|
epoch,accuracy,loss,val_accuracy,val_loss
|
|
0,0.38672739267349243,1.3224213123321533,0.454363077878952,1.1673961877822876
|
|
1,0.4420093595981598,1.2313705682754517,0.5977934002876282,0.9425778985023499
|
|
2,0.5218542218208313,1.1181541681289673,0.5837512612342834,0.9465675354003906
|
|
3,0.5749815106391907,1.042194128036499,0.41524574160575867,1.4171302318572998
|
|
4,0.5819994807243347,1.0352028608322144,0.779338002204895,0.581262469291687
|
|
5,0.6068702340126038,0.9946780204772949,0.776328980922699,0.6316547989845276
|
|
6,0.6179512143135071,0.976997435092926,0.8124372959136963,0.5230810046195984
|
|
7,0.6457769274711609,0.9184946417808533,0.8435305953025818,0.4790758788585663
|
|
8,0.6606746912002563,0.8896179795265198,0.8345035314559937,0.4694119095802307
|
|
9,0.6721251010894775,0.8869253396987915,0.8495486378669739,0.451240211725235
|
|
10,0.6853607296943665,0.8489736914634705,0.8515546917915344,0.4311199486255646
|
|
11,0.7043216228485107,0.8129337430000305,0.8635907769203186,0.39656034111976624
|
|
12,0.7096158862113953,0.7935062646865845,0.8615847826004028,0.4131045341491699
|
|
13,0.7133710980415344,0.7843314409255981,0.873620867729187,0.39354264736175537
|
|
14,0.7023516297340393,0.8138120174407959,0.8625877499580383,0.4114719033241272
|
|
15,0.7058606147766113,0.7957422137260437,0.8806419372558594,0.3674590289592743
|
|
16,0.7213124632835388,0.7738632559776306,0.8806419372558594,0.36130931973457336
|
|
17,0.7471066117286682,0.723432719707489,0.8836509585380554,0.3444803059101105
|
|
18,0.7473528981208801,0.716682493686676,0.8996990919113159,0.31741636991500854
|
|
19,0.7480915784835815,0.7253229022026062,0.9147442579269409,0.28789931535720825
|
|
20,0.767729640007019,0.6807548999786377,0.8986960649490356,0.30594080686569214
|
|
21,0.7693302035331726,0.682502031326294,0.905717134475708,0.2983299493789673
|
|
22,0.7733932733535767,0.6718135476112366,0.8836509585380554,0.3670578598976135
|
|
23,0.7737010717391968,0.6709801554679871,0.8395185470581055,0.470253050327301
|
|
24,0.7596651315689087,0.7010554075241089,0.9147442579269409,0.2886304557323456
|
|
25,0.774316668510437,0.6671198010444641,0.9047141671180725,0.2894437611103058
|
|
26,0.795124351978302,0.6180428266525269,0.9157472252845764,0.2551563084125519
|
|
27,0.7634819149971008,0.6988984942436218,0.8966900706291199,0.30650052428245544
|
|
28,0.7841048836708069,0.6406344771385193,0.9097291827201843,0.2663410007953644
|
|
29,0.8014035820960999,0.6085219979286194,0.9017050862312317,0.3150574266910553
|
|
30,0.8078059554100037,0.5977412462234497,0.9127382040023804,0.27234897017478943
|
|
31,0.8007264137268066,0.6060265898704529,0.9257773160934448,0.2514392137527466
|
|
32,0.7924156785011292,0.627679169178009,0.9257773160934448,0.24009062349796295
|
|
33,0.8084215521812439,0.5874112844467163,0.9147442579269409,0.26992306113243103
|
|
34,0.798571765422821,0.6088840961456299,0.9017050862312317,0.3270300030708313
|
|
35,0.77733314037323,0.667144775390625,0.905717134475708,0.2954634428024292
|
|
36,0.7966018319129944,0.6137194633483887,0.9197592735290527,0.26353657245635986
|
|
37,0.816424548625946,0.561862587928772,0.9277833700180054,0.2397591471672058
|
|
38,0.8203644156455994,0.564004123210907,0.9307923913002014,0.24721738696098328
|
|
39,0.8235040903091431,0.5517779588699341,0.9267803430557251,0.237891286611557
|
|
40,0.8182713389396667,0.5644980669021606,0.9227682948112488,0.24371539056301117
|
|
41,0.8244274854660034,0.554069995880127,0.9257773160934448,0.23863743245601654
|
|
42,0.8377246856689453,0.5293675661087036,0.9327983856201172,0.22922921180725098
|
|
43,0.8175941705703735,0.5707035660743713,0.9327983856201172,0.23939459025859833
|
|
44,0.830214262008667,0.5314187407493591,0.9287863373756409,0.23560838401317596
|
|
45,0.8267052173614502,0.5470937490463257,0.9358074069023132,0.21710950136184692
|
|
46,0.8247352838516235,0.5472817420959473,0.9257773160934448,0.24124136567115784
|
|
47,0.8312608003616333,0.5309559106826782,0.8866599798202515,0.36275604367256165
|
|
48,0.843942403793335,0.5180748701095581,0.9368104338645935,0.22892017662525177
|
|
49,0.840310275554657,0.5129413604736328,0.9297893643379211,0.2301240712404251
|
|
50,0.8371706604957581,0.519921600818634,0.9287863373756409,0.24486368894577026
|
|
51,0.8325535655021667,0.5311570763587952,0.9378134608268738,0.2145032435655594
|
|
52,0.8379094004631042,0.5156523585319519,0.9448345303535461,0.20864255726337433
|
|
53,0.8416030406951904,0.5083816647529602,0.9327983856201172,0.23896977305412292
|
|
54,0.8478207588195801,0.48898056149482727,0.9348044395446777,0.22875195741653442
|
|
55,0.8463432788848877,0.4938851296901703,0.9227682948112488,0.2633500397205353
|
|
56,0.8555158972740173,0.4687589108943939,0.9317953586578369,0.22461800277233124
|
|
57,0.8523762822151184,0.4775617718696594,0.9227682948112488,0.24072551727294922
|
|
58,0.8459123373031616,0.4993777871131897,0.9338014125823975,0.22999438643455505
|
|
59,0.8557621240615845,0.4632984399795532,0.9388164281845093,0.21845316886901855
|
|
60,0.8470820188522339,0.5006533861160278,0.9348044395446777,0.22492343187332153
|
|
61,0.8597020506858826,0.4614499509334564,0.9277833700180054,0.24060186743736267
|
|
62,0.861117959022522,0.45936766266822815,0.9388164281845093,0.21584515273571014
|
|
63,0.8656119108200073,0.45126786828041077,0.9348044395446777,0.22191499173641205
|
|
64,0.8559468388557434,0.47083762288093567,0.9327983856201172,0.24073916673660278
|
|
65,0.8466510772705078,0.500422477722168,0.9097291827201843,0.2915414273738861
|
|
66,0.8326767086982727,0.5262539982795715,0.9398194551467896,0.22290366888046265
|
|
67,0.8502832055091858,0.49425309896469116,0.9297893643379211,0.2216680645942688
|
|
68,0.8629648089408875,0.4634946584701538,0.9327983856201172,0.2302113175392151
|
|
69,0.861548900604248,0.45549947023391724,0.9327983856201172,0.23217442631721497
|
|
70,0.8601329922676086,0.4630793035030365,0.9378134608268738,0.21701547503471375
|
|
71,0.8629648089408875,0.45182937383651733,0.9368104338645935,0.19914580881595612
|
|
72,0.8664122223854065,0.4404996931552887,0.9388164281845093,0.22008292376995087
|
|
73,0.8621644973754883,0.4555092453956604,0.9257773160934448,0.22586499154567719
|
|
74,0.865119457244873,0.43604764342308044,0.9488465189933777,0.19067643582820892
|
|
75,0.8633341789245605,0.44134461879730225,0.9388164281845093,0.21488091349601746
|
|
76,0.8529918789863586,0.47556012868881226,0.9468405246734619,0.19121676683425903
|
|
77,0.868074357509613,0.43753761053085327,0.9398194551467896,0.20538531243801117
|
|
78,0.8701674342155457,0.42790189385414124,0.9468405246734619,0.18688605725765228
|
|
79,0.8721989393234253,0.4196777939796448,0.9398194551467896,0.20497535169124603
|
|
80,0.8713986873626709,0.424027681350708,0.9478435516357422,0.18938861787319183
|
|
81,0.8707215189933777,0.4182068407535553,0.9418254494667053,0.21053554117679596
|
|
82,0.8573627471923828,0.46511027216911316,0.9438315033912659,0.19883711636066437
|
|
83,0.8725683093070984,0.41721007227897644,0.9378134608268738,0.21526096761226654
|
|
84,0.8789706826210022,0.407528281211853,0.9398194551467896,0.2094150334596634
|
|
85,0.8632110357284546,0.4562057852745056,0.9307923913002014,0.2274685800075531
|
|
86,0.8673356175422668,0.43056339025497437,0.9378134608268738,0.21161562204360962
|
|
87,0.8759542107582092,0.4168432652950287,0.9408224821090698,0.2059970200061798
|
|
88,0.8768776059150696,0.4076813757419586,0.9478435516357422,0.20031362771987915
|
|
89,0.8767545223236084,0.41145098209381104,0.9408224821090698,0.2045581191778183
|
|
90,0.8731839656829834,0.4226287603378296,0.9418254494667053,0.21563293039798737
|
|
91,0.8695518374443054,0.42885032296180725,0.9408224821090698,0.2097487896680832
|
|
92,0.8756464123725891,0.4065101444721222,0.9408224821090698,0.209314227104187
|
|
93,0.8814947009086609,0.40413862466812134,0.9468405246734619,0.2021084576845169
|
|
94,0.8790322542190552,0.40013793110847473,0.9458374977111816,0.19817982614040375
|
|
95,0.8799556493759155,0.4053550660610199,0.9468405246734619,0.20874319970607758
|
|
96,0.8822334408760071,0.3998543322086334,0.9448345303535461,0.2019689530134201
|
|
97,0.8793400526046753,0.40718114376068115,0.9488465189933777,0.19910071790218353
|
|
98,0.8683821558952332,0.43358495831489563,0.9378134608268738,0.20590579509735107
|
|
99,0.8679512143135071,0.4306478202342987,0.9398194551467896,0.22231656312942505
|
|
100,0.8822334408760071,0.39327675104141235,0.9448345303535461,0.1979348510503769
|
|
101,0.8775547742843628,0.4085639715194702,0.9388164281845093,0.21371613442897797
|
|
102,0.8792784810066223,0.4021003246307373,0.9388164281845093,0.21532246470451355
|
|
103,0.8802019357681274,0.3901011049747467,0.9458374977111816,0.20710422098636627
|
|
104,0.8784166574478149,0.4003908634185791,0.9448345303535461,0.19236525893211365
|
|
105,0.8858039975166321,0.3838268518447876,0.9438315033912659,0.21858908236026764
|
|
106,0.8813100457191467,0.39353615045547485,0.9428284764289856,0.19319888949394226
|
|
107,0.8801403641700745,0.3982848823070526,0.9428284764289856,0.20586730539798737
|
|
108,0.8868505358695984,0.3765471875667572,0.9428284764289856,0.2084103375673294
|
|
109,0.8838340044021606,0.38452261686325073,0.9418254494667053,0.1991605907678604
|
|
110,0.8830337524414062,0.3979029655456543,0.9368104338645935,0.22431007027626038
|
|
111,0.8805097341537476,0.397701233625412,0.9398194551467896,0.20491880178451538
|
|
112,0.8815562725067139,0.38820338249206543,0.9398194551467896,0.22457683086395264
|
|
113,0.8827259540557861,0.391157329082489,0.9438315033912659,0.1856093555688858
|
|
114,0.8872814774513245,0.384700745344162,0.9398194551467896,0.2020680010318756
|
|
115,0.8878355026245117,0.3787410855293274,0.9398194551467896,0.21463744342327118
|
|
116,0.8781704306602478,0.4079897403717041,0.9438315033912659,0.1984381228685379
|
|
117,0.8876508474349976,0.37813422083854675,0.9428284764289856,0.20362867414951324
|
|
118,0.8918985724449158,0.3635663390159607,0.949849545955658,0.1825149804353714
|
|
119,0.8835877776145935,0.39185261726379395,0.9438315033912659,0.20083558559417725
|
|
120,0.8899901509284973,0.37235888838768005,0.9478435516357422,0.18554909527301788
|
|
121,0.8874661326408386,0.36868542432785034,0.9458374977111816,0.20289398729801178
|
|
122,0.8942994475364685,0.35571062564849854,0.9478435516357422,0.2038005292415619
|
|
123,0.8905441761016846,0.3676850199699402,0.9538615942001343,0.1818743348121643
|
|
124,0.8855577707290649,0.38367655873298645,0.9468405246734619,0.1966298520565033
|
|
125,0.8846958875656128,0.3942030370235443,0.9428284764289856,0.19106988608837128
|
|
126,0.8879586458206177,0.3780648112297058,0.9408224821090698,0.20668688416481018
|
|
127,0.8834646344184875,0.38864460587501526,0.9458374977111816,0.18193398416042328
|
|
128,0.8835877776145935,0.39126086235046387,0.9438315033912659,0.21020890772342682
|
|
129,0.8880202174186707,0.37511733174324036,0.9388164281845093,0.22224226593971252
|
|
130,0.888451099395752,0.3721381723880768,0.9458374977111816,0.19737406075000763
|
|
131,0.8936222791671753,0.3595486581325531,0.9418254494667053,0.2029191255569458
|
|
132,0.8902979493141174,0.3664200007915497,0.9478435516357422,0.1873030960559845
|
|
133,0.8935607075691223,0.3532477617263794,0.9458374977111816,0.210090771317482
|
|
134,0.8946072459220886,0.359038382768631,0.9508525729179382,0.21097782254219055
|
|
135,0.896084725856781,0.35587695240974426,0.9458374977111816,0.21186481416225433
|
|
136,0.8899285793304443,0.3707442283630371,0.949849545955658,0.1927017718553543
|
|
137,0.8983624577522278,0.34373557567596436,0.9508525729179382,0.19991496205329895
|
|
138,0.8900517225265503,0.3692530393600464,0.9408224821090698,0.19893778860569
|
|
139,0.8907288908958435,0.3637624680995941,0.9468405246734619,0.20439471304416656
|
|
140,0.8994089961051941,0.3398967981338501,0.949849545955658,0.17972910404205322
|
|
141,0.8952228426933289,0.34819862246513367,0.9468405246734619,0.21180084347724915
|
|
142,0.8964540958404541,0.35057660937309265,0.9518555402755737,0.1866837590932846
|
|
143,0.8977468609809875,0.34958645701408386,0.9227682948112488,0.2371029406785965
|
|
144,0.8978084325790405,0.34682726860046387,0.9388164281845093,0.22969917953014374
|
|
145,0.8933759927749634,0.36715760827064514,0.9458374977111816,0.1938687413930893
|
|
146,0.8986087441444397,0.34666305780410767,0.952858567237854,0.17757441103458405
|
|
147,0.8976852893829346,0.3488866984844208,0.9448345303535461,0.20770038664340973
|
|
148,0.8970696926116943,0.34808817505836487,0.9478435516357422,0.18157492578029633
|
|
149,0.8965156078338623,0.34529033303260803,0.9408224821090698,0.2103777676820755
|
|
150,0.8962078094482422,0.34730976819992065,0.9488465189933777,0.1942068487405777
|
|
151,0.899101197719574,0.3317282199859619,0.9438315033912659,0.2112104594707489
|
|
152,0.8935607075691223,0.36221766471862793,0.9428284764289856,0.21594053506851196
|
|
153,0.8958384394645691,0.34888237714767456,0.952858567237854,0.19276344776153564
|
|
154,0.8977468609809875,0.34349408745765686,0.9438315033912659,0.2154920995235443
|
|
155,0.9007018208503723,0.35075366497039795,0.9478435516357422,0.21269196271896362
|
|
156,0.8905441761016846,0.3742399215698242,0.9508525729179382,0.20083852112293243
|
|
157,0.8943610191345215,0.3535158634185791,0.9458374977111816,0.19915920495986938
|
|
158,0.9007018208503723,0.3466797173023224,0.9518555402755737,0.19021101295948029
|
|
159,0.8988549709320068,0.35361766815185547,0.9468405246734619,0.1947699338197708
|
|
160,0.8973159193992615,0.3562585115432739,0.9458374977111816,0.19272704422473907
|
|
161,0.8942378759384155,0.3571820855140686,0.9478435516357422,0.19824449717998505
|
|
162,0.8968849778175354,0.3430038094520569,0.9428284764289856,0.20917391777038574
|
|
163,0.8965771794319153,0.3502175211906433,0.9327983856201172,0.24618980288505554
|
|
164,0.9010711908340454,0.3458867371082306,0.9508525729179382,0.20124205946922302
|
|
165,0.8942378759384155,0.3521471321582794,0.952858567237854,0.20063439011573792
|
|
166,0.9002708792686462,0.3458278775215149,0.9518555402755737,0.18581752479076385
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