Normalize reproducibility source-data line endings
Browse files- SHA256SUMS +14 -14
- cifar10-vgg8/fefet/training_curve.csv +201 -201
- cifar10-vgg8/flash/training_curve.csv +201 -201
- cifar10-vgg8/pcm/training_curve.csv +201 -201
- cifar10-vgg8/reram/training_curve.csv +201 -201
- cifar10-vgg8/stt/training_curve.csv +201 -201
- mnist-mlp/fefet/training_curve.csv +51 -51
- mnist-mlp/flash/training_curve.csv +51 -51
- mnist-mlp/pcm/training_curve.csv +51 -51
- mnist-mlp/reram/training_curve.csv +51 -51
- mnist-mlp/stt/training_curve.csv +51 -51
- mnist_release_selection.csv +6 -6
- paper/figure-s10/pcm/training_curve.csv +201 -201
- paper/figure-s9/pcm/training_curve.csv +51 -51
- vgg8_release_selection.csv +6 -6
SHA256SUMS
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@@ -4,63 +4,63 @@ feed0812b0cf4fe1531505f5e468da2051d8fa6b1bcb9a115111afca704d6b9f README.md
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ce43b708db231ee67a910babea447acae27c751e3e0199f8a52b45feeb2956e2 cifar10-vgg8/fefet/evaluation.json
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396b7e8c7084740d794000340cbc21bb76b1612962b9545eee37f99bd1bd4a40 cifar10-vgg8/stt/config.json
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42d384f131682af441425fd6e224bb83750b2f92891d7cf977ad27e64e374f83 manifest.json
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| 30 |
e9390428f8e4926baeb744e825d92a291eba46f4378c628114b04a8950c94b34 mnist-mlp/fefet/config.json
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4a87cb024224ba200fd7216ddd83e937af7d3b9d581ab082e8a876b46858ddb0 mnist-mlp/fefet/evaluation.json
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| 44 |
-
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| 49 |
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| 50 |
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f1ed7fb25d83fc97ebbcff9635d733c7429e9307abc04815c79a06ff8abd732e paper/figure-s10/pcm/config.json
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ce43b708db231ee67a910babea447acae27c751e3e0199f8a52b45feeb2956e2 cifar10-vgg8/fefet/evaluation.json
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3346424728abfd363bd7b5293fb7e89e45b041ed7aeff14f47d0b9ed771d92c9 cifar10-vgg8/flash/training_curve.csv
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a0c3159f753353d7e90ed942ef4fafc31ab61d76366160ae65be5f03cbd5f21f cifar10-vgg8/reram/training_curve.csv
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7eb69fe9c689af74e76cb2edfffc04b9e7ec4b8737ebfd7aa26e51c09a57cc2c mnist-mlp/reram/training_curve.csv
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915e2ff347aea03534613194c394af791b215251f1efaa60db801e91b963d608 vgg8_release_selection.csv
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cifar10-vgg8/fefet/training_curve.csv
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epoch,train_loss,train_acc,val_loss,val_acc,lr
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1,1.855885,0.3471,2.708632,0.2550,0.00047414
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2,1.656223,0.4403,3.439342,0.1559,0.00047405
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3,1.570089,0.4802,2.959252,0.2162,0.00047391
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4,1.506786,0.5113,2.408129,0.2976,0.00047370
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5,1.461150,0.5315,4.563607,0.2869,0.00047344
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6,1.419531,0.5504,4.204481,0.2918,0.00047312
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7,1.382694,0.5669,3.037457,0.2921,0.00047274
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8,1.353363,0.5803,1.951460,0.4064,0.00047230
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9,1.335654,0.5859,2.320720,0.3560,0.00047181
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10,1.310345,0.5991,3.956586,0.2443,0.00047125
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11,1.286220,0.6120,2.050678,0.3856,0.00047064
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12,1.269996,0.6182,2.950236,0.3117,0.00046997
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13,1.252427,0.6240,2.464109,0.3361,0.00046924
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14,1.238713,0.6334,3.273235,0.2876,0.00046846
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15,1.221279,0.6387,5.134800,0.2538,0.00046762
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| 17 |
-
16,1.210526,0.6435,1.726893,0.5038,0.00046672
|
| 18 |
-
17,1.185102,0.6533,1.696939,0.4714,0.00046577
|
| 19 |
-
18,1.167254,0.6659,2.418556,0.3812,0.00046476
|
| 20 |
-
19,1.151563,0.6718,1.956760,0.4588,0.00046369
|
| 21 |
-
20,1.136117,0.6781,3.184170,0.2358,0.00046257
|
| 22 |
-
21,1.109596,0.6880,2.027053,0.4543,0.00046139
|
| 23 |
-
22,1.086550,0.6997,2.214282,0.3703,0.00046015
|
| 24 |
-
23,1.067572,0.7085,1.721441,0.5401,0.00045887
|
| 25 |
-
24,1.045210,0.7167,2.098190,0.4328,0.00045752
|
| 26 |
-
25,1.026044,0.7288,2.200173,0.4319,0.00045612
|
| 27 |
-
26,1.001969,0.7391,1.490926,0.5586,0.00045467
|
| 28 |
-
27,0.979223,0.7496,2.260325,0.4069,0.00045317
|
| 29 |
-
28,0.958440,0.7554,2.415356,0.3972,0.00045161
|
| 30 |
-
29,0.945942,0.7630,1.799071,0.4666,0.00044999
|
| 31 |
-
30,0.924108,0.7728,2.060208,0.3694,0.00044833
|
| 32 |
-
31,0.911440,0.7772,1.745671,0.5466,0.00044661
|
| 33 |
-
32,0.892259,0.7871,1.924675,0.4488,0.00044484
|
| 34 |
-
33,0.878082,0.7926,2.273469,0.3565,0.00044302
|
| 35 |
-
34,0.861059,0.8004,2.630978,0.3387,0.00044115
|
| 36 |
-
35,0.850186,0.8060,1.750766,0.5467,0.00043923
|
| 37 |
-
36,0.836388,0.8103,1.591183,0.5734,0.00043726
|
| 38 |
-
37,0.827944,0.8147,2.309692,0.4436,0.00043524
|
| 39 |
-
38,0.814837,0.8218,1.457238,0.5746,0.00043317
|
| 40 |
-
39,0.801159,0.8282,1.980195,0.4161,0.00043106
|
| 41 |
-
40,0.790676,0.8316,2.317841,0.3898,0.00042889
|
| 42 |
-
41,0.785766,0.8337,2.029392,0.4013,0.00042668
|
| 43 |
-
42,0.772499,0.8398,1.205398,0.6605,0.00042442
|
| 44 |
-
43,0.761609,0.8447,1.601234,0.5381,0.00042211
|
| 45 |
-
44,0.753653,0.8493,1.477304,0.5980,0.00041976
|
| 46 |
-
45,0.745567,0.8521,1.230859,0.6635,0.00041737
|
| 47 |
-
46,0.736289,0.8565,1.417067,0.5976,0.00041493
|
| 48 |
-
47,0.729905,0.8588,1.403179,0.5850,0.00041244
|
| 49 |
-
48,0.720718,0.8640,2.035509,0.4676,0.00040991
|
| 50 |
-
49,0.713323,0.8667,1.472645,0.5543,0.00040734
|
| 51 |
-
50,0.704326,0.8733,1.271501,0.6229,0.00040473
|
| 52 |
-
51,0.701857,0.8713,4.382597,0.2296,0.00040208
|
| 53 |
-
52,0.688176,0.8780,1.438767,0.5855,0.00039938
|
| 54 |
-
53,0.686359,0.8802,1.104908,0.7098,0.00039665
|
| 55 |
-
54,0.681456,0.8810,1.582085,0.5665,0.00039387
|
| 56 |
-
55,0.674515,0.8850,1.903254,0.4283,0.00039106
|
| 57 |
-
56,0.665472,0.8866,1.158383,0.6834,0.00038821
|
| 58 |
-
57,0.658552,0.8918,1.696687,0.5425,0.00038532
|
| 59 |
-
58,0.658642,0.8929,1.979659,0.4659,0.00038240
|
| 60 |
-
59,0.649168,0.8959,1.894451,0.4531,0.00037944
|
| 61 |
-
60,0.644228,0.8980,1.468730,0.6083,0.00037644
|
| 62 |
-
61,0.638176,0.9019,1.181187,0.7069,0.00037341
|
| 63 |
-
62,0.633805,0.9035,1.504194,0.5619,0.00037035
|
| 64 |
-
63,0.627074,0.9065,1.013080,0.7532,0.00036725
|
| 65 |
-
64,0.625506,0.9074,1.266894,0.6464,0.00036412
|
| 66 |
-
65,0.618331,0.9102,1.265004,0.7168,0.00036096
|
| 67 |
-
66,0.615812,0.9106,1.689718,0.5991,0.00035777
|
| 68 |
-
67,0.612355,0.9142,1.483474,0.5887,0.00035455
|
| 69 |
-
68,0.605785,0.9166,1.014837,0.7372,0.00035130
|
| 70 |
-
69,0.599592,0.9188,1.577732,0.5124,0.00034802
|
| 71 |
-
70,0.595368,0.9194,1.094776,0.7466,0.00034472
|
| 72 |
-
71,0.593040,0.9210,1.277178,0.6700,0.00034139
|
| 73 |
-
72,0.585335,0.9249,1.502793,0.6302,0.00033803
|
| 74 |
-
73,0.580769,0.9263,1.415179,0.6882,0.00033465
|
| 75 |
-
74,0.579782,0.9277,1.067546,0.7237,0.00033124
|
| 76 |
-
75,0.576464,0.9291,1.236825,0.6805,0.00032781
|
| 77 |
-
76,0.570193,0.9335,1.695129,0.5628,0.00032436
|
| 78 |
-
77,0.562836,0.9353,1.460553,0.5948,0.00032089
|
| 79 |
-
78,0.562566,0.9363,0.835809,0.8186,0.00031739
|
| 80 |
-
79,0.557802,0.9377,1.003716,0.7782,0.00031388
|
| 81 |
-
80,0.559601,0.9372,1.354774,0.6082,0.00031035
|
| 82 |
-
81,0.553221,0.9403,1.106387,0.7147,0.00030680
|
| 83 |
-
82,0.547454,0.9433,1.149825,0.7371,0.00030323
|
| 84 |
-
83,0.544760,0.9441,0.969988,0.7652,0.00029965
|
| 85 |
-
84,0.545428,0.9432,0.953716,0.7812,0.00029605
|
| 86 |
-
85,0.536733,0.9481,1.099628,0.7352,0.00029243
|
| 87 |
-
86,0.532358,0.9512,1.262992,0.7165,0.00028880
|
| 88 |
-
87,0.534604,0.9481,1.142066,0.7214,0.00028516
|
| 89 |
-
88,0.529019,0.9502,1.565651,0.6357,0.00028151
|
| 90 |
-
89,0.523470,0.9534,2.500752,0.3822,0.00027785
|
| 91 |
-
90,0.521911,0.9550,2.375817,0.4323,0.00027417
|
| 92 |
-
91,0.517608,0.9573,1.025569,0.7549,0.00027049
|
| 93 |
-
92,0.517425,0.9565,1.599916,0.5992,0.00026680
|
| 94 |
-
93,0.515009,0.9578,0.845450,0.8202,0.00026310
|
| 95 |
-
94,0.509772,0.9604,0.903803,0.7894,0.00025940
|
| 96 |
-
95,0.507834,0.9604,1.454192,0.6048,0.00025569
|
| 97 |
-
96,0.504551,0.9621,1.115913,0.7257,0.00025197
|
| 98 |
-
97,0.502223,0.9631,1.193066,0.6930,0.00024825
|
| 99 |
-
98,0.499735,0.9653,1.076265,0.7169,0.00024453
|
| 100 |
-
99,0.498022,0.9649,0.884590,0.8154,0.00024081
|
| 101 |
-
100,0.492726,0.9673,1.222628,0.7101,0.00023709
|
| 102 |
-
101,0.494706,0.9661,1.169902,0.7508,0.00023336
|
| 103 |
-
102,0.489563,0.9688,1.213569,0.7337,0.00022964
|
| 104 |
-
103,0.488174,0.9685,1.452218,0.5893,0.00022592
|
| 105 |
-
104,0.483642,0.9715,1.317853,0.6720,0.00022220
|
| 106 |
-
105,0.484010,0.9710,1.264639,0.6705,0.00021848
|
| 107 |
-
106,0.481307,0.9720,0.884485,0.8066,0.00021477
|
| 108 |
-
107,0.476447,0.9746,0.880766,0.8043,0.00021107
|
| 109 |
-
108,0.475220,0.9749,1.496614,0.6581,0.00020737
|
| 110 |
-
109,0.473185,0.9756,1.071976,0.7545,0.00020368
|
| 111 |
-
110,0.472000,0.9755,0.977967,0.7661,0.00020000
|
| 112 |
-
111,0.470815,0.9772,1.256762,0.6785,0.00019632
|
| 113 |
-
112,0.466846,0.9780,0.830281,0.8267,0.00019266
|
| 114 |
-
113,0.463265,0.9796,0.901182,0.8090,0.00018901
|
| 115 |
-
114,0.463957,0.9793,0.938177,0.7859,0.00018537
|
| 116 |
-
115,0.464232,0.9783,0.815911,0.8349,0.00018174
|
| 117 |
-
116,0.459475,0.9822,0.892317,0.8113,0.00017812
|
| 118 |
-
117,0.458601,0.9814,1.006994,0.7628,0.00017452
|
| 119 |
-
118,0.455838,0.9833,0.981478,0.7669,0.00017094
|
| 120 |
-
119,0.454022,0.9839,0.792944,0.8462,0.00016737
|
| 121 |
-
120,0.454631,0.9828,1.015033,0.7621,0.00016382
|
| 122 |
-
121,0.453725,0.9827,1.150941,0.7471,0.00016029
|
| 123 |
-
122,0.449927,0.9844,1.013019,0.7693,0.00015678
|
| 124 |
-
123,0.449553,0.9852,0.808662,0.8351,0.00015328
|
| 125 |
-
124,0.447181,0.9857,0.894516,0.8100,0.00014981
|
| 126 |
-
125,0.444183,0.9864,0.876246,0.8116,0.00014636
|
| 127 |
-
126,0.443471,0.9864,0.810804,0.8308,0.00014293
|
| 128 |
-
127,0.442264,0.9878,0.913793,0.8041,0.00013952
|
| 129 |
-
128,0.442014,0.9875,1.053455,0.7570,0.00013614
|
| 130 |
-
129,0.440088,0.9877,0.866393,0.8151,0.00013278
|
| 131 |
-
130,0.439833,0.9880,1.029664,0.7682,0.00012945
|
| 132 |
-
131,0.436662,0.9897,0.852225,0.8199,0.00012615
|
| 133 |
-
132,0.435008,0.9900,1.092094,0.7426,0.00012287
|
| 134 |
-
133,0.434829,0.9899,0.736482,0.8615,0.00011962
|
| 135 |
-
134,0.433722,0.9897,0.821014,0.8341,0.00011640
|
| 136 |
-
135,0.433182,0.9902,0.810854,0.8454,0.00011321
|
| 137 |
-
136,0.430522,0.9917,0.792900,0.8385,0.00011005
|
| 138 |
-
137,0.430672,0.9908,0.899586,0.8029,0.00010692
|
| 139 |
-
138,0.429021,0.9915,0.931947,0.7924,0.00010382
|
| 140 |
-
139,0.428505,0.9912,1.007022,0.7566,0.00010076
|
| 141 |
-
140,0.426353,0.9927,0.761549,0.8535,0.00009773
|
| 142 |
-
141,0.425914,0.9919,0.750004,0.8526,0.00009473
|
| 143 |
-
142,0.425800,0.9926,0.853496,0.8195,0.00009177
|
| 144 |
-
143,0.424041,0.9931,0.913662,0.8079,0.00008885
|
| 145 |
-
144,0.423266,0.9938,0.831663,0.8197,0.00008596
|
| 146 |
-
145,0.421837,0.9939,0.730120,0.8629,0.00008311
|
| 147 |
-
146,0.420183,0.9938,0.758108,0.8489,0.00008030
|
| 148 |
-
147,0.420017,0.9940,0.748225,0.8581,0.00007752
|
| 149 |
-
148,0.420016,0.9945,0.787654,0.8416,0.00007479
|
| 150 |
-
149,0.418606,0.9949,0.838865,0.8250,0.00007209
|
| 151 |
-
150,0.417564,0.9943,0.719552,0.8702,0.00006944
|
| 152 |
-
151,0.417980,0.9946,1.049240,0.7475,0.00006683
|
| 153 |
-
152,0.417541,0.9949,0.768783,0.8474,0.00006426
|
| 154 |
-
153,0.415240,0.9957,0.745998,0.8569,0.00006173
|
| 155 |
-
154,0.416010,0.9955,0.804885,0.8344,0.00005924
|
| 156 |
-
155,0.414256,0.9951,0.786809,0.8468,0.00005680
|
| 157 |
-
156,0.414343,0.9958,0.784554,0.8478,0.00005441
|
| 158 |
-
157,0.412870,0.9962,0.738250,0.8651,0.00005206
|
| 159 |
-
158,0.412837,0.9960,0.711079,0.8686,0.00004975
|
| 160 |
-
159,0.413104,0.9954,0.702131,0.8743,0.00004749
|
| 161 |
-
160,0.411882,0.9957,0.751064,0.8582,0.00004528
|
| 162 |
-
161,0.411416,0.9966,0.698019,0.8741,0.00004311
|
| 163 |
-
162,0.410247,0.9960,0.696320,0.8759,0.00004100
|
| 164 |
-
163,0.409902,0.9966,0.730021,0.8618,0.00003893
|
| 165 |
-
164,0.409171,0.9965,0.694253,0.8751,0.00003691
|
| 166 |
-
165,0.409827,0.9964,0.746949,0.8587,0.00003494
|
| 167 |
-
166,0.408220,0.9972,0.713949,0.8649,0.00003302
|
| 168 |
-
167,0.408623,0.9965,0.701083,0.8758,0.00003115
|
| 169 |
-
168,0.407873,0.9968,0.728688,0.8670,0.00002933
|
| 170 |
-
169,0.407262,0.9969,0.677851,0.8823,0.00002756
|
| 171 |
-
170,0.407307,0.9966,0.693320,0.8773,0.00002584
|
| 172 |
-
171,0.406914,0.9972,0.714258,0.8686,0.00002418
|
| 173 |
-
172,0.406296,0.9972,0.686701,0.8779,0.00002256
|
| 174 |
-
173,0.406166,0.9971,0.682820,0.8827,0.00002100
|
| 175 |
-
174,0.405957,0.9974,0.684135,0.8798,0.00001950
|
| 176 |
-
175,0.406427,0.9967,0.687717,0.8793,0.00001805
|
| 177 |
-
176,0.405723,0.9978,0.679455,0.8812,0.00001665
|
| 178 |
-
177,0.404836,0.9978,0.683380,0.8818,0.00001531
|
| 179 |
-
178,0.404690,0.9972,0.676607,0.8818,0.00001402
|
| 180 |
-
179,0.404361,0.9974,0.681460,0.8839,0.00001278
|
| 181 |
-
180,0.404255,0.9974,0.682730,0.8825,0.00001160
|
| 182 |
-
181,0.403762,0.9979,0.675804,0.8836,0.00001048
|
| 183 |
-
182,0.404096,0.9975,0.677551,0.8851,0.00000941
|
| 184 |
-
183,0.403208,0.9979,0.681871,0.8823,0.00000840
|
| 185 |
-
184,0.403392,0.9978,0.676686,0.8837,0.00000745
|
| 186 |
-
185,0.402881,0.9982,0.673951,0.8846,0.00000655
|
| 187 |
-
186,0.402126,0.9982,0.674177,0.8848,0.00000571
|
| 188 |
-
187,0.402296,0.9982,0.673909,0.8857,0.00000493
|
| 189 |
-
188,0.402444,0.9983,0.672998,0.8837,0.00000420
|
| 190 |
-
189,0.402873,0.9976,0.672068,0.8853,0.00000353
|
| 191 |
-
190,0.402482,0.9977,0.673141,0.8860,0.00000292
|
| 192 |
-
191,0.401995,0.9984,0.671994,0.8865,0.00000237
|
| 193 |
-
192,0.402394,0.9976,0.673443,0.8860,0.00000187
|
| 194 |
-
193,0.401928,0.9979,0.671912,0.8859,0.00000143
|
| 195 |
-
194,0.402416,0.9976,0.673772,0.8854,0.00000105
|
| 196 |
-
195,0.401421,0.9979,0.673909,0.8860,0.00000073
|
| 197 |
-
196,0.401775,0.9978,0.672572,0.8869,0.00000047
|
| 198 |
-
197,0.402315,0.9979,0.673126,0.8870,0.00000026
|
| 199 |
-
198,0.402646,0.9977,0.671703,0.8869,0.00000012
|
| 200 |
-
199,0.401824,0.9978,0.671529,0.8858,0.00000003
|
| 201 |
-
200,0.402581,0.9978,0.672382,0.8859,0.00000000
|
|
|
|
| 1 |
+
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
+
1,1.855885,0.3471,2.708632,0.2550,0.00047414
|
| 3 |
+
2,1.656223,0.4403,3.439342,0.1559,0.00047405
|
| 4 |
+
3,1.570089,0.4802,2.959252,0.2162,0.00047391
|
| 5 |
+
4,1.506786,0.5113,2.408129,0.2976,0.00047370
|
| 6 |
+
5,1.461150,0.5315,4.563607,0.2869,0.00047344
|
| 7 |
+
6,1.419531,0.5504,4.204481,0.2918,0.00047312
|
| 8 |
+
7,1.382694,0.5669,3.037457,0.2921,0.00047274
|
| 9 |
+
8,1.353363,0.5803,1.951460,0.4064,0.00047230
|
| 10 |
+
9,1.335654,0.5859,2.320720,0.3560,0.00047181
|
| 11 |
+
10,1.310345,0.5991,3.956586,0.2443,0.00047125
|
| 12 |
+
11,1.286220,0.6120,2.050678,0.3856,0.00047064
|
| 13 |
+
12,1.269996,0.6182,2.950236,0.3117,0.00046997
|
| 14 |
+
13,1.252427,0.6240,2.464109,0.3361,0.00046924
|
| 15 |
+
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|
| 201 |
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200,0.402581,0.9978,0.672382,0.8859,0.00000000
|
cifar10-vgg8/flash/training_curve.csv
CHANGED
|
@@ -1,201 +1,201 @@
|
|
| 1 |
-
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
-
1,2.329336,0.1602,2.220618,0.1691,0.00215879
|
| 3 |
-
2,2.034326,0.2494,1.909629,0.2725,0.00215839
|
| 4 |
-
3,1.866400,0.3099,1.793658,0.3512,0.00215772
|
| 5 |
-
4,1.713819,0.3831,1.594734,0.4374,0.00215679
|
| 6 |
-
5,1.515056,0.4685,1.430255,0.5051,0.00215559
|
| 7 |
-
6,1.337029,0.5481,1.289383,0.5691,0.00215413
|
| 8 |
-
7,1.184416,0.6122,1.202090,0.6059,0.00215240
|
| 9 |
-
8,1.046368,0.6709,1.173857,0.6395,0.00215041
|
| 10 |
-
9,0.933396,0.7156,0.994012,0.6997,0.00214815
|
| 11 |
-
10,0.836141,0.7578,0.841418,0.7578,0.00214563
|
| 12 |
-
11,0.760916,0.7858,0.850050,0.7607,0.00214285
|
| 13 |
-
12,0.701954,0.8098,0.767696,0.7922,0.00213980
|
| 14 |
-
13,0.646827,0.8326,0.729111,0.8058,0.00213649
|
| 15 |
-
14,0.603736,0.8502,0.771944,0.7919,0.00213292
|
| 16 |
-
15,0.565353,0.8659,0.684634,0.8254,0.00212909
|
| 17 |
-
16,0.530062,0.8796,0.690641,0.8237,0.00212501
|
| 18 |
-
17,0.501308,0.8905,0.698453,0.8193,0.00212066
|
| 19 |
-
18,0.479249,0.8997,0.638172,0.8421,0.00211606
|
| 20 |
-
19,0.453913,0.9088,0.638701,0.8412,0.00211120
|
| 21 |
-
20,0.431419,0.9180,0.628628,0.8466,0.00210609
|
| 22 |
-
21,0.415718,0.9243,0.654511,0.8392,0.00210072
|
| 23 |
-
22,0.398036,0.9311,0.623276,0.8554,0.00209510
|
| 24 |
-
23,0.378924,0.9392,0.619156,0.8529,0.00208923
|
| 25 |
-
24,0.361464,0.9478,0.613796,0.8615,0.00208312
|
| 26 |
-
25,0.348892,0.9521,0.606168,0.8645,0.00207675
|
| 27 |
-
26,0.344710,0.9534,0.611595,0.8619,0.00207014
|
| 28 |
-
27,0.329561,0.9589,0.612101,0.8652,0.00206328
|
| 29 |
-
28,0.322967,0.9603,0.618034,0.8600,0.00205618
|
| 30 |
-
29,0.311580,0.9661,0.632388,0.8572,0.00204884
|
| 31 |
-
30,0.307094,0.9668,0.623146,0.8605,0.00204127
|
| 32 |
-
31,0.297397,0.9716,0.607611,0.8691,0.00203345
|
| 33 |
-
32,0.290085,0.9745,0.615837,0.8642,0.00202540
|
| 34 |
-
33,0.288810,0.9747,0.595967,0.8703,0.00201711
|
| 35 |
-
34,0.282868,0.9763,0.606572,0.8689,0.00200860
|
| 36 |
-
35,0.278126,0.9782,0.603049,0.8722,0.00199985
|
| 37 |
-
36,0.274722,0.9797,0.610755,0.8663,0.00199088
|
| 38 |
-
37,0.273343,0.9796,0.596162,0.8736,0.00198168
|
| 39 |
-
38,0.269790,0.9808,0.603180,0.8735,0.00197226
|
| 40 |
-
39,0.267056,0.9816,0.640758,0.8606,0.00196262
|
| 41 |
-
40,0.264468,0.9831,0.584533,0.8754,0.00195276
|
| 42 |
-
41,0.263850,0.9825,0.599016,0.8740,0.00194269
|
| 43 |
-
42,0.255553,0.9855,0.599745,0.8737,0.00193240
|
| 44 |
-
43,0.254886,0.9863,0.610801,0.8695,0.00192190
|
| 45 |
-
44,0.252937,0.9870,0.598428,0.8717,0.00191120
|
| 46 |
-
45,0.252730,0.9869,0.585142,0.8776,0.00190029
|
| 47 |
-
46,0.249084,0.9884,0.581903,0.8790,0.00188917
|
| 48 |
-
47,0.247791,0.9887,0.581534,0.8812,0.00187786
|
| 49 |
-
48,0.245563,0.9892,0.586260,0.8782,0.00186635
|
| 50 |
-
49,0.245075,0.9895,0.586188,0.8786,0.00185465
|
| 51 |
-
50,0.245255,0.9893,0.602664,0.8760,0.00184275
|
| 52 |
-
51,0.247994,0.9875,0.596367,0.8748,0.00183067
|
| 53 |
-
52,0.243409,0.9900,0.595941,0.8762,0.00181840
|
| 54 |
-
53,0.240422,0.9907,0.587293,0.8777,0.00180595
|
| 55 |
-
54,0.243209,0.9896,0.597280,0.8772,0.00179332
|
| 56 |
-
55,0.237980,0.9915,0.578708,0.8790,0.00178051
|
| 57 |
-
56,0.238334,0.9910,0.574599,0.8826,0.00176753
|
| 58 |
-
57,0.239299,0.9908,0.597345,0.8756,0.00175438
|
| 59 |
-
58,0.234875,0.9924,0.572872,0.8802,0.00174107
|
| 60 |
-
59,0.235608,0.9916,0.577119,0.8811,0.00172759
|
| 61 |
-
60,0.234086,0.9923,0.593120,0.8806,0.00171395
|
| 62 |
-
61,0.235032,0.9917,0.586738,0.8814,0.00170015
|
| 63 |
-
62,0.235353,0.9921,0.569481,0.8880,0.00168621
|
| 64 |
-
63,0.231857,0.9930,0.579380,0.8823,0.00167211
|
| 65 |
-
64,0.231491,0.9930,0.585919,0.8822,0.00165786
|
| 66 |
-
65,0.231813,0.9929,0.600832,0.8775,0.00164348
|
| 67 |
-
66,0.230967,0.9929,0.586217,0.8828,0.00162895
|
| 68 |
-
67,0.230092,0.9936,0.585886,0.8812,0.00161429
|
| 69 |
-
68,0.230936,0.9932,0.596555,0.8814,0.00159949
|
| 70 |
-
69,0.227274,0.9941,0.590878,0.8796,0.00158457
|
| 71 |
-
70,0.225748,0.9950,0.578215,0.8856,0.00156952
|
| 72 |
-
71,0.228928,0.9936,0.596078,0.8814,0.00155436
|
| 73 |
-
72,0.227916,0.9937,0.581509,0.8810,0.00153907
|
| 74 |
-
73,0.226927,0.9942,0.572733,0.8851,0.00152367
|
| 75 |
-
74,0.226196,0.9944,0.582293,0.8842,0.00150817
|
| 76 |
-
75,0.225418,0.9945,0.573628,0.8855,0.00149255
|
| 77 |
-
76,0.227352,0.9941,0.582808,0.8837,0.00147684
|
| 78 |
-
77,0.223190,0.9957,0.564555,0.8895,0.00146102
|
| 79 |
-
78,0.221884,0.9954,0.570110,0.8867,0.00144511
|
| 80 |
-
79,0.220839,0.9958,0.566694,0.8871,0.00142912
|
| 81 |
-
80,0.225943,0.9941,0.583460,0.8810,0.00141303
|
| 82 |
-
81,0.221531,0.9960,0.570312,0.8865,0.00139686
|
| 83 |
-
82,0.220652,0.9963,0.574509,0.8850,0.00138062
|
| 84 |
-
83,0.219243,0.9961,0.564516,0.8902,0.00136430
|
| 85 |
-
84,0.218921,0.9964,0.580908,0.8868,0.00134791
|
| 86 |
-
85,0.217299,0.9971,0.576853,0.8855,0.00133145
|
| 87 |
-
86,0.216750,0.9972,0.575454,0.8855,0.00131494
|
| 88 |
-
87,0.216923,0.9967,0.578205,0.8849,0.00129836
|
| 89 |
-
88,0.217668,0.9966,0.568646,0.8851,0.00128173
|
| 90 |
-
89,0.218061,0.9965,0.573831,0.8883,0.00126505
|
| 91 |
-
90,0.218335,0.9962,0.574930,0.8856,0.00124832
|
| 92 |
-
91,0.216718,0.9970,0.574503,0.8860,0.00123156
|
| 93 |
-
92,0.217866,0.9966,0.569721,0.8872,0.00121475
|
| 94 |
-
93,0.216582,0.9970,0.568595,0.8885,0.00119791
|
| 95 |
-
94,0.214869,0.9975,0.578887,0.8866,0.00118105
|
| 96 |
-
95,0.215185,0.9972,0.568957,0.8888,0.00116415
|
| 97 |
-
96,0.213989,0.9977,0.566810,0.8885,0.00114724
|
| 98 |
-
97,0.212464,0.9980,0.564055,0.8907,0.00113031
|
| 99 |
-
98,0.213781,0.9975,0.556812,0.8930,0.00111337
|
| 100 |
-
99,0.212470,0.9982,0.564164,0.8883,0.00109642
|
| 101 |
-
100,0.212624,0.9979,0.562552,0.8887,0.00107946
|
| 102 |
-
101,0.212067,0.9981,0.568396,0.8870,0.00106250
|
| 103 |
-
102,0.211276,0.9985,0.553544,0.8926,0.00104555
|
| 104 |
-
103,0.211649,0.9980,0.562243,0.8899,0.00102861
|
| 105 |
-
104,0.211800,0.9979,0.572991,0.8875,0.00101168
|
| 106 |
-
105,0.212025,0.9979,0.568637,0.8895,0.00099477
|
| 107 |
-
106,0.210441,0.9984,0.561395,0.8921,0.00097787
|
| 108 |
-
107,0.210114,0.9983,0.569208,0.8889,0.00096101
|
| 109 |
-
108,0.209457,0.9986,0.555498,0.8923,0.00094417
|
| 110 |
-
109,0.208820,0.9989,0.565238,0.8892,0.00092736
|
| 111 |
-
110,0.210127,0.9983,0.567469,0.8877,0.00091060
|
| 112 |
-
111,0.209267,0.9986,0.567346,0.8905,0.00089387
|
| 113 |
-
112,0.208858,0.9989,0.558043,0.8925,0.00087719
|
| 114 |
-
113,0.208103,0.9989,0.563302,0.8913,0.00086056
|
| 115 |
-
114,0.208023,0.9989,0.555989,0.8937,0.00084398
|
| 116 |
-
115,0.209088,0.9984,0.570163,0.8896,0.00082746
|
| 117 |
-
116,0.208844,0.9984,0.567084,0.8902,0.00081101
|
| 118 |
-
117,0.208728,0.9987,0.558291,0.8922,0.00079462
|
| 119 |
-
118,0.208503,0.9988,0.554977,0.8933,0.00077830
|
| 120 |
-
119,0.207929,0.9988,0.550595,0.8977,0.00076206
|
| 121 |
-
120,0.207450,0.9989,0.560550,0.8936,0.00074589
|
| 122 |
-
121,0.207740,0.9989,0.566172,0.8923,0.00072980
|
| 123 |
-
122,0.206639,0.9992,0.562693,0.8920,0.00071381
|
| 124 |
-
123,0.206469,0.9991,0.559043,0.8944,0.00069790
|
| 125 |
-
124,0.205624,0.9996,0.553904,0.8948,0.00068208
|
| 126 |
-
125,0.205526,0.9994,0.556372,0.8933,0.00066637
|
| 127 |
-
126,0.206129,0.9991,0.555387,0.8940,0.00065075
|
| 128 |
-
127,0.206200,0.9992,0.558458,0.8936,0.00063525
|
| 129 |
-
128,0.206752,0.9989,0.558491,0.8937,0.00061985
|
| 130 |
-
129,0.205554,0.9994,0.550124,0.8942,0.00060456
|
| 131 |
-
130,0.205117,0.9995,0.556325,0.8943,0.00058940
|
| 132 |
-
131,0.204824,0.9994,0.554236,0.8948,0.00057435
|
| 133 |
-
132,0.204932,0.9994,0.552113,0.8951,0.00055943
|
| 134 |
-
133,0.205945,0.9992,0.557352,0.8940,0.00054463
|
| 135 |
-
134,0.206202,0.9987,0.553294,0.8968,0.00052997
|
| 136 |
-
135,0.205275,0.9993,0.548254,0.8950,0.00051544
|
| 137 |
-
136,0.204844,0.9995,0.540886,0.8979,0.00050106
|
| 138 |
-
137,0.204090,0.9998,0.546841,0.8958,0.00048681
|
| 139 |
-
138,0.204173,0.9995,0.550311,0.8958,0.00047271
|
| 140 |
-
139,0.203915,0.9996,0.543624,0.8977,0.00045876
|
| 141 |
-
140,0.204015,0.9994,0.547631,0.8970,0.00044497
|
| 142 |
-
141,0.203738,0.9998,0.547967,0.8965,0.00043133
|
| 143 |
-
142,0.203283,0.9998,0.551894,0.8977,0.00041785
|
| 144 |
-
143,0.203283,0.9998,0.547011,0.8991,0.00040454
|
| 145 |
-
144,0.203772,0.9996,0.551395,0.8967,0.00039139
|
| 146 |
-
145,0.203090,0.9999,0.548901,0.8980,0.00037841
|
| 147 |
-
146,0.202893,0.9999,0.544266,0.8994,0.00036560
|
| 148 |
-
147,0.203078,0.9997,0.546903,0.8976,0.00035297
|
| 149 |
-
148,0.202961,0.9997,0.548752,0.8982,0.00034052
|
| 150 |
-
149,0.202995,0.9998,0.548059,0.8972,0.00032825
|
| 151 |
-
150,0.202788,0.9998,0.546412,0.8974,0.00031617
|
| 152 |
-
151,0.202767,0.9997,0.547154,0.8974,0.00030427
|
| 153 |
-
152,0.202832,0.9999,0.548922,0.8973,0.00029257
|
| 154 |
-
153,0.202564,0.9998,0.543133,0.8988,0.00028106
|
| 155 |
-
154,0.202789,0.9997,0.542697,0.8977,0.00026975
|
| 156 |
-
155,0.202938,0.9999,0.545853,0.8992,0.00025863
|
| 157 |
-
156,0.202669,0.9998,0.545189,0.8990,0.00024772
|
| 158 |
-
157,0.202430,0.9998,0.547050,0.9000,0.00023702
|
| 159 |
-
158,0.202277,0.9999,0.546557,0.8989,0.00022652
|
| 160 |
-
159,0.202299,0.9998,0.549671,0.8975,0.00021623
|
| 161 |
-
160,0.202320,0.9998,0.551564,0.8984,0.00020616
|
| 162 |
-
161,0.202274,0.9999,0.549155,0.8962,0.00019630
|
| 163 |
-
162,0.201984,0.9999,0.551089,0.8960,0.00018666
|
| 164 |
-
163,0.201971,0.9999,0.547789,0.8984,0.00017724
|
| 165 |
-
164,0.201941,0.9999,0.547062,0.8980,0.00016804
|
| 166 |
-
165,0.201883,0.9999,0.546258,0.8998,0.00015907
|
| 167 |
-
166,0.201906,0.9999,0.547268,0.8979,0.00015032
|
| 168 |
-
167,0.201948,0.9998,0.547343,0.8982,0.00014181
|
| 169 |
-
168,0.201911,0.9999,0.545841,0.8990,0.00013352
|
| 170 |
-
169,0.201698,0.9998,0.545624,0.9010,0.00012547
|
| 171 |
-
170,0.201836,0.9999,0.543431,0.9008,0.00011765
|
| 172 |
-
171,0.201705,0.9999,0.547891,0.8991,0.00011008
|
| 173 |
-
172,0.201604,1.0000,0.545238,0.8995,0.00010274
|
| 174 |
-
173,0.201634,0.9999,0.549524,0.9002,0.00009564
|
| 175 |
-
174,0.201753,0.9999,0.542082,0.8994,0.00008878
|
| 176 |
-
175,0.201625,0.9999,0.544052,0.9007,0.00008217
|
| 177 |
-
176,0.201643,1.0000,0.543158,0.8999,0.00007580
|
| 178 |
-
177,0.201619,1.0000,0.548787,0.9003,0.00006969
|
| 179 |
-
178,0.201516,0.9999,0.545644,0.8996,0.00006382
|
| 180 |
-
179,0.201473,0.9999,0.545601,0.8985,0.00005820
|
| 181 |
-
180,0.201483,1.0000,0.542164,0.9005,0.00005283
|
| 182 |
-
181,0.201434,1.0000,0.544503,0.9003,0.00004772
|
| 183 |
-
182,0.201485,0.9999,0.541778,0.9014,0.00004286
|
| 184 |
-
183,0.201422,0.9999,0.542272,0.9012,0.00003826
|
| 185 |
-
184,0.201387,1.0000,0.545674,0.9007,0.00003391
|
| 186 |
-
185,0.201531,0.9999,0.546192,0.8995,0.00002983
|
| 187 |
-
186,0.201466,0.9999,0.543483,0.9009,0.00002600
|
| 188 |
-
187,0.201448,0.9999,0.545533,0.9007,0.00002243
|
| 189 |
-
188,0.201382,0.9999,0.542640,0.9000,0.00001912
|
| 190 |
-
189,0.201258,1.0000,0.542433,0.8990,0.00001607
|
| 191 |
-
190,0.201351,1.0000,0.543338,0.9010,0.00001329
|
| 192 |
-
191,0.201352,1.0000,0.544706,0.9008,0.00001077
|
| 193 |
-
192,0.201325,1.0000,0.543717,0.9011,0.00000851
|
| 194 |
-
193,0.201430,0.9999,0.541322,0.8999,0.00000652
|
| 195 |
-
194,0.201386,0.9999,0.547125,0.9003,0.00000479
|
| 196 |
-
195,0.201264,1.0000,0.548370,0.8994,0.00000333
|
| 197 |
-
196,0.201296,1.0000,0.545469,0.9000,0.00000213
|
| 198 |
-
197,0.201352,1.0000,0.545274,0.8999,0.00000120
|
| 199 |
-
198,0.201310,1.0000,0.543041,0.9006,0.00000053
|
| 200 |
-
199,0.201343,1.0000,0.544253,0.8999,0.00000013
|
| 201 |
-
200,0.201384,0.9999,0.544565,0.9009,0.00000000
|
|
|
|
| 1 |
+
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
+
1,2.329336,0.1602,2.220618,0.1691,0.00215879
|
| 3 |
+
2,2.034326,0.2494,1.909629,0.2725,0.00215839
|
| 4 |
+
3,1.866400,0.3099,1.793658,0.3512,0.00215772
|
| 5 |
+
4,1.713819,0.3831,1.594734,0.4374,0.00215679
|
| 6 |
+
5,1.515056,0.4685,1.430255,0.5051,0.00215559
|
| 7 |
+
6,1.337029,0.5481,1.289383,0.5691,0.00215413
|
| 8 |
+
7,1.184416,0.6122,1.202090,0.6059,0.00215240
|
| 9 |
+
8,1.046368,0.6709,1.173857,0.6395,0.00215041
|
| 10 |
+
9,0.933396,0.7156,0.994012,0.6997,0.00214815
|
| 11 |
+
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cifar10-vgg8/pcm/training_curve.csv
CHANGED
|
@@ -1,201 +1,201 @@
|
|
| 1 |
-
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
-
1,1.935611,0.3095,1.677243,0.4271,0.00044808
|
| 3 |
-
2,1.621721,0.4622,1.476170,0.5303,0.00044799
|
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-
3,1.425251,0.5596,1.308085,0.6123,0.00044785
|
| 5 |
-
4,1.285137,0.6254,1.327844,0.6141,0.00044766
|
| 6 |
-
5,1.181908,0.6733,1.096319,0.7127,0.00044741
|
| 7 |
-
6,1.085828,0.7158,1.065482,0.7311,0.00044711
|
| 8 |
-
7,1.012541,0.7496,1.021012,0.7528,0.00044675
|
| 9 |
-
8,0.954778,0.7766,0.982632,0.7667,0.00044634
|
| 10 |
-
9,0.911510,0.7952,0.974397,0.7730,0.00044587
|
| 11 |
-
10,0.871100,0.8123,0.873715,0.8120,0.00044534
|
| 12 |
-
11,0.833765,0.8291,0.890690,0.8042,0.00044477
|
| 13 |
-
12,0.805645,0.8413,0.880048,0.8094,0.00044413
|
| 14 |
-
13,0.783357,0.8518,0.836963,0.8283,0.00044345
|
| 15 |
-
14,0.761311,0.8605,0.813370,0.8403,0.00044271
|
| 16 |
-
15,0.737349,0.8718,0.810187,0.8435,0.00044191
|
| 17 |
-
16,0.718398,0.8813,0.847590,0.8267,0.00044106
|
| 18 |
-
17,0.697404,0.8897,0.777167,0.8544,0.00044016
|
| 19 |
-
18,0.677315,0.8995,0.781453,0.8520,0.00043921
|
| 20 |
-
19,0.666594,0.9047,0.772573,0.8588,0.00043820
|
| 21 |
-
20,0.647596,0.9109,0.769438,0.8589,0.00043714
|
| 22 |
-
21,0.635113,0.9181,0.748362,0.8697,0.00043602
|
| 23 |
-
22,0.621703,0.9235,0.745733,0.8688,0.00043486
|
| 24 |
-
23,0.608599,0.9296,0.761789,0.8651,0.00043364
|
| 25 |
-
24,0.596330,0.9361,0.738617,0.8738,0.00043237
|
| 26 |
-
25,0.586943,0.9406,0.736436,0.8753,0.00043105
|
| 27 |
-
26,0.580092,0.9426,0.738100,0.8727,0.00042968
|
| 28 |
-
27,0.564395,0.9506,0.733586,0.8761,0.00042825
|
| 29 |
-
28,0.559929,0.9529,0.728187,0.8806,0.00042678
|
| 30 |
-
29,0.550685,0.9556,0.719241,0.8831,0.00042526
|
| 31 |
-
30,0.542280,0.9604,0.711385,0.8861,0.00042368
|
| 32 |
-
31,0.531928,0.9653,0.731403,0.8788,0.00042206
|
| 33 |
-
32,0.524071,0.9679,0.722421,0.8793,0.00042039
|
| 34 |
-
33,0.521019,0.9687,0.720883,0.8829,0.00041867
|
| 35 |
-
34,0.517228,0.9714,0.717814,0.8840,0.00041690
|
| 36 |
-
35,0.513861,0.9726,0.704989,0.8879,0.00041509
|
| 37 |
-
36,0.507892,0.9751,0.709909,0.8882,0.00041322
|
| 38 |
-
37,0.501732,0.9774,0.705458,0.8889,0.00041132
|
| 39 |
-
38,0.494699,0.9807,0.700265,0.8901,0.00040936
|
| 40 |
-
39,0.493893,0.9807,0.700728,0.8896,0.00040736
|
| 41 |
-
40,0.491084,0.9812,0.700930,0.8904,0.00040531
|
| 42 |
-
41,0.488056,0.9828,0.698153,0.8917,0.00040322
|
| 43 |
-
42,0.485357,0.9837,0.703100,0.8887,0.00040109
|
| 44 |
-
43,0.482610,0.9853,0.699404,0.8908,0.00039891
|
| 45 |
-
44,0.479617,0.9854,0.706730,0.8896,0.00039669
|
| 46 |
-
45,0.479961,0.9854,0.702836,0.8920,0.00039442
|
| 47 |
-
46,0.476519,0.9871,0.690020,0.8956,0.00039211
|
| 48 |
-
47,0.472021,0.9887,0.694998,0.8943,0.00038977
|
| 49 |
-
48,0.471155,0.9886,0.691378,0.8963,0.00038738
|
| 50 |
-
49,0.470052,0.9890,0.691154,0.8966,0.00038495
|
| 51 |
-
50,0.466796,0.9900,0.688519,0.8959,0.00038248
|
| 52 |
-
51,0.467360,0.9902,0.693304,0.8951,0.00037997
|
| 53 |
-
52,0.463163,0.9913,0.685058,0.9000,0.00037743
|
| 54 |
-
53,0.463899,0.9908,0.678621,0.8964,0.00037484
|
| 55 |
-
54,0.462816,0.9912,0.690879,0.8954,0.00037222
|
| 56 |
-
55,0.459690,0.9924,0.678998,0.8995,0.00036956
|
| 57 |
-
56,0.460992,0.9916,0.689829,0.8976,0.00036687
|
| 58 |
-
57,0.458878,0.9925,0.680746,0.8964,0.00036414
|
| 59 |
-
58,0.458391,0.9919,0.687461,0.8972,0.00036137
|
| 60 |
-
59,0.455582,0.9934,0.678710,0.9011,0.00035858
|
| 61 |
-
60,0.452442,0.9945,0.672429,0.9032,0.00035575
|
| 62 |
-
61,0.452792,0.9941,0.674610,0.8999,0.00035288
|
| 63 |
-
62,0.451639,0.9943,0.674067,0.9012,0.00034999
|
| 64 |
-
63,0.452852,0.9936,0.683730,0.8998,0.00034706
|
| 65 |
-
64,0.452311,0.9943,0.673909,0.9020,0.00034410
|
| 66 |
-
65,0.448630,0.9949,0.675431,0.9016,0.00034112
|
| 67 |
-
66,0.448307,0.9950,0.668835,0.9054,0.00033810
|
| 68 |
-
67,0.449831,0.9939,0.682287,0.8984,0.00033506
|
| 69 |
-
68,0.450401,0.9941,0.676805,0.9007,0.00033199
|
| 70 |
-
69,0.447375,0.9952,0.668105,0.9044,0.00032889
|
| 71 |
-
70,0.446014,0.9953,0.661957,0.9060,0.00032577
|
| 72 |
-
71,0.445409,0.9956,0.671066,0.9029,0.00032262
|
| 73 |
-
72,0.445823,0.9955,0.667529,0.9055,0.00031945
|
| 74 |
-
73,0.445018,0.9957,0.665479,0.9050,0.00031625
|
| 75 |
-
74,0.443478,0.9958,0.672351,0.9027,0.00031303
|
| 76 |
-
75,0.442803,0.9960,0.666287,0.9030,0.00030979
|
| 77 |
-
76,0.442292,0.9961,0.660522,0.9068,0.00030653
|
| 78 |
-
77,0.441101,0.9964,0.658503,0.9086,0.00030325
|
| 79 |
-
78,0.441331,0.9963,0.661752,0.9056,0.00029995
|
| 80 |
-
79,0.440296,0.9970,0.656187,0.9074,0.00029663
|
| 81 |
-
80,0.441090,0.9962,0.661577,0.9058,0.00029329
|
| 82 |
-
81,0.438625,0.9973,0.659351,0.9069,0.00028993
|
| 83 |
-
82,0.438270,0.9973,0.666180,0.9051,0.00028656
|
| 84 |
-
83,0.437447,0.9973,0.660464,0.9081,0.00028317
|
| 85 |
-
84,0.436847,0.9972,0.660355,0.9067,0.00027977
|
| 86 |
-
85,0.437133,0.9970,0.656673,0.9096,0.00027636
|
| 87 |
-
86,0.435197,0.9976,0.657737,0.9080,0.00027293
|
| 88 |
-
87,0.435002,0.9978,0.659343,0.9071,0.00026949
|
| 89 |
-
88,0.435033,0.9978,0.660642,0.9064,0.00026603
|
| 90 |
-
89,0.434237,0.9980,0.663240,0.9070,0.00026257
|
| 91 |
-
90,0.434757,0.9976,0.658290,0.9081,0.00025910
|
| 92 |
-
91,0.433481,0.9979,0.659812,0.9073,0.00025562
|
| 93 |
-
92,0.435127,0.9972,0.659085,0.9071,0.00025213
|
| 94 |
-
93,0.433166,0.9981,0.655838,0.9080,0.00024864
|
| 95 |
-
94,0.432874,0.9979,0.658264,0.9079,0.00024514
|
| 96 |
-
95,0.432603,0.9981,0.656703,0.9085,0.00024163
|
| 97 |
-
96,0.432005,0.9982,0.662198,0.9054,0.00023812
|
| 98 |
-
97,0.431914,0.9981,0.667406,0.9046,0.00023461
|
| 99 |
-
98,0.430934,0.9985,0.654022,0.9112,0.00023109
|
| 100 |
-
99,0.431268,0.9982,0.667062,0.9037,0.00022757
|
| 101 |
-
100,0.431900,0.9980,0.653560,0.9085,0.00022405
|
| 102 |
-
101,0.430735,0.9982,0.656906,0.9074,0.00022053
|
| 103 |
-
102,0.429330,0.9989,0.657110,0.9078,0.00021701
|
| 104 |
-
103,0.429599,0.9988,0.656312,0.9084,0.00021350
|
| 105 |
-
104,0.428955,0.9987,0.646103,0.9118,0.00020998
|
| 106 |
-
105,0.428310,0.9988,0.650267,0.9107,0.00020647
|
| 107 |
-
106,0.428221,0.9989,0.649738,0.9099,0.00020297
|
| 108 |
-
107,0.427695,0.9990,0.651161,0.9108,0.00019947
|
| 109 |
-
108,0.427130,0.9990,0.650491,0.9115,0.00019597
|
| 110 |
-
109,0.426593,0.9992,0.647300,0.9115,0.00019248
|
| 111 |
-
110,0.426397,0.9991,0.650444,0.9111,0.00018900
|
| 112 |
-
111,0.426608,0.9991,0.650757,0.9102,0.00018553
|
| 113 |
-
112,0.425537,0.9994,0.645975,0.9135,0.00018207
|
| 114 |
-
113,0.425494,0.9993,0.644037,0.9148,0.00017862
|
| 115 |
-
114,0.424895,0.9992,0.642971,0.9126,0.00017518
|
| 116 |
-
115,0.424501,0.9994,0.645611,0.9115,0.00017175
|
| 117 |
-
116,0.424993,0.9992,0.648444,0.9095,0.00016833
|
| 118 |
-
117,0.424257,0.9994,0.646808,0.9124,0.00016493
|
| 119 |
-
118,0.424235,0.9993,0.652249,0.9117,0.00016154
|
| 120 |
-
119,0.425426,0.9989,0.647754,0.9123,0.00015817
|
| 121 |
-
120,0.424735,0.9992,0.645035,0.9120,0.00015482
|
| 122 |
-
121,0.424091,0.9994,0.647932,0.9121,0.00015148
|
| 123 |
-
122,0.423257,0.9995,0.644079,0.9114,0.00014816
|
| 124 |
-
123,0.424180,0.9993,0.648152,0.9119,0.00014485
|
| 125 |
-
124,0.423909,0.9993,0.646678,0.9124,0.00014157
|
| 126 |
-
125,0.422443,0.9996,0.647234,0.9130,0.00013831
|
| 127 |
-
126,0.422801,0.9994,0.644827,0.9127,0.00013507
|
| 128 |
-
127,0.423072,0.9994,0.652905,0.9095,0.00013185
|
| 129 |
-
128,0.422287,0.9997,0.643071,0.9144,0.00012865
|
| 130 |
-
129,0.422008,0.9997,0.641257,0.9141,0.00012548
|
| 131 |
-
130,0.421578,0.9998,0.640772,0.9168,0.00012233
|
| 132 |
-
131,0.421585,0.9998,0.640812,0.9150,0.00011921
|
| 133 |
-
132,0.421698,0.9995,0.638621,0.9150,0.00011611
|
| 134 |
-
133,0.421299,0.9997,0.636299,0.9155,0.00011304
|
| 135 |
-
134,0.421015,0.9997,0.635266,0.9171,0.00011000
|
| 136 |
-
135,0.421055,0.9997,0.637314,0.9147,0.00010698
|
| 137 |
-
136,0.420880,0.9997,0.635152,0.9167,0.00010400
|
| 138 |
-
137,0.421440,0.9996,0.642264,0.9132,0.00010104
|
| 139 |
-
138,0.421001,0.9997,0.633562,0.9152,0.00009812
|
| 140 |
-
139,0.421131,0.9995,0.638750,0.9152,0.00009522
|
| 141 |
-
140,0.420912,0.9996,0.636144,0.9173,0.00009236
|
| 142 |
-
141,0.420422,0.9998,0.635201,0.9161,0.00008953
|
| 143 |
-
142,0.420285,0.9997,0.637553,0.9146,0.00008673
|
| 144 |
-
143,0.419724,0.9999,0.637643,0.9153,0.00008396
|
| 145 |
-
144,0.419952,0.9999,0.634821,0.9177,0.00008124
|
| 146 |
-
145,0.419374,0.9999,0.633247,0.9170,0.00007854
|
| 147 |
-
146,0.419382,0.9999,0.634747,0.9172,0.00007588
|
| 148 |
-
147,0.419224,0.9999,0.634996,0.9179,0.00007326
|
| 149 |
-
148,0.419463,0.9998,0.634282,0.9169,0.00007068
|
| 150 |
-
149,0.419347,0.9998,0.633980,0.9191,0.00006813
|
| 151 |
-
150,0.419337,0.9998,0.633356,0.9184,0.00006562
|
| 152 |
-
151,0.419154,0.9998,0.633342,0.9190,0.00006315
|
| 153 |
-
152,0.419239,0.9997,0.632106,0.9185,0.00006072
|
| 154 |
-
153,0.419043,0.9998,0.634270,0.9159,0.00005834
|
| 155 |
-
154,0.418948,0.9999,0.632310,0.9170,0.00005599
|
| 156 |
-
155,0.419035,0.9997,0.634325,0.9150,0.00005368
|
| 157 |
-
156,0.419073,0.9998,0.634860,0.9170,0.00005142
|
| 158 |
-
157,0.418710,0.9999,0.630308,0.9180,0.00004919
|
| 159 |
-
158,0.418427,0.9999,0.635049,0.9165,0.00004702
|
| 160 |
-
159,0.418393,0.9998,0.634404,0.9177,0.00004488
|
| 161 |
-
160,0.418290,0.9999,0.630788,0.9174,0.00004279
|
| 162 |
-
161,0.418384,0.9999,0.632179,0.9171,0.00004074
|
| 163 |
-
162,0.418170,0.9999,0.634957,0.9152,0.00003874
|
| 164 |
-
163,0.418112,0.9999,0.633444,0.9168,0.00003679
|
| 165 |
-
164,0.418061,0.9999,0.634390,0.9175,0.00003488
|
| 166 |
-
165,0.418031,0.9999,0.633334,0.9186,0.00003302
|
| 167 |
-
166,0.417890,0.9999,0.631712,0.9169,0.00003120
|
| 168 |
-
167,0.417823,0.9999,0.633410,0.9179,0.00002943
|
| 169 |
-
168,0.417903,0.9999,0.630977,0.9184,0.00002771
|
| 170 |
-
169,0.417774,0.9999,0.632163,0.9174,0.00002604
|
| 171 |
-
170,0.417803,1.0000,0.632247,0.9178,0.00002442
|
| 172 |
-
171,0.417778,0.9999,0.635134,0.9157,0.00002285
|
| 173 |
-
172,0.417698,0.9999,0.633710,0.9181,0.00002132
|
| 174 |
-
173,0.417535,1.0000,0.630901,0.9185,0.00001985
|
| 175 |
-
174,0.417787,0.9999,0.631942,0.9192,0.00001843
|
| 176 |
-
175,0.417746,1.0000,0.631099,0.9187,0.00001705
|
| 177 |
-
176,0.417754,0.9999,0.631208,0.9187,0.00001573
|
| 178 |
-
177,0.417716,1.0000,0.631082,0.9203,0.00001446
|
| 179 |
-
178,0.417586,1.0000,0.630612,0.9186,0.00001325
|
| 180 |
-
179,0.417441,1.0000,0.631490,0.9188,0.00001208
|
| 181 |
-
180,0.417438,1.0000,0.631039,0.9197,0.00001097
|
| 182 |
-
181,0.417429,1.0000,0.630224,0.9192,0.00000990
|
| 183 |
-
182,0.417449,1.0000,0.631249,0.9188,0.00000890
|
| 184 |
-
183,0.417324,1.0000,0.630889,0.9183,0.00000794
|
| 185 |
-
184,0.417493,0.9999,0.631024,0.9190,0.00000704
|
| 186 |
-
185,0.417445,0.9999,0.631775,0.9188,0.00000619
|
| 187 |
-
186,0.417422,1.0000,0.632880,0.9189,0.00000540
|
| 188 |
-
187,0.417332,0.9999,0.633118,0.9184,0.00000466
|
| 189 |
-
188,0.417303,1.0000,0.631111,0.9186,0.00000397
|
| 190 |
-
189,0.417378,1.0000,0.630804,0.9200,0.00000334
|
| 191 |
-
190,0.417307,1.0000,0.630724,0.9191,0.00000276
|
| 192 |
-
191,0.417510,0.9999,0.631422,0.9195,0.00000224
|
| 193 |
-
192,0.417299,0.9999,0.631774,0.9191,0.00000177
|
| 194 |
-
193,0.417323,1.0000,0.633106,0.9190,0.00000135
|
| 195 |
-
194,0.417269,1.0000,0.632320,0.9187,0.00000099
|
| 196 |
-
195,0.417192,1.0000,0.632855,0.9185,0.00000069
|
| 197 |
-
196,0.417275,1.0000,0.632368,0.9193,0.00000044
|
| 198 |
-
197,0.417380,0.9999,0.632408,0.9188,0.00000025
|
| 199 |
-
198,0.417322,1.0000,0.630570,0.9188,0.00000011
|
| 200 |
-
199,0.417249,1.0000,0.632327,0.9189,0.00000003
|
| 201 |
-
200,0.417262,1.0000,0.631980,0.9183,0.00000000
|
|
|
|
| 1 |
+
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
+
1,1.935611,0.3095,1.677243,0.4271,0.00044808
|
| 3 |
+
2,1.621721,0.4622,1.476170,0.5303,0.00044799
|
| 4 |
+
3,1.425251,0.5596,1.308085,0.6123,0.00044785
|
| 5 |
+
4,1.285137,0.6254,1.327844,0.6141,0.00044766
|
| 6 |
+
5,1.181908,0.6733,1.096319,0.7127,0.00044741
|
| 7 |
+
6,1.085828,0.7158,1.065482,0.7311,0.00044711
|
| 8 |
+
7,1.012541,0.7496,1.021012,0.7528,0.00044675
|
| 9 |
+
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| 201 |
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cifar10-vgg8/reram/training_curve.csv
CHANGED
|
@@ -1,201 +1,201 @@
|
|
| 1 |
-
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
-
1,2.022002,0.2626,2.606535,0.1000,0.00015978
|
| 3 |
-
2,1.677984,0.3957,1.605666,0.4302,0.00015975
|
| 4 |
-
3,1.494864,0.4717,1.407066,0.5085,0.00015970
|
| 5 |
-
4,1.366450,0.5286,1.280842,0.5690,0.00015963
|
| 6 |
-
5,1.249313,0.5784,1.251099,0.5823,0.00015954
|
| 7 |
-
6,1.156518,0.6140,1.079105,0.6447,0.00015943
|
| 8 |
-
7,1.093998,0.6396,1.127908,0.6282,0.00015930
|
| 9 |
-
8,1.049484,0.6558,0.994337,0.6747,0.00015916
|
| 10 |
-
9,0.999135,0.6761,0.979452,0.6936,0.00015899
|
| 11 |
-
10,0.969336,0.6856,1.031454,0.6705,0.00015880
|
| 12 |
-
11,0.934471,0.6983,0.928182,0.7038,0.00015860
|
| 13 |
-
12,0.905606,0.7105,0.887206,0.7236,0.00015837
|
| 14 |
-
13,0.877821,0.7218,1.166631,0.6138,0.00015813
|
| 15 |
-
14,0.858366,0.7265,0.865801,0.7268,0.00015786
|
| 16 |
-
15,0.837747,0.7369,0.795967,0.7553,0.00015758
|
| 17 |
-
16,0.812579,0.7461,0.799494,0.7459,0.00015728
|
| 18 |
-
17,0.791694,0.7532,0.839074,0.7418,0.00015695
|
| 19 |
-
18,0.776035,0.7589,0.939374,0.7101,0.00015661
|
| 20 |
-
19,0.767208,0.7624,0.770985,0.7592,0.00015625
|
| 21 |
-
20,0.751269,0.7686,0.809618,0.7517,0.00015587
|
| 22 |
-
21,0.735858,0.7725,0.900843,0.7287,0.00015548
|
| 23 |
-
22,0.721765,0.7795,0.879853,0.7230,0.00015506
|
| 24 |
-
23,0.704781,0.7859,0.820467,0.7494,0.00015463
|
| 25 |
-
24,0.692849,0.7899,0.814372,0.7542,0.00015417
|
| 26 |
-
25,0.680118,0.7921,0.745795,0.7752,0.00015370
|
| 27 |
-
26,0.670012,0.7995,0.715097,0.7856,0.00015321
|
| 28 |
-
27,0.663931,0.7998,0.699898,0.7940,0.00015271
|
| 29 |
-
28,0.647598,0.8064,0.680748,0.8015,0.00015218
|
| 30 |
-
29,0.638481,0.8089,0.705632,0.7875,0.00015164
|
| 31 |
-
30,0.628971,0.8134,0.667486,0.8012,0.00015108
|
| 32 |
-
31,0.624357,0.8126,0.740465,0.7832,0.00015050
|
| 33 |
-
32,0.614663,0.8169,0.727445,0.7813,0.00014990
|
| 34 |
-
33,0.600689,0.8220,0.734635,0.7844,0.00014929
|
| 35 |
-
34,0.599226,0.8243,0.979825,0.7042,0.00014866
|
| 36 |
-
35,0.589273,0.8278,0.667662,0.8046,0.00014801
|
| 37 |
-
36,0.583217,0.8292,0.670065,0.8004,0.00014735
|
| 38 |
-
37,0.576385,0.8319,0.684195,0.7911,0.00014667
|
| 39 |
-
38,0.567317,0.8359,0.664659,0.8097,0.00014597
|
| 40 |
-
39,0.564512,0.8369,0.696085,0.7955,0.00014526
|
| 41 |
-
40,0.553313,0.8396,0.689724,0.7927,0.00014453
|
| 42 |
-
41,0.545632,0.8430,0.652635,0.8119,0.00014378
|
| 43 |
-
42,0.538703,0.8462,0.746766,0.7858,0.00014302
|
| 44 |
-
43,0.531048,0.8488,0.749060,0.7814,0.00014224
|
| 45 |
-
44,0.533915,0.8467,0.791257,0.7681,0.00014145
|
| 46 |
-
45,0.523649,0.8505,0.646830,0.8135,0.00014064
|
| 47 |
-
46,0.517545,0.8527,0.629548,0.8184,0.00013982
|
| 48 |
-
47,0.516479,0.8570,0.633532,0.8196,0.00013898
|
| 49 |
-
48,0.505351,0.8597,0.660812,0.8129,0.00013813
|
| 50 |
-
49,0.503451,0.8594,0.687007,0.8017,0.00013727
|
| 51 |
-
50,0.498282,0.8605,0.627163,0.8240,0.00013639
|
| 52 |
-
51,0.496606,0.8618,0.607046,0.8297,0.00013549
|
| 53 |
-
52,0.484164,0.8673,0.678941,0.8061,0.00013458
|
| 54 |
-
53,0.486404,0.8650,0.735037,0.7855,0.00013366
|
| 55 |
-
54,0.483050,0.8663,0.662335,0.8083,0.00013273
|
| 56 |
-
55,0.477111,0.8688,0.580265,0.8376,0.00013178
|
| 57 |
-
56,0.473053,0.8721,0.581656,0.8394,0.00013082
|
| 58 |
-
57,0.464936,0.8735,0.640444,0.8187,0.00012984
|
| 59 |
-
58,0.466742,0.8719,0.611231,0.8219,0.00012886
|
| 60 |
-
59,0.456560,0.8761,0.608948,0.8323,0.00012786
|
| 61 |
-
60,0.453807,0.8769,0.688646,0.8138,0.00012685
|
| 62 |
-
61,0.450682,0.8777,0.605936,0.8266,0.00012583
|
| 63 |
-
62,0.448085,0.8791,0.595538,0.8368,0.00012480
|
| 64 |
-
63,0.446382,0.8795,0.578081,0.8410,0.00012376
|
| 65 |
-
64,0.437156,0.8845,0.601828,0.8353,0.00012270
|
| 66 |
-
65,0.433880,0.8835,0.618545,0.8280,0.00012164
|
| 67 |
-
66,0.433576,0.8860,0.570900,0.8442,0.00012056
|
| 68 |
-
67,0.425765,0.8872,0.574667,0.8429,0.00011948
|
| 69 |
-
68,0.417618,0.8907,0.595530,0.8373,0.00011838
|
| 70 |
-
69,0.414876,0.8897,0.588409,0.8401,0.00011728
|
| 71 |
-
70,0.415795,0.8932,0.566691,0.8430,0.00011616
|
| 72 |
-
71,0.413060,0.8932,0.610381,0.8286,0.00011504
|
| 73 |
-
72,0.405361,0.8958,0.589257,0.8418,0.00011391
|
| 74 |
-
73,0.402130,0.8953,0.555163,0.8520,0.00011277
|
| 75 |
-
74,0.402258,0.8976,0.567439,0.8467,0.00011162
|
| 76 |
-
75,0.396186,0.8988,0.582805,0.8425,0.00011047
|
| 77 |
-
76,0.397073,0.8976,0.589223,0.8385,0.00010930
|
| 78 |
-
77,0.390195,0.9017,0.591632,0.8432,0.00010813
|
| 79 |
-
78,0.386551,0.9002,0.591492,0.8413,0.00010696
|
| 80 |
-
79,0.387901,0.9021,0.614059,0.8348,0.00010577
|
| 81 |
-
80,0.382790,0.9030,0.607294,0.8363,0.00010458
|
| 82 |
-
81,0.380515,0.9053,0.611534,0.8331,0.00010338
|
| 83 |
-
82,0.377105,0.9057,0.573820,0.8479,0.00010218
|
| 84 |
-
83,0.373639,0.9076,0.657357,0.8226,0.00010097
|
| 85 |
-
84,0.371226,0.9086,0.633586,0.8259,0.00009976
|
| 86 |
-
85,0.366476,0.9107,0.565036,0.8517,0.00009854
|
| 87 |
-
86,0.363509,0.9127,0.639381,0.8266,0.00009732
|
| 88 |
-
87,0.360160,0.9115,0.568613,0.8511,0.00009609
|
| 89 |
-
88,0.360140,0.9131,0.589887,0.8459,0.00009486
|
| 90 |
-
89,0.354311,0.9148,0.578631,0.8499,0.00009363
|
| 91 |
-
90,0.351833,0.9163,0.541174,0.8570,0.00009239
|
| 92 |
-
91,0.350077,0.9166,0.561369,0.8524,0.00009115
|
| 93 |
-
92,0.350265,0.9169,0.575912,0.8471,0.00008991
|
| 94 |
-
93,0.343411,0.9196,0.626723,0.8303,0.00008866
|
| 95 |
-
94,0.343646,0.9194,0.580227,0.8480,0.00008741
|
| 96 |
-
95,0.336470,0.9221,0.539617,0.8600,0.00008616
|
| 97 |
-
96,0.338335,0.9223,0.554705,0.8544,0.00008491
|
| 98 |
-
97,0.332733,0.9236,0.566058,0.8516,0.00008366
|
| 99 |
-
98,0.333171,0.9246,0.550159,0.8578,0.00008240
|
| 100 |
-
99,0.330391,0.9246,0.578807,0.8482,0.00008115
|
| 101 |
-
100,0.324277,0.9277,0.541081,0.8637,0.00007989
|
| 102 |
-
101,0.326083,0.9267,0.603631,0.8503,0.00007864
|
| 103 |
-
102,0.322749,0.9283,0.577991,0.8509,0.00007738
|
| 104 |
-
103,0.319730,0.9287,0.594934,0.8498,0.00007613
|
| 105 |
-
104,0.318361,0.9291,0.543290,0.8584,0.00007488
|
| 106 |
-
105,0.315300,0.9301,0.549825,0.8598,0.00007362
|
| 107 |
-
106,0.307872,0.9329,0.544140,0.8610,0.00007237
|
| 108 |
-
107,0.311534,0.9313,0.551094,0.8574,0.00007113
|
| 109 |
-
108,0.308810,0.9336,0.578164,0.8520,0.00006988
|
| 110 |
-
109,0.307953,0.9337,0.550078,0.8546,0.00006864
|
| 111 |
-
110,0.301904,0.9358,0.540119,0.8610,0.00006739
|
| 112 |
-
111,0.300394,0.9374,0.548324,0.8591,0.00006616
|
| 113 |
-
112,0.299934,0.9367,0.535720,0.8620,0.00006492
|
| 114 |
-
113,0.294438,0.9396,0.547279,0.8625,0.00006369
|
| 115 |
-
114,0.295012,0.9393,0.544272,0.8620,0.00006246
|
| 116 |
-
115,0.292995,0.9392,0.579419,0.8512,0.00006124
|
| 117 |
-
116,0.288966,0.9415,0.545573,0.8634,0.00006002
|
| 118 |
-
117,0.286311,0.9428,0.559459,0.8599,0.00005881
|
| 119 |
-
118,0.282100,0.9452,0.567530,0.8564,0.00005760
|
| 120 |
-
119,0.282033,0.9442,0.585652,0.8546,0.00005640
|
| 121 |
-
120,0.279844,0.9457,0.524124,0.8650,0.00005520
|
| 122 |
-
121,0.281652,0.9443,0.539896,0.8639,0.00005401
|
| 123 |
-
122,0.277706,0.9462,0.556776,0.8616,0.00005283
|
| 124 |
-
123,0.276493,0.9453,0.548617,0.8612,0.00005165
|
| 125 |
-
124,0.273429,0.9478,0.552167,0.8541,0.00005048
|
| 126 |
-
125,0.272957,0.9484,0.532373,0.8669,0.00004932
|
| 127 |
-
126,0.268277,0.9501,0.552232,0.8594,0.00004816
|
| 128 |
-
127,0.268193,0.9505,0.541615,0.8619,0.00004702
|
| 129 |
-
128,0.266136,0.9503,0.537994,0.8651,0.00004588
|
| 130 |
-
129,0.265977,0.9508,0.528695,0.8653,0.00004474
|
| 131 |
-
130,0.265399,0.9508,0.545300,0.8642,0.00004362
|
| 132 |
-
131,0.262167,0.9534,0.551159,0.8621,0.00004251
|
| 133 |
-
132,0.259746,0.9532,0.557283,0.8612,0.00004140
|
| 134 |
-
133,0.258265,0.9539,0.541607,0.8625,0.00004031
|
| 135 |
-
134,0.259256,0.9549,0.539516,0.8630,0.00003922
|
| 136 |
-
135,0.257567,0.9546,0.526606,0.8685,0.00003815
|
| 137 |
-
136,0.254687,0.9553,0.530058,0.8686,0.00003708
|
| 138 |
-
137,0.251659,0.9575,0.539286,0.8644,0.00003603
|
| 139 |
-
138,0.249863,0.9577,0.541281,0.8640,0.00003499
|
| 140 |
-
139,0.249635,0.9579,0.530457,0.8688,0.00003395
|
| 141 |
-
140,0.248960,0.9580,0.524107,0.8707,0.00003293
|
| 142 |
-
141,0.246106,0.9596,0.535840,0.8663,0.00003192
|
| 143 |
-
142,0.242628,0.9611,0.531436,0.8708,0.00003093
|
| 144 |
-
143,0.243473,0.9622,0.540441,0.8641,0.00002994
|
| 145 |
-
144,0.242768,0.9610,0.535874,0.8652,0.00002897
|
| 146 |
-
145,0.240542,0.9615,0.531835,0.8677,0.00002801
|
| 147 |
-
146,0.239115,0.9612,0.524397,0.8705,0.00002706
|
| 148 |
-
147,0.237647,0.9637,0.520224,0.8715,0.00002612
|
| 149 |
-
148,0.238779,0.9621,0.524450,0.8695,0.00002520
|
| 150 |
-
149,0.233666,0.9656,0.531201,0.8688,0.00002429
|
| 151 |
-
150,0.234915,0.9638,0.529703,0.8704,0.00002340
|
| 152 |
-
151,0.235600,0.9644,0.523571,0.8696,0.00002252
|
| 153 |
-
152,0.231467,0.9650,0.522132,0.8698,0.00002165
|
| 154 |
-
153,0.232166,0.9653,0.521428,0.8695,0.00002080
|
| 155 |
-
154,0.231616,0.9659,0.523230,0.8675,0.00001996
|
| 156 |
-
155,0.229160,0.9665,0.528503,0.8695,0.00001914
|
| 157 |
-
156,0.230114,0.9653,0.528964,0.8709,0.00001833
|
| 158 |
-
157,0.229034,0.9676,0.523462,0.8701,0.00001754
|
| 159 |
-
158,0.226881,0.9679,0.531898,0.8714,0.00001677
|
| 160 |
-
159,0.224824,0.9694,0.526623,0.8694,0.00001600
|
| 161 |
-
160,0.223946,0.9690,0.530890,0.8687,0.00001526
|
| 162 |
-
161,0.223090,0.9691,0.524094,0.8709,0.00001453
|
| 163 |
-
162,0.221838,0.9703,0.524551,0.8717,0.00001381
|
| 164 |
-
163,0.221482,0.9700,0.524947,0.8712,0.00001312
|
| 165 |
-
164,0.222555,0.9692,0.527143,0.8720,0.00001244
|
| 166 |
-
165,0.221405,0.9706,0.521158,0.8739,0.00001177
|
| 167 |
-
166,0.221407,0.9703,0.521808,0.8729,0.00001113
|
| 168 |
-
167,0.222288,0.9690,0.523857,0.8719,0.00001050
|
| 169 |
-
168,0.218227,0.9721,0.523219,0.8712,0.00000988
|
| 170 |
-
169,0.217236,0.9718,0.522700,0.8725,0.00000929
|
| 171 |
-
170,0.216152,0.9729,0.523139,0.8732,0.00000871
|
| 172 |
-
171,0.218656,0.9717,0.522860,0.8727,0.00000815
|
| 173 |
-
172,0.215535,0.9730,0.524236,0.8728,0.00000760
|
| 174 |
-
173,0.214828,0.9729,0.525697,0.8735,0.00000708
|
| 175 |
-
174,0.214496,0.9744,0.521690,0.8723,0.00000657
|
| 176 |
-
175,0.215410,0.9728,0.522432,0.8727,0.00000608
|
| 177 |
-
176,0.213734,0.9734,0.522446,0.8742,0.00000561
|
| 178 |
-
177,0.213441,0.9736,0.523422,0.8734,0.00000516
|
| 179 |
-
178,0.212285,0.9737,0.523992,0.8737,0.00000472
|
| 180 |
-
179,0.214089,0.9730,0.523099,0.8745,0.00000431
|
| 181 |
-
180,0.210950,0.9751,0.523106,0.8719,0.00000391
|
| 182 |
-
181,0.211240,0.9744,0.523319,0.8735,0.00000353
|
| 183 |
-
182,0.213017,0.9733,0.521973,0.8740,0.00000317
|
| 184 |
-
183,0.212763,0.9738,0.520837,0.8729,0.00000283
|
| 185 |
-
184,0.210781,0.9746,0.522010,0.8724,0.00000251
|
| 186 |
-
185,0.210507,0.9747,0.520761,0.8734,0.00000221
|
| 187 |
-
186,0.210669,0.9752,0.520835,0.8735,0.00000192
|
| 188 |
-
187,0.211289,0.9742,0.520559,0.8736,0.00000166
|
| 189 |
-
188,0.212018,0.9741,0.520208,0.8743,0.00000142
|
| 190 |
-
189,0.208910,0.9755,0.520485,0.8740,0.00000119
|
| 191 |
-
190,0.210157,0.9752,0.521005,0.8750,0.00000098
|
| 192 |
-
191,0.210976,0.9746,0.520120,0.8737,0.00000080
|
| 193 |
-
192,0.208958,0.9760,0.520895,0.8747,0.00000063
|
| 194 |
-
193,0.209313,0.9755,0.522012,0.8747,0.00000048
|
| 195 |
-
194,0.209193,0.9753,0.520590,0.8742,0.00000035
|
| 196 |
-
195,0.208209,0.9752,0.521515,0.8749,0.00000025
|
| 197 |
-
196,0.208165,0.9752,0.521496,0.8735,0.00000016
|
| 198 |
-
197,0.210139,0.9746,0.521159,0.8745,0.00000009
|
| 199 |
-
198,0.208617,0.9758,0.521124,0.8745,0.00000004
|
| 200 |
-
199,0.208415,0.9755,0.520531,0.8739,0.00000001
|
| 201 |
-
200,0.207302,0.9758,0.520763,0.8733,0.00000000
|
|
|
|
| 1 |
+
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
+
1,2.022002,0.2626,2.606535,0.1000,0.00015978
|
| 3 |
+
2,1.677984,0.3957,1.605666,0.4302,0.00015975
|
| 4 |
+
3,1.494864,0.4717,1.407066,0.5085,0.00015970
|
| 5 |
+
4,1.366450,0.5286,1.280842,0.5690,0.00015963
|
| 6 |
+
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| 201 |
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cifar10-vgg8/stt/training_curve.csv
CHANGED
|
@@ -1,201 +1,201 @@
|
|
| 1 |
-
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
-
1,461.070953,0.1223,368.558716,0.0639,0.00099994
|
| 3 |
-
2,265.697296,0.1393,418.924133,0.1130,0.00099975
|
| 4 |
-
3,270.538849,0.1522,126.765999,0.2114,0.00099945
|
| 5 |
-
4,218.374191,0.1636,149.432526,0.1861,0.00099901
|
| 6 |
-
5,202.600311,0.1657,318.506744,0.1904,0.00099846
|
| 7 |
-
6,171.639618,0.1751,112.471474,0.1959,0.00099778
|
| 8 |
-
7,164.464706,0.1835,102.323059,0.1569,0.00099698
|
| 9 |
-
8,135.609116,0.2023,91.260788,0.1782,0.00099606
|
| 10 |
-
9,120.059601,0.2060,117.823387,0.1545,0.00099501
|
| 11 |
-
10,101.830360,0.2236,129.332153,0.2164,0.00099385
|
| 12 |
-
11,101.743973,0.2317,133.671524,0.2293,0.00099256
|
| 13 |
-
12,84.519028,0.2313,83.133423,0.2774,0.00099114
|
| 14 |
-
13,72.768028,0.2415,87.023697,0.1691,0.00098961
|
| 15 |
-
14,66.838104,0.2596,75.628967,0.2712,0.00098796
|
| 16 |
-
15,53.501225,0.2706,63.014526,0.2889,0.00098619
|
| 17 |
-
16,55.831917,0.2733,55.161407,0.2425,0.00098429
|
| 18 |
-
17,53.841934,0.2837,50.694099,0.3481,0.00098228
|
| 19 |
-
18,44.667450,0.3068,42.317097,0.3195,0.00098015
|
| 20 |
-
19,40.197334,0.3192,37.294868,0.3566,0.00097790
|
| 21 |
-
20,38.096016,0.3234,40.390411,0.3607,0.00097553
|
| 22 |
-
21,35.988071,0.3288,43.236431,0.3737,0.00097304
|
| 23 |
-
22,31.986101,0.3439,27.530560,0.3760,0.00097044
|
| 24 |
-
23,29.226255,0.3542,37.218906,0.3579,0.00096772
|
| 25 |
-
24,29.011129,0.3771,25.530718,0.3837,0.00096489
|
| 26 |
-
25,24.360937,0.4000,19.884857,0.4623,0.00096194
|
| 27 |
-
26,22.409689,0.4204,18.634663,0.4985,0.00095888
|
| 28 |
-
27,20.185949,0.4353,17.536154,0.4298,0.00095570
|
| 29 |
-
28,17.134081,0.4642,17.193069,0.4679,0.00095241
|
| 30 |
-
29,16.811537,0.4799,17.293993,0.4496,0.00094901
|
| 31 |
-
30,14.859010,0.5040,13.811422,0.5294,0.00094550
|
| 32 |
-
31,13.033128,0.5248,11.496176,0.5568,0.00094188
|
| 33 |
-
32,11.174451,0.5421,10.357038,0.5224,0.00093815
|
| 34 |
-
33,10.796167,0.5467,9.444045,0.5616,0.00093432
|
| 35 |
-
34,8.404911,0.5663,9.937813,0.5442,0.00093037
|
| 36 |
-
35,6.876815,0.5846,7.553783,0.5842,0.00092632
|
| 37 |
-
36,6.207492,0.5664,7.366767,0.4886,0.00092216
|
| 38 |
-
37,4.963017,0.5480,21.281626,0.3417,0.00091790
|
| 39 |
-
38,6.759089,0.3630,13.523617,0.2759,0.00091354
|
| 40 |
-
39,3.363903,0.3361,201.082504,0.4429,0.00090908
|
| 41 |
-
40,1.431666,0.5228,137.169449,0.5737,0.00090451
|
| 42 |
-
41,1.174926,0.6310,21.980145,0.6552,0.00089984
|
| 43 |
-
42,1.045187,0.6838,19.209335,0.7108,0.00089508
|
| 44 |
-
43,0.959914,0.7212,8.781912,0.7319,0.00089022
|
| 45 |
-
44,0.882563,0.7503,231.997025,0.7424,0.00088526
|
| 46 |
-
45,0.833780,0.7658,43.107342,0.7631,0.00088020
|
| 47 |
-
46,0.799091,0.7836,119.475403,0.7678,0.00087506
|
| 48 |
-
47,0.778125,0.7908,5.835531,0.7866,0.00086982
|
| 49 |
-
48,0.725134,0.8111,15.372712,0.7909,0.00086449
|
| 50 |
-
49,0.706123,0.8191,342.117889,0.8059,0.00085906
|
| 51 |
-
50,0.679652,0.8306,12.743287,0.8119,0.00085355
|
| 52 |
-
51,0.657906,0.8380,2.467827,0.8166,0.00084796
|
| 53 |
-
52,0.631641,0.8476,1.256556,0.8251,0.00084227
|
| 54 |
-
53,0.626131,0.8507,1.043995,0.8046,0.00083651
|
| 55 |
-
54,0.606371,0.8593,2.670339,0.8262,0.00083066
|
| 56 |
-
55,0.578473,0.8691,2.128988,0.8097,0.00082472
|
| 57 |
-
56,0.573160,0.8710,2.534091,0.8415,0.00081871
|
| 58 |
-
57,0.548574,0.8802,29.711544,0.8392,0.00081262
|
| 59 |
-
58,0.538428,0.8836,3.640520,0.8392,0.00080645
|
| 60 |
-
59,0.518066,0.8922,3.612934,0.8411,0.00080021
|
| 61 |
-
60,0.512591,0.8939,5.127223,0.8466,0.00079389
|
| 62 |
-
61,0.496964,0.8994,2.854013,0.8521,0.00078750
|
| 63 |
-
62,0.485830,0.9050,4.247937,0.8484,0.00078104
|
| 64 |
-
63,0.471980,0.9095,17.243946,0.8514,0.00077451
|
| 65 |
-
64,0.460932,0.9145,30.798029,0.8475,0.00076791
|
| 66 |
-
65,0.461999,0.9119,2.052086,0.8524,0.00076125
|
| 67 |
-
66,0.444890,0.9217,0.718593,0.8619,0.00075452
|
| 68 |
-
67,0.434097,0.9243,40.390518,0.8514,0.00074773
|
| 69 |
-
68,0.429821,0.9265,1.869097,0.8604,0.00074088
|
| 70 |
-
69,0.417682,0.9308,4.201446,0.8590,0.00073397
|
| 71 |
-
70,0.411957,0.9343,3.409988,0.8576,0.00072700
|
| 72 |
-
71,0.401336,0.9369,1.363582,0.8642,0.00071997
|
| 73 |
-
72,0.396986,0.9388,11.765554,0.8617,0.00071289
|
| 74 |
-
73,0.393106,0.9398,1.235388,0.8583,0.00070576
|
| 75 |
-
74,0.383117,0.9445,5.670755,0.8603,0.00069857
|
| 76 |
-
75,0.376024,0.9480,3.152856,0.8642,0.00069134
|
| 77 |
-
76,0.367269,0.9501,5.199600,0.8653,0.00068406
|
| 78 |
-
77,0.366058,0.9501,12.270313,0.8649,0.00067674
|
| 79 |
-
78,0.363264,0.9517,1.416014,0.8723,0.00066937
|
| 80 |
-
79,0.353828,0.9542,1.772709,0.8668,0.00066196
|
| 81 |
-
80,0.351823,0.9561,0.814925,0.8702,0.00065451
|
| 82 |
-
81,0.343957,0.9582,0.724371,0.8723,0.00064702
|
| 83 |
-
82,0.339414,0.9608,9.908320,0.8700,0.00063950
|
| 84 |
-
83,0.335550,0.9622,0.767968,0.8751,0.00063194
|
| 85 |
-
84,0.328964,0.9653,0.865554,0.8635,0.00062435
|
| 86 |
-
85,0.327690,0.9651,5.260078,0.8634,0.00061672
|
| 87 |
-
86,0.321612,0.9674,2.270855,0.8702,0.00060907
|
| 88 |
-
87,0.319304,0.9681,5.992268,0.8705,0.00060139
|
| 89 |
-
88,0.315085,0.9693,10.443764,0.8736,0.00059369
|
| 90 |
-
89,0.308067,0.9725,10.052752,0.8680,0.00058597
|
| 91 |
-
90,0.308712,0.9727,1.129792,0.8701,0.00057822
|
| 92 |
-
91,0.302040,0.9749,4.560265,0.8744,0.00057045
|
| 93 |
-
92,0.302612,0.9751,4.821564,0.8704,0.00056267
|
| 94 |
-
93,0.295804,0.9775,3.082137,0.8775,0.00055487
|
| 95 |
-
94,0.298513,0.9760,2.436078,0.8744,0.00054705
|
| 96 |
-
95,0.293510,0.9776,4.555578,0.8738,0.00053923
|
| 97 |
-
96,0.292750,0.9778,0.706137,0.8755,0.00053140
|
| 98 |
-
97,0.289648,0.9792,0.860790,0.8746,0.00052355
|
| 99 |
-
98,0.287433,0.9794,0.733605,0.8762,0.00051571
|
| 100 |
-
99,0.286442,0.9813,107.371849,0.8730,0.00050785
|
| 101 |
-
100,0.283809,0.9810,0.748264,0.8805,0.00050000
|
| 102 |
-
101,0.279572,0.9833,5.164677,0.8780,0.00049215
|
| 103 |
-
102,0.277098,0.9846,22.459476,0.8772,0.00048430
|
| 104 |
-
103,0.275542,0.9846,0.967311,0.8726,0.00047645
|
| 105 |
-
104,0.275721,0.9845,15.491213,0.8773,0.00046861
|
| 106 |
-
105,0.273622,0.9853,1.398083,0.8771,0.00046077
|
| 107 |
-
106,0.271330,0.9863,2.514811,0.8786,0.00045295
|
| 108 |
-
107,0.270636,0.9865,0.829812,0.8824,0.00044513
|
| 109 |
-
108,0.271735,0.9862,3.690800,0.8812,0.00043733
|
| 110 |
-
109,0.264314,0.9876,9.919644,0.8782,0.00042955
|
| 111 |
-
110,0.265430,0.9879,8.734153,0.8801,0.00042178
|
| 112 |
-
111,0.264481,0.9884,1.112454,0.8821,0.00041404
|
| 113 |
-
112,0.264021,0.9880,7.498993,0.8772,0.00040631
|
| 114 |
-
113,0.262445,0.9897,2.032963,0.8775,0.00039861
|
| 115 |
-
114,0.261968,0.9887,0.631038,0.8825,0.00039093
|
| 116 |
-
115,0.258627,0.9900,4.007258,0.8803,0.00038328
|
| 117 |
-
116,0.259837,0.9899,12.793387,0.8820,0.00037566
|
| 118 |
-
117,0.259751,0.9901,1.322832,0.8821,0.00036806
|
| 119 |
-
118,0.255687,0.9915,1.625452,0.8791,0.00036050
|
| 120 |
-
119,0.254327,0.9916,100.674675,0.8784,0.00035298
|
| 121 |
-
120,0.253613,0.9922,1.121885,0.8808,0.00034549
|
| 122 |
-
121,0.252001,0.9925,0.934782,0.8817,0.00033804
|
| 123 |
-
122,0.251884,0.9921,1.780036,0.8834,0.00033063
|
| 124 |
-
123,0.250278,0.9928,2.188629,0.8831,0.00032326
|
| 125 |
-
124,0.250596,0.9927,2.590222,0.8815,0.00031594
|
| 126 |
-
125,0.248936,0.9937,0.708541,0.8824,0.00030866
|
| 127 |
-
126,0.247747,0.9938,0.692287,0.8832,0.00030143
|
| 128 |
-
127,0.247233,0.9938,1.850090,0.8834,0.00029424
|
| 129 |
-
128,0.246646,0.9940,1.805763,0.8825,0.00028711
|
| 130 |
-
129,0.245036,0.9948,0.655417,0.8794,0.00028003
|
| 131 |
-
130,0.245223,0.9949,0.633085,0.8829,0.00027301
|
| 132 |
-
131,0.244306,0.9949,1.601061,0.8845,0.00026604
|
| 133 |
-
132,0.244232,0.9946,6.802421,0.8835,0.00025912
|
| 134 |
-
133,0.242709,0.9952,2.529112,0.8835,0.00025227
|
| 135 |
-
134,0.241816,0.9957,3.185738,0.8841,0.00024548
|
| 136 |
-
135,0.241126,0.9956,4.443413,0.8846,0.00023875
|
| 137 |
-
136,0.240894,0.9962,2.722264,0.8849,0.00023209
|
| 138 |
-
137,0.240883,0.9962,2.626292,0.8853,0.00022549
|
| 139 |
-
138,0.239455,0.9963,2.084429,0.8858,0.00021896
|
| 140 |
-
139,0.240553,0.9960,1.406453,0.8826,0.00021250
|
| 141 |
-
140,0.239226,0.9966,3.568921,0.8856,0.00020611
|
| 142 |
-
141,0.238273,0.9970,5.970549,0.8860,0.00019979
|
| 143 |
-
142,0.237166,0.9972,4.169083,0.8869,0.00019355
|
| 144 |
-
143,0.236778,0.9973,2.621704,0.8867,0.00018738
|
| 145 |
-
144,0.237012,0.9973,2.107576,0.8889,0.00018129
|
| 146 |
-
145,0.235771,0.9976,2.188235,0.8902,0.00017528
|
| 147 |
-
146,0.235759,0.9975,1.699497,0.8886,0.00016934
|
| 148 |
-
147,0.235673,0.9976,0.954822,0.8908,0.00016349
|
| 149 |
-
148,0.236599,0.9973,0.718679,0.8903,0.00015773
|
| 150 |
-
149,0.234568,0.9980,1.753598,0.8910,0.00015204
|
| 151 |
-
150,0.235154,0.9978,4.990847,0.8903,0.00014645
|
| 152 |
-
151,0.234485,0.9979,6.540255,0.8890,0.00014094
|
| 153 |
-
152,0.234296,0.9981,1.547952,0.8891,0.00013552
|
| 154 |
-
153,0.233514,0.9982,6.304943,0.8901,0.00013018
|
| 155 |
-
154,0.233047,0.9983,6.757678,0.8889,0.00012494
|
| 156 |
-
155,0.233060,0.9984,0.679043,0.8898,0.00011980
|
| 157 |
-
156,0.233051,0.9983,1.436152,0.8901,0.00011474
|
| 158 |
-
157,0.232105,0.9988,3.003558,0.8876,0.00010978
|
| 159 |
-
158,0.232901,0.9982,2.203834,0.8898,0.00010492
|
| 160 |
-
159,0.232342,0.9983,2.727429,0.8893,0.00010016
|
| 161 |
-
160,0.232818,0.9984,1.139405,0.8894,0.00009549
|
| 162 |
-
161,0.232750,0.9983,1.008568,0.8894,0.00009093
|
| 163 |
-
162,0.231861,0.9987,0.792246,0.8915,0.00008646
|
| 164 |
-
163,0.231570,0.9988,1.801025,0.8893,0.00008210
|
| 165 |
-
164,0.231601,0.9989,2.619445,0.8907,0.00007784
|
| 166 |
-
165,0.231097,0.9990,1.607307,0.8919,0.00007368
|
| 167 |
-
166,0.231862,0.9984,1.148325,0.8898,0.00006963
|
| 168 |
-
167,0.231543,0.9989,0.600481,0.8903,0.00006568
|
| 169 |
-
168,0.231203,0.9987,0.787521,0.8902,0.00006185
|
| 170 |
-
169,0.230373,0.9991,0.631779,0.8901,0.00005812
|
| 171 |
-
170,0.230474,0.9988,0.657306,0.8922,0.00005450
|
| 172 |
-
171,0.230872,0.9989,2.071965,0.8900,0.00005099
|
| 173 |
-
172,0.230544,0.9990,2.067329,0.8912,0.00004759
|
| 174 |
-
173,0.230660,0.9989,0.868433,0.8901,0.00004430
|
| 175 |
-
174,0.230973,0.9989,1.081254,0.8917,0.00004112
|
| 176 |
-
175,0.230340,0.9990,0.894041,0.8915,0.00003806
|
| 177 |
-
176,0.230206,0.9992,0.935948,0.8919,0.00003511
|
| 178 |
-
177,0.229844,0.9993,1.113709,0.8920,0.00003228
|
| 179 |
-
178,0.229839,0.9991,1.853364,0.8919,0.00002956
|
| 180 |
-
179,0.230155,0.9990,1.121022,0.8918,0.00002696
|
| 181 |
-
180,0.229792,0.9991,1.446803,0.8915,0.00002447
|
| 182 |
-
181,0.229248,0.9994,1.993285,0.8908,0.00002210
|
| 183 |
-
182,0.230249,0.9990,1.702938,0.8908,0.00001985
|
| 184 |
-
183,0.229684,0.9993,1.185309,0.8901,0.00001772
|
| 185 |
-
184,0.229247,0.9994,1.071107,0.8901,0.00001571
|
| 186 |
-
185,0.230034,0.9991,1.410435,0.8902,0.00001382
|
| 187 |
-
186,0.229273,0.9992,1.284679,0.8902,0.00001204
|
| 188 |
-
187,0.229312,0.9993,1.932470,0.8901,0.00001039
|
| 189 |
-
188,0.229224,0.9994,1.947281,0.8905,0.00000886
|
| 190 |
-
189,0.229415,0.9993,2.734872,0.8904,0.00000745
|
| 191 |
-
190,0.229420,0.9992,2.633045,0.8900,0.00000616
|
| 192 |
-
191,0.229370,0.9994,2.894425,0.8905,0.00000499
|
| 193 |
-
192,0.229526,0.9991,2.065342,0.8908,0.00000394
|
| 194 |
-
193,0.229478,0.9994,2.850669,0.8906,0.00000302
|
| 195 |
-
194,0.229572,0.9992,2.102159,0.8904,0.00000222
|
| 196 |
-
195,0.228899,0.9994,2.345463,0.8902,0.00000154
|
| 197 |
-
196,0.229206,0.9993,2.386629,0.8911,0.00000099
|
| 198 |
-
197,0.229173,0.9994,2.170207,0.8913,0.00000056
|
| 199 |
-
198,0.229301,0.9993,1.863005,0.8910,0.00000025
|
| 200 |
-
199,0.229173,0.9992,2.602577,0.8909,0.00000006
|
| 201 |
-
200,0.229237,0.9993,3.468789,0.8902,0.00000000
|
|
|
|
| 1 |
+
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
+
1,461.070953,0.1223,368.558716,0.0639,0.00099994
|
| 3 |
+
2,265.697296,0.1393,418.924133,0.1130,0.00099975
|
| 4 |
+
3,270.538849,0.1522,126.765999,0.2114,0.00099945
|
| 5 |
+
4,218.374191,0.1636,149.432526,0.1861,0.00099901
|
| 6 |
+
5,202.600311,0.1657,318.506744,0.1904,0.00099846
|
| 7 |
+
6,171.639618,0.1751,112.471474,0.1959,0.00099778
|
| 8 |
+
7,164.464706,0.1835,102.323059,0.1569,0.00099698
|
| 9 |
+
8,135.609116,0.2023,91.260788,0.1782,0.00099606
|
| 10 |
+
9,120.059601,0.2060,117.823387,0.1545,0.00099501
|
| 11 |
+
10,101.830360,0.2236,129.332153,0.2164,0.00099385
|
| 12 |
+
11,101.743973,0.2317,133.671524,0.2293,0.00099256
|
| 13 |
+
12,84.519028,0.2313,83.133423,0.2774,0.00099114
|
| 14 |
+
13,72.768028,0.2415,87.023697,0.1691,0.00098961
|
| 15 |
+
14,66.838104,0.2596,75.628967,0.2712,0.00098796
|
| 16 |
+
15,53.501225,0.2706,63.014526,0.2889,0.00098619
|
| 17 |
+
16,55.831917,0.2733,55.161407,0.2425,0.00098429
|
| 18 |
+
17,53.841934,0.2837,50.694099,0.3481,0.00098228
|
| 19 |
+
18,44.667450,0.3068,42.317097,0.3195,0.00098015
|
| 20 |
+
19,40.197334,0.3192,37.294868,0.3566,0.00097790
|
| 21 |
+
20,38.096016,0.3234,40.390411,0.3607,0.00097553
|
| 22 |
+
21,35.988071,0.3288,43.236431,0.3737,0.00097304
|
| 23 |
+
22,31.986101,0.3439,27.530560,0.3760,0.00097044
|
| 24 |
+
23,29.226255,0.3542,37.218906,0.3579,0.00096772
|
| 25 |
+
24,29.011129,0.3771,25.530718,0.3837,0.00096489
|
| 26 |
+
25,24.360937,0.4000,19.884857,0.4623,0.00096194
|
| 27 |
+
26,22.409689,0.4204,18.634663,0.4985,0.00095888
|
| 28 |
+
27,20.185949,0.4353,17.536154,0.4298,0.00095570
|
| 29 |
+
28,17.134081,0.4642,17.193069,0.4679,0.00095241
|
| 30 |
+
29,16.811537,0.4799,17.293993,0.4496,0.00094901
|
| 31 |
+
30,14.859010,0.5040,13.811422,0.5294,0.00094550
|
| 32 |
+
31,13.033128,0.5248,11.496176,0.5568,0.00094188
|
| 33 |
+
32,11.174451,0.5421,10.357038,0.5224,0.00093815
|
| 34 |
+
33,10.796167,0.5467,9.444045,0.5616,0.00093432
|
| 35 |
+
34,8.404911,0.5663,9.937813,0.5442,0.00093037
|
| 36 |
+
35,6.876815,0.5846,7.553783,0.5842,0.00092632
|
| 37 |
+
36,6.207492,0.5664,7.366767,0.4886,0.00092216
|
| 38 |
+
37,4.963017,0.5480,21.281626,0.3417,0.00091790
|
| 39 |
+
38,6.759089,0.3630,13.523617,0.2759,0.00091354
|
| 40 |
+
39,3.363903,0.3361,201.082504,0.4429,0.00090908
|
| 41 |
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40,1.431666,0.5228,137.169449,0.5737,0.00090451
|
| 42 |
+
41,1.174926,0.6310,21.980145,0.6552,0.00089984
|
| 43 |
+
42,1.045187,0.6838,19.209335,0.7108,0.00089508
|
| 44 |
+
43,0.959914,0.7212,8.781912,0.7319,0.00089022
|
| 45 |
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44,0.882563,0.7503,231.997025,0.7424,0.00088526
|
| 46 |
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45,0.833780,0.7658,43.107342,0.7631,0.00088020
|
| 47 |
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46,0.799091,0.7836,119.475403,0.7678,0.00087506
|
| 48 |
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47,0.778125,0.7908,5.835531,0.7866,0.00086982
|
| 49 |
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48,0.725134,0.8111,15.372712,0.7909,0.00086449
|
| 50 |
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49,0.706123,0.8191,342.117889,0.8059,0.00085906
|
| 51 |
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50,0.679652,0.8306,12.743287,0.8119,0.00085355
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| 52 |
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51,0.657906,0.8380,2.467827,0.8166,0.00084796
|
| 53 |
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52,0.631641,0.8476,1.256556,0.8251,0.00084227
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| 54 |
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53,0.626131,0.8507,1.043995,0.8046,0.00083651
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| 55 |
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54,0.606371,0.8593,2.670339,0.8262,0.00083066
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| 56 |
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55,0.578473,0.8691,2.128988,0.8097,0.00082472
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| 57 |
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56,0.573160,0.8710,2.534091,0.8415,0.00081871
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| 58 |
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57,0.548574,0.8802,29.711544,0.8392,0.00081262
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| 59 |
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58,0.538428,0.8836,3.640520,0.8392,0.00080645
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| 60 |
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59,0.518066,0.8922,3.612934,0.8411,0.00080021
|
| 61 |
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60,0.512591,0.8939,5.127223,0.8466,0.00079389
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| 62 |
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61,0.496964,0.8994,2.854013,0.8521,0.00078750
|
| 63 |
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62,0.485830,0.9050,4.247937,0.8484,0.00078104
|
| 64 |
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63,0.471980,0.9095,17.243946,0.8514,0.00077451
|
| 65 |
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64,0.460932,0.9145,30.798029,0.8475,0.00076791
|
| 66 |
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65,0.461999,0.9119,2.052086,0.8524,0.00076125
|
| 67 |
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66,0.444890,0.9217,0.718593,0.8619,0.00075452
|
| 68 |
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67,0.434097,0.9243,40.390518,0.8514,0.00074773
|
| 69 |
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68,0.429821,0.9265,1.869097,0.8604,0.00074088
|
| 70 |
+
69,0.417682,0.9308,4.201446,0.8590,0.00073397
|
| 71 |
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70,0.411957,0.9343,3.409988,0.8576,0.00072700
|
| 72 |
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71,0.401336,0.9369,1.363582,0.8642,0.00071997
|
| 73 |
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72,0.396986,0.9388,11.765554,0.8617,0.00071289
|
| 74 |
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73,0.393106,0.9398,1.235388,0.8583,0.00070576
|
| 75 |
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74,0.383117,0.9445,5.670755,0.8603,0.00069857
|
| 76 |
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75,0.376024,0.9480,3.152856,0.8642,0.00069134
|
| 77 |
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76,0.367269,0.9501,5.199600,0.8653,0.00068406
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| 78 |
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77,0.366058,0.9501,12.270313,0.8649,0.00067674
|
| 79 |
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78,0.363264,0.9517,1.416014,0.8723,0.00066937
|
| 80 |
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79,0.353828,0.9542,1.772709,0.8668,0.00066196
|
| 81 |
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80,0.351823,0.9561,0.814925,0.8702,0.00065451
|
| 82 |
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81,0.343957,0.9582,0.724371,0.8723,0.00064702
|
| 83 |
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82,0.339414,0.9608,9.908320,0.8700,0.00063950
|
| 84 |
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83,0.335550,0.9622,0.767968,0.8751,0.00063194
|
| 85 |
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84,0.328964,0.9653,0.865554,0.8635,0.00062435
|
| 86 |
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85,0.327690,0.9651,5.260078,0.8634,0.00061672
|
| 87 |
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86,0.321612,0.9674,2.270855,0.8702,0.00060907
|
| 88 |
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87,0.319304,0.9681,5.992268,0.8705,0.00060139
|
| 89 |
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88,0.315085,0.9693,10.443764,0.8736,0.00059369
|
| 90 |
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89,0.308067,0.9725,10.052752,0.8680,0.00058597
|
| 91 |
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90,0.308712,0.9727,1.129792,0.8701,0.00057822
|
| 92 |
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91,0.302040,0.9749,4.560265,0.8744,0.00057045
|
| 93 |
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92,0.302612,0.9751,4.821564,0.8704,0.00056267
|
| 94 |
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93,0.295804,0.9775,3.082137,0.8775,0.00055487
|
| 95 |
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94,0.298513,0.9760,2.436078,0.8744,0.00054705
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| 96 |
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95,0.293510,0.9776,4.555578,0.8738,0.00053923
|
| 97 |
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96,0.292750,0.9778,0.706137,0.8755,0.00053140
|
| 98 |
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97,0.289648,0.9792,0.860790,0.8746,0.00052355
|
| 99 |
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98,0.287433,0.9794,0.733605,0.8762,0.00051571
|
| 100 |
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99,0.286442,0.9813,107.371849,0.8730,0.00050785
|
| 101 |
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100,0.283809,0.9810,0.748264,0.8805,0.00050000
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| 102 |
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101,0.279572,0.9833,5.164677,0.8780,0.00049215
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| 103 |
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102,0.277098,0.9846,22.459476,0.8772,0.00048430
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| 104 |
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103,0.275542,0.9846,0.967311,0.8726,0.00047645
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| 105 |
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104,0.275721,0.9845,15.491213,0.8773,0.00046861
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| 106 |
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105,0.273622,0.9853,1.398083,0.8771,0.00046077
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| 107 |
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106,0.271330,0.9863,2.514811,0.8786,0.00045295
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| 108 |
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107,0.270636,0.9865,0.829812,0.8824,0.00044513
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| 109 |
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108,0.271735,0.9862,3.690800,0.8812,0.00043733
|
| 110 |
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109,0.264314,0.9876,9.919644,0.8782,0.00042955
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| 111 |
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110,0.265430,0.9879,8.734153,0.8801,0.00042178
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| 112 |
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111,0.264481,0.9884,1.112454,0.8821,0.00041404
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| 113 |
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112,0.264021,0.9880,7.498993,0.8772,0.00040631
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| 114 |
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113,0.262445,0.9897,2.032963,0.8775,0.00039861
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| 115 |
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114,0.261968,0.9887,0.631038,0.8825,0.00039093
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115,0.258627,0.9900,4.007258,0.8803,0.00038328
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| 117 |
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116,0.259837,0.9899,12.793387,0.8820,0.00037566
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| 118 |
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117,0.259751,0.9901,1.322832,0.8821,0.00036806
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| 119 |
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118,0.255687,0.9915,1.625452,0.8791,0.00036050
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| 120 |
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119,0.254327,0.9916,100.674675,0.8784,0.00035298
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| 121 |
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120,0.253613,0.9922,1.121885,0.8808,0.00034549
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| 122 |
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121,0.252001,0.9925,0.934782,0.8817,0.00033804
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| 123 |
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122,0.251884,0.9921,1.780036,0.8834,0.00033063
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| 124 |
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123,0.250278,0.9928,2.188629,0.8831,0.00032326
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| 125 |
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124,0.250596,0.9927,2.590222,0.8815,0.00031594
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| 126 |
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125,0.248936,0.9937,0.708541,0.8824,0.00030866
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| 127 |
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126,0.247747,0.9938,0.692287,0.8832,0.00030143
|
| 128 |
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127,0.247233,0.9938,1.850090,0.8834,0.00029424
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| 129 |
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128,0.246646,0.9940,1.805763,0.8825,0.00028711
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| 130 |
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129,0.245036,0.9948,0.655417,0.8794,0.00028003
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| 131 |
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130,0.245223,0.9949,0.633085,0.8829,0.00027301
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131,0.244306,0.9949,1.601061,0.8845,0.00026604
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132,0.244232,0.9946,6.802421,0.8835,0.00025912
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133,0.242709,0.9952,2.529112,0.8835,0.00025227
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134,0.241816,0.9957,3.185738,0.8841,0.00024548
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135,0.241126,0.9956,4.443413,0.8846,0.00023875
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136,0.240894,0.9962,2.722264,0.8849,0.00023209
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137,0.240883,0.9962,2.626292,0.8853,0.00022549
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138,0.239455,0.9963,2.084429,0.8858,0.00021896
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139,0.240553,0.9960,1.406453,0.8826,0.00021250
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140,0.239226,0.9966,3.568921,0.8856,0.00020611
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141,0.238273,0.9970,5.970549,0.8860,0.00019979
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142,0.237166,0.9972,4.169083,0.8869,0.00019355
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143,0.236778,0.9973,2.621704,0.8867,0.00018738
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144,0.237012,0.9973,2.107576,0.8889,0.00018129
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145,0.235771,0.9976,2.188235,0.8902,0.00017528
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146,0.235759,0.9975,1.699497,0.8886,0.00016934
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147,0.235673,0.9976,0.954822,0.8908,0.00016349
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148,0.236599,0.9973,0.718679,0.8903,0.00015773
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149,0.234568,0.9980,1.753598,0.8910,0.00015204
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150,0.235154,0.9978,4.990847,0.8903,0.00014645
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151,0.234485,0.9979,6.540255,0.8890,0.00014094
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152,0.234296,0.9981,1.547952,0.8891,0.00013552
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153,0.233514,0.9982,6.304943,0.8901,0.00013018
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154,0.233047,0.9983,6.757678,0.8889,0.00012494
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155,0.233060,0.9984,0.679043,0.8898,0.00011980
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156,0.233051,0.9983,1.436152,0.8901,0.00011474
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157,0.232105,0.9988,3.003558,0.8876,0.00010978
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158,0.232901,0.9982,2.203834,0.8898,0.00010492
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159,0.232342,0.9983,2.727429,0.8893,0.00010016
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160,0.232818,0.9984,1.139405,0.8894,0.00009549
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161,0.232750,0.9983,1.008568,0.8894,0.00009093
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162,0.231861,0.9987,0.792246,0.8915,0.00008646
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163,0.231570,0.9988,1.801025,0.8893,0.00008210
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164,0.231601,0.9989,2.619445,0.8907,0.00007784
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165,0.231097,0.9990,1.607307,0.8919,0.00007368
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166,0.231862,0.9984,1.148325,0.8898,0.00006963
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167,0.231543,0.9989,0.600481,0.8903,0.00006568
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168,0.231203,0.9987,0.787521,0.8902,0.00006185
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169,0.230373,0.9991,0.631779,0.8901,0.00005812
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170,0.230474,0.9988,0.657306,0.8922,0.00005450
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171,0.230872,0.9989,2.071965,0.8900,0.00005099
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172,0.230544,0.9990,2.067329,0.8912,0.00004759
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173,0.230660,0.9989,0.868433,0.8901,0.00004430
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174,0.230973,0.9989,1.081254,0.8917,0.00004112
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177,0.229844,0.9993,1.113709,0.8920,0.00003228
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179,0.230155,0.9990,1.121022,0.8918,0.00002696
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180,0.229792,0.9991,1.446803,0.8915,0.00002447
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181,0.229248,0.9994,1.993285,0.8908,0.00002210
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182,0.230249,0.9990,1.702938,0.8908,0.00001985
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183,0.229684,0.9993,1.185309,0.8901,0.00001772
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184,0.229247,0.9994,1.071107,0.8901,0.00001571
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185,0.230034,0.9991,1.410435,0.8902,0.00001382
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186,0.229273,0.9992,1.284679,0.8902,0.00001204
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187,0.229312,0.9993,1.932470,0.8901,0.00001039
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188,0.229224,0.9994,1.947281,0.8905,0.00000886
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189,0.229415,0.9993,2.734872,0.8904,0.00000745
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190,0.229420,0.9992,2.633045,0.8900,0.00000616
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191,0.229370,0.9994,2.894425,0.8905,0.00000499
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192,0.229526,0.9991,2.065342,0.8908,0.00000394
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193,0.229478,0.9994,2.850669,0.8906,0.00000302
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194,0.229572,0.9992,2.102159,0.8904,0.00000222
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195,0.228899,0.9994,2.345463,0.8902,0.00000154
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196,0.229206,0.9993,2.386629,0.8911,0.00000099
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197,0.229173,0.9994,2.170207,0.8913,0.00000056
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198,0.229301,0.9993,1.863005,0.8910,0.00000025
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| 200 |
+
199,0.229173,0.9992,2.602577,0.8909,0.00000006
|
| 201 |
+
200,0.229237,0.9993,3.468789,0.8902,0.00000000
|
mnist-mlp/fefet/training_curve.csv
CHANGED
|
@@ -1,51 +1,51 @@
|
|
| 1 |
-
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
-
1,0.732836,0.8508,0.498582,0.9349,0.01446095
|
| 3 |
-
2,0.464436,0.9503,0.443316,0.9562,0.01441817
|
| 4 |
-
3,0.426088,0.9643,0.435136,0.9596,0.01434704
|
| 5 |
-
4,0.404081,0.9736,0.419235,0.9641,0.01424785
|
| 6 |
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5,0.390924,0.9785,0.413854,0.9669,0.01412100
|
| 7 |
-
6,0.381999,0.9819,0.403638,0.9691,0.01396698
|
| 8 |
-
7,0.374428,0.9852,0.405598,0.9686,0.01378641
|
| 9 |
-
8,0.368139,0.9877,0.396753,0.9713,0.01357999
|
| 10 |
-
9,0.363637,0.9891,0.401147,0.9711,0.01334854
|
| 11 |
-
10,0.360919,0.9907,0.406090,0.9691,0.01309297
|
| 12 |
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|
| 13 |
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12,0.352203,0.9930,0.403190,0.9706,0.01251361
|
| 14 |
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13,0.351069,0.9937,0.400613,0.9717,0.01219211
|
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|
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|
| 17 |
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|
| 18 |
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|
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|
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|
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|
| 30 |
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|
| 31 |
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30,0.330088,0.9991,0.387276,0.9753,0.00500107
|
| 32 |
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31,0.329766,0.9992,0.387534,0.9748,0.00457327
|
| 33 |
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32,0.329032,0.9992,0.386507,0.9744,0.00415599
|
| 34 |
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33,0.328553,0.9992,0.386086,0.9752,0.00375087
|
| 35 |
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|
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|
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|
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37,0.326547,0.9994,0.386655,0.9747,0.00228313
|
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|
| 40 |
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39,0.325682,0.9995,0.385364,0.9753,0.00166094
|
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41,0.324988,0.9996,0.385857,0.9751,0.00112669
|
| 43 |
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42,0.324763,0.9996,0.387051,0.9749,0.00089524
|
| 44 |
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43,0.324485,0.9997,0.385966,0.9758,0.00068883
|
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44,0.324336,0.9997,0.385908,0.9750,0.00050825
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45,0.324014,0.9997,0.385824,0.9753,0.00035423
|
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46,0.323910,0.9996,0.385343,0.9749,0.00022738
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| 48 |
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|
| 49 |
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48,0.323628,0.9997,0.385489,0.9751,0.00005707
|
| 50 |
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49,0.323562,0.9997,0.385212,0.9750,0.00001428
|
| 51 |
-
50,0.323517,0.9996,0.385221,0.9752,0.00000000
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|
|
|
| 1 |
+
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
+
1,0.732836,0.8508,0.498582,0.9349,0.01446095
|
| 3 |
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2,0.464436,0.9503,0.443316,0.9562,0.01441817
|
| 4 |
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|
| 6 |
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| 7 |
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6,0.381999,0.9819,0.403638,0.9691,0.01396698
|
| 8 |
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7,0.374428,0.9852,0.405598,0.9686,0.01378641
|
| 9 |
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8,0.368139,0.9877,0.396753,0.9713,0.01357999
|
| 10 |
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9,0.363637,0.9891,0.401147,0.9711,0.01334854
|
| 11 |
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10,0.360919,0.9907,0.406090,0.9691,0.01309297
|
| 12 |
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11,0.357214,0.9920,0.410115,0.9680,0.01281430
|
| 13 |
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12,0.352203,0.9930,0.403190,0.9706,0.01251361
|
| 14 |
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13,0.351069,0.9937,0.400613,0.9717,0.01219211
|
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14,0.349435,0.9948,0.392065,0.9738,0.01185105
|
| 16 |
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15,0.347547,0.9953,0.406947,0.9696,0.01149178
|
| 17 |
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16,0.344913,0.9959,0.394958,0.9732,0.01111573
|
| 18 |
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17,0.344246,0.9963,0.396385,0.9722,0.01072437
|
| 19 |
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18,0.341143,0.9968,0.392117,0.9727,0.01031925
|
| 20 |
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19,0.339928,0.9973,0.396438,0.9734,0.00990196
|
| 21 |
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20,0.339366,0.9974,0.389601,0.9749,0.00947416
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| 22 |
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21,0.338552,0.9976,0.388628,0.9743,0.00903754
|
| 23 |
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22,0.337073,0.9977,0.388919,0.9734,0.00859381
|
| 24 |
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23,0.336405,0.9982,0.390568,0.9739,0.00814473
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| 25 |
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24,0.334612,0.9985,0.390451,0.9736,0.00769207
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|
| 28 |
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27,0.332459,0.9987,0.387956,0.9748,0.00633050
|
| 29 |
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28,0.331774,0.9989,0.387299,0.9742,0.00588142
|
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29,0.331014,0.9989,0.393290,0.9721,0.00543770
|
| 31 |
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30,0.330088,0.9991,0.387276,0.9753,0.00500107
|
| 32 |
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31,0.329766,0.9992,0.387534,0.9748,0.00457327
|
| 33 |
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32,0.329032,0.9992,0.386507,0.9744,0.00415599
|
| 34 |
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33,0.328553,0.9992,0.386086,0.9752,0.00375087
|
| 35 |
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34,0.327881,0.9992,0.386703,0.9751,0.00335951
|
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35,0.327423,0.9995,0.387569,0.9741,0.00298345
|
| 37 |
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36,0.326922,0.9994,0.387604,0.9749,0.00262419
|
| 38 |
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37,0.326547,0.9994,0.386655,0.9747,0.00228313
|
| 39 |
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38,0.326085,0.9995,0.387630,0.9749,0.00196162
|
| 40 |
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39,0.325682,0.9995,0.385364,0.9753,0.00166094
|
| 41 |
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40,0.325379,0.9996,0.386262,0.9747,0.00138226
|
| 42 |
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41,0.324988,0.9996,0.385857,0.9751,0.00112669
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| 43 |
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42,0.324763,0.9996,0.387051,0.9749,0.00089524
|
| 44 |
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43,0.324485,0.9997,0.385966,0.9758,0.00068883
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| 45 |
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44,0.324336,0.9997,0.385908,0.9750,0.00050825
|
| 46 |
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45,0.324014,0.9997,0.385824,0.9753,0.00035423
|
| 47 |
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46,0.323910,0.9996,0.385343,0.9749,0.00022738
|
| 48 |
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47,0.323762,0.9997,0.385535,0.9751,0.00012820
|
| 49 |
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48,0.323628,0.9997,0.385489,0.9751,0.00005707
|
| 50 |
+
49,0.323562,0.9997,0.385212,0.9750,0.00001428
|
| 51 |
+
50,0.323517,0.9996,0.385221,0.9752,0.00000000
|
mnist-mlp/flash/training_curve.csv
CHANGED
|
@@ -1,51 +1,51 @@
|
|
| 1 |
-
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
-
1,0.728594,0.8412,0.489881,0.9186,0.00048341
|
| 3 |
-
2,0.465855,0.9277,0.440526,0.9357,0.00048198
|
| 4 |
-
3,0.415110,0.9451,0.414811,0.9444,0.00047961
|
| 5 |
-
4,0.389590,0.9539,0.395828,0.9491,0.00047629
|
| 6 |
-
5,0.369441,0.9605,0.381910,0.9542,0.00047205
|
| 7 |
-
6,0.354132,0.9660,0.372762,0.9568,0.00046690
|
| 8 |
-
7,0.343801,0.9701,0.368715,0.9575,0.00046086
|
| 9 |
-
8,0.334362,0.9728,0.363165,0.9599,0.00045396
|
| 10 |
-
9,0.326229,0.9767,0.357010,0.9626,0.00044623
|
| 11 |
-
10,0.318141,0.9787,0.361263,0.9586,0.00043768
|
| 12 |
-
11,0.313962,0.9803,0.355877,0.9631,0.00042837
|
| 13 |
-
12,0.308673,0.9827,0.353512,0.9630,0.00041832
|
| 14 |
-
13,0.302740,0.9846,0.351504,0.9643,0.00040757
|
| 15 |
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14,0.297450,0.9872,0.350852,0.9627,0.00039617
|
| 16 |
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15,0.293323,0.9886,0.351130,0.9635,0.00038416
|
| 17 |
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16,0.289620,0.9905,0.348298,0.9640,0.00037159
|
| 18 |
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17,0.286348,0.9905,0.347773,0.9640,0.00035850
|
| 19 |
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18,0.282292,0.9921,0.350271,0.9625,0.00034496
|
| 20 |
-
19,0.278255,0.9937,0.349162,0.9636,0.00033101
|
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|
| 23 |
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22,0.269029,0.9959,0.344817,0.9644,0.00028728
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| 24 |
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23,0.266257,0.9965,0.345088,0.9669,0.00027227
|
| 25 |
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24,0.264896,0.9971,0.346405,0.9652,0.00025714
|
| 26 |
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25,0.262498,0.9973,0.345255,0.9652,0.00024195
|
| 27 |
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26,0.260151,0.9979,0.345324,0.9669,0.00022675
|
| 28 |
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| 29 |
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28,0.257231,0.9984,0.346238,0.9653,0.00019661
|
| 30 |
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29,0.255989,0.9984,0.346914,0.9635,0.00018178
|
| 31 |
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30,0.254953,0.9985,0.345955,0.9647,0.00016718
|
| 32 |
-
31,0.253983,0.9986,0.345937,0.9646,0.00015288
|
| 33 |
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32,0.253059,0.9987,0.346048,0.9647,0.00013893
|
| 34 |
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33,0.252341,0.9988,0.345782,0.9658,0.00012539
|
| 35 |
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34,0.251672,0.9988,0.346255,0.9655,0.00011230
|
| 36 |
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35,0.251096,0.9989,0.346941,0.9645,0.00009973
|
| 37 |
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36,0.250662,0.9989,0.346995,0.9646,0.00008772
|
| 38 |
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37,0.250173,0.9990,0.346965,0.9652,0.00007632
|
| 39 |
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38,0.249861,0.9990,0.346653,0.9656,0.00006557
|
| 40 |
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39,0.249527,0.9990,0.346866,0.9645,0.00005552
|
| 41 |
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|
| 42 |
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41,0.248973,0.9990,0.347088,0.9648,0.00003766
|
| 43 |
-
42,0.248768,0.9991,0.346989,0.9649,0.00002993
|
| 44 |
-
43,0.248545,0.9991,0.347104,0.9642,0.00002303
|
| 45 |
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44,0.248422,0.9991,0.347046,0.9646,0.00001699
|
| 46 |
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|
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| 48 |
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|
| 49 |
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| 50 |
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49,0.247982,0.9991,0.347194,0.9647,0.00000048
|
| 51 |
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50,0.247955,0.9991,0.347197,0.9646,0.00000000
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|
|
|
| 1 |
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epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
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41,0.248973,0.9990,0.347088,0.9648,0.00003766
|
| 43 |
+
42,0.248768,0.9991,0.346989,0.9649,0.00002993
|
| 44 |
+
43,0.248545,0.9991,0.347104,0.9642,0.00002303
|
| 45 |
+
44,0.248422,0.9991,0.347046,0.9646,0.00001699
|
| 46 |
+
45,0.248287,0.9991,0.347146,0.9643,0.00001184
|
| 47 |
+
46,0.248178,0.9991,0.347033,0.9647,0.00000760
|
| 48 |
+
47,0.248094,0.9991,0.347164,0.9647,0.00000429
|
| 49 |
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48,0.248039,0.9991,0.347177,0.9645,0.00000191
|
| 50 |
+
49,0.247982,0.9991,0.347194,0.9647,0.00000048
|
| 51 |
+
50,0.247955,0.9991,0.347197,0.9646,0.00000000
|
mnist-mlp/pcm/training_curve.csv
CHANGED
|
@@ -1,51 +1,51 @@
|
|
| 1 |
-
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
-
1,0.875243,0.8184,0.609463,0.9044,0.00141200
|
| 3 |
-
2,0.582230,0.9146,0.540162,0.9310,0.00140782
|
| 4 |
-
3,0.521525,0.9356,0.503568,0.9423,0.00140088
|
| 5 |
-
4,0.483914,0.9474,0.482293,0.9479,0.00139119
|
| 6 |
-
5,0.458496,0.9554,0.484109,0.9446,0.00137881
|
| 7 |
-
6,0.442725,0.9600,0.440877,0.9604,0.00136377
|
| 8 |
-
7,0.426345,0.9656,0.425506,0.9668,0.00134614
|
| 9 |
-
8,0.414329,0.9694,0.419876,0.9664,0.00132598
|
| 10 |
-
9,0.404566,0.9731,0.416910,0.9672,0.00130338
|
| 11 |
-
10,0.397671,0.9756,0.402080,0.9706,0.00127843
|
| 12 |
-
11,0.390585,0.9778,0.401353,0.9716,0.00125122
|
| 13 |
-
12,0.385511,0.9800,0.399876,0.9720,0.00122186
|
| 14 |
-
13,0.382178,0.9808,0.395123,0.9721,0.00119047
|
| 15 |
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14,0.376896,0.9824,0.399688,0.9712,0.00115716
|
| 16 |
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15,0.373881,0.9837,0.387875,0.9746,0.00112208
|
| 17 |
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16,0.369670,0.9848,0.391787,0.9744,0.00108536
|
| 18 |
-
17,0.366773,0.9861,0.391965,0.9750,0.00104715
|
| 19 |
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18,0.365710,0.9868,0.390952,0.9745,0.00100759
|
| 20 |
-
19,0.362259,0.9879,0.387244,0.9748,0.00096685
|
| 21 |
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20,0.360486,0.9885,0.384480,0.9758,0.00092508
|
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21,0.357547,0.9892,0.385875,0.9752,0.00088245
|
| 23 |
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22,0.357354,0.9897,0.382994,0.9765,0.00083912
|
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23,0.355343,0.9903,0.382201,0.9767,0.00079527
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| 25 |
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24,0.352566,0.9913,0.381799,0.9764,0.00075107
|
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25,0.350848,0.9915,0.385524,0.9758,0.00070670
|
| 27 |
-
26,0.349224,0.9922,0.384015,0.9765,0.00066232
|
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27,0.348069,0.9924,0.384222,0.9763,0.00061812
|
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|
| 30 |
-
29,0.346121,0.9934,0.382915,0.9754,0.00053095
|
| 31 |
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30,0.344795,0.9937,0.380954,0.9777,0.00048832
|
| 32 |
-
31,0.343082,0.9941,0.375226,0.9787,0.00044654
|
| 33 |
-
32,0.342592,0.9947,0.375824,0.9786,0.00040580
|
| 34 |
-
33,0.341123,0.9949,0.374833,0.9791,0.00036624
|
| 35 |
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34,0.340204,0.9950,0.374492,0.9798,0.00032803
|
| 36 |
-
35,0.339459,0.9955,0.375333,0.9778,0.00029131
|
| 37 |
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36,0.338913,0.9956,0.373863,0.9783,0.00025623
|
| 38 |
-
37,0.337959,0.9958,0.374382,0.9789,0.00022293
|
| 39 |
-
38,0.337608,0.9957,0.373626,0.9787,0.00019154
|
| 40 |
-
39,0.336902,0.9962,0.372874,0.9791,0.00016218
|
| 41 |
-
40,0.336566,0.9961,0.373219,0.9795,0.00013497
|
| 42 |
-
41,0.335971,0.9962,0.372521,0.9799,0.00011001
|
| 43 |
-
42,0.335821,0.9964,0.372007,0.9793,0.00008741
|
| 44 |
-
43,0.335200,0.9964,0.372592,0.9786,0.00006726
|
| 45 |
-
44,0.334994,0.9965,0.372419,0.9791,0.00004963
|
| 46 |
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45,0.334673,0.9965,0.372061,0.9793,0.00003459
|
| 47 |
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46,0.334520,0.9965,0.372322,0.9786,0.00002220
|
| 48 |
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47,0.334305,0.9965,0.371887,0.9790,0.00001252
|
| 49 |
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48,0.334162,0.9967,0.371743,0.9795,0.00000557
|
| 50 |
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49,0.334032,0.9968,0.371729,0.9794,0.00000139
|
| 51 |
-
50,0.333966,0.9968,0.371732,0.9792,0.00000000
|
|
|
|
| 1 |
+
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
+
1,0.875243,0.8184,0.609463,0.9044,0.00141200
|
| 3 |
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2,0.582230,0.9146,0.540162,0.9310,0.00140782
|
| 4 |
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3,0.521525,0.9356,0.503568,0.9423,0.00140088
|
| 5 |
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4,0.483914,0.9474,0.482293,0.9479,0.00139119
|
| 6 |
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5,0.458496,0.9554,0.484109,0.9446,0.00137881
|
| 7 |
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6,0.442725,0.9600,0.440877,0.9604,0.00136377
|
| 8 |
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7,0.426345,0.9656,0.425506,0.9668,0.00134614
|
| 9 |
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8,0.414329,0.9694,0.419876,0.9664,0.00132598
|
| 10 |
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9,0.404566,0.9731,0.416910,0.9672,0.00130338
|
| 11 |
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10,0.397671,0.9756,0.402080,0.9706,0.00127843
|
| 12 |
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11,0.390585,0.9778,0.401353,0.9716,0.00125122
|
| 13 |
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12,0.385511,0.9800,0.399876,0.9720,0.00122186
|
| 14 |
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13,0.382178,0.9808,0.395123,0.9721,0.00119047
|
| 15 |
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14,0.376896,0.9824,0.399688,0.9712,0.00115716
|
| 16 |
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15,0.373881,0.9837,0.387875,0.9746,0.00112208
|
| 17 |
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16,0.369670,0.9848,0.391787,0.9744,0.00108536
|
| 18 |
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17,0.366773,0.9861,0.391965,0.9750,0.00104715
|
| 19 |
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18,0.365710,0.9868,0.390952,0.9745,0.00100759
|
| 20 |
+
19,0.362259,0.9879,0.387244,0.9748,0.00096685
|
| 21 |
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20,0.360486,0.9885,0.384480,0.9758,0.00092508
|
| 22 |
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21,0.357547,0.9892,0.385875,0.9752,0.00088245
|
| 23 |
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22,0.357354,0.9897,0.382994,0.9765,0.00083912
|
| 24 |
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23,0.355343,0.9903,0.382201,0.9767,0.00079527
|
| 25 |
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24,0.352566,0.9913,0.381799,0.9764,0.00075107
|
| 26 |
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25,0.350848,0.9915,0.385524,0.9758,0.00070670
|
| 27 |
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26,0.349224,0.9922,0.384015,0.9765,0.00066232
|
| 28 |
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27,0.348069,0.9924,0.384222,0.9763,0.00061812
|
| 29 |
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28,0.347781,0.9927,0.376224,0.9783,0.00057428
|
| 30 |
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29,0.346121,0.9934,0.382915,0.9754,0.00053095
|
| 31 |
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30,0.344795,0.9937,0.380954,0.9777,0.00048832
|
| 32 |
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31,0.343082,0.9941,0.375226,0.9787,0.00044654
|
| 33 |
+
32,0.342592,0.9947,0.375824,0.9786,0.00040580
|
| 34 |
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33,0.341123,0.9949,0.374833,0.9791,0.00036624
|
| 35 |
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34,0.340204,0.9950,0.374492,0.9798,0.00032803
|
| 36 |
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35,0.339459,0.9955,0.375333,0.9778,0.00029131
|
| 37 |
+
36,0.338913,0.9956,0.373863,0.9783,0.00025623
|
| 38 |
+
37,0.337959,0.9958,0.374382,0.9789,0.00022293
|
| 39 |
+
38,0.337608,0.9957,0.373626,0.9787,0.00019154
|
| 40 |
+
39,0.336902,0.9962,0.372874,0.9791,0.00016218
|
| 41 |
+
40,0.336566,0.9961,0.373219,0.9795,0.00013497
|
| 42 |
+
41,0.335971,0.9962,0.372521,0.9799,0.00011001
|
| 43 |
+
42,0.335821,0.9964,0.372007,0.9793,0.00008741
|
| 44 |
+
43,0.335200,0.9964,0.372592,0.9786,0.00006726
|
| 45 |
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44,0.334994,0.9965,0.372419,0.9791,0.00004963
|
| 46 |
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45,0.334673,0.9965,0.372061,0.9793,0.00003459
|
| 47 |
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46,0.334520,0.9965,0.372322,0.9786,0.00002220
|
| 48 |
+
47,0.334305,0.9965,0.371887,0.9790,0.00001252
|
| 49 |
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48,0.334162,0.9967,0.371743,0.9795,0.00000557
|
| 50 |
+
49,0.334032,0.9968,0.371729,0.9794,0.00000139
|
| 51 |
+
50,0.333966,0.9968,0.371732,0.9792,0.00000000
|
mnist-mlp/reram/training_curve.csv
CHANGED
|
@@ -1,51 +1,51 @@
|
|
| 1 |
-
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
-
1,2.129432,0.7894,0.747739,0.8915,0.00013164
|
| 3 |
-
2,0.679724,0.9205,0.663827,0.9258,0.00013125
|
| 4 |
-
3,0.604599,0.9459,0.599875,0.9472,0.00013060
|
| 5 |
-
4,0.585663,0.9537,0.588936,0.9524,0.00012970
|
| 6 |
-
5,0.562553,0.9604,0.581276,0.9535,0.00012855
|
| 7 |
-
6,0.563085,0.9614,0.585526,0.9532,0.00012714
|
| 8 |
-
7,0.555544,0.9639,0.555103,0.9606,0.00012550
|
| 9 |
-
8,0.545370,0.9673,0.577802,0.9552,0.00012362
|
| 10 |
-
9,0.539953,0.9697,0.537362,0.9675,0.00012151
|
| 11 |
-
10,0.536193,0.9706,0.551511,0.9626,0.00011919
|
| 12 |
-
11,0.532610,0.9718,0.541869,0.9655,0.00011665
|
| 13 |
-
12,0.522919,0.9744,0.547837,0.9627,0.00011391
|
| 14 |
-
13,0.519788,0.9758,0.555034,0.9624,0.00011099
|
| 15 |
-
14,0.514616,0.9774,0.538382,0.9648,0.00010788
|
| 16 |
-
15,0.517213,0.9766,0.570018,0.9589,0.00010461
|
| 17 |
-
16,0.506566,0.9796,0.529955,0.9664,0.00010119
|
| 18 |
-
17,0.500834,0.9812,0.524983,0.9685,0.00009763
|
| 19 |
-
18,0.500848,0.9813,0.516635,0.9722,0.00009394
|
| 20 |
-
19,0.495029,0.9827,0.533194,0.9690,0.00009014
|
| 21 |
-
20,0.493200,0.9835,0.523181,0.9699,0.00008624
|
| 22 |
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21,0.486317,0.9855,0.528786,0.9660,0.00008227
|
| 23 |
-
22,0.486203,0.9854,0.511760,0.9738,0.00007823
|
| 24 |
-
23,0.481067,0.9869,0.518991,0.9703,0.00007414
|
| 25 |
-
24,0.476752,0.9885,0.522348,0.9679,0.00007002
|
| 26 |
-
25,0.471870,0.9883,0.509080,0.9714,0.00006589
|
| 27 |
-
26,0.469437,0.9897,0.506608,0.9739,0.00006175
|
| 28 |
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27,0.466702,0.9907,0.518883,0.9718,0.00005763
|
| 29 |
-
28,0.463866,0.9908,0.502267,0.9747,0.00005354
|
| 30 |
-
29,0.463595,0.9911,0.501356,0.9744,0.00004950
|
| 31 |
-
30,0.458327,0.9926,0.507504,0.9714,0.00004553
|
| 32 |
-
31,0.454536,0.9929,0.496967,0.9760,0.00004163
|
| 33 |
-
32,0.451997,0.9940,0.497287,0.9742,0.00003783
|
| 34 |
-
33,0.448959,0.9945,0.495957,0.9749,0.00003414
|
| 35 |
-
34,0.447366,0.9947,0.493326,0.9753,0.00003058
|
| 36 |
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35,0.444979,0.9954,0.492811,0.9758,0.00002716
|
| 37 |
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36,0.442441,0.9958,0.492100,0.9772,0.00002389
|
| 38 |
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37,0.441179,0.9957,0.490014,0.9764,0.00002078
|
| 39 |
-
38,0.440413,0.9961,0.487460,0.9771,0.00001786
|
| 40 |
-
39,0.437346,0.9965,0.486456,0.9766,0.00001512
|
| 41 |
-
40,0.435868,0.9969,0.486216,0.9778,0.00001258
|
| 42 |
-
41,0.434373,0.9970,0.484633,0.9773,0.00001026
|
| 43 |
-
42,0.433316,0.9972,0.483153,0.9773,0.00000815
|
| 44 |
-
43,0.431932,0.9974,0.480567,0.9785,0.00000627
|
| 45 |
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44,0.430917,0.9976,0.479962,0.9783,0.00000463
|
| 46 |
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45,0.429881,0.9978,0.480852,0.9782,0.00000322
|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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49,0.427345,0.9982,0.478316,0.9788,0.00000013
|
| 51 |
-
50,0.427098,0.9981,0.478255,0.9793,0.00000000
|
|
|
|
| 1 |
+
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
+
1,2.129432,0.7894,0.747739,0.8915,0.00013164
|
| 3 |
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2,0.679724,0.9205,0.663827,0.9258,0.00013125
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|
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5,0.562553,0.9604,0.581276,0.9535,0.00012855
|
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|
| 8 |
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7,0.555544,0.9639,0.555103,0.9606,0.00012550
|
| 9 |
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8,0.545370,0.9673,0.577802,0.9552,0.00012362
|
| 10 |
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9,0.539953,0.9697,0.537362,0.9675,0.00012151
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10,0.536193,0.9706,0.551511,0.9626,0.00011919
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| 12 |
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11,0.532610,0.9718,0.541869,0.9655,0.00011665
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33,0.448959,0.9945,0.495957,0.9749,0.00003414
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| 35 |
+
34,0.447366,0.9947,0.493326,0.9753,0.00003058
|
| 36 |
+
35,0.444979,0.9954,0.492811,0.9758,0.00002716
|
| 37 |
+
36,0.442441,0.9958,0.492100,0.9772,0.00002389
|
| 38 |
+
37,0.441179,0.9957,0.490014,0.9764,0.00002078
|
| 39 |
+
38,0.440413,0.9961,0.487460,0.9771,0.00001786
|
| 40 |
+
39,0.437346,0.9965,0.486456,0.9766,0.00001512
|
| 41 |
+
40,0.435868,0.9969,0.486216,0.9778,0.00001258
|
| 42 |
+
41,0.434373,0.9970,0.484633,0.9773,0.00001026
|
| 43 |
+
42,0.433316,0.9972,0.483153,0.9773,0.00000815
|
| 44 |
+
43,0.431932,0.9974,0.480567,0.9785,0.00000627
|
| 45 |
+
44,0.430917,0.9976,0.479962,0.9783,0.00000463
|
| 46 |
+
45,0.429881,0.9978,0.480852,0.9782,0.00000322
|
| 47 |
+
46,0.429012,0.9980,0.479526,0.9793,0.00000207
|
| 48 |
+
47,0.428372,0.9980,0.478902,0.9795,0.00000117
|
| 49 |
+
48,0.427818,0.9980,0.478384,0.9791,0.00000052
|
| 50 |
+
49,0.427345,0.9982,0.478316,0.9788,0.00000013
|
| 51 |
+
50,0.427098,0.9981,0.478255,0.9793,0.00000000
|
mnist-mlp/stt/training_curve.csv
CHANGED
|
@@ -1,51 +1,51 @@
|
|
| 1 |
-
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
-
1,14.072583,0.7402,2.782957,0.7516,0.00015329
|
| 3 |
-
2,1.494836,0.8153,0.817077,0.8627,0.00015284
|
| 4 |
-
3,0.713153,0.8760,0.657520,0.8931,0.00015208
|
| 5 |
-
4,0.640917,0.8978,0.644300,0.8984,0.00015103
|
| 6 |
-
5,0.601437,0.9109,0.577025,0.9164,0.00014969
|
| 7 |
-
6,0.573294,0.9205,0.562599,0.9228,0.00014805
|
| 8 |
-
7,0.545925,0.9290,0.519876,0.9358,0.00014614
|
| 9 |
-
8,0.533628,0.9333,0.540286,0.9306,0.00014395
|
| 10 |
-
9,0.524907,0.9374,0.516947,0.9357,0.00014150
|
| 11 |
-
10,0.514135,0.9402,0.507552,0.9390,0.00013879
|
| 12 |
-
11,0.501958,0.9441,0.505266,0.9403,0.00013584
|
| 13 |
-
12,0.500511,0.9437,0.522689,0.9359,0.00013265
|
| 14 |
-
13,0.490471,0.9484,0.500902,0.9442,0.00012924
|
| 15 |
-
14,0.477715,0.9519,0.516032,0.9385,0.00012563
|
| 16 |
-
15,0.477224,0.9513,0.508774,0.9385,0.00012182
|
| 17 |
-
16,0.478476,0.9501,0.481220,0.9496,0.00011783
|
| 18 |
-
17,0.462291,0.9574,0.483872,0.9486,0.00011368
|
| 19 |
-
18,0.457685,0.9581,0.466835,0.9552,0.00010939
|
| 20 |
-
19,0.458016,0.9578,0.470655,0.9538,0.00010496
|
| 21 |
-
20,0.446631,0.9619,0.464854,0.9558,0.00010043
|
| 22 |
-
21,0.444313,0.9621,0.453634,0.9572,0.00009580
|
| 23 |
-
22,0.436368,0.9639,0.473185,0.9492,0.00009110
|
| 24 |
-
23,0.429782,0.9669,0.460324,0.9538,0.00008634
|
| 25 |
-
24,0.428777,0.9672,0.464949,0.9541,0.00008154
|
| 26 |
-
25,0.421996,0.9692,0.455809,0.9577,0.00007672
|
| 27 |
-
26,0.416075,0.9707,0.440154,0.9590,0.00007190
|
| 28 |
-
27,0.412148,0.9719,0.446937,0.9587,0.00006711
|
| 29 |
-
28,0.409478,0.9726,0.432175,0.9640,0.00006235
|
| 30 |
-
29,0.401310,0.9755,0.437721,0.9610,0.00005764
|
| 31 |
-
30,0.397417,0.9772,0.429900,0.9614,0.00005301
|
| 32 |
-
31,0.393938,0.9772,0.421968,0.9647,0.00004848
|
| 33 |
-
32,0.388397,0.9789,0.435106,0.9636,0.00004405
|
| 34 |
-
33,0.383650,0.9805,0.424144,0.9624,0.00003976
|
| 35 |
-
34,0.379195,0.9819,0.411803,0.9668,0.00003561
|
| 36 |
-
35,0.376238,0.9826,0.408690,0.9676,0.00003163
|
| 37 |
-
36,0.373358,0.9829,0.411480,0.9670,0.00002782
|
| 38 |
-
37,0.369295,0.9846,0.403939,0.9691,0.00002420
|
| 39 |
-
38,0.366560,0.9850,0.408409,0.9666,0.00002079
|
| 40 |
-
39,0.363607,0.9864,0.400268,0.9694,0.00001761
|
| 41 |
-
40,0.360400,0.9870,0.398610,0.9693,0.00001465
|
| 42 |
-
41,0.358550,0.9877,0.396240,0.9714,0.00001194
|
| 43 |
-
42,0.355903,0.9882,0.400534,0.9696,0.00000949
|
| 44 |
-
43,0.354515,0.9886,0.395065,0.9715,0.00000730
|
| 45 |
-
44,0.352314,0.9895,0.392852,0.9702,0.00000539
|
| 46 |
-
45,0.350662,0.9895,0.394734,0.9707,0.00000375
|
| 47 |
-
46,0.349198,0.9901,0.392938,0.9710,0.00000241
|
| 48 |
-
47,0.348029,0.9904,0.390082,0.9716,0.00000136
|
| 49 |
-
48,0.347148,0.9906,0.389910,0.9713,0.00000060
|
| 50 |
-
49,0.346202,0.9909,0.389623,0.9718,0.00000015
|
| 51 |
-
50,0.345710,0.9910,0.389591,0.9716,0.00000000
|
|
|
|
| 1 |
+
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
+
1,14.072583,0.7402,2.782957,0.7516,0.00015329
|
| 3 |
+
2,1.494836,0.8153,0.817077,0.8627,0.00015284
|
| 4 |
+
3,0.713153,0.8760,0.657520,0.8931,0.00015208
|
| 5 |
+
4,0.640917,0.8978,0.644300,0.8984,0.00015103
|
| 6 |
+
5,0.601437,0.9109,0.577025,0.9164,0.00014969
|
| 7 |
+
6,0.573294,0.9205,0.562599,0.9228,0.00014805
|
| 8 |
+
7,0.545925,0.9290,0.519876,0.9358,0.00014614
|
| 9 |
+
8,0.533628,0.9333,0.540286,0.9306,0.00014395
|
| 10 |
+
9,0.524907,0.9374,0.516947,0.9357,0.00014150
|
| 11 |
+
10,0.514135,0.9402,0.507552,0.9390,0.00013879
|
| 12 |
+
11,0.501958,0.9441,0.505266,0.9403,0.00013584
|
| 13 |
+
12,0.500511,0.9437,0.522689,0.9359,0.00013265
|
| 14 |
+
13,0.490471,0.9484,0.500902,0.9442,0.00012924
|
| 15 |
+
14,0.477715,0.9519,0.516032,0.9385,0.00012563
|
| 16 |
+
15,0.477224,0.9513,0.508774,0.9385,0.00012182
|
| 17 |
+
16,0.478476,0.9501,0.481220,0.9496,0.00011783
|
| 18 |
+
17,0.462291,0.9574,0.483872,0.9486,0.00011368
|
| 19 |
+
18,0.457685,0.9581,0.466835,0.9552,0.00010939
|
| 20 |
+
19,0.458016,0.9578,0.470655,0.9538,0.00010496
|
| 21 |
+
20,0.446631,0.9619,0.464854,0.9558,0.00010043
|
| 22 |
+
21,0.444313,0.9621,0.453634,0.9572,0.00009580
|
| 23 |
+
22,0.436368,0.9639,0.473185,0.9492,0.00009110
|
| 24 |
+
23,0.429782,0.9669,0.460324,0.9538,0.00008634
|
| 25 |
+
24,0.428777,0.9672,0.464949,0.9541,0.00008154
|
| 26 |
+
25,0.421996,0.9692,0.455809,0.9577,0.00007672
|
| 27 |
+
26,0.416075,0.9707,0.440154,0.9590,0.00007190
|
| 28 |
+
27,0.412148,0.9719,0.446937,0.9587,0.00006711
|
| 29 |
+
28,0.409478,0.9726,0.432175,0.9640,0.00006235
|
| 30 |
+
29,0.401310,0.9755,0.437721,0.9610,0.00005764
|
| 31 |
+
30,0.397417,0.9772,0.429900,0.9614,0.00005301
|
| 32 |
+
31,0.393938,0.9772,0.421968,0.9647,0.00004848
|
| 33 |
+
32,0.388397,0.9789,0.435106,0.9636,0.00004405
|
| 34 |
+
33,0.383650,0.9805,0.424144,0.9624,0.00003976
|
| 35 |
+
34,0.379195,0.9819,0.411803,0.9668,0.00003561
|
| 36 |
+
35,0.376238,0.9826,0.408690,0.9676,0.00003163
|
| 37 |
+
36,0.373358,0.9829,0.411480,0.9670,0.00002782
|
| 38 |
+
37,0.369295,0.9846,0.403939,0.9691,0.00002420
|
| 39 |
+
38,0.366560,0.9850,0.408409,0.9666,0.00002079
|
| 40 |
+
39,0.363607,0.9864,0.400268,0.9694,0.00001761
|
| 41 |
+
40,0.360400,0.9870,0.398610,0.9693,0.00001465
|
| 42 |
+
41,0.358550,0.9877,0.396240,0.9714,0.00001194
|
| 43 |
+
42,0.355903,0.9882,0.400534,0.9696,0.00000949
|
| 44 |
+
43,0.354515,0.9886,0.395065,0.9715,0.00000730
|
| 45 |
+
44,0.352314,0.9895,0.392852,0.9702,0.00000539
|
| 46 |
+
45,0.350662,0.9895,0.394734,0.9707,0.00000375
|
| 47 |
+
46,0.349198,0.9901,0.392938,0.9710,0.00000241
|
| 48 |
+
47,0.348029,0.9904,0.390082,0.9716,0.00000136
|
| 49 |
+
48,0.347148,0.9906,0.389910,0.9713,0.00000060
|
| 50 |
+
49,0.346202,0.9909,0.389623,0.9718,0.00000015
|
| 51 |
+
50,0.345710,0.9910,0.389591,0.9716,0.00000000
|
mnist_release_selection.csv
CHANGED
|
@@ -1,6 +1,6 @@
|
|
| 1 |
-
id,device,trial,best_epoch,training_validation_accuracy,reevaluated_accuracy,sha256,file
|
| 2 |
-
mnist-mlp-reram,ReRAM,0,47,0.9795,0.9795,2c69c2c880c2a7cb42f68b88af3b2b12b08b32e8739b1640fd8ed975422ae091,mnist-mlp/reram/model.pth
|
| 3 |
-
mnist-mlp-pcm,PCM,14,41,0.9799,0.9799,523e42e50742066b7b2faf187b4fb13c55f613eebf51a8a5b0da0aa0d7a9d604,mnist-mlp/pcm/model.pth
|
| 4 |
-
mnist-mlp-stt,STT,8,49,0.9718,0.9718,6a6a71183ec41c705a6bc775e47a822514ae1bb5ad3251c13de551e457a07409,mnist-mlp/stt/model.pth
|
| 5 |
-
mnist-mlp-flash,Flash,13,23,0.9669,0.9669,c8e6ff86e0005824b8476b47b4266dba98bf9e1d1f797e202c4316456cf8a368,mnist-mlp/flash/model.pth
|
| 6 |
-
mnist-mlp-fefet,FeFET,0,43,0.9758,0.9758,49f72b8ae1ca74892a2cdcb77ab29291ca178f56f5afe516f87e46a850807b34,mnist-mlp/fefet/model.pth
|
|
|
|
| 1 |
+
id,device,trial,best_epoch,training_validation_accuracy,reevaluated_accuracy,sha256,file
|
| 2 |
+
mnist-mlp-reram,ReRAM,0,47,0.9795,0.9795,2c69c2c880c2a7cb42f68b88af3b2b12b08b32e8739b1640fd8ed975422ae091,mnist-mlp/reram/model.pth
|
| 3 |
+
mnist-mlp-pcm,PCM,14,41,0.9799,0.9799,523e42e50742066b7b2faf187b4fb13c55f613eebf51a8a5b0da0aa0d7a9d604,mnist-mlp/pcm/model.pth
|
| 4 |
+
mnist-mlp-stt,STT,8,49,0.9718,0.9718,6a6a71183ec41c705a6bc775e47a822514ae1bb5ad3251c13de551e457a07409,mnist-mlp/stt/model.pth
|
| 5 |
+
mnist-mlp-flash,Flash,13,23,0.9669,0.9669,c8e6ff86e0005824b8476b47b4266dba98bf9e1d1f797e202c4316456cf8a368,mnist-mlp/flash/model.pth
|
| 6 |
+
mnist-mlp-fefet,FeFET,0,43,0.9758,0.9758,49f72b8ae1ca74892a2cdcb77ab29291ca178f56f5afe516f87e46a850807b34,mnist-mlp/fefet/model.pth
|
paper/figure-s10/pcm/training_curve.csv
CHANGED
|
@@ -1,201 +1,201 @@
|
|
| 1 |
-
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
-
1,3.408844,0.2162,2.084558,0.2880,0.00022464
|
| 3 |
-
2,2.181782,0.2955,2.127418,0.3241,0.00022460
|
| 4 |
-
3,1.991058,0.3615,1.815601,0.4368,0.00022453
|
| 5 |
-
4,1.803268,0.4387,1.719207,0.4707,0.00022443
|
| 6 |
-
5,1.639211,0.5052,1.603886,0.5226,0.00022431
|
| 7 |
-
6,1.537980,0.5554,1.782111,0.5045,0.00022416
|
| 8 |
-
7,1.464367,0.5902,2.202312,0.6052,0.00022398
|
| 9 |
-
8,1.405855,0.6123,1.478177,0.5936,0.00022377
|
| 10 |
-
9,1.369880,0.6269,18.225815,0.5970,0.00022354
|
| 11 |
-
10,1.296950,0.6589,21.886705,0.6627,0.00022327
|
| 12 |
-
11,1.281268,0.6676,3.628636,0.5935,0.00022298
|
| 13 |
-
12,1.185241,0.7056,1380.141602,0.6582,0.00022267
|
| 14 |
-
13,1.119706,0.7354,88.305878,0.7150,0.00022232
|
| 15 |
-
14,1.075993,0.7538,141.723663,0.7377,0.00022195
|
| 16 |
-
15,1.034207,0.7738,198.847366,0.7702,0.00022155
|
| 17 |
-
16,1.004504,0.7866,44.989555,0.7040,0.00022113
|
| 18 |
-
17,0.969757,0.8015,133.743454,0.7810,0.00022067
|
| 19 |
-
18,0.939220,0.8149,13.736408,0.7947,0.00022020
|
| 20 |
-
19,0.908117,0.8303,199.583023,0.7781,0.00021969
|
| 21 |
-
20,0.885602,0.8367,220.627304,0.7882,0.00021916
|
| 22 |
-
21,0.863243,0.8454,344.345001,0.7909,0.00021860
|
| 23 |
-
22,0.841565,0.8572,118.554764,0.8183,0.00021802
|
| 24 |
-
23,0.827988,0.8618,44.551762,0.8139,0.00021740
|
| 25 |
-
24,0.806794,0.8718,174.345154,0.8309,0.00021677
|
| 26 |
-
25,0.792122,0.8792,138.726990,0.8363,0.00021611
|
| 27 |
-
26,0.778553,0.8842,76.510147,0.8346,0.00021542
|
| 28 |
-
27,0.759718,0.8919,135.235779,0.8383,0.00021470
|
| 29 |
-
28,0.752026,0.8969,197.507202,0.8472,0.00021397
|
| 30 |
-
29,0.737791,0.9019,141.834427,0.8419,0.00021320
|
| 31 |
-
30,0.725329,0.9073,256.302002,0.8450,0.00021241
|
| 32 |
-
31,0.716011,0.9112,225.897354,0.8557,0.00021160
|
| 33 |
-
32,0.699712,0.9196,101.547302,0.8606,0.00021076
|
| 34 |
-
33,0.695742,0.9204,166.803345,0.8621,0.00020990
|
| 35 |
-
34,0.685297,0.9254,60.515148,0.8602,0.00020901
|
| 36 |
-
35,0.676351,0.9311,177.558411,0.8577,0.00020810
|
| 37 |
-
36,0.671011,0.9318,11.613766,0.8685,0.00020717
|
| 38 |
-
37,0.662477,0.9359,38.523014,0.8654,0.00020621
|
| 39 |
-
38,0.655715,0.9387,14.570031,0.8617,0.00020523
|
| 40 |
-
39,0.647516,0.9426,36.447857,0.8668,0.00020423
|
| 41 |
-
40,0.639809,0.9464,90.674377,0.8683,0.00020320
|
| 42 |
-
41,0.636103,0.9483,42.160320,0.8684,0.00020216
|
| 43 |
-
42,0.630301,0.9493,50.666058,0.8730,0.00020108
|
| 44 |
-
43,0.623897,0.9535,19.407776,0.8739,0.00019999
|
| 45 |
-
44,0.617963,0.9560,70.000534,0.8741,0.00019888
|
| 46 |
-
45,0.613160,0.9574,26.422903,0.8748,0.00019774
|
| 47 |
-
46,0.609271,0.9602,66.109009,0.8796,0.00019659
|
| 48 |
-
47,0.603323,0.9612,8.018339,0.8793,0.00019541
|
| 49 |
-
48,0.598402,0.9649,14.566345,0.8769,0.00019421
|
| 50 |
-
49,0.596224,0.9646,2.069130,0.8778,0.00019299
|
| 51 |
-
50,0.593697,0.9661,1.015663,0.8794,0.00019176
|
| 52 |
-
51,0.587747,0.9691,64.460556,0.8760,0.00019050
|
| 53 |
-
52,0.585327,0.9694,5.532969,0.8817,0.00018922
|
| 54 |
-
53,0.582149,0.9705,4.772998,0.8769,0.00018793
|
| 55 |
-
54,0.580218,0.9717,16.545410,0.8795,0.00018661
|
| 56 |
-
55,0.577252,0.9725,8.534707,0.8828,0.00018528
|
| 57 |
-
56,0.575448,0.9744,16.530718,0.8829,0.00018393
|
| 58 |
-
57,0.571232,0.9761,11.491333,0.8830,0.00018256
|
| 59 |
-
58,0.567502,0.9773,1.180868,0.8854,0.00018117
|
| 60 |
-
59,0.567085,0.9769,43.008926,0.8821,0.00017977
|
| 61 |
-
60,0.563458,0.9793,12.333632,0.8839,0.00017835
|
| 62 |
-
61,0.562833,0.9788,2.640894,0.8851,0.00017692
|
| 63 |
-
62,0.558531,0.9817,1.242107,0.8875,0.00017547
|
| 64 |
-
63,0.558434,0.9806,1.561039,0.8848,0.00017400
|
| 65 |
-
64,0.556521,0.9821,3.155931,0.8846,0.00017252
|
| 66 |
-
65,0.555270,0.9823,1.263596,0.8843,0.00017102
|
| 67 |
-
66,0.552839,0.9837,1.098252,0.8873,0.00016951
|
| 68 |
-
67,0.552071,0.9839,1.759014,0.8880,0.00016798
|
| 69 |
-
68,0.551148,0.9842,2.019319,0.8832,0.00016644
|
| 70 |
-
69,0.548220,0.9851,2.918734,0.8894,0.00016489
|
| 71 |
-
70,0.546060,0.9863,2.811209,0.8883,0.00016332
|
| 72 |
-
71,0.544348,0.9878,2.745937,0.8890,0.00016175
|
| 73 |
-
72,0.545037,0.9861,3.871929,0.8882,0.00016015
|
| 74 |
-
73,0.542158,0.9882,1.384487,0.8905,0.00015855
|
| 75 |
-
74,0.542537,0.9882,0.866630,0.8907,0.00015694
|
| 76 |
-
75,0.541220,0.9885,1.047057,0.8886,0.00015531
|
| 77 |
-
76,0.539683,0.9890,1.672557,0.8909,0.00015368
|
| 78 |
-
77,0.539475,0.9889,1.116949,0.8869,0.00015203
|
| 79 |
-
78,0.537123,0.9900,1.254362,0.8873,0.00015038
|
| 80 |
-
79,0.536881,0.9898,0.863678,0.8900,0.00014871
|
| 81 |
-
80,0.536689,0.9899,1.211115,0.8872,0.00014704
|
| 82 |
-
81,0.535860,0.9907,1.134718,0.8904,0.00014536
|
| 83 |
-
82,0.534542,0.9906,0.937647,0.8940,0.00014367
|
| 84 |
-
83,0.532985,0.9911,0.814350,0.8899,0.00014197
|
| 85 |
-
84,0.532471,0.9918,46.148392,0.8882,0.00014026
|
| 86 |
-
85,0.531188,0.9919,1.184133,0.8911,0.00013855
|
| 87 |
-
86,0.531564,0.9921,0.805725,0.8907,0.00013683
|
| 88 |
-
87,0.531533,0.9918,0.832559,0.8937,0.00013511
|
| 89 |
-
88,0.529281,0.9927,1.291113,0.8913,0.00013338
|
| 90 |
-
89,0.529351,0.9928,0.811443,0.8940,0.00013164
|
| 91 |
-
90,0.529632,0.9928,0.815509,0.8917,0.00012990
|
| 92 |
-
91,0.527519,0.9933,0.789366,0.8912,0.00012816
|
| 93 |
-
92,0.527979,0.9934,0.962412,0.8902,0.00012641
|
| 94 |
-
93,0.527967,0.9931,0.970374,0.8940,0.00012465
|
| 95 |
-
94,0.526037,0.9941,1.034946,0.8918,0.00012290
|
| 96 |
-
95,0.525570,0.9939,3.076308,0.8921,0.00012114
|
| 97 |
-
96,0.524940,0.9942,0.921660,0.8923,0.00011938
|
| 98 |
-
97,0.523756,0.9948,4.705060,0.8920,0.00011762
|
| 99 |
-
98,0.524010,0.9946,0.781123,0.8940,0.00011586
|
| 100 |
-
99,0.523031,0.9953,1.181419,0.8930,0.00011409
|
| 101 |
-
100,0.521355,0.9960,0.805635,0.8898,0.00011233
|
| 102 |
-
101,0.523594,0.9948,0.794994,0.8937,0.00011056
|
| 103 |
-
102,0.521691,0.9954,0.807512,0.8933,0.00010880
|
| 104 |
-
103,0.521877,0.9953,0.816941,0.8930,0.00010704
|
| 105 |
-
104,0.522225,0.9948,0.781618,0.8927,0.00010527
|
| 106 |
-
105,0.520845,0.9957,0.785057,0.8912,0.00010351
|
| 107 |
-
106,0.520263,0.9961,0.778874,0.8939,0.00010176
|
| 108 |
-
107,0.519747,0.9961,0.862784,0.8953,0.00010000
|
| 109 |
-
108,0.519340,0.9962,0.781020,0.8924,0.00009825
|
| 110 |
-
109,0.519572,0.9965,0.776701,0.8940,0.00009650
|
| 111 |
-
110,0.519026,0.9966,0.772797,0.8955,0.00009476
|
| 112 |
-
111,0.518793,0.9965,0.792898,0.8946,0.00009302
|
| 113 |
-
112,0.517989,0.9967,0.786817,0.8924,0.00009128
|
| 114 |
-
113,0.517560,0.9971,0.780307,0.8922,0.00008955
|
| 115 |
-
114,0.516418,0.9974,0.778209,0.8930,0.00008782
|
| 116 |
-
115,0.516290,0.9974,0.821126,0.8921,0.00008611
|
| 117 |
-
116,0.517033,0.9967,1.083975,0.8933,0.00008439
|
| 118 |
-
117,0.516861,0.9968,0.789241,0.8909,0.00008269
|
| 119 |
-
118,0.516570,0.9968,1.742433,0.8932,0.00008099
|
| 120 |
-
119,0.516084,0.9972,0.826985,0.8921,0.00007930
|
| 121 |
-
120,0.515891,0.9971,0.926024,0.8961,0.00007762
|
| 122 |
-
121,0.515446,0.9975,0.809335,0.8970,0.00007594
|
| 123 |
-
122,0.516227,0.9972,0.826909,0.8941,0.00007428
|
| 124 |
-
123,0.515391,0.9976,1.277154,0.8971,0.00007262
|
| 125 |
-
124,0.514108,0.9980,0.893053,0.8954,0.00007098
|
| 126 |
-
125,0.514049,0.9979,1.176149,0.8940,0.00006934
|
| 127 |
-
126,0.514368,0.9980,0.990968,0.8941,0.00006772
|
| 128 |
-
127,0.513934,0.9979,0.801041,0.8938,0.00006610
|
| 129 |
-
128,0.513701,0.9979,0.862231,0.8934,0.00006450
|
| 130 |
-
129,0.513892,0.9978,0.797933,0.8948,0.00006291
|
| 131 |
-
130,0.513642,0.9977,1.045140,0.8937,0.00006133
|
| 132 |
-
131,0.513282,0.9980,1.067075,0.8932,0.00005977
|
| 133 |
-
132,0.512993,0.9981,0.974248,0.8932,0.00005821
|
| 134 |
-
133,0.512695,0.9984,0.785587,0.8967,0.00005667
|
| 135 |
-
134,0.512726,0.9982,0.792460,0.8939,0.00005515
|
| 136 |
-
135,0.512038,0.9984,0.812742,0.8954,0.00005364
|
| 137 |
-
136,0.512285,0.9984,0.807565,0.8957,0.00005214
|
| 138 |
-
137,0.512744,0.9980,0.818402,0.8937,0.00005066
|
| 139 |
-
138,0.511936,0.9981,0.860278,0.8941,0.00004919
|
| 140 |
-
139,0.512036,0.9983,0.786010,0.8960,0.00004774
|
| 141 |
-
140,0.511861,0.9984,0.788366,0.8955,0.00004630
|
| 142 |
-
141,0.511457,0.9986,0.785280,0.8942,0.00004488
|
| 143 |
-
142,0.511151,0.9986,0.799507,0.8945,0.00004348
|
| 144 |
-
143,0.510935,0.9988,0.825005,0.8958,0.00004210
|
| 145 |
-
144,0.511212,0.9987,0.799080,0.8944,0.00004073
|
| 146 |
-
145,0.511273,0.9986,0.784394,0.8943,0.00003938
|
| 147 |
-
146,0.510564,0.9987,0.795427,0.8964,0.00003804
|
| 148 |
-
147,0.510646,0.9987,0.868272,0.8959,0.00003673
|
| 149 |
-
148,0.510767,0.9986,0.797429,0.8956,0.00003543
|
| 150 |
-
149,0.510347,0.9988,0.790367,0.8964,0.00003416
|
| 151 |
-
150,0.510414,0.9987,0.785054,0.8938,0.00003290
|
| 152 |
-
151,0.510638,0.9986,0.794083,0.8950,0.00003166
|
| 153 |
-
152,0.510014,0.9991,0.800318,0.8944,0.00003044
|
| 154 |
-
153,0.510260,0.9990,0.805835,0.8948,0.00002925
|
| 155 |
-
154,0.510172,0.9988,0.827633,0.8956,0.00002807
|
| 156 |
-
155,0.510256,0.9988,5.995013,0.8941,0.00002691
|
| 157 |
-
156,0.510145,0.9988,28.875547,0.8962,0.00002578
|
| 158 |
-
157,0.510241,0.9989,1.750216,0.8955,0.00002466
|
| 159 |
-
158,0.509723,0.9988,2.116644,0.8952,0.00002357
|
| 160 |
-
159,0.509205,0.9991,2.014567,0.8949,0.00002250
|
| 161 |
-
160,0.508944,0.9992,1.556476,0.8953,0.00002145
|
| 162 |
-
161,0.509583,0.9989,2.276756,0.8955,0.00002043
|
| 163 |
-
162,0.509432,0.9988,1.464268,0.8960,0.00001942
|
| 164 |
-
163,0.509130,0.9992,1.671550,0.8953,0.00001844
|
| 165 |
-
164,0.509446,0.9990,0.774921,0.8969,0.00001749
|
| 166 |
-
165,0.509301,0.9990,0.773750,0.8956,0.00001655
|
| 167 |
-
166,0.509156,0.9991,0.774261,0.8959,0.00001564
|
| 168 |
-
167,0.509126,0.9989,0.776070,0.8957,0.00001476
|
| 169 |
-
168,0.508815,0.9991,0.774020,0.8950,0.00001389
|
| 170 |
-
169,0.508665,0.9991,0.774513,0.8965,0.00001306
|
| 171 |
-
170,0.509086,0.9990,0.773460,0.8962,0.00001224
|
| 172 |
-
171,0.508788,0.9993,0.776570,0.8951,0.00001145
|
| 173 |
-
172,0.508337,0.9992,0.775855,0.8961,0.00001069
|
| 174 |
-
173,0.509015,0.9990,0.775488,0.8953,0.00000995
|
| 175 |
-
174,0.508514,0.9993,0.774872,0.8961,0.00000924
|
| 176 |
-
175,0.508670,0.9991,0.775276,0.8946,0.00000855
|
| 177 |
-
176,0.508443,0.9994,0.775113,0.8961,0.00000789
|
| 178 |
-
177,0.508867,0.9992,0.777439,0.8939,0.00000725
|
| 179 |
-
178,0.508919,0.9989,0.774927,0.8959,0.00000664
|
| 180 |
-
179,0.508577,0.9992,0.774895,0.8958,0.00000606
|
| 181 |
-
180,0.508349,0.9992,0.773861,0.8955,0.00000550
|
| 182 |
-
181,0.508501,0.9991,0.773092,0.8955,0.00000497
|
| 183 |
-
182,0.508621,0.9991,0.773903,0.8954,0.00000446
|
| 184 |
-
183,0.508284,0.9994,0.774121,0.8952,0.00000398
|
| 185 |
-
184,0.508239,0.9992,0.774458,0.8956,0.00000353
|
| 186 |
-
185,0.508666,0.9992,0.774208,0.8961,0.00000310
|
| 187 |
-
186,0.508176,0.9994,0.774777,0.8970,0.00000271
|
| 188 |
-
187,0.508278,0.9993,0.774620,0.8950,0.00000233
|
| 189 |
-
188,0.508316,0.9993,0.772645,0.8956,0.00000199
|
| 190 |
-
189,0.508356,0.9993,0.773400,0.8955,0.00000167
|
| 191 |
-
190,0.508412,0.9991,0.773046,0.8947,0.00000138
|
| 192 |
-
191,0.508416,0.9993,0.774625,0.8953,0.00000112
|
| 193 |
-
192,0.508643,0.9989,0.773263,0.8961,0.00000089
|
| 194 |
-
193,0.508475,0.9992,0.775780,0.8963,0.00000068
|
| 195 |
-
194,0.507989,0.9994,0.773818,0.8959,0.00000050
|
| 196 |
-
195,0.508231,0.9992,0.776443,0.8956,0.00000035
|
| 197 |
-
196,0.508424,0.9993,0.776045,0.8952,0.00000022
|
| 198 |
-
197,0.508273,0.9993,0.774363,0.8951,0.00000012
|
| 199 |
-
198,0.508264,0.9993,0.772611,0.8941,0.00000006
|
| 200 |
-
199,0.508366,0.9992,0.774307,0.8952,0.00000001
|
| 201 |
-
200,0.508088,0.9993,0.774723,0.8956,0.00000000
|
|
|
|
| 1 |
+
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
+
1,3.408844,0.2162,2.084558,0.2880,0.00022464
|
| 3 |
+
2,2.181782,0.2955,2.127418,0.3241,0.00022460
|
| 4 |
+
3,1.991058,0.3615,1.815601,0.4368,0.00022453
|
| 5 |
+
4,1.803268,0.4387,1.719207,0.4707,0.00022443
|
| 6 |
+
5,1.639211,0.5052,1.603886,0.5226,0.00022431
|
| 7 |
+
6,1.537980,0.5554,1.782111,0.5045,0.00022416
|
| 8 |
+
7,1.464367,0.5902,2.202312,0.6052,0.00022398
|
| 9 |
+
8,1.405855,0.6123,1.478177,0.5936,0.00022377
|
| 10 |
+
9,1.369880,0.6269,18.225815,0.5970,0.00022354
|
| 11 |
+
10,1.296950,0.6589,21.886705,0.6627,0.00022327
|
| 12 |
+
11,1.281268,0.6676,3.628636,0.5935,0.00022298
|
| 13 |
+
12,1.185241,0.7056,1380.141602,0.6582,0.00022267
|
| 14 |
+
13,1.119706,0.7354,88.305878,0.7150,0.00022232
|
| 15 |
+
14,1.075993,0.7538,141.723663,0.7377,0.00022195
|
| 16 |
+
15,1.034207,0.7738,198.847366,0.7702,0.00022155
|
| 17 |
+
16,1.004504,0.7866,44.989555,0.7040,0.00022113
|
| 18 |
+
17,0.969757,0.8015,133.743454,0.7810,0.00022067
|
| 19 |
+
18,0.939220,0.8149,13.736408,0.7947,0.00022020
|
| 20 |
+
19,0.908117,0.8303,199.583023,0.7781,0.00021969
|
| 21 |
+
20,0.885602,0.8367,220.627304,0.7882,0.00021916
|
| 22 |
+
21,0.863243,0.8454,344.345001,0.7909,0.00021860
|
| 23 |
+
22,0.841565,0.8572,118.554764,0.8183,0.00021802
|
| 24 |
+
23,0.827988,0.8618,44.551762,0.8139,0.00021740
|
| 25 |
+
24,0.806794,0.8718,174.345154,0.8309,0.00021677
|
| 26 |
+
25,0.792122,0.8792,138.726990,0.8363,0.00021611
|
| 27 |
+
26,0.778553,0.8842,76.510147,0.8346,0.00021542
|
| 28 |
+
27,0.759718,0.8919,135.235779,0.8383,0.00021470
|
| 29 |
+
28,0.752026,0.8969,197.507202,0.8472,0.00021397
|
| 30 |
+
29,0.737791,0.9019,141.834427,0.8419,0.00021320
|
| 31 |
+
30,0.725329,0.9073,256.302002,0.8450,0.00021241
|
| 32 |
+
31,0.716011,0.9112,225.897354,0.8557,0.00021160
|
| 33 |
+
32,0.699712,0.9196,101.547302,0.8606,0.00021076
|
| 34 |
+
33,0.695742,0.9204,166.803345,0.8621,0.00020990
|
| 35 |
+
34,0.685297,0.9254,60.515148,0.8602,0.00020901
|
| 36 |
+
35,0.676351,0.9311,177.558411,0.8577,0.00020810
|
| 37 |
+
36,0.671011,0.9318,11.613766,0.8685,0.00020717
|
| 38 |
+
37,0.662477,0.9359,38.523014,0.8654,0.00020621
|
| 39 |
+
38,0.655715,0.9387,14.570031,0.8617,0.00020523
|
| 40 |
+
39,0.647516,0.9426,36.447857,0.8668,0.00020423
|
| 41 |
+
40,0.639809,0.9464,90.674377,0.8683,0.00020320
|
| 42 |
+
41,0.636103,0.9483,42.160320,0.8684,0.00020216
|
| 43 |
+
42,0.630301,0.9493,50.666058,0.8730,0.00020108
|
| 44 |
+
43,0.623897,0.9535,19.407776,0.8739,0.00019999
|
| 45 |
+
44,0.617963,0.9560,70.000534,0.8741,0.00019888
|
| 46 |
+
45,0.613160,0.9574,26.422903,0.8748,0.00019774
|
| 47 |
+
46,0.609271,0.9602,66.109009,0.8796,0.00019659
|
| 48 |
+
47,0.603323,0.9612,8.018339,0.8793,0.00019541
|
| 49 |
+
48,0.598402,0.9649,14.566345,0.8769,0.00019421
|
| 50 |
+
49,0.596224,0.9646,2.069130,0.8778,0.00019299
|
| 51 |
+
50,0.593697,0.9661,1.015663,0.8794,0.00019176
|
| 52 |
+
51,0.587747,0.9691,64.460556,0.8760,0.00019050
|
| 53 |
+
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| 201 |
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200,0.508088,0.9993,0.774723,0.8956,0.00000000
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paper/figure-s9/pcm/training_curve.csv
CHANGED
|
@@ -1,51 +1,51 @@
|
|
| 1 |
-
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
-
1,1.313469,0.7432,0.898569,0.8647,0.00035280
|
| 3 |
-
2,0.802711,0.9084,0.804139,0.9131,0.00035176
|
| 4 |
-
3,0.735263,0.9325,0.720997,0.9362,0.00035002
|
| 5 |
-
4,0.707970,0.9431,0.728216,0.9390,0.00034760
|
| 6 |
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5,0.693044,0.9495,0.710547,0.9451,0.00034451
|
| 7 |
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6,0.706651,0.9471,0.678768,0.9560,0.00034075
|
| 8 |
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7,0.672592,0.9574,0.720016,0.9479,0.00033634
|
| 9 |
-
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|
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9,0.676561,0.9576,0.690165,0.9500,0.00032566
|
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|
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11,0.659781,0.9627,0.650298,0.9605,0.00031263
|
| 13 |
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12,0.648318,0.9659,0.650794,0.9612,0.00030529
|
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13,0.652006,0.9655,0.641764,0.9669,0.00029745
|
| 15 |
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|
| 16 |
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|
| 17 |
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16,0.637670,0.9690,0.660418,0.9579,0.00027119
|
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|
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|
| 20 |
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19,0.620659,0.9747,0.638626,0.9654,0.00024158
|
| 21 |
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|
| 23 |
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22,0.619068,0.9754,0.631494,0.9690,0.00020966
|
| 24 |
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23,0.613081,0.9769,0.689932,0.9505,0.00019871
|
| 25 |
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|
| 26 |
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25,0.608377,0.9783,0.625633,0.9691,0.00017657
|
| 27 |
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26,0.603728,0.9793,0.618054,0.9696,0.00016549
|
| 28 |
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|
| 29 |
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28,0.599620,0.9803,0.617113,0.9712,0.00014349
|
| 30 |
-
29,0.598419,0.9814,0.624031,0.9688,0.00013266
|
| 31 |
-
30,0.597951,0.9811,0.612779,0.9711,0.00012201
|
| 32 |
-
31,0.593876,0.9824,0.612668,0.9703,0.00011157
|
| 33 |
-
32,0.591387,0.9837,0.614699,0.9700,0.00010139
|
| 34 |
-
33,0.589173,0.9838,0.612437,0.9698,0.00009151
|
| 35 |
-
34,0.588711,0.9838,0.618348,0.9706,0.00008196
|
| 36 |
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35,0.587042,0.9844,0.607903,0.9716,0.00007279
|
| 37 |
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36,0.585444,0.9848,0.615547,0.9710,0.00006402
|
| 38 |
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37,0.584401,0.9853,0.610135,0.9712,0.00005570
|
| 39 |
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38,0.582602,0.9855,0.612179,0.9709,0.00004786
|
| 40 |
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39,0.581709,0.9859,0.608869,0.9720,0.00004052
|
| 41 |
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40,0.580094,0.9865,0.605147,0.9720,0.00003372
|
| 42 |
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41,0.578601,0.9868,0.609107,0.9726,0.00002749
|
| 43 |
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42,0.578530,0.9872,0.607431,0.9712,0.00002184
|
| 44 |
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43,0.577184,0.9876,0.606249,0.9719,0.00001681
|
| 45 |
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44,0.576459,0.9873,0.605548,0.9719,0.00001240
|
| 46 |
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45,0.575414,0.9879,0.603804,0.9729,0.00000864
|
| 47 |
-
46,0.574682,0.9881,0.603794,0.9732,0.00000555
|
| 48 |
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47,0.574085,0.9882,0.602955,0.9719,0.00000313
|
| 49 |
-
48,0.573586,0.9886,0.602267,0.9727,0.00000139
|
| 50 |
-
49,0.573234,0.9887,0.602102,0.9728,0.00000035
|
| 51 |
-
50,0.572963,0.9887,0.602136,0.9724,0.00000000
|
|
|
|
| 1 |
+
epoch,train_loss,train_acc,val_loss,val_acc,lr
|
| 2 |
+
1,1.313469,0.7432,0.898569,0.8647,0.00035280
|
| 3 |
+
2,0.802711,0.9084,0.804139,0.9131,0.00035176
|
| 4 |
+
3,0.735263,0.9325,0.720997,0.9362,0.00035002
|
| 5 |
+
4,0.707970,0.9431,0.728216,0.9390,0.00034760
|
| 6 |
+
5,0.693044,0.9495,0.710547,0.9451,0.00034451
|
| 7 |
+
6,0.706651,0.9471,0.678768,0.9560,0.00034075
|
| 8 |
+
7,0.672592,0.9574,0.720016,0.9479,0.00033634
|
| 9 |
+
8,0.667535,0.9596,0.666267,0.9569,0.00033131
|
| 10 |
+
9,0.676561,0.9576,0.690165,0.9500,0.00032566
|
| 11 |
+
10,0.667686,0.9609,0.696102,0.9515,0.00031943
|
| 12 |
+
11,0.659781,0.9627,0.650298,0.9605,0.00031263
|
| 13 |
+
12,0.648318,0.9659,0.650794,0.9612,0.00030529
|
| 14 |
+
13,0.652006,0.9655,0.641764,0.9669,0.00029745
|
| 15 |
+
14,0.634462,0.9696,0.640070,0.9661,0.00028913
|
| 16 |
+
15,0.638945,0.9687,0.632555,0.9662,0.00028036
|
| 17 |
+
16,0.637670,0.9690,0.660418,0.9579,0.00027119
|
| 18 |
+
17,0.629288,0.9713,0.632072,0.9675,0.00026164
|
| 19 |
+
18,0.625342,0.9729,0.622601,0.9706,0.00025176
|
| 20 |
+
19,0.620659,0.9747,0.638626,0.9654,0.00024158
|
| 21 |
+
20,0.619530,0.9745,0.633629,0.9662,0.00023114
|
| 22 |
+
21,0.618586,0.9750,0.648085,0.9641,0.00022049
|
| 23 |
+
22,0.619068,0.9754,0.631494,0.9690,0.00020966
|
| 24 |
+
23,0.613081,0.9769,0.689932,0.9505,0.00019871
|
| 25 |
+
24,0.609141,0.9777,0.642980,0.9671,0.00018766
|
| 26 |
+
25,0.608377,0.9783,0.625633,0.9691,0.00017657
|
| 27 |
+
26,0.603728,0.9793,0.618054,0.9696,0.00016549
|
| 28 |
+
27,0.604662,0.9793,0.615390,0.9708,0.00015444
|
| 29 |
+
28,0.599620,0.9803,0.617113,0.9712,0.00014349
|
| 30 |
+
29,0.598419,0.9814,0.624031,0.9688,0.00013266
|
| 31 |
+
30,0.597951,0.9811,0.612779,0.9711,0.00012201
|
| 32 |
+
31,0.593876,0.9824,0.612668,0.9703,0.00011157
|
| 33 |
+
32,0.591387,0.9837,0.614699,0.9700,0.00010139
|
| 34 |
+
33,0.589173,0.9838,0.612437,0.9698,0.00009151
|
| 35 |
+
34,0.588711,0.9838,0.618348,0.9706,0.00008196
|
| 36 |
+
35,0.587042,0.9844,0.607903,0.9716,0.00007279
|
| 37 |
+
36,0.585444,0.9848,0.615547,0.9710,0.00006402
|
| 38 |
+
37,0.584401,0.9853,0.610135,0.9712,0.00005570
|
| 39 |
+
38,0.582602,0.9855,0.612179,0.9709,0.00004786
|
| 40 |
+
39,0.581709,0.9859,0.608869,0.9720,0.00004052
|
| 41 |
+
40,0.580094,0.9865,0.605147,0.9720,0.00003372
|
| 42 |
+
41,0.578601,0.9868,0.609107,0.9726,0.00002749
|
| 43 |
+
42,0.578530,0.9872,0.607431,0.9712,0.00002184
|
| 44 |
+
43,0.577184,0.9876,0.606249,0.9719,0.00001681
|
| 45 |
+
44,0.576459,0.9873,0.605548,0.9719,0.00001240
|
| 46 |
+
45,0.575414,0.9879,0.603804,0.9729,0.00000864
|
| 47 |
+
46,0.574682,0.9881,0.603794,0.9732,0.00000555
|
| 48 |
+
47,0.574085,0.9882,0.602955,0.9719,0.00000313
|
| 49 |
+
48,0.573586,0.9886,0.602267,0.9727,0.00000139
|
| 50 |
+
49,0.573234,0.9887,0.602102,0.9728,0.00000035
|
| 51 |
+
50,0.572963,0.9887,0.602136,0.9724,0.00000000
|
vgg8_release_selection.csv
CHANGED
|
@@ -1,6 +1,6 @@
|
|
| 1 |
-
id,device,trial,best_epoch,training_validation_accuracy,reevaluated_accuracy,sha256,file
|
| 2 |
-
cifar10-vgg8-reram,ReRAM,2,190,0.875,0.875,a72c4fdf3fa567fca7e9ab78dd3d306411427c69ed15b4bad0d9060b6ebfbb9e,cifar10-vgg8/reram/model.pth
|
| 3 |
-
cifar10-vgg8-pcm,PCM,12,177,0.9203,0.9202,7186be82c649546cb14005a2ca28c9c2982c4a24f981c05563d379926c959909,cifar10-vgg8/pcm/model.pth
|
| 4 |
-
cifar10-vgg8-stt,STT,17,170,0.8922,0.8922,bb28c72c7b6bc68858448e350ccb90e57eef5fc42609490ea03d9172e729a915,cifar10-vgg8/stt/model.pth
|
| 5 |
-
cifar10-vgg8-flash,Flash,10,182,0.9014,0.9015,e4dbdf39f42d2949c8a07cecdf2f4b390a879157f33e91771b649dd3b3d260fb,cifar10-vgg8/flash/model.pth
|
| 6 |
-
cifar10-vgg8-fefet,FeFET,17,197,0.887,0.887,a627140866b0e3cd16e4e1de63b1abfe1de9eb8d76070c04c41da8f8e86dc857,cifar10-vgg8/fefet/model.pth
|
|
|
|
| 1 |
+
id,device,trial,best_epoch,training_validation_accuracy,reevaluated_accuracy,sha256,file
|
| 2 |
+
cifar10-vgg8-reram,ReRAM,2,190,0.875,0.875,a72c4fdf3fa567fca7e9ab78dd3d306411427c69ed15b4bad0d9060b6ebfbb9e,cifar10-vgg8/reram/model.pth
|
| 3 |
+
cifar10-vgg8-pcm,PCM,12,177,0.9203,0.9202,7186be82c649546cb14005a2ca28c9c2982c4a24f981c05563d379926c959909,cifar10-vgg8/pcm/model.pth
|
| 4 |
+
cifar10-vgg8-stt,STT,17,170,0.8922,0.8922,bb28c72c7b6bc68858448e350ccb90e57eef5fc42609490ea03d9172e729a915,cifar10-vgg8/stt/model.pth
|
| 5 |
+
cifar10-vgg8-flash,Flash,10,182,0.9014,0.9015,e4dbdf39f42d2949c8a07cecdf2f4b390a879157f33e91771b649dd3b3d260fb,cifar10-vgg8/flash/model.pth
|
| 6 |
+
cifar10-vgg8-fefet,FeFET,17,197,0.887,0.887,a627140866b0e3cd16e4e1de63b1abfe1de9eb8d76070c04c41da8f8e86dc857,cifar10-vgg8/fefet/model.pth
|