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tikz/validation-curve: Add

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Martin Thoma 2017-04-22 11:35:38 +02:00
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commit 9c5d73dbff
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35
tikz/validation-curve/Makefile Normal file
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SOURCE = validation-curve
DELAY = 80
DENSITY = 300
WIDTH = 512
make:
pdflatex $(SOURCE).tex -output-format=pdf
make clean
clean:
rm -rf $(TARGET) *.class *.html *.log *.aux *.data *.gnuplot
gif:
pdfcrop $(SOURCE).pdf
convert -verbose -delay $(DELAY) -loop 0 -density $(DENSITY) $(SOURCE)-crop.pdf $(SOURCE).gif
make clean
png:
make
make svg
inkscape $(SOURCE).svg -w $(WIDTH) --export-png=$(SOURCE).png
transparentGif:
convert $(SOURCE).pdf -transparent white result.gif
make clean
svg:
make
#inkscape $(SOURCE).pdf --export-plain-svg=$(SOURCE).svg
pdf2svg $(SOURCE).pdf $(SOURCE).svg
# Necessary, as pdf2svg does not always create valid svgs:
inkscape $(SOURCE).svg --export-plain-svg=$(SOURCE).svg
rsvg-convert -a -w $(WIDTH) -f svg $(SOURCE).svg -o $(SOURCE)2.svg
inkscape $(SOURCE)2.svg --export-plain-svg=$(SOURCE).svg
rm $(SOURCE)2.svg

3
tikz/validation-curve/README.md Normal file
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Compiled example
----------------
![Example](validation-curve.png)

127
tikz/validation-curve/baseline_cifar_test_acc.csv Normal file
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epoch,min_acc,max_acc,mean_acc
0,0.1568,0.1602,0.15858
1,0.2042,0.2068,0.20544000000000001
2,0.2352,0.238,0.23674000000000003
3,0.2706,0.2736,0.27199999999999996
4,0.2982,0.3036,0.3014
5,0.319,0.324,0.32228000000000001
6,0.3328,0.3364,0.33423999999999998
7,0.3484,0.3512,0.35004000000000002
8,0.3614,0.3652,0.36327999999999999
9,0.369,0.3738,0.37051999999999996
10,0.372,0.3756,0.37378
11,0.3846,0.3902,0.38756000000000002
12,0.3934,0.3966,0.39498
13,0.4042,0.4076,0.40506000000000003
14,0.4078,0.412,0.40969999999999995
15,0.4174,0.4218,0.41950000000000004
16,0.4212,0.4238,0.42265999999999992
17,0.4254,0.4288,0.42718
18,0.4304,0.4346,0.43290000000000006
19,0.4352,0.4384,0.43674000000000002
20,0.4404,0.4448,0.44284000000000001
21,0.4504,0.4538,0.45234000000000008
22,0.4568,0.4598,0.45820000000000005
23,0.4582,0.4626,0.46053999999999995
24,0.467,0.4712,0.46899999999999997
25,0.4656,0.4702,0.46821999999999997
26,0.4626,0.4688,0.46597999999999995
27,0.4754,0.4798,0.47782000000000002
28,0.4742,0.4804,0.47700000000000004
29,0.4824,0.4868,0.48498000000000002
30,0.4832,0.4872,0.48469999999999996
31,0.4806,0.4832,0.48204000000000002
32,0.4836,0.49,0.48746
33,0.491,0.4956,0.49335999999999991
34,0.4922,0.4974,0.49493999999999999
35,0.4934,0.4994,0.49637999999999999
36,0.5018,0.5058,0.50356000000000001
37,0.4968,0.5004,0.49917999999999996
38,0.5048,0.51,0.50773999999999997
39,0.512,0.5168,0.51473999999999998
40,0.5088,0.5142,0.51116000000000006
41,0.5088,0.5162,0.51322000000000001
42,0.5188,0.522,0.51998000000000011
43,0.5154,0.5212,0.51927999999999996
44,0.5166,0.521,0.51933999999999991
45,0.5164,0.5206,0.51879999999999993
46,0.5128,0.517,0.51537999999999995
47,0.5238,0.529,0.52617999999999998
48,0.525,0.5302,0.52716000000000007
49,0.5296,0.5328,0.53092000000000006
50,0.5222,0.5296,0.5242
51,0.5326,0.5382,0.53537999999999997
52,0.5354,0.5392,0.53723999999999994
53,0.5314,0.5374,0.53436000000000017
54,0.53,0.5352,0.53246000000000004
55,0.532,0.5376,0.53526000000000007
56,0.5298,0.5352,0.53271999999999997
57,0.5372,0.545,0.54073999999999989
58,0.5398,0.5446,0.54256000000000004
59,0.5372,0.5432,0.54023999999999994
60,0.5428,0.5492,0.54580000000000006
61,0.5424,0.5458,0.54398000000000002
62,0.551,0.5552,0.55227999999999999
63,0.5462,0.5526,0.54804000000000008
64,0.5436,0.5508,0.54665999999999992
65,0.5488,0.5554,0.55169999999999997
66,0.5568,0.5622,0.55935999999999997
67,0.5582,0.5636,0.56081999999999999
68,0.5428,0.551,0.54724000000000006
69,0.5526,0.5582,0.55600000000000005
70,0.5514,0.5584,0.55547999999999997
71,0.5552,0.56,0.5575
72,0.5564,0.5606,0.55841999999999992
73,0.5646,0.5722,0.56792000000000009
74,0.563,0.5686,0.56599999999999995
75,0.563,0.5684,0.56606000000000001
76,0.5718,0.5768,0.57445999999999997
77,0.5624,0.568,0.56405999999999989
78,0.561,0.569,0.56473999999999991
79,0.5636,0.5688,0.56577999999999995
80,0.566,0.5714,0.56859999999999999
81,0.5698,0.575,0.57208000000000003
82,0.5626,0.571,0.56596000000000013
83,0.5706,0.576,0.57323999999999997
84,0.5654,0.5718,0.56840000000000002
85,0.572,0.5772,0.57462000000000002
86,0.5752,0.5796,0.57754000000000016
87,0.5722,0.5776,0.57552000000000003
88,0.5728,0.5776,0.57532000000000005
89,0.5708,0.5762,0.57294
90,0.5758,0.5834,0.57894000000000001
91,0.5728,0.5802,0.5769200000000001
92,0.5748,0.58,0.57747999999999988
93,0.5746,0.5842,0.57962000000000002
94,0.5766,0.5822,0.57956000000000008
95,0.5786,0.584,0.58087999999999995
96,0.5798,0.5842,0.5821400000000001
97,0.5746,0.5844,0.57982
98,0.5762,0.581,0.57896000000000014
99,0.5774,0.584,0.58103999999999989
100,0.5806,0.5862,0.58306000000000002
101,0.5816,0.5868,0.58489999999999998
102,0.5844,0.5894,0.58663999999999994
103,0.5756,0.5836,0.57948
104,0.5818,0.5878,0.58545999999999998
105,0.5866,0.5914,0.58879999999999988
106,0.5836,0.5896,0.58565999999999996
107,0.5836,0.5908,0.58691999999999989
108,0.5834,0.5876,0.58543999999999996
109,0.5856,0.5896,0.58725999999999989
110,0.585,0.591,0.58901999999999988
111,0.5882,0.5954,0.59261999999999992
112,0.587,0.5912,0.58904000000000001
113,0.5878,0.593,0.58989999999999998
114,0.5882,0.5956,0.59096000000000004
115,0.5908,0.5996,0.59308000000000005
116,0.586,0.5918,0.58954000000000006
117,0.5972,0.6044,0.59936000000000011
118,0.5872,0.5938,0.59095999999999993
119,0.5908,0.5972,0.59432000000000007
120,0.5904,0.5956,0.59358
121,0.5912,0.597,0.59382000000000001
122,0.5884,0.5958,0.59230000000000005
123,0.5918,0.5952,0.59323999999999999
124,0.5944,0.6046,0.59677999999999998
125,0.59,0.5982,0.59389999999999998
1 epoch min_acc max_acc mean_acc
2 0 0.1568 0.1602 0.15858
3 1 0.2042 0.2068 0.20544000000000001
4 2 0.2352 0.238 0.23674000000000003
5 3 0.2706 0.2736 0.27199999999999996
6 4 0.2982 0.3036 0.3014
7 5 0.319 0.324 0.32228000000000001
8 6 0.3328 0.3364 0.33423999999999998
9 7 0.3484 0.3512 0.35004000000000002
10 8 0.3614 0.3652 0.36327999999999999
11 9 0.369 0.3738 0.37051999999999996
12 10 0.372 0.3756 0.37378
13 11 0.3846 0.3902 0.38756000000000002
14 12 0.3934 0.3966 0.39498
15 13 0.4042 0.4076 0.40506000000000003
16 14 0.4078 0.412 0.40969999999999995
17 15 0.4174 0.4218 0.41950000000000004
18 16 0.4212 0.4238 0.42265999999999992
19 17 0.4254 0.4288 0.42718
20 18 0.4304 0.4346 0.43290000000000006
21 19 0.4352 0.4384 0.43674000000000002
22 20 0.4404 0.4448 0.44284000000000001
23 21 0.4504 0.4538 0.45234000000000008
24 22 0.4568 0.4598 0.45820000000000005
25 23 0.4582 0.4626 0.46053999999999995
26 24 0.467 0.4712 0.46899999999999997
27 25 0.4656 0.4702 0.46821999999999997
28 26 0.4626 0.4688 0.46597999999999995
29 27 0.4754 0.4798 0.47782000000000002
30 28 0.4742 0.4804 0.47700000000000004
31 29 0.4824 0.4868 0.48498000000000002
32 30 0.4832 0.4872 0.48469999999999996
33 31 0.4806 0.4832 0.48204000000000002
34 32 0.4836 0.49 0.48746
35 33 0.491 0.4956 0.49335999999999991
36 34 0.4922 0.4974 0.49493999999999999
37 35 0.4934 0.4994 0.49637999999999999
38 36 0.5018 0.5058 0.50356000000000001
39 37 0.4968 0.5004 0.49917999999999996
40 38 0.5048 0.51 0.50773999999999997
41 39 0.512 0.5168 0.51473999999999998
42 40 0.5088 0.5142 0.51116000000000006
43 41 0.5088 0.5162 0.51322000000000001
44 42 0.5188 0.522 0.51998000000000011
45 43 0.5154 0.5212 0.51927999999999996
46 44 0.5166 0.521 0.51933999999999991
47 45 0.5164 0.5206 0.51879999999999993
48 46 0.5128 0.517 0.51537999999999995
49 47 0.5238 0.529 0.52617999999999998
50 48 0.525 0.5302 0.52716000000000007
51 49 0.5296 0.5328 0.53092000000000006
52 50 0.5222 0.5296 0.5242
53 51 0.5326 0.5382 0.53537999999999997
54 52 0.5354 0.5392 0.53723999999999994
55 53 0.5314 0.5374 0.53436000000000017
56 54 0.53 0.5352 0.53246000000000004
57 55 0.532 0.5376 0.53526000000000007
58 56 0.5298 0.5352 0.53271999999999997
59 57 0.5372 0.545 0.54073999999999989
60 58 0.5398 0.5446 0.54256000000000004
61 59 0.5372 0.5432 0.54023999999999994
62 60 0.5428 0.5492 0.54580000000000006
63 61 0.5424 0.5458 0.54398000000000002
64 62 0.551 0.5552 0.55227999999999999
65 63 0.5462 0.5526 0.54804000000000008
66 64 0.5436 0.5508 0.54665999999999992
67 65 0.5488 0.5554 0.55169999999999997
68 66 0.5568 0.5622 0.55935999999999997
69 67 0.5582 0.5636 0.56081999999999999
70 68 0.5428 0.551 0.54724000000000006
71 69 0.5526 0.5582 0.55600000000000005
72 70 0.5514 0.5584 0.55547999999999997
73 71 0.5552 0.56 0.5575
74 72 0.5564 0.5606 0.55841999999999992
75 73 0.5646 0.5722 0.56792000000000009
76 74 0.563 0.5686 0.56599999999999995
77 75 0.563 0.5684 0.56606000000000001
78 76 0.5718 0.5768 0.57445999999999997
79 77 0.5624 0.568 0.56405999999999989
80 78 0.561 0.569 0.56473999999999991
81 79 0.5636 0.5688 0.56577999999999995
82 80 0.566 0.5714 0.56859999999999999
83 81 0.5698 0.575 0.57208000000000003
84 82 0.5626 0.571 0.56596000000000013
85 83 0.5706 0.576 0.57323999999999997
86 84 0.5654 0.5718 0.56840000000000002
87 85 0.572 0.5772 0.57462000000000002
88 86 0.5752 0.5796 0.57754000000000016
89 87 0.5722 0.5776 0.57552000000000003
90 88 0.5728 0.5776 0.57532000000000005
91 89 0.5708 0.5762 0.57294
92 90 0.5758 0.5834 0.57894000000000001
93 91 0.5728 0.5802 0.5769200000000001
94 92 0.5748 0.58 0.57747999999999988
95 93 0.5746 0.5842 0.57962000000000002
96 94 0.5766 0.5822 0.57956000000000008
97 95 0.5786 0.584 0.58087999999999995
98 96 0.5798 0.5842 0.5821400000000001
99 97 0.5746 0.5844 0.57982
100 98 0.5762 0.581 0.57896000000000014
101 99 0.5774 0.584 0.58103999999999989
102 100 0.5806 0.5862 0.58306000000000002
103 101 0.5816 0.5868 0.58489999999999998
104 102 0.5844 0.5894 0.58663999999999994
105 103 0.5756 0.5836 0.57948
106 104 0.5818 0.5878 0.58545999999999998
107 105 0.5866 0.5914 0.58879999999999988
108 106 0.5836 0.5896 0.58565999999999996
109 107 0.5836 0.5908 0.58691999999999989
110 108 0.5834 0.5876 0.58543999999999996
111 109 0.5856 0.5896 0.58725999999999989
112 110 0.585 0.591 0.58901999999999988
113 111 0.5882 0.5954 0.59261999999999992
114 112 0.587 0.5912 0.58904000000000001
115 113 0.5878 0.593 0.58989999999999998
116 114 0.5882 0.5956 0.59096000000000004
117 115 0.5908 0.5996 0.59308000000000005
118 116 0.586 0.5918 0.58954000000000006
119 117 0.5972 0.6044 0.59936000000000011
120 118 0.5872 0.5938 0.59095999999999993
121 119 0.5908 0.5972 0.59432000000000007
122 120 0.5904 0.5956 0.59358
123 121 0.5912 0.597 0.59382000000000001
124 122 0.5884 0.5958 0.59230000000000005
125 123 0.5918 0.5952 0.59323999999999999
126 124 0.5944 0.6046 0.59677999999999998
127 125 0.59 0.5982 0.59389999999999998

185
tikz/validation-curve/cifar100_baseline_20170419-1617-12_history.csv Normal file
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@ -0,0 +1,185 @@
loss,acc,val_acc
4.6074,0.0546,0.1588
4.1564,0.1121,0.2060
3.9681,0.1476,0.2362
3.8175,0.1773,0.2706
3.6990,0.2026,0.3016
3.5976,0.2253,0.3236
3.5160,0.2400,0.3338
3.4481,0.2527,0.3492
3.3835,0.2678,0.3614
3.3251,0.2771,0.3696
3.2732,0.2855,0.3740
3.2273,0.2953,0.3860
3.1705,0.3062,0.3948
3.1301,0.3121,0.4054
3.0861,0.3200,0.4090
3.0508,0.3286,0.4184
3.0164,0.3318,0.4232
2.9729,0.3416,0.4278
2.9416,0.3453,0.4346
2.9139,0.3510,0.4384
2.8722,0.3568,0.4426
2.8518,0.3591,0.4530
2.8176,0.3669,0.4598
2.7891,0.3708,0.4602
2.7569,0.3763,0.4712
2.7377,0.3791,0.4668
2.7116,0.3844,0.4686
2.6828,0.3917,0.4784
2.6628,0.3933,0.4772
2.6421,0.3944,0.4850
2.6214,0.3990,0.4860
2.5985,0.4032,0.4812
2.5836,0.4045,0.4836
2.5646,0.4080,0.4946
2.5459,0.4124,0.4940
2.5139,0.4154,0.4974
2.5086,0.4164,0.5054
2.4890,0.4221,0.4978
2.4661,0.4269,0.5068
2.4613,0.4235,0.5168
2.4365,0.4292,0.5088
2.4237,0.4287,0.5122
2.4061,0.4352,0.5220
2.3985,0.4360,0.5198
2.3801,0.4416,0.5204
2.3681,0.4417,0.5172
2.3492,0.4458,0.5130
2.3339,0.4487,0.5290
2.3317,0.4474,0.5258
2.3168,0.4489,0.5306
2.2965,0.4535,0.5226
2.2892,0.4543,0.5352
2.2759,0.4565,0.5374
2.2623,0.4599,0.5330
2.2552,0.4641,0.5300
2.2394,0.4636,0.5368
2.2339,0.4639,0.5336
2.2221,0.4672,0.5450
2.1997,0.4733,0.5422
2.1977,0.4698,0.5432
2.1973,0.4701,0.5456
2.1765,0.4722,0.5430
2.1757,0.4736,0.5552
2.1675,0.4724,0.5472
2.1495,0.4779,0.5508
2.1489,0.4816,0.5538
2.1376,0.4818,0.5576
2.1262,0.4834,0.5616
2.1152,0.4857,0.5510
2.1148,0.4859,0.5574
2.0962,0.4884,0.5584
2.0912,0.4917,0.5588
2.0886,0.4898,0.5584
2.0697,0.4961,0.5692
2.0691,0.4956,0.5680
2.0591,0.4974,0.5670
2.0548,0.4958,0.5760
2.0450,0.4971,0.5634
2.0513,0.4981,0.5646
2.0226,0.5048,0.5636
2.0239,0.5027,0.5664
2.0110,0.5074,0.5734
2.0097,0.5080,0.5662
2.0125,0.5032,0.5746
2.0002,0.5078,0.5666
1.9844,0.5094,0.5732
1.9860,0.5122,0.5776
1.9716,0.5104,0.5754
1.9690,0.5139,0.5744
1.9661,0.5154,0.5756
1.9682,0.5129,0.5766
1.9476,0.5179,0.5772
1.9391,0.5166,0.5766
1.9505,0.5188,0.5766
1.9334,0.5222,0.5810
1.9358,0.5187,0.5824
1.9174,0.5237,0.5814
1.9247,0.5221,0.5794
1.9085,0.5261,0.5788
1.9064,0.5262,0.5840
1.9125,0.5242,0.5824
1.8976,0.5279,0.5862
1.8867,0.5277,0.5844
1.8932,0.5274,0.5790
1.8721,0.5345,0.5832
1.8824,0.5295,0.5892
1.8700,0.5323,0.5836
1.8643,0.5343,0.5844
1.8660,0.5343,0.5848
1.8668,0.5323,0.5874
1.8597,0.5337,0.5874
1.8410,0.5384,0.5882
1.8503,0.5350,0.5872
1.8338,0.5413,0.5894
1.8403,0.5393,0.5922
1.8318,0.5421,0.5928
1.8245,0.5414,0.5918
1.8260,0.5409,0.5972
1.8179,0.5444,0.5872
1.8133,0.5449,0.5948
1.8148,0.5438,0.5942
1.8065,0.5426,0.5924
1.7981,0.5498,0.5884
1.7928,0.5496,0.5922
1.7981,0.5473,0.5946
1.7882,0.5505,0.5934
1.7755,0.5530,0.5990
1.7789,0.5511,0.5984
1.7678,0.5524,0.5956
1.7786,0.5505,0.5992
1.7760,0.5510,0.6004
1.7649,0.5555,0.6010
1.7628,0.5561,0.5998
1.7524,0.5568,0.5980
1.7597,0.5538,0.5934
1.7563,0.5552,0.6024
1.7527,0.5590,0.5966
1.7388,0.5610,0.6024
1.7453,0.5579,0.5990
1.7434,0.5597,0.6014
1.7334,0.5601,0.6012
1.7352,0.5607,0.6032
1.7290,0.5628,0.6038
1.7191,0.5627,0.6072
1.7146,0.5650,0.6032
1.7196,0.5640,0.6068
1.7101,0.5653,0.5976
1.7171,0.5627,0.6020
1.7105,0.5675,0.5984
1.7097,0.5664,0.6030
1.6935,0.5705,0.6026
1.6986,0.5699,0.6056
1.6946,0.5679,0.6044
1.7039,0.5673,0.6042
1.6863,0.5691,0.6076
1.6825,0.5717,0.6060
1.6807,0.5715,0.6084
1.6836,0.5718,0.6018
1.6808,0.5719,0.6046
1.6744,0.5745,0.6100
1.6730,0.5724,0.6046
1.6643,0.5760,0.6104
1.6732,0.5724,0.6096
1.6593,0.5780,0.6132
1.6640,0.5741,0.6096
1.6666,0.5757,0.6110
1.6539,0.5784,0.6110
1.6585,0.5763,0.6128
1.6554,0.5787,0.6072
1.6512,0.5761,0.6120
1.6418,0.5815,0.6082
1.6447,0.5818,0.6144
1.6459,0.5787,0.6172
1.6349,0.5812,0.6042
1.6276,0.5865,0.6116
1.6346,0.5810,0.6108
1.6170,0.5863,0.6070
1.6268,0.5848,0.6052
1.6199,0.5850,0.6098
1.6197,0.5883,0.6120
1.6210,0.5855,0.6092
1.6167,0.5847,0.6142
1.6203,0.5839,0.6168
1.6151,0.5862,0.6130
1 loss acc val_acc
2 4.6074 0.0546 0.1588
3 4.1564 0.1121 0.2060
4 3.9681 0.1476 0.2362
5 3.8175 0.1773 0.2706
6 3.6990 0.2026 0.3016
7 3.5976 0.2253 0.3236
8 3.5160 0.2400 0.3338
9 3.4481 0.2527 0.3492
10 3.3835 0.2678 0.3614
11 3.3251 0.2771 0.3696
12 3.2732 0.2855 0.3740
13 3.2273 0.2953 0.3860
14 3.1705 0.3062 0.3948
15 3.1301 0.3121 0.4054
16 3.0861 0.3200 0.4090
17 3.0508 0.3286 0.4184
18 3.0164 0.3318 0.4232
19 2.9729 0.3416 0.4278
20 2.9416 0.3453 0.4346
21 2.9139 0.3510 0.4384
22 2.8722 0.3568 0.4426
23 2.8518 0.3591 0.4530
24 2.8176 0.3669 0.4598
25 2.7891 0.3708 0.4602
26 2.7569 0.3763 0.4712
27 2.7377 0.3791 0.4668
28 2.7116 0.3844 0.4686
29 2.6828 0.3917 0.4784
30 2.6628 0.3933 0.4772
31 2.6421 0.3944 0.4850
32 2.6214 0.3990 0.4860
33 2.5985 0.4032 0.4812
34 2.5836 0.4045 0.4836
35 2.5646 0.4080 0.4946
36 2.5459 0.4124 0.4940
37 2.5139 0.4154 0.4974
38 2.5086 0.4164 0.5054
39 2.4890 0.4221 0.4978
40 2.4661 0.4269 0.5068
41 2.4613 0.4235 0.5168
42 2.4365 0.4292 0.5088
43 2.4237 0.4287 0.5122
44 2.4061 0.4352 0.5220
45 2.3985 0.4360 0.5198
46 2.3801 0.4416 0.5204
47 2.3681 0.4417 0.5172
48 2.3492 0.4458 0.5130
49 2.3339 0.4487 0.5290
50 2.3317 0.4474 0.5258
51 2.3168 0.4489 0.5306
52 2.2965 0.4535 0.5226
53 2.2892 0.4543 0.5352
54 2.2759 0.4565 0.5374
55 2.2623 0.4599 0.5330
56 2.2552 0.4641 0.5300
57 2.2394 0.4636 0.5368
58 2.2339 0.4639 0.5336
59 2.2221 0.4672 0.5450
60 2.1997 0.4733 0.5422
61 2.1977 0.4698 0.5432
62 2.1973 0.4701 0.5456
63 2.1765 0.4722 0.5430
64 2.1757 0.4736 0.5552
65 2.1675 0.4724 0.5472
66 2.1495 0.4779 0.5508
67 2.1489 0.4816 0.5538
68 2.1376 0.4818 0.5576
69 2.1262 0.4834 0.5616
70 2.1152 0.4857 0.5510
71 2.1148 0.4859 0.5574
72 2.0962 0.4884 0.5584
73 2.0912 0.4917 0.5588
74 2.0886 0.4898 0.5584
75 2.0697 0.4961 0.5692
76 2.0691 0.4956 0.5680
77 2.0591 0.4974 0.5670
78 2.0548 0.4958 0.5760
79 2.0450 0.4971 0.5634
80 2.0513 0.4981 0.5646
81 2.0226 0.5048 0.5636
82 2.0239 0.5027 0.5664
83 2.0110 0.5074 0.5734
84 2.0097 0.5080 0.5662
85 2.0125 0.5032 0.5746
86 2.0002 0.5078 0.5666
87 1.9844 0.5094 0.5732
88 1.9860 0.5122 0.5776
89 1.9716 0.5104 0.5754
90 1.9690 0.5139 0.5744
91 1.9661 0.5154 0.5756
92 1.9682 0.5129 0.5766
93 1.9476 0.5179 0.5772
94 1.9391 0.5166 0.5766
95 1.9505 0.5188 0.5766
96 1.9334 0.5222 0.5810
97 1.9358 0.5187 0.5824
98 1.9174 0.5237 0.5814
99 1.9247 0.5221 0.5794
100 1.9085 0.5261 0.5788
101 1.9064 0.5262 0.5840
102 1.9125 0.5242 0.5824
103 1.8976 0.5279 0.5862
104 1.8867 0.5277 0.5844
105 1.8932 0.5274 0.5790
106 1.8721 0.5345 0.5832
107 1.8824 0.5295 0.5892
108 1.8700 0.5323 0.5836
109 1.8643 0.5343 0.5844
110 1.8660 0.5343 0.5848
111 1.8668 0.5323 0.5874
112 1.8597 0.5337 0.5874
113 1.8410 0.5384 0.5882
114 1.8503 0.5350 0.5872
115 1.8338 0.5413 0.5894
116 1.8403 0.5393 0.5922
117 1.8318 0.5421 0.5928
118 1.8245 0.5414 0.5918
119 1.8260 0.5409 0.5972
120 1.8179 0.5444 0.5872
121 1.8133 0.5449 0.5948
122 1.8148 0.5438 0.5942
123 1.8065 0.5426 0.5924
124 1.7981 0.5498 0.5884
125 1.7928 0.5496 0.5922
126 1.7981 0.5473 0.5946
127 1.7882 0.5505 0.5934
128 1.7755 0.5530 0.5990
129 1.7789 0.5511 0.5984
130 1.7678 0.5524 0.5956
131 1.7786 0.5505 0.5992
132 1.7760 0.5510 0.6004
133 1.7649 0.5555 0.6010
134 1.7628 0.5561 0.5998
135 1.7524 0.5568 0.5980
136 1.7597 0.5538 0.5934
137 1.7563 0.5552 0.6024
138 1.7527 0.5590 0.5966
139 1.7388 0.5610 0.6024
140 1.7453 0.5579 0.5990
141 1.7434 0.5597 0.6014
142 1.7334 0.5601 0.6012
143 1.7352 0.5607 0.6032
144 1.7290 0.5628 0.6038
145 1.7191 0.5627 0.6072
146 1.7146 0.5650 0.6032
147 1.7196 0.5640 0.6068
148 1.7101 0.5653 0.5976
149 1.7171 0.5627 0.6020
150 1.7105 0.5675 0.5984
151 1.7097 0.5664 0.6030
152 1.6935 0.5705 0.6026
153 1.6986 0.5699 0.6056
154 1.6946 0.5679 0.6044
155 1.7039 0.5673 0.6042
156 1.6863 0.5691 0.6076
157 1.6825 0.5717 0.6060
158 1.6807 0.5715 0.6084
159 1.6836 0.5718 0.6018
160 1.6808 0.5719 0.6046
161 1.6744 0.5745 0.6100
162 1.6730 0.5724 0.6046
163 1.6643 0.5760 0.6104
164 1.6732 0.5724 0.6096
165 1.6593 0.5780 0.6132
166 1.6640 0.5741 0.6096
167 1.6666 0.5757 0.6110
168 1.6539 0.5784 0.6110
169 1.6585 0.5763 0.6128
170 1.6554 0.5787 0.6072
171 1.6512 0.5761 0.6120
172 1.6418 0.5815 0.6082
173 1.6447 0.5818 0.6144
174 1.6459 0.5787 0.6172
175 1.6349 0.5812 0.6042
176 1.6276 0.5865 0.6116
177 1.6346 0.5810 0.6108
178 1.6170 0.5863 0.6070
179 1.6268 0.5848 0.6052
180 1.6199 0.5850 0.6098
181 1.6197 0.5883 0.6120
182 1.6210 0.5855 0.6092
183 1.6167 0.5847 0.6142
184 1.6203 0.5839 0.6168
185 1.6151 0.5862 0.6130

175
tikz/validation-curve/cifar100_baseline_20170419-1715-52_history.csv Normal file
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@ -0,0 +1,175 @@
loss,acc,val_acc
4.6078,0.0549,0.1598
4.1563,0.1117,0.2044
3.9679,0.1472,0.2374
3.8167,0.1761,0.2724
3.6992,0.2035,0.2982
3.5981,0.2247,0.3228
3.5161,0.2389,0.3328
3.4483,0.2529,0.3502
3.3838,0.2681,0.3630
3.3250,0.2778,0.3690
3.2735,0.2862,0.3740
3.2272,0.2952,0.3902
3.1703,0.3071,0.3962
3.1303,0.3118,0.4044
3.0865,0.3193,0.4120
3.0510,0.3284,0.4174
3.0164,0.3324,0.4230
2.9735,0.3408,0.4268
2.9420,0.3455,0.4312
2.9138,0.3505,0.4368
2.8730,0.3569,0.4422
2.8519,0.3585,0.4514
2.8172,0.3677,0.4572
2.7888,0.3711,0.4582
2.7577,0.3772,0.4676
2.7384,0.3793,0.4678
2.7117,0.3851,0.4666
2.6838,0.3904,0.4782
2.6636,0.3925,0.4778
2.6417,0.3948,0.4824
2.6214,0.3991,0.4840
2.5986,0.4032,0.4814
2.5840,0.4051,0.4884
2.5650,0.4073,0.4952
2.5457,0.4124,0.4922
2.5140,0.4152,0.4976
2.5084,0.4165,0.5028
2.4900,0.4221,0.4998
2.4660,0.4262,0.5070
2.4602,0.4240,0.5160
2.4354,0.4289,0.5130
2.4236,0.4284,0.5122
2.4064,0.4354,0.5194
2.3980,0.4374,0.5196
2.3783,0.4427,0.5196
2.3671,0.4411,0.5182
2.3489,0.4468,0.5150
2.3324,0.4503,0.5254
2.3313,0.4479,0.5254
2.3167,0.4493,0.5312
2.2952,0.4514,0.5296
2.2886,0.4542,0.5348
2.2756,0.4558,0.5386
2.2633,0.4589,0.5350
2.2531,0.4627,0.5330
2.2384,0.4636,0.5366
2.2327,0.4640,0.5318
2.2208,0.4685,0.5390
2.1983,0.4726,0.5434
2.1958,0.4699,0.5374
2.1968,0.4700,0.5480
2.1746,0.4728,0.5424
2.1743,0.4729,0.5528
2.1657,0.4747,0.5484
2.1483,0.4806,0.5482
2.1469,0.4812,0.5488
2.1360,0.4819,0.5580
2.1255,0.4824,0.5608
2.1138,0.4853,0.5492
2.1128,0.4860,0.5558
2.0946,0.4886,0.5560
2.0901,0.4920,0.5582
2.0867,0.4919,0.5596
2.0689,0.4955,0.5666
2.0672,0.4944,0.5652
2.0567,0.4974,0.5658
2.0532,0.4957,0.5736
2.0416,0.4982,0.5680
2.0492,0.4977,0.5610
2.0203,0.5048,0.5666
2.0212,0.5039,0.5714
2.0092,0.5075,0.5724
2.0084,0.5092,0.5654
2.0101,0.5048,0.5736
1.9987,0.5086,0.5702
1.9827,0.5095,0.5764
1.9830,0.5118,0.5754
1.9690,0.5124,0.5776
1.9690,0.5123,0.5776
1.9634,0.5164,0.5708
1.9677,0.5121,0.5778
1.9469,0.5186,0.5780
1.9373,0.5165,0.5790
1.9464,0.5197,0.5746
1.9328,0.5212,0.5808
1.9349,0.5176,0.5786
1.9160,0.5225,0.5824
1.9215,0.5233,0.5792
1.9070,0.5272,0.5784
1.9038,0.5267,0.5812
1.9114,0.5240,0.5860
1.8974,0.5276,0.5860
1.8858,0.5285,0.5850
1.8934,0.5263,0.5792
1.8711,0.5343,0.5846
1.8811,0.5302,0.5882
1.8676,0.5329,0.5840
1.8594,0.5359,0.5878
1.8632,0.5344,0.5834
1.8644,0.5336,0.5876
1.8586,0.5332,0.5908
1.8387,0.5373,0.5910
1.8501,0.5353,0.5904
1.8322,0.5408,0.5912
1.8385,0.5376,0.5882
1.8301,0.5406,0.5926
1.8242,0.5423,0.5886
1.8234,0.5416,0.5986
1.8146,0.5436,0.5928
1.8100,0.5463,0.5970
1.8147,0.5431,0.5926
1.8033,0.5425,0.5938
1.7980,0.5494,0.5922
1.7919,0.5506,0.5918
1.7960,0.5468,0.5948
1.7886,0.5481,0.5934
1.7740,0.5529,0.5974
1.7778,0.5514,0.6010
1.7664,0.5525,0.5984
1.7768,0.5533,0.6002
1.7742,0.5521,0.5990
1.7655,0.5556,0.5994
1.7636,0.5554,0.5978
1.7521,0.5567,0.5952
1.7616,0.5528,0.5936
1.7528,0.5564,0.6018
1.7531,0.5585,0.5922
1.7386,0.5625,0.6030
1.7433,0.5590,0.6012
1.7420,0.5600,0.6008
1.7328,0.5599,0.5996
1.7363,0.5623,0.6004
1.7287,0.5631,0.5992
1.7192,0.5623,0.6022
1.7107,0.5644,0.6060
1.7210,0.5625,0.6062
1.7081,0.5659,0.5992
1.7131,0.5629,0.6012
1.7101,0.5654,0.5984
1.7091,0.5653,0.6064
1.6941,0.5696,0.6032
1.6969,0.5698,0.6050
1.6926,0.5675,0.6032
1.7040,0.5671,0.5994
1.6851,0.5684,0.6064
1.6803,0.5731,0.6068
1.6783,0.5731,0.6046
1.6845,0.5703,0.6054
1.6812,0.5714,0.6030
1.6756,0.5718,0.6082
1.6714,0.5728,0.6052
1.6643,0.5758,0.6066
1.6742,0.5727,0.6174
1.6585,0.5792,0.6102
1.6611,0.5757,0.6078
1.6635,0.5761,0.6108
1.6544,0.5769,0.6104
1.6586,0.5753,0.6128
1.6556,0.5751,0.6106
1.6521,0.5774,0.6126
1.6391,0.5810,0.6142
1.6442,0.5814,0.6122
1.6445,0.5780,0.6126
1.6329,0.5810,0.6080
1 loss acc val_acc
2 4.6078 0.0549 0.1598
3 4.1563 0.1117 0.2044
4 3.9679 0.1472 0.2374
5 3.8167 0.1761 0.2724
6 3.6992 0.2035 0.2982
7 3.5981 0.2247 0.3228
8 3.5161 0.2389 0.3328
9 3.4483 0.2529 0.3502
10 3.3838 0.2681 0.3630
11 3.3250 0.2778 0.3690
12 3.2735 0.2862 0.3740
13 3.2272 0.2952 0.3902
14 3.1703 0.3071 0.3962
15 3.1303 0.3118 0.4044
16 3.0865 0.3193 0.4120
17 3.0510 0.3284 0.4174
18 3.0164 0.3324 0.4230
19 2.9735 0.3408 0.4268
20 2.9420 0.3455 0.4312
21 2.9138 0.3505 0.4368
22 2.8730 0.3569 0.4422
23 2.8519 0.3585 0.4514
24 2.8172 0.3677 0.4572
25 2.7888 0.3711 0.4582
26 2.7577 0.3772 0.4676
27 2.7384 0.3793 0.4678
28 2.7117 0.3851 0.4666
29 2.6838 0.3904 0.4782
30 2.6636 0.3925 0.4778
31 2.6417 0.3948 0.4824
32 2.6214 0.3991 0.4840
33 2.5986 0.4032 0.4814
34 2.5840 0.4051 0.4884
35 2.5650 0.4073 0.4952
36 2.5457 0.4124 0.4922
37 2.5140 0.4152 0.4976
38 2.5084 0.4165 0.5028
39 2.4900 0.4221 0.4998
40 2.4660 0.4262 0.5070
41 2.4602 0.4240 0.5160
42 2.4354 0.4289 0.5130
43 2.4236 0.4284 0.5122
44 2.4064 0.4354 0.5194
45 2.3980 0.4374 0.5196
46 2.3783 0.4427 0.5196
47 2.3671 0.4411 0.5182
48 2.3489 0.4468 0.5150
49 2.3324 0.4503 0.5254
50 2.3313 0.4479 0.5254
51 2.3167 0.4493 0.5312
52 2.2952 0.4514 0.5296
53 2.2886 0.4542 0.5348
54 2.2756 0.4558 0.5386
55 2.2633 0.4589 0.5350
56 2.2531 0.4627 0.5330
57 2.2384 0.4636 0.5366
58 2.2327 0.4640 0.5318
59 2.2208 0.4685 0.5390
60 2.1983 0.4726 0.5434
61 2.1958 0.4699 0.5374
62 2.1968 0.4700 0.5480
63 2.1746 0.4728 0.5424
64 2.1743 0.4729 0.5528
65 2.1657 0.4747 0.5484
66 2.1483 0.4806 0.5482
67 2.1469 0.4812 0.5488
68 2.1360 0.4819 0.5580
69 2.1255 0.4824 0.5608
70 2.1138 0.4853 0.5492
71 2.1128 0.4860 0.5558
72 2.0946 0.4886 0.5560
73 2.0901 0.4920 0.5582
74 2.0867 0.4919 0.5596
75 2.0689 0.4955 0.5666
76 2.0672 0.4944 0.5652
77 2.0567 0.4974 0.5658
78 2.0532 0.4957 0.5736
79 2.0416 0.4982 0.5680
80 2.0492 0.4977 0.5610
81 2.0203 0.5048 0.5666
82 2.0212 0.5039 0.5714
83 2.0092 0.5075 0.5724
84 2.0084 0.5092 0.5654
85 2.0101 0.5048 0.5736
86 1.9987 0.5086 0.5702
87 1.9827 0.5095 0.5764
88 1.9830 0.5118 0.5754
89 1.9690 0.5124 0.5776
90 1.9690 0.5123 0.5776
91 1.9634 0.5164 0.5708
92 1.9677 0.5121 0.5778
93 1.9469 0.5186 0.5780
94 1.9373 0.5165 0.5790
95 1.9464 0.5197 0.5746
96 1.9328 0.5212 0.5808
97 1.9349 0.5176 0.5786
98 1.9160 0.5225 0.5824
99 1.9215 0.5233 0.5792
100 1.9070 0.5272 0.5784
101 1.9038 0.5267 0.5812
102 1.9114 0.5240 0.5860
103 1.8974 0.5276 0.5860
104 1.8858 0.5285 0.5850
105 1.8934 0.5263 0.5792
106 1.8711 0.5343 0.5846
107 1.8811 0.5302 0.5882
108 1.8676 0.5329 0.5840
109 1.8594 0.5359 0.5878
110 1.8632 0.5344 0.5834
111 1.8644 0.5336 0.5876
112 1.8586 0.5332 0.5908
113 1.8387 0.5373 0.5910
114 1.8501 0.5353 0.5904
115 1.8322 0.5408 0.5912
116 1.8385 0.5376 0.5882
117 1.8301 0.5406 0.5926
118 1.8242 0.5423 0.5886
119 1.8234 0.5416 0.5986
120 1.8146 0.5436 0.5928
121 1.8100 0.5463 0.5970
122 1.8147 0.5431 0.5926
123 1.8033 0.5425 0.5938
124 1.7980 0.5494 0.5922
125 1.7919 0.5506 0.5918
126 1.7960 0.5468 0.5948
127 1.7886 0.5481 0.5934
128 1.7740 0.5529 0.5974
129 1.7778 0.5514 0.6010
130 1.7664 0.5525 0.5984
131 1.7768 0.5533 0.6002
132 1.7742 0.5521 0.5990
133 1.7655 0.5556 0.5994
134 1.7636 0.5554 0.5978
135 1.7521 0.5567 0.5952
136 1.7616 0.5528 0.5936
137 1.7528 0.5564 0.6018
138 1.7531 0.5585 0.5922
139 1.7386 0.5625 0.6030
140 1.7433 0.5590 0.6012
141 1.7420 0.5600 0.6008
142 1.7328 0.5599 0.5996
143 1.7363 0.5623 0.6004
144 1.7287 0.5631 0.5992
145 1.7192 0.5623 0.6022
146 1.7107 0.5644 0.6060
147 1.7210 0.5625 0.6062
148 1.7081 0.5659 0.5992
149 1.7131 0.5629 0.6012
150 1.7101 0.5654 0.5984
151 1.7091 0.5653 0.6064
152 1.6941 0.5696 0.6032
153 1.6969 0.5698 0.6050
154 1.6926 0.5675 0.6032
155 1.7040 0.5671 0.5994
156 1.6851 0.5684 0.6064
157 1.6803 0.5731 0.6068
158 1.6783 0.5731 0.6046
159 1.6845 0.5703 0.6054
160 1.6812 0.5714 0.6030
161 1.6756 0.5718 0.6082
162 1.6714 0.5728 0.6052
163 1.6643 0.5758 0.6066
164 1.6742 0.5727 0.6174
165 1.6585 0.5792 0.6102
166 1.6611 0.5757 0.6078
167 1.6635 0.5761 0.6108
168 1.6544 0.5769 0.6104
169 1.6586 0.5753 0.6128
170 1.6556 0.5751 0.6106
171 1.6521 0.5774 0.6126
172 1.6391 0.5810 0.6142
173 1.6442 0.5814 0.6122
174 1.6445 0.5780 0.6126
175 1.6329 0.5810 0.6080

130
tikz/validation-curve/cifar100_baseline_20170419-1810-44_history.csv Normal file
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@ -0,0 +1,130 @@
loss,acc,val_acc
4.6074,0.0550,0.1584
4.1560,0.1122,0.2060
3.9681,0.1474,0.2376
3.8167,0.1767,0.2722
3.6989,0.2025,0.3030
3.5977,0.2244,0.3236
3.5156,0.2403,0.3346
3.4482,0.2532,0.3496
3.3836,0.2676,0.3640
3.3250,0.2772,0.3698
3.2732,0.2861,0.3746
3.2269,0.2955,0.3898
3.1702,0.3068,0.3958
3.1298,0.3122,0.4044
3.0862,0.3196,0.4104
3.0503,0.3294,0.4198
3.0158,0.3331,0.4238
2.9726,0.3399,0.4254
2.9415,0.3449,0.4320
2.9135,0.3503,0.4372
2.8726,0.3574,0.4420
2.8523,0.3590,0.4510
2.8173,0.3669,0.4584
2.7890,0.3711,0.4606
2.7577,0.3777,0.4690
2.7383,0.3781,0.4678
2.7121,0.3845,0.4688
2.6831,0.3910,0.4762
2.6636,0.3932,0.4764
2.6425,0.3951,0.4860
2.6215,0.3985,0.4840
2.5986,0.4039,0.4832
2.5849,0.4049,0.4888
2.5649,0.4077,0.4956
2.5460,0.4118,0.4930
2.5143,0.4159,0.4974
2.5094,0.4168,0.5018
2.4906,0.4219,0.5004
2.4659,0.4258,0.5076
2.4610,0.4241,0.5134
2.4371,0.4280,0.5096
2.4241,0.4290,0.5162
2.4071,0.4355,0.5190
2.3986,0.4364,0.5192
2.3800,0.4419,0.5166
2.3684,0.4422,0.5164
2.3494,0.4461,0.5160
2.3343,0.4483,0.5268
2.3313,0.4471,0.5302
2.3177,0.4485,0.5316
2.2960,0.4530,0.5238
2.2891,0.4537,0.5354
2.2763,0.4566,0.5374
2.2626,0.4599,0.5342
2.2557,0.4635,0.5352
2.2392,0.4632,0.5358
2.2341,0.4644,0.5320
2.2218,0.4676,0.5416
2.2007,0.4726,0.5444
2.1977,0.4704,0.5422
2.1969,0.4688,0.5492
2.1760,0.4723,0.5458
2.1761,0.4745,0.5514
2.1674,0.4731,0.5482
2.1500,0.4777,0.5470
2.1480,0.4811,0.5528
2.1369,0.4820,0.5612
2.1263,0.4828,0.5636
2.1153,0.4855,0.5474
2.1141,0.4852,0.5582
2.0970,0.4885,0.5536
2.0912,0.4906,0.5556
2.0882,0.4905,0.5606
2.0707,0.4970,0.5664
2.0690,0.4939,0.5650
2.0572,0.4958,0.5662
2.0544,0.4953,0.5738
2.0436,0.4983,0.5652
2.0514,0.4974,0.5642
2.0227,0.5049,0.5684
2.0235,0.5037,0.5684
2.0100,0.5068,0.5714
2.0110,0.5066,0.5648
2.0110,0.5042,0.5714
2.0003,0.5073,0.5694
1.9847,0.5090,0.5734
1.9846,0.5113,0.5796
1.9728,0.5103,0.5722
1.9687,0.5133,0.5746
1.9658,0.5164,0.5720
1.9692,0.5117,0.5792
1.9480,0.5182,0.5728
1.9380,0.5175,0.5800
1.9498,0.5186,0.5794
1.9330,0.5214,0.5798
1.9349,0.5182,0.5812
1.9182,0.5232,0.5798
1.9232,0.5229,0.5818
1.9082,0.5265,0.5784
1.9063,0.5259,0.5804
1.9120,0.5255,0.5822
1.8996,0.5264,0.5816
1.8869,0.5286,0.5884
1.8937,0.5262,0.5804
1.8716,0.5323,0.5872
1.8835,0.5300,0.5914
1.8691,0.5324,0.5884
1.8614,0.5349,0.5874
1.8656,0.5336,0.5844
1.8655,0.5331,0.5884
1.8601,0.5327,0.5896
1.8411,0.5367,0.5918
1.8519,0.5363,0.5890
1.8362,0.5407,0.5880
1.8415,0.5361,0.5908
1.8324,0.5406,0.5928
1.8243,0.5414,0.5910
1.8259,0.5400,0.6004
1.8181,0.5436,0.5922
1.8125,0.5459,0.5932
1.8146,0.5428,0.5954
1.8073,0.5449,0.5948
1.7979,0.5477,0.5908
1.7930,0.5497,0.5938
1.7987,0.5470,0.5960
1.7898,0.5464,0.5900
1.7754,0.5538,0.5986
1.7786,0.5506,0.5990
1.7675,0.5522,0.5974
1 loss acc val_acc
2 4.6074 0.0550 0.1584
3 4.1560 0.1122 0.2060
4 3.9681 0.1474 0.2376
5 3.8167 0.1767 0.2722
6 3.6989 0.2025 0.3030
7 3.5977 0.2244 0.3236
8 3.5156 0.2403 0.3346
9 3.4482 0.2532 0.3496
10 3.3836 0.2676 0.3640
11 3.3250 0.2772 0.3698
12 3.2732 0.2861 0.3746
13 3.2269 0.2955 0.3898
14 3.1702 0.3068 0.3958
15 3.1298 0.3122 0.4044
16 3.0862 0.3196 0.4104
17 3.0503 0.3294 0.4198
18 3.0158 0.3331 0.4238
19 2.9726 0.3399 0.4254
20 2.9415 0.3449 0.4320
21 2.9135 0.3503 0.4372
22 2.8726 0.3574 0.4420
23 2.8523 0.3590 0.4510
24 2.8173 0.3669 0.4584
25 2.7890 0.3711 0.4606
26 2.7577 0.3777 0.4690
27 2.7383 0.3781 0.4678
28 2.7121 0.3845 0.4688
29 2.6831 0.3910 0.4762
30 2.6636 0.3932 0.4764
31 2.6425 0.3951 0.4860
32 2.6215 0.3985 0.4840
33 2.5986 0.4039 0.4832
34 2.5849 0.4049 0.4888
35 2.5649 0.4077 0.4956
36 2.5460 0.4118 0.4930
37 2.5143 0.4159 0.4974
38 2.5094 0.4168 0.5018
39 2.4906 0.4219 0.5004
40 2.4659 0.4258 0.5076
41 2.4610 0.4241 0.5134
42 2.4371 0.4280 0.5096
43 2.4241 0.4290 0.5162
44 2.4071 0.4355 0.5190
45 2.3986 0.4364 0.5192
46 2.3800 0.4419 0.5166
47 2.3684 0.4422 0.5164
48 2.3494 0.4461 0.5160
49 2.3343 0.4483 0.5268
50 2.3313 0.4471 0.5302
51 2.3177 0.4485 0.5316
52 2.2960 0.4530 0.5238
53 2.2891 0.4537 0.5354
54 2.2763 0.4566 0.5374
55 2.2626 0.4599 0.5342
56 2.2557 0.4635 0.5352
57 2.2392 0.4632 0.5358
58 2.2341 0.4644 0.5320
59 2.2218 0.4676 0.5416
60 2.2007 0.4726 0.5444
61 2.1977 0.4704 0.5422
62 2.1969 0.4688 0.5492
63 2.1760 0.4723 0.5458
64 2.1761 0.4745 0.5514
65 2.1674 0.4731 0.5482
66 2.1500 0.4777 0.5470
67 2.1480 0.4811 0.5528
68 2.1369 0.4820 0.5612
69 2.1263 0.4828 0.5636
70 2.1153 0.4855 0.5474
71 2.1141 0.4852 0.5582
72 2.0970 0.4885 0.5536
73 2.0912 0.4906 0.5556
74 2.0882 0.4905 0.5606
75 2.0707 0.4970 0.5664
76 2.0690 0.4939 0.5650
77 2.0572 0.4958 0.5662
78 2.0544 0.4953 0.5738
79 2.0436 0.4983 0.5652
80 2.0514 0.4974 0.5642
81 2.0227 0.5049 0.5684
82 2.0235 0.5037 0.5684
83 2.0100 0.5068 0.5714
84 2.0110 0.5066 0.5648
85 2.0110 0.5042 0.5714
86 2.0003 0.5073 0.5694
87 1.9847 0.5090 0.5734
88 1.9846 0.5113 0.5796
89 1.9728 0.5103 0.5722
90 1.9687 0.5133 0.5746
91 1.9658 0.5164 0.5720
92 1.9692 0.5117 0.5792
93 1.9480 0.5182 0.5728
94 1.9380 0.5175 0.5800
95 1.9498 0.5186 0.5794
96 1.9330 0.5214 0.5798
97 1.9349 0.5182 0.5812
98 1.9182 0.5232 0.5798
99 1.9232 0.5229 0.5818
100 1.9082 0.5265 0.5784
101 1.9063 0.5259 0.5804
102 1.9120 0.5255 0.5822
103 1.8996 0.5264 0.5816
104 1.8869 0.5286 0.5884
105 1.8937 0.5262 0.5804
106 1.8716 0.5323 0.5872
107 1.8835 0.5300 0.5914
108 1.8691 0.5324 0.5884
109 1.8614 0.5349 0.5874
110 1.8656 0.5336 0.5844
111 1.8655 0.5331 0.5884
112 1.8601 0.5327 0.5896
113 1.8411 0.5367 0.5918
114 1.8519 0.5363 0.5890
115 1.8362 0.5407 0.5880
116 1.8415 0.5361 0.5908
117 1.8324 0.5406 0.5928
118 1.8243 0.5414 0.5910
119 1.8259 0.5400 0.6004
120 1.8181 0.5436 0.5922
121 1.8125 0.5459 0.5932
122 1.8146 0.5428 0.5954
123 1.8073 0.5449 0.5948
124 1.7979 0.5477 0.5908
125 1.7930 0.5497 0.5938
126 1.7987 0.5470 0.5960
127 1.7898 0.5464 0.5900
128 1.7754 0.5538 0.5986
129 1.7786 0.5506 0.5990
130 1.7675 0.5522 0.5974

157
tikz/validation-curve/cifar100_baseline_20170419-1851-13_history.csv Normal file
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@ -0,0 +1,157 @@
loss,acc,val_acc
4.6074,0.0547,0.1578
4.1567,0.1116,0.2048
3.9684,0.1473,0.2366
3.8170,0.1767,0.2720
3.6988,0.2027,0.3024
3.5976,0.2252,0.3216
3.5158,0.2401,0.3364
3.4479,0.2533,0.3512
3.3834,0.2680,0.3642
3.3251,0.2773,0.3702
3.2732,0.2857,0.3732
3.2271,0.2955,0.3886
3.1707,0.3059,0.3938
3.1300,0.3118,0.4068
3.0864,0.3199,0.4080
3.0506,0.3291,0.4202
3.0158,0.3338,0.4222
2.9730,0.3414,0.4288
2.9415,0.3451,0.4332
2.9138,0.3502,0.4362
2.8725,0.3572,0.4434
2.8517,0.3584,0.4538
2.8176,0.3666,0.4584
2.7888,0.3704,0.4612
2.7572,0.3765,0.4712
2.7379,0.3780,0.4656
2.7113,0.3846,0.4672
2.6830,0.3913,0.4788
2.6633,0.3930,0.4768
2.6419,0.3954,0.4842
2.6209,0.3998,0.4834
2.5986,0.4028,0.4806
2.5840,0.4061,0.4858
2.5648,0.4086,0.4910
2.5464,0.4108,0.4942
2.5139,0.4148,0.4956
2.5085,0.4171,0.5026
2.4904,0.4225,0.4996
2.4653,0.4259,0.5082
2.4606,0.4254,0.5120
2.4369,0.4281,0.5090
2.4241,0.4299,0.5088
2.4066,0.4354,0.5188
2.3986,0.4354,0.5196
2.3790,0.4409,0.5172
2.3677,0.4410,0.5206
2.3492,0.4455,0.5158
2.3340,0.4502,0.5260
2.3309,0.4470,0.5260
2.3170,0.4478,0.5302
2.2957,0.4526,0.5238
2.2892,0.4547,0.5366
2.2754,0.4569,0.5370
2.2620,0.4597,0.5314
2.2551,0.4632,0.5328
2.2380,0.4632,0.5368
2.2334,0.4636,0.5298
2.2213,0.4680,0.5386
2.1992,0.4735,0.5426
2.1961,0.4704,0.5410
2.1972,0.4703,0.5438
2.1752,0.4729,0.5426
2.1748,0.4737,0.5510
2.1659,0.4737,0.5462
2.1492,0.4779,0.5436
2.1478,0.4816,0.5510
2.1362,0.4824,0.5568
2.1251,0.4840,0.5626
2.1148,0.4866,0.5428
2.1144,0.4860,0.5566
2.0954,0.4879,0.5564
2.0901,0.4913,0.5580
2.0869,0.4903,0.5570
2.0678,0.4965,0.5680
2.0681,0.4945,0.5656
2.0574,0.4958,0.5632
2.0529,0.4971,0.5718
2.0439,0.4962,0.5626
2.0506,0.4981,0.5646
2.0211,0.5066,0.5648
2.0221,0.5038,0.5660
2.0095,0.5077,0.5698
2.0094,0.5091,0.5710
2.0107,0.5048,0.5706
1.9995,0.5087,0.5676
1.9828,0.5104,0.5740
1.9848,0.5117,0.5784
1.9714,0.5121,0.5758
1.9679,0.5136,0.5742
1.9637,0.5156,0.5720
1.9677,0.5132,0.5768
1.9465,0.5184,0.5744
1.9375,0.5164,0.5752
1.9481,0.5182,0.5780
1.9319,0.5222,0.5790
1.9338,0.5182,0.5810
1.9170,0.5233,0.5834
1.9216,0.5235,0.5746
1.9096,0.5261,0.5810
1.9043,0.5259,0.5796
1.9112,0.5248,0.5824
1.8982,0.5277,0.5850
1.8858,0.5290,0.5850
1.8937,0.5262,0.5768
1.8730,0.5343,0.5850
1.8808,0.5287,0.5900
1.8673,0.5314,0.5880
1.8602,0.5365,0.5836
1.8652,0.5316,0.5838
1.8651,0.5344,0.5896
1.8576,0.5347,0.5888
1.8389,0.5378,0.5922
1.8492,0.5370,0.5884
1.8346,0.5416,0.5898
1.8407,0.5369,0.5900
1.8306,0.5402,0.5944
1.8241,0.5409,0.5860
1.8251,0.5403,0.5994
1.8156,0.5458,0.5938
1.8125,0.5478,0.5948
1.8148,0.5423,0.5940
1.8050,0.5450,0.5940
1.7983,0.5480,0.5958
1.7907,0.5495,0.5930
1.7960,0.5454,0.5954
1.7892,0.5489,0.5982
1.7730,0.5529,0.5986
1.7770,0.5524,0.6024
1.7673,0.5520,0.5974
1.7770,0.5526,0.5992
1.7758,0.5524,0.6024
1.7643,0.5566,0.6030
1.7625,0.5543,0.6002
1.7517,0.5574,0.5978
1.7595,0.5535,0.5992
1.7551,0.5557,0.6060
1.7541,0.5588,0.5958
1.7384,0.5618,0.6040
1.7438,0.5577,0.6068
1.7416,0.5617,0.6026
1.7335,0.5613,0.6046
1.7349,0.5612,0.6062
1.7265,0.5638,0.6030
1.7179,0.5650,0.6088
1.7133,0.5634,0.6104
1.7180,0.5638,0.6038
1.7083,0.5661,0.6032
1.7140,0.5633,0.6042
1.7111,0.5665,0.6004
1.7096,0.5650,0.6058
1.6932,0.5716,0.6072
1.6991,0.5676,0.6056
1.6941,0.5673,0.6068
1.7025,0.5670,0.6052
1.6858,0.5702,0.6086
1.6786,0.5728,0.6100
1 loss acc val_acc
2 4.6074 0.0547 0.1578
3 4.1567 0.1116 0.2048
4 3.9684 0.1473 0.2366
5 3.8170 0.1767 0.2720
6 3.6988 0.2027 0.3024
7 3.5976 0.2252 0.3216
8 3.5158 0.2401 0.3364
9 3.4479 0.2533 0.3512
10 3.3834 0.2680 0.3642
11 3.3251 0.2773 0.3702
12 3.2732 0.2857 0.3732
13 3.2271 0.2955 0.3886
14 3.1707 0.3059 0.3938
15 3.1300 0.3118 0.4068
16 3.0864 0.3199 0.4080
17 3.0506 0.3291 0.4202
18 3.0158 0.3338 0.4222
19 2.9730 0.3414 0.4288
20 2.9415 0.3451 0.4332
21 2.9138 0.3502 0.4362
22 2.8725 0.3572 0.4434
23 2.8517 0.3584 0.4538
24 2.8176 0.3666 0.4584
25 2.7888 0.3704 0.4612
26 2.7572 0.3765 0.4712
27 2.7379 0.3780 0.4656
28 2.7113 0.3846 0.4672
29 2.6830 0.3913 0.4788
30 2.6633 0.3930 0.4768
31 2.6419 0.3954 0.4842
32 2.6209 0.3998 0.4834
33 2.5986 0.4028 0.4806
34 2.5840 0.4061 0.4858
35 2.5648 0.4086 0.4910
36 2.5464 0.4108 0.4942
37 2.5139 0.4148 0.4956
38 2.5085 0.4171 0.5026
39 2.4904 0.4225 0.4996
40 2.4653 0.4259 0.5082
41 2.4606 0.4254 0.5120
42 2.4369 0.4281 0.5090
43 2.4241 0.4299 0.5088
44 2.4066 0.4354 0.5188
45 2.3986 0.4354 0.5196
46 2.3790 0.4409 0.5172
47 2.3677 0.4410 0.5206
48 2.3492 0.4455 0.5158
49 2.3340 0.4502 0.5260
50 2.3309 0.4470 0.5260
51 2.3170 0.4478 0.5302
52 2.2957 0.4526 0.5238
53 2.2892 0.4547 0.5366
54 2.2754 0.4569 0.5370
55 2.2620 0.4597 0.5314
56 2.2551 0.4632 0.5328
57 2.2380 0.4632 0.5368
58 2.2334 0.4636 0.5298
59 2.2213 0.4680 0.5386
60 2.1992 0.4735 0.5426
61 2.1961 0.4704 0.5410
62 2.1972 0.4703 0.5438
63 2.1752 0.4729 0.5426
64 2.1748 0.4737 0.5510
65 2.1659 0.4737 0.5462
66 2.1492 0.4779 0.5436
67 2.1478 0.4816 0.5510
68 2.1362 0.4824 0.5568
69 2.1251 0.4840 0.5626
70 2.1148 0.4866 0.5428
71 2.1144 0.4860 0.5566
72 2.0954 0.4879 0.5564
73 2.0901 0.4913 0.5580
74 2.0869 0.4903 0.5570
75 2.0678 0.4965 0.5680
76 2.0681 0.4945 0.5656
77 2.0574 0.4958 0.5632
78 2.0529 0.4971 0.5718
79 2.0439 0.4962 0.5626
80 2.0506 0.4981 0.5646
81 2.0211 0.5066 0.5648
82 2.0221 0.5038 0.5660
83 2.0095 0.5077 0.5698
84 2.0094 0.5091 0.5710
85 2.0107 0.5048 0.5706
86 1.9995 0.5087 0.5676
87 1.9828 0.5104 0.5740
88 1.9848 0.5117 0.5784
89 1.9714 0.5121 0.5758
90 1.9679 0.5136 0.5742
91 1.9637 0.5156 0.5720
92 1.9677 0.5132 0.5768
93 1.9465 0.5184 0.5744
94 1.9375 0.5164 0.5752
95 1.9481 0.5182 0.5780
96 1.9319 0.5222 0.5790
97 1.9338 0.5182 0.5810
98 1.9170 0.5233 0.5834
99 1.9216 0.5235 0.5746
100 1.9096 0.5261 0.5810
101 1.9043 0.5259 0.5796
102 1.9112 0.5248 0.5824
103 1.8982 0.5277 0.5850
104 1.8858 0.5290 0.5850
105 1.8937 0.5262 0.5768
106 1.8730 0.5343 0.5850
107 1.8808 0.5287 0.5900
108 1.8673 0.5314 0.5880
109 1.8602 0.5365 0.5836
110 1.8652 0.5316 0.5838
111 1.8651 0.5344 0.5896
112 1.8576 0.5347 0.5888
113 1.8389 0.5378 0.5922
114 1.8492 0.5370 0.5884
115 1.8346 0.5416 0.5898
116 1.8407 0.5369 0.5900
117 1.8306 0.5402 0.5944
118 1.8241 0.5409 0.5860
119 1.8251 0.5403 0.5994
120 1.8156 0.5458 0.5938
121 1.8125 0.5478 0.5948
122 1.8148 0.5423 0.5940
123 1.8050 0.5450 0.5940
124 1.7983 0.5480 0.5958
125 1.7907 0.5495 0.5930
126 1.7960 0.5454 0.5954
127 1.7892 0.5489 0.5982
128 1.7730 0.5529 0.5986
129 1.7770 0.5524 0.6024
130 1.7673 0.5520 0.5974
131 1.7770 0.5526 0.5992
132 1.7758 0.5524 0.6024
133 1.7643 0.5566 0.6030
134 1.7625 0.5543 0.6002
135 1.7517 0.5574 0.5978
136 1.7595 0.5535 0.5992
137 1.7551 0.5557 0.6060
138 1.7541 0.5588 0.5958
139 1.7384 0.5618 0.6040
140 1.7438 0.5577 0.6068
141 1.7416 0.5617 0.6026
142 1.7335 0.5613 0.6046
143 1.7349 0.5612 0.6062
144 1.7265 0.5638 0.6030
145 1.7179 0.5650 0.6088
146 1.7133 0.5634 0.6104
147 1.7180 0.5638 0.6038
148 1.7083 0.5661 0.6032
149 1.7140 0.5633 0.6042
150 1.7111 0.5665 0.6004
151 1.7096 0.5650 0.6058
152 1.6932 0.5716 0.6072
153 1.6991 0.5676 0.6056
154 1.6941 0.5673 0.6068
155 1.7025 0.5670 0.6052
156 1.6858 0.5702 0.6086
157 1.6786 0.5728 0.6100

144
tikz/validation-curve/cifar100_baseline_20170419-1940-09_history.csv Normal file
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@ -0,0 +1,144 @@
loss,acc,val_acc
4.6073,0.0550,0.1588
4.1564,0.1121,0.2054
3.9677,0.1471,0.2370
3.8170,0.1767,0.2722
3.6991,0.2023,0.3020
3.5981,0.2247,0.3190
3.5160,0.2403,0.3334
3.4488,0.2532,0.3508
3.3840,0.2672,0.3644
3.3252,0.2777,0.3700
3.2737,0.2867,0.3744
3.2276,0.2952,0.3882
3.1710,0.3065,0.3936
3.1308,0.3107,0.4044
3.0871,0.3193,0.4104
3.0517,0.3280,0.4192
3.0169,0.3325,0.4220
2.9735,0.3400,0.4264
2.9425,0.3453,0.4304
2.9149,0.3499,0.4358
2.8732,0.3570,0.4436
2.8525,0.3592,0.4520
2.8182,0.3670,0.4590
2.7896,0.3704,0.4598
2.7581,0.3770,0.4674
2.7388,0.3787,0.4676
2.7124,0.3842,0.4632
2.6842,0.3902,0.4760
2.6643,0.3925,0.4768
2.6428,0.3951,0.4840
2.6216,0.3990,0.4834
2.5987,0.4034,0.4814
2.5850,0.4047,0.4866
2.5659,0.4087,0.4914
2.5470,0.4114,0.4964
2.5149,0.4160,0.4956
2.5087,0.4169,0.5032
2.4908,0.4216,0.4968
2.4662,0.4260,0.5070
2.4613,0.4242,0.5148
2.4370,0.4295,0.5100
2.4245,0.4296,0.5134
2.4067,0.4355,0.5194
2.3981,0.4363,0.5206
2.3790,0.4412,0.5196
2.3681,0.4410,0.5172
2.3489,0.4459,0.5128
2.3342,0.4491,0.5238
2.3312,0.4480,0.5250
2.3179,0.4488,0.5296
2.2960,0.4525,0.5222
2.2889,0.4535,0.5382
2.2758,0.4573,0.5364
2.2621,0.4613,0.5326
2.2552,0.4621,0.5326
2.2386,0.4646,0.5320
2.2336,0.4631,0.5320
2.2219,0.4686,0.5406
2.1996,0.4730,0.5414
2.1970,0.4702,0.5404
2.1972,0.4696,0.5446
2.1752,0.4724,0.5426
2.1749,0.4742,0.5514
2.1674,0.4741,0.5488
2.1498,0.4773,0.5458
2.1473,0.4804,0.5538
2.1362,0.4831,0.5578
2.1258,0.4832,0.5590
2.1142,0.4860,0.5472
2.1146,0.4855,0.5550
2.0950,0.4886,0.5514
2.0913,0.4914,0.5566
2.0879,0.4907,0.5574
2.0696,0.4966,0.5678
2.0684,0.4936,0.5630
2.0569,0.4961,0.5652
2.0537,0.4967,0.5752
2.0438,0.4969,0.5624
2.0513,0.4968,0.5658
2.0204,0.5048,0.5638
2.0221,0.5044,0.5692
2.0096,0.5082,0.5716
2.0081,0.5088,0.5626
2.0100,0.5048,0.5736
1.9998,0.5078,0.5662
1.9843,0.5092,0.5748
1.9831,0.5117,0.5762
1.9710,0.5117,0.5776
1.9676,0.5129,0.5728
1.9649,0.5155,0.5724
1.9691,0.5121,0.5794
1.9470,0.5186,0.5764
1.9357,0.5168,0.5784
1.9490,0.5190,0.5814
1.9325,0.5211,0.5766
1.9361,0.5186,0.5790
1.9164,0.5226,0.5826
1.9228,0.5228,0.5786
1.9080,0.5276,0.5780
1.9044,0.5262,0.5824
1.9119,0.5234,0.5826
1.8982,0.5263,0.5842
1.8863,0.5285,0.5866
1.8931,0.5258,0.5782
1.8716,0.5340,0.5848
1.8811,0.5285,0.5872
1.8687,0.5327,0.5844
1.8596,0.5371,0.5886
1.8643,0.5344,0.5866
1.8647,0.5331,0.5862
1.8592,0.5336,0.5850
1.8403,0.5377,0.5912
1.8490,0.5363,0.5912
1.8320,0.5413,0.5894
1.8396,0.5363,0.5890
1.8317,0.5379,0.5908
1.8250,0.5419,0.5904
1.8254,0.5407,0.5988
1.8142,0.5436,0.5890
1.8100,0.5473,0.5934
1.8145,0.5432,0.5904
1.8055,0.5437,0.5912
1.7974,0.5497,0.5902
1.7908,0.5499,0.5926
1.7973,0.5467,0.5956
1.7878,0.5469,0.5934
1.7746,0.5515,0.5990
1.7777,0.5498,0.5986
1.7675,0.5516,0.5990
1.7783,0.5510,0.6008
1.7743,0.5513,0.6004
1.7661,0.5561,0.6034
1.7617,0.5575,0.5990
1.7511,0.5561,0.5956
1.7603,0.5527,0.5974
1.7537,0.5558,0.5982
1.7543,0.5571,0.5952
1.7384,0.5617,0.6006
1.7417,0.5575,0.5994
1.7427,0.5586,0.5986
1.7336,0.5611,0.5960
1.7350,0.5624,0.5978
1.7295,0.5622,0.5988
1 loss acc val_acc
2 4.6073 0.0550 0.1588
3 4.1564 0.1121 0.2054
4 3.9677 0.1471 0.2370
5 3.8170 0.1767 0.2722
6 3.6991 0.2023 0.3020
7 3.5981 0.2247 0.3190
8 3.5160 0.2403 0.3334
9 3.4488 0.2532 0.3508
10 3.3840 0.2672 0.3644
11 3.3252 0.2777 0.3700
12 3.2737 0.2867 0.3744
13 3.2276 0.2952 0.3882
14 3.1710 0.3065 0.3936
15 3.1308 0.3107 0.4044
16 3.0871 0.3193 0.4104
17 3.0517 0.3280 0.4192
18 3.0169 0.3325 0.4220
19 2.9735 0.3400 0.4264
20 2.9425 0.3453 0.4304
21 2.9149 0.3499 0.4358
22 2.8732 0.3570 0.4436
23 2.8525 0.3592 0.4520
24 2.8182 0.3670 0.4590
25 2.7896 0.3704 0.4598
26 2.7581 0.3770 0.4674
27 2.7388 0.3787 0.4676
28 2.7124 0.3842 0.4632
29 2.6842 0.3902 0.4760
30 2.6643 0.3925 0.4768
31 2.6428 0.3951 0.4840
32 2.6216 0.3990 0.4834
33 2.5987 0.4034 0.4814
34 2.5850 0.4047 0.4866
35 2.5659 0.4087 0.4914
36 2.5470 0.4114 0.4964
37 2.5149 0.4160 0.4956
38 2.5087 0.4169 0.5032
39 2.4908 0.4216 0.4968
40 2.4662 0.4260 0.5070
41 2.4613 0.4242 0.5148
42 2.4370 0.4295 0.5100
43 2.4245 0.4296 0.5134
44 2.4067 0.4355 0.5194
45 2.3981 0.4363 0.5206
46 2.3790 0.4412 0.5196
47 2.3681 0.4410 0.5172
48 2.3489 0.4459 0.5128
49 2.3342 0.4491 0.5238
50 2.3312 0.4480 0.5250
51 2.3179 0.4488 0.5296
52 2.2960 0.4525 0.5222
53 2.2889 0.4535 0.5382
54 2.2758 0.4573 0.5364
55 2.2621 0.4613 0.5326
56 2.2552 0.4621 0.5326
57 2.2386 0.4646 0.5320
58 2.2336 0.4631 0.5320
59 2.2219 0.4686 0.5406
60 2.1996 0.4730 0.5414
61 2.1970 0.4702 0.5404
62 2.1972 0.4696 0.5446
63 2.1752 0.4724 0.5426
64 2.1749 0.4742 0.5514
65 2.1674 0.4741 0.5488
66 2.1498 0.4773 0.5458
67 2.1473 0.4804 0.5538
68 2.1362 0.4831 0.5578
69 2.1258 0.4832 0.5590
70 2.1142 0.4860 0.5472
71 2.1146 0.4855 0.5550
72 2.0950 0.4886 0.5514
73 2.0913 0.4914 0.5566
74 2.0879 0.4907 0.5574
75 2.0696 0.4966 0.5678
76 2.0684 0.4936 0.5630
77 2.0569 0.4961 0.5652
78 2.0537 0.4967 0.5752
79 2.0438 0.4969 0.5624
80 2.0513 0.4968 0.5658
81 2.0204 0.5048 0.5638
82 2.0221 0.5044 0.5692
83 2.0096 0.5082 0.5716
84 2.0081 0.5088 0.5626
85 2.0100 0.5048 0.5736
86 1.9998 0.5078 0.5662
87 1.9843 0.5092 0.5748
88 1.9831 0.5117 0.5762
89 1.9710 0.5117 0.5776
90 1.9676 0.5129 0.5728
91 1.9649 0.5155 0.5724
92 1.9691 0.5121 0.5794
93 1.9470 0.5186 0.5764
94 1.9357 0.5168 0.5784
95 1.9490 0.5190 0.5814
96 1.9325 0.5211 0.5766
97 1.9361 0.5186 0.5790
98 1.9164 0.5226 0.5826
99 1.9228 0.5228 0.5786
100 1.9080 0.5276 0.5780
101 1.9044 0.5262 0.5824
102 1.9119 0.5234 0.5826
103 1.8982 0.5263 0.5842
104 1.8863 0.5285 0.5866
105 1.8931 0.5258 0.5782
106 1.8716 0.5340 0.5848
107 1.8811 0.5285 0.5872
108 1.8687 0.5327 0.5844
109 1.8596 0.5371 0.5886
110 1.8643 0.5344 0.5866
111 1.8647 0.5331 0.5862
112 1.8592 0.5336 0.5850
113 1.8403 0.5377 0.5912
114 1.8490 0.5363 0.5912
115 1.8320 0.5413 0.5894
116 1.8396 0.5363 0.5890
117 1.8317 0.5379 0.5908
118 1.8250 0.5419 0.5904
119 1.8254 0.5407 0.5988
120 1.8142 0.5436 0.5890
121 1.8100 0.5473 0.5934
122 1.8145 0.5432 0.5904
123 1.8055 0.5437 0.5912
124 1.7974 0.5497 0.5902
125 1.7908 0.5499 0.5926
126 1.7973 0.5467 0.5956
127 1.7878 0.5469 0.5934
128 1.7746 0.5515 0.5990
129 1.7777 0.5498 0.5986
130 1.7675 0.5516 0.5990
131 1.7783 0.5510 0.6008
132 1.7743 0.5513 0.6004
133 1.7661 0.5561 0.6034
134 1.7617 0.5575 0.5990
135 1.7511 0.5561 0.5956
136 1.7603 0.5527 0.5974
137 1.7537 0.5558 0.5982
138 1.7543 0.5571 0.5952
139 1.7384 0.5617 0.6006
140 1.7417 0.5575 0.5994
141 1.7427 0.5586 0.5986
142 1.7336 0.5611 0.5960
143 1.7350 0.5624 0.5978
144 1.7295 0.5622 0.5988

140
tikz/validation-curve/cifar100_baseline_20170419-2024-53_history.csv Normal file
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@ -0,0 +1,140 @@
loss,acc,val_acc
4.6073,0.0549,0.1582
4.1563,0.1126,0.2048
3.9682,0.1480,0.2380
3.8172,0.1768,0.2736
3.6990,0.2030,0.3018
3.5975,0.2255,0.3240
3.5159,0.2393,0.3334
3.4481,0.2529,0.3490
3.3836,0.2680,0.3620
3.3253,0.2769,0.3712
3.2732,0.2866,0.3730
3.2272,0.2955,0.3846
3.1707,0.3058,0.3948
3.1301,0.3117,0.4042
3.0865,0.3210,0.4088
3.0507,0.3281,0.4204
3.0162,0.3332,0.4212
2.9728,0.3406,0.4258
2.9419,0.3443,0.4340
2.9142,0.3514,0.4366
2.8726,0.3568,0.4426
2.8516,0.3592,0.4526
2.8177,0.3666,0.4576
2.7890,0.3720,0.4608
2.7574,0.3777,0.4684
2.7379,0.3793,0.4698
2.7118,0.3835,0.4674
2.6837,0.3905,0.4792
2.6631,0.3923,0.4762
2.6418,0.3950,0.4844
2.6213,0.3987,0.4838
2.5986,0.4030,0.4826
2.5845,0.4057,0.4890
2.5649,0.4082,0.4928
2.5455,0.4120,0.4932
2.5142,0.4149,0.4934
2.5088,0.4167,0.5018
2.4906,0.4215,0.5002
2.4658,0.4263,0.5092
2.4610,0.4232,0.5154
2.4363,0.4285,0.5120
2.4245,0.4300,0.5134
2.4063,0.4348,0.5190
2.3977,0.4364,0.5212
2.3785,0.4414,0.5202
2.3674,0.4401,0.5200
2.3491,0.4455,0.5156
2.3340,0.4485,0.5240
2.3311,0.4477,0.5260
2.3168,0.4482,0.5304
2.2954,0.4530,0.5252
2.2886,0.4545,0.5350
2.2760,0.4559,0.5362
2.2628,0.4597,0.5344
2.2550,0.4643,0.5324
2.2386,0.4647,0.5340
2.2341,0.4640,0.5352
2.2210,0.4681,0.5372
2.1988,0.4730,0.5416
2.1972,0.4702,0.5380
2.1972,0.4689,0.5446
2.1750,0.4735,0.5456
2.1752,0.4736,0.5514
2.1679,0.4732,0.5464
2.1499,0.4782,0.5460
2.1473,0.4806,0.5554
2.1366,0.4819,0.5604
2.1251,0.4841,0.5600
2.1144,0.4863,0.5460
2.1149,0.4853,0.5552
2.0951,0.4895,0.5564
2.0909,0.4920,0.5572
2.0879,0.4909,0.5588
2.0700,0.4958,0.5684
2.0686,0.4934,0.5652
2.0567,0.4968,0.5668
2.0531,0.4960,0.5750
2.0433,0.4975,0.5624
2.0503,0.4970,0.5640
2.0212,0.5036,0.5688
2.0225,0.5047,0.5692
2.0091,0.5094,0.5750
2.0103,0.5081,0.5646
2.0109,0.5046,0.5740
1.9987,0.5089,0.5718
1.9841,0.5095,0.5748
1.9857,0.5104,0.5776
1.9724,0.5111,0.5754
1.9676,0.5133,0.5754
1.9647,0.5173,0.5762
1.9689,0.5126,0.5802
1.9470,0.5201,0.5786
1.9371,0.5168,0.5766
1.9495,0.5197,0.5814
1.9335,0.5220,0.5780
1.9360,0.5177,0.5820
1.9173,0.5232,0.5820
1.9230,0.5219,0.5844
1.9097,0.5260,0.5794
1.9046,0.5280,0.5804
1.9109,0.5233,0.5844
1.8978,0.5272,0.5864
1.8863,0.5287,0.5886
1.8934,0.5253,0.5836
1.8727,0.5322,0.5878
1.8800,0.5289,0.5900
1.8687,0.5323,0.5896
1.8604,0.5361,0.5908
1.8651,0.5340,0.5876
1.8657,0.5333,0.5872
1.8601,0.5343,0.5886
1.8389,0.5368,0.5940
1.8503,0.5349,0.5902
1.8330,0.5413,0.5884
1.8406,0.5363,0.5956
1.8311,0.5399,0.5908
1.8238,0.5419,0.5882
1.8253,0.5412,0.6044
1.8159,0.5446,0.5874
1.8119,0.5459,0.5934
1.8134,0.5442,0.5942
1.8059,0.5445,0.5966
1.7970,0.5494,0.5940
1.7912,0.5505,0.5952
1.7964,0.5465,0.5996
1.7883,0.5479,0.5948
1.7750,0.5531,0.5984
1.7787,0.5516,0.6056
1.7685,0.5530,0.5984
1.7771,0.5523,0.6032
1.7764,0.5496,0.5998
1.7636,0.5555,0.6048
1.7608,0.5561,0.5998
1.7525,0.5561,0.5958
1.7599,0.5527,0.5958
1.7542,0.5551,0.6054
1.7540,0.5587,0.5970
1.7364,0.5619,0.6002
1.7444,0.5559,0.6000
1 loss acc val_acc
2 4.6073 0.0549 0.1582
3 4.1563 0.1126 0.2048
4 3.9682 0.1480 0.2380
5 3.8172 0.1768 0.2736
6 3.6990 0.2030 0.3018
7 3.5975 0.2255 0.3240
8 3.5159 0.2393 0.3334
9 3.4481 0.2529 0.3490
10 3.3836 0.2680 0.3620
11 3.3253 0.2769 0.3712
12 3.2732 0.2866 0.3730
13 3.2272 0.2955 0.3846
14 3.1707 0.3058 0.3948
15 3.1301 0.3117 0.4042
16 3.0865 0.3210 0.4088
17 3.0507 0.3281 0.4204
18 3.0162 0.3332 0.4212
19 2.9728 0.3406 0.4258
20 2.9419 0.3443 0.4340
21 2.9142 0.3514 0.4366
22 2.8726 0.3568 0.4426
23 2.8516 0.3592 0.4526
24 2.8177 0.3666 0.4576
25 2.7890 0.3720 0.4608
26 2.7574 0.3777 0.4684
27 2.7379 0.3793 0.4698
28 2.7118 0.3835 0.4674
29 2.6837 0.3905 0.4792
30 2.6631 0.3923 0.4762
31 2.6418 0.3950 0.4844
32 2.6213 0.3987 0.4838
33 2.5986 0.4030 0.4826
34 2.5845 0.4057 0.4890
35 2.5649 0.4082 0.4928
36 2.5455 0.4120 0.4932
37 2.5142 0.4149 0.4934
38 2.5088 0.4167 0.5018
39 2.4906 0.4215 0.5002
40 2.4658 0.4263 0.5092
41 2.4610 0.4232 0.5154
42 2.4363 0.4285 0.5120
43 2.4245 0.4300 0.5134
44 2.4063 0.4348 0.5190
45 2.3977 0.4364 0.5212
46 2.3785 0.4414 0.5202
47 2.3674 0.4401 0.5200
48 2.3491 0.4455 0.5156
49 2.3340 0.4485 0.5240
50 2.3311 0.4477 0.5260
51 2.3168 0.4482 0.5304
52 2.2954 0.4530 0.5252
53 2.2886 0.4545 0.5350
54 2.2760 0.4559 0.5362
55 2.2628 0.4597 0.5344
56 2.2550 0.4643 0.5324
57 2.2386 0.4647 0.5340
58 2.2341 0.4640 0.5352
59 2.2210 0.4681 0.5372
60 2.1988 0.4730 0.5416
61 2.1972 0.4702 0.5380
62 2.1972 0.4689 0.5446
63 2.1750 0.4735 0.5456
64 2.1752 0.4736 0.5514
65 2.1679 0.4732 0.5464
66 2.1499 0.4782 0.5460
67 2.1473 0.4806 0.5554
68 2.1366 0.4819 0.5604
69 2.1251 0.4841 0.5600
70 2.1144 0.4863 0.5460
71 2.1149 0.4853 0.5552
72 2.0951 0.4895 0.5564
73 2.0909 0.4920 0.5572
74 2.0879 0.4909 0.5588
75 2.0700 0.4958 0.5684
76 2.0686 0.4934 0.5652
77 2.0567 0.4968 0.5668
78 2.0531 0.4960 0.5750
79 2.0433 0.4975 0.5624
80 2.0503 0.4970 0.5640
81 2.0212 0.5036 0.5688
82 2.0225 0.5047 0.5692
83 2.0091 0.5094 0.5750
84 2.0103 0.5081 0.5646
85 2.0109 0.5046 0.5740
86 1.9987 0.5089 0.5718
87 1.9841 0.5095 0.5748
88 1.9857 0.5104 0.5776
89 1.9724 0.5111 0.5754
90 1.9676 0.5133 0.5754
91 1.9647 0.5173 0.5762
92 1.9689 0.5126 0.5802
93 1.9470 0.5201 0.5786
94 1.9371 0.5168 0.5766
95 1.9495 0.5197 0.5814
96 1.9335 0.5220 0.5780
97 1.9360 0.5177 0.5820
98 1.9173 0.5232 0.5820
99 1.9230 0.5219 0.5844
100 1.9097 0.5260 0.5794
101 1.9046 0.5280 0.5804
102 1.9109 0.5233 0.5844
103 1.8978 0.5272 0.5864
104 1.8863 0.5287 0.5886
105 1.8934 0.5253 0.5836
106 1.8727 0.5322 0.5878
107 1.8800 0.5289 0.5900
108 1.8687 0.5323 0.5896
109 1.8604 0.5361 0.5908
110 1.8651 0.5340 0.5876
111 1.8657 0.5333 0.5872
112 1.8601 0.5343 0.5886
113 1.8389 0.5368 0.5940
114 1.8503 0.5349 0.5902
115 1.8330 0.5413 0.5884
116 1.8406 0.5363 0.5956
117 1.8311 0.5399 0.5908
118 1.8238 0.5419 0.5882
119 1.8253 0.5412 0.6044
120 1.8159 0.5446 0.5874
121 1.8119 0.5459 0.5934
122 1.8134 0.5442 0.5942
123 1.8059 0.5445 0.5966
124 1.7970 0.5494 0.5940
125 1.7912 0.5505 0.5952
126 1.7964 0.5465 0.5996
127 1.7883 0.5479 0.5948
128 1.7750 0.5531 0.5984
129 1.7787 0.5516 0.6056
130 1.7685 0.5530 0.5984
131 1.7771 0.5523 0.6032
132 1.7764 0.5496 0.5998
133 1.7636 0.5555 0.6048
134 1.7608 0.5561 0.5998
135 1.7525 0.5561 0.5958
136 1.7599 0.5527 0.5958
137 1.7542 0.5551 0.6054
138 1.7540 0.5587 0.5970
139 1.7364 0.5619 0.6002
140 1.7444 0.5559 0.6000

157
tikz/validation-curve/cifar100_baseline_20170419-2109-32_history.csv Normal file
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@ -0,0 +1,157 @@
loss,acc,val_acc
4.6075,0.0548,0.1576
4.1565,0.1125,0.2068
3.9680,0.1472,0.2368
3.8166,0.1767,0.2718
3.6986,0.2031,0.3036
3.5980,0.2253,0.3222
3.5161,0.2400,0.3354
3.4487,0.2528,0.3504
3.3840,0.2670,0.3620
3.3257,0.2772,0.3700
3.2735,0.2855,0.3720
3.2278,0.2953,0.3852
3.1713,0.3066,0.3966
3.1307,0.3116,0.4044
3.0870,0.3198,0.4112
3.0519,0.3281,0.4208
3.0165,0.3334,0.4226
2.9734,0.3404,0.4266
2.9419,0.3456,0.4338
2.9146,0.3505,0.4384
2.8731,0.3566,0.4404
2.8526,0.3593,0.4504
2.8182,0.3669,0.4590
2.7895,0.3707,0.4592
2.7583,0.3759,0.4696
2.7392,0.3784,0.4702
2.7127,0.3858,0.4626
2.6838,0.3913,0.4768
2.6636,0.3929,0.4742
2.6426,0.3958,0.4856
2.6223,0.3986,0.4832
2.6001,0.4026,0.4828
2.5850,0.4042,0.4868
2.5658,0.4078,0.4920
2.5471,0.4108,0.4974
2.5151,0.4148,0.4938
2.5089,0.4166,0.5038
2.4907,0.4211,0.4994
2.4668,0.4252,0.5100
2.4616,0.4233,0.5144
2.4372,0.4288,0.5138
2.4245,0.4293,0.5132
2.4076,0.4349,0.5190
2.3981,0.4362,0.5212
2.3793,0.4426,0.5208
2.3687,0.4408,0.5204
2.3498,0.4465,0.5154
2.3333,0.4497,0.5278
2.3317,0.4475,0.5256
2.3180,0.4496,0.5302
2.2963,0.4531,0.5240
2.2899,0.4547,0.5348
2.2766,0.4563,0.5366
2.2640,0.4589,0.5362
2.2557,0.4630,0.5334
2.2391,0.4641,0.5376
2.2347,0.4641,0.5334
2.2219,0.4669,0.5424
2.2000,0.4726,0.5446
2.1976,0.4693,0.5372
2.1985,0.4702,0.5486
2.1770,0.4718,0.5458
2.1747,0.4725,0.5532
2.1676,0.4732,0.5468
2.1504,0.4780,0.5450
2.1488,0.4820,0.5498
2.1372,0.4822,0.5604
2.1260,0.4832,0.5608
2.1152,0.4851,0.5470
2.1150,0.4838,0.5560
2.0960,0.4906,0.5548
2.0928,0.4911,0.5588
2.0876,0.4916,0.5564
2.0707,0.4960,0.5646
2.0695,0.4938,0.5686
2.0590,0.4967,0.5676
2.0558,0.4956,0.5742
2.0447,0.4969,0.5648
2.0523,0.4974,0.5636
2.0217,0.5042,0.5648
2.0231,0.5028,0.5698
2.0106,0.5066,0.5714
2.0110,0.5075,0.5662
2.0131,0.5027,0.5724
2.0008,0.5079,0.5654
1.9845,0.5082,0.5756
1.9848,0.5104,0.5788
1.9730,0.5091,0.5760
1.9695,0.5130,0.5774
1.9650,0.5153,0.5726
1.9701,0.5107,0.5810
1.9474,0.5199,0.5786
1.9386,0.5157,0.5748
1.9493,0.5186,0.5842
1.9327,0.5213,0.5804
1.9362,0.5175,0.5806
1.9181,0.5244,0.5832
1.9235,0.5223,0.5788
1.9093,0.5259,0.5802
1.9045,0.5269,0.5774
1.9127,0.5245,0.5862
1.9002,0.5276,0.5840
1.8859,0.5288,0.5852
1.8935,0.5265,0.5810
1.8726,0.5330,0.5866
1.8830,0.5312,0.5870
1.8693,0.5330,0.5846
1.8612,0.5364,0.5866
1.8653,0.5332,0.5876
1.8656,0.5329,0.5880
1.8621,0.5332,0.5898
1.8399,0.5372,0.5926
1.8510,0.5339,0.5902
1.8342,0.5423,0.5918
1.8405,0.5372,0.5942
1.8318,0.5419,0.5924
1.8249,0.5414,0.5880
1.8265,0.5409,0.5976
1.8169,0.5426,0.5902
1.8129,0.5464,0.5944
1.8147,0.5437,0.5942
1.8044,0.5438,0.5922
1.7974,0.5491,0.5928
1.7928,0.5501,0.5930
1.7984,0.5460,0.5946
1.7895,0.5492,0.5922
1.7758,0.5530,0.5984
1.7801,0.5524,0.5996
1.7669,0.5514,0.5980
1.7793,0.5515,0.6012
1.7759,0.5515,0.5994
1.7668,0.5541,0.6024
1.7637,0.5551,0.6006
1.7536,0.5571,0.5976
1.7600,0.5534,0.5974
1.7543,0.5541,0.6052
1.7545,0.5595,0.5974
1.7413,0.5606,0.6048
1.7422,0.5587,0.6024
1.7436,0.5592,0.6018
1.7339,0.5592,0.5982
1.7354,0.5619,0.6006
1.7284,0.5631,0.6030
1.7192,0.5632,0.6038
1.7136,0.5644,0.6104
1.7231,0.5626,0.6038
1.7087,0.5656,0.6028
1.7142,0.5634,0.6040
1.7125,0.5664,0.6012
1.7113,0.5655,0.5994
1.6938,0.5698,0.6056
1.6992,0.5679,0.6058
1.6948,0.5661,0.6078
1.7040,0.5650,0.6054
1.6866,0.5691,0.6066
1.6812,0.5740,0.6094
1 loss acc val_acc
2 4.6075 0.0548 0.1576
3 4.1565 0.1125 0.2068
4 3.9680 0.1472 0.2368
5 3.8166 0.1767 0.2718
6 3.6986 0.2031 0.3036
7 3.5980 0.2253 0.3222
8 3.5161 0.2400 0.3354
9 3.4487 0.2528 0.3504
10 3.3840 0.2670 0.3620
11 3.3257 0.2772 0.3700
12 3.2735 0.2855 0.3720
13 3.2278 0.2953 0.3852
14 3.1713 0.3066 0.3966
15 3.1307 0.3116 0.4044
16 3.0870 0.3198 0.4112
17 3.0519 0.3281 0.4208
18 3.0165 0.3334 0.4226
19 2.9734 0.3404 0.4266
20 2.9419 0.3456 0.4338
21 2.9146 0.3505 0.4384
22 2.8731 0.3566 0.4404
23 2.8526 0.3593 0.4504
24 2.8182 0.3669 0.4590
25 2.7895 0.3707 0.4592
26 2.7583 0.3759 0.4696
27 2.7392 0.3784 0.4702
28 2.7127 0.3858 0.4626
29 2.6838 0.3913 0.4768
30 2.6636 0.3929 0.4742
31 2.6426 0.3958 0.4856
32 2.6223 0.3986 0.4832
33 2.6001 0.4026 0.4828
34 2.5850 0.4042 0.4868
35 2.5658 0.4078 0.4920
36 2.5471 0.4108 0.4974
37 2.5151 0.4148 0.4938
38 2.5089 0.4166 0.5038
39 2.4907 0.4211 0.4994
40 2.4668 0.4252 0.5100
41 2.4616 0.4233 0.5144
42 2.4372 0.4288 0.5138
43 2.4245 0.4293 0.5132
44 2.4076 0.4349 0.5190
45 2.3981 0.4362 0.5212
46 2.3793 0.4426 0.5208
47 2.3687 0.4408 0.5204
48 2.3498 0.4465 0.5154
49 2.3333 0.4497 0.5278
50 2.3317 0.4475 0.5256
51 2.3180 0.4496 0.5302
52 2.2963 0.4531 0.5240
53 2.2899 0.4547 0.5348
54 2.2766 0.4563 0.5366
55 2.2640 0.4589 0.5362
56 2.2557 0.4630 0.5334
57 2.2391 0.4641 0.5376
58 2.2347 0.4641 0.5334
59 2.2219 0.4669 0.5424
60 2.2000 0.4726 0.5446
61 2.1976 0.4693 0.5372
62 2.1985 0.4702 0.5486
63 2.1770 0.4718 0.5458
64 2.1747 0.4725 0.5532
65 2.1676 0.4732 0.5468
66 2.1504 0.4780 0.5450
67 2.1488 0.4820 0.5498
68 2.1372 0.4822 0.5604
69 2.1260 0.4832 0.5608
70 2.1152 0.4851 0.5470
71 2.1150 0.4838 0.5560
72 2.0960 0.4906 0.5548
73 2.0928 0.4911 0.5588
74 2.0876 0.4916 0.5564
75 2.0707 0.4960 0.5646
76 2.0695 0.4938 0.5686
77 2.0590 0.4967 0.5676
78 2.0558 0.4956 0.5742
79 2.0447 0.4969 0.5648
80 2.0523 0.4974 0.5636
81 2.0217 0.5042 0.5648
82 2.0231 0.5028 0.5698
83 2.0106 0.5066 0.5714
84 2.0110 0.5075 0.5662
85 2.0131 0.5027 0.5724
86 2.0008 0.5079 0.5654
87 1.9845 0.5082 0.5756
88 1.9848 0.5104 0.5788
89 1.9730 0.5091 0.5760
90 1.9695 0.5130 0.5774
91 1.9650 0.5153 0.5726
92 1.9701 0.5107 0.5810
93 1.9474 0.5199 0.5786
94 1.9386 0.5157 0.5748
95 1.9493 0.5186 0.5842
96 1.9327 0.5213 0.5804
97 1.9362 0.5175 0.5806
98 1.9181 0.5244 0.5832
99 1.9235 0.5223 0.5788
100 1.9093 0.5259 0.5802
101 1.9045 0.5269 0.5774
102 1.9127 0.5245 0.5862
103 1.9002 0.5276 0.5840
104 1.8859 0.5288 0.5852
105 1.8935 0.5265 0.5810
106 1.8726 0.5330 0.5866
107 1.8830 0.5312 0.5870
108 1.8693 0.5330 0.5846
109 1.8612 0.5364 0.5866
110 1.8653 0.5332 0.5876
111 1.8656 0.5329 0.5880
112 1.8621 0.5332 0.5898
113 1.8399 0.5372 0.5926
114 1.8510 0.5339 0.5902
115 1.8342 0.5423 0.5918
116 1.8405 0.5372 0.5942
117 1.8318 0.5419 0.5924
118 1.8249 0.5414 0.5880
119 1.8265 0.5409 0.5976
120 1.8169 0.5426 0.5902
121 1.8129 0.5464 0.5944
122 1.8147 0.5437 0.5942
123 1.8044 0.5438 0.5922
124 1.7974 0.5491 0.5928
125 1.7928 0.5501 0.5930
126 1.7984 0.5460 0.5946
127 1.7895 0.5492 0.5922
128 1.7758 0.5530 0.5984
129 1.7801 0.5524 0.5996
130 1.7669 0.5514 0.5980
131 1.7793 0.5515 0.6012
132 1.7759 0.5515 0.5994
133 1.7668 0.5541 0.6024
134 1.7637 0.5551 0.6006
135 1.7536 0.5571 0.5976
136 1.7600 0.5534 0.5974
137 1.7543 0.5541 0.6052
138 1.7545 0.5595 0.5974
139 1.7413 0.5606 0.6048
140 1.7422 0.5587 0.6024
141 1.7436 0.5592 0.6018
142 1.7339 0.5592 0.5982
143 1.7354 0.5619 0.6006
144 1.7284 0.5631 0.6030
145 1.7192 0.5632 0.6038
146 1.7136 0.5644 0.6104
147 1.7231 0.5626 0.6038
148 1.7087 0.5656 0.6028
149 1.7142 0.5634 0.6040
150 1.7125 0.5664 0.6012
151 1.7113 0.5655 0.5994
152 1.6938 0.5698 0.6056
153 1.6992 0.5679 0.6058
154 1.6948 0.5661 0.6078
155 1.7040 0.5650 0.6054
156 1.6866 0.5691 0.6066
157 1.6812 0.5740 0.6094

185
tikz/validation-curve/cifar100_baseline_20170419-2158-56_history.csv Normal file
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@ -0,0 +1,185 @@
loss,acc,val_acc
4.6074,0.0551,0.1568
4.1567,0.1115,0.2064
3.9683,0.1476,0.2352
3.8173,0.1770,0.2710
3.6989,0.2029,0.3000
3.5977,0.2250,0.3208
3.5156,0.2398,0.3340
3.4480,0.2539,0.3484
3.3836,0.2675,0.3620
3.3253,0.2775,0.3738
3.2734,0.2858,0.3740
3.2277,0.2960,0.3868
3.1704,0.3064,0.3934
3.1301,0.3115,0.4042
3.0862,0.3203,0.4078
3.0519,0.3284,0.4194
3.0167,0.3330,0.4224
2.9730,0.3413,0.4280
2.9415,0.3452,0.4326
2.9142,0.3507,0.4366
2.8728,0.3572,0.4440
2.8525,0.3585,0.4518
2.8172,0.3669,0.4568
2.7893,0.3705,0.4618
2.7574,0.3780,0.4682
2.7381,0.3788,0.4682
2.7119,0.3840,0.4642
2.6836,0.3898,0.4754
2.6632,0.3931,0.4774
2.6424,0.3948,0.4852
2.6217,0.3979,0.4866
2.5981,0.4040,0.4814
2.5841,0.4057,0.4868
2.5650,0.4077,0.4956
2.5457,0.4129,0.4958
2.5141,0.4153,0.4994
2.5085,0.4165,0.5058
2.4895,0.4221,0.4994
2.4655,0.4257,0.5048
2.4605,0.4226,0.5152
2.4355,0.4293,0.5094
2.4243,0.4300,0.5144
2.4058,0.4346,0.5194
2.3980,0.4368,0.5154
2.3783,0.4422,0.5178
2.3666,0.4405,0.5190
2.3493,0.4452,0.5166
2.3329,0.4488,0.5270
2.3311,0.4483,0.5296
2.3167,0.4491,0.5302
2.2945,0.4530,0.5224
2.2885,0.4538,0.5360
2.2758,0.4569,0.5382
2.2611,0.4601,0.5336
2.2542,0.4634,0.5306
2.2373,0.4640,0.5340
2.2323,0.4644,0.5334
2.2210,0.4689,0.5420
2.1988,0.4734,0.5434
2.1961,0.4715,0.5416
2.1958,0.4699,0.5462
2.1750,0.4732,0.5424
2.1745,0.4737,0.5526
2.1662,0.4727,0.5490
2.1493,0.4783,0.5460
2.1464,0.4818,0.5494
2.1360,0.4815,0.5622
2.1257,0.4831,0.5596
2.1137,0.4858,0.5460
2.1131,0.4869,0.5566
2.0943,0.4894,0.5564
2.0918,0.4917,0.5552
2.0868,0.4917,0.5566
2.0688,0.4963,0.5674
2.0668,0.4959,0.5674
2.0564,0.4975,0.5684
2.0534,0.4966,0.5748
2.0434,0.4990,0.5632
2.0502,0.4984,0.5652
2.0213,0.5048,0.5674
2.0214,0.5041,0.5666
2.0091,0.5080,0.5706
2.0085,0.5082,0.5656
2.0100,0.5046,0.5738
1.9987,0.5088,0.5696
1.9840,0.5087,0.5720
1.9837,0.5104,0.5752
1.9710,0.5119,0.5752
1.9682,0.5116,0.5750
1.9640,0.5165,0.5708
1.9670,0.5133,0.5792
1.9475,0.5182,0.5756
1.9365,0.5172,0.5784
1.9469,0.5190,0.5798
1.9317,0.5217,0.5770
1.9338,0.5182,0.5808
1.9158,0.5237,0.5824
1.9234,0.5219,0.5824
1.9074,0.5271,0.5792
1.9039,0.5270,0.5788
1.9105,0.5239,0.5806
1.8975,0.5271,0.5824
1.8852,0.5285,0.5886
1.8912,0.5267,0.5756
1.8699,0.5338,0.5818
1.8802,0.5293,0.5872
1.8678,0.5336,0.5848
1.8616,0.5361,0.5868
1.8651,0.5344,0.5844
1.8644,0.5342,0.5860
1.8573,0.5329,0.5894
1.8398,0.5380,0.5950
1.8504,0.5349,0.5872
1.8338,0.5404,0.5902
1.8389,0.5371,0.5894
1.8307,0.5406,0.5920
1.8225,0.5417,0.5900
1.8240,0.5408,0.5972
1.8151,0.5418,0.5930
1.8101,0.5480,0.5908
1.8139,0.5434,0.5914
1.8040,0.5453,0.5970
1.7947,0.5499,0.5938
1.7918,0.5502,0.5944
1.7956,0.5475,0.5982
1.7869,0.5480,0.5910
1.7740,0.5530,0.6016
1.7766,0.5506,0.5980
1.7658,0.5529,0.5998
1.7756,0.5531,0.6016
1.7741,0.5515,0.5976
1.7642,0.5554,0.6008
1.7617,0.5549,0.6018
1.7516,0.5552,0.5962
1.7583,0.5528,0.5924
1.7514,0.5570,0.6010
1.7528,0.5588,0.5976
1.7373,0.5624,0.6036
1.7419,0.5573,0.5984
1.7418,0.5604,0.5998
1.7314,0.5608,0.5946
1.7349,0.5610,0.5996
1.7280,0.5614,0.5964
1.7173,0.5632,0.6036
1.7135,0.5643,0.6078
1.7198,0.5622,0.6056
1.7052,0.5658,0.5992
1.7135,0.5632,0.6016
1.7096,0.5664,0.5972
1.7074,0.5653,0.6014
1.6924,0.5706,0.6036
1.6957,0.5683,0.6044
1.6933,0.5682,0.6040
1.7024,0.5662,0.6038
1.6841,0.5711,0.6028
1.6812,0.5734,0.6086
1.6773,0.5715,0.6046
1.6815,0.5712,0.6036
1.6803,0.5732,0.6052
1.6720,0.5765,0.6098
1.6713,0.5725,0.6044
1.6621,0.5763,0.6002
1.6702,0.5726,0.6126
1.6580,0.5804,0.6114
1.6629,0.5744,0.6084
1.6642,0.5754,0.6102
1.6525,0.5781,0.6142
1.6572,0.5741,0.6110
1.6529,0.5773,0.6108
1.6494,0.5784,0.6106
1.6381,0.5810,0.6090
1.6417,0.5821,0.6100
1.6420,0.5782,0.6154
1.6335,0.5807,0.6044
1.6268,0.5870,0.6118
1.6331,0.5826,0.6104
1.6160,0.5874,0.6082
1.6253,0.5853,0.6074
1.6175,0.5873,0.6110
1.6202,0.5861,0.6122
1.6209,0.5858,0.6110
1.6154,0.5871,0.6128
1.6191,0.5841,0.6112
1.6131,0.5861,0.6116
1 loss acc val_acc
2 4.6074 0.0551 0.1568
3 4.1567 0.1115 0.2064
4 3.9683 0.1476 0.2352
5 3.8173 0.1770 0.2710
6 3.6989 0.2029 0.3000
7 3.5977 0.2250 0.3208
8 3.5156 0.2398 0.3340
9 3.4480 0.2539 0.3484
10 3.3836 0.2675 0.3620
11 3.3253 0.2775 0.3738
12 3.2734 0.2858 0.3740
13 3.2277 0.2960 0.3868
14 3.1704 0.3064 0.3934
15 3.1301 0.3115 0.4042
16 3.0862 0.3203 0.4078
17 3.0519 0.3284 0.4194
18 3.0167 0.3330 0.4224
19 2.9730 0.3413 0.4280
20 2.9415 0.3452 0.4326
21 2.9142 0.3507 0.4366
22 2.8728 0.3572 0.4440
23 2.8525 0.3585 0.4518
24 2.8172 0.3669 0.4568
25 2.7893 0.3705 0.4618
26 2.7574 0.3780 0.4682
27 2.7381 0.3788 0.4682
28 2.7119 0.3840 0.4642
29 2.6836 0.3898 0.4754
30 2.6632 0.3931 0.4774
31 2.6424 0.3948 0.4852
32 2.6217 0.3979 0.4866
33 2.5981 0.4040 0.4814
34 2.5841 0.4057 0.4868
35 2.5650 0.4077 0.4956
36 2.5457 0.4129 0.4958
37 2.5141 0.4153 0.4994
38 2.5085 0.4165 0.5058
39 2.4895 0.4221 0.4994
40 2.4655 0.4257 0.5048
41 2.4605 0.4226 0.5152
42 2.4355 0.4293 0.5094
43 2.4243 0.4300 0.5144
44 2.4058 0.4346 0.5194
45 2.3980 0.4368 0.5154
46 2.3783 0.4422 0.5178
47 2.3666 0.4405 0.5190
48 2.3493 0.4452 0.5166
49 2.3329 0.4488 0.5270
50 2.3311 0.4483 0.5296
51 2.3167 0.4491 0.5302
52 2.2945 0.4530 0.5224
53 2.2885 0.4538 0.5360
54 2.2758 0.4569 0.5382
55 2.2611 0.4601 0.5336
56 2.2542 0.4634 0.5306
57 2.2373 0.4640 0.5340
58 2.2323 0.4644 0.5334
59 2.2210 0.4689 0.5420
60 2.1988 0.4734 0.5434
61 2.1961 0.4715 0.5416
62 2.1958 0.4699 0.5462
63 2.1750 0.4732 0.5424
64 2.1745 0.4737 0.5526
65 2.1662 0.4727 0.5490
66 2.1493 0.4783 0.5460
67 2.1464 0.4818 0.5494
68 2.1360 0.4815 0.5622
69 2.1257 0.4831 0.5596
70 2.1137 0.4858 0.5460
71 2.1131 0.4869 0.5566
72 2.0943 0.4894 0.5564
73 2.0918 0.4917 0.5552
74 2.0868 0.4917 0.5566
75 2.0688 0.4963 0.5674
76 2.0668 0.4959 0.5674
77 2.0564 0.4975 0.5684
78 2.0534 0.4966 0.5748
79 2.0434 0.4990 0.5632
80 2.0502 0.4984 0.5652
81 2.0213 0.5048 0.5674
82 2.0214 0.5041 0.5666
83 2.0091 0.5080 0.5706
84 2.0085 0.5082 0.5656
85 2.0100 0.5046 0.5738
86 1.9987 0.5088 0.5696
87 1.9840 0.5087 0.5720
88 1.9837 0.5104 0.5752
89 1.9710 0.5119 0.5752
90 1.9682 0.5116 0.5750
91 1.9640 0.5165 0.5708
92 1.9670 0.5133 0.5792
93 1.9475 0.5182 0.5756
94 1.9365 0.5172 0.5784
95 1.9469 0.5190 0.5798
96 1.9317 0.5217 0.5770
97 1.9338 0.5182 0.5808
98 1.9158 0.5237 0.5824
99 1.9234 0.5219 0.5824
100 1.9074 0.5271 0.5792
101 1.9039 0.5270 0.5788
102 1.9105 0.5239 0.5806
103 1.8975 0.5271 0.5824
104 1.8852 0.5285 0.5886
105 1.8912 0.5267 0.5756
106 1.8699 0.5338 0.5818
107 1.8802 0.5293 0.5872
108 1.8678 0.5336 0.5848
109 1.8616 0.5361 0.5868
110 1.8651 0.5344 0.5844
111 1.8644 0.5342 0.5860
112 1.8573 0.5329 0.5894
113 1.8398 0.5380 0.5950
114 1.8504 0.5349 0.5872
115 1.8338 0.5404 0.5902
116 1.8389 0.5371 0.5894
117 1.8307 0.5406 0.5920
118 1.8225 0.5417 0.5900
119 1.8240 0.5408 0.5972
120 1.8151 0.5418 0.5930
121 1.8101 0.5480 0.5908
122 1.8139 0.5434 0.5914
123 1.8040 0.5453 0.5970
124 1.7947 0.5499 0.5938
125 1.7918 0.5502 0.5944
126 1.7956 0.5475 0.5982
127 1.7869 0.5480 0.5910
128 1.7740 0.5530 0.6016
129 1.7766 0.5506 0.5980
130 1.7658 0.5529 0.5998
131 1.7756 0.5531 0.6016
132 1.7741 0.5515 0.5976
133 1.7642 0.5554 0.6008
134 1.7617 0.5549 0.6018
135 1.7516 0.5552 0.5962
136 1.7583 0.5528 0.5924
137 1.7514 0.5570 0.6010
138 1.7528 0.5588 0.5976
139 1.7373 0.5624 0.6036
140 1.7419 0.5573 0.5984
141 1.7418 0.5604 0.5998
142 1.7314 0.5608 0.5946
143 1.7349 0.5610 0.5996
144 1.7280 0.5614 0.5964
145 1.7173 0.5632 0.6036
146 1.7135 0.5643 0.6078
147 1.7198 0.5622 0.6056
148 1.7052 0.5658 0.5992
149 1.7135 0.5632 0.6016
150 1.7096 0.5664 0.5972
151 1.7074 0.5653 0.6014
152 1.6924 0.5706 0.6036
153 1.6957 0.5683 0.6044
154 1.6933 0.5682 0.6040
155 1.7024 0.5662 0.6038
156 1.6841 0.5711 0.6028
157 1.6812 0.5734 0.6086
158 1.6773 0.5715 0.6046
159 1.6815 0.5712 0.6036
160 1.6803 0.5732 0.6052
161 1.6720 0.5765 0.6098
162 1.6713 0.5725 0.6044
163 1.6621 0.5763 0.6002
164 1.6702 0.5726 0.6126
165 1.6580 0.5804 0.6114
166 1.6629 0.5744 0.6084
167 1.6642 0.5754 0.6102
168 1.6525 0.5781 0.6142
169 1.6572 0.5741 0.6110
170 1.6529 0.5773 0.6108
171 1.6494 0.5784 0.6106
172 1.6381 0.5810 0.6090
173 1.6417 0.5821 0.6100
174 1.6420 0.5782 0.6154
175 1.6335 0.5807 0.6044
176 1.6268 0.5870 0.6118
177 1.6331 0.5826 0.6104
178 1.6160 0.5874 0.6082
179 1.6253 0.5853 0.6074
180 1.6175 0.5873 0.6110
181 1.6202 0.5861 0.6122
182 1.6209 0.5858 0.6110
183 1.6154 0.5871 0.6128
184 1.6191 0.5841 0.6112
185 1.6131 0.5861 0.6116

128
tikz/validation-curve/cifar100_baseline_20170419-2256-28_history.csv Normal file
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@ -0,0 +1,128 @@
loss,acc,val_acc
4.6073,0.0548,0.1594
4.1564,0.1122,0.2056
3.9673,0.1479,0.2354
3.8165,0.1765,0.2716
3.6985,0.2026,0.3000
3.5974,0.2249,0.3234
3.5157,0.2396,0.3334
3.4481,0.2527,0.3506
3.3836,0.2673,0.3652
3.3252,0.2779,0.3716
3.2735,0.2860,0.3756
3.2276,0.2959,0.3882
3.1713,0.3056,0.3960
3.1303,0.3111,0.4076
3.0869,0.3201,0.4088
3.0511,0.3284,0.4218
3.0163,0.3330,0.4236
2.9730,0.3413,0.4276
2.9418,0.3446,0.4338
2.9146,0.3496,0.4362
2.8724,0.3570,0.4448
2.8523,0.3587,0.4538
2.8176,0.3666,0.4576
2.7892,0.3707,0.4626
2.7570,0.3772,0.4704
2.7380,0.3782,0.4686
2.7117,0.3845,0.4666
2.6829,0.3905,0.4798
2.6635,0.3931,0.4804
2.6413,0.3945,0.4868
2.6213,0.3997,0.4872
2.5987,0.4034,0.4828
2.5843,0.4056,0.4888
2.5649,0.4072,0.4930
2.5452,0.4120,0.4960
2.5139,0.4154,0.4966
2.5085,0.4169,0.5048
2.4903,0.4220,0.4986
2.4654,0.4258,0.5088
2.4607,0.4237,0.5152
2.4364,0.4287,0.5118
2.4235,0.4291,0.5156
2.4063,0.4367,0.5218
2.3971,0.4369,0.5192
2.3782,0.4423,0.5210
2.3678,0.4420,0.5202
2.3489,0.4455,0.5166
2.3335,0.4502,0.5272
2.3314,0.4471,0.5292
2.3174,0.4483,0.5328
2.2958,0.4532,0.5260
2.2881,0.4550,0.5326
2.2752,0.4562,0.5392
2.2617,0.4608,0.5358
2.2544,0.4637,0.5326
2.2380,0.4638,0.5346
2.2333,0.4648,0.5314
2.2211,0.4689,0.5412
2.1995,0.4729,0.5422
2.1966,0.4712,0.5414
2.1962,0.4706,0.5446
2.1766,0.4726,0.5444
2.1750,0.4735,0.5522
2.1661,0.4740,0.5526
2.1502,0.4773,0.5480
2.1478,0.4819,0.5528
2.1377,0.4813,0.5606
2.1256,0.4833,0.5620
2.1141,0.4844,0.5482
2.1142,0.4857,0.5526
2.0969,0.4893,0.5550
2.0912,0.4907,0.5566
2.0880,0.4910,0.5604
2.0688,0.4961,0.5722
2.0679,0.4954,0.5636
2.0575,0.4976,0.5674
2.0537,0.4959,0.5768
2.0442,0.4979,0.5634
2.0502,0.4956,0.5690
2.0221,0.5038,0.5650
2.0229,0.5032,0.5698
2.0096,0.5065,0.5724
2.0107,0.5081,0.5658
2.0129,0.5035,0.5724
1.9993,0.5085,0.5658
1.9848,0.5089,0.5748
1.9844,0.5118,0.5786
1.9713,0.5113,0.5738
1.9684,0.5117,0.5770
1.9659,0.5141,0.5762
1.9673,0.5135,0.5758
1.9486,0.5197,0.5774
1.9385,0.5166,0.5782
1.9491,0.5179,0.5788
1.9320,0.5225,0.5822
1.9351,0.5194,0.5792
1.9175,0.5237,0.5842
1.9235,0.5223,0.5806
1.9092,0.5258,0.5800
1.9057,0.5258,0.5838
1.9117,0.5252,0.5820
1.8984,0.5280,0.5864
1.8867,0.5275,0.5894
1.8930,0.5264,0.5790
1.8716,0.5337,0.5858
1.8840,0.5292,0.5866
1.8686,0.5320,0.5844
1.8613,0.5348,0.5866
1.8653,0.5351,0.5874
1.8661,0.5322,0.5856
1.8585,0.5330,0.5910
1.8404,0.5390,0.5954
1.8506,0.5360,0.5896
1.8336,0.5413,0.5878
1.8399,0.5368,0.5902
1.8326,0.5416,0.5996
1.8244,0.5403,0.5910
1.8259,0.5406,0.5984
1.8151,0.5441,0.5904
1.8127,0.5462,0.5972
1.8141,0.5451,0.5956
1.8064,0.5440,0.5940
1.7957,0.5498,0.5946
1.7927,0.5497,0.5946
1.7976,0.5472,0.5944
1.7893,0.5483,0.5948
1.7748,0.5533,0.5992
1 loss acc val_acc
2 4.6073 0.0548 0.1594
3 4.1564 0.1122 0.2056
4 3.9673 0.1479 0.2354
5 3.8165 0.1765 0.2716
6 3.6985 0.2026 0.3000
7 3.5974 0.2249 0.3234
8 3.5157 0.2396 0.3334
9 3.4481 0.2527 0.3506
10 3.3836 0.2673 0.3652
11 3.3252 0.2779 0.3716
12 3.2735 0.2860 0.3756
13 3.2276 0.2959 0.3882
14 3.1713 0.3056 0.3960
15 3.1303 0.3111 0.4076
16 3.0869 0.3201 0.4088
17 3.0511 0.3284 0.4218
18 3.0163 0.3330 0.4236
19 2.9730 0.3413 0.4276
20 2.9418 0.3446 0.4338
21 2.9146 0.3496 0.4362
22 2.8724 0.3570 0.4448
23 2.8523 0.3587 0.4538
24 2.8176 0.3666 0.4576
25 2.7892 0.3707 0.4626
26 2.7570 0.3772 0.4704
27 2.7380 0.3782 0.4686
28 2.7117 0.3845 0.4666
29 2.6829 0.3905 0.4798
30 2.6635 0.3931 0.4804
31 2.6413 0.3945 0.4868
32 2.6213 0.3997 0.4872
33 2.5987 0.4034 0.4828
34 2.5843 0.4056 0.4888
35 2.5649 0.4072 0.4930
36 2.5452 0.4120 0.4960
37 2.5139 0.4154 0.4966
38 2.5085 0.4169 0.5048
39 2.4903 0.4220 0.4986
40 2.4654 0.4258 0.5088
41 2.4607 0.4237 0.5152
42 2.4364 0.4287 0.5118
43 2.4235 0.4291 0.5156
44 2.4063 0.4367 0.5218
45 2.3971 0.4369 0.5192
46 2.3782 0.4423 0.5210
47 2.3678 0.4420 0.5202
48 2.3489 0.4455 0.5166
49 2.3335 0.4502 0.5272
50 2.3314 0.4471 0.5292
51 2.3174 0.4483 0.5328
52 2.2958 0.4532 0.5260
53 2.2881 0.4550 0.5326
54 2.2752 0.4562 0.5392
55 2.2617 0.4608 0.5358
56 2.2544 0.4637 0.5326
57 2.2380 0.4638 0.5346
58 2.2333 0.4648 0.5314
59 2.2211 0.4689 0.5412
60 2.1995 0.4729 0.5422
61 2.1966 0.4712 0.5414
62 2.1962 0.4706 0.5446
63 2.1766 0.4726 0.5444
64 2.1750 0.4735 0.5522
65 2.1661 0.4740 0.5526
66 2.1502 0.4773 0.5480
67 2.1478 0.4819 0.5528
68 2.1377 0.4813 0.5606
69 2.1256 0.4833 0.5620
70 2.1141 0.4844 0.5482
71 2.1142 0.4857 0.5526
72 2.0969 0.4893 0.5550
73 2.0912 0.4907 0.5566
74 2.0880 0.4910 0.5604
75 2.0688 0.4961 0.5722
76 2.0679 0.4954 0.5636
77 2.0575 0.4976 0.5674
78 2.0537 0.4959 0.5768
79 2.0442 0.4979 0.5634
80 2.0502 0.4956 0.5690
81 2.0221 0.5038 0.5650
82 2.0229 0.5032 0.5698
83 2.0096 0.5065 0.5724
84 2.0107 0.5081 0.5658
85 2.0129 0.5035 0.5724
86 1.9993 0.5085 0.5658
87 1.9848 0.5089 0.5748
88 1.9844 0.5118 0.5786
89 1.9713 0.5113 0.5738
90 1.9684 0.5117 0.5770
91 1.9659 0.5141 0.5762
92 1.9673 0.5135 0.5758
93 1.9486 0.5197 0.5774
94 1.9385 0.5166 0.5782
95 1.9491 0.5179 0.5788
96 1.9320 0.5225 0.5822
97 1.9351 0.5194 0.5792
98 1.9175 0.5237 0.5842
99 1.9235 0.5223 0.5806
100 1.9092 0.5258 0.5800
101 1.9057 0.5258 0.5838
102 1.9117 0.5252 0.5820
103 1.8984 0.5280 0.5864
104 1.8867 0.5275 0.5894
105 1.8930 0.5264 0.5790
106 1.8716 0.5337 0.5858
107 1.8840 0.5292 0.5866
108 1.8686 0.5320 0.5844
109 1.8613 0.5348 0.5866
110 1.8653 0.5351 0.5874
111 1.8661 0.5322 0.5856
112 1.8585 0.5330 0.5910
113 1.8404 0.5390 0.5954
114 1.8506 0.5360 0.5896
115 1.8336 0.5413 0.5878
116 1.8399 0.5368 0.5902
117 1.8326 0.5416 0.5996
118 1.8244 0.5403 0.5910
119 1.8259 0.5406 0.5984
120 1.8151 0.5441 0.5904
121 1.8127 0.5462 0.5972
122 1.8141 0.5451 0.5956
123 1.8064 0.5440 0.5940
124 1.7957 0.5498 0.5946
125 1.7927 0.5497 0.5946
126 1.7976 0.5472 0.5944
127 1.7893 0.5483 0.5948
128 1.7748 0.5533 0.5992

156
tikz/validation-curve/cifar100_baseline_20170419-2336-21_history.csv Normal file
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@ -0,0 +1,156 @@
loss,acc,val_acc
4.6072,0.0550,0.1602
4.1563,0.1121,0.2042
3.9683,0.1474,0.2372
3.8168,0.1770,0.2726
3.6986,0.2025,0.3014
3.5978,0.2247,0.3218
3.5157,0.2402,0.3352
3.4481,0.2528,0.3510
3.3834,0.2678,0.3646
3.3249,0.2775,0.3700
3.2731,0.2864,0.3730
3.2269,0.2959,0.3880
3.1708,0.3063,0.3948
3.1301,0.3113,0.4048
3.0865,0.3188,0.4106
3.0510,0.3284,0.4176
3.0162,0.3314,0.4226
2.9731,0.3405,0.4286
2.9413,0.3451,0.4334
2.9136,0.3502,0.4352
2.8723,0.3561,0.4428
2.8516,0.3596,0.4536
2.8168,0.3676,0.4582
2.7880,0.3710,0.4610
2.7569,0.3782,0.4670
2.7373,0.3794,0.4698
2.7107,0.3847,0.4646
2.6827,0.3917,0.4794
2.6626,0.3940,0.4768
2.6415,0.3949,0.4862
2.6205,0.3994,0.4854
2.5979,0.4026,0.4830
2.5834,0.4062,0.4900
2.5639,0.4089,0.4924
2.5454,0.4121,0.4972
2.5133,0.4163,0.4970
2.5083,0.4168,0.5036
2.4894,0.4214,0.4998
2.4654,0.4261,0.5080
2.4597,0.4237,0.5142
2.4348,0.4296,0.5142
2.4236,0.4302,0.5128
2.4058,0.4355,0.5220
2.3971,0.4359,0.5170
2.3781,0.4434,0.5202
2.3664,0.4425,0.5188
2.3488,0.4465,0.5170
2.3331,0.4489,0.5248
2.3297,0.4479,0.5288
2.3161,0.4485,0.5324
2.2956,0.4526,0.5224
2.2881,0.4548,0.5352
2.2758,0.4558,0.5354
2.2612,0.4598,0.5374
2.2532,0.4640,0.5320
2.2390,0.4633,0.5344
2.2326,0.4646,0.5346
2.2206,0.4668,0.5398
2.1984,0.4726,0.5398
2.1967,0.4694,0.5400
2.1969,0.4711,0.5428
2.1749,0.4726,0.5452
2.1742,0.4750,0.5516
2.1663,0.4740,0.5468
2.1490,0.4783,0.5462
2.1463,0.4820,0.5494
2.1355,0.4832,0.5586
2.1248,0.4832,0.5582
2.1141,0.4865,0.5476
2.1145,0.4852,0.5566
2.0949,0.4887,0.5564
2.0906,0.4905,0.5600
2.0872,0.4911,0.5590
2.0699,0.4946,0.5686
2.0683,0.4944,0.5684
2.0568,0.4962,0.5630
2.0538,0.4962,0.5734
2.0439,0.4990,0.5652
2.0497,0.4984,0.5654
2.0209,0.5039,0.5646
2.0223,0.5044,0.5692
2.0097,0.5074,0.5728
2.0080,0.5094,0.5674
2.0090,0.5037,0.5760
2.0001,0.5083,0.5714
1.9832,0.5091,0.5772
1.9848,0.5111,0.5780
1.9700,0.5111,0.5762
1.9692,0.5134,0.5748
1.9639,0.5170,0.5708
1.9676,0.5121,0.5834
1.9468,0.5192,0.5802
1.9376,0.5159,0.5776
1.9486,0.5177,0.5820
1.9329,0.5222,0.5808
1.9348,0.5206,0.5840
1.9161,0.5222,0.5800
1.9231,0.5223,0.5784
1.9095,0.5268,0.5762
1.9056,0.5278,0.5824
1.9128,0.5237,0.5818
1.8989,0.5279,0.5868
1.8864,0.5284,0.5852
1.8925,0.5260,0.5820
1.8714,0.5337,0.5878
1.8815,0.5290,0.5912
1.8687,0.5328,0.5848
1.8626,0.5351,0.5866
1.8652,0.5338,0.5844
1.8651,0.5325,0.5866
1.8587,0.5330,0.5898
1.8389,0.5374,0.5948
1.8501,0.5352,0.5870
1.8349,0.5392,0.5930
1.8399,0.5359,0.5900
1.8306,0.5406,0.5926
1.8242,0.5411,0.5904
1.8250,0.5404,0.6016
1.8144,0.5446,0.5936
1.8117,0.5478,0.5942
1.8153,0.5438,0.5938
1.8061,0.5449,0.5922
1.7981,0.5487,0.5904
1.7929,0.5492,0.5918
1.7972,0.5469,0.6046
1.7903,0.5485,0.5978
1.7750,0.5528,0.6020
1.7781,0.5509,0.6046
1.7670,0.5527,0.6012
1.7780,0.5517,0.5978
1.7741,0.5521,0.6022
1.7660,0.5548,0.5990
1.7633,0.5557,0.5986
1.7536,0.5556,0.5994
1.7613,0.5510,0.5994
1.7530,0.5570,0.6074
1.7551,0.5583,0.5952
1.7389,0.5626,0.6060
1.7448,0.5577,0.6010
1.7407,0.5605,0.6034
1.7357,0.5597,0.6020
1.7366,0.5620,0.6050
1.7291,0.5629,0.6078
1.7190,0.5629,0.6106
1.7154,0.5632,0.6096
1.7198,0.5634,0.6066
1.7084,0.5658,0.6014
1.7132,0.5641,0.6058
1.7111,0.5669,0.5968
1.7111,0.5665,0.6046
1.6949,0.5711,0.6042
1.6989,0.5682,0.6052
1.6934,0.5676,0.6088
1.7035,0.5652,0.6054
1.6846,0.5691,0.6076
1 loss acc val_acc
2 4.6072 0.0550 0.1602
3 4.1563 0.1121 0.2042
4 3.9683 0.1474 0.2372
5 3.8168 0.1770 0.2726
6 3.6986 0.2025 0.3014
7 3.5978 0.2247 0.3218
8 3.5157 0.2402 0.3352
9 3.4481 0.2528 0.3510
10 3.3834 0.2678 0.3646
11 3.3249 0.2775 0.3700
12 3.2731 0.2864 0.3730
13 3.2269 0.2959 0.3880
14 3.1708 0.3063 0.3948
15 3.1301 0.3113 0.4048
16 3.0865 0.3188 0.4106
17 3.0510 0.3284 0.4176
18 3.0162 0.3314 0.4226
19 2.9731 0.3405 0.4286
20 2.9413 0.3451 0.4334
21 2.9136 0.3502 0.4352
22 2.8723 0.3561 0.4428
23 2.8516 0.3596 0.4536
24 2.8168 0.3676 0.4582
25 2.7880 0.3710 0.4610
26 2.7569 0.3782 0.4670
27 2.7373 0.3794 0.4698
28 2.7107 0.3847 0.4646
29 2.6827 0.3917 0.4794
30 2.6626 0.3940 0.4768
31 2.6415 0.3949 0.4862
32 2.6205 0.3994 0.4854
33 2.5979 0.4026 0.4830
34 2.5834 0.4062 0.4900
35 2.5639 0.4089 0.4924
36 2.5454 0.4121 0.4972
37 2.5133 0.4163 0.4970
38 2.5083 0.4168 0.5036
39 2.4894 0.4214 0.4998
40 2.4654 0.4261 0.5080
41 2.4597 0.4237 0.5142
42 2.4348 0.4296 0.5142
43 2.4236 0.4302 0.5128
44 2.4058 0.4355 0.5220
45 2.3971 0.4359 0.5170
46 2.3781 0.4434 0.5202
47 2.3664 0.4425 0.5188
48 2.3488 0.4465 0.5170
49 2.3331 0.4489 0.5248
50 2.3297 0.4479 0.5288
51 2.3161 0.4485 0.5324
52 2.2956 0.4526 0.5224
53 2.2881 0.4548 0.5352
54 2.2758 0.4558 0.5354
55 2.2612 0.4598 0.5374
56 2.2532 0.4640 0.5320
57 2.2390 0.4633 0.5344
58 2.2326 0.4646 0.5346
59 2.2206 0.4668 0.5398
60 2.1984 0.4726 0.5398
61 2.1967 0.4694 0.5400
62 2.1969 0.4711 0.5428
63 2.1749 0.4726 0.5452
64 2.1742 0.4750 0.5516
65 2.1663 0.4740 0.5468
66 2.1490 0.4783 0.5462
67 2.1463 0.4820 0.5494
68 2.1355 0.4832 0.5586
69 2.1248 0.4832 0.5582
70 2.1141 0.4865 0.5476
71 2.1145 0.4852 0.5566
72 2.0949 0.4887 0.5564
73 2.0906 0.4905 0.5600
74 2.0872 0.4911 0.5590
75 2.0699 0.4946 0.5686
76 2.0683 0.4944 0.5684
77 2.0568 0.4962 0.5630
78 2.0538 0.4962 0.5734
79 2.0439 0.4990 0.5652
80 2.0497 0.4984 0.5654
81 2.0209 0.5039 0.5646
82 2.0223 0.5044 0.5692
83 2.0097 0.5074 0.5728
84 2.0080 0.5094 0.5674
85 2.0090 0.5037 0.5760
86 2.0001 0.5083 0.5714
87 1.9832 0.5091 0.5772
88 1.9848 0.5111 0.5780
89 1.9700 0.5111 0.5762
90 1.9692 0.5134 0.5748
91 1.9639 0.5170 0.5708
92 1.9676 0.5121 0.5834
93 1.9468 0.5192 0.5802
94 1.9376 0.5159 0.5776
95 1.9486 0.5177 0.5820
96 1.9329 0.5222 0.5808
97 1.9348 0.5206 0.5840
98 1.9161 0.5222 0.5800
99 1.9231 0.5223 0.5784
100 1.9095 0.5268 0.5762
101 1.9056 0.5278 0.5824
102 1.9128 0.5237 0.5818
103 1.8989 0.5279 0.5868
104 1.8864 0.5284 0.5852
105 1.8925 0.5260 0.5820
106 1.8714 0.5337 0.5878
107 1.8815 0.5290 0.5912
108 1.8687 0.5328 0.5848
109 1.8626 0.5351 0.5866
110 1.8652 0.5338 0.5844
111 1.8651 0.5325 0.5866
112 1.8587 0.5330 0.5898
113 1.8389 0.5374 0.5948
114 1.8501 0.5352 0.5870
115 1.8349 0.5392 0.5930
116 1.8399 0.5359 0.5900
117 1.8306 0.5406 0.5926
118 1.8242 0.5411 0.5904
119 1.8250 0.5404 0.6016
120 1.8144 0.5446 0.5936
121 1.8117 0.5478 0.5942
122 1.8153 0.5438 0.5938
123 1.8061 0.5449 0.5922
124 1.7981 0.5487 0.5904
125 1.7929 0.5492 0.5918
126 1.7972 0.5469 0.6046
127 1.7903 0.5485 0.5978
128 1.7750 0.5528 0.6020
129 1.7781 0.5509 0.6046
130 1.7670 0.5527 0.6012
131 1.7780 0.5517 0.5978
132 1.7741 0.5521 0.6022
133 1.7660 0.5548 0.5990
134 1.7633 0.5557 0.5986
135 1.7536 0.5556 0.5994
136 1.7613 0.5510 0.5994
137 1.7530 0.5570 0.6074
138 1.7551 0.5583 0.5952
139 1.7389 0.5626 0.6060
140 1.7448 0.5577 0.6010
141 1.7407 0.5605 0.6034
142 1.7357 0.5597 0.6020
143 1.7366 0.5620 0.6050
144 1.7291 0.5629 0.6078
145 1.7190 0.5629 0.6106
146 1.7154 0.5632 0.6096
147 1.7198 0.5634 0.6066
148 1.7084 0.5658 0.6014
149 1.7132 0.5641 0.6058
150 1.7111 0.5669 0.5968
151 1.7111 0.5665 0.6046
152 1.6949 0.5711 0.6042
153 1.6989 0.5682 0.6052
154 1.6934 0.5676 0.6088
155 1.7035 0.5652 0.6054
156 1.6846 0.5691 0.6076

45
tikz/validation-curve/edit_curve.py Normal file
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#!/usr/bin/env python
import csv
import glob
import numpy as np
history_files = glob.glob("*.csv")
data = []
for filename in history_files:
print(filename)
with open(filename) as f:
reader = csv.reader(f)
datathis = [row for row in reader]
if len(data) == 0:
for i, el in enumerate(datathis):
if i == 0:
continue
data.append([float(el[2])])
print(data)
else:
for i, el in enumerate(datathis):
if i == 0:
continue
if i == len(data):
break
data[i - 1].append(float(el[2]))
print("!" * 80)
print(data)
print("-" * 80)
max_range = 0
with open('baseline_cifar_test_acc.csv', 'w') as fp:
writer = csv.writer(fp, delimiter=',')
writer.writerow(["epoch", "min_acc", "max_acc", "mean_acc"])
for epoch, row in enumerate(data):
if len(row) < 10:
print(row)
print(len(row))
break
max_range = max(max_range, max(row) - min(row))
print("max range={}, epoch={}".format(max_range, epoch))
writer.writerow([epoch, min(row), max(row), np.array(row).mean()])
print(max_range)

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41
tikz/validation-curve/validation-curve.tex Normal file
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\documentclass[varwidth=true, border=2pt]{standalone}
\usepackage[utf8]{inputenc} % this is needed for umlauts
\usepackage[ngerman]{babel} % this is needed for umlauts
\usepackage[T1]{fontenc} % this is needed for correct output of umlauts in pdf
\usepackage[margin=2.5cm]{geometry} %layout
\usepackage{tikz}
\usepackage{pgfplots}
\pgfplotsset{compat=1.13}
\begin{document}
\begin{tikzpicture}
\begin{axis}[
axis x line=middle,
axis y line=middle,
enlarge y limits=true,
xmin=0,
%xmax=2014,
ymin=0.15,
% ymax=26000,
width=15cm, height=8cm, % size of the image
grid = major,
grid style={dashed, gray!30},
ylabel=validation error,
ylabel style={at={(0,1.0)}},
xlabel=epoch,
legend style={at={(0.8,0.71)}, anchor=north},
legend cell align=right,
xticklabel style=
{/pgf/number format/1000 sep=,rotate=60,anchor=east,font=\scriptsize},
% yticklabel style=
% {scaled ticks=false,/pgf/number format/1000 sep=\,,rotate=0,anchor=east,font=\scriptsize},
% legend style={draw=none, legend columns=-1}
]
\addplot[thick, red, mark=., densely dashed] table [x=epoch, y=max_acc, col sep=comma] {baseline_cifar_test_acc.csv};
\addplot[thick, blue, mark=.] table [x=epoch,y=min_acc, col sep=comma] {baseline_cifar_test_acc.csv};
\legend{maximum validation accuracy, minimum validation accuracy}
\end{axis}
\end{tikzpicture}d
\end{document}