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auto.txt
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==== shuffling iter: 2 =======
Test Image Current iter: 3 learning rate: 0.001000 Current batach : 9900 current cost: 0.76633560657501220703125000000000000000 current acc: 0.41000
==== Current Iter : 3 Average Results =====
Avg Train Cost: 0.769177309274673426
Avg Train Acc: 0.431399998068809520
Avg Test Cost: 0.762703946828842128
Avg Test Acc: 0.441899996101856207
=================================
==== shuffling iter: 3 =======
Test Image Current iter: 4 learning rate: 0.001000 Current batach : 9900 current cost: 0.71689742803573608398437500000000000000 current acc: 0.46000
==== Current Iter : 4 Average Results =====
Avg Train Cost: 0.750145344734191921
Avg Train Acc: 0.450599996447563156
Avg Test Cost: 0.728966722488403329
Avg Test Acc: 0.469399997293949101
=================================
==== shuffling iter: 4 =======
Test Image Current iter: 5 learning rate: 0.001000 Current batach : 9900 current cost: 0.75733900070190429687500000000000000000 current acc: 0.43000
==== Current Iter : 5 Average Results =====
Avg Train Cost: 0.734637610912323047
Avg Train Acc: 0.466399998068809496
Avg Test Cost: 0.717232990860939057
Avg Test Acc: 0.480399996340274804
=================================
==== shuffling iter: 5 =======
Test Image Current iter: 6 learning rate: 0.001000 Current batach : 9900 current cost: 0.69622731208801269531250000000000000000 current acc: 0.47000
==== Current Iter : 6 Average Results =====
Avg Train Cost: 0.708988463878631570
Avg Train Acc: 0.498399995565414422
Avg Test Cost: 0.710321304798126274
Avg Test Acc: 0.492799994647502904
=================================
==== shuffling iter: 6 =======
Test Image Current iter: 7 learning rate: 0.001000 Current batach : 9900 current cost: 0.70107072591781616210937500000000000000 current acc: 0.49000
==== Current Iter : 7 Average Results =====
Avg Train Cost: 0.685948866605758711
Avg Train Acc: 0.503599994778633153
Avg Test Cost: 0.704259222745895364
Avg Test Acc: 0.491299997270107258
=================================
==== shuffling iter: 7 =======
Test Image Current iter: 8 learning rate: 0.001000 Current batach : 9900 current cost: 0.69792258739471435546875000000000000000 current acc: 0.45000
==== Current Iter : 8 Average Results =====
Avg Train Cost: 0.669710164070129399
Avg Train Acc: 0.516399998664855975
Avg Test Cost: 0.677092031240463244
Avg Test Acc: 0.511599996685981773
=================================
==== shuffling iter: 8 =======
Test Image Current iter: 9 learning rate: 0.001000 Current batach : 9900 current cost: 0.65009468793869018554687500000000000000 current acc: 0.49000
==== Current Iter : 9 Average Results =====
Avg Train Cost: 0.657152662277221689
Avg Train Acc: 0.526399998664855984
Avg Test Cost: 0.662943820357322688
Avg Test Acc: 0.518399996757507364
=================================
==== shuffling iter: 9 =======
Test Image Current iter: 10 learning rate: 0.001000 Current batach : 9900 current cost: 0.68085283041000366210937500000000000000 current acc: 0.46000
==== Current Iter : 10 Average Results =====
Avg Train Cost: 0.647582746744155835
Avg Train Acc: 0.536800001263618487
Avg Test Cost: 0.674026244282722509
Avg Test Acc: 0.521699996590614279
=================================
==== shuffling iter: 10 =======
Test Image Current iter: 11 learning rate: 0.001000 Current batach : 9900 current cost: 0.67289125919342041015625000000000000000 current acc: 0.54000
==== Current Iter : 11 Average Results =====
Avg Train Cost: 0.630045360326766946
Avg Train Acc: 0.551999994516372716
Avg Test Cost: 0.633599816560745266
Avg Test Acc: 0.552499997019767708
=================================
==== shuffling iter: 11 =======
Test Image Current iter: 12 learning rate: 0.001000 Current batach : 9900 current cost: 0.63486540317535400390625000000000000000 current acc: 0.51000
==== Current Iter : 12 Average Results =====
Avg Train Cost: 0.624216661453247057
Avg Train Acc: 0.544999995827674888
Avg Test Cost: 0.620418087244033800
Avg Test Acc: 0.554899998307228137
=================================
==== shuffling iter: 12 =======
Test Image Current iter: 13 learning rate: 0.001000 Current batach : 9900 current cost: 0.60971027612686157226562500000000000000 current acc: 0.49000
==== Current Iter : 13 Average Results =====
Avg Train Cost: 0.582268919944763153
Avg Train Acc: 0.588799996376037638
Avg Test Cost: 0.604378376603126544
Avg Test Acc: 0.571999998390674613
=================================
==== shuffling iter: 13 =======
Test Image Current iter: 14 learning rate: 0.001000 Current batach : 9900 current cost: 0.58854538202285766601562500000000000000 current acc: 0.53000
==== Current Iter : 14 Average Results =====
Avg Train Cost: 0.568117407560348564
Avg Train Acc: 0.611799998283386270
Avg Test Cost: 0.591304378211498283
Avg Test Acc: 0.581399996876716618
=================================
==== shuffling iter: 14 =======
Test Image Current iter: 15 learning rate: 0.001000 Current batach : 9900 current cost: 0.66521078348159790039062500000000000000 current acc: 0.50000
==== Current Iter : 15 Average Results =====
Avg Train Cost: 0.574672672748565705
Avg Train Acc: 0.598800000548362688
Avg Test Cost: 0.601839743852615405
Avg Test Acc: 0.575299997627735094
=================================
==== shuffling iter: 15 =======
Test Image Current iter: 16 learning rate: 0.001000 Current batach : 9900 current cost: 0.62538385391235351562500000000000000000 current acc: 0.55000
==== Current Iter : 16 Average Results =====
Avg Train Cost: 0.560052338838577302
Avg Train Acc: 0.600200001597404498
Avg Test Cost: 0.571839581429958388
Avg Test Acc: 0.590499998033046758
=================================
==== shuffling iter: 16 =======
Test Image Current iter: 17 learning rate: 0.001000 Current batach : 9900 current cost: 0.65279650688171386718750000000000000000 current acc: 0.54000
==== Current Iter : 17 Average Results =====
Avg Train Cost: 0.554311373829841636
Avg Train Acc: 0.613399999737739510
Avg Test Cost: 0.562550953924655928
Avg Test Acc: 0.605300002396106707
=================================
==== shuffling iter: 17 =======
Test Image Current iter: 18 learning rate: 0.001000 Current batach : 9900 current cost: 0.59547662734985351562500000000000000000 current acc: 0.57000
==== Current Iter : 18 Average Results =====
Avg Train Cost: 0.538855431675910990
Avg Train Acc: 0.622000001668930103
Avg Test Cost: 0.566748950183391553
Avg Test Acc: 0.597199999094009448
=================================
==== shuffling iter: 18 =======
Test Image Current iter: 19 learning rate: 0.001000 Current batach : 9900 current cost: 0.59788286685943603515625000000000000000 current acc: 0.52000
==== Current Iter : 19 Average Results =====
Avg Train Cost: 0.540038559436798127
Avg Train Acc: 0.613400002717971793
Avg Test Cost: 0.544678017497062683
Avg Test Acc: 0.618399999439716352
=================================
==== shuffling iter: 19 =======
Test Image Current iter: 20 learning rate: 0.001000 Current batach : 9900 current cost: 0.63073498010635375976562500000000000000 current acc: 0.51000
==== Current Iter : 20 Average Results =====
Avg Train Cost: 0.517758157253265350
Avg Train Acc: 0.639600002765655540
Avg Test Cost: 0.557165907323360465
Avg Test Acc: 0.608599998950958287
=================================
==== shuffling iter: 20 =======
Test Image Current iter: 21 learning rate: 0.001000 Current batach : 9900 current cost: 0.56859701871871948242187500000000000000 current acc: 0.57000
==== Current Iter : 21 Average Results =====
Avg Train Cost: 0.512402931451797494
Avg Train Acc: 0.642600002288818306
Avg Test Cost: 0.533811155557632477
Avg Test Acc: 0.623899999558925611
=================================
==== shuffling iter: 21 =======
Test Image Current iter: 22 learning rate: 0.001000 Current batach : 9900 current cost: 0.60415965318679809570312500000000000000 current acc: 0.55000
==== Current Iter : 22 Average Results =====
Avg Train Cost: 0.495582879781722996
Avg Train Acc: 0.655799998044967691
Avg Test Cost: 0.523486045598983818
Avg Test Acc: 0.634799998402595489
=================================
==== shuffling iter: 22 =======
Test Image Current iter: 23 learning rate: 0.001000 Current batach : 9900 current cost: 0.55952882766723632812500000000000000000 current acc: 0.57000
==== Current Iter : 23 Average Results =====
Avg Train Cost: 0.497691500782966589
Avg Train Acc: 0.650799998044967687
Avg Test Cost: 0.523939231336116751
Avg Test Acc: 0.628200002908706701
=================================
==== shuffling iter: 23 =======
Test Image Current iter: 24 learning rate: 0.001000 Current batach : 9900 current cost: 0.53753316402435302734375000000000000000 current acc: 0.57000
==== Current Iter : 24 Average Results =====
Avg Train Cost: 0.482721099257469199
Avg Train Acc: 0.661600003242492685
Avg Test Cost: 0.507129925787448865
Avg Test Acc: 0.645700000524520923
=================================
==== shuffling iter: 24 =======
Test Image Current iter: 25 learning rate: 0.001000 Current batach : 9900 current cost: 0.54707849025726318359375000000000000000 current acc: 0.60000
==== Current Iter : 25 Average Results =====
Avg Train Cost: 0.466148653626441978
Avg Train Acc: 0.676600000858306849
Avg Test Cost: 0.501483141183853176
Avg Test Acc: 0.652600003480911295
=================================
==== shuffling iter: 25 =======
Test Image Current iter: 26 learning rate: 0.001000 Current batach : 9900 current cost: 0.54636669158935546875000000000000000000 current acc: 0.58000
==== Current Iter : 26 Average Results =====
Avg Train Cost: 0.466551828980445837
Avg Train Acc: 0.680799998044967603
Avg Test Cost: 0.501147145926952309
Avg Test Acc: 0.649300001263618420
=================================
==== shuffling iter: 26 =======
Test Image Current iter: 27 learning rate: 0.001000 Current batach : 9900 current cost: 0.55953615903854370117187500000000000000 current acc: 0.58000
==== Current Iter : 27 Average Results =====
Avg Train Cost: 0.450446260571479795
Avg Train Acc: 0.681400005817413335
Avg Test Cost: 0.496487951874732991
Avg Test Acc: 0.652700002789497358
=================================
==== shuffling iter: 27 =======
Test Image Current iter: 28 learning rate: 0.001000 Current batach : 9900 current cost: 0.54823678731918334960937500000000000000 current acc: 0.62000
==== Current Iter : 28 Average Results =====
Avg Train Cost: 0.458407126665115350
Avg Train Acc: 0.679600000381469727
Avg Test Cost: 0.482504310905933376
Avg Test Acc: 0.662799998521804823
=================================
==== shuffling iter: 28 =======
Test Image Current iter: 29 learning rate: 0.001000 Current batach : 9900 current cost: 0.54486894607543945312500000000000000000 current acc: 0.62000
==== Current Iter : 29 Average Results =====
Avg Train Cost: 0.437903015613555935
Avg Train Acc: 0.701800003051757826
Avg Test Cost: 0.495962536931037923
Avg Test Acc: 0.657799999117851253
=================================
==== shuffling iter: 29 =======
Test Image Current iter: 30 learning rate: 0.001000 Current batach : 9900 current cost: 0.53416460752487182617187500000000000000 current acc: 0.59000
==== Current Iter : 30 Average Results =====
Avg Train Cost: 0.426735031008720400
Avg Train Acc: 0.708200000524520923
Avg Test Cost: 0.488634265661239631
Avg Test Acc: 0.657900003790855448
=================================
==== shuffling iter: 30 =======
Test Image Current iter: 31 learning rate: 0.001000 Current batach : 9900 current cost: 0.50463950634002685546875000000000000000 current acc: 0.65000
==== Current Iter : 31 Average Results =====
Avg Train Cost: 0.432145841717720025
Avg Train Acc: 0.703600002527236978
Avg Test Cost: 0.467856036126613639
Avg Test Acc: 0.673799999952316320
=================================
==== shuffling iter: 31 =======
Test Image Current iter: 32 learning rate: 0.001000 Current batach : 9900 current cost: 0.47894433140754699707031250000000000000 current acc: 0.69000
==== Current Iter : 32 Average Results =====
Avg Train Cost: 0.428692997694015476
Avg Train Acc: 0.697799998521804854
Avg Test Cost: 0.463450224399566624
Avg Test Acc: 0.680100002288818395
=================================
==== shuffling iter: 32 =======
Test Image Current iter: 33 learning rate: 0.001000 Current batach : 9900 current cost: 0.50523018836975097656250000000000000000 current acc: 0.64000
==== Current Iter : 33 Average Results =====
Avg Train Cost: 0.419578015208244337
Avg Train Acc: 0.717600004673004110
Avg Test Cost: 0.450940012335777296
Avg Test Acc: 0.683899999260902391
=================================
==== shuffling iter: 33 =======
Test Image Current iter: 34 learning rate: 0.001000 Current batach : 9900 current cost: 0.52161484956741333007812500000000000000 current acc: 0.70000
==== Current Iter : 34 Average Results =====
Avg Train Cost: 0.408309643268585210
Avg Train Acc: 0.723600001335144016
Avg Test Cost: 0.453071652948856374
Avg Test Acc: 0.689500002861022976
=================================
==== shuffling iter: 34 =======
Test Image Current iter: 35 learning rate: 0.001000 Current batach : 9900 current cost: 0.47260081768035888671875000000000000000 current acc: 0.61000
==== Current Iter : 35 Average Results =====
Avg Train Cost: 0.395824326276779159
Avg Train Acc: 0.733400001525878920
Avg Test Cost: 0.441489396095275877
Avg Test Acc: 0.696000001430511439
=================================
==== shuffling iter: 35 =======
Test Image Current iter: 36 learning rate: 0.001000 Current batach : 9900 current cost: 0.50026500225067138671875000000000000000 current acc: 0.66000
==== Current Iter : 36 Average Results =====
Avg Train Cost: 0.413700377941131570
Avg Train Acc: 0.719200001955032309
Avg Test Cost: 0.443997595906257647
Avg Test Acc: 0.693900001049041704
=================================
==== shuffling iter: 36 =======
Test Image Current iter: 37 learning rate: 0.001000 Current batach : 9900 current cost: 0.49378997087478637695312500000000000000 current acc: 0.60000
==== Current Iter : 37 Average Results =====
Avg Train Cost: 0.383119822740554783
Avg Train Acc: 0.743600004911422752
Avg Test Cost: 0.443796131312847120
Avg Test Acc: 0.696000002026557874
=================================
==== shuffling iter: 37 =======
Test Image Current iter: 38 learning rate: 0.001000 Current batach : 9900 current cost: 0.42965212464332580566406250000000000000 current acc: 0.70000
==== Current Iter : 38 Average Results =====
Avg Train Cost: 0.379756533503532390
Avg Train Acc: 0.745600001811981161
Avg Test Cost: 0.439991095364093754
Avg Test Acc: 0.695500006079673772
=================================
==== shuffling iter: 38 =======
Test Image Current iter: 39 learning rate: 0.001000 Current batach : 9900 current cost: 0.48617514967918395996093750000000000000 current acc: 0.66000
==== Current Iter : 39 Average Results =====
Avg Train Cost: 0.369460973143577565
Avg Train Acc: 0.754199998378753622
Avg Test Cost: 0.438683755397796638
Avg Test Acc: 0.699700002670288090
=================================
==== shuffling iter: 39 =======
Test Image Current iter: 40 learning rate: 0.001000 Current batach : 9900 current cost: 0.46655219793319702148437500000000000000 current acc: 0.69000
==== Current Iter : 40 Average Results =====
Avg Train Cost: 0.389552462697029089
Avg Train Acc: 0.738000001907348602
Avg Test Cost: 0.443045462965965253
Avg Test Acc: 0.694800001978874260
=================================
==== shuffling iter: 40 =======
Test Image Current iter: 41 learning rate: 0.001000 Current batach : 9900 current cost: 0.48007842898368835449218750000000000000 current acc: 0.67000
==== Current Iter : 41 Average Results =====
Avg Train Cost: 0.369190514087677002
Avg Train Acc: 0.746799998283386279
Avg Test Cost: 0.438806949257850631
Avg Test Acc: 0.695200001001358037
=================================
==== shuffling iter: 41 =======
Test Image Current iter: 42 learning rate: 0.001000 Current batach : 9900 current cost: 0.48850560188293457031250000000000000000 current acc: 0.71000
==== Current Iter : 42 Average Results =====
Avg Train Cost: 0.370495232343673708
Avg Train Acc: 0.746800001859664886
Avg Test Cost: 0.445106191635131820
Avg Test Acc: 0.697900001406669634
=================================
==== shuffling iter: 42 =======
Test Image Current iter: 43 learning rate: 0.001000 Current batach : 9900 current cost: 0.44333422183990478515625000000000000000 current acc: 0.68000
==== Current Iter : 43 Average Results =====
Avg Train Cost: 0.363085314631462097
Avg Train Acc: 0.754200001955032340
Avg Test Cost: 0.427919985055923435
Avg Test Acc: 0.706800000667571982
=================================
==== shuffling iter: 43 =======
Test Image Current iter: 44 learning rate: 0.001000 Current batach : 9900 current cost: 0.46046292781829833984375000000000000000 current acc: 0.67000
==== Current Iter : 44 Average Results =====
Avg Train Cost: 0.351450697183608995
Avg Train Acc: 0.763399997949600229
Avg Test Cost: 0.432851754724979387
Avg Test Acc: 0.700399999618530278
=================================
==== shuffling iter: 44 =======
Test Image Current iter: 45 learning rate: 0.001000 Current batach : 9900 current cost: 0.45434150099754333496093750000000000000 current acc: 0.68000
==== Current Iter : 45 Average Results =====
Avg Train Cost: 0.358482211828231812
Avg Train Acc: 0.752200003862380950
Avg Test Cost: 0.414904762804508220
Avg Test Acc: 0.716500001549720711
=================================
==== shuffling iter: 45 =======
Test Image Current iter: 46 learning rate: 0.001000 Current batach : 9900 current cost: 0.42896255850791931152343750000000000000 current acc: 0.72000
==== Current Iter : 46 Average Results =====
Avg Train Cost: 0.356928662657737705
Avg Train Acc: 0.759800001382827772
Avg Test Cost: 0.419112392961978886
Avg Test Acc: 0.711000000238418584
=================================
==== shuffling iter: 46 =======
Test Image Current iter: 47 learning rate: 0.001000 Current batach : 9900 current cost: 0.46356898546218872070312500000000000000 current acc: 0.63000
==== Current Iter : 47 Average Results =====
Avg Train Cost: 0.362393708229064915
Avg Train Acc: 0.755999999046325644
Avg Test Cost: 0.421416561603546125
Avg Test Acc: 0.709900003075599639
=================================
==== shuffling iter: 47 =======
Test Image Current iter: 48 learning rate: 0.001000 Current batach : 9900 current cost: 0.48652881383895874023437500000000000000 current acc: 0.69000
==== Current Iter : 48 Average Results =====
Avg Train Cost: 0.346790077090263382
Avg Train Acc: 0.769800001382827781
Avg Test Cost: 0.426750647723674770
Avg Test Acc: 0.706300002932548576
=================================
==== shuffling iter: 48 =======
Test Image Current iter: 49 learning rate: 0.001000 Current batach : 9900 current cost: 0.46994048357009887695312500000000000000 current acc: 0.66000
==== Current Iter : 49 Average Results =====
Avg Train Cost: 0.344406810402870189
Avg Train Acc: 0.760399997234344482
Avg Test Cost: 0.417703658640384667
Avg Test Acc: 0.713400002121925336
=================================
==== shuffling iter: 49 =======
Test Image Current iter: 50 learning rate: 0.001000 Current batach : 9900 current cost: 0.45207101106643676757812500000000000000 current acc: 0.70000
==== Current Iter : 50 Average Results =====
Avg Train Cost: 0.330528013110160834
Avg Train Acc: 0.776599999666213958
Avg Test Cost: 0.407760563790798169
Avg Test Acc: 0.721600000262260455
=================================
==== shuffling iter: 50 =======
Test Image Current iter: 51 learning rate: 0.001000 Current batach : 9900 current cost: 0.42178273200988769531250000000000000000 current acc: 0.71000
==== Current Iter : 51 Average Results =====
Avg Train Cost: 0.337055771946907057
Avg Train Acc: 0.770599997043609597
Avg Test Cost: 0.409356603026390098
Avg Test Acc: 0.721500002145767261
=================================
==== shuffling iter: 51 =======
Test Image Current iter: 52 learning rate: 0.001000 Current batach : 9900 current cost: 0.42158564925193786621093750000000000000 current acc: 0.70000
==== Current Iter : 52 Average Results =====
Avg Train Cost: 0.321846755743026736
Avg Train Acc: 0.791399999856948866
Avg Test Cost: 0.401952590346336347
Avg Test Acc: 0.725500002503395081
=================================
==== shuffling iter: 52 =======
Test Image Current iter: 53 learning rate: 0.001000 Current batach : 9900 current cost: 0.41591864824295043945312500000000000000 current acc: 0.72000
==== Current Iter : 53 Average Results =====
Avg Train Cost: 0.323080463409423813
Avg Train Acc: 0.784400004148483321
Avg Test Cost: 0.409936632513999921
Avg Test Acc: 0.718300001621246298
=================================
==== shuffling iter: 53 =======
Test Image Current iter: 54 learning rate: 0.001000 Current batach : 9900 current cost: 0.43809890747070312500000000000000000000 current acc: 0.71000
==== Current Iter : 54 Average Results =====
Avg Train Cost: 0.312073435187339765
Avg Train Acc: 0.793599995374679512
Avg Test Cost: 0.410071626901626574
Avg Test Acc: 0.721399999260902369
=================================
==== shuffling iter: 54 =======
Test Image Current iter: 55 learning rate: 0.001000 Current batach : 9900 current cost: 0.40570437908172607421875000000000000000 current acc: 0.73000
==== Current Iter : 55 Average Results =====
Avg Train Cost: 0.316491016745567344
Avg Train Acc: 0.788399999141693120
Avg Test Cost: 0.401827191412448881
Avg Test Acc: 0.726700001358985936
=================================
==== shuffling iter: 55 =======
Test Image Current iter: 56 learning rate: 0.001000 Current batach : 9900 current cost: 0.44216254353523254394531250000000000000 current acc: 0.69000
==== Current Iter : 56 Average Results =====
Avg Train Cost: 0.315698912441730484
Avg Train Acc: 0.794999996423721322
Avg Test Cost: 0.404690828621387499
Avg Test Acc: 0.724400002956390399
=================================
==== shuffling iter: 56 =======
Test Image Current iter: 57 learning rate: 0.001000 Current batach : 9900 current cost: 0.40804421901702880859375000000000000000 current acc: 0.71000
==== Current Iter : 57 Average Results =====
Avg Train Cost: 0.309058801531791660
Avg Train Acc: 0.802599996328353882
Avg Test Cost: 0.402547980248928072
Avg Test Acc: 0.726599999070167590
=================================
==== shuffling iter: 57 =======
Test Image Current iter: 58 learning rate: 0.001000 Current batach : 9900 current cost: 0.41687956452369689941406250000000000000 current acc: 0.67000
==== Current Iter : 58 Average Results =====
Avg Train Cost: 0.309246830940246575
Avg Train Acc: 0.801999995708465585
Avg Test Cost: 0.400207802951335900
Avg Test Acc: 0.733000000715255728
=================================
==== shuffling iter: 58 =======
Test Image Current iter: 59 learning rate: 0.001000 Current batach : 9900 current cost: 0.42793381214141845703125000000000000000 current acc: 0.71000
==== Current Iter : 59 Average Results =====
Avg Train Cost: 0.302590229511260966
Avg Train Acc: 0.803800001144409193
Avg Test Cost: 0.391466994583606731
Avg Test Acc: 0.733100000023841902
=================================
==== shuffling iter: 59 =======
Test Image Current iter: 60 learning rate: 0.001000 Current batach : 9900 current cost: 0.40021705627441406250000000000000000000 current acc: 0.75000
==== Current Iter : 60 Average Results =====
Avg Train Cost: 0.306547899544239055
Avg Train Acc: 0.801799995899200479
Avg Test Cost: 0.391606303304433800
Avg Test Acc: 0.735300002694129984
=================================
==== shuffling iter: 60 =======
Test Image Current iter: 61 learning rate: 0.001000 Current batach : 9900 current cost: 0.36495244503021240234375000000000000000 current acc: 0.71000
==== Current Iter : 61 Average Results =====
Avg Train Cost: 0.303378440439701080
Avg Train Acc: 0.797599997520446746
Avg Test Cost: 0.389032498896121959
Avg Test Acc: 0.737400000095367436
=================================
==== shuffling iter: 61 =======
Test Image Current iter: 62 learning rate: 0.001000 Current batach : 9900 current cost: 0.41037595272064208984375000000000000000 current acc: 0.74000
==== Current Iter : 62 Average Results =====
Avg Train Cost: 0.278052944242954236
Avg Train Acc: 0.818599995374679534
Avg Test Cost: 0.380177303999662375
Avg Test Acc: 0.745799999237060529
=================================
==== shuffling iter: 62 =======
Test Image Current iter: 63 learning rate: 0.001000 Current batach : 9900 current cost: 0.39338994026184082031250000000000000000 current acc: 0.69000
==== Current Iter : 63 Average Results =====
Avg Train Cost: 0.284289168715476992
Avg Train Acc: 0.816399997472763039
Avg Test Cost: 0.385597908496856712
Avg Test Acc: 0.738400001525878924
=================================
==== shuffling iter: 63 =======
Test Image Current iter: 64 learning rate: 0.001000 Current batach : 9900 current cost: 0.42416256666183471679687500000000000000 current acc: 0.68000
==== Current Iter : 64 Average Results =====
Avg Train Cost: 0.275008445978164651
Avg Train Acc: 0.818799995183944751
Avg Test Cost: 0.379184832870960220
Avg Test Acc: 0.744200000762939462
=================================
==== shuffling iter: 64 =======
Test Image Current iter: 65 learning rate: 0.001000 Current batach : 9900 current cost: 0.32326316833496093750000000000000000000 current acc: 0.79000
==== Current Iter : 65 Average Results =====
Avg Train Cost: 0.276160704493522646
Avg Train Acc: 0.818799997568130489
Avg Test Cost: 0.384548523128032671
Avg Test Acc: 0.738399999737739510
=================================
==== shuffling iter: 65 =======
Test Image Current iter: 66 learning rate: 0.001000 Current batach : 9900 current cost: 0.39781612157821655273437500000000000000 current acc: 0.74000
==== Current Iter : 66 Average Results =====
Avg Train Cost: 0.271239097714424116
Avg Train Acc: 0.827999999523162833
Avg Test Cost: 0.393243869394063972
Avg Test Acc: 0.732300004959106410
=================================
==== shuffling iter: 66 =======
Test Image Current iter: 67 learning rate: 0.001000 Current batach : 9900 current cost: 0.44462993741035461425781250000000000000 current acc: 0.72000
==== Current Iter : 67 Average Results =====
Avg Train Cost: 0.269288341999053937
Avg Train Acc: 0.823400001525878888
Avg Test Cost: 0.390582476556301128
Avg Test Acc: 0.739599997401237497
=================================
==== shuffling iter: 67 =======
Test Image Current iter: 68 learning rate: 0.001000 Current batach : 9900 current cost: 0.42236530780792236328125000000000000000 current acc: 0.73000
==== Current Iter : 68 Average Results =====
Avg Train Cost: 0.272820962071418760
Avg Train Acc: 0.819399996995925917
Avg Test Cost: 0.369824904948472977
Avg Test Acc: 0.752899999618530269
=================================
==== shuffling iter: 68 =======
Test Image Current iter: 69 learning rate: 0.001000 Current batach : 9900 current cost: 0.36617588996887207031250000000000000000 current acc: 0.75000
==== Current Iter : 69 Average Results =====
Avg Train Cost: 0.259951415956020337
Avg Train Acc: 0.834999997615814227
Avg Test Cost: 0.380389399230480207
Avg Test Acc: 0.746200001835823024
=================================
==== shuffling iter: 69 =======
Test Image Current iter: 70 learning rate: 0.001000 Current batach : 9900 current cost: 0.41869425773620605468750000000000000000 current acc: 0.70000
==== Current Iter : 70 Average Results =====
Avg Train Cost: 0.270199410319328315
Avg Train Acc: 0.827599999904632622
Avg Test Cost: 0.393955716788768784
Avg Test Acc: 0.731700001955032375
=================================
==== shuffling iter: 70 =======
Test Image Current iter: 71 learning rate: 0.001000 Current batach : 9900 current cost: 0.41373267769813537597656250000000000000 current acc: 0.71000
==== Current Iter : 71 Average Results =====
Avg Train Cost: 0.262996799647808088
Avg Train Acc: 0.828799997568130498
Avg Test Cost: 0.384432336986064938
Avg Test Acc: 0.744999998211860692
=================================
==== shuffling iter: 71 =======
Test Image Current iter: 72 learning rate: 0.001000 Current batach : 9900 current cost: 0.35660591721534729003906250000000000000 current acc: 0.78000
==== Current Iter : 72 Average Results =====
Avg Train Cost: 0.257040936946868914
Avg Train Acc: 0.835599997043609655
Avg Test Cost: 0.377514937818050400
Avg Test Acc: 0.746599999666214043
=================================
==== shuffling iter: 72 =======
Test Image Current iter: 73 learning rate: 0.001000 Current batach : 9900 current cost: 0.38830861449241638183593750000000000000 current acc: 0.70000
==== Current Iter : 73 Average Results =====
Avg Train Cost: 0.248146383464336401
Avg Train Acc: 0.843800001144409229
Avg Test Cost: 0.381876562237739581
Avg Test Acc: 0.745399999618530318
=================================
==== shuffling iter: 73 =======
Test Image Current iter: 74 learning rate: 0.001000 Current batach : 9900 current cost: 0.37660348415374755859375000000000000000 current acc: 0.75000
==== Current Iter : 74 Average Results =====
Avg Train Cost: 0.250384309887886070
Avg Train Acc: 0.839600000381469758
Avg Test Cost: 0.376725845634937273
Avg Test Acc: 0.747799999713897656
=================================
==== shuffling iter: 74 =======
Test Image Current iter: 75 learning rate: 0.001000 Current batach : 9900 current cost: 0.42120230197906494140625000000000000000 current acc: 0.74000
==== Current Iter : 75 Average Results =====
Avg Train Cost: 0.244757201075553904
Avg Train Acc: 0.840799998044967634
Avg Test Cost: 0.385629776120185841
Avg Test Acc: 0.739900000095367383
=================================
==== shuffling iter: 75 =======
Test Image Current iter: 76 learning rate: 0.001000 Current batach : 9900 current cost: 0.41855719685554504394531250000000000000 current acc: 0.69000
==== Current Iter : 76 Average Results =====
Avg Train Cost: 0.248390274643898012
Avg Train Acc: 0.834999997615814227
Avg Test Cost: 0.376720567047595989
Avg Test Acc: 0.744999999403953561
=================================
==== shuffling iter: 76 =======
Test Image Current iter: 77 learning rate: 0.001000 Current batach : 9900 current cost: 0.40050014853477478027343750000000000000 current acc: 0.76000
==== Current Iter : 77 Average Results =====
Avg Train Cost: 0.234689880609512319
Avg Train Acc: 0.853799997568130520
Avg Test Cost: 0.377643975764513029
Avg Test Acc: 0.747200001478195208
=================================
==== shuffling iter: 77 =======
Test Image Current iter: 78 learning rate: 0.001000 Current batach : 9900 current cost: 0.36337727308273315429687500000000000000 current acc: 0.76000
==== Current Iter : 78 Average Results =====
Avg Train Cost: 0.235881285369396204
Avg Train Acc: 0.851799995899200413
Avg Test Cost: 0.366217212378978751
Avg Test Acc: 0.755500000715255693
=================================
==== shuffling iter: 78 =======
Test Image Current iter: 79 learning rate: 0.001000 Current batach : 9900 current cost: 0.40250518918037414550781250000000000000 current acc: 0.72000
==== Current Iter : 79 Average Results =====
Avg Train Cost: 0.233988929986953725
Avg Train Acc: 0.854999999999999982
Avg Test Cost: 0.378368434607982640
Avg Test Acc: 0.746400001645088240
=================================
==== shuffling iter: 79 =======
Test Image Current iter: 80 learning rate: 0.001000 Current batach : 9900 current cost: 0.38669857382774353027343750000000000000 current acc: 0.74000
==== Current Iter : 80 Average Results =====
Avg Train Cost: 0.226461797356605543
Avg Train Acc: 0.860599999427795415
Avg Test Cost: 0.373723810166120551
Avg Test Acc: 0.752399997115135166
=================================
==== shuffling iter: 80 =======
Test Image Current iter: 81 learning rate: 0.001000 Current batach : 9900 current cost: 0.43157809972763061523437500000000000000 current acc: 0.73000
==== Current Iter : 81 Average Results =====
Avg Train Cost: 0.230876517295837413
Avg Train Acc: 0.849000000953674339
Avg Test Cost: 0.375551939457654971
Avg Test Acc: 0.751499999165535004
=================================
==== shuffling iter: 81 =======
Test Image Current iter: 82 learning rate: 0.001000 Current batach : 9900 current cost: 0.38468629121780395507812500000000000000 current acc: 0.73000
==== Current Iter : 82 Average Results =====
Avg Train Cost: 0.219604579210281370
Avg Train Acc: 0.864999997615814253
Avg Test Cost: 0.369228733479976645
Avg Test Acc: 0.751100000143051116
=================================
==== shuffling iter: 82 =======
Test Image Current iter: 83 learning rate: 0.001000 Current batach : 9900 current cost: 0.38860240578651428222656250000000000000 current acc: 0.77000
==== Current Iter : 83 Average Results =====
Avg Train Cost: 0.220291714072227474
Avg Train Acc: 0.858200000524520834
Avg Test Cost: 0.373597094267606733
Avg Test Acc: 0.754299999475479099
=================================
==== shuffling iter: 83 =======
Test Image Current iter: 84 learning rate: 0.001000 Current batach : 9900 current cost: 0.34925475716590881347656250000000000000 current acc: 0.78000
==== Current Iter : 84 Average Results =====
Avg Train Cost: 0.221564764082431781
Avg Train Acc: 0.863399999141693075
Avg Test Cost: 0.379348341822624224
Avg Test Acc: 0.750499999523162820
=================================
==== shuffling iter: 84 =======
Test Image Current iter: 85 learning rate: 0.001000 Current batach : 9900 current cost: 0.36588317155838012695312500000000000000 current acc: 0.78000
==== Current Iter : 85 Average Results =====
Avg Train Cost: 0.215013329386711111
Avg Train Acc: 0.867399996519088723
Avg Test Cost: 0.365443894863128671
Avg Test Acc: 0.756700000762939418
=================================
==== shuffling iter: 85 =======
Test Image Current iter: 86 learning rate: 0.001000 Current batach : 9900 current cost: 0.40984308719635009765625000000000000000 current acc: 0.73000
==== Current Iter : 86 Average Results =====
Avg Train Cost: 0.213876471519470202
Avg Train Acc: 0.863999997377395634
Avg Test Cost: 0.369625440835952779
Avg Test Acc: 0.756500001549720746
=================================
==== shuffling iter: 86 =======
Test Image Current iter: 87 learning rate: 0.001000 Current batach : 9900 current cost: 0.42631590366363525390625000000000000000 current acc: 0.75000
==== Current Iter : 87 Average Results =====
Avg Train Cost: 0.210670965313911440
Avg Train Acc: 0.873600002527236907
Avg Test Cost: 0.371342717111110665
Avg Test Acc: 0.754600000977516228
=================================
==== shuffling iter: 87 =======
Test Image Current iter: 88 learning rate: 0.001000 Current batach : 9900 current cost: 0.39061924815177917480468750000000000000 current acc: 0.74000
==== Current Iter : 88 Average Results =====
Avg Train Cost: 0.206729932576417919
Avg Train Acc: 0.874399998188018834
Avg Test Cost: 0.380834399610757823
Avg Test Acc: 0.746700001358985954
=================================
==== shuffling iter: 88 =======
Test Image Current iter: 89 learning rate: 0.001000 Current batach : 9900 current cost: 0.43923300504684448242187500000000000000 current acc: 0.71000
==== Current Iter : 89 Average Results =====
Avg Train Cost: 0.206482018232345577
Avg Train Acc: 0.872199999094009359
Avg Test Cost: 0.380098750591278067
Avg Test Acc: 0.749200003147125204
=================================
==== shuffling iter: 89 =======
Test Image Current iter: 90 learning rate: 0.001000 Current batach : 9900 current cost: 0.38389503955841064453125000000000000000 current acc: 0.75000
==== Current Iter : 90 Average Results =====
Avg Train Cost: 0.206487084627151485
Avg Train Acc: 0.873799998760223406
Avg Test Cost: 0.363441182523965844
Avg Test Acc: 0.757099999785423305
=================================
==== shuffling iter: 90 =======
Test Image Current iter: 91 learning rate: 0.001000 Current batach : 9900 current cost: 0.35662987828254699707031250000000000000 current acc: 0.77000
==== Current Iter : 91 Average Results =====
Avg Train Cost: 0.201480969488620765
Avg Train Acc: 0.878399997949600220
Avg Test Cost: 0.366825796067714704
Avg Test Acc: 0.757699999213218733
=================================
==== shuffling iter: 91 =======
Test Image Current iter: 92 learning rate: 0.001000 Current batach : 9900 current cost: 0.38938450813293457031250000000000000000 current acc: 0.80000
==== Current Iter : 92 Average Results =====
Avg Train Cost: 0.206153732538223278
Avg Train Acc: 0.871199998855590851
Avg Test Cost: 0.379726371616125102
Avg Test Acc: 0.751300002336502071
=================================
==== shuffling iter: 92 =======
Test Image Current iter: 93 learning rate: 0.001000 Current batach : 9900 current cost: 0.39122840762138366699218750000000000000 current acc: 0.74000
==== Current Iter : 93 Average Results =====
Avg Train Cost: 0.183898060917854322
Avg Train Acc: 0.886399998664855970
Avg Test Cost: 0.374272248893976200
Avg Test Acc: 0.756400001645088249
=================================
==== shuffling iter: 93 =======
Test Image Current iter: 94 learning rate: 0.001000 Current batach : 9900 current cost: 0.38325253129005432128906250000000000000 current acc: 0.80000
==== Current Iter : 94 Average Results =====
Avg Train Cost: 0.186867037415504450
Avg Train Acc: 0.886400002241134688
Avg Test Cost: 0.371948159486055363
Avg Test Acc: 0.760299999117851288
=================================
==== shuffling iter: 94 =======
Test Image Current iter: 95 learning rate: 0.001000 Current batach : 9900 current cost: 0.35832676291465759277343750000000000000 current acc: 0.78000
==== Current Iter : 95 Average Results =====
Avg Train Cost: 0.174599884301424035
Avg Train Acc: 0.902400002479553209
Avg Test Cost: 0.362539093196392048
Avg Test Acc: 0.763899999260902351
=================================
==== shuffling iter: 95 =======
Test Image Current iter: 96 learning rate: 0.001000 Current batach : 9900 current cost: 0.40826717019081115722656250000000000000 current acc: 0.74000
==== Current Iter : 96 Average Results =====
Avg Train Cost: 0.179697237461805354
Avg Train Acc: 0.895799998044967682
Avg Test Cost: 0.379620503038167967
Avg Test Acc: 0.756499999761581443
=================================
==== shuffling iter: 96 =======
Test Image Current iter: 97 learning rate: 0.001000 Current batach : 9900 current cost: 0.38255214691162109375000000000000000000 current acc: 0.78000
==== Current Iter : 97 Average Results =====
Avg Train Cost: 0.184837949424982079
Avg Train Acc: 0.895000003576278735
Avg Test Cost: 0.364603708535432836
Avg Test Acc: 0.760599998831749002
=================================
==== shuffling iter: 97 =======
Test Image Current iter: 98 learning rate: 0.001000 Current batach : 9900 current cost: 0.40796276926994323730468750000000000000 current acc: 0.78000
==== Current Iter : 98 Average Results =====
Avg Train Cost: 0.177807413488626470
Avg Train Acc: 0.896400003433227566
Avg Test Cost: 0.374783637225627908
Avg Test Acc: 0.758899999260902458
=================================
==== shuffling iter: 98 =======
Test Image Current iter: 99 learning rate: 0.001000 Current batach : 9900 current cost: 0.38144272565841674804687500000000000000 current acc: 0.75000
==== Current Iter : 99 Average Results =====
Avg Train Cost: 0.171367425620555874
Avg Train Acc: 0.898800001144409166
Avg Test Cost: 0.360353266894817337
Avg Test Acc: 0.764299995899200391
=================================
==== shuffling iter: 99 =======
Test Image Current iter: 100 learning rate: 0.001000 Current batach : 9900 current cost: 0.35304528474807739257812500000000000000 current acc: 0.77000
==== Current Iter : 100 Average Results =====
Avg Train Cost: 0.175643487870693199
Avg Train Acc: 0.898400003910064693
Avg Test Cost: 0.366054031550884229
Avg Test Acc: 0.763099998831748949
=================================
==== shuffling iter: 100 =======