2
0
Fork 0
mirror of https://github.com/MartinThoma/LaTeX-examples.git synced 2025-04-25 14:28:05 +02:00

tikz/validation-curve: Update

This commit is contained in:
Martin Thoma 2017-04-30 22:54:37 +02:00
parent 9c5d73dbff
commit 7f1684d2c1
24 changed files with 1988 additions and 1715 deletions

View file

@ -1,127 +1,147 @@
epoch,min_acc,max_acc,mean_acc epoch,min_acc,max_acc,mean_acc,mean_loss
0,0.1568,0.1602,0.15858 0,0.0537,0.0542,0.053959999999999994,4.6112799999999989
1,0.2042,0.2068,0.20544000000000001 1,0.1114,0.1121,0.11168999999999998,4.1557299999999993
2,0.2352,0.238,0.23674000000000003 2,0.1434,0.1445,0.14391999999999999,3.9700800000000003
3,0.2706,0.2736,0.27199999999999996 3,0.1746,0.1764,0.17521,3.8258399999999995
4,0.2982,0.3036,0.3014 4,0.1994,0.201,0.20032,3.7040500000000001
5,0.319,0.324,0.32228000000000001 5,0.2212,0.2219,0.22153999999999999,3.6027300000000002
6,0.3328,0.3364,0.33423999999999998 6,0.2401,0.2415,0.24086000000000002,3.5213799999999997
7,0.3484,0.3512,0.35004000000000002 7,0.2503,0.2512,0.25076000000000004,3.4561900000000003
8,0.3614,0.3652,0.36327999999999999 8,0.2658,0.2668,0.26640000000000003,3.3904299999999998
9,0.369,0.3738,0.37051999999999996 9,0.2781,0.2793,0.27856000000000003,3.3281299999999994
10,0.372,0.3756,0.37378 10,0.287,0.2885,0.28768000000000005,3.2696499999999999
11,0.3846,0.3902,0.38756000000000002 11,0.2956,0.2971,0.29620000000000002,3.2279700000000005
12,0.3934,0.3966,0.39498 12,0.3031,0.3054,0.30431999999999998,3.1749900000000002
13,0.4042,0.4076,0.40506000000000003 13,0.3133,0.315,0.31409999999999999,3.1285499999999997
14,0.4078,0.412,0.40969999999999995 14,0.3192,0.3202,0.31972000000000006,3.0905300000000002
15,0.4174,0.4218,0.41950000000000004 15,0.3268,0.3282,0.32769999999999999,3.0524100000000001
16,0.4212,0.4238,0.42265999999999992 16,0.3318,0.3334,0.33286000000000004,3.0162500000000003
17,0.4254,0.4288,0.42718 17,0.3379,0.3392,0.33856999999999998,2.9776599999999998
18,0.4304,0.4346,0.43290000000000006 18,0.3437,0.3451,0.34444000000000002,2.9448299999999996
19,0.4352,0.4384,0.43674000000000002 19,0.3478,0.3489,0.34846000000000005,2.9194600000000004
20,0.4404,0.4448,0.44284000000000001 20,0.3549,0.3562,0.35548000000000002,2.8796400000000002
21,0.4504,0.4538,0.45234000000000008 21,0.3568,0.3577,0.35723000000000005,2.8595700000000002
22,0.4568,0.4598,0.45820000000000005 22,0.3666,0.368,0.36710999999999994,2.8205100000000001
23,0.4582,0.4626,0.46053999999999995 23,0.3692,0.3715,0.37012,2.7927399999999998
24,0.467,0.4712,0.46899999999999997 24,0.3746,0.3764,0.37530000000000002,2.7666899999999996
25,0.4656,0.4702,0.46821999999999997 25,0.3778,0.3788,0.37816000000000005,2.7414099999999997
26,0.4626,0.4688,0.46597999999999995 26,0.3787,0.3813,0.37997000000000003,2.7214099999999997
27,0.4754,0.4798,0.47782000000000002 27,0.3875,0.3894,0.38843,2.6928899999999998
28,0.4742,0.4804,0.47700000000000004 28,0.3896,0.3915,0.39075000000000004,2.6716299999999995
29,0.4824,0.4868,0.48498000000000002 29,0.3911,0.3922,0.39154999999999995,2.64933
30,0.4832,0.4872,0.48469999999999996 30,0.3968,0.3986,0.39773000000000003,2.6296399999999998
31,0.4806,0.4832,0.48204000000000002 31,0.3993,0.4004,0.39980999999999994,2.6114199999999999
32,0.4836,0.49,0.48746 32,0.4031,0.4051,0.40404999999999996,2.58466
33,0.491,0.4956,0.49335999999999991 33,0.4043,0.4066,0.40547999999999995,2.57098
34,0.4922,0.4974,0.49493999999999999 34,0.4073,0.4092,0.40809999999999996,2.55674
35,0.4934,0.4994,0.49637999999999999 35,0.4141,0.4152,0.41459999999999997,2.5274200000000002
36,0.5018,0.5058,0.50356000000000001 36,0.4135,0.4158,0.41486999999999996,2.51668
37,0.4968,0.5004,0.49917999999999996 37,0.4177,0.419,0.41830999999999996,2.5046999999999997
38,0.5048,0.51,0.50773999999999997 38,0.4245,0.4266,0.42523999999999995,2.4697199999999997
39,0.512,0.5168,0.51473999999999998 39,0.4224,0.425,0.42363000000000001,2.4701599999999999
40,0.5088,0.5142,0.51116000000000006 40,0.4279,0.4297,0.42876999999999998,2.4423700000000004
41,0.5088,0.5162,0.51322000000000001 41,0.4302,0.4322,0.43119999999999992,2.4359100000000002
42,0.5188,0.522,0.51998000000000011 42,0.432,0.4333,0.43247000000000002,2.4190399999999999
43,0.5154,0.5212,0.51927999999999996 43,0.4322,0.4351,0.43355000000000005,2.4058199999999998
44,0.5166,0.521,0.51933999999999991 44,0.4397,0.4415,0.44059999999999999,2.3861099999999995
45,0.5164,0.5206,0.51879999999999993 45,0.4399,0.4422,0.44108000000000003,2.3705499999999997
46,0.5128,0.517,0.51537999999999995 46,0.4404,0.4418,0.44139,2.3622700000000001
47,0.5238,0.529,0.52617999999999998 47,0.4448,0.4461,0.44536999999999993,2.3427099999999998
48,0.525,0.5302,0.52716000000000007 48,0.4435,0.445,0.44428999999999996,2.3372400000000004
49,0.5296,0.5328,0.53092000000000006 49,0.4483,0.4495,0.44903999999999999,2.3217099999999999
50,0.5222,0.5296,0.5242 50,0.4515,0.453,0.45238999999999996,2.30463
51,0.5326,0.5382,0.53537999999999997 51,0.4535,0.4552,0.45443,2.29244
52,0.5354,0.5392,0.53723999999999994 52,0.4557,0.4575,0.45674000000000003,2.2755999999999998
53,0.5314,0.5374,0.53436000000000017 53,0.4571,0.4592,0.45813999999999994,2.2698099999999997
54,0.53,0.5352,0.53246000000000004 54,0.4568,0.4584,0.45762000000000003,2.2640099999999999
55,0.532,0.5376,0.53526000000000007 55,0.4624,0.4639,0.46310000000000001,2.2497700000000003
56,0.5298,0.5352,0.53271999999999997 56,0.4589,0.4605,0.45985000000000004,2.2478299999999996
57,0.5372,0.545,0.54073999999999989 57,0.4613,0.464,0.46265000000000001,2.2339899999999995
58,0.5398,0.5446,0.54256000000000004 58,0.4688,0.4711,0.46950000000000003,2.2114000000000003
59,0.5372,0.5432,0.54023999999999994 59,0.4681,0.4703,0.46950999999999998,2.2039899999999997
60,0.5428,0.5492,0.54580000000000006 60,0.4682,0.4709,0.46981000000000001,2.2023800000000002
61,0.5424,0.5458,0.54398000000000002 61,0.469,0.4703,0.46947,2.1879400000000002
62,0.551,0.5552,0.55227999999999999 62,0.472,0.4748,0.47358,2.1848100000000001
63,0.5462,0.5526,0.54804000000000008 63,0.4699,0.4714,0.47077999999999998,2.1791400000000003
64,0.5436,0.5508,0.54665999999999992 64,0.4736,0.4767,0.47519999999999996,2.1570999999999998
65,0.5488,0.5554,0.55169999999999997 65,0.4797,0.4822,0.48064000000000007,2.1487500000000006
66,0.5568,0.5622,0.55935999999999997 66,0.4789,0.4819,0.48026000000000002,2.14188
67,0.5582,0.5636,0.56081999999999999 67,0.4818,0.4848,0.48333999999999994,2.13164
68,0.5428,0.551,0.54724000000000006 68,0.4827,0.4847,0.48351,2.1248499999999999
69,0.5526,0.5582,0.55600000000000005 69,0.4823,0.4843,0.48324999999999996,2.1196699999999997
70,0.5514,0.5584,0.55547999999999997 70,0.4864,0.4886,0.48743999999999998,2.1002900000000002
71,0.5552,0.56,0.5575 71,0.4864,0.4883,0.48715999999999998,2.0980600000000003
72,0.5564,0.5606,0.55841999999999992 72,0.4883,0.4904,0.48932999999999999,2.0968899999999997
73,0.5646,0.5722,0.56792000000000009 73,0.4951,0.4986,0.49648999999999999,2.0723799999999999
74,0.563,0.5686,0.56599999999999995 74,0.4898,0.493,0.49135999999999996,2.0800999999999998
75,0.563,0.5684,0.56606000000000001 75,0.4935,0.4958,0.49465999999999993,2.0692599999999999
76,0.5718,0.5768,0.57445999999999997 76,0.4935,0.4953,0.49433999999999995,2.0657000000000001
77,0.5624,0.568,0.56405999999999989 77,0.4972,0.4995,0.49816000000000005,2.0498800000000004
78,0.561,0.569,0.56473999999999991 78,0.4963,0.4981,0.49729999999999996,2.0535799999999993
79,0.5636,0.5688,0.56577999999999995 79,0.4991,0.501,0.50022999999999995,2.03735
80,0.566,0.5714,0.56859999999999999 80,0.5014,0.5036,0.50272000000000006,2.0339500000000004
81,0.5698,0.575,0.57208000000000003 81,0.5023,0.5052,0.50441000000000003,2.0187900000000001
82,0.5626,0.571,0.56596000000000013 82,0.5021,0.5035,0.50269999999999992,2.0187099999999996
83,0.5706,0.576,0.57323999999999997 83,0.5018,0.5045,0.50319999999999998,2.0187300000000001
84,0.5654,0.5718,0.56840000000000002 84,0.5068,0.5092,0.50788999999999995,2.0068799999999998
85,0.572,0.5772,0.57462000000000002 85,0.5035,0.5065,0.50474999999999992,1.9989700000000004
86,0.5752,0.5796,0.57754000000000016 86,0.5069,0.5097,0.50817000000000001,1.99482
87,0.5722,0.5776,0.57552000000000003 87,0.507,0.5091,0.5079499999999999,1.9860599999999997
88,0.5728,0.5776,0.57532000000000005 88,0.5093,0.5112,0.51012999999999997,1.9839899999999999
89,0.5708,0.5762,0.57294 89,0.5105,0.5126,0.51132000000000011,1.97455
90,0.5758,0.5834,0.57894000000000001 90,0.5103,0.5114,0.51064999999999983,1.9739799999999998
91,0.5728,0.5802,0.5769200000000001 91,0.5144,0.5162,0.51531000000000005,1.9652999999999998
92,0.5748,0.58,0.57747999999999988 92,0.5163,0.5182,0.51695999999999998,1.9506599999999998
93,0.5746,0.5842,0.57962000000000002 93,0.5159,0.518,0.51690999999999998,1.9538599999999999
94,0.5766,0.5822,0.57956000000000008 94,0.517,0.5204,0.51882000000000006,1.9455000000000002
95,0.5786,0.584,0.58087999999999995 95,0.5201,0.5224,0.52149999999999985,1.9372199999999999
96,0.5798,0.5842,0.5821400000000001 96,0.5189,0.5207,0.51968000000000003,1.9283099999999997
97,0.5746,0.5844,0.57982 97,0.5191,0.5219,0.52016000000000007,1.9342699999999997
98,0.5762,0.581,0.57896000000000014 98,0.524,0.5253,0.52446999999999999,1.9196699999999995
99,0.5774,0.584,0.58103999999999989 99,0.5215,0.5239,0.52289999999999992,1.9182600000000001
100,0.5806,0.5862,0.58306000000000002 100,0.5201,0.5226,0.52124000000000004,1.9147200000000002
101,0.5816,0.5868,0.58489999999999998 101,0.5244,0.5279,0.52617999999999998,1.9097599999999999
102,0.5844,0.5894,0.58663999999999994 102,0.5244,0.5274,0.52557999999999994,1.8989699999999998
103,0.5756,0.5836,0.57948 103,0.5266,0.5288,0.52798,1.8970400000000001
104,0.5818,0.5878,0.58545999999999998 104,0.5295,0.5307,0.53022999999999998,1.8873900000000003
105,0.5866,0.5914,0.58879999999999988 105,0.5247,0.5264,0.52566000000000002,1.8885100000000001
106,0.5836,0.5896,0.58565999999999996 106,0.5326,0.5351,0.53382999999999992,1.8783799999999999
107,0.5836,0.5908,0.58691999999999989 107,0.533,0.5354,0.53461000000000003,1.8624099999999999
108,0.5834,0.5876,0.58543999999999996 108,0.5287,0.531,0.53013999999999994,1.8783100000000001
109,0.5856,0.5896,0.58725999999999989 109,0.532,0.535,0.53339999999999999,1.8656999999999999
110,0.585,0.591,0.58901999999999988 110,0.5316,0.5359,0.53381000000000012,1.8624399999999999
111,0.5882,0.5954,0.59261999999999992 111,0.5319,0.5354,0.53322999999999998,1.8596499999999998
112,0.587,0.5912,0.58904000000000001 112,0.5321,0.5347,0.53345999999999993,1.8589800000000001
113,0.5878,0.593,0.58989999999999998 113,0.5378,0.5395,0.53859999999999997,1.8461799999999999
114,0.5882,0.5956,0.59096000000000004 114,0.5321,0.534,0.53292000000000006,1.8517600000000001
115,0.5908,0.5996,0.59308000000000005 115,0.5378,0.5402,0.53891999999999984,1.84145
116,0.586,0.5918,0.58954000000000006 116,0.5385,0.5408,0.54010000000000002,1.8305499999999999
117,0.5972,0.6044,0.59936000000000011 117,0.5363,0.539,0.53722999999999999,1.84036
118,0.5872,0.5938,0.59095999999999993 118,0.5382,0.5411,0.54007999999999989,1.8269299999999997
119,0.5908,0.5972,0.59432000000000007 119,0.5439,0.5454,0.5446899999999999,1.8145999999999998
120,0.5904,0.5956,0.59358 120,0.5425,0.5467,0.54466999999999988,1.8151299999999999
121,0.5912,0.597,0.59382000000000001 121,0.5403,0.5421,0.54115999999999997,1.8177000000000003
122,0.5884,0.5958,0.59230000000000005 122,0.5444,0.5466,0.5456899999999999,1.8098500000000002
123,0.5918,0.5952,0.59323999999999999 123,0.5459,0.5491,0.54747000000000001,1.8013699999999999
124,0.5944,0.6046,0.59677999999999998 124,0.545,0.5484,0.54653000000000007,1.8052700000000002
125,0.59,0.5982,0.59389999999999998 125,0.5446,0.5461,0.54532999999999998,1.8020300000000002
126,0.5499,0.5532,0.55188999999999999,1.7838600000000002
127,0.547,0.5508,0.54883999999999999,1.7821000000000002
128,0.5497,0.5521,0.55061000000000004,1.7823199999999999
129,0.5482,0.5523,0.54998999999999998,1.7819400000000001
130,0.5505,0.5524,0.55130000000000001,1.7827999999999999
131,0.5502,0.5523,0.55123,1.7784200000000001
132,0.5513,0.5547,0.55308000000000013,1.7731599999999996
133,0.5542,0.589,0.56874000000000002,1.7118600000000002
134,0.5508,0.5986,0.57032000000000005,1.69787
135,0.5511,0.6058,0.57356999999999991,1.6840599999999999
136,0.5549,0.6105,0.57695000000000007,1.6732300000000002
137,0.5597,0.6187,0.58373999999999993,1.6515700000000002
138,0.5579,0.6253,0.58523000000000014,1.6480399999999999
139,0.5577,0.6278,0.58607999999999993,1.6409500000000001
140,0.5607,0.6354,0.59082000000000012,1.62686
141,0.5585,0.6418,0.59217000000000009,1.6197600000000001
142,0.56,0.6449,0.59449000000000007,1.60564
143,0.5619,0.648,0.59639999999999993,1.59541
144,0.5637,0.6564,0.60081999999999991,1.58114
145,0.5608,0.6591,0.60026999999999997,1.5848800000000001

1 epoch min_acc max_acc mean_acc mean_loss
2 0 0.1568 0.0537 0.1602 0.0542 0.15858 0.053959999999999994 4.6112799999999989
3 1 0.2042 0.1114 0.2068 0.1121 0.20544000000000001 0.11168999999999998 4.1557299999999993
4 2 0.2352 0.1434 0.238 0.1445 0.23674000000000003 0.14391999999999999 3.9700800000000003
5 3 0.2706 0.1746 0.2736 0.1764 0.27199999999999996 0.17521 3.8258399999999995
6 4 0.2982 0.1994 0.3036 0.201 0.3014 0.20032 3.7040500000000001
7 5 0.319 0.2212 0.324 0.2219 0.32228000000000001 0.22153999999999999 3.6027300000000002
8 6 0.3328 0.2401 0.3364 0.2415 0.33423999999999998 0.24086000000000002 3.5213799999999997
9 7 0.3484 0.2503 0.3512 0.2512 0.35004000000000002 0.25076000000000004 3.4561900000000003
10 8 0.3614 0.2658 0.3652 0.2668 0.36327999999999999 0.26640000000000003 3.3904299999999998
11 9 0.369 0.2781 0.3738 0.2793 0.37051999999999996 0.27856000000000003 3.3281299999999994
12 10 0.372 0.287 0.3756 0.2885 0.37378 0.28768000000000005 3.2696499999999999
13 11 0.3846 0.2956 0.3902 0.2971 0.38756000000000002 0.29620000000000002 3.2279700000000005
14 12 0.3934 0.3031 0.3966 0.3054 0.39498 0.30431999999999998 3.1749900000000002
15 13 0.4042 0.3133 0.4076 0.315 0.40506000000000003 0.31409999999999999 3.1285499999999997
16 14 0.4078 0.3192 0.412 0.3202 0.40969999999999995 0.31972000000000006 3.0905300000000002
17 15 0.4174 0.3268 0.4218 0.3282 0.41950000000000004 0.32769999999999999 3.0524100000000001
18 16 0.4212 0.3318 0.4238 0.3334 0.42265999999999992 0.33286000000000004 3.0162500000000003
19 17 0.4254 0.3379 0.4288 0.3392 0.42718 0.33856999999999998 2.9776599999999998
20 18 0.4304 0.3437 0.4346 0.3451 0.43290000000000006 0.34444000000000002 2.9448299999999996
21 19 0.4352 0.3478 0.4384 0.3489 0.43674000000000002 0.34846000000000005 2.9194600000000004
22 20 0.4404 0.3549 0.4448 0.3562 0.44284000000000001 0.35548000000000002 2.8796400000000002
23 21 0.4504 0.3568 0.4538 0.3577 0.45234000000000008 0.35723000000000005 2.8595700000000002
24 22 0.4568 0.3666 0.4598 0.368 0.45820000000000005 0.36710999999999994 2.8205100000000001
25 23 0.4582 0.3692 0.4626 0.3715 0.46053999999999995 0.37012 2.7927399999999998
26 24 0.467 0.3746 0.4712 0.3764 0.46899999999999997 0.37530000000000002 2.7666899999999996
27 25 0.4656 0.3778 0.4702 0.3788 0.46821999999999997 0.37816000000000005 2.7414099999999997
28 26 0.4626 0.3787 0.4688 0.3813 0.46597999999999995 0.37997000000000003 2.7214099999999997
29 27 0.4754 0.3875 0.4798 0.3894 0.47782000000000002 0.38843 2.6928899999999998
30 28 0.4742 0.3896 0.4804 0.3915 0.47700000000000004 0.39075000000000004 2.6716299999999995
31 29 0.4824 0.3911 0.4868 0.3922 0.48498000000000002 0.39154999999999995 2.64933
32 30 0.4832 0.3968 0.4872 0.3986 0.48469999999999996 0.39773000000000003 2.6296399999999998
33 31 0.4806 0.3993 0.4832 0.4004 0.48204000000000002 0.39980999999999994 2.6114199999999999
34 32 0.4836 0.4031 0.49 0.4051 0.48746 0.40404999999999996 2.58466
35 33 0.491 0.4043 0.4956 0.4066 0.49335999999999991 0.40547999999999995 2.57098
36 34 0.4922 0.4073 0.4974 0.4092 0.49493999999999999 0.40809999999999996 2.55674
37 35 0.4934 0.4141 0.4994 0.4152 0.49637999999999999 0.41459999999999997 2.5274200000000002
38 36 0.5018 0.4135 0.5058 0.4158 0.50356000000000001 0.41486999999999996 2.51668
39 37 0.4968 0.4177 0.5004 0.419 0.49917999999999996 0.41830999999999996 2.5046999999999997
40 38 0.5048 0.4245 0.51 0.4266 0.50773999999999997 0.42523999999999995 2.4697199999999997
41 39 0.512 0.4224 0.5168 0.425 0.51473999999999998 0.42363000000000001 2.4701599999999999
42 40 0.5088 0.4279 0.5142 0.4297 0.51116000000000006 0.42876999999999998 2.4423700000000004
43 41 0.5088 0.4302 0.5162 0.4322 0.51322000000000001 0.43119999999999992 2.4359100000000002
44 42 0.5188 0.432 0.522 0.4333 0.51998000000000011 0.43247000000000002 2.4190399999999999
45 43 0.5154 0.4322 0.5212 0.4351 0.51927999999999996 0.43355000000000005 2.4058199999999998
46 44 0.5166 0.4397 0.521 0.4415 0.51933999999999991 0.44059999999999999 2.3861099999999995
47 45 0.5164 0.4399 0.5206 0.4422 0.51879999999999993 0.44108000000000003 2.3705499999999997
48 46 0.5128 0.4404 0.517 0.4418 0.51537999999999995 0.44139 2.3622700000000001
49 47 0.5238 0.4448 0.529 0.4461 0.52617999999999998 0.44536999999999993 2.3427099999999998
50 48 0.525 0.4435 0.5302 0.445 0.52716000000000007 0.44428999999999996 2.3372400000000004
51 49 0.5296 0.4483 0.5328 0.4495 0.53092000000000006 0.44903999999999999 2.3217099999999999
52 50 0.5222 0.4515 0.5296 0.453 0.5242 0.45238999999999996 2.30463
53 51 0.5326 0.4535 0.5382 0.4552 0.53537999999999997 0.45443 2.29244
54 52 0.5354 0.4557 0.5392 0.4575 0.53723999999999994 0.45674000000000003 2.2755999999999998
55 53 0.5314 0.4571 0.5374 0.4592 0.53436000000000017 0.45813999999999994 2.2698099999999997
56 54 0.53 0.4568 0.5352 0.4584 0.53246000000000004 0.45762000000000003 2.2640099999999999
57 55 0.532 0.4624 0.5376 0.4639 0.53526000000000007 0.46310000000000001 2.2497700000000003
58 56 0.5298 0.4589 0.5352 0.4605 0.53271999999999997 0.45985000000000004 2.2478299999999996
59 57 0.5372 0.4613 0.545 0.464 0.54073999999999989 0.46265000000000001 2.2339899999999995
60 58 0.5398 0.4688 0.5446 0.4711 0.54256000000000004 0.46950000000000003 2.2114000000000003
61 59 0.5372 0.4681 0.5432 0.4703 0.54023999999999994 0.46950999999999998 2.2039899999999997
62 60 0.5428 0.4682 0.5492 0.4709 0.54580000000000006 0.46981000000000001 2.2023800000000002
63 61 0.5424 0.469 0.5458 0.4703 0.54398000000000002 0.46947 2.1879400000000002
64 62 0.551 0.472 0.5552 0.4748 0.55227999999999999 0.47358 2.1848100000000001
65 63 0.5462 0.4699 0.5526 0.4714 0.54804000000000008 0.47077999999999998 2.1791400000000003
66 64 0.5436 0.4736 0.5508 0.4767 0.54665999999999992 0.47519999999999996 2.1570999999999998
67 65 0.5488 0.4797 0.5554 0.4822 0.55169999999999997 0.48064000000000007 2.1487500000000006
68 66 0.5568 0.4789 0.5622 0.4819 0.55935999999999997 0.48026000000000002 2.14188
69 67 0.5582 0.4818 0.5636 0.4848 0.56081999999999999 0.48333999999999994 2.13164
70 68 0.5428 0.4827 0.551 0.4847 0.54724000000000006 0.48351 2.1248499999999999
71 69 0.5526 0.4823 0.5582 0.4843 0.55600000000000005 0.48324999999999996 2.1196699999999997
72 70 0.5514 0.4864 0.5584 0.4886 0.55547999999999997 0.48743999999999998 2.1002900000000002
73 71 0.5552 0.4864 0.56 0.4883 0.5575 0.48715999999999998 2.0980600000000003
74 72 0.5564 0.4883 0.5606 0.4904 0.55841999999999992 0.48932999999999999 2.0968899999999997
75 73 0.5646 0.4951 0.5722 0.4986 0.56792000000000009 0.49648999999999999 2.0723799999999999
76 74 0.563 0.4898 0.5686 0.493 0.56599999999999995 0.49135999999999996 2.0800999999999998
77 75 0.563 0.4935 0.5684 0.4958 0.56606000000000001 0.49465999999999993 2.0692599999999999
78 76 0.5718 0.4935 0.5768 0.4953 0.57445999999999997 0.49433999999999995 2.0657000000000001
79 77 0.5624 0.4972 0.568 0.4995 0.56405999999999989 0.49816000000000005 2.0498800000000004
80 78 0.561 0.4963 0.569 0.4981 0.56473999999999991 0.49729999999999996 2.0535799999999993
81 79 0.5636 0.4991 0.5688 0.501 0.56577999999999995 0.50022999999999995 2.03735
82 80 0.566 0.5014 0.5714 0.5036 0.56859999999999999 0.50272000000000006 2.0339500000000004
83 81 0.5698 0.5023 0.575 0.5052 0.57208000000000003 0.50441000000000003 2.0187900000000001
84 82 0.5626 0.5021 0.571 0.5035 0.56596000000000013 0.50269999999999992 2.0187099999999996
85 83 0.5706 0.5018 0.576 0.5045 0.57323999999999997 0.50319999999999998 2.0187300000000001
86 84 0.5654 0.5068 0.5718 0.5092 0.56840000000000002 0.50788999999999995 2.0068799999999998
87 85 0.572 0.5035 0.5772 0.5065 0.57462000000000002 0.50474999999999992 1.9989700000000004
88 86 0.5752 0.5069 0.5796 0.5097 0.57754000000000016 0.50817000000000001 1.99482
89 87 0.5722 0.507 0.5776 0.5091 0.57552000000000003 0.5079499999999999 1.9860599999999997
90 88 0.5728 0.5093 0.5776 0.5112 0.57532000000000005 0.51012999999999997 1.9839899999999999
91 89 0.5708 0.5105 0.5762 0.5126 0.57294 0.51132000000000011 1.97455
92 90 0.5758 0.5103 0.5834 0.5114 0.57894000000000001 0.51064999999999983 1.9739799999999998
93 91 0.5728 0.5144 0.5802 0.5162 0.5769200000000001 0.51531000000000005 1.9652999999999998
94 92 0.5748 0.5163 0.58 0.5182 0.57747999999999988 0.51695999999999998 1.9506599999999998
95 93 0.5746 0.5159 0.5842 0.518 0.57962000000000002 0.51690999999999998 1.9538599999999999
96 94 0.5766 0.517 0.5822 0.5204 0.57956000000000008 0.51882000000000006 1.9455000000000002
97 95 0.5786 0.5201 0.584 0.5224 0.58087999999999995 0.52149999999999985 1.9372199999999999
98 96 0.5798 0.5189 0.5842 0.5207 0.5821400000000001 0.51968000000000003 1.9283099999999997
99 97 0.5746 0.5191 0.5844 0.5219 0.57982 0.52016000000000007 1.9342699999999997
100 98 0.5762 0.524 0.581 0.5253 0.57896000000000014 0.52446999999999999 1.9196699999999995
101 99 0.5774 0.5215 0.584 0.5239 0.58103999999999989 0.52289999999999992 1.9182600000000001
102 100 0.5806 0.5201 0.5862 0.5226 0.58306000000000002 0.52124000000000004 1.9147200000000002
103 101 0.5816 0.5244 0.5868 0.5279 0.58489999999999998 0.52617999999999998 1.9097599999999999
104 102 0.5844 0.5244 0.5894 0.5274 0.58663999999999994 0.52557999999999994 1.8989699999999998
105 103 0.5756 0.5266 0.5836 0.5288 0.57948 0.52798 1.8970400000000001
106 104 0.5818 0.5295 0.5878 0.5307 0.58545999999999998 0.53022999999999998 1.8873900000000003
107 105 0.5866 0.5247 0.5914 0.5264 0.58879999999999988 0.52566000000000002 1.8885100000000001
108 106 0.5836 0.5326 0.5896 0.5351 0.58565999999999996 0.53382999999999992 1.8783799999999999
109 107 0.5836 0.533 0.5908 0.5354 0.58691999999999989 0.53461000000000003 1.8624099999999999
110 108 0.5834 0.5287 0.5876 0.531 0.58543999999999996 0.53013999999999994 1.8783100000000001
111 109 0.5856 0.532 0.5896 0.535 0.58725999999999989 0.53339999999999999 1.8656999999999999
112 110 0.585 0.5316 0.591 0.5359 0.58901999999999988 0.53381000000000012 1.8624399999999999
113 111 0.5882 0.5319 0.5954 0.5354 0.59261999999999992 0.53322999999999998 1.8596499999999998
114 112 0.587 0.5321 0.5912 0.5347 0.58904000000000001 0.53345999999999993 1.8589800000000001
115 113 0.5878 0.5378 0.593 0.5395 0.58989999999999998 0.53859999999999997 1.8461799999999999
116 114 0.5882 0.5321 0.5956 0.534 0.59096000000000004 0.53292000000000006 1.8517600000000001
117 115 0.5908 0.5378 0.5996 0.5402 0.59308000000000005 0.53891999999999984 1.84145
118 116 0.586 0.5385 0.5918 0.5408 0.58954000000000006 0.54010000000000002 1.8305499999999999
119 117 0.5972 0.5363 0.6044 0.539 0.59936000000000011 0.53722999999999999 1.84036
120 118 0.5872 0.5382 0.5938 0.5411 0.59095999999999993 0.54007999999999989 1.8269299999999997
121 119 0.5908 0.5439 0.5972 0.5454 0.59432000000000007 0.5446899999999999 1.8145999999999998
122 120 0.5904 0.5425 0.5956 0.5467 0.59358 0.54466999999999988 1.8151299999999999
123 121 0.5912 0.5403 0.597 0.5421 0.59382000000000001 0.54115999999999997 1.8177000000000003
124 122 0.5884 0.5444 0.5958 0.5466 0.59230000000000005 0.5456899999999999 1.8098500000000002
125 123 0.5918 0.5459 0.5952 0.5491 0.59323999999999999 0.54747000000000001 1.8013699999999999
126 124 0.5944 0.545 0.6046 0.5484 0.59677999999999998 0.54653000000000007 1.8052700000000002
127 125 0.59 0.5446 0.5982 0.5461 0.59389999999999998 0.54532999999999998 1.8020300000000002
128 126 0.5499 0.5532 0.55188999999999999 1.7838600000000002
129 127 0.547 0.5508 0.54883999999999999 1.7821000000000002
130 128 0.5497 0.5521 0.55061000000000004 1.7823199999999999
131 129 0.5482 0.5523 0.54998999999999998 1.7819400000000001
132 130 0.5505 0.5524 0.55130000000000001 1.7827999999999999
133 131 0.5502 0.5523 0.55123 1.7784200000000001
134 132 0.5513 0.5547 0.55308000000000013 1.7731599999999996
135 133 0.5542 0.589 0.56874000000000002 1.7118600000000002
136 134 0.5508 0.5986 0.57032000000000005 1.69787
137 135 0.5511 0.6058 0.57356999999999991 1.6840599999999999
138 136 0.5549 0.6105 0.57695000000000007 1.6732300000000002
139 137 0.5597 0.6187 0.58373999999999993 1.6515700000000002
140 138 0.5579 0.6253 0.58523000000000014 1.6480399999999999
141 139 0.5577 0.6278 0.58607999999999993 1.6409500000000001
142 140 0.5607 0.6354 0.59082000000000012 1.62686
143 141 0.5585 0.6418 0.59217000000000009 1.6197600000000001
144 142 0.56 0.6449 0.59449000000000007 1.60564
145 143 0.5619 0.648 0.59639999999999993 1.59541
146 144 0.5637 0.6564 0.60081999999999991 1.58114
147 145 0.5608 0.6591 0.60026999999999997 1.5848800000000001

View file

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

View file

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

View file

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

View file

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

View file

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

View file

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

View file

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

View file

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

View file

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

View file

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

View file

@ -0,0 +1,164 @@
epoch,loss,acc,val_acc
1,4.6114,0.0537,0.1608
2,4.1560,0.1117,0.2028
3,3.9704,0.1434,0.2336
4,3.8266,0.1749,0.2610
5,3.7046,0.1994,0.2892
6,3.6030,0.2215,0.3144
7,3.5214,0.2415,0.3348
8,3.4562,0.2507,0.3414
9,3.3904,0.2658,0.3592
10,3.3280,0.2781,0.3700
11,3.2697,0.2879,0.3734
12,3.2275,0.2964,0.3936
13,3.1748,0.3042,0.3936
14,3.1283,0.3138,0.3978
15,3.0902,0.3192,0.4052
16,3.0520,0.3282,0.4140
17,3.0158,0.3323,0.4158
18,2.9771,0.3392,0.4216
19,2.9443,0.3451,0.4300
20,2.9185,0.3482,0.4356
21,2.8788,0.3559,0.4398
22,2.8590,0.3568,0.4450
23,2.8197,0.3672,0.4496
24,2.7921,0.3701,0.4584
25,2.7660,0.3746,0.4614
26,2.7406,0.3783,0.4612
27,2.7205,0.3797,0.4636
28,2.6921,0.3884,0.4786
29,2.6707,0.3915,0.4738
30,2.6484,0.3916,0.4766
31,2.6285,0.3975,0.4860
32,2.6107,0.3994,0.4804
33,2.5839,0.4051,0.4870
34,2.5697,0.4050,0.4906
35,2.5559,0.4081,0.5018
36,2.5263,0.4141,0.5000
37,2.5163,0.4153,0.4966
38,2.5037,0.4190,0.5024
39,2.4689,0.4248,0.5058
40,2.4693,0.4250,0.5120
41,2.4406,0.4297,0.5100
42,2.4349,0.4307,0.5150
43,2.4179,0.4326,0.5182
44,2.4043,0.4344,0.5168
45,2.3853,0.4412,0.5198
46,2.3694,0.4412,0.5148
47,2.3607,0.4415,0.5138
48,2.3418,0.4454,0.5274
49,2.3358,0.4446,0.5326
50,2.3204,0.4493,0.5288
51,2.3033,0.4515,0.5266
52,2.2910,0.4541,0.5284
53,2.2743,0.4558,0.5292
54,2.2679,0.4592,0.5264
55,2.2628,0.4579,0.5312
56,2.2485,0.4629,0.5284
57,2.2464,0.4601,0.5322
58,2.2318,0.4640,0.5408
59,2.2101,0.4711,0.5384
60,2.2017,0.4696,0.5396
61,2.2004,0.4696,0.5350
62,2.1868,0.4703,0.5424
63,2.1835,0.4732,0.5468
64,2.1779,0.4711,0.5414
65,2.1560,0.4767,0.5510
66,2.1482,0.4809,0.5406
67,2.1398,0.4819,0.5556
68,2.1306,0.4836,0.5536
69,2.1238,0.4847,0.5504
70,2.1184,0.4830,0.5526
71,2.0987,0.4877,0.5562
72,2.0966,0.4874,0.5508
73,2.0971,0.4883,0.5564
74,2.0708,0.4986,0.5560
75,2.0787,0.4916,0.5618
76,2.0681,0.4946,0.5634
77,2.0646,0.4940,0.5630
78,2.0481,0.4992,0.5602
79,2.0531,0.4969,0.5614
80,2.0355,0.5010,0.5648
81,2.0324,0.5022,0.5610
82,2.0164,0.5052,0.5660
83,2.0173,0.5023,0.5614
84,2.0169,0.5045,0.5662
85,2.0056,0.5074,0.5700
86,1.9978,0.5065,0.5666
87,1.9951,0.5092,0.5692
88,1.9843,0.5081,0.5676
89,1.9830,0.5093,0.5708
90,1.9745,0.5119,0.5752
91,1.9726,0.5103,0.5742
92,1.9640,0.5153,0.5750
93,1.9492,0.5164,0.5712
94,1.9521,0.5180,0.5780
95,1.9444,0.5204,0.5706
96,1.9357,0.5213,0.5782
97,1.9268,0.5192,0.5798
98,1.9324,0.5200,0.5792
99,1.9184,0.5249,0.5810
100,1.9182,0.5236,0.5804
101,1.9139,0.5208,0.5792
102,1.9085,0.5261,0.5804
103,1.8971,0.5251,0.5776
104,1.8945,0.5288,0.5838
105,1.8846,0.5298,0.5800
106,1.8872,0.5259,0.5834
107,1.8769,0.5341,0.5884
108,1.8607,0.5354,0.5884
109,1.8766,0.5308,0.5836
110,1.8653,0.5339,0.5862
111,1.8596,0.5359,0.5932
112,1.8587,0.5343,0.5880
113,1.8573,0.5333,0.5858
114,1.8443,0.5391,0.5914
115,1.8501,0.5322,0.5872
116,1.8389,0.5400,0.5932
117,1.8288,0.5408,0.5846
118,1.8392,0.5369,0.5964
119,1.8262,0.5382,0.5912
120,1.8129,0.5449,0.5920
121,1.8135,0.5467,0.5958
122,1.8159,0.5419,0.5992
123,1.8075,0.5466,0.5980
124,1.7991,0.5486,0.5918
125,1.8038,0.5461,0.5916
126,1.8004,0.5461,0.5932
127,1.7827,0.5531,0.5940
128,1.7810,0.5491,0.5914
129,1.7806,0.5502,0.5882
130,1.7790,0.5523,0.5938
131,1.7826,0.5524,0.5928
132,1.7775,0.5523,0.5964
133,1.7711,0.5547,0.5994
134,1.7645,0.5564,0.5990
135,1.7662,0.5510,0.6020
136,1.7604,0.5529,0.5986
137,1.7558,0.5558,0.5968
138,1.7422,0.5597,0.6062
139,1.7449,0.5602,0.6004
140,1.7476,0.5577,0.6034
141,1.7394,0.5621,0.6020
142,1.7402,0.5594,0.5994
143,1.7328,0.5605,0.6002
144,1.7243,0.5619,0.6012
145,1.7125,0.5647,0.6036
146,1.7289,0.5620,0.6014
147,1.7144,0.5664,0.6014
148,1.7153,0.5641,0.6042
149,1.7108,0.5653,0.5992
150,1.5717,0.6002,0.6048
151,1.5381,0.6101,0.6078
152,1.5082,0.6196,0.6086
153,1.4858,0.6261,0.6040
154,1.4591,0.6321,0.6050
155,1.4377,0.6353,0.6056
156,1.4243,0.6378,0.5976
157,1.3932,0.6476,0.6026
158,1.3817,0.6523,0.6030
159,1.3641,0.6555,0.6048
160,1.3419,0.6632,0.6010
161,1.3248,0.6672,0.5978
162,1.3136,0.6700,0.6034
163,1.2970,0.6742,0.5964
1 epoch loss acc val_acc
2 1 4.6114 0.0537 0.1608
3 2 4.1560 0.1117 0.2028
4 3 3.9704 0.1434 0.2336
5 4 3.8266 0.1749 0.2610
6 5 3.7046 0.1994 0.2892
7 6 3.6030 0.2215 0.3144
8 7 3.5214 0.2415 0.3348
9 8 3.4562 0.2507 0.3414
10 9 3.3904 0.2658 0.3592
11 10 3.3280 0.2781 0.3700
12 11 3.2697 0.2879 0.3734
13 12 3.2275 0.2964 0.3936
14 13 3.1748 0.3042 0.3936
15 14 3.1283 0.3138 0.3978
16 15 3.0902 0.3192 0.4052
17 16 3.0520 0.3282 0.4140
18 17 3.0158 0.3323 0.4158
19 18 2.9771 0.3392 0.4216
20 19 2.9443 0.3451 0.4300
21 20 2.9185 0.3482 0.4356
22 21 2.8788 0.3559 0.4398
23 22 2.8590 0.3568 0.4450
24 23 2.8197 0.3672 0.4496
25 24 2.7921 0.3701 0.4584
26 25 2.7660 0.3746 0.4614
27 26 2.7406 0.3783 0.4612
28 27 2.7205 0.3797 0.4636
29 28 2.6921 0.3884 0.4786
30 29 2.6707 0.3915 0.4738
31 30 2.6484 0.3916 0.4766
32 31 2.6285 0.3975 0.4860
33 32 2.6107 0.3994 0.4804
34 33 2.5839 0.4051 0.4870
35 34 2.5697 0.4050 0.4906
36 35 2.5559 0.4081 0.5018
37 36 2.5263 0.4141 0.5000
38 37 2.5163 0.4153 0.4966
39 38 2.5037 0.4190 0.5024
40 39 2.4689 0.4248 0.5058
41 40 2.4693 0.4250 0.5120
42 41 2.4406 0.4297 0.5100
43 42 2.4349 0.4307 0.5150
44 43 2.4179 0.4326 0.5182
45 44 2.4043 0.4344 0.5168
46 45 2.3853 0.4412 0.5198
47 46 2.3694 0.4412 0.5148
48 47 2.3607 0.4415 0.5138
49 48 2.3418 0.4454 0.5274
50 49 2.3358 0.4446 0.5326
51 50 2.3204 0.4493 0.5288
52 51 2.3033 0.4515 0.5266
53 52 2.2910 0.4541 0.5284
54 53 2.2743 0.4558 0.5292
55 54 2.2679 0.4592 0.5264
56 55 2.2628 0.4579 0.5312
57 56 2.2485 0.4629 0.5284
58 57 2.2464 0.4601 0.5322
59 58 2.2318 0.4640 0.5408
60 59 2.2101 0.4711 0.5384
61 60 2.2017 0.4696 0.5396
62 61 2.2004 0.4696 0.5350
63 62 2.1868 0.4703 0.5424
64 63 2.1835 0.4732 0.5468
65 64 2.1779 0.4711 0.5414
66 65 2.1560 0.4767 0.5510
67 66 2.1482 0.4809 0.5406
68 67 2.1398 0.4819 0.5556
69 68 2.1306 0.4836 0.5536
70 69 2.1238 0.4847 0.5504
71 70 2.1184 0.4830 0.5526
72 71 2.0987 0.4877 0.5562
73 72 2.0966 0.4874 0.5508
74 73 2.0971 0.4883 0.5564
75 74 2.0708 0.4986 0.5560
76 75 2.0787 0.4916 0.5618
77 76 2.0681 0.4946 0.5634
78 77 2.0646 0.4940 0.5630
79 78 2.0481 0.4992 0.5602
80 79 2.0531 0.4969 0.5614
81 80 2.0355 0.5010 0.5648
82 81 2.0324 0.5022 0.5610
83 82 2.0164 0.5052 0.5660
84 83 2.0173 0.5023 0.5614
85 84 2.0169 0.5045 0.5662
86 85 2.0056 0.5074 0.5700
87 86 1.9978 0.5065 0.5666
88 87 1.9951 0.5092 0.5692
89 88 1.9843 0.5081 0.5676
90 89 1.9830 0.5093 0.5708
91 90 1.9745 0.5119 0.5752
92 91 1.9726 0.5103 0.5742
93 92 1.9640 0.5153 0.5750
94 93 1.9492 0.5164 0.5712
95 94 1.9521 0.5180 0.5780
96 95 1.9444 0.5204 0.5706
97 96 1.9357 0.5213 0.5782
98 97 1.9268 0.5192 0.5798
99 98 1.9324 0.5200 0.5792
100 99 1.9184 0.5249 0.5810
101 100 1.9182 0.5236 0.5804
102 101 1.9139 0.5208 0.5792
103 102 1.9085 0.5261 0.5804
104 103 1.8971 0.5251 0.5776
105 104 1.8945 0.5288 0.5838
106 105 1.8846 0.5298 0.5800
107 106 1.8872 0.5259 0.5834
108 107 1.8769 0.5341 0.5884
109 108 1.8607 0.5354 0.5884
110 109 1.8766 0.5308 0.5836
111 110 1.8653 0.5339 0.5862
112 111 1.8596 0.5359 0.5932
113 112 1.8587 0.5343 0.5880
114 113 1.8573 0.5333 0.5858
115 114 1.8443 0.5391 0.5914
116 115 1.8501 0.5322 0.5872
117 116 1.8389 0.5400 0.5932
118 117 1.8288 0.5408 0.5846
119 118 1.8392 0.5369 0.5964
120 119 1.8262 0.5382 0.5912
121 120 1.8129 0.5449 0.5920
122 121 1.8135 0.5467 0.5958
123 122 1.8159 0.5419 0.5992
124 123 1.8075 0.5466 0.5980
125 124 1.7991 0.5486 0.5918
126 125 1.8038 0.5461 0.5916
127 126 1.8004 0.5461 0.5932
128 127 1.7827 0.5531 0.5940
129 128 1.7810 0.5491 0.5914
130 129 1.7806 0.5502 0.5882
131 130 1.7790 0.5523 0.5938
132 131 1.7826 0.5524 0.5928
133 132 1.7775 0.5523 0.5964
134 133 1.7711 0.5547 0.5994
135 134 1.7645 0.5564 0.5990
136 135 1.7662 0.5510 0.6020
137 136 1.7604 0.5529 0.5986
138 137 1.7558 0.5558 0.5968
139 138 1.7422 0.5597 0.6062
140 139 1.7449 0.5602 0.6004
141 140 1.7476 0.5577 0.6034
142 141 1.7394 0.5621 0.6020
143 142 1.7402 0.5594 0.5994
144 143 1.7328 0.5605 0.6002
145 144 1.7243 0.5619 0.6012
146 145 1.7125 0.5647 0.6036
147 146 1.7289 0.5620 0.6014
148 147 1.7144 0.5664 0.6014
149 148 1.7153 0.5641 0.6042
150 149 1.7108 0.5653 0.5992
151 150 1.5717 0.6002 0.6048
152 151 1.5381 0.6101 0.6078
153 152 1.5082 0.6196 0.6086
154 153 1.4858 0.6261 0.6040
155 154 1.4591 0.6321 0.6050
156 155 1.4377 0.6353 0.6056
157 156 1.4243 0.6378 0.5976
158 157 1.3932 0.6476 0.6026
159 158 1.3817 0.6523 0.6030
160 159 1.3641 0.6555 0.6048
161 160 1.3419 0.6632 0.6010
162 161 1.3248 0.6672 0.5978
163 162 1.3136 0.6700 0.6034
164 163 1.2970 0.6742 0.5964

View file

@ -0,0 +1,147 @@
epoch,loss,acc,val_acc
1,4.6116,0.0539,0.1624
2,4.1563,0.1116,0.2028
3,3.9702,0.1438,0.2344
4,3.8254,0.1747,0.2600
5,3.7039,0.2004,0.2918
6,3.6031,0.2213,0.3136
7,3.5217,0.2401,0.3350
8,3.4566,0.2507,0.3416
9,3.3906,0.2668,0.3604
10,3.3286,0.2785,0.3726
11,3.2700,0.2877,0.3724
12,3.2285,0.2963,0.3964
13,3.1759,0.3045,0.3950
14,3.1289,0.3148,0.3990
15,3.0910,0.3199,0.4042
16,3.0529,0.3268,0.4130
17,3.0169,0.3318,0.4134
18,2.9779,0.3383,0.4190
19,2.9453,0.3439,0.4308
20,2.9200,0.3489,0.4368
21,2.8802,0.3549,0.4368
22,2.8596,0.3570,0.4458
23,2.8206,0.3671,0.4530
24,2.7926,0.3702,0.4576
25,2.7664,0.3756,0.4624
26,2.7412,0.3786,0.4652
27,2.7217,0.3813,0.4600
28,2.6930,0.3889,0.4764
29,2.6717,0.3905,0.4742
30,2.6495,0.3912,0.4742
31,2.6292,0.3975,0.4864
32,2.6110,0.3993,0.4838
33,2.5843,0.4050,0.4838
34,2.5711,0.4066,0.4902
35,2.5568,0.4092,0.4976
36,2.5274,0.4152,0.4938
37,2.5168,0.4144,0.4934
38,2.5050,0.4182,0.5000
39,2.4697,0.4253,0.5074
40,2.4701,0.4248,0.5104
41,2.4423,0.4281,0.5106
42,2.4361,0.4310,0.5096
43,2.4188,0.4320,0.5180
44,2.4062,0.4332,0.5168
45,2.3863,0.4415,0.5168
46,2.3697,0.4400,0.5148
47,2.3625,0.4404,0.5160
48,2.3425,0.4461,0.5264
49,2.3372,0.4442,0.5304
50,2.3208,0.4487,0.5320
51,2.3042,0.4526,0.5244
52,2.2922,0.4546,0.5258
53,2.2757,0.4560,0.5290
54,2.2692,0.4583,0.5246
55,2.2643,0.4578,0.5260
56,2.2496,0.4632,0.5290
57,2.2475,0.4602,0.5328
58,2.2337,0.4635,0.5382
59,2.2111,0.4692,0.5390
60,2.2032,0.4681,0.5388
61,2.2019,0.4702,0.5336
62,2.1880,0.4695,0.5472
63,2.1838,0.4720,0.5462
64,2.1791,0.4712,0.5410
65,2.1567,0.4756,0.5446
66,2.1489,0.4805,0.5348
67,2.1429,0.4800,0.5546
68,2.1318,0.4818,0.5520
69,2.1249,0.4836,0.5482
70,2.1187,0.4835,0.5526
71,2.1009,0.4871,0.5556
72,2.0981,0.4878,0.5528
73,2.0962,0.4902,0.5534
74,2.0717,0.4957,0.5560
75,2.0795,0.4914,0.5586
76,2.0695,0.4943,0.5598
77,2.0664,0.4949,0.5592
78,2.0494,0.4979,0.5576
79,2.0536,0.4969,0.5596
80,2.0369,0.5003,0.5636
81,2.0342,0.5034,0.5592
82,2.0189,0.5040,0.5642
83,2.0184,0.5035,0.5604
84,2.0187,0.5040,0.5654
85,2.0068,0.5071,0.5674
86,1.9993,0.5046,0.5648
87,1.9941,0.5097,0.5714
88,1.9861,0.5091,0.5652
89,1.9830,0.5104,0.5656
90,1.9734,0.5115,0.5690
91,1.9736,0.5104,0.5678
92,1.9653,0.5146,0.5680
93,1.9508,0.5163,0.5690
94,1.9539,0.5169,0.5726
95,1.9460,0.5170,0.5746
96,1.9381,0.5211,0.5756
97,1.9284,0.5207,0.5752
98,1.9355,0.5201,0.5776
99,1.9203,0.5242,0.5764
100,1.9174,0.5220,0.5796
101,1.9146,0.5215,0.5764
102,1.9094,0.5279,0.5798
103,1.8993,0.5260,0.5746
104,1.8970,0.5288,0.5784
105,1.8881,0.5302,0.5786
106,1.8884,0.5252,0.5830
107,1.8779,0.5335,0.5820
108,1.8624,0.5348,0.5878
109,1.8782,0.5295,0.5806
110,1.8655,0.5325,0.5832
111,1.8627,0.5334,0.5856
112,1.8590,0.5354,0.5798
113,1.8600,0.5327,0.5818
114,1.8457,0.5379,0.5856
115,1.8509,0.5337,0.5828
116,1.8418,0.5387,0.5878
117,1.8301,0.5407,0.5836
118,1.8397,0.5371,0.5882
119,1.8290,0.5407,0.5850
120,1.8145,0.5444,0.5914
121,1.8154,0.5462,0.5922
122,1.8183,0.5413,0.5970
123,1.8106,0.5458,0.5918
124,1.8010,0.5472,0.5902
125,1.8053,0.5460,0.5868
126,1.8020,0.5452,0.5868
127,1.7834,0.5532,0.5886
128,1.7827,0.5486,0.5906
129,1.7834,0.5501,0.5862
130,1.7827,0.5498,0.5898
131,1.7828,0.5515,0.5930
132,1.7803,0.5509,0.5940
133,1.7740,0.5513,0.5930
134,1.6314,0.5886,0.5974
135,1.5933,0.5984,0.6020
136,1.5673,0.6058,0.5940
137,1.5454,0.6090,0.5982
138,1.5148,0.6169,0.5972
139,1.4984,0.6240,0.5976
140,1.4805,0.6264,0.5942
141,1.4560,0.6354,0.5932
142,1.4343,0.6418,0.5958
143,1.4151,0.6442,0.5950
144,1.4012,0.6473,0.5974
145,1.3811,0.6564,0.5984
146,1.3678,0.6580,0.5918
1 epoch loss acc val_acc
2 1 4.6116 0.0539 0.1624
3 2 4.1563 0.1116 0.2028
4 3 3.9702 0.1438 0.2344
5 4 3.8254 0.1747 0.2600
6 5 3.7039 0.2004 0.2918
7 6 3.6031 0.2213 0.3136
8 7 3.5217 0.2401 0.3350
9 8 3.4566 0.2507 0.3416
10 9 3.3906 0.2668 0.3604
11 10 3.3286 0.2785 0.3726
12 11 3.2700 0.2877 0.3724
13 12 3.2285 0.2963 0.3964
14 13 3.1759 0.3045 0.3950
15 14 3.1289 0.3148 0.3990
16 15 3.0910 0.3199 0.4042
17 16 3.0529 0.3268 0.4130
18 17 3.0169 0.3318 0.4134
19 18 2.9779 0.3383 0.4190
20 19 2.9453 0.3439 0.4308
21 20 2.9200 0.3489 0.4368
22 21 2.8802 0.3549 0.4368
23 22 2.8596 0.3570 0.4458
24 23 2.8206 0.3671 0.4530
25 24 2.7926 0.3702 0.4576
26 25 2.7664 0.3756 0.4624
27 26 2.7412 0.3786 0.4652
28 27 2.7217 0.3813 0.4600
29 28 2.6930 0.3889 0.4764
30 29 2.6717 0.3905 0.4742
31 30 2.6495 0.3912 0.4742
32 31 2.6292 0.3975 0.4864
33 32 2.6110 0.3993 0.4838
34 33 2.5843 0.4050 0.4838
35 34 2.5711 0.4066 0.4902
36 35 2.5568 0.4092 0.4976
37 36 2.5274 0.4152 0.4938
38 37 2.5168 0.4144 0.4934
39 38 2.5050 0.4182 0.5000
40 39 2.4697 0.4253 0.5074
41 40 2.4701 0.4248 0.5104
42 41 2.4423 0.4281 0.5106
43 42 2.4361 0.4310 0.5096
44 43 2.4188 0.4320 0.5180
45 44 2.4062 0.4332 0.5168
46 45 2.3863 0.4415 0.5168
47 46 2.3697 0.4400 0.5148
48 47 2.3625 0.4404 0.5160
49 48 2.3425 0.4461 0.5264
50 49 2.3372 0.4442 0.5304
51 50 2.3208 0.4487 0.5320
52 51 2.3042 0.4526 0.5244
53 52 2.2922 0.4546 0.5258
54 53 2.2757 0.4560 0.5290
55 54 2.2692 0.4583 0.5246
56 55 2.2643 0.4578 0.5260
57 56 2.2496 0.4632 0.5290
58 57 2.2475 0.4602 0.5328
59 58 2.2337 0.4635 0.5382
60 59 2.2111 0.4692 0.5390
61 60 2.2032 0.4681 0.5388
62 61 2.2019 0.4702 0.5336
63 62 2.1880 0.4695 0.5472
64 63 2.1838 0.4720 0.5462
65 64 2.1791 0.4712 0.5410
66 65 2.1567 0.4756 0.5446
67 66 2.1489 0.4805 0.5348
68 67 2.1429 0.4800 0.5546
69 68 2.1318 0.4818 0.5520
70 69 2.1249 0.4836 0.5482
71 70 2.1187 0.4835 0.5526
72 71 2.1009 0.4871 0.5556
73 72 2.0981 0.4878 0.5528
74 73 2.0962 0.4902 0.5534
75 74 2.0717 0.4957 0.5560
76 75 2.0795 0.4914 0.5586
77 76 2.0695 0.4943 0.5598
78 77 2.0664 0.4949 0.5592
79 78 2.0494 0.4979 0.5576
80 79 2.0536 0.4969 0.5596
81 80 2.0369 0.5003 0.5636
82 81 2.0342 0.5034 0.5592
83 82 2.0189 0.5040 0.5642
84 83 2.0184 0.5035 0.5604
85 84 2.0187 0.5040 0.5654
86 85 2.0068 0.5071 0.5674
87 86 1.9993 0.5046 0.5648
88 87 1.9941 0.5097 0.5714
89 88 1.9861 0.5091 0.5652
90 89 1.9830 0.5104 0.5656
91 90 1.9734 0.5115 0.5690
92 91 1.9736 0.5104 0.5678
93 92 1.9653 0.5146 0.5680
94 93 1.9508 0.5163 0.5690
95 94 1.9539 0.5169 0.5726
96 95 1.9460 0.5170 0.5746
97 96 1.9381 0.5211 0.5756
98 97 1.9284 0.5207 0.5752
99 98 1.9355 0.5201 0.5776
100 99 1.9203 0.5242 0.5764
101 100 1.9174 0.5220 0.5796
102 101 1.9146 0.5215 0.5764
103 102 1.9094 0.5279 0.5798
104 103 1.8993 0.5260 0.5746
105 104 1.8970 0.5288 0.5784
106 105 1.8881 0.5302 0.5786
107 106 1.8884 0.5252 0.5830
108 107 1.8779 0.5335 0.5820
109 108 1.8624 0.5348 0.5878
110 109 1.8782 0.5295 0.5806
111 110 1.8655 0.5325 0.5832
112 111 1.8627 0.5334 0.5856
113 112 1.8590 0.5354 0.5798
114 113 1.8600 0.5327 0.5818
115 114 1.8457 0.5379 0.5856
116 115 1.8509 0.5337 0.5828
117 116 1.8418 0.5387 0.5878
118 117 1.8301 0.5407 0.5836
119 118 1.8397 0.5371 0.5882
120 119 1.8290 0.5407 0.5850
121 120 1.8145 0.5444 0.5914
122 121 1.8154 0.5462 0.5922
123 122 1.8183 0.5413 0.5970
124 123 1.8106 0.5458 0.5918
125 124 1.8010 0.5472 0.5902
126 125 1.8053 0.5460 0.5868
127 126 1.8020 0.5452 0.5868
128 127 1.7834 0.5532 0.5886
129 128 1.7827 0.5486 0.5906
130 129 1.7834 0.5501 0.5862
131 130 1.7827 0.5498 0.5898
132 131 1.7828 0.5515 0.5930
133 132 1.7803 0.5509 0.5940
134 133 1.7740 0.5513 0.5930
135 134 1.6314 0.5886 0.5974
136 135 1.5933 0.5984 0.6020
137 136 1.5673 0.6058 0.5940
138 137 1.5454 0.6090 0.5982
139 138 1.5148 0.6169 0.5972
140 139 1.4984 0.6240 0.5976
141 140 1.4805 0.6264 0.5942
142 141 1.4560 0.6354 0.5932
143 142 1.4343 0.6418 0.5958
144 143 1.4151 0.6442 0.5950
145 144 1.4012 0.6473 0.5974
146 145 1.3811 0.6564 0.5984
147 146 1.3678 0.6580 0.5918

View file

@ -0,0 +1,182 @@
epoch,loss,acc,val_acc
1,4.6111,0.0539,0.1606
2,4.1554,0.1121,0.2016
3,3.9698,0.1438,0.2324
4,3.8258,0.1750,0.2612
5,3.7040,0.2000,0.2908
6,3.6025,0.2217,0.3138
7,3.5213,0.2412,0.3348
8,3.4561,0.2507,0.3418
9,3.3904,0.2664,0.3570
10,3.3281,0.2784,0.3718
11,3.2696,0.2877,0.3764
12,3.2280,0.2971,0.3966
13,3.1749,0.3045,0.3930
14,3.1283,0.3144,0.4002
15,3.0904,0.3197,0.4080
16,3.0525,0.3277,0.4120
17,3.0162,0.3331,0.4172
18,2.9775,0.3379,0.4214
19,2.9446,0.3446,0.4296
20,2.9192,0.3487,0.4392
21,2.8795,0.3553,0.4390
22,2.8595,0.3572,0.4464
23,2.8201,0.3671,0.4504
24,2.7930,0.3704,0.4582
25,2.7666,0.3756,0.4608
26,2.7418,0.3781,0.4638
27,2.7214,0.3799,0.4654
28,2.6927,0.3883,0.4784
29,2.6717,0.3904,0.4746
30,2.6494,0.3914,0.4780
31,2.6299,0.3979,0.4856
32,2.6115,0.3998,0.4836
33,2.5850,0.4037,0.4880
34,2.5718,0.4058,0.4894
35,2.5569,0.4073,0.4994
36,2.5280,0.4147,0.4972
37,2.5168,0.4144,0.4994
38,2.5050,0.4187,0.5016
39,2.4704,0.4251,0.5062
40,2.4709,0.4240,0.5136
41,2.4422,0.4279,0.5088
42,2.4363,0.4320,0.5132
43,2.4196,0.4321,0.5208
44,2.4061,0.4330,0.5178
45,2.3868,0.4397,0.5206
46,2.3711,0.4401,0.5190
47,2.3627,0.4411,0.5178
48,2.3435,0.4450,0.5288
49,2.3377,0.4439,0.5316
50,2.3218,0.4489,0.5318
51,2.3060,0.4525,0.5246
52,2.2923,0.4548,0.5316
53,2.2754,0.4575,0.5326
54,2.2698,0.4586,0.5256
55,2.2644,0.4568,0.5334
56,2.2499,0.4630,0.5296
57,2.2486,0.4589,0.5352
58,2.2343,0.4623,0.5410
59,2.2115,0.4688,0.5424
60,2.2046,0.4697,0.5410
61,2.2029,0.4682,0.5360
62,2.1877,0.4695,0.5468
63,2.1851,0.4732,0.5458
64,2.1787,0.4705,0.5438
65,2.1570,0.4750,0.5508
66,2.1489,0.4797,0.5406
67,2.1423,0.4799,0.5528
68,2.1313,0.4831,0.5538
69,2.1251,0.4838,0.5540
70,2.1206,0.4830,0.5530
71,2.1012,0.4886,0.5578
72,2.0983,0.4867,0.5522
73,2.0967,0.4896,0.5534
74,2.0720,0.4973,0.5560
75,2.0802,0.4911,0.5628
76,2.0690,0.4954,0.5688
77,2.0655,0.4941,0.5604
78,2.0495,0.4977,0.5612
79,2.0530,0.4980,0.5626
80,2.0374,0.5006,0.5650
81,2.0344,0.5036,0.5654
82,2.0181,0.5051,0.5666
83,2.0192,0.5035,0.5624
84,2.0188,0.5034,0.5674
85,2.0066,0.5075,0.5662
86,1.9995,0.5044,0.5648
87,1.9954,0.5069,0.5722
88,1.9858,0.5082,0.5662
89,1.9832,0.5102,0.5686
90,1.9738,0.5110,0.5714
91,1.9741,0.5108,0.5732
92,1.9647,0.5154,0.5734
93,1.9502,0.5167,0.5694
94,1.9537,0.5169,0.5792
95,1.9455,0.5186,0.5728
96,1.9374,0.5223,0.5758
97,1.9283,0.5200,0.5770
98,1.9329,0.5219,0.5770
99,1.9197,0.5253,0.5750
100,1.9179,0.5233,0.5790
101,1.9152,0.5214,0.5802
102,1.9099,0.5264,0.5802
103,1.8992,0.5259,0.5746
104,1.8975,0.5267,0.5802
105,1.8868,0.5307,0.5822
106,1.8872,0.5263,0.5842
107,1.8781,0.5337,0.5840
108,1.8624,0.5354,0.5860
109,1.8786,0.5308,0.5842
110,1.8652,0.5341,0.5858
111,1.8622,0.5353,0.5892
112,1.8595,0.5337,0.5806
113,1.8596,0.5331,0.5830
114,1.8465,0.5395,0.5880
115,1.8522,0.5332,0.5880
116,1.8420,0.5388,0.5878
117,1.8306,0.5404,0.5846
118,1.8399,0.5390,0.5904
119,1.8271,0.5393,0.5884
120,1.8150,0.5451,0.5888
121,1.8148,0.5450,0.5932
122,1.8180,0.5410,0.5954
123,1.8104,0.5462,0.5938
124,1.8008,0.5478,0.5940
125,1.8053,0.5463,0.5896
126,1.8038,0.5456,0.5898
127,1.7835,0.5528,0.5960
128,1.7814,0.5499,0.5908
129,1.7831,0.5498,0.5886
130,1.7818,0.5494,0.5926
131,1.7841,0.5508,0.5944
132,1.7773,0.5502,0.5966
133,1.7724,0.5534,0.5986
134,1.7657,0.5542,0.5992
135,1.7687,0.5508,0.5978
136,1.7619,0.5511,0.5948
137,1.7594,0.5557,0.5972
138,1.7447,0.5620,0.6054
139,1.7465,0.5596,0.5986
140,1.7482,0.5584,0.6036
141,1.7401,0.5607,0.6008
142,1.7431,0.5593,0.5938
143,1.7323,0.5629,0.6024
144,1.7235,0.5627,0.6000
145,1.7126,0.5642,0.6022
146,1.7300,0.5611,0.5970
147,1.7172,0.5647,0.6012
148,1.7172,0.5643,0.6056
149,1.7110,0.5662,0.5992
150,1.7170,0.5639,0.6022
151,1.7009,0.5689,0.6020
152,1.7045,0.5676,0.6048
153,1.7047,0.5640,0.6010
154,1.7029,0.5670,0.6070
155,1.6971,0.5678,0.6066
156,1.6910,0.5715,0.6020
157,1.6912,0.5716,0.6082
158,1.6932,0.5685,0.6108
159,1.6872,0.5698,0.6104
160,1.6749,0.5732,0.6078
161,1.6833,0.5718,0.6064
162,1.6685,0.5748,0.6104
163,1.6718,0.5739,0.6064
164,1.6685,0.5766,0.6076
165,1.6639,0.5755,0.6096
166,1.6732,0.5738,0.6090
167,1.6586,0.5790,0.6076
168,1.6612,0.5747,0.6028
169,1.6548,0.5773,0.6072
170,1.5175,0.6128,0.6192
171,1.4743,0.6244,0.6092
172,1.4525,0.6299,0.6110
173,1.4321,0.6350,0.6048
174,1.4026,0.6451,0.6084
175,1.3816,0.6523,0.6084
176,1.3551,0.6564,0.6080
177,1.3437,0.6620,0.6034
178,1.3216,0.6638,0.6036
179,1.3099,0.6672,0.6056
180,1.2920,0.6710,0.6052
181,1.2751,0.6795,0.6012
1 epoch loss acc val_acc
2 1 4.6111 0.0539 0.1606
3 2 4.1554 0.1121 0.2016
4 3 3.9698 0.1438 0.2324
5 4 3.8258 0.1750 0.2612
6 5 3.7040 0.2000 0.2908
7 6 3.6025 0.2217 0.3138
8 7 3.5213 0.2412 0.3348
9 8 3.4561 0.2507 0.3418
10 9 3.3904 0.2664 0.3570
11 10 3.3281 0.2784 0.3718
12 11 3.2696 0.2877 0.3764
13 12 3.2280 0.2971 0.3966
14 13 3.1749 0.3045 0.3930
15 14 3.1283 0.3144 0.4002
16 15 3.0904 0.3197 0.4080
17 16 3.0525 0.3277 0.4120
18 17 3.0162 0.3331 0.4172
19 18 2.9775 0.3379 0.4214
20 19 2.9446 0.3446 0.4296
21 20 2.9192 0.3487 0.4392
22 21 2.8795 0.3553 0.4390
23 22 2.8595 0.3572 0.4464
24 23 2.8201 0.3671 0.4504
25 24 2.7930 0.3704 0.4582
26 25 2.7666 0.3756 0.4608
27 26 2.7418 0.3781 0.4638
28 27 2.7214 0.3799 0.4654
29 28 2.6927 0.3883 0.4784
30 29 2.6717 0.3904 0.4746
31 30 2.6494 0.3914 0.4780
32 31 2.6299 0.3979 0.4856
33 32 2.6115 0.3998 0.4836
34 33 2.5850 0.4037 0.4880
35 34 2.5718 0.4058 0.4894
36 35 2.5569 0.4073 0.4994
37 36 2.5280 0.4147 0.4972
38 37 2.5168 0.4144 0.4994
39 38 2.5050 0.4187 0.5016
40 39 2.4704 0.4251 0.5062
41 40 2.4709 0.4240 0.5136
42 41 2.4422 0.4279 0.5088
43 42 2.4363 0.4320 0.5132
44 43 2.4196 0.4321 0.5208
45 44 2.4061 0.4330 0.5178
46 45 2.3868 0.4397 0.5206
47 46 2.3711 0.4401 0.5190
48 47 2.3627 0.4411 0.5178
49 48 2.3435 0.4450 0.5288
50 49 2.3377 0.4439 0.5316
51 50 2.3218 0.4489 0.5318
52 51 2.3060 0.4525 0.5246
53 52 2.2923 0.4548 0.5316
54 53 2.2754 0.4575 0.5326
55 54 2.2698 0.4586 0.5256
56 55 2.2644 0.4568 0.5334
57 56 2.2499 0.4630 0.5296
58 57 2.2486 0.4589 0.5352
59 58 2.2343 0.4623 0.5410
60 59 2.2115 0.4688 0.5424
61 60 2.2046 0.4697 0.5410
62 61 2.2029 0.4682 0.5360
63 62 2.1877 0.4695 0.5468
64 63 2.1851 0.4732 0.5458
65 64 2.1787 0.4705 0.5438
66 65 2.1570 0.4750 0.5508
67 66 2.1489 0.4797 0.5406
68 67 2.1423 0.4799 0.5528
69 68 2.1313 0.4831 0.5538
70 69 2.1251 0.4838 0.5540
71 70 2.1206 0.4830 0.5530
72 71 2.1012 0.4886 0.5578
73 72 2.0983 0.4867 0.5522
74 73 2.0967 0.4896 0.5534
75 74 2.0720 0.4973 0.5560
76 75 2.0802 0.4911 0.5628
77 76 2.0690 0.4954 0.5688
78 77 2.0655 0.4941 0.5604
79 78 2.0495 0.4977 0.5612
80 79 2.0530 0.4980 0.5626
81 80 2.0374 0.5006 0.5650
82 81 2.0344 0.5036 0.5654
83 82 2.0181 0.5051 0.5666
84 83 2.0192 0.5035 0.5624
85 84 2.0188 0.5034 0.5674
86 85 2.0066 0.5075 0.5662
87 86 1.9995 0.5044 0.5648
88 87 1.9954 0.5069 0.5722
89 88 1.9858 0.5082 0.5662
90 89 1.9832 0.5102 0.5686
91 90 1.9738 0.5110 0.5714
92 91 1.9741 0.5108 0.5732
93 92 1.9647 0.5154 0.5734
94 93 1.9502 0.5167 0.5694
95 94 1.9537 0.5169 0.5792
96 95 1.9455 0.5186 0.5728
97 96 1.9374 0.5223 0.5758
98 97 1.9283 0.5200 0.5770
99 98 1.9329 0.5219 0.5770
100 99 1.9197 0.5253 0.5750
101 100 1.9179 0.5233 0.5790
102 101 1.9152 0.5214 0.5802
103 102 1.9099 0.5264 0.5802
104 103 1.8992 0.5259 0.5746
105 104 1.8975 0.5267 0.5802
106 105 1.8868 0.5307 0.5822
107 106 1.8872 0.5263 0.5842
108 107 1.8781 0.5337 0.5840
109 108 1.8624 0.5354 0.5860
110 109 1.8786 0.5308 0.5842
111 110 1.8652 0.5341 0.5858
112 111 1.8622 0.5353 0.5892
113 112 1.8595 0.5337 0.5806
114 113 1.8596 0.5331 0.5830
115 114 1.8465 0.5395 0.5880
116 115 1.8522 0.5332 0.5880
117 116 1.8420 0.5388 0.5878
118 117 1.8306 0.5404 0.5846
119 118 1.8399 0.5390 0.5904
120 119 1.8271 0.5393 0.5884
121 120 1.8150 0.5451 0.5888
122 121 1.8148 0.5450 0.5932
123 122 1.8180 0.5410 0.5954
124 123 1.8104 0.5462 0.5938
125 124 1.8008 0.5478 0.5940
126 125 1.8053 0.5463 0.5896
127 126 1.8038 0.5456 0.5898
128 127 1.7835 0.5528 0.5960
129 128 1.7814 0.5499 0.5908
130 129 1.7831 0.5498 0.5886
131 130 1.7818 0.5494 0.5926
132 131 1.7841 0.5508 0.5944
133 132 1.7773 0.5502 0.5966
134 133 1.7724 0.5534 0.5986
135 134 1.7657 0.5542 0.5992
136 135 1.7687 0.5508 0.5978
137 136 1.7619 0.5511 0.5948
138 137 1.7594 0.5557 0.5972
139 138 1.7447 0.5620 0.6054
140 139 1.7465 0.5596 0.5986
141 140 1.7482 0.5584 0.6036
142 141 1.7401 0.5607 0.6008
143 142 1.7431 0.5593 0.5938
144 143 1.7323 0.5629 0.6024
145 144 1.7235 0.5627 0.6000
146 145 1.7126 0.5642 0.6022
147 146 1.7300 0.5611 0.5970
148 147 1.7172 0.5647 0.6012
149 148 1.7172 0.5643 0.6056
150 149 1.7110 0.5662 0.5992
151 150 1.7170 0.5639 0.6022
152 151 1.7009 0.5689 0.6020
153 152 1.7045 0.5676 0.6048
154 153 1.7047 0.5640 0.6010
155 154 1.7029 0.5670 0.6070
156 155 1.6971 0.5678 0.6066
157 156 1.6910 0.5715 0.6020
158 157 1.6912 0.5716 0.6082
159 158 1.6932 0.5685 0.6108
160 159 1.6872 0.5698 0.6104
161 160 1.6749 0.5732 0.6078
162 161 1.6833 0.5718 0.6064
163 162 1.6685 0.5748 0.6104
164 163 1.6718 0.5739 0.6064
165 164 1.6685 0.5766 0.6076
166 165 1.6639 0.5755 0.6096
167 166 1.6732 0.5738 0.6090
168 167 1.6586 0.5790 0.6076
169 168 1.6612 0.5747 0.6028
170 169 1.6548 0.5773 0.6072
171 170 1.5175 0.6128 0.6192
172 171 1.4743 0.6244 0.6092
173 172 1.4525 0.6299 0.6110
174 173 1.4321 0.6350 0.6048
175 174 1.4026 0.6451 0.6084
176 175 1.3816 0.6523 0.6084
177 176 1.3551 0.6564 0.6080
178 177 1.3437 0.6620 0.6034
179 178 1.3216 0.6638 0.6036
180 179 1.3099 0.6672 0.6056
181 180 1.2920 0.6710 0.6052
182 181 1.2751 0.6795 0.6012

View file

@ -0,0 +1,182 @@
epoch,loss,acc,val_acc
1,4.6113,0.0539,0.1606
2,4.1555,0.1116,0.2038
3,3.9700,0.1445,0.2350
4,3.8259,0.1746,0.2614
5,3.7042,0.2010,0.2904
6,3.6025,0.2212,0.3154
7,3.5213,0.2404,0.3348
8,3.4560,0.2508,0.3432
9,3.3902,0.2661,0.3588
10,3.3277,0.2785,0.3718
11,3.2692,0.2870,0.3724
12,3.2276,0.2960,0.3940
13,3.1745,0.3039,0.3932
14,3.1278,0.3145,0.3974
15,3.0901,0.3195,0.4026
16,3.0519,0.3279,0.4136
17,3.0153,0.3330,0.4156
18,2.9772,0.3385,0.4226
19,2.9448,0.3446,0.4330
20,2.9188,0.3478,0.4386
21,2.8794,0.3552,0.4378
22,2.8595,0.3571,0.4456
23,2.8200,0.3674,0.4526
24,2.7925,0.3698,0.4584
25,2.7665,0.3755,0.4636
26,2.7414,0.3780,0.4642
27,2.7208,0.3805,0.4610
28,2.6928,0.3888,0.4770
29,2.6712,0.3913,0.4734
30,2.6491,0.3915,0.4776
31,2.6293,0.3986,0.4832
32,2.6117,0.3999,0.4836
33,2.5844,0.4044,0.4848
34,2.5705,0.4054,0.4916
35,2.5565,0.4087,0.4998
36,2.5279,0.4149,0.4972
37,2.5163,0.4151,0.4960
38,2.5046,0.4186,0.4986
39,2.4699,0.4254,0.5102
40,2.4700,0.4229,0.5102
41,2.4426,0.4286,0.5098
42,2.4354,0.4319,0.5124
43,2.4191,0.4320,0.5172
44,2.4058,0.4340,0.5146
45,2.3862,0.4397,0.5198
46,2.3707,0.4399,0.5196
47,2.3623,0.4418,0.5164
48,2.3424,0.4456,0.5250
49,2.3369,0.4447,0.5330
50,2.3222,0.4487,0.5322
51,2.3040,0.4526,0.5276
52,2.2922,0.4545,0.5250
53,2.2752,0.4573,0.5292
54,2.2698,0.4573,0.5242
55,2.2634,0.4573,0.5330
56,2.2487,0.4631,0.5248
57,2.2472,0.4596,0.5332
58,2.2345,0.4626,0.5396
59,2.2109,0.4694,0.5402
60,2.2035,0.4703,0.5408
61,2.2014,0.4687,0.5344
62,2.1870,0.4699,0.5434
63,2.1847,0.4737,0.5466
64,2.1792,0.4699,0.5444
65,2.1578,0.4750,0.5486
66,2.1482,0.4801,0.5426
67,2.1417,0.4808,0.5536
68,2.1316,0.4830,0.5542
69,2.1241,0.4827,0.5490
70,2.1186,0.4835,0.5554
71,2.0990,0.4872,0.5586
72,2.0980,0.4868,0.5546
73,2.0965,0.4897,0.5548
74,2.0724,0.4955,0.5562
75,2.0797,0.4913,0.5602
76,2.0677,0.4958,0.5622
77,2.0651,0.4941,0.5634
78,2.0492,0.4980,0.5584
79,2.0540,0.4972,0.5600
80,2.0362,0.5004,0.5668
81,2.0346,0.5019,0.5648
82,2.0189,0.5049,0.5678
83,2.0178,0.5027,0.5622
84,2.0190,0.5032,0.5672
85,2.0066,0.5089,0.5684
86,1.9973,0.5048,0.5646
87,1.9935,0.5081,0.5750
88,1.9851,0.5070,0.5712
89,1.9827,0.5112,0.5692
90,1.9749,0.5126,0.5732
91,1.9736,0.5107,0.5776
92,1.9653,0.5162,0.5754
93,1.9492,0.5166,0.5734
94,1.9539,0.5162,0.5776
95,1.9432,0.5201,0.5748
96,1.9363,0.5221,0.5804
97,1.9277,0.5194,0.5782
98,1.9336,0.5199,0.5754
99,1.9179,0.5241,0.5750
100,1.9163,0.5238,0.5792
101,1.9129,0.5226,0.5840
102,1.9090,0.5264,0.5830
103,1.8984,0.5251,0.5788
104,1.8970,0.5276,0.5808
105,1.8858,0.5306,0.5804
106,1.8872,0.5251,0.5876
107,1.8772,0.5342,0.5850
108,1.8612,0.5346,0.5836
109,1.8774,0.5300,0.5828
110,1.8643,0.5320,0.5854
111,1.8620,0.5346,0.5924
112,1.8571,0.5333,0.5828
113,1.8576,0.5347,0.5812
114,1.8447,0.5383,0.5912
115,1.8507,0.5340,0.5872
116,1.8403,0.5379,0.5898
117,1.8290,0.5399,0.5882
118,1.8393,0.5386,0.5950
119,1.8252,0.5409,0.5886
120,1.8129,0.5445,0.5896
121,1.8140,0.5449,0.5950
122,1.8158,0.5421,0.5972
123,1.8087,0.5449,0.5994
124,1.8003,0.5491,0.5936
125,1.8022,0.5484,0.5918
126,1.8009,0.5448,0.5920
127,1.7822,0.5517,0.5906
128,1.7818,0.5475,0.5892
129,1.7811,0.5521,0.5918
130,1.7820,0.5502,0.5936
131,1.7809,0.5515,0.5928
132,1.7782,0.5511,0.5982
133,1.7734,0.5515,0.5988
134,1.7640,0.5560,0.5998
135,1.7646,0.5529,0.5974
136,1.7597,0.5531,0.6044
137,1.7581,0.5550,0.5994
138,1.7409,0.5622,0.6016
139,1.7468,0.5592,0.5978
140,1.7441,0.5602,0.6044
141,1.7377,0.5629,0.5962
142,1.7406,0.5596,0.5954
143,1.7297,0.5611,0.6078
144,1.7228,0.5631,0.5996
145,1.7122,0.5652,0.6022
146,1.7279,0.5618,0.6014
147,1.7125,0.5664,0.6022
148,1.7159,0.5628,0.6066
149,1.7109,0.5650,0.6026
150,1.7141,0.5632,0.6016
151,1.6975,0.5678,0.6024
152,1.7019,0.5676,0.6038
153,1.7038,0.5646,0.6062
154,1.7006,0.5672,0.6108
155,1.6969,0.5693,0.6080
156,1.6912,0.5715,0.6060
157,1.6904,0.5710,0.6066
158,1.6884,0.5695,0.6134
159,1.6855,0.5705,0.6072
160,1.6729,0.5733,0.6084
161,1.6807,0.5708,0.6018
162,1.6627,0.5784,0.6052
163,1.6681,0.5753,0.6102
164,1.6673,0.5753,0.6088
165,1.6587,0.5780,0.6054
166,1.6726,0.5726,0.6110
167,1.6565,0.5782,0.6108
168,1.6603,0.5744,0.6102
169,1.6524,0.5784,0.6110
170,1.5120,0.6146,0.6168
171,1.4692,0.6246,0.6108
172,1.4492,0.6324,0.6130
173,1.4283,0.6362,0.6104
174,1.4006,0.6448,0.6080
175,1.3785,0.6510,0.6112
176,1.3561,0.6554,0.6114
177,1.3413,0.6614,0.6070
178,1.3186,0.6656,0.6088
179,1.3090,0.6667,0.6020
180,1.2886,0.6751,0.6110
181,1.2711,0.6797,0.6056
1 epoch loss acc val_acc
2 1 4.6113 0.0539 0.1606
3 2 4.1555 0.1116 0.2038
4 3 3.9700 0.1445 0.2350
5 4 3.8259 0.1746 0.2614
6 5 3.7042 0.2010 0.2904
7 6 3.6025 0.2212 0.3154
8 7 3.5213 0.2404 0.3348
9 8 3.4560 0.2508 0.3432
10 9 3.3902 0.2661 0.3588
11 10 3.3277 0.2785 0.3718
12 11 3.2692 0.2870 0.3724
13 12 3.2276 0.2960 0.3940
14 13 3.1745 0.3039 0.3932
15 14 3.1278 0.3145 0.3974
16 15 3.0901 0.3195 0.4026
17 16 3.0519 0.3279 0.4136
18 17 3.0153 0.3330 0.4156
19 18 2.9772 0.3385 0.4226
20 19 2.9448 0.3446 0.4330
21 20 2.9188 0.3478 0.4386
22 21 2.8794 0.3552 0.4378
23 22 2.8595 0.3571 0.4456
24 23 2.8200 0.3674 0.4526
25 24 2.7925 0.3698 0.4584
26 25 2.7665 0.3755 0.4636
27 26 2.7414 0.3780 0.4642
28 27 2.7208 0.3805 0.4610
29 28 2.6928 0.3888 0.4770
30 29 2.6712 0.3913 0.4734
31 30 2.6491 0.3915 0.4776
32 31 2.6293 0.3986 0.4832
33 32 2.6117 0.3999 0.4836
34 33 2.5844 0.4044 0.4848
35 34 2.5705 0.4054 0.4916
36 35 2.5565 0.4087 0.4998
37 36 2.5279 0.4149 0.4972
38 37 2.5163 0.4151 0.4960
39 38 2.5046 0.4186 0.4986
40 39 2.4699 0.4254 0.5102
41 40 2.4700 0.4229 0.5102
42 41 2.4426 0.4286 0.5098
43 42 2.4354 0.4319 0.5124
44 43 2.4191 0.4320 0.5172
45 44 2.4058 0.4340 0.5146
46 45 2.3862 0.4397 0.5198
47 46 2.3707 0.4399 0.5196
48 47 2.3623 0.4418 0.5164
49 48 2.3424 0.4456 0.5250
50 49 2.3369 0.4447 0.5330
51 50 2.3222 0.4487 0.5322
52 51 2.3040 0.4526 0.5276
53 52 2.2922 0.4545 0.5250
54 53 2.2752 0.4573 0.5292
55 54 2.2698 0.4573 0.5242
56 55 2.2634 0.4573 0.5330
57 56 2.2487 0.4631 0.5248
58 57 2.2472 0.4596 0.5332
59 58 2.2345 0.4626 0.5396
60 59 2.2109 0.4694 0.5402
61 60 2.2035 0.4703 0.5408
62 61 2.2014 0.4687 0.5344
63 62 2.1870 0.4699 0.5434
64 63 2.1847 0.4737 0.5466
65 64 2.1792 0.4699 0.5444
66 65 2.1578 0.4750 0.5486
67 66 2.1482 0.4801 0.5426
68 67 2.1417 0.4808 0.5536
69 68 2.1316 0.4830 0.5542
70 69 2.1241 0.4827 0.5490
71 70 2.1186 0.4835 0.5554
72 71 2.0990 0.4872 0.5586
73 72 2.0980 0.4868 0.5546
74 73 2.0965 0.4897 0.5548
75 74 2.0724 0.4955 0.5562
76 75 2.0797 0.4913 0.5602
77 76 2.0677 0.4958 0.5622
78 77 2.0651 0.4941 0.5634
79 78 2.0492 0.4980 0.5584
80 79 2.0540 0.4972 0.5600
81 80 2.0362 0.5004 0.5668
82 81 2.0346 0.5019 0.5648
83 82 2.0189 0.5049 0.5678
84 83 2.0178 0.5027 0.5622
85 84 2.0190 0.5032 0.5672
86 85 2.0066 0.5089 0.5684
87 86 1.9973 0.5048 0.5646
88 87 1.9935 0.5081 0.5750
89 88 1.9851 0.5070 0.5712
90 89 1.9827 0.5112 0.5692
91 90 1.9749 0.5126 0.5732
92 91 1.9736 0.5107 0.5776
93 92 1.9653 0.5162 0.5754
94 93 1.9492 0.5166 0.5734
95 94 1.9539 0.5162 0.5776
96 95 1.9432 0.5201 0.5748
97 96 1.9363 0.5221 0.5804
98 97 1.9277 0.5194 0.5782
99 98 1.9336 0.5199 0.5754
100 99 1.9179 0.5241 0.5750
101 100 1.9163 0.5238 0.5792
102 101 1.9129 0.5226 0.5840
103 102 1.9090 0.5264 0.5830
104 103 1.8984 0.5251 0.5788
105 104 1.8970 0.5276 0.5808
106 105 1.8858 0.5306 0.5804
107 106 1.8872 0.5251 0.5876
108 107 1.8772 0.5342 0.5850
109 108 1.8612 0.5346 0.5836
110 109 1.8774 0.5300 0.5828
111 110 1.8643 0.5320 0.5854
112 111 1.8620 0.5346 0.5924
113 112 1.8571 0.5333 0.5828
114 113 1.8576 0.5347 0.5812
115 114 1.8447 0.5383 0.5912
116 115 1.8507 0.5340 0.5872
117 116 1.8403 0.5379 0.5898
118 117 1.8290 0.5399 0.5882
119 118 1.8393 0.5386 0.5950
120 119 1.8252 0.5409 0.5886
121 120 1.8129 0.5445 0.5896
122 121 1.8140 0.5449 0.5950
123 122 1.8158 0.5421 0.5972
124 123 1.8087 0.5449 0.5994
125 124 1.8003 0.5491 0.5936
126 125 1.8022 0.5484 0.5918
127 126 1.8009 0.5448 0.5920
128 127 1.7822 0.5517 0.5906
129 128 1.7818 0.5475 0.5892
130 129 1.7811 0.5521 0.5918
131 130 1.7820 0.5502 0.5936
132 131 1.7809 0.5515 0.5928
133 132 1.7782 0.5511 0.5982
134 133 1.7734 0.5515 0.5988
135 134 1.7640 0.5560 0.5998
136 135 1.7646 0.5529 0.5974
137 136 1.7597 0.5531 0.6044
138 137 1.7581 0.5550 0.5994
139 138 1.7409 0.5622 0.6016
140 139 1.7468 0.5592 0.5978
141 140 1.7441 0.5602 0.6044
142 141 1.7377 0.5629 0.5962
143 142 1.7406 0.5596 0.5954
144 143 1.7297 0.5611 0.6078
145 144 1.7228 0.5631 0.5996
146 145 1.7122 0.5652 0.6022
147 146 1.7279 0.5618 0.6014
148 147 1.7125 0.5664 0.6022
149 148 1.7159 0.5628 0.6066
150 149 1.7109 0.5650 0.6026
151 150 1.7141 0.5632 0.6016
152 151 1.6975 0.5678 0.6024
153 152 1.7019 0.5676 0.6038
154 153 1.7038 0.5646 0.6062
155 154 1.7006 0.5672 0.6108
156 155 1.6969 0.5693 0.6080
157 156 1.6912 0.5715 0.6060
158 157 1.6904 0.5710 0.6066
159 158 1.6884 0.5695 0.6134
160 159 1.6855 0.5705 0.6072
161 160 1.6729 0.5733 0.6084
162 161 1.6807 0.5708 0.6018
163 162 1.6627 0.5784 0.6052
164 163 1.6681 0.5753 0.6102
165 164 1.6673 0.5753 0.6088
166 165 1.6587 0.5780 0.6054
167 166 1.6726 0.5726 0.6110
168 167 1.6565 0.5782 0.6108
169 168 1.6603 0.5744 0.6102
170 169 1.6524 0.5784 0.6110
171 170 1.5120 0.6146 0.6168
172 171 1.4692 0.6246 0.6108
173 172 1.4492 0.6324 0.6130
174 173 1.4283 0.6362 0.6104
175 174 1.4006 0.6448 0.6080
176 175 1.3785 0.6510 0.6112
177 176 1.3561 0.6554 0.6114
178 177 1.3413 0.6614 0.6070
179 178 1.3186 0.6656 0.6088
180 179 1.3090 0.6667 0.6020
181 180 1.2886 0.6751 0.6110
182 181 1.2711 0.6797 0.6056

View file

@ -0,0 +1,198 @@
epoch,loss,acc,val_acc
1,4.6113,0.0540,0.1614
2,4.1555,0.1120,0.2030
3,3.9698,0.1436,0.2356
4,3.8254,0.1760,0.2628
5,3.7037,0.1994,0.2922
6,3.6023,0.2215,0.3134
7,3.5211,0.2406,0.3360
8,3.4558,0.2511,0.3428
9,3.3897,0.2664,0.3568
10,3.3281,0.2788,0.3706
11,3.2697,0.2872,0.3738
12,3.2280,0.2957,0.3946
13,3.1751,0.3046,0.3930
14,3.1287,0.3138,0.4012
15,3.0903,0.3197,0.4064
16,3.0522,0.3280,0.4120
17,3.0164,0.3333,0.4162
18,2.9773,0.3382,0.4196
19,2.9452,0.3448,0.4284
20,2.9197,0.3483,0.4374
21,2.8798,0.3562,0.4394
22,2.8594,0.3574,0.4450
23,2.8205,0.3670,0.4482
24,2.7929,0.3695,0.4608
25,2.7663,0.3753,0.4620
26,2.7406,0.3779,0.4626
27,2.7208,0.3800,0.4630
28,2.6926,0.3875,0.4762
29,2.6717,0.3913,0.4756
30,2.6492,0.3918,0.4784
31,2.6294,0.3981,0.4848
32,2.6108,0.4003,0.4814
33,2.5845,0.4037,0.4876
34,2.5706,0.4060,0.4896
35,2.5567,0.4077,0.5006
36,2.5267,0.4147,0.4968
37,2.5164,0.4152,0.4964
38,2.5043,0.4185,0.5020
39,2.4694,0.4250,0.5104
40,2.4698,0.4234,0.5110
41,2.4419,0.4292,0.5110
42,2.4353,0.4310,0.5128
43,2.4190,0.4333,0.5174
44,2.4053,0.4338,0.5142
45,2.3861,0.4408,0.5154
46,2.3705,0.4416,0.5154
47,2.3621,0.4418,0.5146
48,2.3431,0.4453,0.5262
49,2.3377,0.4435,0.5318
50,2.3211,0.4495,0.5308
51,2.3043,0.4529,0.5284
52,2.2924,0.4545,0.5256
53,2.2763,0.4561,0.5284
54,2.2698,0.4579,0.5246
55,2.2645,0.4574,0.5310
56,2.2501,0.4626,0.5272
57,2.2475,0.4605,0.5306
58,2.2336,0.4627,0.5372
59,2.2115,0.4691,0.5402
60,2.2041,0.4692,0.5382
61,2.2035,0.4709,0.5336
62,2.1884,0.4690,0.5432
63,2.1851,0.4735,0.5470
64,2.1793,0.4714,0.5434
65,2.1569,0.4748,0.5496
66,2.1492,0.4805,0.5420
67,2.1425,0.4795,0.5550
68,2.1310,0.4834,0.5522
69,2.1256,0.4830,0.5492
70,2.1196,0.4833,0.5540
71,2.1000,0.4880,0.5564
72,2.0990,0.4866,0.5528
73,2.0976,0.4885,0.5568
74,2.0724,0.4951,0.5564
75,2.0798,0.4921,0.5620
76,2.0699,0.4935,0.5638
77,2.0661,0.4953,0.5606
78,2.0505,0.4986,0.5578
79,2.0542,0.4968,0.5638
80,2.0382,0.5003,0.5620
81,2.0335,0.5034,0.5604
82,2.0190,0.5049,0.5646
83,2.0192,0.5021,0.5612
84,2.0194,0.5018,0.5668
85,2.0074,0.5071,0.5676
86,1.9984,0.5048,0.5646
87,1.9958,0.5087,0.5672
88,1.9858,0.5079,0.5660
89,1.9848,0.5112,0.5720
90,1.9748,0.5106,0.5702
91,1.9743,0.5114,0.5704
92,1.9644,0.5154,0.5730
93,1.9504,0.5168,0.5670
94,1.9541,0.5174,0.5750
95,1.9463,0.5182,0.5732
96,1.9377,0.5201,0.5746
97,1.9287,0.5197,0.5754
98,1.9355,0.5197,0.5774
99,1.9210,0.5242,0.5776
100,1.9195,0.5227,0.5800
101,1.9142,0.5201,0.5796
102,1.9102,0.5267,0.5812
103,1.9002,0.5244,0.5778
104,1.8984,0.5284,0.5800
105,1.8874,0.5306,0.5796
106,1.8894,0.5247,0.5868
107,1.8779,0.5344,0.5836
108,1.8636,0.5351,0.5870
109,1.8784,0.5302,0.5816
110,1.8664,0.5335,0.5840
111,1.8630,0.5323,0.5878
112,1.8609,0.5326,0.5854
113,1.8603,0.5328,0.5808
114,1.8462,0.5393,0.5872
115,1.8519,0.5324,0.5844
116,1.8426,0.5395,0.5924
117,1.8307,0.5401,0.5878
118,1.8405,0.5364,0.5912
119,1.8268,0.5405,0.5902
120,1.8153,0.5440,0.5918
121,1.8160,0.5448,0.5930
122,1.8188,0.5420,0.5948
123,1.8100,0.5463,0.5908
124,1.8031,0.5466,0.5940
125,1.8079,0.5450,0.5888
126,1.8016,0.5457,0.5856
127,1.7847,0.5521,0.5924
128,1.7816,0.5491,0.5928
129,1.7839,0.5497,0.5898
130,1.7825,0.5504,0.5906
131,1.7823,0.5512,0.5942
132,1.7787,0.5515,0.5950
133,1.7729,0.5539,0.6006
134,1.7661,0.5563,0.5938
135,1.7667,0.5522,0.5952
136,1.7616,0.5525,0.5974
137,1.7595,0.5549,0.5996
138,1.7419,0.5615,0.6020
139,1.7498,0.5586,0.6016
140,1.7475,0.5588,0.5994
141,1.7417,0.5615,0.5992
142,1.7442,0.5585,0.5966
143,1.7332,0.5612,0.5996
144,1.7240,0.5630,0.5982
145,1.7147,0.5637,0.6026
146,1.7309,0.5608,0.6002
147,1.7149,0.5682,0.6006
148,1.7189,0.5630,0.6054
149,1.7138,0.5662,0.6022
150,1.7165,0.5636,0.6012
151,1.7001,0.5686,0.6056
152,1.7044,0.5677,0.6024
153,1.7049,0.5650,0.6010
154,1.7036,0.5677,0.6096
155,1.6959,0.5687,0.6068
156,1.6902,0.5723,0.6044
157,1.6911,0.5707,0.6048
158,1.6900,0.5697,0.6122
159,1.6864,0.5705,0.6086
160,1.6730,0.5741,0.6068
161,1.6835,0.5710,0.6048
162,1.6674,0.5793,0.6076
163,1.6717,0.5725,0.6014
164,1.6702,0.5742,0.6128
165,1.6624,0.5773,0.6092
166,1.6738,0.5721,0.6114
167,1.6582,0.5791,0.6134
168,1.6617,0.5752,0.6092
169,1.6539,0.5768,0.6066
170,1.6596,0.5768,0.6078
171,1.6439,0.5816,0.6178
172,1.6509,0.5788,0.6106
173,1.6532,0.5773,0.6138
174,1.6408,0.5819,0.6084
175,1.6432,0.5802,0.6122
176,1.6365,0.5824,0.6142
177,1.6296,0.5817,0.6116
178,1.6360,0.5802,0.6074
179,1.6325,0.5823,0.6124
180,1.6273,0.5827,0.6104
181,1.6293,0.5845,0.6100
182,1.6205,0.5858,0.6168
183,1.4877,0.6187,0.6098
184,1.4372,0.6328,0.6164
185,1.4129,0.6412,0.6130
186,1.3911,0.6441,0.6168
187,1.3616,0.6528,0.6130
188,1.3411,0.6588,0.6094
189,1.3230,0.6635,0.6120
190,1.3062,0.6677,0.6106
191,1.2862,0.6752,0.6116
192,1.2731,0.6777,0.6078
193,1.2507,0.6836,0.6014
194,1.2279,0.6898,0.6098
195,1.2241,0.6912,0.6066
196,1.2030,0.6941,0.6046
197,1.1954,0.6972,0.6012
1 epoch loss acc val_acc
2 1 4.6113 0.0540 0.1614
3 2 4.1555 0.1120 0.2030
4 3 3.9698 0.1436 0.2356
5 4 3.8254 0.1760 0.2628
6 5 3.7037 0.1994 0.2922
7 6 3.6023 0.2215 0.3134
8 7 3.5211 0.2406 0.3360
9 8 3.4558 0.2511 0.3428
10 9 3.3897 0.2664 0.3568
11 10 3.3281 0.2788 0.3706
12 11 3.2697 0.2872 0.3738
13 12 3.2280 0.2957 0.3946
14 13 3.1751 0.3046 0.3930
15 14 3.1287 0.3138 0.4012
16 15 3.0903 0.3197 0.4064
17 16 3.0522 0.3280 0.4120
18 17 3.0164 0.3333 0.4162
19 18 2.9773 0.3382 0.4196
20 19 2.9452 0.3448 0.4284
21 20 2.9197 0.3483 0.4374
22 21 2.8798 0.3562 0.4394
23 22 2.8594 0.3574 0.4450
24 23 2.8205 0.3670 0.4482
25 24 2.7929 0.3695 0.4608
26 25 2.7663 0.3753 0.4620
27 26 2.7406 0.3779 0.4626
28 27 2.7208 0.3800 0.4630
29 28 2.6926 0.3875 0.4762
30 29 2.6717 0.3913 0.4756
31 30 2.6492 0.3918 0.4784
32 31 2.6294 0.3981 0.4848
33 32 2.6108 0.4003 0.4814
34 33 2.5845 0.4037 0.4876
35 34 2.5706 0.4060 0.4896
36 35 2.5567 0.4077 0.5006
37 36 2.5267 0.4147 0.4968
38 37 2.5164 0.4152 0.4964
39 38 2.5043 0.4185 0.5020
40 39 2.4694 0.4250 0.5104
41 40 2.4698 0.4234 0.5110
42 41 2.4419 0.4292 0.5110
43 42 2.4353 0.4310 0.5128
44 43 2.4190 0.4333 0.5174
45 44 2.4053 0.4338 0.5142
46 45 2.3861 0.4408 0.5154
47 46 2.3705 0.4416 0.5154
48 47 2.3621 0.4418 0.5146
49 48 2.3431 0.4453 0.5262
50 49 2.3377 0.4435 0.5318
51 50 2.3211 0.4495 0.5308
52 51 2.3043 0.4529 0.5284
53 52 2.2924 0.4545 0.5256
54 53 2.2763 0.4561 0.5284
55 54 2.2698 0.4579 0.5246
56 55 2.2645 0.4574 0.5310
57 56 2.2501 0.4626 0.5272
58 57 2.2475 0.4605 0.5306
59 58 2.2336 0.4627 0.5372
60 59 2.2115 0.4691 0.5402
61 60 2.2041 0.4692 0.5382
62 61 2.2035 0.4709 0.5336
63 62 2.1884 0.4690 0.5432
64 63 2.1851 0.4735 0.5470
65 64 2.1793 0.4714 0.5434
66 65 2.1569 0.4748 0.5496
67 66 2.1492 0.4805 0.5420
68 67 2.1425 0.4795 0.5550
69 68 2.1310 0.4834 0.5522
70 69 2.1256 0.4830 0.5492
71 70 2.1196 0.4833 0.5540
72 71 2.1000 0.4880 0.5564
73 72 2.0990 0.4866 0.5528
74 73 2.0976 0.4885 0.5568
75 74 2.0724 0.4951 0.5564
76 75 2.0798 0.4921 0.5620
77 76 2.0699 0.4935 0.5638
78 77 2.0661 0.4953 0.5606
79 78 2.0505 0.4986 0.5578
80 79 2.0542 0.4968 0.5638
81 80 2.0382 0.5003 0.5620
82 81 2.0335 0.5034 0.5604
83 82 2.0190 0.5049 0.5646
84 83 2.0192 0.5021 0.5612
85 84 2.0194 0.5018 0.5668
86 85 2.0074 0.5071 0.5676
87 86 1.9984 0.5048 0.5646
88 87 1.9958 0.5087 0.5672
89 88 1.9858 0.5079 0.5660
90 89 1.9848 0.5112 0.5720
91 90 1.9748 0.5106 0.5702
92 91 1.9743 0.5114 0.5704
93 92 1.9644 0.5154 0.5730
94 93 1.9504 0.5168 0.5670
95 94 1.9541 0.5174 0.5750
96 95 1.9463 0.5182 0.5732
97 96 1.9377 0.5201 0.5746
98 97 1.9287 0.5197 0.5754
99 98 1.9355 0.5197 0.5774
100 99 1.9210 0.5242 0.5776
101 100 1.9195 0.5227 0.5800
102 101 1.9142 0.5201 0.5796
103 102 1.9102 0.5267 0.5812
104 103 1.9002 0.5244 0.5778
105 104 1.8984 0.5284 0.5800
106 105 1.8874 0.5306 0.5796
107 106 1.8894 0.5247 0.5868
108 107 1.8779 0.5344 0.5836
109 108 1.8636 0.5351 0.5870
110 109 1.8784 0.5302 0.5816
111 110 1.8664 0.5335 0.5840
112 111 1.8630 0.5323 0.5878
113 112 1.8609 0.5326 0.5854
114 113 1.8603 0.5328 0.5808
115 114 1.8462 0.5393 0.5872
116 115 1.8519 0.5324 0.5844
117 116 1.8426 0.5395 0.5924
118 117 1.8307 0.5401 0.5878
119 118 1.8405 0.5364 0.5912
120 119 1.8268 0.5405 0.5902
121 120 1.8153 0.5440 0.5918
122 121 1.8160 0.5448 0.5930
123 122 1.8188 0.5420 0.5948
124 123 1.8100 0.5463 0.5908
125 124 1.8031 0.5466 0.5940
126 125 1.8079 0.5450 0.5888
127 126 1.8016 0.5457 0.5856
128 127 1.7847 0.5521 0.5924
129 128 1.7816 0.5491 0.5928
130 129 1.7839 0.5497 0.5898
131 130 1.7825 0.5504 0.5906
132 131 1.7823 0.5512 0.5942
133 132 1.7787 0.5515 0.5950
134 133 1.7729 0.5539 0.6006
135 134 1.7661 0.5563 0.5938
136 135 1.7667 0.5522 0.5952
137 136 1.7616 0.5525 0.5974
138 137 1.7595 0.5549 0.5996
139 138 1.7419 0.5615 0.6020
140 139 1.7498 0.5586 0.6016
141 140 1.7475 0.5588 0.5994
142 141 1.7417 0.5615 0.5992
143 142 1.7442 0.5585 0.5966
144 143 1.7332 0.5612 0.5996
145 144 1.7240 0.5630 0.5982
146 145 1.7147 0.5637 0.6026
147 146 1.7309 0.5608 0.6002
148 147 1.7149 0.5682 0.6006
149 148 1.7189 0.5630 0.6054
150 149 1.7138 0.5662 0.6022
151 150 1.7165 0.5636 0.6012
152 151 1.7001 0.5686 0.6056
153 152 1.7044 0.5677 0.6024
154 153 1.7049 0.5650 0.6010
155 154 1.7036 0.5677 0.6096
156 155 1.6959 0.5687 0.6068
157 156 1.6902 0.5723 0.6044
158 157 1.6911 0.5707 0.6048
159 158 1.6900 0.5697 0.6122
160 159 1.6864 0.5705 0.6086
161 160 1.6730 0.5741 0.6068
162 161 1.6835 0.5710 0.6048
163 162 1.6674 0.5793 0.6076
164 163 1.6717 0.5725 0.6014
165 164 1.6702 0.5742 0.6128
166 165 1.6624 0.5773 0.6092
167 166 1.6738 0.5721 0.6114
168 167 1.6582 0.5791 0.6134
169 168 1.6617 0.5752 0.6092
170 169 1.6539 0.5768 0.6066
171 170 1.6596 0.5768 0.6078
172 171 1.6439 0.5816 0.6178
173 172 1.6509 0.5788 0.6106
174 173 1.6532 0.5773 0.6138
175 174 1.6408 0.5819 0.6084
176 175 1.6432 0.5802 0.6122
177 176 1.6365 0.5824 0.6142
178 177 1.6296 0.5817 0.6116
179 178 1.6360 0.5802 0.6074
180 179 1.6325 0.5823 0.6124
181 180 1.6273 0.5827 0.6104
182 181 1.6293 0.5845 0.6100
183 182 1.6205 0.5858 0.6168
184 183 1.4877 0.6187 0.6098
185 184 1.4372 0.6328 0.6164
186 185 1.4129 0.6412 0.6130
187 186 1.3911 0.6441 0.6168
188 187 1.3616 0.6528 0.6130
189 188 1.3411 0.6588 0.6094
190 189 1.3230 0.6635 0.6120
191 190 1.3062 0.6677 0.6106
192 191 1.2862 0.6752 0.6116
193 192 1.2731 0.6777 0.6078
194 193 1.2507 0.6836 0.6014
195 194 1.2279 0.6898 0.6098
196 195 1.2241 0.6912 0.6066
197 196 1.2030 0.6941 0.6046
198 197 1.1954 0.6972 0.6012

View file

@ -0,0 +1,233 @@
epoch,loss,acc,val_acc
1,4.6113,0.0542,0.1618
2,4.1558,0.1114,0.2014
3,3.9698,0.1444,0.2340
4,3.8250,0.1764,0.2598
5,3.7032,0.2010,0.2932
6,3.6024,0.2219,0.3120
7,3.5211,0.2414,0.3366
8,3.4561,0.2503,0.3414
9,3.3904,0.2665,0.3592
10,3.3277,0.2786,0.3730
11,3.2695,0.2874,0.3736
12,3.2277,0.2956,0.3920
13,3.1746,0.3054,0.3942
14,3.1283,0.3143,0.4002
15,3.0902,0.3199,0.4062
16,3.0524,0.3276,0.4130
17,3.0168,0.3332,0.4146
18,2.9780,0.3383,0.4188
19,2.9447,0.3437,0.4292
20,2.9200,0.3488,0.4384
21,2.8795,0.3561,0.4372
22,2.8599,0.3576,0.4450
23,2.8209,0.3670,0.4504
24,2.7929,0.3698,0.4584
25,2.7672,0.3750,0.4594
26,2.7416,0.3779,0.4640
27,2.7215,0.3796,0.4646
28,2.6934,0.3881,0.4796
29,2.6721,0.3896,0.4750
30,2.6501,0.3914,0.4786
31,2.6298,0.3968,0.4856
32,2.6115,0.3993,0.4826
33,2.5848,0.4034,0.4850
34,2.5714,0.4053,0.4904
35,2.5571,0.4081,0.5006
36,2.5285,0.4143,0.4974
37,2.5171,0.4135,0.4972
38,2.5051,0.4179,0.5016
39,2.4695,0.4245,0.5100
40,2.4708,0.4224,0.5114
41,2.4428,0.4286,0.5146
42,2.4367,0.4302,0.5116
43,2.4192,0.4324,0.5164
44,2.4065,0.4331,0.5154
45,2.3860,0.4413,0.5226
46,2.3712,0.4422,0.5138
47,2.3632,0.4417,0.5136
48,2.3430,0.4454,0.5276
49,2.3374,0.4449,0.5332
50,2.3228,0.4489,0.5328
51,2.3054,0.4523,0.5254
52,2.2938,0.4540,0.5260
53,2.2760,0.4571,0.5304
54,2.2701,0.4571,0.5250
55,2.2641,0.4572,0.5302
56,2.2510,0.4624,0.5262
57,2.2484,0.4605,0.5362
58,2.2343,0.4631,0.5380
59,2.2122,0.4699,0.5408
60,2.2049,0.4697,0.5434
61,2.2030,0.4693,0.5362
62,2.1893,0.4693,0.5422
63,2.1859,0.4740,0.5444
64,2.1795,0.4709,0.5426
65,2.1573,0.4757,0.5502
66,2.1486,0.4811,0.5440
67,2.1419,0.4794,0.5564
68,2.1321,0.4848,0.5550
69,2.1254,0.4832,0.5500
70,2.1214,0.4823,0.5540
71,2.1019,0.4867,0.5582
72,2.0985,0.4864,0.5526
73,2.0972,0.4888,0.5572
74,2.0726,0.4968,0.5584
75,2.0807,0.4912,0.5604
76,2.0699,0.4939,0.5630
77,2.0666,0.4935,0.5598
78,2.0498,0.4995,0.5582
79,2.0540,0.4963,0.5622
80,2.0375,0.5006,0.5610
81,2.0331,0.5029,0.5614
82,2.0184,0.5052,0.5680
83,2.0187,0.5022,0.5608
84,2.0187,0.5030,0.5674
85,2.0078,0.5086,0.5682
86,1.9998,0.5046,0.5660
87,1.9952,0.5077,0.5718
88,1.9861,0.5079,0.5702
89,1.9838,0.5110,0.5674
90,1.9749,0.5109,0.5736
91,1.9740,0.5107,0.5724
92,1.9656,0.5162,0.5744
93,1.9505,0.5182,0.5704
94,1.9529,0.5177,0.5792
95,1.9467,0.5179,0.5758
96,1.9373,0.5215,0.5774
97,1.9291,0.5192,0.5776
98,1.9335,0.5209,0.5752
99,1.9198,0.5249,0.5770
100,1.9185,0.5239,0.5790
101,1.9151,0.5213,0.5824
102,1.9082,0.5269,0.5824
103,1.8982,0.5274,0.5774
104,1.8970,0.5266,0.5760
105,1.8871,0.5299,0.5822
106,1.8886,0.5261,0.5850
107,1.8783,0.5326,0.5884
108,1.8623,0.5346,0.5856
109,1.8775,0.5310,0.5824
110,1.8659,0.5347,0.5856
111,1.8622,0.5348,0.5922
112,1.8596,0.5327,0.5862
113,1.8575,0.5347,0.5892
114,1.8468,0.5391,0.5876
115,1.8521,0.5334,0.5864
116,1.8415,0.5395,0.5906
117,1.8303,0.5405,0.5874
118,1.8398,0.5363,0.5928
119,1.8258,0.5411,0.5910
120,1.8152,0.5449,0.5908
121,1.8143,0.5445,0.5936
122,1.8172,0.5411,0.5982
123,1.8101,0.5453,0.5952
124,1.8017,0.5472,0.5924
125,1.8053,0.5463,0.5890
126,1.8033,0.5446,0.5902
127,1.7846,0.5510,0.5964
128,1.7807,0.5508,0.5918
129,1.7805,0.5501,0.5898
130,1.7816,0.5511,0.5940
131,1.7819,0.5515,0.5920
132,1.7772,0.5510,0.5994
133,1.7748,0.5531,0.5996
134,1.7638,0.5555,0.5922
135,1.7678,0.5523,0.5970
136,1.7621,0.5531,0.5956
137,1.7582,0.5556,0.5934
138,1.7425,0.5606,0.5996
139,1.7477,0.5600,0.5990
140,1.7483,0.5588,0.5976
141,1.7402,0.5620,0.6010
142,1.7427,0.5585,0.5960
143,1.7312,0.5600,0.6034
144,1.7238,0.5624,0.5986
145,1.7148,0.5657,0.5998
146,1.7316,0.5616,0.5984
147,1.7168,0.5656,0.6000
148,1.7160,0.5650,0.6036
149,1.7104,0.5673,0.6016
150,1.7157,0.5630,0.6036
151,1.6986,0.5689,0.6064
152,1.7045,0.5687,0.6030
153,1.7038,0.5630,0.6042
154,1.7028,0.5680,0.6036
155,1.6970,0.5690,0.6080
156,1.6919,0.5697,0.6062
157,1.6923,0.5693,0.6066
158,1.6924,0.5693,0.6104
159,1.6864,0.5697,0.6096
160,1.6720,0.5762,0.6056
161,1.6831,0.5720,0.6088
162,1.6686,0.5767,0.6058
163,1.6710,0.5742,0.6102
164,1.6677,0.5771,0.6064
165,1.6609,0.5764,0.6066
166,1.6730,0.5743,0.6144
167,1.6584,0.5771,0.6102
168,1.6618,0.5729,0.6088
169,1.6533,0.5768,0.6100
170,1.6603,0.5786,0.6124
171,1.6444,0.5815,0.6144
172,1.6521,0.5804,0.6116
173,1.6512,0.5787,0.6172
174,1.6416,0.5811,0.6124
175,1.6407,0.5824,0.6126
176,1.6390,0.5808,0.6128
177,1.6291,0.5829,0.6100
178,1.6342,0.5800,0.6096
179,1.6321,0.5839,0.6140
180,1.6273,0.5806,0.6128
181,1.6280,0.5843,0.6106
182,1.6198,0.5864,0.6136
183,1.6252,0.5852,0.6156
184,1.6148,0.5891,0.6184
185,1.6177,0.5859,0.6158
186,1.6198,0.5871,0.6110
187,1.6082,0.5890,0.6154
188,1.6048,0.5876,0.6146
189,1.6110,0.5881,0.6162
190,1.6027,0.5871,0.6162
191,1.6111,0.5873,0.6130
192,1.6035,0.5894,0.6126
193,1.5864,0.5926,0.6184
194,1.5926,0.5917,0.6200
195,1.5926,0.5919,0.6186
196,1.5833,0.5910,0.6202
197,1.5875,0.5914,0.6184
198,1.5848,0.5953,0.6156
199,1.5879,0.5925,0.6208
200,1.5849,0.5925,0.6162
201,1.5737,0.5952,0.6198
202,1.5829,0.5932,0.6200
203,1.5752,0.5959,0.6136
204,1.5713,0.5952,0.6166
205,1.5625,0.5955,0.6230
206,1.5742,0.5949,0.6248
207,1.5679,0.5952,0.6254
208,1.5644,0.5974,0.6202
209,1.5579,0.6003,0.6166
210,1.5618,0.6002,0.6206
211,1.5544,0.6003,0.6114
212,1.5608,0.5976,0.6194
213,1.5614,0.5987,0.6166
214,1.5523,0.6008,0.6156
215,1.5485,0.6053,0.6194
216,1.5647,0.5949,0.6204
217,1.5455,0.6029,0.6222
218,1.5560,0.5989,0.6202
219,1.3991,0.6404,0.6232
220,1.3618,0.6505,0.6194
221,1.3388,0.6574,0.6246
222,1.3010,0.6661,0.6168
223,1.2868,0.6730,0.6200
224,1.2643,0.6768,0.6178
225,1.2462,0.6836,0.6168
226,1.2283,0.6869,0.6236
227,1.2019,0.6964,0.6186
228,1.1881,0.6978,0.6112
229,1.1769,0.7021,0.6204
230,1.1621,0.7064,0.6144
231,1.1498,0.7086,0.6132
232,1.1309,0.7129,0.6088
1 epoch loss acc val_acc
2 1 4.6113 0.0542 0.1618
3 2 4.1558 0.1114 0.2014
4 3 3.9698 0.1444 0.2340
5 4 3.8250 0.1764 0.2598
6 5 3.7032 0.2010 0.2932
7 6 3.6024 0.2219 0.3120
8 7 3.5211 0.2414 0.3366
9 8 3.4561 0.2503 0.3414
10 9 3.3904 0.2665 0.3592
11 10 3.3277 0.2786 0.3730
12 11 3.2695 0.2874 0.3736
13 12 3.2277 0.2956 0.3920
14 13 3.1746 0.3054 0.3942
15 14 3.1283 0.3143 0.4002
16 15 3.0902 0.3199 0.4062
17 16 3.0524 0.3276 0.4130
18 17 3.0168 0.3332 0.4146
19 18 2.9780 0.3383 0.4188
20 19 2.9447 0.3437 0.4292
21 20 2.9200 0.3488 0.4384
22 21 2.8795 0.3561 0.4372
23 22 2.8599 0.3576 0.4450
24 23 2.8209 0.3670 0.4504
25 24 2.7929 0.3698 0.4584
26 25 2.7672 0.3750 0.4594
27 26 2.7416 0.3779 0.4640
28 27 2.7215 0.3796 0.4646
29 28 2.6934 0.3881 0.4796
30 29 2.6721 0.3896 0.4750
31 30 2.6501 0.3914 0.4786
32 31 2.6298 0.3968 0.4856
33 32 2.6115 0.3993 0.4826
34 33 2.5848 0.4034 0.4850
35 34 2.5714 0.4053 0.4904
36 35 2.5571 0.4081 0.5006
37 36 2.5285 0.4143 0.4974
38 37 2.5171 0.4135 0.4972
39 38 2.5051 0.4179 0.5016
40 39 2.4695 0.4245 0.5100
41 40 2.4708 0.4224 0.5114
42 41 2.4428 0.4286 0.5146
43 42 2.4367 0.4302 0.5116
44 43 2.4192 0.4324 0.5164
45 44 2.4065 0.4331 0.5154
46 45 2.3860 0.4413 0.5226
47 46 2.3712 0.4422 0.5138
48 47 2.3632 0.4417 0.5136
49 48 2.3430 0.4454 0.5276
50 49 2.3374 0.4449 0.5332
51 50 2.3228 0.4489 0.5328
52 51 2.3054 0.4523 0.5254
53 52 2.2938 0.4540 0.5260
54 53 2.2760 0.4571 0.5304
55 54 2.2701 0.4571 0.5250
56 55 2.2641 0.4572 0.5302
57 56 2.2510 0.4624 0.5262
58 57 2.2484 0.4605 0.5362
59 58 2.2343 0.4631 0.5380
60 59 2.2122 0.4699 0.5408
61 60 2.2049 0.4697 0.5434
62 61 2.2030 0.4693 0.5362
63 62 2.1893 0.4693 0.5422
64 63 2.1859 0.4740 0.5444
65 64 2.1795 0.4709 0.5426
66 65 2.1573 0.4757 0.5502
67 66 2.1486 0.4811 0.5440
68 67 2.1419 0.4794 0.5564
69 68 2.1321 0.4848 0.5550
70 69 2.1254 0.4832 0.5500
71 70 2.1214 0.4823 0.5540
72 71 2.1019 0.4867 0.5582
73 72 2.0985 0.4864 0.5526
74 73 2.0972 0.4888 0.5572
75 74 2.0726 0.4968 0.5584
76 75 2.0807 0.4912 0.5604
77 76 2.0699 0.4939 0.5630
78 77 2.0666 0.4935 0.5598
79 78 2.0498 0.4995 0.5582
80 79 2.0540 0.4963 0.5622
81 80 2.0375 0.5006 0.5610
82 81 2.0331 0.5029 0.5614
83 82 2.0184 0.5052 0.5680
84 83 2.0187 0.5022 0.5608
85 84 2.0187 0.5030 0.5674
86 85 2.0078 0.5086 0.5682
87 86 1.9998 0.5046 0.5660
88 87 1.9952 0.5077 0.5718
89 88 1.9861 0.5079 0.5702
90 89 1.9838 0.5110 0.5674
91 90 1.9749 0.5109 0.5736
92 91 1.9740 0.5107 0.5724
93 92 1.9656 0.5162 0.5744
94 93 1.9505 0.5182 0.5704
95 94 1.9529 0.5177 0.5792
96 95 1.9467 0.5179 0.5758
97 96 1.9373 0.5215 0.5774
98 97 1.9291 0.5192 0.5776
99 98 1.9335 0.5209 0.5752
100 99 1.9198 0.5249 0.5770
101 100 1.9185 0.5239 0.5790
102 101 1.9151 0.5213 0.5824
103 102 1.9082 0.5269 0.5824
104 103 1.8982 0.5274 0.5774
105 104 1.8970 0.5266 0.5760
106 105 1.8871 0.5299 0.5822
107 106 1.8886 0.5261 0.5850
108 107 1.8783 0.5326 0.5884
109 108 1.8623 0.5346 0.5856
110 109 1.8775 0.5310 0.5824
111 110 1.8659 0.5347 0.5856
112 111 1.8622 0.5348 0.5922
113 112 1.8596 0.5327 0.5862
114 113 1.8575 0.5347 0.5892
115 114 1.8468 0.5391 0.5876
116 115 1.8521 0.5334 0.5864
117 116 1.8415 0.5395 0.5906
118 117 1.8303 0.5405 0.5874
119 118 1.8398 0.5363 0.5928
120 119 1.8258 0.5411 0.5910
121 120 1.8152 0.5449 0.5908
122 121 1.8143 0.5445 0.5936
123 122 1.8172 0.5411 0.5982
124 123 1.8101 0.5453 0.5952
125 124 1.8017 0.5472 0.5924
126 125 1.8053 0.5463 0.5890
127 126 1.8033 0.5446 0.5902
128 127 1.7846 0.5510 0.5964
129 128 1.7807 0.5508 0.5918
130 129 1.7805 0.5501 0.5898
131 130 1.7816 0.5511 0.5940
132 131 1.7819 0.5515 0.5920
133 132 1.7772 0.5510 0.5994
134 133 1.7748 0.5531 0.5996
135 134 1.7638 0.5555 0.5922
136 135 1.7678 0.5523 0.5970
137 136 1.7621 0.5531 0.5956
138 137 1.7582 0.5556 0.5934
139 138 1.7425 0.5606 0.5996
140 139 1.7477 0.5600 0.5990
141 140 1.7483 0.5588 0.5976
142 141 1.7402 0.5620 0.6010
143 142 1.7427 0.5585 0.5960
144 143 1.7312 0.5600 0.6034
145 144 1.7238 0.5624 0.5986
146 145 1.7148 0.5657 0.5998
147 146 1.7316 0.5616 0.5984
148 147 1.7168 0.5656 0.6000
149 148 1.7160 0.5650 0.6036
150 149 1.7104 0.5673 0.6016
151 150 1.7157 0.5630 0.6036
152 151 1.6986 0.5689 0.6064
153 152 1.7045 0.5687 0.6030
154 153 1.7038 0.5630 0.6042
155 154 1.7028 0.5680 0.6036
156 155 1.6970 0.5690 0.6080
157 156 1.6919 0.5697 0.6062
158 157 1.6923 0.5693 0.6066
159 158 1.6924 0.5693 0.6104
160 159 1.6864 0.5697 0.6096
161 160 1.6720 0.5762 0.6056
162 161 1.6831 0.5720 0.6088
163 162 1.6686 0.5767 0.6058
164 163 1.6710 0.5742 0.6102
165 164 1.6677 0.5771 0.6064
166 165 1.6609 0.5764 0.6066
167 166 1.6730 0.5743 0.6144
168 167 1.6584 0.5771 0.6102
169 168 1.6618 0.5729 0.6088
170 169 1.6533 0.5768 0.6100
171 170 1.6603 0.5786 0.6124
172 171 1.6444 0.5815 0.6144
173 172 1.6521 0.5804 0.6116
174 173 1.6512 0.5787 0.6172
175 174 1.6416 0.5811 0.6124
176 175 1.6407 0.5824 0.6126
177 176 1.6390 0.5808 0.6128
178 177 1.6291 0.5829 0.6100
179 178 1.6342 0.5800 0.6096
180 179 1.6321 0.5839 0.6140
181 180 1.6273 0.5806 0.6128
182 181 1.6280 0.5843 0.6106
183 182 1.6198 0.5864 0.6136
184 183 1.6252 0.5852 0.6156
185 184 1.6148 0.5891 0.6184
186 185 1.6177 0.5859 0.6158
187 186 1.6198 0.5871 0.6110
188 187 1.6082 0.5890 0.6154
189 188 1.6048 0.5876 0.6146
190 189 1.6110 0.5881 0.6162
191 190 1.6027 0.5871 0.6162
192 191 1.6111 0.5873 0.6130
193 192 1.6035 0.5894 0.6126
194 193 1.5864 0.5926 0.6184
195 194 1.5926 0.5917 0.6200
196 195 1.5926 0.5919 0.6186
197 196 1.5833 0.5910 0.6202
198 197 1.5875 0.5914 0.6184
199 198 1.5848 0.5953 0.6156
200 199 1.5879 0.5925 0.6208
201 200 1.5849 0.5925 0.6162
202 201 1.5737 0.5952 0.6198
203 202 1.5829 0.5932 0.6200
204 203 1.5752 0.5959 0.6136
205 204 1.5713 0.5952 0.6166
206 205 1.5625 0.5955 0.6230
207 206 1.5742 0.5949 0.6248
208 207 1.5679 0.5952 0.6254
209 208 1.5644 0.5974 0.6202
210 209 1.5579 0.6003 0.6166
211 210 1.5618 0.6002 0.6206
212 211 1.5544 0.6003 0.6114
213 212 1.5608 0.5976 0.6194
214 213 1.5614 0.5987 0.6166
215 214 1.5523 0.6008 0.6156
216 215 1.5485 0.6053 0.6194
217 216 1.5647 0.5949 0.6204
218 217 1.5455 0.6029 0.6222
219 218 1.5560 0.5989 0.6202
220 219 1.3991 0.6404 0.6232
221 220 1.3618 0.6505 0.6194
222 221 1.3388 0.6574 0.6246
223 222 1.3010 0.6661 0.6168
224 223 1.2868 0.6730 0.6200
225 224 1.2643 0.6768 0.6178
226 225 1.2462 0.6836 0.6168
227 226 1.2283 0.6869 0.6236
228 227 1.2019 0.6964 0.6186
229 228 1.1881 0.6978 0.6112
230 229 1.1769 0.7021 0.6204
231 230 1.1621 0.7064 0.6144
232 231 1.1498 0.7086 0.6132
233 232 1.1309 0.7129 0.6088

View file

@ -0,0 +1,147 @@
epoch,loss,acc,val_acc
1,4.6111,0.0542,0.1628
2,4.1558,0.1116,0.2030
3,3.9703,0.1438,0.2332
4,3.8262,0.1746,0.2598
5,3.7040,0.2001,0.2934
6,3.6028,0.2215,0.3124
7,3.5214,0.2410,0.3356
8,3.4560,0.2509,0.3426
9,3.3902,0.2667,0.3586
10,3.3276,0.2786,0.3704
11,3.2692,0.2882,0.3740
12,3.2277,0.2962,0.3942
13,3.1744,0.3038,0.3928
14,3.1285,0.3138,0.3988
15,3.0903,0.3201,0.4080
16,3.0521,0.3280,0.4120
17,3.0156,0.3334,0.4142
18,2.9772,0.3387,0.4230
19,2.9442,0.3450,0.4296
20,2.9189,0.3487,0.4390
21,2.8793,0.3554,0.4380
22,2.8593,0.3571,0.4454
23,2.8205,0.3680,0.4528
24,2.7926,0.3710,0.4600
25,2.7667,0.3754,0.4636
26,2.7415,0.3782,0.4642
27,2.7217,0.3803,0.4644
28,2.6927,0.3894,0.4786
29,2.6714,0.3904,0.4758
30,2.6494,0.3922,0.4776
31,2.6301,0.3979,0.4852
32,2.6116,0.3998,0.4822
33,2.5844,0.4031,0.4854
34,2.5707,0.4061,0.4888
35,2.5562,0.4075,0.5002
36,2.5270,0.4147,0.4992
37,2.5161,0.4151,0.4962
38,2.5045,0.4183,0.5034
39,2.4693,0.4266,0.5096
40,2.4698,0.4231,0.5128
41,2.4422,0.4288,0.5110
42,2.4356,0.4322,0.5124
43,2.4187,0.4328,0.5186
44,2.4059,0.4336,0.5180
45,2.3856,0.4403,0.5200
46,2.3705,0.4414,0.5178
47,2.3622,0.4418,0.5154
48,2.3417,0.4448,0.5270
49,2.3373,0.4450,0.5334
50,2.3217,0.4494,0.5306
51,2.3047,0.4518,0.5290
52,2.2916,0.4548,0.5298
53,2.2756,0.4574,0.5322
54,2.2705,0.4591,0.5248
55,2.2644,0.4583,0.5324
56,2.2505,0.4634,0.5298
57,2.2474,0.4599,0.5326
58,2.2342,0.4631,0.5402
59,2.2108,0.4690,0.5404
60,2.2042,0.4698,0.5398
61,2.2027,0.4708,0.5376
62,2.1874,0.4695,0.5432
63,2.1853,0.4737,0.5472
64,2.1795,0.4712,0.5434
65,2.1570,0.4751,0.5490
66,2.1483,0.4822,0.5422
67,2.1405,0.4819,0.5530
68,2.1314,0.4840,0.5538
69,2.1246,0.4830,0.5504
70,2.1198,0.4843,0.5600
71,2.1007,0.4879,0.5578
72,2.0986,0.4864,0.5542
73,2.0980,0.4896,0.5572
74,2.0721,0.4977,0.5570
75,2.0810,0.4912,0.5596
76,2.0696,0.4946,0.5596
77,2.0660,0.4938,0.5612
78,2.0506,0.4972,0.5638
79,2.0540,0.4981,0.5662
80,2.0374,0.4991,0.5648
81,2.0335,0.5026,0.5638
82,2.0199,0.5023,0.5688
83,2.0199,0.5022,0.5624
84,2.0187,0.5037,0.5688
85,2.0061,0.5085,0.5690
86,1.9991,0.5052,0.5662
87,1.9943,0.5081,0.5712
88,1.9873,0.5070,0.5678
89,1.9850,0.5094,0.5694
90,1.9743,0.5108,0.5716
91,1.9742,0.5105,0.5760
92,1.9671,0.5144,0.5760
93,1.9518,0.5170,0.5702
94,1.9545,0.5165,0.5780
95,1.9451,0.5195,0.5788
96,1.9364,0.5224,0.5816
97,1.9287,0.5204,0.5772
98,1.9352,0.5191,0.5776
99,1.9191,0.5241,0.5794
100,1.9196,0.5215,0.5816
101,1.9134,0.5223,0.5848
102,1.9103,0.5258,0.5842
103,1.8993,0.5249,0.5756
104,1.8966,0.5286,0.5826
105,1.8887,0.5302,0.5874
106,1.8893,0.5253,0.5820
107,1.8790,0.5335,0.5876
108,1.8634,0.5346,0.5880
109,1.8795,0.5302,0.5844
110,1.8661,0.5350,0.5860
111,1.8630,0.5339,0.5880
112,1.8601,0.5335,0.5828
113,1.8586,0.5337,0.5842
114,1.8475,0.5381,0.5908
115,1.8511,0.5322,0.5854
116,1.8417,0.5381,0.5888
117,1.8303,0.5385,0.5924
118,1.8411,0.5377,0.5918
119,1.8265,0.5404,0.5878
120,1.8148,0.5452,0.5930
121,1.8153,0.5438,0.5936
122,1.8177,0.5411,0.5990
123,1.8113,0.5457,0.5932
124,1.8021,0.5477,0.5952
125,1.8051,0.5466,0.5878
126,1.8011,0.5458,0.5868
127,1.7843,0.5510,0.5920
128,1.7827,0.5481,0.5868
129,1.7818,0.5515,0.5916
130,1.7829,0.5498,0.5902
131,1.7827,0.5516,0.5928
132,1.7787,0.5504,0.5954
133,1.7730,0.5532,0.5960
134,1.6319,0.5890,0.5974
135,1.5957,0.5986,0.6036
136,1.5683,0.6042,0.6014
137,1.5464,0.6084,0.6010
138,1.5159,0.6187,0.5974
139,1.5005,0.6238,0.6002
140,1.4816,0.6278,0.5960
141,1.4585,0.6338,0.5922
142,1.4371,0.6416,0.5958
143,1.4176,0.6443,0.5956
144,1.4034,0.6465,0.5984
145,1.3833,0.6554,0.5992
146,1.3665,0.6591,0.5976
1 epoch loss acc val_acc
2 1 4.6111 0.0542 0.1628
3 2 4.1558 0.1116 0.2030
4 3 3.9703 0.1438 0.2332
5 4 3.8262 0.1746 0.2598
6 5 3.7040 0.2001 0.2934
7 6 3.6028 0.2215 0.3124
8 7 3.5214 0.2410 0.3356
9 8 3.4560 0.2509 0.3426
10 9 3.3902 0.2667 0.3586
11 10 3.3276 0.2786 0.3704
12 11 3.2692 0.2882 0.3740
13 12 3.2277 0.2962 0.3942
14 13 3.1744 0.3038 0.3928
15 14 3.1285 0.3138 0.3988
16 15 3.0903 0.3201 0.4080
17 16 3.0521 0.3280 0.4120
18 17 3.0156 0.3334 0.4142
19 18 2.9772 0.3387 0.4230
20 19 2.9442 0.3450 0.4296
21 20 2.9189 0.3487 0.4390
22 21 2.8793 0.3554 0.4380
23 22 2.8593 0.3571 0.4454
24 23 2.8205 0.3680 0.4528
25 24 2.7926 0.3710 0.4600
26 25 2.7667 0.3754 0.4636
27 26 2.7415 0.3782 0.4642
28 27 2.7217 0.3803 0.4644
29 28 2.6927 0.3894 0.4786
30 29 2.6714 0.3904 0.4758
31 30 2.6494 0.3922 0.4776
32 31 2.6301 0.3979 0.4852
33 32 2.6116 0.3998 0.4822
34 33 2.5844 0.4031 0.4854
35 34 2.5707 0.4061 0.4888
36 35 2.5562 0.4075 0.5002
37 36 2.5270 0.4147 0.4992
38 37 2.5161 0.4151 0.4962
39 38 2.5045 0.4183 0.5034
40 39 2.4693 0.4266 0.5096
41 40 2.4698 0.4231 0.5128
42 41 2.4422 0.4288 0.5110
43 42 2.4356 0.4322 0.5124
44 43 2.4187 0.4328 0.5186
45 44 2.4059 0.4336 0.5180
46 45 2.3856 0.4403 0.5200
47 46 2.3705 0.4414 0.5178
48 47 2.3622 0.4418 0.5154
49 48 2.3417 0.4448 0.5270
50 49 2.3373 0.4450 0.5334
51 50 2.3217 0.4494 0.5306
52 51 2.3047 0.4518 0.5290
53 52 2.2916 0.4548 0.5298
54 53 2.2756 0.4574 0.5322
55 54 2.2705 0.4591 0.5248
56 55 2.2644 0.4583 0.5324
57 56 2.2505 0.4634 0.5298
58 57 2.2474 0.4599 0.5326
59 58 2.2342 0.4631 0.5402
60 59 2.2108 0.4690 0.5404
61 60 2.2042 0.4698 0.5398
62 61 2.2027 0.4708 0.5376
63 62 2.1874 0.4695 0.5432
64 63 2.1853 0.4737 0.5472
65 64 2.1795 0.4712 0.5434
66 65 2.1570 0.4751 0.5490
67 66 2.1483 0.4822 0.5422
68 67 2.1405 0.4819 0.5530
69 68 2.1314 0.4840 0.5538
70 69 2.1246 0.4830 0.5504
71 70 2.1198 0.4843 0.5600
72 71 2.1007 0.4879 0.5578
73 72 2.0986 0.4864 0.5542
74 73 2.0980 0.4896 0.5572
75 74 2.0721 0.4977 0.5570
76 75 2.0810 0.4912 0.5596
77 76 2.0696 0.4946 0.5596
78 77 2.0660 0.4938 0.5612
79 78 2.0506 0.4972 0.5638
80 79 2.0540 0.4981 0.5662
81 80 2.0374 0.4991 0.5648
82 81 2.0335 0.5026 0.5638
83 82 2.0199 0.5023 0.5688
84 83 2.0199 0.5022 0.5624
85 84 2.0187 0.5037 0.5688
86 85 2.0061 0.5085 0.5690
87 86 1.9991 0.5052 0.5662
88 87 1.9943 0.5081 0.5712
89 88 1.9873 0.5070 0.5678
90 89 1.9850 0.5094 0.5694
91 90 1.9743 0.5108 0.5716
92 91 1.9742 0.5105 0.5760
93 92 1.9671 0.5144 0.5760
94 93 1.9518 0.5170 0.5702
95 94 1.9545 0.5165 0.5780
96 95 1.9451 0.5195 0.5788
97 96 1.9364 0.5224 0.5816
98 97 1.9287 0.5204 0.5772
99 98 1.9352 0.5191 0.5776
100 99 1.9191 0.5241 0.5794
101 100 1.9196 0.5215 0.5816
102 101 1.9134 0.5223 0.5848
103 102 1.9103 0.5258 0.5842
104 103 1.8993 0.5249 0.5756
105 104 1.8966 0.5286 0.5826
106 105 1.8887 0.5302 0.5874
107 106 1.8893 0.5253 0.5820
108 107 1.8790 0.5335 0.5876
109 108 1.8634 0.5346 0.5880
110 109 1.8795 0.5302 0.5844
111 110 1.8661 0.5350 0.5860
112 111 1.8630 0.5339 0.5880
113 112 1.8601 0.5335 0.5828
114 113 1.8586 0.5337 0.5842
115 114 1.8475 0.5381 0.5908
116 115 1.8511 0.5322 0.5854
117 116 1.8417 0.5381 0.5888
118 117 1.8303 0.5385 0.5924
119 118 1.8411 0.5377 0.5918
120 119 1.8265 0.5404 0.5878
121 120 1.8148 0.5452 0.5930
122 121 1.8153 0.5438 0.5936
123 122 1.8177 0.5411 0.5990
124 123 1.8113 0.5457 0.5932
125 124 1.8021 0.5477 0.5952
126 125 1.8051 0.5466 0.5878
127 126 1.8011 0.5458 0.5868
128 127 1.7843 0.5510 0.5920
129 128 1.7827 0.5481 0.5868
130 129 1.7818 0.5515 0.5916
131 130 1.7829 0.5498 0.5902
132 131 1.7827 0.5516 0.5928
133 132 1.7787 0.5504 0.5954
134 133 1.7730 0.5532 0.5960
135 134 1.6319 0.5890 0.5974
136 135 1.5957 0.5986 0.6036
137 136 1.5683 0.6042 0.6014
138 137 1.5464 0.6084 0.6010
139 138 1.5159 0.6187 0.5974
140 139 1.5005 0.6238 0.6002
141 140 1.4816 0.6278 0.5960
142 141 1.4585 0.6338 0.5922
143 142 1.4371 0.6416 0.5958
144 143 1.4176 0.6443 0.5956
145 144 1.4034 0.6465 0.5984
146 145 1.3833 0.6554 0.5992
147 146 1.3665 0.6591 0.5976

View file

@ -0,0 +1,196 @@
epoch,loss,acc,val_acc
1,4.6111,0.0538,0.1608
2,4.1559,0.1114,0.2030
3,3.9703,0.1442,0.2336
4,3.8264,0.1750,0.2598
5,3.7044,0.2010,0.2902
6,3.6032,0.2213,0.3148
7,3.5218,0.2407,0.3342
8,3.4564,0.2507,0.3424
9,3.3911,0.2658,0.3610
10,3.3287,0.2782,0.3706
11,3.2699,0.2885,0.3732
12,3.2283,0.2963,0.3962
13,3.1751,0.3052,0.3926
14,3.1289,0.3133,0.4000
15,3.0908,0.3202,0.4042
16,3.0526,0.3272,0.4122
17,3.0164,0.3329,0.4152
18,2.9783,0.3390,0.4196
19,2.9448,0.3441,0.4300
20,2.9201,0.3482,0.4364
21,2.8793,0.3555,0.4348
22,2.8604,0.3577,0.4438
23,2.8210,0.3666,0.4484
24,2.7928,0.3715,0.4586
25,2.7671,0.3747,0.4600
26,2.7419,0.3788,0.4642
27,2.7217,0.3787,0.4660
28,2.6930,0.3880,0.4764
29,2.6717,0.3903,0.4742
30,2.6498,0.3911,0.4750
31,2.6302,0.3980,0.4860
32,2.6118,0.4003,0.4800
33,2.5854,0.4038,0.4874
34,2.5717,0.4050,0.4908
35,2.5575,0.4084,0.4960
36,2.5282,0.4141,0.4948
37,2.5173,0.4158,0.4950
38,2.5056,0.4182,0.5022
39,2.4703,0.4245,0.5062
40,2.4708,0.4249,0.5120
41,2.4434,0.4290,0.5142
42,2.4372,0.4315,0.5166
43,2.4200,0.4322,0.5188
44,2.4063,0.4351,0.5182
45,2.3865,0.4411,0.5186
46,2.3711,0.4414,0.5156
47,2.3620,0.4407,0.5164
48,2.3432,0.4452,0.5272
49,2.3372,0.4445,0.5322
50,2.3217,0.4483,0.5338
51,2.3044,0.4530,0.5292
52,2.2928,0.4543,0.5276
53,2.2757,0.4571,0.5300
54,2.2708,0.4577,0.5274
55,2.2640,0.4584,0.5332
56,2.2497,0.4629,0.5252
57,2.2485,0.4592,0.5312
58,2.2349,0.4620,0.5386
59,2.2115,0.4699,0.5416
60,2.2043,0.4692,0.5408
61,2.2017,0.4706,0.5376
62,2.1880,0.4696,0.5480
63,2.1844,0.4736,0.5456
64,2.1790,0.4708,0.5426
65,2.1565,0.4759,0.5488
66,2.1488,0.4801,0.5416
67,2.1413,0.4808,0.5518
68,2.1324,0.4835,0.5514
69,2.1242,0.4843,0.5508
70,2.1191,0.4837,0.5552
71,2.0997,0.4878,0.5602
72,2.0966,0.4872,0.5550
73,2.0961,0.4895,0.5582
74,2.0721,0.4966,0.5566
75,2.0807,0.4909,0.5592
76,2.0687,0.4946,0.5604
77,2.0651,0.4947,0.5626
78,2.0502,0.4974,0.5610
79,2.0522,0.4973,0.5640
80,2.0374,0.5003,0.5618
81,2.0337,0.5022,0.5618
82,2.0189,0.5042,0.5680
83,2.0175,0.5032,0.5644
84,2.0183,0.5034,0.5672
85,2.0051,0.5092,0.5702
86,1.9990,0.5035,0.5664
87,1.9938,0.5080,0.5718
88,1.9846,0.5084,0.5692
89,1.9835,0.5099,0.5678
90,1.9742,0.5120,0.5676
91,1.9740,0.5108,0.5738
92,1.9645,0.5144,0.5712
93,1.9506,0.5175,0.5718
94,1.9542,0.5164,0.5746
95,1.9438,0.5196,0.5726
96,1.9368,0.5217,0.5780
97,1.9276,0.5197,0.5758
98,1.9334,0.5204,0.5768
99,1.9187,0.5243,0.5768
100,1.9175,0.5231,0.5780
101,1.9149,0.5203,0.5830
102,1.9107,0.5263,0.5834
103,1.8977,0.5255,0.5776
104,1.8954,0.5277,0.5802
105,1.8866,0.5295,0.5844
106,1.8882,0.5263,0.5852
107,1.8784,0.5333,0.5858
108,1.8616,0.5342,0.5852
109,1.8770,0.5305,0.5774
110,1.8643,0.5334,0.5852
111,1.8621,0.5331,0.5872
112,1.8582,0.5321,0.5812
113,1.8564,0.5342,0.5870
114,1.8455,0.5390,0.5898
115,1.8519,0.5321,0.5816
116,1.8404,0.5387,0.5902
117,1.8294,0.5408,0.5858
118,1.8390,0.5369,0.5922
119,1.8266,0.5399,0.5888
120,1.8137,0.5446,0.5902
121,1.8151,0.5451,0.5958
122,1.8175,0.5403,0.5960
123,1.8078,0.5458,0.5928
124,1.7997,0.5478,0.5898
125,1.8039,0.5476,0.5872
126,1.8014,0.5457,0.5890
127,1.7839,0.5519,0.5934
128,1.7815,0.5504,0.5904
129,1.7809,0.5520,0.5892
130,1.7806,0.5499,0.5942
131,1.7821,0.5511,0.5954
132,1.7769,0.5518,0.5990
133,1.7720,0.5532,0.5952
134,1.7655,0.5551,0.5926
135,1.7670,0.5521,0.5950
136,1.7605,0.5527,0.5968
137,1.7558,0.5557,0.5944
138,1.7414,0.5613,0.6026
139,1.7463,0.5579,0.6000
140,1.7467,0.5594,0.6010
141,1.7390,0.5618,0.6028
142,1.7412,0.5607,0.5946
143,1.7311,0.5611,0.6020
144,1.7229,0.5623,0.5978
145,1.7137,0.5656,0.6038
146,1.7292,0.5615,0.5966
147,1.7166,0.5665,0.6002
148,1.7154,0.5648,0.6074
149,1.7096,0.5663,0.5974
150,1.7152,0.5628,0.6008
151,1.6985,0.5681,0.6024
152,1.7017,0.5691,0.6026
153,1.7042,0.5650,0.5948
154,1.7008,0.5687,0.6068
155,1.6951,0.5696,0.6066
156,1.6916,0.5711,0.5988
157,1.6914,0.5719,0.6004
158,1.6868,0.5695,0.6088
159,1.6869,0.5705,0.6062
160,1.6741,0.5734,0.6084
161,1.6804,0.5705,0.5996
162,1.6662,0.5768,0.6074
163,1.6709,0.5735,0.6050
164,1.6682,0.5745,0.6134
165,1.6601,0.5762,0.6122
166,1.6725,0.5743,0.6064
167,1.6570,0.5776,0.6086
168,1.6607,0.5750,0.6082
169,1.6546,0.5776,0.6078
170,1.6564,0.5764,0.6086
171,1.6435,0.5812,0.6180
172,1.6503,0.5793,0.6080
173,1.6504,0.5808,0.6136
174,1.6414,0.5824,0.6080
175,1.6389,0.5813,0.6088
176,1.6362,0.5823,0.6116
177,1.6307,0.5820,0.6106
178,1.6327,0.5810,0.6066
179,1.6339,0.5838,0.6110
180,1.6287,0.5825,0.6072
181,1.6253,0.5861,0.6104
182,1.6195,0.5842,0.6140
183,1.4878,0.6207,0.6134
184,1.4375,0.6325,0.6142
185,1.4127,0.6400,0.6120
186,1.3909,0.6445,0.6078
187,1.3626,0.6535,0.6108
188,1.3415,0.6580,0.6126
189,1.3223,0.6629,0.6094
190,1.3053,0.6689,0.6142
191,1.2876,0.6744,0.6028
192,1.2726,0.6792,0.6110
193,1.2517,0.6822,0.6074
194,1.2265,0.6922,0.6070
195,1.2274,0.6890,0.5994
1 epoch loss acc val_acc
2 1 4.6111 0.0538 0.1608
3 2 4.1559 0.1114 0.2030
4 3 3.9703 0.1442 0.2336
5 4 3.8264 0.1750 0.2598
6 5 3.7044 0.2010 0.2902
7 6 3.6032 0.2213 0.3148
8 7 3.5218 0.2407 0.3342
9 8 3.4564 0.2507 0.3424
10 9 3.3911 0.2658 0.3610
11 10 3.3287 0.2782 0.3706
12 11 3.2699 0.2885 0.3732
13 12 3.2283 0.2963 0.3962
14 13 3.1751 0.3052 0.3926
15 14 3.1289 0.3133 0.4000
16 15 3.0908 0.3202 0.4042
17 16 3.0526 0.3272 0.4122
18 17 3.0164 0.3329 0.4152
19 18 2.9783 0.3390 0.4196
20 19 2.9448 0.3441 0.4300
21 20 2.9201 0.3482 0.4364
22 21 2.8793 0.3555 0.4348
23 22 2.8604 0.3577 0.4438
24 23 2.8210 0.3666 0.4484
25 24 2.7928 0.3715 0.4586
26 25 2.7671 0.3747 0.4600
27 26 2.7419 0.3788 0.4642
28 27 2.7217 0.3787 0.4660
29 28 2.6930 0.3880 0.4764
30 29 2.6717 0.3903 0.4742
31 30 2.6498 0.3911 0.4750
32 31 2.6302 0.3980 0.4860
33 32 2.6118 0.4003 0.4800
34 33 2.5854 0.4038 0.4874
35 34 2.5717 0.4050 0.4908
36 35 2.5575 0.4084 0.4960
37 36 2.5282 0.4141 0.4948
38 37 2.5173 0.4158 0.4950
39 38 2.5056 0.4182 0.5022
40 39 2.4703 0.4245 0.5062
41 40 2.4708 0.4249 0.5120
42 41 2.4434 0.4290 0.5142
43 42 2.4372 0.4315 0.5166
44 43 2.4200 0.4322 0.5188
45 44 2.4063 0.4351 0.5182
46 45 2.3865 0.4411 0.5186
47 46 2.3711 0.4414 0.5156
48 47 2.3620 0.4407 0.5164
49 48 2.3432 0.4452 0.5272
50 49 2.3372 0.4445 0.5322
51 50 2.3217 0.4483 0.5338
52 51 2.3044 0.4530 0.5292
53 52 2.2928 0.4543 0.5276
54 53 2.2757 0.4571 0.5300
55 54 2.2708 0.4577 0.5274
56 55 2.2640 0.4584 0.5332
57 56 2.2497 0.4629 0.5252
58 57 2.2485 0.4592 0.5312
59 58 2.2349 0.4620 0.5386
60 59 2.2115 0.4699 0.5416
61 60 2.2043 0.4692 0.5408
62 61 2.2017 0.4706 0.5376
63 62 2.1880 0.4696 0.5480
64 63 2.1844 0.4736 0.5456
65 64 2.1790 0.4708 0.5426
66 65 2.1565 0.4759 0.5488
67 66 2.1488 0.4801 0.5416
68 67 2.1413 0.4808 0.5518
69 68 2.1324 0.4835 0.5514
70 69 2.1242 0.4843 0.5508
71 70 2.1191 0.4837 0.5552
72 71 2.0997 0.4878 0.5602
73 72 2.0966 0.4872 0.5550
74 73 2.0961 0.4895 0.5582
75 74 2.0721 0.4966 0.5566
76 75 2.0807 0.4909 0.5592
77 76 2.0687 0.4946 0.5604
78 77 2.0651 0.4947 0.5626
79 78 2.0502 0.4974 0.5610
80 79 2.0522 0.4973 0.5640
81 80 2.0374 0.5003 0.5618
82 81 2.0337 0.5022 0.5618
83 82 2.0189 0.5042 0.5680
84 83 2.0175 0.5032 0.5644
85 84 2.0183 0.5034 0.5672
86 85 2.0051 0.5092 0.5702
87 86 1.9990 0.5035 0.5664
88 87 1.9938 0.5080 0.5718
89 88 1.9846 0.5084 0.5692
90 89 1.9835 0.5099 0.5678
91 90 1.9742 0.5120 0.5676
92 91 1.9740 0.5108 0.5738
93 92 1.9645 0.5144 0.5712
94 93 1.9506 0.5175 0.5718
95 94 1.9542 0.5164 0.5746
96 95 1.9438 0.5196 0.5726
97 96 1.9368 0.5217 0.5780
98 97 1.9276 0.5197 0.5758
99 98 1.9334 0.5204 0.5768
100 99 1.9187 0.5243 0.5768
101 100 1.9175 0.5231 0.5780
102 101 1.9149 0.5203 0.5830
103 102 1.9107 0.5263 0.5834
104 103 1.8977 0.5255 0.5776
105 104 1.8954 0.5277 0.5802
106 105 1.8866 0.5295 0.5844
107 106 1.8882 0.5263 0.5852
108 107 1.8784 0.5333 0.5858
109 108 1.8616 0.5342 0.5852
110 109 1.8770 0.5305 0.5774
111 110 1.8643 0.5334 0.5852
112 111 1.8621 0.5331 0.5872
113 112 1.8582 0.5321 0.5812
114 113 1.8564 0.5342 0.5870
115 114 1.8455 0.5390 0.5898
116 115 1.8519 0.5321 0.5816
117 116 1.8404 0.5387 0.5902
118 117 1.8294 0.5408 0.5858
119 118 1.8390 0.5369 0.5922
120 119 1.8266 0.5399 0.5888
121 120 1.8137 0.5446 0.5902
122 121 1.8151 0.5451 0.5958
123 122 1.8175 0.5403 0.5960
124 123 1.8078 0.5458 0.5928
125 124 1.7997 0.5478 0.5898
126 125 1.8039 0.5476 0.5872
127 126 1.8014 0.5457 0.5890
128 127 1.7839 0.5519 0.5934
129 128 1.7815 0.5504 0.5904
130 129 1.7809 0.5520 0.5892
131 130 1.7806 0.5499 0.5942
132 131 1.7821 0.5511 0.5954
133 132 1.7769 0.5518 0.5990
134 133 1.7720 0.5532 0.5952
135 134 1.7655 0.5551 0.5926
136 135 1.7670 0.5521 0.5950
137 136 1.7605 0.5527 0.5968
138 137 1.7558 0.5557 0.5944
139 138 1.7414 0.5613 0.6026
140 139 1.7463 0.5579 0.6000
141 140 1.7467 0.5594 0.6010
142 141 1.7390 0.5618 0.6028
143 142 1.7412 0.5607 0.5946
144 143 1.7311 0.5611 0.6020
145 144 1.7229 0.5623 0.5978
146 145 1.7137 0.5656 0.6038
147 146 1.7292 0.5615 0.5966
148 147 1.7166 0.5665 0.6002
149 148 1.7154 0.5648 0.6074
150 149 1.7096 0.5663 0.5974
151 150 1.7152 0.5628 0.6008
152 151 1.6985 0.5681 0.6024
153 152 1.7017 0.5691 0.6026
154 153 1.7042 0.5650 0.5948
155 154 1.7008 0.5687 0.6068
156 155 1.6951 0.5696 0.6066
157 156 1.6916 0.5711 0.5988
158 157 1.6914 0.5719 0.6004
159 158 1.6868 0.5695 0.6088
160 159 1.6869 0.5705 0.6062
161 160 1.6741 0.5734 0.6084
162 161 1.6804 0.5705 0.5996
163 162 1.6662 0.5768 0.6074
164 163 1.6709 0.5735 0.6050
165 164 1.6682 0.5745 0.6134
166 165 1.6601 0.5762 0.6122
167 166 1.6725 0.5743 0.6064
168 167 1.6570 0.5776 0.6086
169 168 1.6607 0.5750 0.6082
170 169 1.6546 0.5776 0.6078
171 170 1.6564 0.5764 0.6086
172 171 1.6435 0.5812 0.6180
173 172 1.6503 0.5793 0.6080
174 173 1.6504 0.5808 0.6136
175 174 1.6414 0.5824 0.6080
176 175 1.6389 0.5813 0.6088
177 176 1.6362 0.5823 0.6116
178 177 1.6307 0.5820 0.6106
179 178 1.6327 0.5810 0.6066
180 179 1.6339 0.5838 0.6110
181 180 1.6287 0.5825 0.6072
182 181 1.6253 0.5861 0.6104
183 182 1.6195 0.5842 0.6140
184 183 1.4878 0.6207 0.6134
185 184 1.4375 0.6325 0.6142
186 185 1.4127 0.6400 0.6120
187 186 1.3909 0.6445 0.6078
188 187 1.3626 0.6535 0.6108
189 188 1.3415 0.6580 0.6126
190 189 1.3223 0.6629 0.6094
191 190 1.3053 0.6689 0.6142
192 191 1.2876 0.6744 0.6028
193 192 1.2726 0.6792 0.6110
194 193 1.2517 0.6822 0.6074
195 194 1.2265 0.6922 0.6070
196 195 1.2274 0.6890 0.5994

View file

@ -0,0 +1,147 @@
epoch,loss,acc,val_acc
1,4.6112,0.0540,0.1616
2,4.1556,0.1119,0.2024
3,3.9704,0.1439,0.2330
4,3.8257,0.1753,0.2630
5,3.7040,0.2008,0.2896
6,3.6028,0.2217,0.3128
7,3.5211,0.2412,0.3366
8,3.4566,0.2505,0.3446
9,3.3908,0.2668,0.3584
10,3.3283,0.2786,0.3710
11,3.2699,0.2871,0.3730
12,3.2282,0.2963,0.3956
13,3.1753,0.3040,0.3956
14,3.1291,0.3133,0.3992
15,3.0913,0.3195,0.4038
16,3.0530,0.3279,0.4108
17,3.0169,0.3325,0.4152
18,2.9783,0.3386,0.4200
19,2.9452,0.3440,0.4270
20,2.9202,0.3485,0.4400
21,2.8805,0.3549,0.4384
22,2.8599,0.3574,0.4466
23,2.8209,0.3668,0.4512
24,2.7931,0.3697,0.4580
25,2.7674,0.3749,0.4634
26,2.7420,0.3778,0.4638
27,2.7224,0.3799,0.4640
28,2.6934,0.3887,0.4774
29,2.6728,0.3912,0.4754
30,2.6496,0.3913,0.4780
31,2.6302,0.3975,0.4856
32,2.6118,0.4004,0.4842
33,2.5850,0.4041,0.4872
34,2.5715,0.4043,0.4900
35,2.5571,0.4076,0.5000
36,2.5274,0.4142,0.4968
37,2.5169,0.4144,0.4990
38,2.5046,0.4180,0.4992
39,2.4698,0.4262,0.5080
40,2.4704,0.4230,0.5116
41,2.4429,0.4291,0.5116
42,2.4361,0.4310,0.5128
43,2.4189,0.4324,0.5166
44,2.4063,0.4322,0.5172
45,2.3863,0.4406,0.5210
46,2.3706,0.4412,0.5178
47,2.3627,0.4417,0.5156
48,2.3434,0.4453,0.5284
49,2.3381,0.4437,0.5362
50,2.3230,0.4494,0.5328
51,2.3050,0.4518,0.5300
52,2.2933,0.4552,0.5282
53,2.2758,0.4557,0.5308
54,2.2703,0.4585,0.5250
55,2.2640,0.4572,0.5306
56,2.2502,0.4636,0.5296
57,2.2488,0.4591,0.5366
58,2.2351,0.4613,0.5394
59,2.2129,0.4690,0.5432
60,2.2051,0.4693,0.5412
61,2.2035,0.4693,0.5358
62,2.1882,0.4690,0.5456
63,2.1861,0.4741,0.5462
64,2.1795,0.4708,0.5416
65,2.1584,0.4736,0.5494
66,2.1495,0.4812,0.5424
67,2.1430,0.4795,0.5532
68,2.1324,0.4830,0.5534
69,2.1254,0.4840,0.5510
70,2.1210,0.4834,0.5574
71,2.1009,0.4864,0.5630
72,2.0981,0.4883,0.5548
73,2.0969,0.4904,0.5604
74,2.0744,0.4965,0.5580
75,2.0811,0.4898,0.5642
76,2.0704,0.4956,0.5624
77,2.0657,0.4946,0.5604
78,2.0510,0.4973,0.5602
79,2.0541,0.4975,0.5630
80,2.0390,0.4996,0.5678
81,2.0356,0.5036,0.5640
82,2.0200,0.5048,0.5646
83,2.0200,0.5022,0.5642
84,2.0196,0.5029,0.5638
85,2.0086,0.5078,0.5680
86,2.0001,0.5044,0.5686
87,1.9962,0.5079,0.5718
88,1.9884,0.5078,0.5686
89,1.9853,0.5094,0.5708
90,1.9753,0.5105,0.5726
91,1.9750,0.5105,0.5718
92,1.9665,0.5154,0.5726
93,1.9518,0.5168,0.5722
94,1.9549,0.5172,0.5780
95,1.9477,0.5178,0.5730
96,1.9390,0.5214,0.5760
97,1.9288,0.5189,0.5754
98,1.9348,0.5200,0.5772
99,1.9214,0.5240,0.5758
100,1.9187,0.5221,0.5826
101,1.9170,0.5216,0.5820
102,1.9109,0.5249,0.5788
103,1.8996,0.5262,0.5762
104,1.8990,0.5279,0.5776
105,1.8899,0.5304,0.5782
106,1.8897,0.5264,0.5832
107,1.8810,0.5339,0.5844
108,1.8627,0.5344,0.5882
109,1.8794,0.5297,0.5808
110,1.8679,0.5324,0.5844
111,1.8640,0.5316,0.5874
112,1.8615,0.5319,0.5846
113,1.8616,0.5333,0.5842
114,1.8475,0.5378,0.5884
115,1.8537,0.5326,0.5838
116,1.8423,0.5402,0.5914
117,1.8341,0.5399,0.5874
118,1.8434,0.5369,0.5904
119,1.8291,0.5390,0.5878
120,1.8155,0.5439,0.5904
121,1.8163,0.5432,0.5978
122,1.8181,0.5403,0.5984
123,1.8122,0.5444,0.5976
124,1.8036,0.5459,0.5922
125,1.8072,0.5468,0.5876
126,1.8031,0.5447,0.5880
127,1.7859,0.5499,0.5870
128,1.7848,0.5470,0.5914
129,1.7850,0.5502,0.5878
130,1.7831,0.5482,0.5890
131,1.7846,0.5505,0.5950
132,1.7801,0.5509,0.5964
133,1.7741,0.5532,0.5984
134,1.6330,0.5883,0.5972
135,1.5945,0.5982,0.6060
136,1.5691,0.6050,0.6026
137,1.5466,0.6089,0.5984
138,1.5157,0.6179,0.6002
139,1.4997,0.6237,0.6020
140,1.4828,0.6274,0.5946
141,1.4584,0.6333,0.5976
142,1.4368,0.6410,0.5976
143,1.4164,0.6449,0.5936
144,1.4041,0.6480,0.5988
145,1.3834,0.6529,0.5946
146,1.3695,0.6585,0.5974
1 epoch loss acc val_acc
2 1 4.6112 0.0540 0.1616
3 2 4.1556 0.1119 0.2024
4 3 3.9704 0.1439 0.2330
5 4 3.8257 0.1753 0.2630
6 5 3.7040 0.2008 0.2896
7 6 3.6028 0.2217 0.3128
8 7 3.5211 0.2412 0.3366
9 8 3.4566 0.2505 0.3446
10 9 3.3908 0.2668 0.3584
11 10 3.3283 0.2786 0.3710
12 11 3.2699 0.2871 0.3730
13 12 3.2282 0.2963 0.3956
14 13 3.1753 0.3040 0.3956
15 14 3.1291 0.3133 0.3992
16 15 3.0913 0.3195 0.4038
17 16 3.0530 0.3279 0.4108
18 17 3.0169 0.3325 0.4152
19 18 2.9783 0.3386 0.4200
20 19 2.9452 0.3440 0.4270
21 20 2.9202 0.3485 0.4400
22 21 2.8805 0.3549 0.4384
23 22 2.8599 0.3574 0.4466
24 23 2.8209 0.3668 0.4512
25 24 2.7931 0.3697 0.4580
26 25 2.7674 0.3749 0.4634
27 26 2.7420 0.3778 0.4638
28 27 2.7224 0.3799 0.4640
29 28 2.6934 0.3887 0.4774
30 29 2.6728 0.3912 0.4754
31 30 2.6496 0.3913 0.4780
32 31 2.6302 0.3975 0.4856
33 32 2.6118 0.4004 0.4842
34 33 2.5850 0.4041 0.4872
35 34 2.5715 0.4043 0.4900
36 35 2.5571 0.4076 0.5000
37 36 2.5274 0.4142 0.4968
38 37 2.5169 0.4144 0.4990
39 38 2.5046 0.4180 0.4992
40 39 2.4698 0.4262 0.5080
41 40 2.4704 0.4230 0.5116
42 41 2.4429 0.4291 0.5116
43 42 2.4361 0.4310 0.5128
44 43 2.4189 0.4324 0.5166
45 44 2.4063 0.4322 0.5172
46 45 2.3863 0.4406 0.5210
47 46 2.3706 0.4412 0.5178
48 47 2.3627 0.4417 0.5156
49 48 2.3434 0.4453 0.5284
50 49 2.3381 0.4437 0.5362
51 50 2.3230 0.4494 0.5328
52 51 2.3050 0.4518 0.5300
53 52 2.2933 0.4552 0.5282
54 53 2.2758 0.4557 0.5308
55 54 2.2703 0.4585 0.5250
56 55 2.2640 0.4572 0.5306
57 56 2.2502 0.4636 0.5296
58 57 2.2488 0.4591 0.5366
59 58 2.2351 0.4613 0.5394
60 59 2.2129 0.4690 0.5432
61 60 2.2051 0.4693 0.5412
62 61 2.2035 0.4693 0.5358
63 62 2.1882 0.4690 0.5456
64 63 2.1861 0.4741 0.5462
65 64 2.1795 0.4708 0.5416
66 65 2.1584 0.4736 0.5494
67 66 2.1495 0.4812 0.5424
68 67 2.1430 0.4795 0.5532
69 68 2.1324 0.4830 0.5534
70 69 2.1254 0.4840 0.5510
71 70 2.1210 0.4834 0.5574
72 71 2.1009 0.4864 0.5630
73 72 2.0981 0.4883 0.5548
74 73 2.0969 0.4904 0.5604
75 74 2.0744 0.4965 0.5580
76 75 2.0811 0.4898 0.5642
77 76 2.0704 0.4956 0.5624
78 77 2.0657 0.4946 0.5604
79 78 2.0510 0.4973 0.5602
80 79 2.0541 0.4975 0.5630
81 80 2.0390 0.4996 0.5678
82 81 2.0356 0.5036 0.5640
83 82 2.0200 0.5048 0.5646
84 83 2.0200 0.5022 0.5642
85 84 2.0196 0.5029 0.5638
86 85 2.0086 0.5078 0.5680
87 86 2.0001 0.5044 0.5686
88 87 1.9962 0.5079 0.5718
89 88 1.9884 0.5078 0.5686
90 89 1.9853 0.5094 0.5708
91 90 1.9753 0.5105 0.5726
92 91 1.9750 0.5105 0.5718
93 92 1.9665 0.5154 0.5726
94 93 1.9518 0.5168 0.5722
95 94 1.9549 0.5172 0.5780
96 95 1.9477 0.5178 0.5730
97 96 1.9390 0.5214 0.5760
98 97 1.9288 0.5189 0.5754
99 98 1.9348 0.5200 0.5772
100 99 1.9214 0.5240 0.5758
101 100 1.9187 0.5221 0.5826
102 101 1.9170 0.5216 0.5820
103 102 1.9109 0.5249 0.5788
104 103 1.8996 0.5262 0.5762
105 104 1.8990 0.5279 0.5776
106 105 1.8899 0.5304 0.5782
107 106 1.8897 0.5264 0.5832
108 107 1.8810 0.5339 0.5844
109 108 1.8627 0.5344 0.5882
110 109 1.8794 0.5297 0.5808
111 110 1.8679 0.5324 0.5844
112 111 1.8640 0.5316 0.5874
113 112 1.8615 0.5319 0.5846
114 113 1.8616 0.5333 0.5842
115 114 1.8475 0.5378 0.5884
116 115 1.8537 0.5326 0.5838
117 116 1.8423 0.5402 0.5914
118 117 1.8341 0.5399 0.5874
119 118 1.8434 0.5369 0.5904
120 119 1.8291 0.5390 0.5878
121 120 1.8155 0.5439 0.5904
122 121 1.8163 0.5432 0.5978
123 122 1.8181 0.5403 0.5984
124 123 1.8122 0.5444 0.5976
125 124 1.8036 0.5459 0.5922
126 125 1.8072 0.5468 0.5876
127 126 1.8031 0.5447 0.5880
128 127 1.7859 0.5499 0.5870
129 128 1.7848 0.5470 0.5914
130 129 1.7850 0.5502 0.5878
131 130 1.7831 0.5482 0.5890
132 131 1.7846 0.5505 0.5950
133 132 1.7801 0.5509 0.5964
134 133 1.7741 0.5532 0.5984
135 134 1.6330 0.5883 0.5972
136 135 1.5945 0.5982 0.6060
137 136 1.5691 0.6050 0.6026
138 137 1.5466 0.6089 0.5984
139 138 1.5157 0.6179 0.6002
140 139 1.4997 0.6237 0.6020
141 140 1.4828 0.6274 0.5946
142 141 1.4584 0.6333 0.5976
143 142 1.4368 0.6410 0.5976
144 143 1.4164 0.6449 0.5936
145 144 1.4041 0.6480 0.5988
146 145 1.3834 0.6529 0.5946
147 146 1.3695 0.6585 0.5974

View file

@ -0,0 +1,157 @@
epoch,loss,acc,val_acc
1,4.6114,0.0540,0.1612
2,4.1555,0.1116,0.2024
3,3.9698,0.1438,0.2348
4,3.8260,0.1756,0.2608
5,3.7045,0.2001,0.2948
6,3.6027,0.2218,0.3154
7,3.5216,0.2405,0.3354
8,3.4561,0.2512,0.3414
9,3.3905,0.2667,0.3592
10,3.3285,0.2793,0.3706
11,3.2698,0.2881,0.3722
12,3.2282,0.2961,0.3954
13,3.1753,0.3031,0.3914
14,3.1287,0.3150,0.3994
15,3.0907,0.3195,0.4058
16,3.0525,0.3277,0.4142
17,3.0162,0.3331,0.4144
18,2.9778,0.3390,0.4230
19,2.9452,0.3446,0.4282
20,2.9192,0.3485,0.4386
21,2.8801,0.3554,0.4366
22,2.8592,0.3570,0.4464
23,2.8209,0.3669,0.4484
24,2.7929,0.3692,0.4584
25,2.7667,0.3764,0.4602
26,2.7415,0.3780,0.4634
27,2.7216,0.3798,0.4632
28,2.6932,0.3882,0.4782
29,2.6713,0.3910,0.4758
30,2.6488,0.3920,0.4770
31,2.6298,0.3975,0.4866
32,2.6118,0.3996,0.4842
33,2.5849,0.4042,0.4826
34,2.5708,0.4053,0.4866
35,2.5567,0.4084,0.4982
36,2.5268,0.4151,0.4984
37,2.5168,0.4155,0.4964
38,2.5046,0.4177,0.5006
39,2.4700,0.4250,0.5102
40,2.4697,0.4228,0.5096
41,2.4428,0.4287,0.5120
42,2.4355,0.4305,0.5136
43,2.4192,0.4329,0.5200
44,2.4055,0.4331,0.5176
45,2.3860,0.4398,0.5174
46,2.3707,0.4418,0.5156
47,2.3623,0.4414,0.5150
48,2.3425,0.4456,0.5294
49,2.3371,0.4439,0.5358
50,2.3216,0.4493,0.5314
51,2.3050,0.4529,0.5274
52,2.2928,0.4535,0.5314
53,2.2760,0.4574,0.5272
54,2.2699,0.4577,0.5236
55,2.2642,0.4579,0.5296
56,2.2495,0.4639,0.5272
57,2.2480,0.4605,0.5360
58,2.2335,0.4619,0.5386
59,2.2115,0.4696,0.5402
60,2.2043,0.4702,0.5376
61,2.2028,0.4705,0.5350
62,2.1886,0.4691,0.5434
63,2.1842,0.4748,0.5462
64,2.1797,0.4700,0.5442
65,2.1574,0.4746,0.5488
66,2.1489,0.4801,0.5430
67,2.1429,0.4789,0.5552
68,2.1318,0.4832,0.5496
69,2.1254,0.4828,0.5472
70,2.1195,0.4825,0.5556
71,2.0999,0.4870,0.5556
72,2.0988,0.4880,0.5508
73,2.0966,0.4887,0.5566
74,2.0733,0.4951,0.5598
75,2.0796,0.4930,0.5630
76,2.0698,0.4943,0.5630
77,2.0659,0.4944,0.5588
78,2.0505,0.4988,0.5610
79,2.0536,0.4980,0.5616
80,2.0380,0.5001,0.5644
81,2.0345,0.5014,0.5594
82,2.0194,0.5035,0.5702
83,2.0191,0.5031,0.5632
84,2.0192,0.5021,0.5674
85,2.0082,0.5068,0.5658
86,1.9994,0.5047,0.5670
87,1.9948,0.5074,0.5754
88,1.9871,0.5081,0.5716
89,1.9856,0.5093,0.5690
90,1.9754,0.5114,0.5696
91,1.9744,0.5104,0.5742
92,1.9656,0.5158,0.5738
93,1.9521,0.5173,0.5698
94,1.9544,0.5159,0.5750
95,1.9463,0.5191,0.5766
96,1.9375,0.5211,0.5800
97,1.9290,0.5196,0.5786
98,1.9359,0.5196,0.5762
99,1.9204,0.5247,0.5740
100,1.9190,0.5230,0.5808
101,1.9160,0.5205,0.5802
102,1.9105,0.5244,0.5814
103,1.9007,0.5253,0.5774
104,1.8980,0.5287,0.5804
105,1.8889,0.5304,0.5800
106,1.8899,0.5253,0.5826
107,1.8791,0.5351,0.5822
108,1.8638,0.5330,0.5852
109,1.8805,0.5287,0.5848
110,1.8661,0.5325,0.5836
111,1.8636,0.5332,0.5840
112,1.8619,0.5328,0.5820
113,1.8609,0.5321,0.5850
114,1.8471,0.5379,0.5882
115,1.8530,0.5334,0.5848
116,1.8430,0.5378,0.5886
117,1.8322,0.5394,0.5888
118,1.8417,0.5365,0.5936
119,1.8270,0.5408,0.5872
120,1.8162,0.5454,0.5856
121,1.8166,0.5425,0.5930
122,1.8197,0.5405,0.5960
123,1.8099,0.5459,0.5954
124,1.8023,0.5468,0.5938
125,1.8067,0.5462,0.5864
126,1.8027,0.5451,0.5848
127,1.7834,0.5522,0.5928
128,1.7828,0.5479,0.5926
129,1.7829,0.5504,0.5878
130,1.7832,0.5488,0.5906
131,1.7840,0.5509,0.5942
132,1.7793,0.5522,0.5938
133,1.7739,0.5533,0.5958
134,1.6327,0.5880,0.5980
135,1.5942,0.5967,0.6018
136,1.5697,0.6053,0.5980
137,1.5471,0.6105,0.5924
138,1.5157,0.6166,0.5954
139,1.4998,0.6253,0.5998
140,1.4822,0.6259,0.5944
141,1.4576,0.6347,0.5934
142,1.4374,0.6413,0.5988
143,1.4170,0.6447,0.5930
144,1.4041,0.6468,0.5960
145,1.3831,0.6544,0.6030
146,1.3665,0.6583,0.6008
147,1.3489,0.6625,0.5952
148,1.3403,0.6659,0.5980
149,1.3258,0.6697,0.5836
150,1.3090,0.6726,0.5880
151,1.2885,0.6805,0.5948
152,1.2874,0.6773,0.5926
153,1.2644,0.6850,0.5930
154,1.2502,0.6892,0.5908
155,1.2376,0.6912,0.5882
156,1.2286,0.6926,0.5824
1 epoch loss acc val_acc
2 1 4.6114 0.0540 0.1612
3 2 4.1555 0.1116 0.2024
4 3 3.9698 0.1438 0.2348
5 4 3.8260 0.1756 0.2608
6 5 3.7045 0.2001 0.2948
7 6 3.6027 0.2218 0.3154
8 7 3.5216 0.2405 0.3354
9 8 3.4561 0.2512 0.3414
10 9 3.3905 0.2667 0.3592
11 10 3.3285 0.2793 0.3706
12 11 3.2698 0.2881 0.3722
13 12 3.2282 0.2961 0.3954
14 13 3.1753 0.3031 0.3914
15 14 3.1287 0.3150 0.3994
16 15 3.0907 0.3195 0.4058
17 16 3.0525 0.3277 0.4142
18 17 3.0162 0.3331 0.4144
19 18 2.9778 0.3390 0.4230
20 19 2.9452 0.3446 0.4282
21 20 2.9192 0.3485 0.4386
22 21 2.8801 0.3554 0.4366
23 22 2.8592 0.3570 0.4464
24 23 2.8209 0.3669 0.4484
25 24 2.7929 0.3692 0.4584
26 25 2.7667 0.3764 0.4602
27 26 2.7415 0.3780 0.4634
28 27 2.7216 0.3798 0.4632
29 28 2.6932 0.3882 0.4782
30 29 2.6713 0.3910 0.4758
31 30 2.6488 0.3920 0.4770
32 31 2.6298 0.3975 0.4866
33 32 2.6118 0.3996 0.4842
34 33 2.5849 0.4042 0.4826
35 34 2.5708 0.4053 0.4866
36 35 2.5567 0.4084 0.4982
37 36 2.5268 0.4151 0.4984
38 37 2.5168 0.4155 0.4964
39 38 2.5046 0.4177 0.5006
40 39 2.4700 0.4250 0.5102
41 40 2.4697 0.4228 0.5096
42 41 2.4428 0.4287 0.5120
43 42 2.4355 0.4305 0.5136
44 43 2.4192 0.4329 0.5200
45 44 2.4055 0.4331 0.5176
46 45 2.3860 0.4398 0.5174
47 46 2.3707 0.4418 0.5156
48 47 2.3623 0.4414 0.5150
49 48 2.3425 0.4456 0.5294
50 49 2.3371 0.4439 0.5358
51 50 2.3216 0.4493 0.5314
52 51 2.3050 0.4529 0.5274
53 52 2.2928 0.4535 0.5314
54 53 2.2760 0.4574 0.5272
55 54 2.2699 0.4577 0.5236
56 55 2.2642 0.4579 0.5296
57 56 2.2495 0.4639 0.5272
58 57 2.2480 0.4605 0.5360
59 58 2.2335 0.4619 0.5386
60 59 2.2115 0.4696 0.5402
61 60 2.2043 0.4702 0.5376
62 61 2.2028 0.4705 0.5350
63 62 2.1886 0.4691 0.5434
64 63 2.1842 0.4748 0.5462
65 64 2.1797 0.4700 0.5442
66 65 2.1574 0.4746 0.5488
67 66 2.1489 0.4801 0.5430
68 67 2.1429 0.4789 0.5552
69 68 2.1318 0.4832 0.5496
70 69 2.1254 0.4828 0.5472
71 70 2.1195 0.4825 0.5556
72 71 2.0999 0.4870 0.5556
73 72 2.0988 0.4880 0.5508
74 73 2.0966 0.4887 0.5566
75 74 2.0733 0.4951 0.5598
76 75 2.0796 0.4930 0.5630
77 76 2.0698 0.4943 0.5630
78 77 2.0659 0.4944 0.5588
79 78 2.0505 0.4988 0.5610
80 79 2.0536 0.4980 0.5616
81 80 2.0380 0.5001 0.5644
82 81 2.0345 0.5014 0.5594
83 82 2.0194 0.5035 0.5702
84 83 2.0191 0.5031 0.5632
85 84 2.0192 0.5021 0.5674
86 85 2.0082 0.5068 0.5658
87 86 1.9994 0.5047 0.5670
88 87 1.9948 0.5074 0.5754
89 88 1.9871 0.5081 0.5716
90 89 1.9856 0.5093 0.5690
91 90 1.9754 0.5114 0.5696
92 91 1.9744 0.5104 0.5742
93 92 1.9656 0.5158 0.5738
94 93 1.9521 0.5173 0.5698
95 94 1.9544 0.5159 0.5750
96 95 1.9463 0.5191 0.5766
97 96 1.9375 0.5211 0.5800
98 97 1.9290 0.5196 0.5786
99 98 1.9359 0.5196 0.5762
100 99 1.9204 0.5247 0.5740
101 100 1.9190 0.5230 0.5808
102 101 1.9160 0.5205 0.5802
103 102 1.9105 0.5244 0.5814
104 103 1.9007 0.5253 0.5774
105 104 1.8980 0.5287 0.5804
106 105 1.8889 0.5304 0.5800
107 106 1.8899 0.5253 0.5826
108 107 1.8791 0.5351 0.5822
109 108 1.8638 0.5330 0.5852
110 109 1.8805 0.5287 0.5848
111 110 1.8661 0.5325 0.5836
112 111 1.8636 0.5332 0.5840
113 112 1.8619 0.5328 0.5820
114 113 1.8609 0.5321 0.5850
115 114 1.8471 0.5379 0.5882
116 115 1.8530 0.5334 0.5848
117 116 1.8430 0.5378 0.5886
118 117 1.8322 0.5394 0.5888
119 118 1.8417 0.5365 0.5936
120 119 1.8270 0.5408 0.5872
121 120 1.8162 0.5454 0.5856
122 121 1.8166 0.5425 0.5930
123 122 1.8197 0.5405 0.5960
124 123 1.8099 0.5459 0.5954
125 124 1.8023 0.5468 0.5938
126 125 1.8067 0.5462 0.5864
127 126 1.8027 0.5451 0.5848
128 127 1.7834 0.5522 0.5928
129 128 1.7828 0.5479 0.5926
130 129 1.7829 0.5504 0.5878
131 130 1.7832 0.5488 0.5906
132 131 1.7840 0.5509 0.5942
133 132 1.7793 0.5522 0.5938
134 133 1.7739 0.5533 0.5958
135 134 1.6327 0.5880 0.5980
136 135 1.5942 0.5967 0.6018
137 136 1.5697 0.6053 0.5980
138 137 1.5471 0.6105 0.5924
139 138 1.5157 0.6166 0.5954
140 139 1.4998 0.6253 0.5998
141 140 1.4822 0.6259 0.5944
142 141 1.4576 0.6347 0.5934
143 142 1.4374 0.6413 0.5988
144 143 1.4170 0.6447 0.5930
145 144 1.4041 0.6468 0.5960
146 145 1.3831 0.6544 0.6030
147 146 1.3665 0.6583 0.6008
148 147 1.3489 0.6625 0.5952
149 148 1.3403 0.6659 0.5980
150 149 1.3258 0.6697 0.5836
151 150 1.3090 0.6726 0.5880
152 151 1.2885 0.6805 0.5948
153 152 1.2874 0.6773 0.5926
154 153 1.2644 0.6850 0.5930
155 154 1.2502 0.6892 0.5908
156 155 1.2376 0.6912 0.5882
157 156 1.2286 0.6926 0.5824

66
tikz/validation-curve/edit_curve.py Normal file → Executable file
View file

@ -4,8 +4,10 @@ import csv
import glob import glob
import numpy as np import numpy as np
history_files = glob.glob("*.csv") history_files = glob.glob("cifar100_*.csv")
print(history_files)
data = [] data = []
loss = []
for filename in history_files: for filename in history_files:
print(filename) print(filename)
@ -18,7 +20,7 @@ for filename in history_files:
if i == 0: if i == 0:
continue continue
data.append([float(el[2])]) data.append([float(el[2])])
print(data) loss.append([float(el[1])])
else: else:
for i, el in enumerate(datathis): for i, el in enumerate(datathis):
if i == 0: if i == 0:
@ -26,20 +28,60 @@ for filename in history_files:
if i == len(data): if i == len(data):
break break
data[i - 1].append(float(el[2])) data[i - 1].append(float(el[2]))
loss[i - 1].append(float(el[1]))
print("!" * 80) # crop to where all are trained
print(data) print(len(data))
print("-" * 80) orderings = []
for i, el in enumerate(data):
if len(el) != len(history_files):
break
data = data[:i]
loss = loss[:i]
print(len(data))
# orderings
def get_changes(ord1, ord2):
"""Count how often the order changes between two elements."""
changes = 0
for i in range(10):
for j in range(i + 1, 10):
o1go2 = (ord1.index(i) > ord1.index(j) and
ord2.index(i) > ord2.index(j))
o1lo2 = (ord1.index(i) < ord1.index(j) and
ord2.index(i) < ord2.index(j))
if not (o1go2 or o1lo2):
changes += 1
return changes
if len(history_files) > 1:
orderings = []
for row in data:
ordering = zip(range(10), row)
ordering = sorted(ordering, key=lambda n: n[1])
ordering = [el[0] for el in ordering]
orderings.append(ordering)
get_changes(orderings[0], orderings[1])
change_list = []
for ord1, ord2 in zip(orderings, orderings[1:]):
changes = get_changes(ord1, ord2)
change_list.append(changes)
change_list = np.array(change_list)
print("change_list = {}".format(change_list.mean()))
# write
max_range = 0 max_range = 0
with open('baseline_cifar_test_acc.csv', 'w') as fp: with open('baseline_cifar_test_acc.csv', 'w') as fp:
writer = csv.writer(fp, delimiter=',') writer = csv.writer(fp, delimiter=',')
writer.writerow(["epoch", "min_acc", "max_acc", "mean_acc"]) writer.writerow(["epoch", "min_acc", "max_acc", "mean_acc", "mean_loss"])
for epoch, row in enumerate(data): for epoch, row in enumerate(data):
if len(row) < 10: if len(row) < len(history_files):
print(row)
print(len(row))
break break
max_range = max(max_range, max(row) - min(row)) max_range = max(max_range, max(row) - min(row))
print("max range={}, epoch={}".format(max_range, epoch)) writer.writerow([epoch, min(row), max(row), np.array(row).mean(),
writer.writerow([epoch, min(row), max(row), np.array(row).mean()]) np.array(loss[epoch]).mean()])
print(max_range) print("max_range={}".format(max_range))

Binary file not shown.

Before

Width:  |  Height:  |  Size: 30 KiB

After

Width:  |  Height:  |  Size: 38 KiB

Before After
Before After

View file

@ -1,4 +1,4 @@
\documentclass[varwidth=true, border=2pt]{standalone} \documentclass[border=2pt]{standalone}
\usepackage[utf8]{inputenc} % this is needed for umlauts \usepackage[utf8]{inputenc} % this is needed for umlauts
\usepackage[ngerman]{babel} % this is needed for umlauts \usepackage[ngerman]{babel} % this is needed for umlauts
\usepackage[T1]{fontenc} % this is needed for correct output of umlauts in pdf \usepackage[T1]{fontenc} % this is needed for correct output of umlauts in pdf
@ -9,33 +9,48 @@
\pgfplotsset{compat=1.13} \pgfplotsset{compat=1.13}
\begin{document} \begin{document}
\definecolor{c1}{HTML}{0072B2}
\definecolor{c2}{HTML}{009E73}
\definecolor{c3}{HTML}{CB0000}
\begin{tikzpicture} \begin{tikzpicture}
\pgfplotsset{
scale only axis,
% scaled x ticks=base 10:3,
xmin=0, xmax=171,
width=15cm, height=8cm, % size of the image
}
\begin{axis}[ \begin{axis}[
axis x line=middle, axis y line*=left,
axis y line=middle,
enlarge y limits=true,
xmin=0,
%xmax=2014,
ymin=0.15, ymin=0.15,
% ymax=26000, % ymax=26000,
width=15cm, height=8cm, % size of the image
grid = major, grid = major,
grid style={dashed, gray!30}, grid style={dashed, gray!30},
ylabel=validation error, ylabel=validation accuracy,
ylabel style={at={(0,1.0)}}, legend style={at={(0.5,0.1)},anchor=south},
% ylabel style={at={(0,1.0)} },
xlabel=epoch, xlabel=epoch,
legend style={at={(0.8,0.71)}, anchor=north}, % legend style={at={(0.3,0.2)}, anchor=north},
legend cell align=right, % legend cell align=right,
xticklabel style= xticklabel style=
{/pgf/number format/1000 sep=,rotate=60,anchor=east,font=\scriptsize}, {/pgf/number format/1000 sep=,rotate=60,anchor=east,font=\scriptsize},
% yticklabel style=
% {scaled ticks=false,/pgf/number format/1000 sep=\,,rotate=0,anchor=east,font=\scriptsize},
% legend style={draw=none, legend columns=-1}
] ]
\addplot[thick, red, mark=., densely dashed] table [x=epoch, y=max_acc, col sep=comma] {baseline_cifar_test_acc.csv}; \addplot[thick, c1, mark=., densely dashed] table [x=epoch, y=max_acc, col sep=comma] {baseline_cifar_test_acc.csv};\label{plot_one}\addlegendentry{maximum validation accuracy}
\addplot[thick, blue, mark=.] table [x=epoch,y=min_acc, col sep=comma] {baseline_cifar_test_acc.csv}; \addplot[thick, c2, mark=.] table [x=epoch,y=min_acc, col sep=comma] {baseline_cifar_test_acc.csv};\label{plot_two}\addlegendentry{minimum validation accuracy}
\legend{maximum validation accuracy, minimum validation accuracy}
\end{axis} \end{axis}
\end{tikzpicture}d \begin{axis}[
axis y line*=right,
axis x line=none,
% xmin=0,
% xmax=171,
% ymin=0, ymax=100,
ylabel=loss,
legend style={at={(0.5,0.1)},anchor=south},
y dir=reverse
]
\addlegendimage{thick, c1, mark=., densely dashed}\addlegendentry{maximum validation accuracy}
\addlegendimage{thick, c2, mark=.}\addlegendentry{minimum validation accuracy}
\addplot[thick, c3, mark=., dotted] table [x=epoch,y=mean_loss, col sep=comma] {baseline_cifar_test_acc.csv};
\addlegendentry{mean loss}
\end{axis}
\end{tikzpicture}
\end{document} \end{document}