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tikz/validation-curve: Update
This commit is contained in:
parent
9c5d73dbff
commit
7f1684d2c1
24 changed files with 1988 additions and 1715 deletions
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@ -1,127 +1,147 @@
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epoch,min_acc,max_acc,mean_acc
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|
||||
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
|
||||
|
|
|
|
@ -1,185 +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
|
|
|
@ -1,175 +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
|
|
|
@ -1,130 +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
|
|
|
@ -1,157 +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
|
|
|
@ -1,144 +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
|
|
|
@ -1,140 +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
|
|
|
@ -1,157 +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
|
|
|
@ -1,185 +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
|
|
|
@ -1,128 +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
|
|
|
@ -1,156 +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
|
|
|
@ -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
|
|
|
@ -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
|
|
|
@ -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
|
|
|
@ -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
|
|
|
@ -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
|
|
|
@ -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
|
|
|
@ -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
|
|
|
@ -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
|
|
|
@ -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
|
|
|
@ -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
|
|
66
tikz/validation-curve/edit_curve.py
Normal file → Executable file
66
tikz/validation-curve/edit_curve.py
Normal file → Executable file
|
@ -4,8 +4,10 @@ import csv
|
|||
import glob
|
||||
import numpy as np
|
||||
|
||||
history_files = glob.glob("*.csv")
|
||||
history_files = glob.glob("cifar100_*.csv")
|
||||
print(history_files)
|
||||
data = []
|
||||
loss = []
|
||||
|
||||
for filename in history_files:
|
||||
print(filename)
|
||||
|
@ -18,7 +20,7 @@ for filename in history_files:
|
|||
if i == 0:
|
||||
continue
|
||||
data.append([float(el[2])])
|
||||
print(data)
|
||||
loss.append([float(el[1])])
|
||||
else:
|
||||
for i, el in enumerate(datathis):
|
||||
if i == 0:
|
||||
|
@ -26,20 +28,60 @@ for filename in history_files:
|
|||
if i == len(data):
|
||||
break
|
||||
data[i - 1].append(float(el[2]))
|
||||
loss[i - 1].append(float(el[1]))
|
||||
|
||||
print("!" * 80)
|
||||
print(data)
|
||||
print("-" * 80)
|
||||
# crop to where all are trained
|
||||
print(len(data))
|
||||
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
|
||||
with open('baseline_cifar_test_acc.csv', 'w') as fp:
|
||||
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):
|
||||
if len(row) < 10:
|
||||
print(row)
|
||||
print(len(row))
|
||||
if len(row) < len(history_files):
|
||||
break
|
||||
max_range = max(max_range, max(row) - min(row))
|
||||
print("max range={}, epoch={}".format(max_range, epoch))
|
||||
writer.writerow([epoch, min(row), max(row), np.array(row).mean()])
|
||||
print(max_range)
|
||||
writer.writerow([epoch, min(row), max(row), np.array(row).mean(),
|
||||
np.array(loss[epoch]).mean()])
|
||||
print("max_range={}".format(max_range))
|
||||
|
|
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Before Width: | Height: | Size: 30 KiB After Width: | Height: | Size: 38 KiB |
|
@ -1,4 +1,4 @@
|
|||
\documentclass[varwidth=true, border=2pt]{standalone}
|
||||
\documentclass[border=2pt]{standalone}
|
||||
\usepackage[utf8]{inputenc} % this is needed for umlauts
|
||||
\usepackage[ngerman]{babel} % this is needed for umlauts
|
||||
\usepackage[T1]{fontenc} % this is needed for correct output of umlauts in pdf
|
||||
|
@ -9,33 +9,48 @@
|
|||
\pgfplotsset{compat=1.13}
|
||||
|
||||
\begin{document}
|
||||
\definecolor{c1}{HTML}{0072B2}
|
||||
\definecolor{c2}{HTML}{009E73}
|
||||
\definecolor{c3}{HTML}{CB0000}
|
||||
\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}[
|
||||
axis x line=middle,
|
||||
axis y line=middle,
|
||||
enlarge y limits=true,
|
||||
xmin=0,
|
||||
%xmax=2014,
|
||||
axis y line*=left,
|
||||
ymin=0.15,
|
||||
% ymax=26000,
|
||||
width=15cm, height=8cm, % size of the image
|
||||
grid = major,
|
||||
grid style={dashed, gray!30},
|
||||
ylabel=validation error,
|
||||
ylabel style={at={(0,1.0)}},
|
||||
ylabel=validation accuracy,
|
||||
legend style={at={(0.5,0.1)},anchor=south},
|
||||
% ylabel style={at={(0,1.0)} },
|
||||
xlabel=epoch,
|
||||
legend style={at={(0.8,0.71)}, anchor=north},
|
||||
legend cell align=right,
|
||||
% legend style={at={(0.3,0.2)}, anchor=north},
|
||||
% legend cell align=right,
|
||||
xticklabel style=
|
||||
{/pgf/number format/1000 sep=,rotate=60,anchor=east,font=\scriptsize},
|
||||
% yticklabel style=
|
||||
% {scaled ticks=false,/pgf/number format/1000 sep=\,,rotate=0,anchor=east,font=\scriptsize},
|
||||
% legend style={draw=none, legend columns=-1}
|
||||
]
|
||||
\addplot[thick, red, mark=., densely dashed] table [x=epoch, y=max_acc, col sep=comma] {baseline_cifar_test_acc.csv};
|
||||
\addplot[thick, blue, mark=.] table [x=epoch,y=min_acc, col sep=comma] {baseline_cifar_test_acc.csv};
|
||||
\legend{maximum validation accuracy, minimum validation accuracy}
|
||||
\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, c2, mark=.] table [x=epoch,y=min_acc, col sep=comma] {baseline_cifar_test_acc.csv};\label{plot_two}\addlegendentry{minimum validation accuracy}
|
||||
\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}
|
||||
|
|
Loading…
Add table
Add a link
Reference in a new issue