      
72
      
IntArrays.IntArray{17,UInt64,1}
      
UInt64
      
17
      
9.713300e-10
      
3.495680e-09
      
7.731000e-06
      
1.574970e-04
      
0.000106
      
0.012076
    
    

      
73
      
IntArrays.IntArray{18,UInt64,1}
      
UInt64
      
18
      
6.474600e-10
      
3.498710e-09
      
8.157000e-06
      
1.606280e-04
      
0.000106
      
0.011867
    
    

      
74
      
IntArrays.IntArray{19,UInt64,1}
      
UInt64
      
19
      
6.475400e-10
      
4.254280e-09
      
8.595000e-06
      
1.895720e-04
      
0.000112
      
0.012327
    
    

      
75
      
IntArrays.IntArray{20,UInt64,1}
      
UInt64
      
20
      
6.476100e-10
      
3.864280e-09
      
9.037000e-06
      
9.845100e-05
      
0.000125
      
0.011664
    
    

      
76
      
IntArrays.IntArray{21,UInt64,1}
      
UInt64
      
21
      
6.476100e-10
      
4.115260e-09
      
9.479000e-06
      
1.908180e-04
      
0.000132
      
0.012269
    
    

      
77
      
IntArrays.IntArray{22,UInt64,1}
      
UInt64
      
22
      
7.721200e-10
      
3.635160e-09
      
9.920000e-06
      
1.782750e-04
      
0.000129
      
0.012380
    
    

      
78
      
IntArrays.IntArray{23,UInt64,1}
      
UInt64
      
23
      
6.476200e-10
      
3.706810e-09
      
1.036300e-05
      
1.853550e-04
      
0.000146
      
0.012884
    
    

      
79
      
IntArrays.IntArray{24,UInt64,1}
      
UInt64
      
24
      
6.487800e-10
      
3.495600e-09
      
1.080600e-05
      
1.062650e-04
      
0.000136
      
0.011428
    
    

      
80
      
IntArrays.IntArray{25,UInt64,1}
      
UInt64
      
25
      
6.476000e-10
      
3.779020e-09
      
1.124000e-05
      
2.280290e-04
      
0.000156
      
0.013507
    
    

      
81
      
IntArrays.IntArray{26,UInt64,1}
      
UInt64
      
26
      
6.476200e-10
      
3.781270e-09
      
1.170200e-05
      
2.514390e-04
      
0.000179
      
0.012908
    
    

      
82
      
IntArrays.IntArray{27,UInt64,1}
      
UInt64
      
27
      
1.180950e-09
      
4.591700e-09
      
1.214700e-05
      
2.276570e-04
      
0.000191
      
0.013715
    
    

      
83
      
IntArrays.IntArray{28,UInt64,1}
      
UInt64
      
28
      
6.476000e-10
      
4.187690e-09
      
1.256900e-05
      
2.458660e-04
      
0.000164
      
0.013018
    
    

      
84
      
IntArrays.IntArray{29,UInt64,1}
      
UInt64
      
29
      
6.476300e-10
      
3.921170e-09
      
1.302100e-05
      
2.351470e-04
      
0.000162
      
0.013820
    
    

      
85
      
IntArrays.IntArray{30,UInt64,1}
      
UInt64
      
30
      
6.475900e-10
      
3.921770e-09
      
1.344900e-05
      
2.837280e-04
      
0.000186
      
0.013853
    
    

      
86
      
IntArrays.IntArray{31,UInt64,1}
      
UInt64
      
31
      
6.476100e-10
      
3.993690e-09
      
1.389700e-05
      
2.508660e-04
      
0.000173
      
0.014065
    
    

      
87
      
IntArrays.IntArray{32,UInt64,1}
      
UInt64
      
32
      
6.474700e-10
      
2.621420e-09
      
1.433000e-05
      
1.703000e-05
      
0.000184
      
0.007977
    
    

      
88
      
IntArrays.IntArray{33,UInt64,1}
      
UInt64
      
33
      
6.474800e-10
      
4.380700e-09
      
1.476900e-05
      
2.733580e-04
      
0.000187
      
0.014525
    
    

      
89
      
IntArrays.IntArray{34,UInt64,1}
      
UInt64
      
34
      
6.475700e-10
      
4.377780e-09
      
1.521300e-05
      
3.957960e-04
      
0.000214
      
0.014507
    
    

      
90
      
IntArrays.IntArray{35,UInt64,1}
      
UInt64
      
35
      
6.474700e-10
      
4.456170e-09
      
1.563400e-05
      
5.010800e-04
      
0.000196
      
0.014768
    
    

      
91
      
IntArrays.IntArray{36,UInt64,1}
      
UInt64
      
36
      
8.898400e-10
      
4.383070e-09
      
1.609200e-05
      
3.644760e-04
      
0.000197
      
0.014707
    
    

      
92
      
IntArrays.IntArray{37,UInt64,1}
      
UInt64
      
37
      
6.474800e-10
      
4.528980e-09
      
1.651700e-05
      
3.115740e-04
      
0.000229
      
0.015259
    
    

      
93
      
IntArrays.IntArray{38,UInt64,1}
      
UInt64
      
38
      
6.476100e-10
      
4.522110e-09
      
1.697600e-05
      
5.304880e-04
      
0.000244
      
0.014907
    
    

      
94
      
IntArrays.IntArray{39,UInt64,1}
      
UInt64
      
39
      
6.485600e-10
      
4.594480e-09
      
1.743300e-05
      
3.471120e-04
      
0.000246
      
0.015624
    
    

      
95
      
IntArrays.IntArray{40,UInt64,1}
      
UInt64
      
40
      
6.474400e-10
      
4.385500e-09
      
1.785200e-05
      
2.645450e-04
      
0.000233
      
0.014399
    
    

      
96
      
IntArrays.IntArray{41,UInt64,1}
      
UInt64
      
41
      
6.474900e-10
      
4.753060e-09
      
1.830800e-05
      
3.523310e-04
      
0.000068
      
0.016061
    
    

      
97
      
IntArrays.IntArray{42,UInt64,1}
      
UInt64
      
42
      
6.476000e-10
      
4.834150e-09
      
2.235200e-05
      
6.313520e-04
      
0.000251
      
0.015510
    
    

      
98
      
IntArrays.IntArray{43,UInt64,1}
      
UInt64
      
43
      
6.475000e-10
      
4.738170e-09
      
1.917900e-05
      
3.717520e-04
      
0.000073
      
0.015628
    
    

      
99
      
IntArrays.IntArray{44,UInt64,1}
      
UInt64
      
44
      
6.475800e-10
      
4.669590e-09
      
1.964200e-05
      
4.598870e-04
      
0.000269
      
0.015945
    
    

      
100
      
IntArrays.IntArray{45,UInt64,1}
      
UInt64
      
45
      
6.475800e-10
      
4.810510e-09
      
2.005900e-05
      
4.125290e-04
      
0.000071
      
0.016399
    
    

      
101
      
IntArrays.IntArray{46,UInt64,1}
      
UInt64
      
46
      
6.475200e-10
      
4.964090e-09
      
2.051600e-05
      
7.817630e-04
      
0.000302
      
0.016704
    
    

      
102
      
IntArrays.IntArray{47,UInt64,1}
      
UInt64
      
47
      
6.474300e-10
      
4.877990e-09
      
2.094600e-05
      
4.482910e-04
      
0.000087
      
0.016450
    
    

      
103
      
IntArrays.IntArray{48,UInt64,1}
      
UInt64
      
48
      
6.474900e-10
      
4.379080e-09
      
2.146500e-05
      
2.206510e-04
      
0.000271
      
0.014378
    
    

      
104
      
IntArrays.IntArray{49,UInt64,1}
      
UInt64
      
49
      
6.474700e-10
      
5.037440e-09
      
2.188500e-05
      
4.216400e-04
      
0.000078
      
0.016618
    
    

      
105
      
IntArrays.IntArray{50,UInt64,1}
      
UInt64
      
50
      
6.476000e-10
      
4.948690e-09
      
2.229700e-05
      
8.988130e-04
      
0.000296
      
0.017308
    
    

      
106
      
IntArrays.IntArray{51,UInt64,1}
      
UInt64
      
51
      
6.475300e-10
      
5.022870e-09
      
2.270100e-05
      
4.396090e-04
      
0.000079
      
0.016654
    
    

      
107
      
IntArrays.IntArray{52,UInt64,1}
      
UInt64
      
52
      
6.475900e-10
      
4.951610e-09
      
2.313400e-05
      
5.314310e-04
      
0.000300
      
0.016942
    
    

      
108
      
IntArrays.IntArray{53,UInt64,1}
      
UInt64
      
53
      
6.475700e-10
      
5.090380e-09
      
2.358400e-05
      
5.054660e-04
      
0.000081
      
0.017938
    
    

      
109
      
IntArrays.IntArray{54,UInt64,1}
      
UInt64
      
54
      
6.474900e-10
      
5.085400e-09
      
2.401900e-05
      
9.772980e-04
      
0.000327
      
0.017299
    
    

      
110
      
IntArrays.IntArray{55,UInt64,1}
      
UInt64
      
55
      
7.169900e-10
      
5.159900e-09
      
2.446700e-05
      
4.741260e-04
      
0.000085
      
0.017833
    
    

      
111
      
IntArrays.IntArray{56,UInt64,1}
      
UInt64
      
56
      
6.475100e-10
      
4.949050e-09
      
2.494800e-05
      
5.465730e-04
      
0.000348
      
0.016421
    
    

      
112
      
IntArrays.IntArray{57,UInt64,1}
      
UInt64
      
57
      
6.475800e-10
      
5.236020e-09
      
2.535200e-05
      
4.925580e-04
      
0.000088
      
0.018419
    
    

      
113
      
IntArrays.IntArray{58,UInt64,1}
      
UInt64
      
58
      
6.475900e-10
      
5.232000e-09
      
2.579500e-05
      
1.055224e-03
      
0.000318
      
0.017564
    
    

      
114
      
IntArrays.IntArray{59,UInt64,1}
      
UInt64
      
59
      
6.476200e-10
      
5.304570e-09
      
2.905300e-05
      
5.088340e-04
      
0.000090
      
0.018487
    
    

      
115
      
IntArrays.IntArray{60,UInt64,1}
      
UInt64
      
60
      
6.475700e-10
      
5.234790e-09
      
2.667000e-05
      
5.639590e-04
      
0.000360
      
0.017276
    
    

      
116
      
IntArrays.IntArray{61,UInt64,1}
      
UInt64
      
61
      
7.169400e-10
      
5.378960e-09
      
2.711100e-05
      
5.254660e-04
      
0.000094
      
0.019460
    
    

      
117
      
IntArrays.IntArray{62,UInt64,1}
      
UInt64
      
62
      
7.720800e-10
      
5.374430e-09
      
2.757000e-05
      
1.126861e-03
      
0.000354
      
0.018031
    
    

      
118
      
IntArrays.IntArray{63,UInt64,1}
      
UInt64
      
63
      
6.475900e-10
      
5.444140e-09
      
2.796600e-05
      
5.505000e-04
      
0.000092
      
0.019187
    
    

      
119
      
IntArrays.IntArray{64,UInt64,1}
      
UInt64
      
64
      
6.475600e-10
      
1.741440e-09
      
2.842500e-05
      
3.521100e-05
      
0.000371
      
0.004289
    
  

In [ ]: