golden.log

======>>>>>>[1] Train Loss: 5.914  Train ACC: 0.452
Val Acc = 0.53125
model has been saved
======>>>>>>[2] Train Loss: 5.696  Train ACC: 0.526
Val Acc = 0.34375
======>>>>>>[3] Train Loss: 5.630  Train ACC: 0.523
Val Acc = 0.50000
======>>>>>>[4] Train Loss: 5.582  Train ACC: 0.581
Val Acc = 0.65625
model has been saved
======>>>>>>[5] Train Loss: 5.552  Train ACC: 0.526
Val Acc = 0.56250
======>>>>>>[6] Train Loss: 5.519  Train ACC: 0.532
Val Acc = 0.34375
======>>>>>>[7] Train Loss: 5.500  Train ACC: 0.545
Val Acc = 0.68750
model has been saved
======>>>>>>[8] Train Loss: 5.480  Train ACC: 0.561
Val Acc = 0.59375
======>>>>>>[9] Train Loss: 5.469  Train ACC: 0.535
Val Acc = 0.56250
======>>>>>>[10] Train Loss: 5.452  Train ACC: 0.539
Val Acc = 0.53125
======>>>>>>[11] Train Loss: 5.453  Train ACC: 0.461
Val Acc = 0.53125
======>>>>>>[12] Train Loss: 5.409  Train ACC: 0.561
Val Acc = 0.56250
======>>>>>>[13] Train Loss: 5.426  Train ACC: 0.526
Val Acc = 0.34375
======>>>>>>[14] Train Loss: 5.403  Train ACC: 0.561
Val Acc = 0.28125
======>>>>>>[15] Train Loss: 5.383  Train ACC: 0.539
Val Acc = 0.56250
======>>>>>>[16] Train Loss: 5.352  Train ACC: 0.610
Val Acc = 0.53125
======>>>>>>[17] Train Loss: 5.347  Train ACC: 0.539
Val Acc = 0.46875
======>>>>>>[18] Train Loss: 5.339  Train ACC: 0.606
Val Acc = 0.50000
======>>>>>>[19] Train Loss: 5.332  Train ACC: 0.529
Val Acc = 0.37500
======>>>>>>[20] Train Loss: 5.294  Train ACC: 0.568
Val Acc = 0.43750
======>>>>>>[21] Train Loss: 5.299  Train ACC: 0.603
Val Acc = 0.37500
======>>>>>>[22] Train Loss: 5.297  Train ACC: 0.619
Val Acc = 0.53125
======>>>>>>[23] Train Loss: 5.296  Train ACC: 0.629
Val Acc = 0.53125
======>>>>>>[24] Train Loss: 5.269  Train ACC: 0.626
Val Acc = 0.50000
======>>>>>>[25] Train Loss: 5.261  Train ACC: 0.635
Val Acc = 0.40625
======>>>>>>[26] Train Loss: 5.254  Train ACC: 0.655
Val Acc = 0.43750
======>>>>>>[27] Train Loss: 5.245  Train ACC: 0.652
Val Acc = 0.62500
======>>>>>>[28] Train Loss: 5.246  Train ACC: 0.626
Val Acc = 0.50000
======>>>>>>[29] Train Loss: 5.206  Train ACC: 0.732
Val Acc = 0.50000
======>>>>>>[30] Train Loss: 5.209  Train ACC: 0.719
Val Acc = 0.68750
======>>>>>>[31] Train Loss: 5.213  Train ACC: 0.706
Val Acc = 0.50000
======>>>>>>[32] Train Loss: 5.193  Train ACC: 0.700
Val Acc = 0.43750
======>>>>>>[33] Train Loss: 5.180  Train ACC: 0.710
Val Acc = 0.53125
======>>>>>>[34] Train Loss: 5.184  Train ACC: 0.761
Val Acc = 0.37500
======>>>>>>[35] Train Loss: 5.161  Train ACC: 0.745
Val Acc = 0.46875
======>>>>>>[36] Train Loss: 5.162  Train ACC: 0.771
Val Acc = 0.46875
======>>>>>>[37] Train Loss: 5.133  Train ACC: 0.765
Val Acc = 0.40625
======>>>>>>[38] Train Loss: 5.138  Train ACC: 0.816
Val Acc = 0.50000
======>>>>>>[39] Train Loss: 5.128  Train ACC: 0.826
Val Acc = 0.40625
======>>>>>>[40] Train Loss: 5.124  Train ACC: 0.835
Val Acc = 0.46875
======>>>>>>[41] Train Loss: 5.116  Train ACC: 0.826
Val Acc = 0.50000
======>>>>>>[42] Train Loss: 5.089  Train ACC: 0.861
Val Acc = 0.56250
======>>>>>>[43] Train Loss: 5.069  Train ACC: 0.832
Val Acc = 0.53125
======>>>>>>[44] Train Loss: 5.052  Train ACC: 0.890
Val Acc = 0.43750
======>>>>>>[45] Train Loss: 5.058  Train ACC: 0.903
Val Acc = 0.40625
======>>>>>>[46] Train Loss: 5.028  Train ACC: 0.935
Val Acc = 0.50000
======>>>>>>[47] Train Loss: 5.052  Train ACC: 0.916
Val Acc = 0.50000
======>>>>>>[48] Train Loss: 5.031  Train ACC: 0.923
Val Acc = 0.62500
======>>>>>>[49] Train Loss: 5.021  Train ACC: 0.939
Val Acc = 0.53125
======>>>>>>[50] Train Loss: 5.023  Train ACC: 0.929
Val Acc = 0.46875
======>>>>>>[51] Train Loss: 5.002  Train ACC: 0.958
Val Acc = 0.50000
======>>>>>>[52] Train Loss: 4.992  Train ACC: 0.955
Val Acc = 0.56250
======>>>>>>[53] Train Loss: 4.982  Train ACC: 0.961
Val Acc = 0.59375
======>>>>>>[54] Train Loss: 5.001  Train ACC: 0.968
Val Acc = 0.62500
======>>>>>>[55] Train Loss: 4.956  Train ACC: 0.968
Val Acc = 0.50000
======>>>>>>[56] Train Loss: 4.948  Train ACC: 0.968
Val Acc = 0.56250
======>>>>>>[57] Train Loss: 4.953  Train ACC: 0.971
Val Acc = 0.59375
======>>>>>>[58] Train Loss: 4.946  Train ACC: 0.965
Val Acc = 0.56250
======>>>>>>[59] Train Loss: 4.925  Train ACC: 0.974
Val Acc = 0.43750
======>>>>>>[60] Train Loss: 4.933  Train ACC: 0.977
Val Acc = 0.40625
======>>>>>>[61] Train Loss: 4.912  Train ACC: 0.977
Val Acc = 0.56250
======>>>>>>[62] Train Loss: 4.890  Train ACC: 0.977
Val Acc = 0.56250
======>>>>>>[63] Train Loss: 4.906  Train ACC: 0.984
Val Acc = 0.46875
======>>>>>>[64] Train Loss: 4.893  Train ACC: 0.994
Val Acc = 0.56250
======>>>>>>[65] Train Loss: 4.869  Train ACC: 0.994
Val Acc = 0.62500
======>>>>>>[66] Train Loss: 4.872  Train ACC: 0.994
Val Acc = 0.59375
======>>>>>>[67] Train Loss: 4.860  Train ACC: 0.987
Val Acc = 0.65625
======>>>>>>[68] Train Loss: 4.857  Train ACC: 0.990
Val Acc = 0.56250
======>>>>>>[69] Train Loss: 4.842  Train ACC: 0.990
Val Acc = 0.37500
======>>>>>>[70] Train Loss: 4.850  Train ACC: 0.987
Val Acc = 0.43750
======>>>>>>[71] Train Loss: 4.852  Train ACC: 0.990
Val Acc = 0.62500
======>>>>>>[72] Train Loss: 4.845  Train ACC: 0.987
Val Acc = 0.50000
======>>>>>>[73] Train Loss: 4.823  Train ACC: 0.990
Val Acc = 0.68750
======>>>>>>[74] Train Loss: 4.824  Train ACC: 0.990
Val Acc = 0.53125
======>>>>>>[75] Train Loss: 4.804  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[76] Train Loss: 4.806  Train ACC: 0.994
Val Acc = 0.50000
======>>>>>>[77] Train Loss: 4.810  Train ACC: 0.987
Val Acc = 0.50000
======>>>>>>[78] Train Loss: 4.797  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[79] Train Loss: 4.797  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[80] Train Loss: 4.794  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[81] Train Loss: 4.773  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[82] Train Loss: 4.780  Train ACC: 0.994
Val Acc = 0.43750
======>>>>>>[83] Train Loss: 4.770  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[84] Train Loss: 4.772  Train ACC: 0.997
Val Acc = 0.34375
======>>>>>>[85] Train Loss: 4.763  Train ACC: 0.994
Val Acc = 0.50000
======>>>>>>[86] Train Loss: 4.746  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[87] Train Loss: 4.758  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[88] Train Loss: 4.737  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[89] Train Loss: 4.734  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[90] Train Loss: 4.737  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[91] Train Loss: 4.724  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[92] Train Loss: 4.726  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[93] Train Loss: 4.703  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[94] Train Loss: 4.715  Train ACC: 1.000
Val Acc = 0.75000
model has been saved
======>>>>>>[95] Train Loss: 4.698  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[96] Train Loss: 4.707  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[97] Train Loss: 4.693  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[98] Train Loss: 4.688  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[99] Train Loss: 4.698  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[100] Train Loss: 4.682  Train ACC: 0.994
Val Acc = 0.37500
======>>>>>>[101] Train Loss: 4.670  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[102] Train Loss: 4.659  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[103] Train Loss: 4.657  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[104] Train Loss: 4.663  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[105] Train Loss: 4.651  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[106] Train Loss: 4.666  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[107] Train Loss: 4.676  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[108] Train Loss: 4.641  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[109] Train Loss: 4.638  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[110] Train Loss: 4.630  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[111] Train Loss: 4.649  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[112] Train Loss: 4.631  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[113] Train Loss: 4.636  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[114] Train Loss: 4.611  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[115] Train Loss: 4.607  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[116] Train Loss: 4.612  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[117] Train Loss: 4.598  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[118] Train Loss: 4.604  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[119] Train Loss: 4.601  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[120] Train Loss: 4.590  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[121] Train Loss: 4.614  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[122] Train Loss: 4.577  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[123] Train Loss: 4.588  Train ACC: 0.997
Val Acc = 0.65625
======>>>>>>[124] Train Loss: 4.572  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[125] Train Loss: 4.577  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[126] Train Loss: 4.568  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[127] Train Loss: 4.572  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[128] Train Loss: 4.570  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[129] Train Loss: 4.542  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[130] Train Loss: 4.562  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[131] Train Loss: 4.568  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[132] Train Loss: 4.554  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[133] Train Loss: 4.552  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[134] Train Loss: 4.520  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[135] Train Loss: 4.538  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[136] Train Loss: 4.528  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[137] Train Loss: 4.522  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[138] Train Loss: 4.541  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[139] Train Loss: 4.542  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[140] Train Loss: 4.519  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[141] Train Loss: 4.536  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[142] Train Loss: 4.521  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[143] Train Loss: 4.507  Train ACC: 0.997
Val Acc = 0.65625
======>>>>>>[144] Train Loss: 4.513  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[145] Train Loss: 4.504  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[146] Train Loss: 4.516  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[147] Train Loss: 4.517  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[148] Train Loss: 4.499  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[149] Train Loss: 4.496  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[150] Train Loss: 4.489  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[151] Train Loss: 4.491  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[152] Train Loss: 4.480  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[153] Train Loss: 4.487  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[154] Train Loss: 4.494  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[155] Train Loss: 4.487  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[156] Train Loss: 4.470  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[157] Train Loss: 4.475  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[158] Train Loss: 4.475  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[159] Train Loss: 4.472  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[160] Train Loss: 4.480  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[161] Train Loss: 4.458  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[162] Train Loss: 4.464  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[163] Train Loss: 4.460  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[164] Train Loss: 4.456  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[165] Train Loss: 4.447  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[166] Train Loss: 4.452  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[167] Train Loss: 4.439  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[168] Train Loss: 4.453  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[169] Train Loss: 4.433  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[170] Train Loss: 4.445  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[171] Train Loss: 4.433  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[172] Train Loss: 4.437  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[173] Train Loss: 4.431  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[174] Train Loss: 4.431  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[175] Train Loss: 4.429  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[176] Train Loss: 4.426  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[177] Train Loss: 4.426  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[178] Train Loss: 4.427  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[179] Train Loss: 4.436  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[180] Train Loss: 4.397  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[181] Train Loss: 4.413  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[182] Train Loss: 4.408  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[183] Train Loss: 4.406  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[184] Train Loss: 4.420  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[185] Train Loss: 4.427  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[186] Train Loss: 4.394  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[187] Train Loss: 4.381  Train ACC: 1.000
Val Acc = 0.71875
======>>>>>>[188] Train Loss: 4.405  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[189] Train Loss: 4.395  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[190] Train Loss: 4.393  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[191] Train Loss: 4.384  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[192] Train Loss: 4.386  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[193] Train Loss: 4.365  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[194] Train Loss: 4.389  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[195] Train Loss: 4.366  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[196] Train Loss: 4.392  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[197] Train Loss: 4.394  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[198] Train Loss: 4.379  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[199] Train Loss: 4.375  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[200] Train Loss: 4.361  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[201] Train Loss: 4.346  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[202] Train Loss: 4.376  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[203] Train Loss: 4.377  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[204] Train Loss: 4.357  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[205] Train Loss: 4.354  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[206] Train Loss: 4.361  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[207] Train Loss: 4.357  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[208] Train Loss: 4.362  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[209] Train Loss: 4.364  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[210] Train Loss: 4.354  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[211] Train Loss: 4.372  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[212] Train Loss: 4.347  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[213] Train Loss: 4.358  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[214] Train Loss: 4.371  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[215] Train Loss: 4.350  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[216] Train Loss: 4.345  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[217] Train Loss: 4.333  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[218] Train Loss: 4.341  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[219] Train Loss: 4.360  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[220] Train Loss: 4.339  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[221] Train Loss: 4.342  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[222] Train Loss: 4.338  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[223] Train Loss: 4.317  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[224] Train Loss: 4.336  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[225] Train Loss: 4.322  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[226] Train Loss: 4.339  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[227] Train Loss: 4.326  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[228] Train Loss: 4.327  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[229] Train Loss: 4.306  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[230] Train Loss: 4.306  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[231] Train Loss: 4.317  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[232] Train Loss: 4.314  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[233] Train Loss: 4.327  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[234] Train Loss: 4.302  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[235] Train Loss: 4.303  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[236] Train Loss: 4.312  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[237] Train Loss: 4.296  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[238] Train Loss: 4.313  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[239] Train Loss: 4.313  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[240] Train Loss: 4.328  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[241] Train Loss: 4.321  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[242] Train Loss: 4.289  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[243] Train Loss: 4.283  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[244] Train Loss: 4.297  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[245] Train Loss: 4.305  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[246] Train Loss: 4.309  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[247] Train Loss: 4.295  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[248] Train Loss: 4.306  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[249] Train Loss: 4.278  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[250] Train Loss: 4.286  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[251] Train Loss: 4.296  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[252] Train Loss: 4.283  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[253] Train Loss: 4.296  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[254] Train Loss: 4.301  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[255] Train Loss: 4.287  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[256] Train Loss: 4.289  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[257] Train Loss: 4.278  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[258] Train Loss: 4.265  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[259] Train Loss: 4.276  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[260] Train Loss: 4.277  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[261] Train Loss: 4.273  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[262] Train Loss: 4.283  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[263] Train Loss: 4.292  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[264] Train Loss: 4.265  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[265] Train Loss: 4.245  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[266] Train Loss: 4.275  Train ACC: 0.997
Val Acc = 0.65625
======>>>>>>[267] Train Loss: 4.265  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[268] Train Loss: 4.284  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[269] Train Loss: 4.261  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[270] Train Loss: 4.258  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[271] Train Loss: 4.258  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[272] Train Loss: 4.265  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[273] Train Loss: 4.259  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[274] Train Loss: 4.270  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[275] Train Loss: 4.238  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[276] Train Loss: 4.251  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[277] Train Loss: 4.251  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[278] Train Loss: 4.265  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[279] Train Loss: 4.261  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[280] Train Loss: 4.259  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[281] Train Loss: 4.262  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[282] Train Loss: 4.249  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[283] Train Loss: 4.250  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[284] Train Loss: 4.266  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[285] Train Loss: 4.251  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[286] Train Loss: 4.240  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[287] Train Loss: 4.239  Train ACC: 1.000
Val Acc = 0.21875
======>>>>>>[288] Train Loss: 4.240  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[289] Train Loss: 4.254  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[290] Train Loss: 4.241  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[291] Train Loss: 4.246  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[292] Train Loss: 4.234  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[293] Train Loss: 4.229  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[294] Train Loss: 4.245  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[295] Train Loss: 4.217  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[296] Train Loss: 4.232  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[297] Train Loss: 4.243  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[298] Train Loss: 4.230  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[299] Train Loss: 4.244  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[300] Train Loss: 4.238  Train ACC: 1.000
Val Acc = 0.34375
test accuracy:  0.75
the split is: 2
number of training examples = 288
number of test examples = 32
======>>>>>>[1] Train Loss: 5.907  Train ACC: 0.503
Val Acc = 0.46875
======>>>>>>[2] Train Loss: 5.678  Train ACC: 0.523
Val Acc = 0.56250
======>>>>>>[3] Train Loss: 5.623  Train ACC: 0.490
Val Acc = 0.62500
======>>>>>>[4] Train Loss: 5.576  Train ACC: 0.497
Val Acc = 0.50000
======>>>>>>[5] Train Loss: 5.564  Train ACC: 0.516
Val Acc = 0.53125
======>>>>>>[6] Train Loss: 5.541  Train ACC: 0.513
Val Acc = 0.56250
======>>>>>>[7] Train Loss: 5.500  Train ACC: 0.529
Val Acc = 0.53125
======>>>>>>[8] Train Loss: 5.476  Train ACC: 0.548
Val Acc = 0.34375
======>>>>>>[9] Train Loss: 5.444  Train ACC: 0.513
Val Acc = 0.40625
======>>>>>>[10] Train Loss: 5.434  Train ACC: 0.558
Val Acc = 0.56250
======>>>>>>[11] Train Loss: 5.431  Train ACC: 0.535
Val Acc = 0.68750
======>>>>>>[12] Train Loss: 5.408  Train ACC: 0.526
Val Acc = 0.56250
======>>>>>>[13] Train Loss: 5.398  Train ACC: 0.532
Val Acc = 0.46875
======>>>>>>[14] Train Loss: 5.357  Train ACC: 0.645
Val Acc = 0.53125
======>>>>>>[15] Train Loss: 5.358  Train ACC: 0.565
Val Acc = 0.59375
======>>>>>>[16] Train Loss: 5.352  Train ACC: 0.558
Val Acc = 0.56250
======>>>>>>[17] Train Loss: 5.341  Train ACC: 0.526
Val Acc = 0.56250
======>>>>>>[18] Train Loss: 5.332  Train ACC: 0.603
Val Acc = 0.50000
======>>>>>>[19] Train Loss: 5.303  Train ACC: 0.616
Val Acc = 0.50000
======>>>>>>[20] Train Loss: 5.299  Train ACC: 0.565
Val Acc = 0.43750
======>>>>>>[21] Train Loss: 5.292  Train ACC: 0.603
Val Acc = 0.65625
======>>>>>>[22] Train Loss: 5.287  Train ACC: 0.603
Val Acc = 0.37500
======>>>>>>[23] Train Loss: 5.257  Train ACC: 0.661
Val Acc = 0.62500
======>>>>>>[24] Train Loss: 5.247  Train ACC: 0.655
Val Acc = 0.40625
======>>>>>>[25] Train Loss: 5.241  Train ACC: 0.677
Val Acc = 0.40625
======>>>>>>[26] Train Loss: 5.252  Train ACC: 0.668
Val Acc = 0.37500
======>>>>>>[27] Train Loss: 5.236  Train ACC: 0.652
Val Acc = 0.46875
======>>>>>>[28] Train Loss: 5.219  Train ACC: 0.668
Val Acc = 0.46875
======>>>>>>[29] Train Loss: 5.192  Train ACC: 0.726
Val Acc = 0.50000
======>>>>>>[30] Train Loss: 5.183  Train ACC: 0.752
Val Acc = 0.46875
======>>>>>>[31] Train Loss: 5.174  Train ACC: 0.771
Val Acc = 0.50000
======>>>>>>[32] Train Loss: 5.169  Train ACC: 0.739
Val Acc = 0.43750
======>>>>>>[33] Train Loss: 5.152  Train ACC: 0.755
Val Acc = 0.46875
======>>>>>>[34] Train Loss: 5.164  Train ACC: 0.797
Val Acc = 0.37500
======>>>>>>[35] Train Loss: 5.128  Train ACC: 0.819
Val Acc = 0.59375
======>>>>>>[36] Train Loss: 5.141  Train ACC: 0.794
Val Acc = 0.43750
======>>>>>>[37] Train Loss: 5.111  Train ACC: 0.826
Val Acc = 0.43750
======>>>>>>[38] Train Loss: 5.112  Train ACC: 0.832
Val Acc = 0.53125
======>>>>>>[39] Train Loss: 5.109  Train ACC: 0.826
Val Acc = 0.65625
======>>>>>>[40] Train Loss: 5.093  Train ACC: 0.900
Val Acc = 0.34375
======>>>>>>[41] Train Loss: 5.096  Train ACC: 0.871
Val Acc = 0.46875
======>>>>>>[42] Train Loss: 5.077  Train ACC: 0.894
Val Acc = 0.46875
======>>>>>>[43] Train Loss: 5.068  Train ACC: 0.897
Val Acc = 0.56250
======>>>>>>[44] Train Loss: 5.038  Train ACC: 0.906
Val Acc = 0.56250
======>>>>>>[45] Train Loss: 5.030  Train ACC: 0.913
Val Acc = 0.59375
======>>>>>>[46] Train Loss: 5.023  Train ACC: 0.923
Val Acc = 0.46875
======>>>>>>[47] Train Loss: 5.034  Train ACC: 0.900
Val Acc = 0.40625
======>>>>>>[48] Train Loss: 5.010  Train ACC: 0.932
Val Acc = 0.43750
======>>>>>>[49] Train Loss: 5.000  Train ACC: 0.919
Val Acc = 0.50000
======>>>>>>[50] Train Loss: 4.982  Train ACC: 0.974
Val Acc = 0.53125
======>>>>>>[51] Train Loss: 4.976  Train ACC: 0.945
Val Acc = 0.43750
======>>>>>>[52] Train Loss: 4.985  Train ACC: 0.965
Val Acc = 0.43750
======>>>>>>[53] Train Loss: 4.953  Train ACC: 0.965
Val Acc = 0.62500
======>>>>>>[54] Train Loss: 4.956  Train ACC: 0.965
Val Acc = 0.46875
======>>>>>>[55] Train Loss: 4.933  Train ACC: 0.971
Val Acc = 0.46875
======>>>>>>[56] Train Loss: 4.946  Train ACC: 0.981
Val Acc = 0.50000
======>>>>>>[57] Train Loss: 4.924  Train ACC: 0.981
Val Acc = 0.37500
======>>>>>>[58] Train Loss: 4.917  Train ACC: 0.981
Val Acc = 0.40625
======>>>>>>[59] Train Loss: 4.908  Train ACC: 0.965
Val Acc = 0.46875
======>>>>>>[60] Train Loss: 4.915  Train ACC: 0.977
Val Acc = 0.53125
======>>>>>>[61] Train Loss: 4.892  Train ACC: 0.987
Val Acc = 0.65625
======>>>>>>[62] Train Loss: 4.887  Train ACC: 0.994
Val Acc = 0.43750
======>>>>>>[63] Train Loss: 4.910  Train ACC: 0.990
Val Acc = 0.59375
======>>>>>>[64] Train Loss: 4.888  Train ACC: 0.984
Val Acc = 0.37500
======>>>>>>[65] Train Loss: 4.854  Train ACC: 0.971
Val Acc = 0.46875
======>>>>>>[66] Train Loss: 4.849  Train ACC: 0.994
Val Acc = 0.59375
======>>>>>>[67] Train Loss: 4.848  Train ACC: 0.990
Val Acc = 0.53125
======>>>>>>[68] Train Loss: 4.821  Train ACC: 0.994
Val Acc = 0.46875
======>>>>>>[69] Train Loss: 4.838  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[70] Train Loss: 4.833  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[71] Train Loss: 4.820  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[72] Train Loss: 4.828  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[73] Train Loss: 4.814  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[74] Train Loss: 4.810  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[75] Train Loss: 4.799  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[76] Train Loss: 4.789  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[77] Train Loss: 4.783  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[78] Train Loss: 4.791  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[79] Train Loss: 4.780  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[80] Train Loss: 4.768  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[81] Train Loss: 4.768  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[82] Train Loss: 4.759  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[83] Train Loss: 4.752  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[84] Train Loss: 4.741  Train ACC: 0.994
Val Acc = 0.56250
======>>>>>>[85] Train Loss: 4.742  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[86] Train Loss: 4.721  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[87] Train Loss: 4.739  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[88] Train Loss: 4.728  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[89] Train Loss: 4.712  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[90] Train Loss: 4.726  Train ACC: 0.997
Val Acc = 0.68750
======>>>>>>[91] Train Loss: 4.702  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[92] Train Loss: 4.709  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[93] Train Loss: 4.704  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[94] Train Loss: 4.687  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[95] Train Loss: 4.693  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[96] Train Loss: 4.690  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[97] Train Loss: 4.683  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[98] Train Loss: 4.674  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[99] Train Loss: 4.692  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[100] Train Loss: 4.668  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[101] Train Loss: 4.650  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[102] Train Loss: 4.668  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[103] Train Loss: 4.663  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[104] Train Loss: 4.669  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[105] Train Loss: 4.639  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[106] Train Loss: 4.642  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[107] Train Loss: 4.635  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[108] Train Loss: 4.634  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[109] Train Loss: 4.634  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[110] Train Loss: 4.616  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[111] Train Loss: 4.649  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[112] Train Loss: 4.619  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[113] Train Loss: 4.598  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[114] Train Loss: 4.631  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[115] Train Loss: 4.608  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[116] Train Loss: 4.571  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[117] Train Loss: 4.605  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[118] Train Loss: 4.592  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[119] Train Loss: 4.581  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[120] Train Loss: 4.598  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[121] Train Loss: 4.602  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[122] Train Loss: 4.574  Train ACC: 0.994
Val Acc = 0.59375
======>>>>>>[123] Train Loss: 4.583  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[124] Train Loss: 4.574  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[125] Train Loss: 4.583  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[126] Train Loss: 4.560  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[127] Train Loss: 4.569  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[128] Train Loss: 4.565  Train ACC: 0.997
Val Acc = 0.37500
======>>>>>>[129] Train Loss: 4.538  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[130] Train Loss: 4.550  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[131] Train Loss: 4.533  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[132] Train Loss: 4.534  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[133] Train Loss: 4.546  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[134] Train Loss: 4.529  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[135] Train Loss: 4.523  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[136] Train Loss: 4.532  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[137] Train Loss: 4.516  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[138] Train Loss: 4.538  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[139] Train Loss: 4.515  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[140] Train Loss: 4.513  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[141] Train Loss: 4.513  Train ACC: 0.997
Val Acc = 0.37500
======>>>>>>[142] Train Loss: 4.507  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[143] Train Loss: 4.518  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[144] Train Loss: 4.497  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[145] Train Loss: 4.506  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[146] Train Loss: 4.501  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[147] Train Loss: 4.502  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[148] Train Loss: 4.502  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[149] Train Loss: 4.496  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[150] Train Loss: 4.493  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[151] Train Loss: 4.477  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[152] Train Loss: 4.492  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[153] Train Loss: 4.485  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[154] Train Loss: 4.464  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[155] Train Loss: 4.490  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[156] Train Loss: 4.449  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[157] Train Loss: 4.467  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[158] Train Loss: 4.460  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[159] Train Loss: 4.473  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[160] Train Loss: 4.451  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[161] Train Loss: 4.451  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[162] Train Loss: 4.444  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[163] Train Loss: 4.449  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[164] Train Loss: 4.446  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[165] Train Loss: 4.467  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[166] Train Loss: 4.431  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[167] Train Loss: 4.435  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[168] Train Loss: 4.439  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[169] Train Loss: 4.449  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[170] Train Loss: 4.436  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[171] Train Loss: 4.428  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[172] Train Loss: 4.424  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[173] Train Loss: 4.430  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[174] Train Loss: 4.434  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[175] Train Loss: 4.414  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[176] Train Loss: 4.424  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[177] Train Loss: 4.399  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[178] Train Loss: 4.418  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[179] Train Loss: 4.424  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[180] Train Loss: 4.416  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[181] Train Loss: 4.411  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[182] Train Loss: 4.407  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[183] Train Loss: 4.426  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[184] Train Loss: 4.394  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[185] Train Loss: 4.395  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[186] Train Loss: 4.406  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[187] Train Loss: 4.412  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[188] Train Loss: 4.395  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[189] Train Loss: 4.400  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[190] Train Loss: 4.394  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[191] Train Loss: 4.390  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[192] Train Loss: 4.383  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[193] Train Loss: 4.379  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[194] Train Loss: 4.379  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[195] Train Loss: 4.391  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[196] Train Loss: 4.374  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[197] Train Loss: 4.371  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[198] Train Loss: 4.380  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[199] Train Loss: 4.367  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[200] Train Loss: 4.384  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[201] Train Loss: 4.371  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[202] Train Loss: 4.362  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[203] Train Loss: 4.368  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[204] Train Loss: 4.367  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[205] Train Loss: 4.356  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[206] Train Loss: 4.349  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[207] Train Loss: 4.367  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[208] Train Loss: 4.357  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[209] Train Loss: 4.368  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[210] Train Loss: 4.344  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[211] Train Loss: 4.350  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[212] Train Loss: 4.349  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[213] Train Loss: 4.349  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[214] Train Loss: 4.340  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[215] Train Loss: 4.342  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[216] Train Loss: 4.332  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[217] Train Loss: 4.348  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[218] Train Loss: 4.346  Train ACC: 0.997
Val Acc = 0.65625
======>>>>>>[219] Train Loss: 4.340  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[220] Train Loss: 4.343  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[221] Train Loss: 4.349  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[222] Train Loss: 4.332  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[223] Train Loss: 4.342  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[224] Train Loss: 4.318  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[225] Train Loss: 4.325  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[226] Train Loss: 4.325  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[227] Train Loss: 4.309  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[228] Train Loss: 4.339  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[229] Train Loss: 4.320  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[230] Train Loss: 4.323  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[231] Train Loss: 4.345  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[232] Train Loss: 4.313  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[233] Train Loss: 4.295  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[234] Train Loss: 4.327  Train ACC: 0.994
Val Acc = 0.40625
======>>>>>>[235] Train Loss: 4.317  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[236] Train Loss: 4.308  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[237] Train Loss: 4.311  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[238] Train Loss: 4.303  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[239] Train Loss: 4.298  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[240] Train Loss: 4.296  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[241] Train Loss: 4.307  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[242] Train Loss: 4.297  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[243] Train Loss: 4.300  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[244] Train Loss: 4.304  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[245] Train Loss: 4.283  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[246] Train Loss: 4.293  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[247] Train Loss: 4.293  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[248] Train Loss: 4.305  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[249] Train Loss: 4.275  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[250] Train Loss: 4.292  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[251] Train Loss: 4.294  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[252] Train Loss: 4.279  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[253] Train Loss: 4.290  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[254] Train Loss: 4.308  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[255] Train Loss: 4.274  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[256] Train Loss: 4.286  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[257] Train Loss: 4.267  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[258] Train Loss: 4.276  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[259] Train Loss: 4.287  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[260] Train Loss: 4.272  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[261] Train Loss: 4.287  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[262] Train Loss: 4.266  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[263] Train Loss: 4.274  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[264] Train Loss: 4.279  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[265] Train Loss: 4.274  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[266] Train Loss: 4.285  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[267] Train Loss: 4.295  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[268] Train Loss: 4.268  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[269] Train Loss: 4.261  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[270] Train Loss: 4.269  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[271] Train Loss: 4.280  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[272] Train Loss: 4.261  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[273] Train Loss: 4.268  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[274] Train Loss: 4.261  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[275] Train Loss: 4.250  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[276] Train Loss: 4.267  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[277] Train Loss: 4.257  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[278] Train Loss: 4.253  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[279] Train Loss: 4.264  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[280] Train Loss: 4.266  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[281] Train Loss: 4.246  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[282] Train Loss: 4.241  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[283] Train Loss: 4.264  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[284] Train Loss: 4.253  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[285] Train Loss: 4.249  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[286] Train Loss: 4.239  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[287] Train Loss: 4.244  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[288] Train Loss: 4.253  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[289] Train Loss: 4.251  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[290] Train Loss: 4.245  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[291] Train Loss: 4.224  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[292] Train Loss: 4.230  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[293] Train Loss: 4.247  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[294] Train Loss: 4.247  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[295] Train Loss: 4.239  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[296] Train Loss: 4.228  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[297] Train Loss: 4.233  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[298] Train Loss: 4.237  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[299] Train Loss: 4.227  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[300] Train Loss: 4.244  Train ACC: 0.997
Val Acc = 0.50000
test accuracy:  0.6875
the split is: 3
number of training examples = 288
number of test examples = 32
======>>>>>>[1] Train Loss: 5.914  Train ACC: 0.468
Val Acc = 0.65625
======>>>>>>[2] Train Loss: 5.684  Train ACC: 0.523
Val Acc = 0.62500
======>>>>>>[3] Train Loss: 5.630  Train ACC: 0.526
Val Acc = 0.50000
======>>>>>>[4] Train Loss: 5.588  Train ACC: 0.481
Val Acc = 0.46875
======>>>>>>[5] Train Loss: 5.556  Train ACC: 0.474
Val Acc = 0.37500
======>>>>>>[6] Train Loss: 5.531  Train ACC: 0.477
Val Acc = 0.56250
======>>>>>>[7] Train Loss: 5.501  Train ACC: 0.487
Val Acc = 0.50000
======>>>>>>[8] Train Loss: 5.498  Train ACC: 0.506
Val Acc = 0.34375
======>>>>>>[9] Train Loss: 5.482  Train ACC: 0.555
Val Acc = 0.65625
======>>>>>>[10] Train Loss: 5.449  Train ACC: 0.581
Val Acc = 0.34375
======>>>>>>[11] Train Loss: 5.424  Train ACC: 0.542
Val Acc = 0.62500
======>>>>>>[12] Train Loss: 5.440  Train ACC: 0.542
Val Acc = 0.40625
======>>>>>>[13] Train Loss: 5.396  Train ACC: 0.594
Val Acc = 0.50000
======>>>>>>[14] Train Loss: 5.389  Train ACC: 0.545
Val Acc = 0.56250
======>>>>>>[15] Train Loss: 5.380  Train ACC: 0.600
Val Acc = 0.46875
======>>>>>>[16] Train Loss: 5.366  Train ACC: 0.606
Val Acc = 0.59375
======>>>>>>[17] Train Loss: 5.352  Train ACC: 0.574
Val Acc = 0.59375
======>>>>>>[18] Train Loss: 5.328  Train ACC: 0.652
Val Acc = 0.53125
======>>>>>>[19] Train Loss: 5.338  Train ACC: 0.565
Val Acc = 0.46875
======>>>>>>[20] Train Loss: 5.326  Train ACC: 0.623
Val Acc = 0.56250
======>>>>>>[21] Train Loss: 5.312  Train ACC: 0.600
Val Acc = 0.50000
======>>>>>>[22] Train Loss: 5.276  Train ACC: 0.661
Val Acc = 0.50000
======>>>>>>[23] Train Loss: 5.288  Train ACC: 0.639
Val Acc = 0.46875
======>>>>>>[24] Train Loss: 5.278  Train ACC: 0.619
Val Acc = 0.65625
======>>>>>>[25] Train Loss: 5.245  Train ACC: 0.623
Val Acc = 0.40625
======>>>>>>[26] Train Loss: 5.254  Train ACC: 0.632
Val Acc = 0.62500
======>>>>>>[27] Train Loss: 5.236  Train ACC: 0.735
Val Acc = 0.40625
======>>>>>>[28] Train Loss: 5.221  Train ACC: 0.700
Val Acc = 0.65625
======>>>>>>[29] Train Loss: 5.250  Train ACC: 0.639
Val Acc = 0.46875
======>>>>>>[30] Train Loss: 5.208  Train ACC: 0.710
Val Acc = 0.46875
======>>>>>>[31] Train Loss: 5.202  Train ACC: 0.748
Val Acc = 0.43750
======>>>>>>[32] Train Loss: 5.188  Train ACC: 0.739
Val Acc = 0.62500
======>>>>>>[33] Train Loss: 5.178  Train ACC: 0.787
Val Acc = 0.50000
======>>>>>>[34] Train Loss: 5.177  Train ACC: 0.771
Val Acc = 0.53125
======>>>>>>[35] Train Loss: 5.164  Train ACC: 0.790
Val Acc = 0.46875
======>>>>>>[36] Train Loss: 5.151  Train ACC: 0.806
Val Acc = 0.53125
======>>>>>>[37] Train Loss: 5.134  Train ACC: 0.800
Val Acc = 0.40625
======>>>>>>[38] Train Loss: 5.117  Train ACC: 0.845
Val Acc = 0.59375
======>>>>>>[39] Train Loss: 5.099  Train ACC: 0.877
Val Acc = 0.37500
======>>>>>>[40] Train Loss: 5.102  Train ACC: 0.861
Val Acc = 0.43750
======>>>>>>[41] Train Loss: 5.108  Train ACC: 0.874
Val Acc = 0.46875
======>>>>>>[42] Train Loss: 5.099  Train ACC: 0.906
Val Acc = 0.43750
======>>>>>>[43] Train Loss: 5.091  Train ACC: 0.877
Val Acc = 0.56250
======>>>>>>[44] Train Loss: 5.063  Train ACC: 0.919
Val Acc = 0.43750
======>>>>>>[45] Train Loss: 5.055  Train ACC: 0.942
Val Acc = 0.43750
======>>>>>>[46] Train Loss: 5.044  Train ACC: 0.913
Val Acc = 0.46875
======>>>>>>[47] Train Loss: 5.038  Train ACC: 0.958
Val Acc = 0.50000
======>>>>>>[48] Train Loss: 5.033  Train ACC: 0.935
Val Acc = 0.43750
======>>>>>>[49] Train Loss: 5.012  Train ACC: 0.942
Val Acc = 0.37500
======>>>>>>[50] Train Loss: 5.015  Train ACC: 0.945
Val Acc = 0.46875
======>>>>>>[51] Train Loss: 4.999  Train ACC: 0.958
Val Acc = 0.53125
======>>>>>>[52] Train Loss: 4.982  Train ACC: 0.974
Val Acc = 0.40625
======>>>>>>[53] Train Loss: 4.984  Train ACC: 0.958
Val Acc = 0.62500
======>>>>>>[54] Train Loss: 4.977  Train ACC: 0.974
Val Acc = 0.53125
======>>>>>>[55] Train Loss: 4.963  Train ACC: 0.965
Val Acc = 0.43750
======>>>>>>[56] Train Loss: 4.964  Train ACC: 0.974
Val Acc = 0.53125
======>>>>>>[57] Train Loss: 4.946  Train ACC: 0.984
Val Acc = 0.50000
======>>>>>>[58] Train Loss: 4.940  Train ACC: 0.974
Val Acc = 0.50000
======>>>>>>[59] Train Loss: 4.938  Train ACC: 0.987
Val Acc = 0.56250
======>>>>>>[60] Train Loss: 4.940  Train ACC: 0.974
Val Acc = 0.53125
======>>>>>>[61] Train Loss: 4.937  Train ACC: 0.974
Val Acc = 0.50000
======>>>>>>[62] Train Loss: 4.928  Train ACC: 0.984
Val Acc = 0.46875
======>>>>>>[63] Train Loss: 4.920  Train ACC: 0.987
Val Acc = 0.56250
======>>>>>>[64] Train Loss: 4.921  Train ACC: 0.987
Val Acc = 0.53125
======>>>>>>[65] Train Loss: 4.898  Train ACC: 0.994
Val Acc = 0.46875
======>>>>>>[66] Train Loss: 4.890  Train ACC: 0.981
Val Acc = 0.56250
======>>>>>>[67] Train Loss: 4.889  Train ACC: 0.987
Val Acc = 0.65625
======>>>>>>[68] Train Loss: 4.857  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[69] Train Loss: 4.876  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[70] Train Loss: 4.875  Train ACC: 0.994
Val Acc = 0.59375
======>>>>>>[71] Train Loss: 4.861  Train ACC: 0.994
Val Acc = 0.46875
======>>>>>>[72] Train Loss: 4.857  Train ACC: 0.994
Val Acc = 0.31250
======>>>>>>[73] Train Loss: 4.824  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[74] Train Loss: 4.833  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[75] Train Loss: 4.832  Train ACC: 0.990
Val Acc = 0.65625
======>>>>>>[76] Train Loss: 4.829  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[77] Train Loss: 4.814  Train ACC: 0.994
Val Acc = 0.59375
======>>>>>>[78] Train Loss: 4.818  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[79] Train Loss: 4.806  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[80] Train Loss: 4.807  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[81] Train Loss: 4.779  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[82] Train Loss: 4.798  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[83] Train Loss: 4.785  Train ACC: 0.987
Val Acc = 0.62500
======>>>>>>[84] Train Loss: 4.774  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[85] Train Loss: 4.779  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[86] Train Loss: 4.750  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[87] Train Loss: 4.740  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[88] Train Loss: 4.750  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[89] Train Loss: 4.739  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[90] Train Loss: 4.743  Train ACC: 0.994
Val Acc = 0.50000
======>>>>>>[91] Train Loss: 4.738  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[92] Train Loss: 4.724  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[93] Train Loss: 4.712  Train ACC: 0.994
Val Acc = 0.56250
======>>>>>>[94] Train Loss: 4.699  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[95] Train Loss: 4.718  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[96] Train Loss: 4.709  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[97] Train Loss: 4.705  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[98] Train Loss: 4.701  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[99] Train Loss: 4.692  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[100] Train Loss: 4.692  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[101] Train Loss: 4.693  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[102] Train Loss: 4.672  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[103] Train Loss: 4.680  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[104] Train Loss: 4.648  Train ACC: 0.994
Val Acc = 0.56250
======>>>>>>[105] Train Loss: 4.663  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[106] Train Loss: 4.673  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[107] Train Loss: 4.654  Train ACC: 0.997
Val Acc = 0.71875
======>>>>>>[108] Train Loss: 4.650  Train ACC: 0.997
Val Acc = 0.68750
======>>>>>>[109] Train Loss: 4.647  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[110] Train Loss: 4.648  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[111] Train Loss: 4.637  Train ACC: 0.997
Val Acc = 0.65625
======>>>>>>[112] Train Loss: 4.637  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[113] Train Loss: 4.606  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[114] Train Loss: 4.623  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[115] Train Loss: 4.619  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[116] Train Loss: 4.628  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[117] Train Loss: 4.612  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[118] Train Loss: 4.622  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[119] Train Loss: 4.612  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[120] Train Loss: 4.625  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[121] Train Loss: 4.585  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[122] Train Loss: 4.595  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[123] Train Loss: 4.584  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[124] Train Loss: 4.571  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[125] Train Loss: 4.565  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[126] Train Loss: 4.582  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[127] Train Loss: 4.589  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[128] Train Loss: 4.566  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[129] Train Loss: 4.570  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[130] Train Loss: 4.570  Train ACC: 0.994
Val Acc = 0.62500
======>>>>>>[131] Train Loss: 4.570  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[132] Train Loss: 4.550  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[133] Train Loss: 4.546  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[134] Train Loss: 4.528  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[135] Train Loss: 4.543  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[136] Train Loss: 4.542  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[137] Train Loss: 4.543  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[138] Train Loss: 4.550  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[139] Train Loss: 4.531  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[140] Train Loss: 4.513  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[141] Train Loss: 4.528  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[142] Train Loss: 4.518  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[143] Train Loss: 4.534  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[144] Train Loss: 4.524  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[145] Train Loss: 4.492  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[146] Train Loss: 4.514  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[147] Train Loss: 4.496  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[148] Train Loss: 4.517  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[149] Train Loss: 4.498  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[150] Train Loss: 4.487  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[151] Train Loss: 4.498  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[152] Train Loss: 4.492  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[153] Train Loss: 4.493  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[154] Train Loss: 4.477  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[155] Train Loss: 4.490  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[156] Train Loss: 4.476  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[157] Train Loss: 4.458  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[158] Train Loss: 4.474  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[159] Train Loss: 4.474  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[160] Train Loss: 4.463  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[161] Train Loss: 4.467  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[162] Train Loss: 4.455  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[163] Train Loss: 4.454  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[164] Train Loss: 4.460  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[165] Train Loss: 4.471  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[166] Train Loss: 4.447  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[167] Train Loss: 4.438  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[168] Train Loss: 4.460  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[169] Train Loss: 4.441  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[170] Train Loss: 4.433  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[171] Train Loss: 4.439  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[172] Train Loss: 4.451  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[173] Train Loss: 4.421  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[174] Train Loss: 4.442  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[175] Train Loss: 4.442  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[176] Train Loss: 4.412  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[177] Train Loss: 4.420  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[178] Train Loss: 4.424  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[179] Train Loss: 4.436  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[180] Train Loss: 4.415  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[181] Train Loss: 4.409  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[182] Train Loss: 4.424  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[183] Train Loss: 4.412  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[184] Train Loss: 4.406  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[185] Train Loss: 4.416  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[186] Train Loss: 4.415  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[187] Train Loss: 4.412  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[188] Train Loss: 4.400  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[189] Train Loss: 4.391  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[190] Train Loss: 4.403  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[191] Train Loss: 4.395  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[192] Train Loss: 4.382  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[193] Train Loss: 4.398  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[194] Train Loss: 4.379  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[195] Train Loss: 4.381  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[196] Train Loss: 4.376  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[197] Train Loss: 4.376  Train ACC: 1.000
Val Acc = 0.28125
======>>>>>>[198] Train Loss: 4.384  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[199] Train Loss: 4.389  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[200] Train Loss: 4.383  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[201] Train Loss: 4.359  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[202] Train Loss: 4.357  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[203] Train Loss: 4.363  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[204] Train Loss: 4.370  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[205] Train Loss: 4.355  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[206] Train Loss: 4.370  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[207] Train Loss: 4.381  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[208] Train Loss: 4.364  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[209] Train Loss: 4.359  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[210] Train Loss: 4.353  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[211] Train Loss: 4.347  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[212] Train Loss: 4.351  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[213] Train Loss: 4.334  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[214] Train Loss: 4.345  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[215] Train Loss: 4.336  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[216] Train Loss: 4.349  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[217] Train Loss: 4.355  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[218] Train Loss: 4.338  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[219] Train Loss: 4.342  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[220] Train Loss: 4.334  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[221] Train Loss: 4.342  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[222] Train Loss: 4.342  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[223] Train Loss: 4.333  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[224] Train Loss: 4.325  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[225] Train Loss: 4.331  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[226] Train Loss: 4.321  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[227] Train Loss: 4.329  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[228] Train Loss: 4.321  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[229] Train Loss: 4.311  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[230] Train Loss: 4.342  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[231] Train Loss: 4.319  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[232] Train Loss: 4.321  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[233] Train Loss: 4.318  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[234] Train Loss: 4.323  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[235] Train Loss: 4.327  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[236] Train Loss: 4.309  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[237] Train Loss: 4.309  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[238] Train Loss: 4.309  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[239] Train Loss: 4.308  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[240] Train Loss: 4.310  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[241] Train Loss: 4.303  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[242] Train Loss: 4.304  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[243] Train Loss: 4.291  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[244] Train Loss: 4.325  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[245] Train Loss: 4.290  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[246] Train Loss: 4.302  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[247] Train Loss: 4.297  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[248] Train Loss: 4.327  Train ACC: 0.997
Val Acc = 0.65625
======>>>>>>[249] Train Loss: 4.273  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[250] Train Loss: 4.293  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[251] Train Loss: 4.305  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[252] Train Loss: 4.280  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[253] Train Loss: 4.286  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[254] Train Loss: 4.298  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[255] Train Loss: 4.269  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[256] Train Loss: 4.282  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[257] Train Loss: 4.281  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[258] Train Loss: 4.272  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[259] Train Loss: 4.284  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[260] Train Loss: 4.271  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[261] Train Loss: 4.287  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[262] Train Loss: 4.284  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[263] Train Loss: 4.263  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[264] Train Loss: 4.281  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[265] Train Loss: 4.276  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[266] Train Loss: 4.265  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[267] Train Loss: 4.266  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[268] Train Loss: 4.250  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[269] Train Loss: 4.255  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[270] Train Loss: 4.261  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[271] Train Loss: 4.262  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[272] Train Loss: 4.257  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[273] Train Loss: 4.265  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[274] Train Loss: 4.241  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[275] Train Loss: 4.247  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[276] Train Loss: 4.265  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[277] Train Loss: 4.255  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[278] Train Loss: 4.245  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[279] Train Loss: 4.248  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[280] Train Loss: 4.260  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[281] Train Loss: 4.237  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[282] Train Loss: 4.243  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[283] Train Loss: 4.247  Train ACC: 0.997
Val Acc = 0.71875
======>>>>>>[284] Train Loss: 4.240  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[285] Train Loss: 4.262  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[286] Train Loss: 4.264  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[287] Train Loss: 4.237  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[288] Train Loss: 4.246  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[289] Train Loss: 4.249  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[290] Train Loss: 4.250  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[291] Train Loss: 4.240  Train ACC: 0.997
Val Acc = 0.68750
======>>>>>>[292] Train Loss: 4.242  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[293] Train Loss: 4.232  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[294] Train Loss: 4.223  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[295] Train Loss: 4.220  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[296] Train Loss: 4.245  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[297] Train Loss: 4.225  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[298] Train Loss: 4.234  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[299] Train Loss: 4.221  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[300] Train Loss: 4.221  Train ACC: 1.000
Val Acc = 0.40625
test accuracy:  0.71875
the split is: 4
number of training examples = 288
number of test examples = 32
======>>>>>>[1] Train Loss: 5.901  Train ACC: 0.535
Val Acc = 0.37500
======>>>>>>[2] Train Loss: 5.698  Train ACC: 0.471
Val Acc = 0.46875
======>>>>>>[3] Train Loss: 5.629  Train ACC: 0.529
Val Acc = 0.50000
======>>>>>>[4] Train Loss: 5.559  Train ACC: 0.594
Val Acc = 0.62500
======>>>>>>[5] Train Loss: 5.549  Train ACC: 0.561
Val Acc = 0.50000
======>>>>>>[6] Train Loss: 5.523  Train ACC: 0.510
Val Acc = 0.53125
======>>>>>>[7] Train Loss: 5.500  Train ACC: 0.526
Val Acc = 0.56250
======>>>>>>[8] Train Loss: 5.487  Train ACC: 0.565
Val Acc = 0.53125
======>>>>>>[9] Train Loss: 5.453  Train ACC: 0.552
Val Acc = 0.59375
======>>>>>>[10] Train Loss: 5.465  Train ACC: 0.523
Val Acc = 0.46875
======>>>>>>[11] Train Loss: 5.462  Train ACC: 0.487
Val Acc = 0.56250
======>>>>>>[12] Train Loss: 5.436  Train ACC: 0.510
Val Acc = 0.56250
======>>>>>>[13] Train Loss: 5.397  Train ACC: 0.548
Val Acc = 0.56250
======>>>>>>[14] Train Loss: 5.397  Train ACC: 0.581
Val Acc = 0.37500
======>>>>>>[15] Train Loss: 5.373  Train ACC: 0.539
Val Acc = 0.53125
======>>>>>>[16] Train Loss: 5.363  Train ACC: 0.545
Val Acc = 0.43750
======>>>>>>[17] Train Loss: 5.341  Train ACC: 0.590
Val Acc = 0.56250
======>>>>>>[18] Train Loss: 5.338  Train ACC: 0.552
Val Acc = 0.50000
======>>>>>>[19] Train Loss: 5.311  Train ACC: 0.584
Val Acc = 0.37500
======>>>>>>[20] Train Loss: 5.305  Train ACC: 0.635
Val Acc = 0.53125
======>>>>>>[21] Train Loss: 5.286  Train ACC: 0.581
Val Acc = 0.50000
======>>>>>>[22] Train Loss: 5.279  Train ACC: 0.639
Val Acc = 0.43750
======>>>>>>[23] Train Loss: 5.274  Train ACC: 0.568
Val Acc = 0.53125
======>>>>>>[24] Train Loss: 5.245  Train ACC: 0.603
Val Acc = 0.43750
======>>>>>>[25] Train Loss: 5.254  Train ACC: 0.632
Val Acc = 0.46875
======>>>>>>[26] Train Loss: 5.225  Train ACC: 0.658
Val Acc = 0.53125
======>>>>>>[27] Train Loss: 5.225  Train ACC: 0.639
Val Acc = 0.46875
======>>>>>>[28] Train Loss: 5.235  Train ACC: 0.639
Val Acc = 0.56250
======>>>>>>[29] Train Loss: 5.205  Train ACC: 0.700
Val Acc = 0.50000
======>>>>>>[30] Train Loss: 5.193  Train ACC: 0.703
Val Acc = 0.53125
======>>>>>>[31] Train Loss: 5.182  Train ACC: 0.719
Val Acc = 0.56250
======>>>>>>[32] Train Loss: 5.179  Train ACC: 0.755
Val Acc = 0.40625
======>>>>>>[33] Train Loss: 5.172  Train ACC: 0.739
Val Acc = 0.53125
======>>>>>>[34] Train Loss: 5.173  Train ACC: 0.768
Val Acc = 0.62500
======>>>>>>[35] Train Loss: 5.156  Train ACC: 0.813
Val Acc = 0.65625
======>>>>>>[36] Train Loss: 5.120  Train ACC: 0.800
Val Acc = 0.53125
======>>>>>>[37] Train Loss: 5.134  Train ACC: 0.829
Val Acc = 0.34375
======>>>>>>[38] Train Loss: 5.117  Train ACC: 0.832
Val Acc = 0.43750
======>>>>>>[39] Train Loss: 5.101  Train ACC: 0.832
Val Acc = 0.40625
======>>>>>>[40] Train Loss: 5.093  Train ACC: 0.845
Val Acc = 0.59375
======>>>>>>[41] Train Loss: 5.088  Train ACC: 0.897
Val Acc = 0.53125
======>>>>>>[42] Train Loss: 5.086  Train ACC: 0.894
Val Acc = 0.46875
======>>>>>>[43] Train Loss: 5.097  Train ACC: 0.877
Val Acc = 0.53125
======>>>>>>[44] Train Loss: 5.066  Train ACC: 0.887
Val Acc = 0.53125
======>>>>>>[45] Train Loss: 5.065  Train ACC: 0.887
Val Acc = 0.46875
======>>>>>>[46] Train Loss: 5.072  Train ACC: 0.897
Val Acc = 0.50000
======>>>>>>[47] Train Loss: 5.047  Train ACC: 0.923
Val Acc = 0.59375
======>>>>>>[48] Train Loss: 4.990  Train ACC: 0.958
Val Acc = 0.53125
======>>>>>>[49] Train Loss: 5.003  Train ACC: 0.955
Val Acc = 0.53125
======>>>>>>[50] Train Loss: 5.001  Train ACC: 0.965
Val Acc = 0.50000
======>>>>>>[51] Train Loss: 4.996  Train ACC: 0.935
Val Acc = 0.62500
======>>>>>>[52] Train Loss: 4.998  Train ACC: 0.968
Val Acc = 0.56250
======>>>>>>[53] Train Loss: 4.976  Train ACC: 0.952
Val Acc = 0.50000
======>>>>>>[54] Train Loss: 4.975  Train ACC: 0.958
Val Acc = 0.59375
======>>>>>>[55] Train Loss: 4.975  Train ACC: 0.987
Val Acc = 0.46875
======>>>>>>[56] Train Loss: 4.945  Train ACC: 0.984
Val Acc = 0.62500
======>>>>>>[57] Train Loss: 4.949  Train ACC: 0.984
Val Acc = 0.46875
======>>>>>>[58] Train Loss: 4.927  Train ACC: 0.977
Val Acc = 0.65625
======>>>>>>[59] Train Loss: 4.913  Train ACC: 0.994
Val Acc = 0.59375
======>>>>>>[60] Train Loss: 4.911  Train ACC: 0.987
Val Acc = 0.56250
======>>>>>>[61] Train Loss: 4.916  Train ACC: 0.990
Val Acc = 0.59375
======>>>>>>[62] Train Loss: 4.898  Train ACC: 0.984
Val Acc = 0.56250
======>>>>>>[63] Train Loss: 4.879  Train ACC: 0.987
Val Acc = 0.46875
======>>>>>>[64] Train Loss: 4.888  Train ACC: 0.974
Val Acc = 0.56250
======>>>>>>[65] Train Loss: 4.871  Train ACC: 0.994
Val Acc = 0.62500
======>>>>>>[66] Train Loss: 4.881  Train ACC: 0.974
Val Acc = 0.53125
======>>>>>>[67] Train Loss: 4.853  Train ACC: 0.987
Val Acc = 0.43750
======>>>>>>[68] Train Loss: 4.855  Train ACC: 0.990
Val Acc = 0.50000
======>>>>>>[69] Train Loss: 4.860  Train ACC: 0.994
Val Acc = 0.65625
======>>>>>>[70] Train Loss: 4.846  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[71] Train Loss: 4.848  Train ACC: 0.990
Val Acc = 0.50000
======>>>>>>[72] Train Loss: 4.810  Train ACC: 0.994
Val Acc = 0.56250
======>>>>>>[73] Train Loss: 4.815  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[74] Train Loss: 4.810  Train ACC: 0.990
Val Acc = 0.59375
======>>>>>>[75] Train Loss: 4.812  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[76] Train Loss: 4.805  Train ACC: 0.994
Val Acc = 0.50000
======>>>>>>[77] Train Loss: 4.799  Train ACC: 0.994
Val Acc = 0.56250
======>>>>>>[78] Train Loss: 4.774  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[79] Train Loss: 4.776  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[80] Train Loss: 4.770  Train ACC: 0.994
Val Acc = 0.59375
======>>>>>>[81] Train Loss: 4.770  Train ACC: 0.994
Val Acc = 0.65625
======>>>>>>[82] Train Loss: 4.777  Train ACC: 0.994
Val Acc = 0.56250
======>>>>>>[83] Train Loss: 4.747  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[84] Train Loss: 4.761  Train ACC: 0.987
Val Acc = 0.56250
======>>>>>>[85] Train Loss: 4.753  Train ACC: 0.994
Val Acc = 0.59375
======>>>>>>[86] Train Loss: 4.732  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[87] Train Loss: 4.747  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[88] Train Loss: 4.734  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[89] Train Loss: 4.741  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[90] Train Loss: 4.725  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[91] Train Loss: 4.724  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[92] Train Loss: 4.715  Train ACC: 0.987
Val Acc = 0.56250
======>>>>>>[93] Train Loss: 4.712  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[94] Train Loss: 4.710  Train ACC: 0.990
Val Acc = 0.56250
======>>>>>>[95] Train Loss: 4.702  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[96] Train Loss: 4.704  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[97] Train Loss: 4.688  Train ACC: 0.994
Val Acc = 0.59375
======>>>>>>[98] Train Loss: 4.683  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[99] Train Loss: 4.686  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[100] Train Loss: 4.685  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[101] Train Loss: 4.671  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[102] Train Loss: 4.642  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[103] Train Loss: 4.653  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[104] Train Loss: 4.662  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[105] Train Loss: 4.652  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[106] Train Loss: 4.641  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[107] Train Loss: 4.651  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[108] Train Loss: 4.637  Train ACC: 0.994
Val Acc = 0.59375
======>>>>>>[109] Train Loss: 4.640  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[110] Train Loss: 4.632  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[111] Train Loss: 4.622  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[112] Train Loss: 4.613  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[113] Train Loss: 4.617  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[114] Train Loss: 4.616  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[115] Train Loss: 4.604  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[116] Train Loss: 4.605  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[117] Train Loss: 4.588  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[118] Train Loss: 4.598  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[119] Train Loss: 4.577  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[120] Train Loss: 4.590  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[121] Train Loss: 4.600  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[122] Train Loss: 4.594  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[123] Train Loss: 4.578  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[124] Train Loss: 4.577  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[125] Train Loss: 4.563  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[126] Train Loss: 4.573  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[127] Train Loss: 4.552  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[128] Train Loss: 4.556  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[129] Train Loss: 4.570  Train ACC: 0.994
Val Acc = 0.46875
======>>>>>>[130] Train Loss: 4.550  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[131] Train Loss: 4.544  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[132] Train Loss: 4.547  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[133] Train Loss: 4.550  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[134] Train Loss: 4.538  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[135] Train Loss: 4.559  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[136] Train Loss: 4.531  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[137] Train Loss: 4.532  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[138] Train Loss: 4.519  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[139] Train Loss: 4.524  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[140] Train Loss: 4.511  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[141] Train Loss: 4.507  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[142] Train Loss: 4.520  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[143] Train Loss: 4.518  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[144] Train Loss: 4.508  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[145] Train Loss: 4.498  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[146] Train Loss: 4.492  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[147] Train Loss: 4.505  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[148] Train Loss: 4.482  Train ACC: 0.997
Val Acc = 0.65625
======>>>>>>[149] Train Loss: 4.472  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[150] Train Loss: 4.493  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[151] Train Loss: 4.475  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[152] Train Loss: 4.474  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[153] Train Loss: 4.473  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[154] Train Loss: 4.471  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[155] Train Loss: 4.467  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[156] Train Loss: 4.473  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[157] Train Loss: 4.453  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[158] Train Loss: 4.455  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[159] Train Loss: 4.467  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[160] Train Loss: 4.460  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[161] Train Loss: 4.439  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[162] Train Loss: 4.466  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[163] Train Loss: 4.463  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[164] Train Loss: 4.437  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[165] Train Loss: 4.464  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[166] Train Loss: 4.437  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[167] Train Loss: 4.449  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[168] Train Loss: 4.443  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[169] Train Loss: 4.443  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[170] Train Loss: 4.430  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[171] Train Loss: 4.433  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[172] Train Loss: 4.422  Train ACC: 1.000
Val Acc = 0.28125
======>>>>>>[173] Train Loss: 4.438  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[174] Train Loss: 4.429  Train ACC: 0.990
Val Acc = 0.50000
======>>>>>>[175] Train Loss: 4.427  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[176] Train Loss: 4.418  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[177] Train Loss: 4.409  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[178] Train Loss: 4.411  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[179] Train Loss: 4.409  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[180] Train Loss: 4.409  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[181] Train Loss: 4.385  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[182] Train Loss: 4.411  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[183] Train Loss: 4.387  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[184] Train Loss: 4.384  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[185] Train Loss: 4.426  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[186] Train Loss: 4.392  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[187] Train Loss: 4.413  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[188] Train Loss: 4.381  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[189] Train Loss: 4.386  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[190] Train Loss: 4.382  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[191] Train Loss: 4.383  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[192] Train Loss: 4.372  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[193] Train Loss: 4.371  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[194] Train Loss: 4.390  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[195] Train Loss: 4.362  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[196] Train Loss: 4.378  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[197] Train Loss: 4.373  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[198] Train Loss: 4.368  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[199] Train Loss: 4.366  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[200] Train Loss: 4.381  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[201] Train Loss: 4.373  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[202] Train Loss: 4.357  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[203] Train Loss: 4.344  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[204] Train Loss: 4.354  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[205] Train Loss: 4.357  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[206] Train Loss: 4.364  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[207] Train Loss: 4.337  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[208] Train Loss: 4.350  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[209] Train Loss: 4.339  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[210] Train Loss: 4.343  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[211] Train Loss: 4.358  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[212] Train Loss: 4.338  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[213] Train Loss: 4.333  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[214] Train Loss: 4.333  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[215] Train Loss: 4.343  Train ACC: 1.000
Val Acc = 0.31250
======>>>>>>[216] Train Loss: 4.342  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[217] Train Loss: 4.335  Train ACC: 1.000
Val Acc = 0.31250
======>>>>>>[218] Train Loss: 4.322  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[219] Train Loss: 4.342  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[220] Train Loss: 4.323  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[221] Train Loss: 4.334  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[222] Train Loss: 4.324  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[223] Train Loss: 4.314  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[224] Train Loss: 4.323  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[225] Train Loss: 4.315  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[226] Train Loss: 4.336  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[227] Train Loss: 4.314  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[228] Train Loss: 4.306  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[229] Train Loss: 4.311  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[230] Train Loss: 4.316  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[231] Train Loss: 4.308  Train ACC: 1.000
Val Acc = 0.31250
======>>>>>>[232] Train Loss: 4.292  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[233] Train Loss: 4.298  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[234] Train Loss: 4.303  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[235] Train Loss: 4.316  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[236] Train Loss: 4.295  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[237] Train Loss: 4.297  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[238] Train Loss: 4.300  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[239] Train Loss: 4.310  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[240] Train Loss: 4.305  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[241] Train Loss: 4.291  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[242] Train Loss: 4.305  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[243] Train Loss: 4.299  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[244] Train Loss: 4.281  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[245] Train Loss: 4.296  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[246] Train Loss: 4.305  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[247] Train Loss: 4.292  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[248] Train Loss: 4.284  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[249] Train Loss: 4.279  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[250] Train Loss: 4.278  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[251] Train Loss: 4.294  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[252] Train Loss: 4.281  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[253] Train Loss: 4.289  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[254] Train Loss: 4.283  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[255] Train Loss: 4.278  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[256] Train Loss: 4.284  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[257] Train Loss: 4.285  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[258] Train Loss: 4.262  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[259] Train Loss: 4.267  Train ACC: 1.000
Val Acc = 0.71875
======>>>>>>[260] Train Loss: 4.261  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[261] Train Loss: 4.278  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[262] Train Loss: 4.278  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[263] Train Loss: 4.275  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[264] Train Loss: 4.252  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[265] Train Loss: 4.243  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[266] Train Loss: 4.265  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[267] Train Loss: 4.251  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[268] Train Loss: 4.252  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[269] Train Loss: 4.252  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[270] Train Loss: 4.263  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[271] Train Loss: 4.258  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[272] Train Loss: 4.246  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[273] Train Loss: 4.238  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[274] Train Loss: 4.231  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[275] Train Loss: 4.256  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[276] Train Loss: 4.238  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[277] Train Loss: 4.260  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[278] Train Loss: 4.250  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[279] Train Loss: 4.244  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[280] Train Loss: 4.234  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[281] Train Loss: 4.237  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[282] Train Loss: 4.243  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[283] Train Loss: 4.236  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[284] Train Loss: 4.240  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[285] Train Loss: 4.235  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[286] Train Loss: 4.234  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[287] Train Loss: 4.251  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[288] Train Loss: 4.248  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[289] Train Loss: 4.250  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[290] Train Loss: 4.231  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[291] Train Loss: 4.240  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[292] Train Loss: 4.236  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[293] Train Loss: 4.241  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[294] Train Loss: 4.216  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[295] Train Loss: 4.233  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[296] Train Loss: 4.236  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[297] Train Loss: 4.220  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[298] Train Loss: 4.231  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[299] Train Loss: 4.226  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[300] Train Loss: 4.223  Train ACC: 1.000
Val Acc = 0.50000
test accuracy:  0.71875
the split is: 5
number of training examples = 288
number of test examples = 32
======>>>>>>[1] Train Loss: 5.915  Train ACC: 0.497
Val Acc = 0.40625
======>>>>>>[2] Train Loss: 5.698  Train ACC: 0.455
Val Acc = 0.46875
======>>>>>>[3] Train Loss: 5.616  Train ACC: 0.506
Val Acc = 0.46875
======>>>>>>[4] Train Loss: 5.579  Train ACC: 0.516
Val Acc = 0.46875
======>>>>>>[5] Train Loss: 5.563  Train ACC: 0.519
Val Acc = 0.50000
======>>>>>>[6] Train Loss: 5.512  Train ACC: 0.539
Val Acc = 0.56250
======>>>>>>[7] Train Loss: 5.500  Train ACC: 0.532
Val Acc = 0.40625
======>>>>>>[8] Train Loss: 5.464  Train ACC: 0.506
Val Acc = 0.43750
======>>>>>>[9] Train Loss: 5.457  Train ACC: 0.535
Val Acc = 0.37500
======>>>>>>[10] Train Loss: 5.429  Train ACC: 0.535
Val Acc = 0.59375
======>>>>>>[11] Train Loss: 5.422  Train ACC: 0.555
Val Acc = 0.31250
======>>>>>>[12] Train Loss: 5.403  Train ACC: 0.552
Val Acc = 0.56250
======>>>>>>[13] Train Loss: 5.386  Train ACC: 0.539
Val Acc = 0.53125
======>>>>>>[14] Train Loss: 5.375  Train ACC: 0.594
Val Acc = 0.43750
======>>>>>>[15] Train Loss: 5.358  Train ACC: 0.597
Val Acc = 0.62500
======>>>>>>[16] Train Loss: 5.358  Train ACC: 0.587
Val Acc = 0.43750
======>>>>>>[17] Train Loss: 5.318  Train ACC: 0.584
Val Acc = 0.43750
======>>>>>>[18] Train Loss: 5.307  Train ACC: 0.619
Val Acc = 0.50000
======>>>>>>[19] Train Loss: 5.297  Train ACC: 0.642
Val Acc = 0.50000
======>>>>>>[20] Train Loss: 5.311  Train ACC: 0.603
Val Acc = 0.40625
======>>>>>>[21] Train Loss: 5.275  Train ACC: 0.658
Val Acc = 0.59375
======>>>>>>[22] Train Loss: 5.303  Train ACC: 0.561
Val Acc = 0.43750
======>>>>>>[23] Train Loss: 5.284  Train ACC: 0.587
Val Acc = 0.43750
======>>>>>>[24] Train Loss: 5.282  Train ACC: 0.623
Val Acc = 0.50000
======>>>>>>[25] Train Loss: 5.252  Train ACC: 0.687
Val Acc = 0.34375
======>>>>>>[26] Train Loss: 5.237  Train ACC: 0.655
Val Acc = 0.50000
======>>>>>>[27] Train Loss: 5.231  Train ACC: 0.645
Val Acc = 0.40625
======>>>>>>[28] Train Loss: 5.222  Train ACC: 0.700
Val Acc = 0.40625
======>>>>>>[29] Train Loss: 5.237  Train ACC: 0.642
Val Acc = 0.50000
======>>>>>>[30] Train Loss: 5.206  Train ACC: 0.713
Val Acc = 0.50000
======>>>>>>[31] Train Loss: 5.209  Train ACC: 0.700
Val Acc = 0.59375
======>>>>>>[32] Train Loss: 5.198  Train ACC: 0.723
Val Acc = 0.53125
======>>>>>>[33] Train Loss: 5.182  Train ACC: 0.710
Val Acc = 0.56250
======>>>>>>[34] Train Loss: 5.188  Train ACC: 0.745
Val Acc = 0.65625
======>>>>>>[35] Train Loss: 5.168  Train ACC: 0.771
Val Acc = 0.56250
======>>>>>>[36] Train Loss: 5.152  Train ACC: 0.761
Val Acc = 0.50000
======>>>>>>[37] Train Loss: 5.156  Train ACC: 0.794
Val Acc = 0.68750
======>>>>>>[38] Train Loss: 5.130  Train ACC: 0.794
Val Acc = 0.68750
======>>>>>>[39] Train Loss: 5.135  Train ACC: 0.787
Val Acc = 0.37500
======>>>>>>[40] Train Loss: 5.115  Train ACC: 0.816
Val Acc = 0.53125
======>>>>>>[41] Train Loss: 5.104  Train ACC: 0.806
Val Acc = 0.46875
======>>>>>>[42] Train Loss: 5.105  Train ACC: 0.855
Val Acc = 0.59375
======>>>>>>[43] Train Loss: 5.084  Train ACC: 0.861
Val Acc = 0.56250
======>>>>>>[44] Train Loss: 5.082  Train ACC: 0.877
Val Acc = 0.53125
======>>>>>>[45] Train Loss: 5.094  Train ACC: 0.835
Val Acc = 0.50000
======>>>>>>[46] Train Loss: 5.068  Train ACC: 0.855
Val Acc = 0.50000
======>>>>>>[47] Train Loss: 5.033  Train ACC: 0.897
Val Acc = 0.62500
======>>>>>>[48] Train Loss: 5.025  Train ACC: 0.900
Val Acc = 0.53125
======>>>>>>[49] Train Loss: 5.035  Train ACC: 0.945
Val Acc = 0.40625
======>>>>>>[50] Train Loss: 5.031  Train ACC: 0.948
Val Acc = 0.53125
======>>>>>>[51] Train Loss: 5.015  Train ACC: 0.932
Val Acc = 0.50000
======>>>>>>[52] Train Loss: 5.010  Train ACC: 0.952
Val Acc = 0.43750
======>>>>>>[53] Train Loss: 5.007  Train ACC: 0.929
Val Acc = 0.56250
======>>>>>>[54] Train Loss: 4.969  Train ACC: 0.961
Val Acc = 0.34375
======>>>>>>[55] Train Loss: 4.973  Train ACC: 0.955
Val Acc = 0.43750
======>>>>>>[56] Train Loss: 4.976  Train ACC: 0.971
Val Acc = 0.50000
======>>>>>>[57] Train Loss: 4.960  Train ACC: 0.955
Val Acc = 0.46875
======>>>>>>[58] Train Loss: 4.955  Train ACC: 0.958
Val Acc = 0.56250
======>>>>>>[59] Train Loss: 4.931  Train ACC: 0.971
Val Acc = 0.37500
======>>>>>>[60] Train Loss: 4.938  Train ACC: 0.958
Val Acc = 0.43750
======>>>>>>[61] Train Loss: 4.921  Train ACC: 0.977
Val Acc = 0.59375
======>>>>>>[62] Train Loss: 4.925  Train ACC: 0.981
Val Acc = 0.68750
======>>>>>>[63] Train Loss: 4.915  Train ACC: 0.984
Val Acc = 0.53125
======>>>>>>[64] Train Loss: 4.904  Train ACC: 0.977
Val Acc = 0.46875
======>>>>>>[65] Train Loss: 4.891  Train ACC: 0.987
Val Acc = 0.62500
======>>>>>>[66] Train Loss: 4.893  Train ACC: 0.984
Val Acc = 0.43750
======>>>>>>[67] Train Loss: 4.889  Train ACC: 0.984
Val Acc = 0.46875
======>>>>>>[68] Train Loss: 4.877  Train ACC: 0.987
Val Acc = 0.56250
======>>>>>>[69] Train Loss: 4.850  Train ACC: 0.987
Val Acc = 0.53125
======>>>>>>[70] Train Loss: 4.834  Train ACC: 0.994
Val Acc = 0.59375
======>>>>>>[71] Train Loss: 4.859  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[72] Train Loss: 4.845  Train ACC: 0.987
Val Acc = 0.59375
======>>>>>>[73] Train Loss: 4.841  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[74] Train Loss: 4.825  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[75] Train Loss: 4.824  Train ACC: 0.990
Val Acc = 0.53125
======>>>>>>[76] Train Loss: 4.807  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[77] Train Loss: 4.808  Train ACC: 0.984
Val Acc = 0.50000
======>>>>>>[78] Train Loss: 4.801  Train ACC: 0.994
Val Acc = 0.62500
======>>>>>>[79] Train Loss: 4.814  Train ACC: 0.987
Val Acc = 0.59375
======>>>>>>[80] Train Loss: 4.791  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[81] Train Loss: 4.800  Train ACC: 0.994
Val Acc = 0.62500
======>>>>>>[82] Train Loss: 4.778  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[83] Train Loss: 4.770  Train ACC: 0.997
Val Acc = 0.65625
======>>>>>>[84] Train Loss: 4.762  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[85] Train Loss: 4.760  Train ACC: 0.994
Val Acc = 0.46875
======>>>>>>[86] Train Loss: 4.755  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[87] Train Loss: 4.739  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[88] Train Loss: 4.734  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[89] Train Loss: 4.740  Train ACC: 0.994
Val Acc = 0.59375
======>>>>>>[90] Train Loss: 4.731  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[91] Train Loss: 4.726  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[92] Train Loss: 4.718  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[93] Train Loss: 4.724  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[94] Train Loss: 4.704  Train ACC: 0.997
Val Acc = 0.75000
======>>>>>>[95] Train Loss: 4.731  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[96] Train Loss: 4.691  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[97] Train Loss: 4.682  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[98] Train Loss: 4.694  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[99] Train Loss: 4.692  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[100] Train Loss: 4.684  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[101] Train Loss: 4.686  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[102] Train Loss: 4.671  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[103] Train Loss: 4.655  Train ACC: 0.997
Val Acc = 0.65625
======>>>>>>[104] Train Loss: 4.672  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[105] Train Loss: 4.678  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[106] Train Loss: 4.663  Train ACC: 0.994
Val Acc = 0.68750
======>>>>>>[107] Train Loss: 4.667  Train ACC: 0.997
Val Acc = 0.65625
======>>>>>>[108] Train Loss: 4.647  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[109] Train Loss: 4.638  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[110] Train Loss: 4.636  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[111] Train Loss: 4.640  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[112] Train Loss: 4.633  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[113] Train Loss: 4.620  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[114] Train Loss: 4.624  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[115] Train Loss: 4.614  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[116] Train Loss: 4.607  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[117] Train Loss: 4.600  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[118] Train Loss: 4.617  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[119] Train Loss: 4.603  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[120] Train Loss: 4.599  Train ACC: 0.990
Val Acc = 0.59375
======>>>>>>[121] Train Loss: 4.595  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[122] Train Loss: 4.608  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[123] Train Loss: 4.582  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[124] Train Loss: 4.595  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[125] Train Loss: 4.581  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[126] Train Loss: 4.582  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[127] Train Loss: 4.582  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[128] Train Loss: 4.562  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[129] Train Loss: 4.571  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[130] Train Loss: 4.570  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[131] Train Loss: 4.567  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[132] Train Loss: 4.564  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[133] Train Loss: 4.558  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[134] Train Loss: 4.567  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[135] Train Loss: 4.549  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[136] Train Loss: 4.571  Train ACC: 0.997
Val Acc = 0.68750
======>>>>>>[137] Train Loss: 4.541  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[138] Train Loss: 4.526  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[139] Train Loss: 4.520  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[140] Train Loss: 4.548  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[141] Train Loss: 4.535  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[142] Train Loss: 4.534  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[143] Train Loss: 4.512  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[144] Train Loss: 4.507  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[145] Train Loss: 4.506  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[146] Train Loss: 4.493  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[147] Train Loss: 4.515  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[148] Train Loss: 4.512  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[149] Train Loss: 4.511  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[150] Train Loss: 4.507  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[151] Train Loss: 4.494  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[152] Train Loss: 4.500  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[153] Train Loss: 4.472  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[154] Train Loss: 4.481  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[155] Train Loss: 4.484  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[156] Train Loss: 4.456  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[157] Train Loss: 4.464  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[158] Train Loss: 4.486  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[159] Train Loss: 4.477  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[160] Train Loss: 4.442  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[161] Train Loss: 4.464  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[162] Train Loss: 4.474  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[163] Train Loss: 4.474  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[164] Train Loss: 4.456  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[165] Train Loss: 4.461  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[166] Train Loss: 4.455  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[167] Train Loss: 4.456  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[168] Train Loss: 4.459  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[169] Train Loss: 4.451  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[170] Train Loss: 4.438  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[171] Train Loss: 4.424  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[172] Train Loss: 4.429  Train ACC: 0.994
Val Acc = 0.43750
======>>>>>>[173] Train Loss: 4.440  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[174] Train Loss: 4.447  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[175] Train Loss: 4.414  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[176] Train Loss: 4.423  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[177] Train Loss: 4.432  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[178] Train Loss: 4.414  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[179] Train Loss: 4.423  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[180] Train Loss: 4.422  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[181] Train Loss: 4.417  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[182] Train Loss: 4.412  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[183] Train Loss: 4.419  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[184] Train Loss: 4.405  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[185] Train Loss: 4.422  Train ACC: 0.994
Val Acc = 0.46875
======>>>>>>[186] Train Loss: 4.416  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[187] Train Loss: 4.418  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[188] Train Loss: 4.404  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[189] Train Loss: 4.407  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[190] Train Loss: 4.409  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[191] Train Loss: 4.393  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[192] Train Loss: 4.387  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[193] Train Loss: 4.392  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[194] Train Loss: 4.376  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[195] Train Loss: 4.385  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[196] Train Loss: 4.390  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[197] Train Loss: 4.390  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[198] Train Loss: 4.395  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[199] Train Loss: 4.382  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[200] Train Loss: 4.377  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[201] Train Loss: 4.377  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[202] Train Loss: 4.375  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[203] Train Loss: 4.372  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[204] Train Loss: 4.368  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[205] Train Loss: 4.391  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[206] Train Loss: 4.368  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[207] Train Loss: 4.353  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[208] Train Loss: 4.357  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[209] Train Loss: 4.343  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[210] Train Loss: 4.355  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[211] Train Loss: 4.344  Train ACC: 1.000
Val Acc = 0.71875
======>>>>>>[212] Train Loss: 4.355  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[213] Train Loss: 4.364  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[214] Train Loss: 4.370  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[215] Train Loss: 4.341  Train ACC: 1.000
Val Acc = 0.71875
======>>>>>>[216] Train Loss: 4.343  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[217] Train Loss: 4.343  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[218] Train Loss: 4.341  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[219] Train Loss: 4.340  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[220] Train Loss: 4.344  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[221] Train Loss: 4.344  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[222] Train Loss: 4.342  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[223] Train Loss: 4.355  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[224] Train Loss: 4.345  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[225] Train Loss: 4.343  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[226] Train Loss: 4.342  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[227] Train Loss: 4.341  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[228] Train Loss: 4.323  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[229] Train Loss: 4.337  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[230] Train Loss: 4.306  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[231] Train Loss: 4.321  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[232] Train Loss: 4.324  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[233] Train Loss: 4.334  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[234] Train Loss: 4.314  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[235] Train Loss: 4.298  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[236] Train Loss: 4.313  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[237] Train Loss: 4.317  Train ACC: 1.000
Val Acc = 0.71875
======>>>>>>[238] Train Loss: 4.329  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[239] Train Loss: 4.311  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[240] Train Loss: 4.319  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[241] Train Loss: 4.297  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[242] Train Loss: 4.308  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[243] Train Loss: 4.297  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[244] Train Loss: 4.299  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[245] Train Loss: 4.303  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[246] Train Loss: 4.304  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[247] Train Loss: 4.299  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[248] Train Loss: 4.287  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[249] Train Loss: 4.289  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[250] Train Loss: 4.311  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[251] Train Loss: 4.292  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[252] Train Loss: 4.284  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[253] Train Loss: 4.300  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[254] Train Loss: 4.290  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[255] Train Loss: 4.290  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[256] Train Loss: 4.286  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[257] Train Loss: 4.285  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[258] Train Loss: 4.299  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[259] Train Loss: 4.304  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[260] Train Loss: 4.297  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[261] Train Loss: 4.284  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[262] Train Loss: 4.281  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[263] Train Loss: 4.264  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[264] Train Loss: 4.261  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[265] Train Loss: 4.276  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[266] Train Loss: 4.253  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[267] Train Loss: 4.267  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[268] Train Loss: 4.270  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[269] Train Loss: 4.266  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[270] Train Loss: 4.259  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[271] Train Loss: 4.274  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[272] Train Loss: 4.271  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[273] Train Loss: 4.272  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[274] Train Loss: 4.274  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[275] Train Loss: 4.263  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[276] Train Loss: 4.264  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[277] Train Loss: 4.260  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[278] Train Loss: 4.267  Train ACC: 0.997
Val Acc = 0.65625
======>>>>>>[279] Train Loss: 4.234  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[280] Train Loss: 4.255  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[281] Train Loss: 4.242  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[282] Train Loss: 4.256  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[283] Train Loss: 4.254  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[284] Train Loss: 4.248  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[285] Train Loss: 4.257  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[286] Train Loss: 4.251  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[287] Train Loss: 4.248  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[288] Train Loss: 4.244  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[289] Train Loss: 4.242  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[290] Train Loss: 4.235  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[291] Train Loss: 4.263  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[292] Train Loss: 4.245  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[293] Train Loss: 4.245  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[294] Train Loss: 4.243  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[295] Train Loss: 4.227  Train ACC: 1.000
Val Acc = 0.71875
======>>>>>>[296] Train Loss: 4.239  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[297] Train Loss: 4.255  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[298] Train Loss: 4.232  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[299] Train Loss: 4.219  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[300] Train Loss: 4.238  Train ACC: 1.000
Val Acc = 0.59375
test accuracy:  0.75
the split is: 6
number of training examples = 288
number of test examples = 32
======>>>>>>[1] Train Loss: 5.891  Train ACC: 0.500
Val Acc = 0.50000
======>>>>>>[2] Train Loss: 5.687  Train ACC: 0.526
Val Acc = 0.50000
======>>>>>>[3] Train Loss: 5.607  Train ACC: 0.545
Val Acc = 0.43750
======>>>>>>[4] Train Loss: 5.597  Train ACC: 0.461
Val Acc = 0.43750
======>>>>>>[5] Train Loss: 5.547  Train ACC: 0.516
Val Acc = 0.56250
======>>>>>>[6] Train Loss: 5.532  Train ACC: 0.568
Val Acc = 0.59375
======>>>>>>[7] Train Loss: 5.502  Train ACC: 0.500
Val Acc = 0.68750
======>>>>>>[8] Train Loss: 5.468  Train ACC: 0.574
Val Acc = 0.53125
======>>>>>>[9] Train Loss: 5.451  Train ACC: 0.532
Val Acc = 0.68750
======>>>>>>[10] Train Loss: 5.432  Train ACC: 0.568
Val Acc = 0.62500
======>>>>>>[11] Train Loss: 5.407  Train ACC: 0.603
Val Acc = 0.56250
======>>>>>>[12] Train Loss: 5.416  Train ACC: 0.529
Val Acc = 0.46875
======>>>>>>[13] Train Loss: 5.382  Train ACC: 0.587
Val Acc = 0.40625
======>>>>>>[14] Train Loss: 5.403  Train ACC: 0.494
Val Acc = 0.34375
======>>>>>>[15] Train Loss: 5.374  Train ACC: 0.561
Val Acc = 0.43750
======>>>>>>[16] Train Loss: 5.351  Train ACC: 0.568
Val Acc = 0.56250
======>>>>>>[17] Train Loss: 5.339  Train ACC: 0.623
Val Acc = 0.46875
======>>>>>>[18] Train Loss: 5.327  Train ACC: 0.577
Val Acc = 0.50000
======>>>>>>[19] Train Loss: 5.309  Train ACC: 0.574
Val Acc = 0.65625
======>>>>>>[20] Train Loss: 5.312  Train ACC: 0.542
Val Acc = 0.40625
======>>>>>>[21] Train Loss: 5.294  Train ACC: 0.606
Val Acc = 0.50000
======>>>>>>[22] Train Loss: 5.305  Train ACC: 0.571
Val Acc = 0.43750
======>>>>>>[23] Train Loss: 5.290  Train ACC: 0.581
Val Acc = 0.40625
======>>>>>>[24] Train Loss: 5.265  Train ACC: 0.629
Val Acc = 0.71875
======>>>>>>[25] Train Loss: 5.259  Train ACC: 0.655
Val Acc = 0.46875
======>>>>>>[26] Train Loss: 5.251  Train ACC: 0.626
Val Acc = 0.53125
======>>>>>>[27] Train Loss: 5.235  Train ACC: 0.668
Val Acc = 0.56250
======>>>>>>[28] Train Loss: 5.238  Train ACC: 0.626
Val Acc = 0.50000
======>>>>>>[29] Train Loss: 5.220  Train ACC: 0.661
Val Acc = 0.56250
======>>>>>>[30] Train Loss: 5.207  Train ACC: 0.677
Val Acc = 0.59375
======>>>>>>[31] Train Loss: 5.199  Train ACC: 0.703
Val Acc = 0.56250
======>>>>>>[32] Train Loss: 5.190  Train ACC: 0.677
Val Acc = 0.50000
======>>>>>>[33] Train Loss: 5.178  Train ACC: 0.700
Val Acc = 0.50000
======>>>>>>[34] Train Loss: 5.171  Train ACC: 0.758
Val Acc = 0.62500
======>>>>>>[35] Train Loss: 5.172  Train ACC: 0.732
Val Acc = 0.53125
======>>>>>>[36] Train Loss: 5.166  Train ACC: 0.790
Val Acc = 0.68750
======>>>>>>[37] Train Loss: 5.164  Train ACC: 0.739
Val Acc = 0.59375
======>>>>>>[38] Train Loss: 5.147  Train ACC: 0.777
Val Acc = 0.65625
======>>>>>>[39] Train Loss: 5.131  Train ACC: 0.771
Val Acc = 0.46875
======>>>>>>[40] Train Loss: 5.125  Train ACC: 0.794
Val Acc = 0.56250
======>>>>>>[41] Train Loss: 5.130  Train ACC: 0.794
Val Acc = 0.59375
======>>>>>>[42] Train Loss: 5.107  Train ACC: 0.848
Val Acc = 0.50000
======>>>>>>[43] Train Loss: 5.101  Train ACC: 0.848
Val Acc = 0.53125
======>>>>>>[44] Train Loss: 5.061  Train ACC: 0.865
Val Acc = 0.68750
======>>>>>>[45] Train Loss: 5.050  Train ACC: 0.897
Val Acc = 0.50000
======>>>>>>[46] Train Loss: 5.062  Train ACC: 0.916
Val Acc = 0.50000
======>>>>>>[47] Train Loss: 5.052  Train ACC: 0.887
Val Acc = 0.56250
======>>>>>>[48] Train Loss: 5.037  Train ACC: 0.919
Val Acc = 0.59375
======>>>>>>[49] Train Loss: 5.040  Train ACC: 0.923
Val Acc = 0.40625
======>>>>>>[50] Train Loss: 5.011  Train ACC: 0.923
Val Acc = 0.46875
======>>>>>>[51] Train Loss: 5.039  Train ACC: 0.942
Val Acc = 0.62500
======>>>>>>[52] Train Loss: 5.012  Train ACC: 0.923
Val Acc = 0.40625
======>>>>>>[53] Train Loss: 5.003  Train ACC: 0.929
Val Acc = 0.53125
======>>>>>>[54] Train Loss: 4.999  Train ACC: 0.948
Val Acc = 0.46875
======>>>>>>[55] Train Loss: 4.965  Train ACC: 0.968
Val Acc = 0.53125
======>>>>>>[56] Train Loss: 4.973  Train ACC: 0.974
Val Acc = 0.59375
======>>>>>>[57] Train Loss: 4.981  Train ACC: 0.958
Val Acc = 0.59375
======>>>>>>[58] Train Loss: 4.964  Train ACC: 0.971
Val Acc = 0.46875
======>>>>>>[59] Train Loss: 4.938  Train ACC: 0.974
Val Acc = 0.59375
======>>>>>>[60] Train Loss: 4.921  Train ACC: 0.961
Val Acc = 0.53125
======>>>>>>[61] Train Loss: 4.928  Train ACC: 0.987
Val Acc = 0.68750
======>>>>>>[62] Train Loss: 4.911  Train ACC: 0.958
Val Acc = 0.59375
======>>>>>>[63] Train Loss: 4.920  Train ACC: 0.977
Val Acc = 0.59375
======>>>>>>[64] Train Loss: 4.915  Train ACC: 0.990
Val Acc = 0.43750
======>>>>>>[65] Train Loss: 4.882  Train ACC: 0.990
Val Acc = 0.56250
======>>>>>>[66] Train Loss: 4.888  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[67] Train Loss: 4.876  Train ACC: 0.977
Val Acc = 0.68750
======>>>>>>[68] Train Loss: 4.876  Train ACC: 0.994
Val Acc = 0.62500
======>>>>>>[69] Train Loss: 4.863  Train ACC: 0.990
Val Acc = 0.65625
======>>>>>>[70] Train Loss: 4.873  Train ACC: 0.984
Val Acc = 0.50000
======>>>>>>[71] Train Loss: 4.850  Train ACC: 0.987
Val Acc = 0.43750
======>>>>>>[72] Train Loss: 4.837  Train ACC: 0.997
Val Acc = 0.65625
======>>>>>>[73] Train Loss: 4.819  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[74] Train Loss: 4.821  Train ACC: 0.994
Val Acc = 0.50000
======>>>>>>[75] Train Loss: 4.835  Train ACC: 0.987
Val Acc = 0.50000
======>>>>>>[76] Train Loss: 4.823  Train ACC: 0.990
Val Acc = 0.40625
======>>>>>>[77] Train Loss: 4.817  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[78] Train Loss: 4.806  Train ACC: 0.990
Val Acc = 0.53125
======>>>>>>[79] Train Loss: 4.793  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[80] Train Loss: 4.802  Train ACC: 0.987
Val Acc = 0.43750
======>>>>>>[81] Train Loss: 4.785  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[82] Train Loss: 4.772  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[83] Train Loss: 4.770  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[84] Train Loss: 4.786  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[85] Train Loss: 4.773  Train ACC: 0.994
Val Acc = 0.46875
======>>>>>>[86] Train Loss: 4.778  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[87] Train Loss: 4.767  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[88] Train Loss: 4.766  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[89] Train Loss: 4.729  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[90] Train Loss: 4.746  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[91] Train Loss: 4.732  Train ACC: 0.997
Val Acc = 0.71875
======>>>>>>[92] Train Loss: 4.734  Train ACC: 1.000
Val Acc = 0.81250
model has been saved
======>>>>>>[93] Train Loss: 4.723  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[94] Train Loss: 4.714  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[95] Train Loss: 4.700  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[96] Train Loss: 4.691  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[97] Train Loss: 4.713  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[98] Train Loss: 4.698  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[99] Train Loss: 4.714  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[100] Train Loss: 4.682  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[101] Train Loss: 4.690  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[102] Train Loss: 4.665  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[103] Train Loss: 4.687  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[104] Train Loss: 4.682  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[105] Train Loss: 4.677  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[106] Train Loss: 4.676  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[107] Train Loss: 4.647  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[108] Train Loss: 4.652  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[109] Train Loss: 4.652  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[110] Train Loss: 4.648  Train ACC: 0.994
Val Acc = 0.59375
======>>>>>>[111] Train Loss: 4.636  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[112] Train Loss: 4.648  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[113] Train Loss: 4.645  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[114] Train Loss: 4.629  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[115] Train Loss: 4.621  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[116] Train Loss: 4.620  Train ACC: 0.994
Val Acc = 0.50000
======>>>>>>[117] Train Loss: 4.628  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[118] Train Loss: 4.601  Train ACC: 0.994
Val Acc = 0.56250
======>>>>>>[119] Train Loss: 4.620  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[120] Train Loss: 4.601  Train ACC: 0.997
Val Acc = 0.37500
======>>>>>>[121] Train Loss: 4.601  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[122] Train Loss: 4.588  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[123] Train Loss: 4.594  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[124] Train Loss: 4.585  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[125] Train Loss: 4.572  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[126] Train Loss: 4.579  Train ACC: 1.000
Val Acc = 0.71875
======>>>>>>[127] Train Loss: 4.579  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[128] Train Loss: 4.575  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[129] Train Loss: 4.575  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[130] Train Loss: 4.565  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[131] Train Loss: 4.560  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[132] Train Loss: 4.568  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[133] Train Loss: 4.548  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[134] Train Loss: 4.545  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[135] Train Loss: 4.533  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[136] Train Loss: 4.534  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[137] Train Loss: 4.555  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[138] Train Loss: 4.548  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[139] Train Loss: 4.533  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[140] Train Loss: 4.532  Train ACC: 0.997
Val Acc = 0.34375
======>>>>>>[141] Train Loss: 4.542  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[142] Train Loss: 4.521  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[143] Train Loss: 4.526  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[144] Train Loss: 4.524  Train ACC: 0.997
Val Acc = 0.65625
======>>>>>>[145] Train Loss: 4.517  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[146] Train Loss: 4.520  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[147] Train Loss: 4.518  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[148] Train Loss: 4.511  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[149] Train Loss: 4.490  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[150] Train Loss: 4.489  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[151] Train Loss: 4.488  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[152] Train Loss: 4.497  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[153] Train Loss: 4.492  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[154] Train Loss: 4.506  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[155] Train Loss: 4.487  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[156] Train Loss: 4.489  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[157] Train Loss: 4.484  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[158] Train Loss: 4.494  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[159] Train Loss: 4.468  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[160] Train Loss: 4.495  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[161] Train Loss: 4.458  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[162] Train Loss: 4.461  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[163] Train Loss: 4.452  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[164] Train Loss: 4.468  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[165] Train Loss: 4.459  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[166] Train Loss: 4.470  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[167] Train Loss: 4.455  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[168] Train Loss: 4.455  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[169] Train Loss: 4.464  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[170] Train Loss: 4.455  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[171] Train Loss: 4.455  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[172] Train Loss: 4.432  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[173] Train Loss: 4.440  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[174] Train Loss: 4.448  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[175] Train Loss: 4.433  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[176] Train Loss: 4.443  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[177] Train Loss: 4.430  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[178] Train Loss: 4.431  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[179] Train Loss: 4.430  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[180] Train Loss: 4.417  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[181] Train Loss: 4.417  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[182] Train Loss: 4.395  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[183] Train Loss: 4.424  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[184] Train Loss: 4.427  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[185] Train Loss: 4.396  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[186] Train Loss: 4.416  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[187] Train Loss: 4.419  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[188] Train Loss: 4.412  Train ACC: 1.000
Val Acc = 0.71875
======>>>>>>[189] Train Loss: 4.406  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[190] Train Loss: 4.389  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[191] Train Loss: 4.401  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[192] Train Loss: 4.402  Train ACC: 1.000
Val Acc = 0.25000
======>>>>>>[193] Train Loss: 4.401  Train ACC: 1.000
Val Acc = 0.28125
======>>>>>>[194] Train Loss: 4.384  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[195] Train Loss: 4.391  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[196] Train Loss: 4.377  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[197] Train Loss: 4.387  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[198] Train Loss: 4.380  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[199] Train Loss: 4.392  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[200] Train Loss: 4.373  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[201] Train Loss: 4.390  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[202] Train Loss: 4.382  Train ACC: 0.994
Val Acc = 0.40625
======>>>>>>[203] Train Loss: 4.372  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[204] Train Loss: 4.374  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[205] Train Loss: 4.370  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[206] Train Loss: 4.365  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[207] Train Loss: 4.376  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[208] Train Loss: 4.371  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[209] Train Loss: 4.367  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[210] Train Loss: 4.356  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[211] Train Loss: 4.362  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[212] Train Loss: 4.372  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[213] Train Loss: 4.365  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[214] Train Loss: 4.349  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[215] Train Loss: 4.348  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[216] Train Loss: 4.360  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[217] Train Loss: 4.338  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[218] Train Loss: 4.348  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[219] Train Loss: 4.345  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[220] Train Loss: 4.337  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[221] Train Loss: 4.333  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[222] Train Loss: 4.344  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[223] Train Loss: 4.333  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[224] Train Loss: 4.338  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[225] Train Loss: 4.344  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[226] Train Loss: 4.342  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[227] Train Loss: 4.338  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[228] Train Loss: 4.333  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[229] Train Loss: 4.311  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[230] Train Loss: 4.333  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[231] Train Loss: 4.311  Train ACC: 0.997
Val Acc = 0.31250
======>>>>>>[232] Train Loss: 4.322  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[233] Train Loss: 4.325  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[234] Train Loss: 4.330  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[235] Train Loss: 4.309  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[236] Train Loss: 4.323  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[237] Train Loss: 4.327  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[238] Train Loss: 4.301  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[239] Train Loss: 4.300  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[240] Train Loss: 4.318  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[241] Train Loss: 4.301  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[242] Train Loss: 4.304  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[243] Train Loss: 4.314  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[244] Train Loss: 4.302  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[245] Train Loss: 4.297  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[246] Train Loss: 4.292  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[247] Train Loss: 4.296  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[248] Train Loss: 4.302  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[249] Train Loss: 4.304  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[250] Train Loss: 4.293  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[251] Train Loss: 4.285  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[252] Train Loss: 4.292  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[253] Train Loss: 4.313  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[254] Train Loss: 4.294  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[255] Train Loss: 4.287  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[256] Train Loss: 4.289  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[257] Train Loss: 4.294  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[258] Train Loss: 4.291  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[259] Train Loss: 4.280  Train ACC: 1.000
Val Acc = 0.31250
======>>>>>>[260] Train Loss: 4.269  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[261] Train Loss: 4.271  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[262] Train Loss: 4.282  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[263] Train Loss: 4.294  Train ACC: 0.997
Val Acc = 0.34375
======>>>>>>[264] Train Loss: 4.282  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[265] Train Loss: 4.282  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[266] Train Loss: 4.288  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[267] Train Loss: 4.270  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[268] Train Loss: 4.276  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[269] Train Loss: 4.273  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[270] Train Loss: 4.280  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[271] Train Loss: 4.270  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[272] Train Loss: 4.253  Train ACC: 1.000
Val Acc = 0.31250
======>>>>>>[273] Train Loss: 4.264  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[274] Train Loss: 4.262  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[275] Train Loss: 4.276  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[276] Train Loss: 4.276  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[277] Train Loss: 4.273  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[278] Train Loss: 4.260  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[279] Train Loss: 4.263  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[280] Train Loss: 4.241  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[281] Train Loss: 4.257  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[282] Train Loss: 4.272  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[283] Train Loss: 4.250  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[284] Train Loss: 4.247  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[285] Train Loss: 4.240  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[286] Train Loss: 4.242  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[287] Train Loss: 4.240  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[288] Train Loss: 4.241  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[289] Train Loss: 4.252  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[290] Train Loss: 4.252  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[291] Train Loss: 4.244  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[292] Train Loss: 4.246  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[293] Train Loss: 4.227  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[294] Train Loss: 4.260  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[295] Train Loss: 4.241  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[296] Train Loss: 4.233  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[297] Train Loss: 4.244  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[298] Train Loss: 4.250  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[299] Train Loss: 4.240  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[300] Train Loss: 4.241  Train ACC: 1.000
Val Acc = 0.59375
test accuracy:  0.8125
the split is: 7
number of training examples = 288
number of test examples = 32
======>>>>>>[1] Train Loss: 5.882  Train ACC: 0.474
Val Acc = 0.43750
======>>>>>>[2] Train Loss: 5.695  Train ACC: 0.439
Val Acc = 0.56250
======>>>>>>[3] Train Loss: 5.621  Train ACC: 0.503
Val Acc = 0.59375
======>>>>>>[4] Train Loss: 5.582  Train ACC: 0.513
Val Acc = 0.40625
======>>>>>>[5] Train Loss: 5.553  Train ACC: 0.513
Val Acc = 0.40625
======>>>>>>[6] Train Loss: 5.533  Train ACC: 0.535
Val Acc = 0.56250
======>>>>>>[7] Train Loss: 5.507  Train ACC: 0.577
Val Acc = 0.43750
======>>>>>>[8] Train Loss: 5.484  Train ACC: 0.552
Val Acc = 0.46875
======>>>>>>[9] Train Loss: 5.468  Train ACC: 0.539
Val Acc = 0.46875
======>>>>>>[10] Train Loss: 5.441  Train ACC: 0.535
Val Acc = 0.62500
======>>>>>>[11] Train Loss: 5.425  Train ACC: 0.529
Val Acc = 0.53125
======>>>>>>[12] Train Loss: 5.398  Train ACC: 0.552
Val Acc = 0.43750
======>>>>>>[13] Train Loss: 5.396  Train ACC: 0.555
Val Acc = 0.43750
======>>>>>>[14] Train Loss: 5.370  Train ACC: 0.600
Val Acc = 0.46875
======>>>>>>[15] Train Loss: 5.372  Train ACC: 0.565
Val Acc = 0.65625
======>>>>>>[16] Train Loss: 5.349  Train ACC: 0.558
Val Acc = 0.65625
======>>>>>>[17] Train Loss: 5.328  Train ACC: 0.558
Val Acc = 0.37500
======>>>>>>[18] Train Loss: 5.305  Train ACC: 0.548
Val Acc = 0.50000
======>>>>>>[19] Train Loss: 5.279  Train ACC: 0.623
Val Acc = 0.46875
======>>>>>>[20] Train Loss: 5.284  Train ACC: 0.581
Val Acc = 0.25000
======>>>>>>[21] Train Loss: 5.270  Train ACC: 0.590
Val Acc = 0.53125
======>>>>>>[22] Train Loss: 5.283  Train ACC: 0.600
Val Acc = 0.56250
======>>>>>>[23] Train Loss: 5.260  Train ACC: 0.597
Val Acc = 0.43750
======>>>>>>[24] Train Loss: 5.219  Train ACC: 0.677
Val Acc = 0.56250
======>>>>>>[25] Train Loss: 5.237  Train ACC: 0.655
Val Acc = 0.62500
======>>>>>>[26] Train Loss: 5.224  Train ACC: 0.639
Val Acc = 0.40625
======>>>>>>[27] Train Loss: 5.224  Train ACC: 0.668
Val Acc = 0.46875
======>>>>>>[28] Train Loss: 5.216  Train ACC: 0.694
Val Acc = 0.53125
======>>>>>>[29] Train Loss: 5.202  Train ACC: 0.716
Val Acc = 0.46875
======>>>>>>[30] Train Loss: 5.201  Train ACC: 0.677
Val Acc = 0.50000
======>>>>>>[31] Train Loss: 5.192  Train ACC: 0.687
Val Acc = 0.50000
======>>>>>>[32] Train Loss: 5.162  Train ACC: 0.732
Val Acc = 0.62500
======>>>>>>[33] Train Loss: 5.172  Train ACC: 0.739
Val Acc = 0.43750
======>>>>>>[34] Train Loss: 5.166  Train ACC: 0.726
Val Acc = 0.37500
======>>>>>>[35] Train Loss: 5.142  Train ACC: 0.774
Val Acc = 0.46875
======>>>>>>[36] Train Loss: 5.145  Train ACC: 0.781
Val Acc = 0.43750
======>>>>>>[37] Train Loss: 5.114  Train ACC: 0.806
Val Acc = 0.43750
======>>>>>>[38] Train Loss: 5.114  Train ACC: 0.790
Val Acc = 0.53125
======>>>>>>[39] Train Loss: 5.111  Train ACC: 0.874
Val Acc = 0.28125
======>>>>>>[40] Train Loss: 5.092  Train ACC: 0.861
Val Acc = 0.43750
======>>>>>>[41] Train Loss: 5.085  Train ACC: 0.858
Val Acc = 0.53125
======>>>>>>[42] Train Loss: 5.062  Train ACC: 0.906
Val Acc = 0.50000
======>>>>>>[43] Train Loss: 5.049  Train ACC: 0.871
Val Acc = 0.43750
======>>>>>>[44] Train Loss: 5.056  Train ACC: 0.887
Val Acc = 0.50000
======>>>>>>[45] Train Loss: 5.031  Train ACC: 0.890
Val Acc = 0.50000
======>>>>>>[46] Train Loss: 5.017  Train ACC: 0.926
Val Acc = 0.43750
======>>>>>>[47] Train Loss: 5.007  Train ACC: 0.929
Val Acc = 0.46875
======>>>>>>[48] Train Loss: 5.001  Train ACC: 0.961
Val Acc = 0.56250
======>>>>>>[49] Train Loss: 5.000  Train ACC: 0.948
Val Acc = 0.37500
======>>>>>>[50] Train Loss: 4.985  Train ACC: 0.955
Val Acc = 0.59375
======>>>>>>[51] Train Loss: 4.978  Train ACC: 0.961
Val Acc = 0.62500
======>>>>>>[52] Train Loss: 4.971  Train ACC: 0.961
Val Acc = 0.40625
======>>>>>>[53] Train Loss: 4.948  Train ACC: 0.977
Val Acc = 0.50000
======>>>>>>[54] Train Loss: 4.937  Train ACC: 0.984
Val Acc = 0.34375
======>>>>>>[55] Train Loss: 4.935  Train ACC: 0.955
Val Acc = 0.50000
======>>>>>>[56] Train Loss: 4.916  Train ACC: 0.987
Val Acc = 0.59375
======>>>>>>[57] Train Loss: 4.919  Train ACC: 0.968
Val Acc = 0.56250
======>>>>>>[58] Train Loss: 4.927  Train ACC: 0.984
Val Acc = 0.50000
======>>>>>>[59] Train Loss: 4.896  Train ACC: 0.994
Val Acc = 0.62500
======>>>>>>[60] Train Loss: 4.864  Train ACC: 0.994
Val Acc = 0.46875
======>>>>>>[61] Train Loss: 4.874  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[62] Train Loss: 4.872  Train ACC: 0.987
Val Acc = 0.50000
======>>>>>>[63] Train Loss: 4.860  Train ACC: 0.987
Val Acc = 0.59375
======>>>>>>[64] Train Loss: 4.856  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[65] Train Loss: 4.850  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[66] Train Loss: 4.838  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[67] Train Loss: 4.851  Train ACC: 0.994
Val Acc = 0.50000
======>>>>>>[68] Train Loss: 4.828  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[69] Train Loss: 4.840  Train ACC: 0.994
Val Acc = 0.65625
======>>>>>>[70] Train Loss: 4.816  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[71] Train Loss: 4.823  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[72] Train Loss: 4.809  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[73] Train Loss: 4.822  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[74] Train Loss: 4.790  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[75] Train Loss: 4.792  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[76] Train Loss: 4.783  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[77] Train Loss: 4.777  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[78] Train Loss: 4.769  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[79] Train Loss: 4.776  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[80] Train Loss: 4.781  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[81] Train Loss: 4.753  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[82] Train Loss: 4.741  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[83] Train Loss: 4.732  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[84] Train Loss: 4.754  Train ACC: 0.994
Val Acc = 0.50000
======>>>>>>[85] Train Loss: 4.750  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[86] Train Loss: 4.724  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[87] Train Loss: 4.724  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[88] Train Loss: 4.734  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[89] Train Loss: 4.721  Train ACC: 0.994
Val Acc = 0.50000
======>>>>>>[90] Train Loss: 4.710  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[91] Train Loss: 4.707  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[92] Train Loss: 4.715  Train ACC: 0.994
Val Acc = 0.56250
======>>>>>>[93] Train Loss: 4.712  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[94] Train Loss: 4.701  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[95] Train Loss: 4.687  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[96] Train Loss: 4.681  Train ACC: 0.997
Val Acc = 0.65625
======>>>>>>[97] Train Loss: 4.670  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[98] Train Loss: 4.668  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[99] Train Loss: 4.670  Train ACC: 0.997
Val Acc = 0.31250
======>>>>>>[100] Train Loss: 4.669  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[101] Train Loss: 4.655  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[102] Train Loss: 4.656  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[103] Train Loss: 4.659  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[104] Train Loss: 4.651  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[105] Train Loss: 4.646  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[106] Train Loss: 4.635  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[107] Train Loss: 4.647  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[108] Train Loss: 4.622  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[109] Train Loss: 4.631  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[110] Train Loss: 4.633  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[111] Train Loss: 4.618  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[112] Train Loss: 4.628  Train ACC: 0.994
Val Acc = 0.46875
======>>>>>>[113] Train Loss: 4.614  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[114] Train Loss: 4.614  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[115] Train Loss: 4.610  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[116] Train Loss: 4.613  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[117] Train Loss: 4.593  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[118] Train Loss: 4.587  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[119] Train Loss: 4.604  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[120] Train Loss: 4.570  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[121] Train Loss: 4.587  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[122] Train Loss: 4.580  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[123] Train Loss: 4.565  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[124] Train Loss: 4.572  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[125] Train Loss: 4.571  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[126] Train Loss: 4.553  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[127] Train Loss: 4.533  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[128] Train Loss: 4.560  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[129] Train Loss: 4.559  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[130] Train Loss: 4.574  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[131] Train Loss: 4.561  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[132] Train Loss: 4.557  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[133] Train Loss: 4.548  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[134] Train Loss: 4.552  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[135] Train Loss: 4.529  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[136] Train Loss: 4.520  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[137] Train Loss: 4.523  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[138] Train Loss: 4.530  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[139] Train Loss: 4.524  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[140] Train Loss: 4.514  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[141] Train Loss: 4.510  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[142] Train Loss: 4.523  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[143] Train Loss: 4.506  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[144] Train Loss: 4.506  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[145] Train Loss: 4.502  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[146] Train Loss: 4.492  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[147] Train Loss: 4.502  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[148] Train Loss: 4.491  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[149] Train Loss: 4.488  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[150] Train Loss: 4.484  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[151] Train Loss: 4.493  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[152] Train Loss: 4.483  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[153] Train Loss: 4.483  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[154] Train Loss: 4.462  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[155] Train Loss: 4.467  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[156] Train Loss: 4.461  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[157] Train Loss: 4.465  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[158] Train Loss: 4.461  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[159] Train Loss: 4.464  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[160] Train Loss: 4.460  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[161] Train Loss: 4.454  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[162] Train Loss: 4.451  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[163] Train Loss: 4.438  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[164] Train Loss: 4.438  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[165] Train Loss: 4.446  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[166] Train Loss: 4.430  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[167] Train Loss: 4.423  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[168] Train Loss: 4.436  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[169] Train Loss: 4.446  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[170] Train Loss: 4.421  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[171] Train Loss: 4.439  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[172] Train Loss: 4.432  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[173] Train Loss: 4.430  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[174] Train Loss: 4.422  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[175] Train Loss: 4.424  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[176] Train Loss: 4.428  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[177] Train Loss: 4.413  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[178] Train Loss: 4.409  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[179] Train Loss: 4.411  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[180] Train Loss: 4.419  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[181] Train Loss: 4.403  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[182] Train Loss: 4.404  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[183] Train Loss: 4.406  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[184] Train Loss: 4.408  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[185] Train Loss: 4.410  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[186] Train Loss: 4.405  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[187] Train Loss: 4.372  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[188] Train Loss: 4.381  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[189] Train Loss: 4.389  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[190] Train Loss: 4.386  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[191] Train Loss: 4.368  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[192] Train Loss: 4.364  Train ACC: 0.997
Val Acc = 0.37500
======>>>>>>[193] Train Loss: 4.382  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[194] Train Loss: 4.373  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[195] Train Loss: 4.375  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[196] Train Loss: 4.363  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[197] Train Loss: 4.372  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[198] Train Loss: 4.367  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[199] Train Loss: 4.370  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[200] Train Loss: 4.365  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[201] Train Loss: 4.352  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[202] Train Loss: 4.353  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[203] Train Loss: 4.349  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[204] Train Loss: 4.374  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[205] Train Loss: 4.364  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[206] Train Loss: 4.350  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[207] Train Loss: 4.356  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[208] Train Loss: 4.342  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[209] Train Loss: 4.369  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[210] Train Loss: 4.337  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[211] Train Loss: 4.351  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[212] Train Loss: 4.342  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[213] Train Loss: 4.348  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[214] Train Loss: 4.323  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[215] Train Loss: 4.324  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[216] Train Loss: 4.335  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[217] Train Loss: 4.317  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[218] Train Loss: 4.314  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[219] Train Loss: 4.350  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[220] Train Loss: 4.323  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[221] Train Loss: 4.330  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[222] Train Loss: 4.322  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[223] Train Loss: 4.322  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[224] Train Loss: 4.333  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[225] Train Loss: 4.307  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[226] Train Loss: 4.312  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[227] Train Loss: 4.316  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[228] Train Loss: 4.320  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[229] Train Loss: 4.308  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[230] Train Loss: 4.314  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[231] Train Loss: 4.297  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[232] Train Loss: 4.310  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[233] Train Loss: 4.305  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[234] Train Loss: 4.304  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[235] Train Loss: 4.298  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[236] Train Loss: 4.300  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[237] Train Loss: 4.294  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[238] Train Loss: 4.299  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[239] Train Loss: 4.275  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[240] Train Loss: 4.285  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[241] Train Loss: 4.289  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[242] Train Loss: 4.284  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[243] Train Loss: 4.297  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[244] Train Loss: 4.293  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[245] Train Loss: 4.289  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[246] Train Loss: 4.286  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[247] Train Loss: 4.268  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[248] Train Loss: 4.283  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[249] Train Loss: 4.284  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[250] Train Loss: 4.286  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[251] Train Loss: 4.279  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[252] Train Loss: 4.272  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[253] Train Loss: 4.283  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[254] Train Loss: 4.282  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[255] Train Loss: 4.267  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[256] Train Loss: 4.269  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[257] Train Loss: 4.264  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[258] Train Loss: 4.277  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[259] Train Loss: 4.277  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[260] Train Loss: 4.265  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[261] Train Loss: 4.269  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[262] Train Loss: 4.278  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[263] Train Loss: 4.258  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[264] Train Loss: 4.261  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[265] Train Loss: 4.276  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[266] Train Loss: 4.257  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[267] Train Loss: 4.265  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[268] Train Loss: 4.245  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[269] Train Loss: 4.278  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[270] Train Loss: 4.257  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[271] Train Loss: 4.233  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[272] Train Loss: 4.246  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[273] Train Loss: 4.234  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[274] Train Loss: 4.245  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[275] Train Loss: 4.255  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[276] Train Loss: 4.244  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[277] Train Loss: 4.240  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[278] Train Loss: 4.240  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[279] Train Loss: 4.255  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[280] Train Loss: 4.233  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[281] Train Loss: 4.255  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[282] Train Loss: 4.247  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[283] Train Loss: 4.234  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[284] Train Loss: 4.234  Train ACC: 1.000
Val Acc = 0.28125
======>>>>>>[285] Train Loss: 4.231  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[286] Train Loss: 4.226  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[287] Train Loss: 4.232  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[288] Train Loss: 4.250  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[289] Train Loss: 4.222  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[290] Train Loss: 4.230  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[291] Train Loss: 4.224  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[292] Train Loss: 4.238  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[293] Train Loss: 4.226  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[294] Train Loss: 4.248  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[295] Train Loss: 4.219  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[296] Train Loss: 4.248  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[297] Train Loss: 4.197  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[298] Train Loss: 4.209  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[299] Train Loss: 4.221  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[300] Train Loss: 4.229  Train ACC: 1.000
Val Acc = 0.65625
test accuracy:  0.65625
the split is: 8
number of training examples = 288
number of test examples = 32
======>>>>>>[1] Train Loss: 5.882  Train ACC: 0.523
Val Acc = 0.46875
======>>>>>>[2] Train Loss: 5.668  Train ACC: 0.535
Val Acc = 0.53125
======>>>>>>[3] Train Loss: 5.609  Train ACC: 0.535
Val Acc = 0.40625
======>>>>>>[4] Train Loss: 5.575  Train ACC: 0.510
Val Acc = 0.59375
======>>>>>>[5] Train Loss: 5.563  Train ACC: 0.529
Val Acc = 0.31250
======>>>>>>[6] Train Loss: 5.517  Train ACC: 0.532
Val Acc = 0.31250
======>>>>>>[7] Train Loss: 5.508  Train ACC: 0.548
Val Acc = 0.40625
======>>>>>>[8] Train Loss: 5.473  Train ACC: 0.561
Val Acc = 0.40625
======>>>>>>[9] Train Loss: 5.466  Train ACC: 0.539
Val Acc = 0.56250
======>>>>>>[10] Train Loss: 5.451  Train ACC: 0.558
Val Acc = 0.53125
======>>>>>>[11] Train Loss: 5.415  Train ACC: 0.542
Val Acc = 0.50000
======>>>>>>[12] Train Loss: 5.420  Train ACC: 0.577
Val Acc = 0.46875
======>>>>>>[13] Train Loss: 5.402  Train ACC: 0.574
Val Acc = 0.50000
======>>>>>>[14] Train Loss: 5.416  Train ACC: 0.548
Val Acc = 0.59375
======>>>>>>[15] Train Loss: 5.369  Train ACC: 0.558
Val Acc = 0.50000
======>>>>>>[16] Train Loss: 5.360  Train ACC: 0.571
Val Acc = 0.43750
======>>>>>>[17] Train Loss: 5.349  Train ACC: 0.565
Val Acc = 0.43750
======>>>>>>[18] Train Loss: 5.321  Train ACC: 0.603
Val Acc = 0.43750
======>>>>>>[19] Train Loss: 5.330  Train ACC: 0.619
Val Acc = 0.43750
======>>>>>>[20] Train Loss: 5.328  Train ACC: 0.610
Val Acc = 0.59375
======>>>>>>[21] Train Loss: 5.301  Train ACC: 0.616
Val Acc = 0.50000
======>>>>>>[22] Train Loss: 5.277  Train ACC: 0.690
Val Acc = 0.37500
======>>>>>>[23] Train Loss: 5.298  Train ACC: 0.600
Val Acc = 0.59375
======>>>>>>[24] Train Loss: 5.269  Train ACC: 0.642
Val Acc = 0.56250
======>>>>>>[25] Train Loss: 5.254  Train ACC: 0.652
Val Acc = 0.59375
======>>>>>>[26] Train Loss: 5.236  Train ACC: 0.697
Val Acc = 0.50000
======>>>>>>[27] Train Loss: 5.248  Train ACC: 0.645
Val Acc = 0.50000
======>>>>>>[28] Train Loss: 5.236  Train ACC: 0.719
Val Acc = 0.46875
======>>>>>>[29] Train Loss: 5.221  Train ACC: 0.681
Val Acc = 0.59375
======>>>>>>[30] Train Loss: 5.194  Train ACC: 0.713
Val Acc = 0.40625
======>>>>>>[31] Train Loss: 5.195  Train ACC: 0.755
Val Acc = 0.43750
======>>>>>>[32] Train Loss: 5.173  Train ACC: 0.739
Val Acc = 0.37500
======>>>>>>[33] Train Loss: 5.176  Train ACC: 0.768
Val Acc = 0.46875
======>>>>>>[34] Train Loss: 5.168  Train ACC: 0.768
Val Acc = 0.46875
======>>>>>>[35] Train Loss: 5.164  Train ACC: 0.823
Val Acc = 0.46875
======>>>>>>[36] Train Loss: 5.154  Train ACC: 0.823
Val Acc = 0.62500
======>>>>>>[37] Train Loss: 5.134  Train ACC: 0.865
Val Acc = 0.59375
======>>>>>>[38] Train Loss: 5.100  Train ACC: 0.829
Val Acc = 0.37500
======>>>>>>[39] Train Loss: 5.127  Train ACC: 0.810
Val Acc = 0.43750
======>>>>>>[40] Train Loss: 5.112  Train ACC: 0.894
Val Acc = 0.62500
======>>>>>>[41] Train Loss: 5.102  Train ACC: 0.890
Val Acc = 0.46875
======>>>>>>[42] Train Loss: 5.111  Train ACC: 0.858
Val Acc = 0.53125
======>>>>>>[43] Train Loss: 5.102  Train ACC: 0.868
Val Acc = 0.56250
======>>>>>>[44] Train Loss: 5.098  Train ACC: 0.890
Val Acc = 0.46875
======>>>>>>[45] Train Loss: 5.060  Train ACC: 0.955
Val Acc = 0.43750
======>>>>>>[46] Train Loss: 5.056  Train ACC: 0.929
Val Acc = 0.68750
======>>>>>>[47] Train Loss: 5.042  Train ACC: 0.932
Val Acc = 0.46875
======>>>>>>[48] Train Loss: 5.048  Train ACC: 0.919
Val Acc = 0.53125
======>>>>>>[49] Train Loss: 5.017  Train ACC: 0.948
Val Acc = 0.34375
======>>>>>>[50] Train Loss: 5.002  Train ACC: 0.945
Val Acc = 0.59375
======>>>>>>[51] Train Loss: 4.997  Train ACC: 0.958
Val Acc = 0.56250
======>>>>>>[52] Train Loss: 4.999  Train ACC: 0.945
Val Acc = 0.56250
======>>>>>>[53] Train Loss: 4.985  Train ACC: 0.952
Val Acc = 0.62500
======>>>>>>[54] Train Loss: 4.982  Train ACC: 0.965
Val Acc = 0.53125
======>>>>>>[55] Train Loss: 4.977  Train ACC: 0.971
Val Acc = 0.71875
======>>>>>>[56] Train Loss: 4.961  Train ACC: 0.981
Val Acc = 0.53125
======>>>>>>[57] Train Loss: 4.940  Train ACC: 0.977
Val Acc = 0.40625
======>>>>>>[58] Train Loss: 4.933  Train ACC: 0.977
Val Acc = 0.53125
======>>>>>>[59] Train Loss: 4.939  Train ACC: 0.981
Val Acc = 0.71875
======>>>>>>[60] Train Loss: 4.939  Train ACC: 0.994
Val Acc = 0.46875
======>>>>>>[61] Train Loss: 4.924  Train ACC: 0.981
Val Acc = 0.62500
======>>>>>>[62] Train Loss: 4.907  Train ACC: 0.981
Val Acc = 0.56250
======>>>>>>[63] Train Loss: 4.896  Train ACC: 0.990
Val Acc = 0.75000
======>>>>>>[64] Train Loss: 4.897  Train ACC: 0.994
Val Acc = 0.56250
======>>>>>>[65] Train Loss: 4.897  Train ACC: 0.984
Val Acc = 0.43750
======>>>>>>[66] Train Loss: 4.881  Train ACC: 0.987
Val Acc = 0.50000
======>>>>>>[67] Train Loss: 4.876  Train ACC: 0.994
Val Acc = 0.56250
======>>>>>>[68] Train Loss: 4.884  Train ACC: 0.994
Val Acc = 0.56250
======>>>>>>[69] Train Loss: 4.879  Train ACC: 0.987
Val Acc = 0.43750
======>>>>>>[70] Train Loss: 4.861  Train ACC: 0.990
Val Acc = 0.40625
======>>>>>>[71] Train Loss: 4.834  Train ACC: 0.994
Val Acc = 0.46875
======>>>>>>[72] Train Loss: 4.840  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[73] Train Loss: 4.853  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[74] Train Loss: 4.835  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[75] Train Loss: 4.825  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[76] Train Loss: 4.835  Train ACC: 0.994
Val Acc = 0.40625
======>>>>>>[77] Train Loss: 4.808  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[78] Train Loss: 4.821  Train ACC: 0.994
Val Acc = 0.50000
======>>>>>>[79] Train Loss: 4.793  Train ACC: 0.990
Val Acc = 0.56250
======>>>>>>[80] Train Loss: 4.802  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[81] Train Loss: 4.793  Train ACC: 0.987
Val Acc = 0.43750
======>>>>>>[82] Train Loss: 4.773  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[83] Train Loss: 4.770  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[84] Train Loss: 4.761  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[85] Train Loss: 4.760  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[86] Train Loss: 4.745  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[87] Train Loss: 4.740  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[88] Train Loss: 4.761  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[89] Train Loss: 4.761  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[90] Train Loss: 4.748  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[91] Train Loss: 4.729  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[92] Train Loss: 4.735  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[93] Train Loss: 4.744  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[94] Train Loss: 4.718  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[95] Train Loss: 4.727  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[96] Train Loss: 4.721  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[97] Train Loss: 4.712  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[98] Train Loss: 4.707  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[99] Train Loss: 4.697  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[100] Train Loss: 4.701  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[101] Train Loss: 4.695  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[102] Train Loss: 4.664  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[103] Train Loss: 4.670  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[104] Train Loss: 4.670  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[105] Train Loss: 4.662  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[106] Train Loss: 4.670  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[107] Train Loss: 4.659  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[108] Train Loss: 4.649  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[109] Train Loss: 4.645  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[110] Train Loss: 4.638  Train ACC: 1.000
Val Acc = 0.75000
======>>>>>>[111] Train Loss: 4.646  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[112] Train Loss: 4.633  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[113] Train Loss: 4.638  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[114] Train Loss: 4.641  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[115] Train Loss: 4.639  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[116] Train Loss: 4.612  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[117] Train Loss: 4.614  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[118] Train Loss: 4.605  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[119] Train Loss: 4.608  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[120] Train Loss: 4.606  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[121] Train Loss: 4.600  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[122] Train Loss: 4.602  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[123] Train Loss: 4.590  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[124] Train Loss: 4.597  Train ACC: 0.994
Val Acc = 0.40625
======>>>>>>[125] Train Loss: 4.573  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[126] Train Loss: 4.590  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[127] Train Loss: 4.590  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[128] Train Loss: 4.566  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[129] Train Loss: 4.607  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[130] Train Loss: 4.602  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[131] Train Loss: 4.578  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[132] Train Loss: 4.576  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[133] Train Loss: 4.563  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[134] Train Loss: 4.566  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[135] Train Loss: 4.568  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[136] Train Loss: 4.566  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[137] Train Loss: 4.539  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[138] Train Loss: 4.519  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[139] Train Loss: 4.547  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[140] Train Loss: 4.531  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[141] Train Loss: 4.534  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[142] Train Loss: 4.543  Train ACC: 0.997
Val Acc = 0.65625
======>>>>>>[143] Train Loss: 4.519  Train ACC: 0.997
Val Acc = 0.68750
======>>>>>>[144] Train Loss: 4.525  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[145] Train Loss: 4.532  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[146] Train Loss: 4.516  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[147] Train Loss: 4.527  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[148] Train Loss: 4.510  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[149] Train Loss: 4.510  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[150] Train Loss: 4.505  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[151] Train Loss: 4.501  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[152] Train Loss: 4.500  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[153] Train Loss: 4.508  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[154] Train Loss: 4.491  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[155] Train Loss: 4.506  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[156] Train Loss: 4.496  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[157] Train Loss: 4.492  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[158] Train Loss: 4.491  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[159] Train Loss: 4.485  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[160] Train Loss: 4.470  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[161] Train Loss: 4.478  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[162] Train Loss: 4.486  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[163] Train Loss: 4.503  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[164] Train Loss: 4.479  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[165] Train Loss: 4.469  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[166] Train Loss: 4.467  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[167] Train Loss: 4.461  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[168] Train Loss: 4.466  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[169] Train Loss: 4.459  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[170] Train Loss: 4.449  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[171] Train Loss: 4.446  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[172] Train Loss: 4.460  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[173] Train Loss: 4.445  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[174] Train Loss: 4.452  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[175] Train Loss: 4.429  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[176] Train Loss: 4.456  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[177] Train Loss: 4.449  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[178] Train Loss: 4.437  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[179] Train Loss: 4.453  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[180] Train Loss: 4.439  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[181] Train Loss: 4.431  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[182] Train Loss: 4.433  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[183] Train Loss: 4.421  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[184] Train Loss: 4.436  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[185] Train Loss: 4.421  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[186] Train Loss: 4.421  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[187] Train Loss: 4.417  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[188] Train Loss: 4.415  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[189] Train Loss: 4.412  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[190] Train Loss: 4.398  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[191] Train Loss: 4.395  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[192] Train Loss: 4.402  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[193] Train Loss: 4.397  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[194] Train Loss: 4.406  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[195] Train Loss: 4.404  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[196] Train Loss: 4.398  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[197] Train Loss: 4.390  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[198] Train Loss: 4.402  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[199] Train Loss: 4.400  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[200] Train Loss: 4.403  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[201] Train Loss: 4.383  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[202] Train Loss: 4.396  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[203] Train Loss: 4.385  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[204] Train Loss: 4.386  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[205] Train Loss: 4.393  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[206] Train Loss: 4.382  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[207] Train Loss: 4.373  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[208] Train Loss: 4.362  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[209] Train Loss: 4.376  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[210] Train Loss: 4.376  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[211] Train Loss: 4.360  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[212] Train Loss: 4.360  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[213] Train Loss: 4.352  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[214] Train Loss: 4.379  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[215] Train Loss: 4.371  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[216] Train Loss: 4.352  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[217] Train Loss: 4.364  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[218] Train Loss: 4.353  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[219] Train Loss: 4.365  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[220] Train Loss: 4.356  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[221] Train Loss: 4.345  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[222] Train Loss: 4.379  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[223] Train Loss: 4.359  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[224] Train Loss: 4.349  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[225] Train Loss: 4.353  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[226] Train Loss: 4.355  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[227] Train Loss: 4.344  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[228] Train Loss: 4.333  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[229] Train Loss: 4.334  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[230] Train Loss: 4.353  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[231] Train Loss: 4.328  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[232] Train Loss: 4.326  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[233] Train Loss: 4.333  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[234] Train Loss: 4.324  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[235] Train Loss: 4.324  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[236] Train Loss: 4.328  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[237] Train Loss: 4.345  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[238] Train Loss: 4.323  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[239] Train Loss: 4.323  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[240] Train Loss: 4.312  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[241] Train Loss: 4.332  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[242] Train Loss: 4.322  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[243] Train Loss: 4.312  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[244] Train Loss: 4.316  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[245] Train Loss: 4.312  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[246] Train Loss: 4.298  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[247] Train Loss: 4.301  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[248] Train Loss: 4.313  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[249] Train Loss: 4.319  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[250] Train Loss: 4.312  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[251] Train Loss: 4.321  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[252] Train Loss: 4.306  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[253] Train Loss: 4.297  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[254] Train Loss: 4.275  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[255] Train Loss: 4.297  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[256] Train Loss: 4.296  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[257] Train Loss: 4.313  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[258] Train Loss: 4.308  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[259] Train Loss: 4.301  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[260] Train Loss: 4.289  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[261] Train Loss: 4.293  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[262] Train Loss: 4.291  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[263] Train Loss: 4.283  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[264] Train Loss: 4.282  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[265] Train Loss: 4.292  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[266] Train Loss: 4.285  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[267] Train Loss: 4.286  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[268] Train Loss: 4.269  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[269] Train Loss: 4.297  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[270] Train Loss: 4.279  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[271] Train Loss: 4.283  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[272] Train Loss: 4.292  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[273] Train Loss: 4.267  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[274] Train Loss: 4.292  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[275] Train Loss: 4.279  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[276] Train Loss: 4.273  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[277] Train Loss: 4.284  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[278] Train Loss: 4.278  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[279] Train Loss: 4.286  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[280] Train Loss: 4.273  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[281] Train Loss: 4.273  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[282] Train Loss: 4.274  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[283] Train Loss: 4.249  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[284] Train Loss: 4.264  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[285] Train Loss: 4.250  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[286] Train Loss: 4.262  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[287] Train Loss: 4.271  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[288] Train Loss: 4.269  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[289] Train Loss: 4.257  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[290] Train Loss: 4.242  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[291] Train Loss: 4.281  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[292] Train Loss: 4.249  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[293] Train Loss: 4.240  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[294] Train Loss: 4.260  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[295] Train Loss: 4.252  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[296] Train Loss: 4.273  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[297] Train Loss: 4.254  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[298] Train Loss: 4.245  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[299] Train Loss: 4.245  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[300] Train Loss: 4.236  Train ACC: 1.000
Val Acc = 0.56250
test accuracy:  0.75
the split is: 9
number of training examples = 288
number of test examples = 32
======>>>>>>[1] Train Loss: 5.931  Train ACC: 0.477
Val Acc = 0.37500
======>>>>>>[2] Train Loss: 5.698  Train ACC: 0.487
Val Acc = 0.53125
======>>>>>>[3] Train Loss: 5.628  Train ACC: 0.500
Val Acc = 0.43750
======>>>>>>[4] Train Loss: 5.587  Train ACC: 0.474
Val Acc = 0.37500
======>>>>>>[5] Train Loss: 5.563  Train ACC: 0.532
Val Acc = 0.43750
======>>>>>>[6] Train Loss: 5.530  Train ACC: 0.519
Val Acc = 0.43750
======>>>>>>[7] Train Loss: 5.487  Train ACC: 0.523
Val Acc = 0.53125
======>>>>>>[8] Train Loss: 5.484  Train ACC: 0.503
Val Acc = 0.37500
======>>>>>>[9] Train Loss: 5.460  Train ACC: 0.506
Val Acc = 0.40625
======>>>>>>[10] Train Loss: 5.446  Train ACC: 0.542
Val Acc = 0.43750
======>>>>>>[11] Train Loss: 5.431  Train ACC: 0.565
Val Acc = 0.56250
======>>>>>>[12] Train Loss: 5.380  Train ACC: 0.587
Val Acc = 0.43750
======>>>>>>[13] Train Loss: 5.405  Train ACC: 0.542
Val Acc = 0.65625
======>>>>>>[14] Train Loss: 5.396  Train ACC: 0.558
Val Acc = 0.68750
======>>>>>>[15] Train Loss: 5.357  Train ACC: 0.603
Val Acc = 0.53125
======>>>>>>[16] Train Loss: 5.369  Train ACC: 0.539
Val Acc = 0.59375
======>>>>>>[17] Train Loss: 5.349  Train ACC: 0.597
Val Acc = 0.50000
======>>>>>>[18] Train Loss: 5.313  Train ACC: 0.577
Val Acc = 0.59375
======>>>>>>[19] Train Loss: 5.298  Train ACC: 0.616
Val Acc = 0.40625
======>>>>>>[20] Train Loss: 5.311  Train ACC: 0.597
Val Acc = 0.40625
======>>>>>>[21] Train Loss: 5.284  Train ACC: 0.626
Val Acc = 0.43750
======>>>>>>[22] Train Loss: 5.290  Train ACC: 0.597
Val Acc = 0.46875
======>>>>>>[23] Train Loss: 5.269  Train ACC: 0.629
Val Acc = 0.50000
======>>>>>>[24] Train Loss: 5.245  Train ACC: 0.658
Val Acc = 0.68750
======>>>>>>[25] Train Loss: 5.250  Train ACC: 0.652
Val Acc = 0.50000
======>>>>>>[26] Train Loss: 5.242  Train ACC: 0.665
Val Acc = 0.46875
======>>>>>>[27] Train Loss: 5.219  Train ACC: 0.687
Val Acc = 0.50000
======>>>>>>[28] Train Loss: 5.210  Train ACC: 0.697
Val Acc = 0.53125
======>>>>>>[29] Train Loss: 5.211  Train ACC: 0.703
Val Acc = 0.46875
======>>>>>>[30] Train Loss: 5.203  Train ACC: 0.719
Val Acc = 0.68750
======>>>>>>[31] Train Loss: 5.193  Train ACC: 0.732
Val Acc = 0.50000
======>>>>>>[32] Train Loss: 5.205  Train ACC: 0.748
Val Acc = 0.50000
======>>>>>>[33] Train Loss: 5.148  Train ACC: 0.765
Val Acc = 0.50000
======>>>>>>[34] Train Loss: 5.171  Train ACC: 0.723
Val Acc = 0.56250
======>>>>>>[35] Train Loss: 5.143  Train ACC: 0.771
Val Acc = 0.40625
======>>>>>>[36] Train Loss: 5.136  Train ACC: 0.810
Val Acc = 0.43750
======>>>>>>[37] Train Loss: 5.135  Train ACC: 0.797
Val Acc = 0.65625
======>>>>>>[38] Train Loss: 5.139  Train ACC: 0.829
Val Acc = 0.46875
======>>>>>>[39] Train Loss: 5.125  Train ACC: 0.813
Val Acc = 0.34375
======>>>>>>[40] Train Loss: 5.116  Train ACC: 0.845
Val Acc = 0.56250
======>>>>>>[41] Train Loss: 5.078  Train ACC: 0.848
Val Acc = 0.43750
======>>>>>>[42] Train Loss: 5.091  Train ACC: 0.835
Val Acc = 0.59375
======>>>>>>[43] Train Loss: 5.103  Train ACC: 0.897
Val Acc = 0.46875
======>>>>>>[44] Train Loss: 5.054  Train ACC: 0.890
Val Acc = 0.43750
======>>>>>>[45] Train Loss: 5.066  Train ACC: 0.874
Val Acc = 0.43750
======>>>>>>[46] Train Loss: 5.047  Train ACC: 0.929
Val Acc = 0.50000
======>>>>>>[47] Train Loss: 5.046  Train ACC: 0.897
Val Acc = 0.53125
======>>>>>>[48] Train Loss: 5.045  Train ACC: 0.935
Val Acc = 0.65625
======>>>>>>[49] Train Loss: 5.003  Train ACC: 0.919
Val Acc = 0.65625
======>>>>>>[50] Train Loss: 5.011  Train ACC: 0.939
Val Acc = 0.53125
======>>>>>>[51] Train Loss: 5.004  Train ACC: 0.945
Val Acc = 0.46875
======>>>>>>[52] Train Loss: 5.005  Train ACC: 0.952
Val Acc = 0.56250
======>>>>>>[53] Train Loss: 5.004  Train ACC: 0.942
Val Acc = 0.56250
======>>>>>>[54] Train Loss: 4.983  Train ACC: 0.942
Val Acc = 0.62500
======>>>>>>[55] Train Loss: 4.959  Train ACC: 0.958
Val Acc = 0.43750
======>>>>>>[56] Train Loss: 4.963  Train ACC: 0.965
Val Acc = 0.59375
======>>>>>>[57] Train Loss: 4.938  Train ACC: 0.971
Val Acc = 0.50000
======>>>>>>[58] Train Loss: 4.948  Train ACC: 0.968
Val Acc = 0.62500
======>>>>>>[59] Train Loss: 4.927  Train ACC: 0.987
Val Acc = 0.50000
======>>>>>>[60] Train Loss: 4.921  Train ACC: 0.984
Val Acc = 0.50000
======>>>>>>[61] Train Loss: 4.909  Train ACC: 0.984
Val Acc = 0.43750
======>>>>>>[62] Train Loss: 4.929  Train ACC: 0.974
Val Acc = 0.56250
======>>>>>>[63] Train Loss: 4.905  Train ACC: 0.987
Val Acc = 0.53125
======>>>>>>[64] Train Loss: 4.900  Train ACC: 0.977
Val Acc = 0.56250
======>>>>>>[65] Train Loss: 4.892  Train ACC: 0.987
Val Acc = 0.37500
======>>>>>>[66] Train Loss: 4.883  Train ACC: 0.981
Val Acc = 0.50000
======>>>>>>[67] Train Loss: 4.878  Train ACC: 0.990
Val Acc = 0.62500
======>>>>>>[68] Train Loss: 4.861  Train ACC: 0.994
Val Acc = 0.46875
======>>>>>>[69] Train Loss: 4.875  Train ACC: 0.987
Val Acc = 0.50000
======>>>>>>[70] Train Loss: 4.841  Train ACC: 0.990
Val Acc = 0.56250
======>>>>>>[71] Train Loss: 4.844  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[72] Train Loss: 4.841  Train ACC: 0.994
Val Acc = 0.62500
======>>>>>>[73] Train Loss: 4.828  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[74] Train Loss: 4.830  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[75] Train Loss: 4.831  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[76] Train Loss: 4.812  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[77] Train Loss: 4.800  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[78] Train Loss: 4.811  Train ACC: 0.994
Val Acc = 0.46875
======>>>>>>[79] Train Loss: 4.806  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[80] Train Loss: 4.801  Train ACC: 0.994
Val Acc = 0.56250
======>>>>>>[81] Train Loss: 4.795  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[82] Train Loss: 4.781  Train ACC: 0.990
Val Acc = 0.62500
======>>>>>>[83] Train Loss: 4.765  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[84] Train Loss: 4.771  Train ACC: 0.997
Val Acc = 0.37500
======>>>>>>[85] Train Loss: 4.768  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[86] Train Loss: 4.743  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[87] Train Loss: 4.756  Train ACC: 0.994
Val Acc = 0.50000
======>>>>>>[88] Train Loss: 4.759  Train ACC: 0.987
Val Acc = 0.43750
======>>>>>>[89] Train Loss: 4.746  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[90] Train Loss: 4.739  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[91] Train Loss: 4.724  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[92] Train Loss: 4.738  Train ACC: 0.997
Val Acc = 0.31250
======>>>>>>[93] Train Loss: 4.722  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[94] Train Loss: 4.735  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[95] Train Loss: 4.732  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[96] Train Loss: 4.705  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[97] Train Loss: 4.700  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[98] Train Loss: 4.707  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[99] Train Loss: 4.691  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[100] Train Loss: 4.674  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[101] Train Loss: 4.674  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[102] Train Loss: 4.707  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[103] Train Loss: 4.684  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[104] Train Loss: 4.659  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[105] Train Loss: 4.660  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[106] Train Loss: 4.668  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[107] Train Loss: 4.675  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[108] Train Loss: 4.655  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[109] Train Loss: 4.660  Train ACC: 0.997
Val Acc = 0.68750
======>>>>>>[110] Train Loss: 4.643  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[111] Train Loss: 4.653  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[112] Train Loss: 4.639  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[113] Train Loss: 4.623  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[114] Train Loss: 4.631  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[115] Train Loss: 4.644  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[116] Train Loss: 4.638  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[117] Train Loss: 4.627  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[118] Train Loss: 4.615  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[119] Train Loss: 4.633  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[120] Train Loss: 4.608  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[121] Train Loss: 4.611  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[122] Train Loss: 4.604  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[123] Train Loss: 4.597  Train ACC: 0.994
Val Acc = 0.62500
======>>>>>>[124] Train Loss: 4.592  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[125] Train Loss: 4.583  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[126] Train Loss: 4.584  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[127] Train Loss: 4.577  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[128] Train Loss: 4.604  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[129] Train Loss: 4.571  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[130] Train Loss: 4.564  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[131] Train Loss: 4.562  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[132] Train Loss: 4.570  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[133] Train Loss: 4.566  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[134] Train Loss: 4.572  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[135] Train Loss: 4.563  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[136] Train Loss: 4.556  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[137] Train Loss: 4.537  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[138] Train Loss: 4.520  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[139] Train Loss: 4.550  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[140] Train Loss: 4.534  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[141] Train Loss: 4.540  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[142] Train Loss: 4.528  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[143] Train Loss: 4.528  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[144] Train Loss: 4.522  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[145] Train Loss: 4.525  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[146] Train Loss: 4.515  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[147] Train Loss: 4.517  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[148] Train Loss: 4.528  Train ACC: 0.994
Val Acc = 0.56250
======>>>>>>[149] Train Loss: 4.521  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[150] Train Loss: 4.503  Train ACC: 1.000
Val Acc = 0.28125
======>>>>>>[151] Train Loss: 4.506  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[152] Train Loss: 4.503  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[153] Train Loss: 4.508  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[154] Train Loss: 4.479  Train ACC: 0.997
Val Acc = 0.34375
======>>>>>>[155] Train Loss: 4.486  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[156] Train Loss: 4.482  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[157] Train Loss: 4.504  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[158] Train Loss: 4.486  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[159] Train Loss: 4.492  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[160] Train Loss: 4.454  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[161] Train Loss: 4.476  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[162] Train Loss: 4.477  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[163] Train Loss: 4.473  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[164] Train Loss: 4.469  Train ACC: 0.994
Val Acc = 0.46875
======>>>>>>[165] Train Loss: 4.463  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[166] Train Loss: 4.464  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[167] Train Loss: 4.456  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[168] Train Loss: 4.454  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[169] Train Loss: 4.445  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[170] Train Loss: 4.458  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[171] Train Loss: 4.448  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[172] Train Loss: 4.447  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[173] Train Loss: 4.444  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[174] Train Loss: 4.440  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[175] Train Loss: 4.438  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[176] Train Loss: 4.439  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[177] Train Loss: 4.428  Train ACC: 0.997
Val Acc = 0.37500
======>>>>>>[178] Train Loss: 4.428  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[179] Train Loss: 4.411  Train ACC: 1.000
Val Acc = 0.71875
======>>>>>>[180] Train Loss: 4.430  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[181] Train Loss: 4.409  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[182] Train Loss: 4.423  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[183] Train Loss: 4.427  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[184] Train Loss: 4.419  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[185] Train Loss: 4.427  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[186] Train Loss: 4.415  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[187] Train Loss: 4.419  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[188] Train Loss: 4.402  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[189] Train Loss: 4.402  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[190] Train Loss: 4.402  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[191] Train Loss: 4.393  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[192] Train Loss: 4.403  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[193] Train Loss: 4.382  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[194] Train Loss: 4.409  Train ACC: 0.994
Val Acc = 0.50000
======>>>>>>[195] Train Loss: 4.397  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[196] Train Loss: 4.386  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[197] Train Loss: 4.390  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[198] Train Loss: 4.393  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[199] Train Loss: 4.390  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[200] Train Loss: 4.377  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[201] Train Loss: 4.378  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[202] Train Loss: 4.373  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[203] Train Loss: 4.380  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[204] Train Loss: 4.354  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[205] Train Loss: 4.381  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[206] Train Loss: 4.354  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[207] Train Loss: 4.374  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[208] Train Loss: 4.374  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[209] Train Loss: 4.364  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[210] Train Loss: 4.354  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[211] Train Loss: 4.366  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[212] Train Loss: 4.359  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[213] Train Loss: 4.355  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[214] Train Loss: 4.353  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[215] Train Loss: 4.340  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[216] Train Loss: 4.358  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[217] Train Loss: 4.339  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[218] Train Loss: 4.354  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[219] Train Loss: 4.344  Train ACC: 1.000
Val Acc = 0.31250
======>>>>>>[220] Train Loss: 4.365  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[221] Train Loss: 4.341  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[222] Train Loss: 4.327  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[223] Train Loss: 4.350  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[224] Train Loss: 4.336  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[225] Train Loss: 4.336  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[226] Train Loss: 4.328  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[227] Train Loss: 4.334  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[228] Train Loss: 4.336  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[229] Train Loss: 4.332  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[230] Train Loss: 4.321  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[231] Train Loss: 4.336  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[232] Train Loss: 4.330  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[233] Train Loss: 4.341  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[234] Train Loss: 4.318  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[235] Train Loss: 4.322  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[236] Train Loss: 4.327  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[237] Train Loss: 4.322  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[238] Train Loss: 4.327  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[239] Train Loss: 4.319  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[240] Train Loss: 4.317  Train ACC: 0.997
Val Acc = 0.31250
======>>>>>>[241] Train Loss: 4.316  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[242] Train Loss: 4.314  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[243] Train Loss: 4.303  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[244] Train Loss: 4.319  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[245] Train Loss: 4.291  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[246] Train Loss: 4.302  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[247] Train Loss: 4.310  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[248] Train Loss: 4.306  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[249] Train Loss: 4.291  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[250] Train Loss: 4.293  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[251] Train Loss: 4.289  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[252] Train Loss: 4.303  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[253] Train Loss: 4.278  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[254] Train Loss: 4.293  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[255] Train Loss: 4.291  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[256] Train Loss: 4.291  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[257] Train Loss: 4.286  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[258] Train Loss: 4.286  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[259] Train Loss: 4.288  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[260] Train Loss: 4.290  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[261] Train Loss: 4.278  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[262] Train Loss: 4.288  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[263] Train Loss: 4.275  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[264] Train Loss: 4.281  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[265] Train Loss: 4.282  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[266] Train Loss: 4.267  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[267] Train Loss: 4.286  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[268] Train Loss: 4.280  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[269] Train Loss: 4.260  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[270] Train Loss: 4.257  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[271] Train Loss: 4.276  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[272] Train Loss: 4.263  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[273] Train Loss: 4.277  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[274] Train Loss: 4.264  Train ACC: 1.000
Val Acc = 0.34375
======>>>>>>[275] Train Loss: 4.264  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[276] Train Loss: 4.261  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[277] Train Loss: 4.251  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[278] Train Loss: 4.263  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[279] Train Loss: 4.253  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[280] Train Loss: 4.251  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[281] Train Loss: 4.270  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[282] Train Loss: 4.256  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[283] Train Loss: 4.252  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[284] Train Loss: 4.266  Train ACC: 1.000
Val Acc = 0.31250
======>>>>>>[285] Train Loss: 4.250  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[286] Train Loss: 4.261  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[287] Train Loss: 4.240  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[288] Train Loss: 4.251  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[289] Train Loss: 4.245  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[290] Train Loss: 4.255  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[291] Train Loss: 4.255  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[292] Train Loss: 4.263  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[293] Train Loss: 4.240  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[294] Train Loss: 4.238  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[295] Train Loss: 4.249  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[296] Train Loss: 4.266  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[297] Train Loss: 4.246  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[298] Train Loss: 4.242  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[299] Train Loss: 4.232  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[300] Train Loss: 4.250  Train ACC: 1.000
Val Acc = 0.53125
test accuracy:  0.71875
the split is: 10
number of training examples = 288
number of test examples = 32
======>>>>>>[1] Train Loss: 5.899  Train ACC: 0.542
Val Acc = 0.46875
======>>>>>>[2] Train Loss: 5.703  Train ACC: 0.500
Val Acc = 0.53125
======>>>>>>[3] Train Loss: 5.645  Train ACC: 0.542
Val Acc = 0.65625
======>>>>>>[4] Train Loss: 5.607  Train ACC: 0.487
Val Acc = 0.59375
======>>>>>>[5] Train Loss: 5.564  Train ACC: 0.519
Val Acc = 0.53125
======>>>>>>[6] Train Loss: 5.534  Train ACC: 0.545
Val Acc = 0.37500
======>>>>>>[7] Train Loss: 5.497  Train ACC: 0.500
Val Acc = 0.50000
======>>>>>>[8] Train Loss: 5.491  Train ACC: 0.545
Val Acc = 0.50000
======>>>>>>[9] Train Loss: 5.495  Train ACC: 0.487
Val Acc = 0.43750
======>>>>>>[10] Train Loss: 5.464  Train ACC: 0.565
Val Acc = 0.34375
======>>>>>>[11] Train Loss: 5.434  Train ACC: 0.545
Val Acc = 0.65625
======>>>>>>[12] Train Loss: 5.422  Train ACC: 0.565
Val Acc = 0.53125
======>>>>>>[13] Train Loss: 5.423  Train ACC: 0.497
Val Acc = 0.43750
======>>>>>>[14] Train Loss: 5.398  Train ACC: 0.558
Val Acc = 0.46875
======>>>>>>[15] Train Loss: 5.386  Train ACC: 0.558
Val Acc = 0.56250
======>>>>>>[16] Train Loss: 5.372  Train ACC: 0.577
Val Acc = 0.46875
======>>>>>>[17] Train Loss: 5.375  Train ACC: 0.542
Val Acc = 0.46875
======>>>>>>[18] Train Loss: 5.347  Train ACC: 0.584
Val Acc = 0.43750
======>>>>>>[19] Train Loss: 5.329  Train ACC: 0.597
Val Acc = 0.40625
======>>>>>>[20] Train Loss: 5.328  Train ACC: 0.597
Val Acc = 0.56250
======>>>>>>[21] Train Loss: 5.292  Train ACC: 0.632
Val Acc = 0.37500
======>>>>>>[22] Train Loss: 5.299  Train ACC: 0.613
Val Acc = 0.53125
======>>>>>>[23] Train Loss: 5.281  Train ACC: 0.668
Val Acc = 0.46875
======>>>>>>[24] Train Loss: 5.266  Train ACC: 0.626
Val Acc = 0.37500
======>>>>>>[25] Train Loss: 5.245  Train ACC: 0.671
Val Acc = 0.59375
======>>>>>>[26] Train Loss: 5.248  Train ACC: 0.684
Val Acc = 0.43750
======>>>>>>[27] Train Loss: 5.246  Train ACC: 0.687
Val Acc = 0.59375
======>>>>>>[28] Train Loss: 5.210  Train ACC: 0.703
Val Acc = 0.62500
======>>>>>>[29] Train Loss: 5.221  Train ACC: 0.697
Val Acc = 0.53125
======>>>>>>[30] Train Loss: 5.211  Train ACC: 0.732
Val Acc = 0.53125
======>>>>>>[31] Train Loss: 5.210  Train ACC: 0.742
Val Acc = 0.56250
======>>>>>>[32] Train Loss: 5.180  Train ACC: 0.787
Val Acc = 0.43750
======>>>>>>[33] Train Loss: 5.206  Train ACC: 0.755
Val Acc = 0.43750
======>>>>>>[34] Train Loss: 5.193  Train ACC: 0.732
Val Acc = 0.56250
======>>>>>>[35] Train Loss: 5.161  Train ACC: 0.790
Val Acc = 0.50000
======>>>>>>[36] Train Loss: 5.151  Train ACC: 0.768
Val Acc = 0.59375
======>>>>>>[37] Train Loss: 5.132  Train ACC: 0.829
Val Acc = 0.56250
======>>>>>>[38] Train Loss: 5.151  Train ACC: 0.835
Val Acc = 0.59375
======>>>>>>[39] Train Loss: 5.135  Train ACC: 0.852
Val Acc = 0.56250
======>>>>>>[40] Train Loss: 5.119  Train ACC: 0.855
Val Acc = 0.34375
======>>>>>>[41] Train Loss: 5.113  Train ACC: 0.855
Val Acc = 0.40625
======>>>>>>[42] Train Loss: 5.095  Train ACC: 0.894
Val Acc = 0.68750
======>>>>>>[43] Train Loss: 5.067  Train ACC: 0.906
Val Acc = 0.53125
======>>>>>>[44] Train Loss: 5.072  Train ACC: 0.910
Val Acc = 0.40625
======>>>>>>[45] Train Loss: 5.059  Train ACC: 0.932
Val Acc = 0.43750
======>>>>>>[46] Train Loss: 5.063  Train ACC: 0.906
Val Acc = 0.50000
======>>>>>>[47] Train Loss: 5.038  Train ACC: 0.942
Val Acc = 0.40625
======>>>>>>[48] Train Loss: 5.007  Train ACC: 0.939
Val Acc = 0.40625
======>>>>>>[49] Train Loss: 5.018  Train ACC: 0.942
Val Acc = 0.46875
======>>>>>>[50] Train Loss: 5.011  Train ACC: 0.945
Val Acc = 0.50000
======>>>>>>[51] Train Loss: 5.006  Train ACC: 0.935
Val Acc = 0.62500
======>>>>>>[52] Train Loss: 4.983  Train ACC: 0.971
Val Acc = 0.40625
======>>>>>>[53] Train Loss: 4.988  Train ACC: 0.981
Val Acc = 0.43750
======>>>>>>[54] Train Loss: 4.970  Train ACC: 0.965
Val Acc = 0.59375
======>>>>>>[55] Train Loss: 4.960  Train ACC: 0.974
Val Acc = 0.53125
======>>>>>>[56] Train Loss: 4.958  Train ACC: 0.974
Val Acc = 0.40625
======>>>>>>[57] Train Loss: 4.955  Train ACC: 0.984
Val Acc = 0.40625
======>>>>>>[58] Train Loss: 4.944  Train ACC: 0.974
Val Acc = 0.43750
======>>>>>>[59] Train Loss: 4.931  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[60] Train Loss: 4.907  Train ACC: 0.987
Val Acc = 0.53125
======>>>>>>[61] Train Loss: 4.907  Train ACC: 0.990
Val Acc = 0.50000
======>>>>>>[62] Train Loss: 4.894  Train ACC: 0.990
Val Acc = 0.53125
======>>>>>>[63] Train Loss: 4.883  Train ACC: 0.984
Val Acc = 0.50000
======>>>>>>[64] Train Loss: 4.888  Train ACC: 0.990
Val Acc = 0.62500
======>>>>>>[65] Train Loss: 4.904  Train ACC: 0.984
Val Acc = 0.46875
======>>>>>>[66] Train Loss: 4.870  Train ACC: 0.994
Val Acc = 0.43750
======>>>>>>[67] Train Loss: 4.862  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[68] Train Loss: 4.839  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[69] Train Loss: 4.857  Train ACC: 0.990
Val Acc = 0.56250
======>>>>>>[70] Train Loss: 4.852  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[71] Train Loss: 4.848  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[72] Train Loss: 4.834  Train ACC: 0.994
Val Acc = 0.40625
======>>>>>>[73] Train Loss: 4.816  Train ACC: 0.990
Val Acc = 0.40625
======>>>>>>[74] Train Loss: 4.801  Train ACC: 0.997
Val Acc = 0.37500
======>>>>>>[75] Train Loss: 4.817  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[76] Train Loss: 4.807  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[77] Train Loss: 4.808  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[78] Train Loss: 4.793  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[79] Train Loss: 4.787  Train ACC: 1.000
Val Acc = 0.28125
======>>>>>>[80] Train Loss: 4.816  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[81] Train Loss: 4.787  Train ACC: 0.994
Val Acc = 0.53125
======>>>>>>[82] Train Loss: 4.767  Train ACC: 0.990
Val Acc = 0.53125
======>>>>>>[83] Train Loss: 4.757  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[84] Train Loss: 4.754  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[85] Train Loss: 4.749  Train ACC: 0.990
Val Acc = 0.56250
======>>>>>>[86] Train Loss: 4.736  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[87] Train Loss: 4.746  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[88] Train Loss: 4.739  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[89] Train Loss: 4.748  Train ACC: 0.994
Val Acc = 0.50000
======>>>>>>[90] Train Loss: 4.726  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[91] Train Loss: 4.717  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[92] Train Loss: 4.733  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[93] Train Loss: 4.714  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[94] Train Loss: 4.713  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[95] Train Loss: 4.709  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[96] Train Loss: 4.699  Train ACC: 0.994
Val Acc = 0.50000
======>>>>>>[97] Train Loss: 4.696  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[98] Train Loss: 4.694  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[99] Train Loss: 4.701  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[100] Train Loss: 4.665  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[101] Train Loss: 4.686  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[102] Train Loss: 4.681  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[103] Train Loss: 4.678  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[104] Train Loss: 4.663  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[105] Train Loss: 4.653  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[106] Train Loss: 4.649  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[107] Train Loss: 4.651  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[108] Train Loss: 4.651  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[109] Train Loss: 4.651  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[110] Train Loss: 4.641  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[111] Train Loss: 4.629  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[112] Train Loss: 4.643  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[113] Train Loss: 4.629  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[114] Train Loss: 4.622  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[115] Train Loss: 4.616  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[116] Train Loss: 4.630  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[117] Train Loss: 4.623  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[118] Train Loss: 4.623  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[119] Train Loss: 4.618  Train ACC: 0.994
Val Acc = 0.46875
======>>>>>>[120] Train Loss: 4.617  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[121] Train Loss: 4.594  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[122] Train Loss: 4.608  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[123] Train Loss: 4.610  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[124] Train Loss: 4.575  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[125] Train Loss: 4.573  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[126] Train Loss: 4.569  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[127] Train Loss: 4.576  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[128] Train Loss: 4.569  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[129] Train Loss: 4.567  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[130] Train Loss: 4.567  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[131] Train Loss: 4.555  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[132] Train Loss: 4.556  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[133] Train Loss: 4.551  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[134] Train Loss: 4.573  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[135] Train Loss: 4.560  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[136] Train Loss: 4.525  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[137] Train Loss: 4.537  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[138] Train Loss: 4.536  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[139] Train Loss: 4.529  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[140] Train Loss: 4.524  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[141] Train Loss: 4.513  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[142] Train Loss: 4.535  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[143] Train Loss: 4.491  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[144] Train Loss: 4.482  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[145] Train Loss: 4.523  Train ACC: 1.000
Val Acc = 0.31250
======>>>>>>[146] Train Loss: 4.486  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[147] Train Loss: 4.524  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[148] Train Loss: 4.497  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[149] Train Loss: 4.506  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[150] Train Loss: 4.499  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[151] Train Loss: 4.491  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[152] Train Loss: 4.495  Train ACC: 0.997
Val Acc = 0.68750
======>>>>>>[153] Train Loss: 4.499  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[154] Train Loss: 4.502  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[155] Train Loss: 4.476  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[156] Train Loss: 4.465  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[157] Train Loss: 4.465  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[158] Train Loss: 4.485  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[159] Train Loss: 4.481  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[160] Train Loss: 4.473  Train ACC: 1.000
Val Acc = 0.28125
======>>>>>>[161] Train Loss: 4.459  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[162] Train Loss: 4.471  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[163] Train Loss: 4.466  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[164] Train Loss: 4.441  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[165] Train Loss: 4.454  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[166] Train Loss: 4.456  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[167] Train Loss: 4.450  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[168] Train Loss: 4.448  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[169] Train Loss: 4.447  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[170] Train Loss: 4.438  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[171] Train Loss: 4.435  Train ACC: 0.997
Val Acc = 0.43750
======>>>>>>[172] Train Loss: 4.437  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[173] Train Loss: 4.431  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[174] Train Loss: 4.436  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[175] Train Loss: 4.445  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[176] Train Loss: 4.416  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[177] Train Loss: 4.442  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[178] Train Loss: 4.430  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[179] Train Loss: 4.404  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[180] Train Loss: 4.424  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[181] Train Loss: 4.408  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[182] Train Loss: 4.412  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[183] Train Loss: 4.410  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[184] Train Loss: 4.410  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[185] Train Loss: 4.402  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[186] Train Loss: 4.395  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[187] Train Loss: 4.405  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[188] Train Loss: 4.400  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[189] Train Loss: 4.399  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[190] Train Loss: 4.400  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[191] Train Loss: 4.376  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[192] Train Loss: 4.389  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[193] Train Loss: 4.373  Train ACC: 0.997
Val Acc = 0.40625
======>>>>>>[194] Train Loss: 4.369  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[195] Train Loss: 4.389  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[196] Train Loss: 4.389  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[197] Train Loss: 4.375  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[198] Train Loss: 4.382  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[199] Train Loss: 4.365  Train ACC: 1.000
Val Acc = 0.68750
======>>>>>>[200] Train Loss: 4.381  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[201] Train Loss: 4.371  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[202] Train Loss: 4.378  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[203] Train Loss: 4.353  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[204] Train Loss: 4.359  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[205] Train Loss: 4.379  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[206] Train Loss: 4.374  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[207] Train Loss: 4.371  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[208] Train Loss: 4.352  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[209] Train Loss: 4.344  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[210] Train Loss: 4.353  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[211] Train Loss: 4.338  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[212] Train Loss: 4.340  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[213] Train Loss: 4.343  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[214] Train Loss: 4.351  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[215] Train Loss: 4.341  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[216] Train Loss: 4.356  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[217] Train Loss: 4.335  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[218] Train Loss: 4.325  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[219] Train Loss: 4.334  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[220] Train Loss: 4.337  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[221] Train Loss: 4.347  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[222] Train Loss: 4.343  Train ACC: 0.997
Val Acc = 0.59375
======>>>>>>[223] Train Loss: 4.336  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[224] Train Loss: 4.344  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[225] Train Loss: 4.344  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[226] Train Loss: 4.333  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[227] Train Loss: 4.341  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[228] Train Loss: 4.316  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[229] Train Loss: 4.304  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[230] Train Loss: 4.318  Train ACC: 1.000
Val Acc = 0.37500
======>>>>>>[231] Train Loss: 4.302  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[232] Train Loss: 4.304  Train ACC: 0.997
Val Acc = 0.53125
======>>>>>>[233] Train Loss: 4.321  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[234] Train Loss: 4.317  Train ACC: 0.997
Val Acc = 0.56250
======>>>>>>[235] Train Loss: 4.304  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[236] Train Loss: 4.317  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[237] Train Loss: 4.305  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[238] Train Loss: 4.298  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[239] Train Loss: 4.315  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[240] Train Loss: 4.307  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[241] Train Loss: 4.317  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[242] Train Loss: 4.305  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[243] Train Loss: 4.305  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[244] Train Loss: 4.299  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[245] Train Loss: 4.292  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[246] Train Loss: 4.314  Train ACC: 0.994
Val Acc = 0.46875
======>>>>>>[247] Train Loss: 4.293  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[248] Train Loss: 4.283  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[249] Train Loss: 4.293  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[250] Train Loss: 4.287  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[251] Train Loss: 4.271  Train ACC: 1.000
Val Acc = 0.65625
======>>>>>>[252] Train Loss: 4.291  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[253] Train Loss: 4.286  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[254] Train Loss: 4.288  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[255] Train Loss: 4.270  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[256] Train Loss: 4.288  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[257] Train Loss: 4.284  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[258] Train Loss: 4.276  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[259] Train Loss: 4.263  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[260] Train Loss: 4.276  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[261] Train Loss: 4.284  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[262] Train Loss: 4.271  Train ACC: 1.000
Val Acc = 0.62500
======>>>>>>[263] Train Loss: 4.265  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[264] Train Loss: 4.271  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[265] Train Loss: 4.264  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[266] Train Loss: 4.281  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[267] Train Loss: 4.268  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[268] Train Loss: 4.260  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[269] Train Loss: 4.245  Train ACC: 0.997
Val Acc = 0.62500
======>>>>>>[270] Train Loss: 4.269  Train ACC: 0.997
Val Acc = 0.46875
======>>>>>>[271] Train Loss: 4.270  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[272] Train Loss: 4.261  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[273] Train Loss: 4.250  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[274] Train Loss: 4.254  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[275] Train Loss: 4.250  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[276] Train Loss: 4.265  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[277] Train Loss: 4.245  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[278] Train Loss: 4.247  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[279] Train Loss: 4.261  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[280] Train Loss: 4.241  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[281] Train Loss: 4.237  Train ACC: 0.997
Val Acc = 0.50000
======>>>>>>[282] Train Loss: 4.240  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[283] Train Loss: 4.251  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[284] Train Loss: 4.246  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[285] Train Loss: 4.230  Train ACC: 1.000
Val Acc = 0.40625
======>>>>>>[286] Train Loss: 4.257  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[287] Train Loss: 4.245  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[288] Train Loss: 4.228  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[289] Train Loss: 4.235  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[290] Train Loss: 4.240  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[291] Train Loss: 4.233  Train ACC: 1.000
Val Acc = 0.46875
======>>>>>>[292] Train Loss: 4.241  Train ACC: 1.000
Val Acc = 0.59375
======>>>>>>[293] Train Loss: 4.240  Train ACC: 1.000
Val Acc = 0.50000
======>>>>>>[294] Train Loss: 4.233  Train ACC: 1.000
Val Acc = 0.43750
======>>>>>>[295] Train Loss: 4.245  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[296] Train Loss: 4.234  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[297] Train Loss: 4.240  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[298] Train Loss: 4.235  Train ACC: 1.000
Val Acc = 0.56250
======>>>>>>[299] Train Loss: 4.238  Train ACC: 1.000
Val Acc = 0.53125
======>>>>>>[300] Train Loss: 4.231  Train ACC: 1.000
Val Acc = 0.56250
test accuracy:  0.6875
model_acc: [0.75    0.6875  0.71875 0.71875 0.75    0.8125  0.65625 0.75    0.71875
 0.6875 ]
min 0.65625
max 0.8125
mean 0.725
std 0.0414578098794425
number: 10

Process finished with exit code 0