From 569dbdf29b66c46ecc7d33827497fd4f855b3c3a Mon Sep 17 00:00:00 2001 From: rmlin Date: Mon, 22 Jun 2020 17:37:23 -0400 Subject: [PATCH] Add files via upload --- .../log/pd30_pn1_iter10/log_test_00.txt | 150 ++++ .../log/pd30_pn1_iter10/log_train_00.txt | 750 ++++++++++++++++++ adversarial_projection/train.py | 5 + angle_projection/architecture.py | 4 +- .../log/pd30_pn1_iter1/log_test_00.txt | 150 ++++ .../log/pd30_pn1_iter1/log_train_00.txt | 750 ++++++++++++++++++ angle_projection/train.py | 7 +- random_projection/architecture.py | 4 +- .../log/pd40_pn20/log_test_00.txt | 150 ++++ .../log/pd40_pn20/log_train_00.txt | 750 ++++++++++++++++++ random_projection/train.py | 5 + 11 files changed, 2720 insertions(+), 5 deletions(-) create mode 100644 adversarial_projection/log/pd30_pn1_iter10/log_test_00.txt create mode 100644 adversarial_projection/log/pd30_pn1_iter10/log_train_00.txt create mode 100644 angle_projection/log/pd30_pn1_iter1/log_test_00.txt create mode 100644 angle_projection/log/pd30_pn1_iter1/log_train_00.txt create mode 100644 random_projection/log/pd40_pn20/log_test_00.txt create mode 100644 random_projection/log/pd40_pn20/log_train_00.txt diff --git a/adversarial_projection/log/pd30_pn1_iter10/log_test_00.txt b/adversarial_projection/log/pd30_pn1_iter10/log_test_00.txt new file mode 100644 index 0000000..1362970 --- /dev/null +++ b/adversarial_projection/log/pd30_pn1_iter10/log_test_00.txt @@ -0,0 +1,150 @@ +++++iter_500: test acc=0.0100 +++++iter_1000: test acc=0.0100 +++++iter_1500: test acc=0.0121 +++++iter_2000: test acc=0.0191 +++++iter_2500: test acc=0.0399 +++++iter_3000: test acc=0.0377 +++++iter_3500: test acc=0.1332 +++++iter_4000: test acc=0.0823 +++++iter_4500: test acc=0.3246 +++++iter_5000: test acc=0.2948 +++++iter_5500: test acc=0.2947 +++++iter_6000: test acc=0.3352 +++++iter_6500: test acc=0.2870 +++++iter_7000: test acc=0.3613 +++++iter_7500: test acc=0.4386 +++++iter_8000: test acc=0.3550 +++++iter_8500: test acc=0.4209 +++++iter_9000: test acc=0.3256 +++++iter_9500: test acc=0.3854 +++++iter_10000: test acc=0.4479 +++++iter_10500: test acc=0.4749 +++++iter_11000: test acc=0.3178 +++++iter_11500: test acc=0.3290 +++++iter_12000: test acc=0.3570 +++++iter_12500: test acc=0.4289 +++++iter_13000: test acc=0.3836 +++++iter_13500: test acc=0.3096 +++++iter_14000: test acc=0.4307 +++++iter_14500: test acc=0.4251 +++++iter_15000: test acc=0.4239 +++++iter_15500: test acc=0.4557 +++++iter_16000: test acc=0.4228 +++++iter_16500: test acc=0.4470 +++++iter_17000: test acc=0.4116 +++++iter_17500: test acc=0.4194 +++++iter_18000: test acc=0.4582 +++++iter_18500: test acc=0.4160 +++++iter_19000: test acc=0.4651 +++++iter_19500: test acc=0.4317 +++++iter_20000: test acc=0.4450 +++++iter_20500: test acc=0.3862 +++++iter_21000: test acc=0.4494 +++++iter_21500: test acc=0.4359 +++++iter_22000: test acc=0.4119 +++++iter_22500: test acc=0.3948 +++++iter_23000: test acc=0.4628 +++++iter_23500: test acc=0.4515 +++++iter_24000: test acc=0.4019 +++++iter_24500: test acc=0.4852 +++++iter_25000: test acc=0.4541 +++++iter_25500: test acc=0.4074 +++++iter_26000: test acc=0.3736 +++++iter_26500: test acc=0.4265 +++++iter_27000: test acc=0.4296 +++++iter_27500: test acc=0.4770 +++++iter_28000: test acc=0.4817 +++++iter_28500: test acc=0.4112 +++++iter_29000: test acc=0.3377 +++++iter_29500: test acc=0.4479 +++++iter_30000: test acc=0.4391 +++++iter_30500: test acc=0.6657 +++++iter_31000: test acc=0.6179 +++++iter_31500: test acc=0.5526 +++++iter_32000: test acc=0.5133 +++++iter_32500: test acc=0.4941 +++++iter_33000: test acc=0.4548 +++++iter_33500: test acc=0.4461 +++++iter_34000: test acc=0.4915 +++++iter_34500: test acc=0.4730 +++++iter_35000: test acc=0.4419 +++++iter_35500: test acc=0.4488 +++++iter_36000: test acc=0.5270 +++++iter_36500: test acc=0.5192 +++++iter_37000: test acc=0.5548 +++++iter_37500: test acc=0.5180 +++++iter_38000: test acc=0.5435 +++++iter_38500: test acc=0.5730 +++++iter_39000: test acc=0.6050 +++++iter_39500: test acc=0.6262 +++++iter_40000: test acc=0.6158 +++++iter_40500: test acc=0.6453 +++++iter_41000: test acc=0.6126 +++++iter_41500: test acc=0.5888 +++++iter_42000: test acc=0.6283 +++++iter_42500: test acc=0.6526 +++++iter_43000: test acc=0.6410 +++++iter_43500: test acc=0.6170 +++++iter_44000: test acc=0.6320 +++++iter_44500: test acc=0.6437 +++++iter_45000: test acc=0.6359 +++++iter_45500: test acc=0.6493 +++++iter_46000: test acc=0.6633 +++++iter_46500: test acc=0.6511 +++++iter_47000: test acc=0.6285 +++++iter_47500: test acc=0.6480 +++++iter_48000: test acc=0.6528 +++++iter_48500: test acc=0.6745 +++++iter_49000: test acc=0.6512 +++++iter_49500: test acc=0.6680 +++++iter_50000: test acc=0.6334 +++++iter_50500: test acc=0.7276 +++++iter_51000: test acc=0.7367 +++++iter_51500: test acc=0.7349 +++++iter_52000: test acc=0.7372 +++++iter_52500: test acc=0.7401 +++++iter_53000: test acc=0.7389 +++++iter_53500: test acc=0.7363 +++++iter_54000: test acc=0.7395 +++++iter_54500: test acc=0.7416 +++++iter_55000: test acc=0.7417 +++++iter_55500: test acc=0.7430 +++++iter_56000: test acc=0.7418 +++++iter_56500: test acc=0.7407 +++++iter_57000: test acc=0.7444 +++++iter_57500: test acc=0.7442 +++++iter_58000: test acc=0.7437 +++++iter_58500: test acc=0.7404 +++++iter_59000: test acc=0.7434 +++++iter_59500: test acc=0.7425 +++++iter_60000: test acc=0.7444 +++++iter_60500: test acc=0.7426 +++++iter_61000: test acc=0.7449 +++++iter_61500: test acc=0.7462 +++++iter_62000: test acc=0.7428 +++++iter_62500: test acc=0.7413 +++++iter_63000: test acc=0.7410 +++++iter_63500: test acc=0.7420 +++++iter_64000: test acc=0.7438 +++++iter_64500: test acc=0.7443 +++++iter_65000: test acc=0.7452 +++++iter_65500: test acc=0.7453 +++++iter_66000: test acc=0.7479 +++++iter_66500: test acc=0.7467 +++++iter_67000: test acc=0.7463 +++++iter_67500: test acc=0.7468 +++++iter_68000: test acc=0.7472 +++++iter_68500: test acc=0.7476 +++++iter_69000: test acc=0.7470 +++++iter_69500: test acc=0.7475 +++++iter_70000: test acc=0.7473 +++++iter_70500: test acc=0.7468 +++++iter_71000: test acc=0.7483 +++++iter_71500: test acc=0.7472 +++++iter_72000: test acc=0.7480 +++++iter_72500: test acc=0.7470 +++++iter_73000: test acc=0.7465 +++++iter_73500: test acc=0.7468 +++++iter_74000: test acc=0.7460 +++++iter_74500: test acc=0.7469 +++++iter_74999: test acc=0.7474 diff --git a/adversarial_projection/log/pd30_pn1_iter10/log_train_00.txt b/adversarial_projection/log/pd30_pn1_iter10/log_train_00.txt new file mode 100644 index 0000000..a3d7e97 --- /dev/null +++ b/adversarial_projection/log/pd30_pn1_iter10/log_train_00.txt @@ -0,0 +1,750 @@ +====iter_0: fit=6.3228, reg=1.1885, thom=5.1808, thomf=5.0229, acc=0.0234 +====iter_100: fit=8.9957, reg=1.1890, thom=5.1357, thomf=4.9643, acc=0.0234 +====iter_200: fit=9.0669, reg=1.0754, thom=5.1304, thomf=4.9595, acc=0.0156 +====iter_300: fit=9.2094, reg=0.9726, thom=5.1282, thomf=4.9563, 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thomf=4.9666, acc=0.0078 +====iter_1700: fit=4.2890, reg=0.3265, thom=5.1241, thomf=4.9708, acc=0.0391 +====iter_1800: fit=4.0503, reg=0.3076, thom=5.1238, thomf=4.9770, acc=0.0703 +====iter_1900: fit=3.9038, reg=0.2937, thom=5.1236, thomf=4.9814, acc=0.0781 +====iter_2000: fit=3.8467, reg=0.2846, thom=5.1240, thomf=4.9821, acc=0.1250 +====iter_2100: fit=3.6188, reg=0.2788, thom=5.1241, thomf=4.9853, acc=0.1641 +====iter_2200: fit=3.6038, reg=0.2761, thom=5.1245, thomf=4.9860, acc=0.1484 +====iter_2300: fit=3.4620, reg=0.2772, thom=5.1245, thomf=4.9864, acc=0.1484 +====iter_2400: fit=3.3582, reg=0.2799, thom=5.1245, thomf=4.9860, acc=0.1641 +====iter_2500: fit=3.4083, reg=0.2855, thom=5.1241, thomf=4.9882, acc=0.1953 +====iter_2600: fit=3.0548, reg=0.2939, thom=5.1242, thomf=4.9872, acc=0.2969 +====iter_2700: fit=3.2804, reg=0.3058, thom=5.1241, thomf=4.9873, acc=0.2031 +====iter_2800: fit=3.0008, reg=0.3194, thom=5.1243, thomf=4.9874, acc=0.2734 +====iter_2900: fit=2.8195, reg=0.3356, thom=5.1242, thomf=4.9880, acc=0.2812 +====iter_3000: fit=2.8982, reg=0.3526, thom=5.1242, thomf=4.9877, acc=0.3125 +====iter_3100: fit=2.8546, reg=0.3691, thom=5.1240, thomf=4.9879, acc=0.3281 +====iter_3200: fit=2.5588, reg=0.3864, thom=5.1240, thomf=4.9883, acc=0.3359 +====iter_3300: fit=2.8478, reg=0.4035, thom=5.1240, thomf=4.9881, acc=0.2656 +====iter_3400: fit=2.4791, reg=0.4198, thom=5.1239, thomf=4.9884, acc=0.3594 +====iter_3500: fit=2.6947, reg=0.4355, thom=5.1239, thomf=4.9879, acc=0.2656 +====iter_3600: fit=2.3361, reg=0.4519, thom=5.1239, thomf=4.9868, acc=0.4062 +====iter_3700: fit=2.4337, reg=0.4673, thom=5.1238, thomf=4.9883, acc=0.3125 +====iter_3800: fit=2.4735, reg=0.4794, thom=5.1237, thomf=4.9866, acc=0.3750 +====iter_3900: fit=2.8029, reg=0.4906, thom=5.1237, thomf=4.9862, acc=0.2812 +====iter_4000: fit=2.2424, reg=0.5044, thom=5.1239, thomf=4.9851, acc=0.3750 +====iter_4100: fit=2.6344, reg=0.5178, thom=5.1238, thomf=4.9857, acc=0.3203 +====iter_4200: fit=2.1966, reg=0.5316, thom=5.1239, thomf=4.9861, acc=0.4219 +====iter_4300: fit=1.9588, reg=0.5429, thom=5.1237, thomf=4.9853, acc=0.4297 +====iter_4400: fit=1.9555, reg=0.5574, thom=5.1238, thomf=4.9851, acc=0.5000 +====iter_4500: fit=2.2552, reg=0.5710, thom=5.1238, thomf=4.9837, acc=0.4141 +====iter_4600: fit=2.1386, reg=0.5836, thom=5.1239, thomf=4.9844, acc=0.4453 +====iter_4700: fit=2.1339, reg=0.5953, thom=5.1238, thomf=4.9849, acc=0.4141 +====iter_4800: fit=2.2420, reg=0.6074, thom=5.1240, thomf=4.9838, acc=0.3906 +====iter_4900: fit=2.0143, reg=0.6175, thom=5.1238, thomf=4.9829, acc=0.4688 +====iter_5000: fit=1.9753, reg=0.6256, thom=5.1239, thomf=4.9839, acc=0.4766 +====iter_5100: fit=1.8284, reg=0.6361, thom=5.1239, thomf=4.9836, acc=0.4844 +====iter_5200: fit=2.0794, reg=0.6474, thom=5.1241, thomf=4.9830, acc=0.4531 +====iter_5300: fit=1.8169, reg=0.6547, thom=5.1239, thomf=4.9836, acc=0.5156 +====iter_5400: fit=2.0565, reg=0.6639, thom=5.1240, thomf=4.9831, acc=0.4375 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thomf=4.9805, acc=0.4766 +====iter_6800: fit=2.0021, reg=0.7735, thom=5.1223, thomf=4.9810, acc=0.4609 +====iter_6900: fit=1.6684, reg=0.7818, thom=5.1222, thomf=4.9815, acc=0.5391 +====iter_7000: fit=1.6073, reg=0.7848, thom=5.1222, thomf=4.9806, acc=0.5469 +====iter_7100: fit=1.8323, reg=0.7920, thom=5.1221, thomf=4.9803, acc=0.5391 +====iter_7200: fit=1.5439, reg=0.7966, thom=5.1222, thomf=4.9797, acc=0.5781 +====iter_7300: fit=1.7765, reg=0.8027, thom=5.1219, thomf=4.9800, acc=0.5234 +====iter_7400: fit=1.8405, reg=0.8075, thom=5.1216, thomf=4.9813, acc=0.5078 +====iter_7500: fit=1.6365, reg=0.8142, thom=5.1217, thomf=4.9795, acc=0.5625 +====iter_7600: fit=1.7838, reg=0.8195, thom=5.1214, thomf=4.9804, acc=0.5312 +====iter_7700: fit=1.7375, reg=0.8231, thom=5.1211, thomf=4.9806, acc=0.4844 +====iter_7800: fit=1.7390, reg=0.8277, thom=5.1212, thomf=4.9804, acc=0.5469 +====iter_7900: fit=1.8051, reg=0.8352, thom=5.1213, thomf=4.9793, acc=0.5078 +====iter_8000: fit=1.9632, reg=0.8418, thom=5.1210, thomf=4.9801, acc=0.5234 +====iter_8100: fit=1.7186, reg=0.8449, thom=5.1209, thomf=4.9803, acc=0.5703 +====iter_8200: fit=1.6915, reg=0.8468, thom=5.1208, thomf=4.9806, acc=0.5781 +====iter_8300: fit=1.6862, reg=0.8535, thom=5.1206, thomf=4.9794, acc=0.6016 +====iter_8400: fit=1.8651, reg=0.8587, thom=5.1208, thomf=4.9789, acc=0.5156 +====iter_8500: fit=1.9030, reg=0.8635, thom=5.1205, thomf=4.9800, acc=0.5156 +====iter_8600: fit=1.7310, reg=0.8655, thom=5.1200, thomf=4.9796, acc=0.5234 +====iter_8700: fit=1.6550, reg=0.8695, thom=5.1201, thomf=4.9784, acc=0.5859 +====iter_8800: fit=1.6295, reg=0.8746, thom=5.1204, thomf=4.9788, acc=0.5703 +====iter_8900: fit=1.6657, reg=0.8798, thom=5.1198, thomf=4.9793, acc=0.5703 +====iter_9000: fit=1.6153, reg=0.8827, thom=5.1196, thomf=4.9794, acc=0.5547 +====iter_9100: fit=1.5391, reg=0.8880, thom=5.1197, thomf=4.9788, acc=0.5469 +====iter_9200: fit=1.7763, reg=0.8914, thom=5.1196, thomf=4.9796, acc=0.5234 +====iter_9300: 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thom=5.1111, thomf=4.9530, acc=0.9844 +====iter_71900: fit=0.1169, reg=0.4617, thom=5.1111, thomf=4.9530, acc=1.0000 +====iter_72000: fit=0.1093, reg=0.4616, thom=5.1111, thomf=4.9530, acc=1.0000 +====iter_72100: fit=0.1309, reg=0.4616, thom=5.1111, thomf=4.9530, acc=1.0000 +====iter_72200: fit=0.1270, reg=0.4616, thom=5.1111, thomf=4.9530, acc=0.9844 +====iter_72300: fit=0.1097, reg=0.4615, thom=5.1111, thomf=4.9530, acc=1.0000 +====iter_72400: fit=0.1114, reg=0.4615, thom=5.1111, thomf=4.9530, acc=1.0000 +====iter_72500: fit=0.1059, reg=0.4614, thom=5.1111, thomf=4.9530, acc=1.0000 +====iter_72600: fit=0.1261, reg=0.4614, thom=5.1111, thomf=4.9529, acc=1.0000 +====iter_72700: fit=0.1146, reg=0.4614, thom=5.1111, thomf=4.9529, acc=1.0000 +====iter_72800: fit=0.1221, reg=0.4613, thom=5.1111, thomf=4.9529, acc=0.9922 +====iter_72900: fit=0.1039, reg=0.4613, thom=5.1111, thomf=4.9529, acc=1.0000 +====iter_73000: fit=0.1170, reg=0.4613, thom=5.1111, thomf=4.9529, acc=0.9922 +====iter_73100: fit=0.1227, reg=0.4612, thom=5.1111, thomf=4.9529, acc=0.9844 +====iter_73200: fit=0.1302, reg=0.4612, thom=5.1111, thomf=4.9529, acc=0.9922 +====iter_73300: fit=0.1150, reg=0.4612, thom=5.1111, thomf=4.9529, acc=1.0000 +====iter_73400: fit=0.1281, reg=0.4611, thom=5.1111, thomf=4.9529, acc=1.0000 +====iter_73500: fit=0.1158, reg=0.4611, thom=5.1111, thomf=4.9529, acc=0.9922 +====iter_73600: fit=0.1085, reg=0.4610, thom=5.1111, thomf=4.9529, acc=1.0000 +====iter_73700: fit=0.1135, reg=0.4610, thom=5.1111, thomf=4.9529, acc=1.0000 +====iter_73800: fit=0.1184, reg=0.4610, thom=5.1111, thomf=4.9529, acc=0.9922 +====iter_73900: fit=0.1342, reg=0.4609, thom=5.1111, thomf=4.9529, acc=0.9766 +====iter_74000: fit=0.1836, reg=0.4609, thom=5.1111, thomf=4.9529, acc=0.9844 +====iter_74100: fit=0.1179, reg=0.4609, thom=5.1111, thomf=4.9529, acc=0.9922 +====iter_74200: fit=0.1122, reg=0.4608, thom=5.1111, thomf=4.9529, acc=0.9922 +====iter_74300: fit=0.1253, reg=0.4608, thom=5.1111, thomf=4.9529, acc=0.9844 +====iter_74400: fit=0.1174, reg=0.4607, thom=5.1111, thomf=4.9529, acc=0.9922 +====iter_74500: fit=0.1208, reg=0.4607, thom=5.1111, thomf=4.9529, acc=1.0000 +====iter_74600: fit=0.1262, reg=0.4607, thom=5.1111, thomf=4.9529, acc=1.0000 +====iter_74700: fit=0.1195, reg=0.4606, thom=5.1111, thomf=4.9529, acc=0.9922 +====iter_74800: fit=0.1052, reg=0.4606, thom=5.1111, thomf=4.9529, acc=1.0000 +====iter_74900: fit=0.1354, reg=0.4606, thom=5.1111, thomf=4.9529, acc=0.9922 diff --git a/adversarial_projection/train.py b/adversarial_projection/train.py index 24f5d87..709e3a3 100644 --- a/adversarial_projection/train.py +++ b/adversarial_projection/train.py @@ -176,12 +176,17 @@ def train(base_lr, batch_sz, gpu_no, pd, pn, iters): help='p number') parser.add_argument('--iters', type=int, default=10, help='iteration number') + parser.add_argument('--random_seed', type=int, default=3456, + help='random seed') args = parser.parse_args() train_data = unpickle('../train') test_data = unpickle('../test') + tf.set_random_seed(args.random_seed) + np.random.seed(args.random_seed) + train(args.base_lr, args.batch_size, args.gpu_no, args.pd, args.pn, args.iters) diff --git a/angle_projection/architecture.py b/angle_projection/architecture.py index c9b7763..4d3dab0 100644 --- a/angle_projection/architecture.py +++ b/angle_projection/architecture.py @@ -3,8 +3,8 @@ class VGG(): def get_conv_filter(self, shape, reg, stddev): - seed_num=shape[0]*shape[1]*shape[2]*shape[3] - init = tf.random_normal_initializer(stddev=stddev,seed=seed_num) + # seed_num=shape[0]*shape[1]*shape[2]*shape[3] + init = tf.random_normal_initializer(stddev=stddev) if reg: regu = tf.contrib.layers.l2_regularizer(self.wd) filt = tf.get_variable('filter', shape, initializer=init,regularizer=regu) diff --git a/angle_projection/log/pd30_pn1_iter1/log_test_00.txt b/angle_projection/log/pd30_pn1_iter1/log_test_00.txt new file mode 100644 index 0000000..17354c6 --- /dev/null +++ b/angle_projection/log/pd30_pn1_iter1/log_test_00.txt @@ -0,0 +1,150 @@ +++++iter_500: test acc=0.0100 +++++iter_1000: test acc=0.0100 +++++iter_1500: test acc=0.0171 +++++iter_2000: test acc=0.0111 +++++iter_2500: test acc=0.0324 +++++iter_3000: test acc=0.1129 +++++iter_3500: test acc=0.2509 +++++iter_4000: test acc=0.2671 +++++iter_4500: test acc=0.2872 +++++iter_5000: test acc=0.3186 +++++iter_5500: test acc=0.3680 +++++iter_6000: test acc=0.3535 +++++iter_6500: test acc=0.3114 +++++iter_7000: test acc=0.4072 +++++iter_7500: test acc=0.2135 +++++iter_8000: test acc=0.4337 +++++iter_8500: test acc=0.3793 +++++iter_9000: test acc=0.2776 +++++iter_9500: test acc=0.3768 +++++iter_10000: test acc=0.4107 +++++iter_10500: test acc=0.3392 +++++iter_11000: test acc=0.4790 +++++iter_11500: test acc=0.3059 +++++iter_12000: test acc=0.2599 +++++iter_12500: test acc=0.4593 +++++iter_13000: test acc=0.3426 +++++iter_13500: test acc=0.3095 +++++iter_14000: test acc=0.1940 +++++iter_14500: test acc=0.3166 +++++iter_15000: test acc=0.3681 +++++iter_15500: test acc=0.3969 +++++iter_16000: test acc=0.3875 +++++iter_16500: test acc=0.3338 +++++iter_17000: test acc=0.3554 +++++iter_17500: test acc=0.3637 +++++iter_18000: test acc=0.4050 +++++iter_18500: test acc=0.4200 +++++iter_19000: test acc=0.3735 +++++iter_19500: test acc=0.4103 +++++iter_20000: test acc=0.3316 +++++iter_20500: test acc=0.4033 +++++iter_21000: test acc=0.4978 +++++iter_21500: test acc=0.4882 +++++iter_22000: test acc=0.3647 +++++iter_22500: test acc=0.4260 +++++iter_23000: test acc=0.3474 +++++iter_23500: test acc=0.4100 +++++iter_24000: test acc=0.4142 +++++iter_24500: test acc=0.4148 +++++iter_25000: test acc=0.4815 +++++iter_25500: test acc=0.4877 +++++iter_26000: test acc=0.3788 +++++iter_26500: test acc=0.4313 +++++iter_27000: test acc=0.2492 +++++iter_27500: test acc=0.3980 +++++iter_28000: test acc=0.3810 +++++iter_28500: test acc=0.3643 +++++iter_29000: test acc=0.4086 +++++iter_29500: test acc=0.3678 +++++iter_30000: test acc=0.4305 +++++iter_30500: test acc=0.6431 +++++iter_31000: test acc=0.6120 +++++iter_31500: test acc=0.5283 +++++iter_32000: test acc=0.5371 +++++iter_32500: test acc=0.5453 +++++iter_33000: test acc=0.5119 +++++iter_33500: test acc=0.5111 +++++iter_34000: test acc=0.4824 +++++iter_34500: test acc=0.4590 +++++iter_35000: test acc=0.5243 +++++iter_35500: test acc=0.4809 +++++iter_36000: test acc=0.5470 +++++iter_36500: test acc=0.5030 +++++iter_37000: test acc=0.5337 +++++iter_37500: test acc=0.5644 +++++iter_38000: test acc=0.5225 +++++iter_38500: test acc=0.5960 +++++iter_39000: test acc=0.5726 +++++iter_39500: test acc=0.6124 +++++iter_40000: test acc=0.6119 +++++iter_40500: test acc=0.5821 +++++iter_41000: test acc=0.6535 +++++iter_41500: test acc=0.6339 +++++iter_42000: test acc=0.6129 +++++iter_42500: test acc=0.6432 +++++iter_43000: test acc=0.6362 +++++iter_43500: test acc=0.6481 +++++iter_44000: test acc=0.6501 +++++iter_44500: test acc=0.6208 +++++iter_45000: test acc=0.6368 +++++iter_45500: test acc=0.6514 +++++iter_46000: test acc=0.6468 +++++iter_46500: test acc=0.6580 +++++iter_47000: test acc=0.6477 +++++iter_47500: test acc=0.6242 +++++iter_48000: test acc=0.6404 +++++iter_48500: test acc=0.6463 +++++iter_49000: test acc=0.6343 +++++iter_49500: test acc=0.6671 +++++iter_50000: test acc=0.6597 +++++iter_50500: test acc=0.7306 +++++iter_51000: test acc=0.7359 +++++iter_51500: test acc=0.7436 +++++iter_52000: test acc=0.7429 +++++iter_52500: test acc=0.7445 +++++iter_53000: test acc=0.7425 +++++iter_53500: test acc=0.7458 +++++iter_54000: test acc=0.7451 +++++iter_54500: test acc=0.7447 +++++iter_55000: test acc=0.7470 +++++iter_55500: test acc=0.7475 +++++iter_56000: test acc=0.7482 +++++iter_56500: test acc=0.7475 +++++iter_57000: test acc=0.7457 +++++iter_57500: test acc=0.7475 +++++iter_58000: test acc=0.7486 +++++iter_58500: test acc=0.7487 +++++iter_59000: test acc=0.7481 +++++iter_59500: test acc=0.7477 +++++iter_60000: test acc=0.7498 +++++iter_60500: test acc=0.7499 +++++iter_61000: test acc=0.7494 +++++iter_61500: test acc=0.7503 +++++iter_62000: test acc=0.7480 +++++iter_62500: test acc=0.7499 +++++iter_63000: test acc=0.7508 +++++iter_63500: test acc=0.7472 +++++iter_64000: test acc=0.7506 +++++iter_64500: test acc=0.7498 +++++iter_65000: test acc=0.7494 +++++iter_65500: test acc=0.7518 +++++iter_66000: test acc=0.7523 +++++iter_66500: test acc=0.7519 +++++iter_67000: test acc=0.7518 +++++iter_67500: test acc=0.7525 +++++iter_68000: test acc=0.7515 +++++iter_68500: test acc=0.7508 +++++iter_69000: test acc=0.7499 +++++iter_69500: test acc=0.7508 +++++iter_70000: test acc=0.7512 +++++iter_70500: test acc=0.7503 +++++iter_71000: test acc=0.7514 +++++iter_71500: test acc=0.7510 +++++iter_72000: test acc=0.7513 +++++iter_72500: test acc=0.7505 +++++iter_73000: test acc=0.7507 +++++iter_73500: test acc=0.7508 +++++iter_74000: test acc=0.7513 +++++iter_74500: test acc=0.7508 +++++iter_74999: test acc=0.7513 diff --git a/angle_projection/log/pd30_pn1_iter1/log_train_00.txt b/angle_projection/log/pd30_pn1_iter1/log_train_00.txt new file mode 100644 index 0000000..26ebc00 --- /dev/null +++ b/angle_projection/log/pd30_pn1_iter1/log_train_00.txt @@ -0,0 +1,750 @@ +====iter_0: fit=6.2162, reg=1.1856, thom=5.1797, thomf=5.0191, acc=0.0000 +====iter_100: fit=9.0669, reg=1.2306, thom=5.1516, thomf=4.9709, acc=0.0156 +====iter_200: fit=9.2094, reg=1.1133, thom=5.1452, thomf=4.9626, acc=0.0000 +====iter_300: fit=9.2094, reg=1.0071, thom=5.1406, thomf=4.9583, acc=0.0000 +====iter_400: fit=9.0669, reg=0.9109, thom=5.1367, thomf=4.9555, acc=0.0156 +====iter_500: fit=9.1382, reg=0.8239, thom=5.1334, thomf=4.9537, acc=0.0078 +====iter_600: fit=9.1382, reg=0.7452, thom=5.1308, thomf=4.9524, acc=0.0078 +====iter_700: fit=9.1382, reg=0.6740, thom=5.1286, thomf=4.9515, acc=0.0078 +====iter_800: fit=9.1382, reg=0.6097, thom=5.1269, thomf=4.9510, acc=0.0078 +====iter_900: fit=9.1382, reg=0.5514, thom=5.1256, thomf=4.9506, acc=0.0078 +====iter_1000: fit=9.2094, reg=0.4987, thom=5.1246, thomf=4.9504, acc=0.0000 +====iter_1100: fit=9.2094, reg=0.4511, thom=5.1238, thomf=4.9503, acc=0.0000 +====iter_1200: fit=5.0296, reg=0.4309, thom=5.1707, thomf=4.9681, acc=0.0156 +====iter_1300: fit=4.6807, reg=0.4411, thom=5.1376, thomf=4.9581, acc=0.0078 +====iter_1400: fit=4.4369, reg=0.4031, thom=5.1322, thomf=4.9641, acc=0.0078 +====iter_1500: fit=4.1449, reg=0.3774, thom=5.1310, thomf=4.9748, acc=0.0781 +====iter_1600: fit=4.0229, reg=0.3574, thom=5.1295, thomf=4.9797, acc=0.1016 +====iter_1700: fit=3.8499, reg=0.3442, thom=5.1289, thomf=4.9833, acc=0.0859 +====iter_1800: fit=3.6765, reg=0.3375, thom=5.1293, thomf=4.9863, acc=0.1172 +====iter_1900: fit=3.5589, reg=0.3372, thom=5.1290, thomf=4.9891, acc=0.1484 +====iter_2000: fit=3.2189, reg=0.3427, thom=5.1298, thomf=4.9899, acc=0.2188 +====iter_2100: fit=3.4209, reg=0.3511, thom=5.1296, thomf=4.9895, acc=0.1562 +====iter_2200: fit=3.1480, reg=0.3643, thom=5.1302, thomf=4.9907, acc=0.2578 +====iter_2300: fit=2.9990, reg=0.3811, thom=5.1312, thomf=4.9908, acc=0.2734 +====iter_2400: fit=2.9166, reg=0.3994, thom=5.1313, thomf=4.9916, acc=0.2266 +====iter_2500: fit=2.3732, reg=0.4178, thom=5.1312, thomf=4.9895, acc=0.4219 +====iter_2600: fit=2.6040, reg=0.4345, thom=5.1315, thomf=4.9896, acc=0.3203 +====iter_2700: fit=2.5658, reg=0.4515, thom=5.1321, thomf=4.9895, acc=0.3203 +====iter_2800: fit=2.5808, reg=0.4705, thom=5.1319, thomf=4.9879, acc=0.3125 +====iter_2900: fit=2.4494, reg=0.4889, thom=5.1320, thomf=4.9871, acc=0.3594 +====iter_3000: fit=2.4797, reg=0.5070, thom=5.1325, thomf=4.9870, acc=0.3203 +====iter_3100: fit=2.4754, reg=0.5226, thom=5.1326, thomf=4.9878, acc=0.3516 +====iter_3200: fit=2.2073, reg=0.5401, thom=5.1325, thomf=4.9867, acc=0.4297 +====iter_3300: fit=2.0750, reg=0.5557, thom=5.1329, thomf=4.9871, acc=0.4062 +====iter_3400: fit=1.8765, reg=0.5712, thom=5.1337, thomf=4.9866, acc=0.5078 +====iter_3500: fit=2.0821, reg=0.5861, thom=5.1342, thomf=4.9862, acc=0.4766 +====iter_3600: fit=2.0585, reg=0.6021, thom=5.1336, thomf=4.9836, acc=0.4766 +====iter_3700: fit=2.2265, reg=0.6163, thom=5.1333, thomf=4.9854, acc=0.4297 +====iter_3800: fit=1.9938, reg=0.6285, thom=5.1334, thomf=4.9844, acc=0.4688 +====iter_3900: fit=2.3452, reg=0.6400, thom=5.1333, thomf=4.9842, acc=0.3750 +====iter_4000: fit=2.1908, reg=0.6532, thom=5.1337, thomf=4.9841, acc=0.4844 +====iter_4100: fit=2.3500, reg=0.6657, thom=5.1339, thomf=4.9838, acc=0.4141 +====iter_4200: fit=1.9849, reg=0.6763, thom=5.1339, thomf=4.9833, acc=0.4609 +====iter_4300: fit=1.7595, reg=0.6868, thom=5.1342, thomf=4.9832, acc=0.5547 +====iter_4400: fit=1.8984, reg=0.6977, thom=5.1345, thomf=4.9830, acc=0.4844 +====iter_4500: fit=1.8467, reg=0.7065, thom=5.1339, thomf=4.9836, acc=0.4688 +====iter_4600: fit=2.1845, reg=0.7153, thom=5.1341, thomf=4.9831, acc=0.4531 +====iter_4700: fit=1.9211, reg=0.7225, thom=5.1339, thomf=4.9822, acc=0.4453 +====iter_4800: fit=1.8883, reg=0.7356, thom=5.1344, thomf=4.9830, acc=0.5156 +====iter_4900: fit=1.9883, reg=0.7444, thom=5.1345, thomf=4.9829, acc=0.4844 +====iter_5000: fit=1.7070, reg=0.7521, thom=5.1341, thomf=4.9835, acc=0.5703 +====iter_5100: fit=1.9174, reg=0.7579, thom=5.1339, thomf=4.9816, acc=0.4531 +====iter_5200: fit=2.0157, reg=0.7679, thom=5.1343, thomf=4.9826, acc=0.4922 +====iter_5300: fit=1.6291, reg=0.7770, thom=5.1347, thomf=4.9822, acc=0.6094 +====iter_5400: fit=2.0091, reg=0.7852, thom=5.1346, thomf=4.9824, acc=0.4609 +====iter_5500: fit=2.3089, reg=0.7898, thom=5.1339, thomf=4.9818, acc=0.4062 +====iter_5600: fit=1.6190, reg=0.7987, thom=5.1342, thomf=4.9820, acc=0.5312 +====iter_5700: fit=1.9420, reg=0.8061, thom=5.1344, thomf=4.9818, acc=0.4688 +====iter_5800: fit=1.9685, reg=0.8126, thom=5.1342, thomf=4.9821, acc=0.4609 +====iter_5900: fit=1.6449, reg=0.8210, thom=5.1344, thomf=4.9817, acc=0.5391 +====iter_6000: fit=1.9023, reg=0.8283, thom=5.1341, thomf=4.9809, acc=0.4766 +====iter_6100: fit=1.5089, reg=0.8349, thom=5.1339, thomf=4.9817, acc=0.6328 +====iter_6200: fit=1.6522, reg=0.8402, thom=5.1339, thomf=4.9824, acc=0.5625 +====iter_6300: fit=1.9390, reg=0.8466, thom=5.1331, thomf=4.9820, acc=0.4766 +====iter_6400: fit=1.6203, reg=0.8544, thom=5.1336, thomf=4.9806, acc=0.5547 +====iter_6500: fit=1.7119, reg=0.8583, thom=5.1332, thomf=4.9805, acc=0.5469 +====iter_6600: fit=1.7218, reg=0.8603, thom=5.1328, thomf=4.9811, acc=0.6172 +====iter_6700: fit=1.6223, reg=0.8655, thom=5.1331, thomf=4.9804, acc=0.5391 +====iter_6800: fit=1.6193, reg=0.8729, thom=5.1332, thomf=4.9806, acc=0.5859 +====iter_6900: fit=1.8759, reg=0.8775, thom=5.1324, thomf=4.9806, acc=0.4688 +====iter_7000: fit=2.0617, reg=0.8813, thom=5.1326, thomf=4.9797, acc=0.4375 +====iter_7100: fit=1.4767, reg=0.8875, thom=5.1328, thomf=4.9788, acc=0.5938 +====iter_7200: fit=1.7487, reg=0.8932, thom=5.1329, thomf=4.9800, acc=0.5391 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thom=5.1149, thomf=4.9528, acc=0.9844 +====iter_64900: fit=0.1193, reg=0.4591, thom=5.1149, thomf=4.9528, acc=1.0000 +====iter_65000: fit=0.1485, reg=0.4587, thom=5.1149, thomf=4.9528, acc=0.9844 +====iter_65100: fit=0.2129, reg=0.4587, thom=5.1149, thomf=4.9528, acc=0.9766 +====iter_65200: fit=0.1040, reg=0.4586, thom=5.1149, thomf=4.9528, acc=1.0000 +====iter_65300: fit=0.1205, reg=0.4586, thom=5.1149, thomf=4.9528, acc=0.9922 +====iter_65400: fit=0.1222, reg=0.4586, thom=5.1149, thomf=4.9528, acc=0.9922 +====iter_65500: fit=0.1046, reg=0.4585, thom=5.1149, thomf=4.9528, acc=1.0000 +====iter_65600: fit=0.1138, reg=0.4585, thom=5.1149, thomf=4.9528, acc=1.0000 +====iter_65700: fit=0.1110, reg=0.4584, thom=5.1148, thomf=4.9528, acc=1.0000 +====iter_65800: fit=0.1256, reg=0.4584, thom=5.1146, thomf=4.9528, acc=0.9844 +====iter_65900: fit=0.1224, reg=0.4584, thom=5.1146, thomf=4.9528, acc=0.9922 +====iter_66000: fit=0.1049, reg=0.4583, thom=5.1146, thomf=4.9528, acc=1.0000 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thom=5.1144, thomf=4.9528, acc=1.0000 +====iter_67400: fit=0.1066, reg=0.4578, thom=5.1144, thomf=4.9528, acc=1.0000 +====iter_67500: fit=0.1128, reg=0.4578, thom=5.1144, thomf=4.9528, acc=1.0000 +====iter_67600: fit=0.1381, reg=0.4578, thom=5.1144, thomf=4.9528, acc=0.9922 +====iter_67700: fit=0.1360, reg=0.4577, thom=5.1144, thomf=4.9528, acc=0.9922 +====iter_67800: fit=0.1087, reg=0.4577, thom=5.1144, thomf=4.9528, acc=1.0000 +====iter_67900: fit=0.1350, reg=0.4576, thom=5.1144, thomf=4.9528, acc=0.9922 +====iter_68000: fit=0.1188, reg=0.4576, thom=5.1144, thomf=4.9528, acc=1.0000 +====iter_68100: fit=0.1177, reg=0.4576, thom=5.1144, thomf=4.9528, acc=1.0000 +====iter_68200: fit=0.1163, reg=0.4575, thom=5.1143, thomf=4.9528, acc=1.0000 +====iter_68300: fit=0.1188, reg=0.4575, thom=5.1143, thomf=4.9528, acc=0.9922 +====iter_68400: fit=0.1333, reg=0.4575, thom=5.1143, thomf=4.9528, acc=0.9922 +====iter_68500: fit=0.1075, reg=0.4574, thom=5.1143, thomf=4.9528, acc=1.0000 +====iter_68600: fit=0.1255, reg=0.4574, thom=5.1143, thomf=4.9528, acc=0.9844 +====iter_68700: fit=0.1142, reg=0.4574, thom=5.1143, thomf=4.9528, acc=1.0000 +====iter_68800: fit=0.1158, reg=0.4573, thom=5.1143, thomf=4.9528, acc=1.0000 +====iter_68900: fit=0.1154, reg=0.4573, thom=5.1143, thomf=4.9528, acc=1.0000 +====iter_69000: fit=0.1080, reg=0.4572, thom=5.1143, thomf=4.9528, acc=1.0000 +====iter_69100: fit=0.1288, reg=0.4572, thom=5.1143, thomf=4.9528, acc=0.9922 +====iter_69200: fit=0.1103, reg=0.4572, thom=5.1143, thomf=4.9528, acc=1.0000 +====iter_69300: fit=0.1070, reg=0.4571, thom=5.1143, thomf=4.9528, acc=1.0000 +====iter_69400: fit=0.1252, reg=0.4571, thom=5.1143, thomf=4.9528, acc=1.0000 +====iter_69500: fit=0.1233, reg=0.4571, thom=5.1143, thomf=4.9528, acc=0.9922 +====iter_69600: fit=0.1124, reg=0.4570, thom=5.1142, thomf=4.9528, acc=1.0000 +====iter_69700: fit=0.1034, reg=0.4570, thom=5.1142, thomf=4.9528, acc=1.0000 +====iter_69800: fit=0.1962, reg=0.4570, thom=5.1142, thomf=4.9528, acc=0.9844 +====iter_69900: fit=0.1218, reg=0.4569, thom=5.1142, thomf=4.9528, acc=1.0000 +====iter_70000: fit=0.1083, reg=0.4569, thom=5.1142, thomf=4.9528, acc=1.0000 +====iter_70100: fit=0.1240, reg=0.4568, thom=5.1142, thomf=4.9528, acc=0.9922 +====iter_70200: fit=0.1143, reg=0.4568, thom=5.1142, thomf=4.9528, acc=0.9922 +====iter_70300: fit=0.1316, reg=0.4568, thom=5.1142, thomf=4.9528, acc=0.9766 +====iter_70400: fit=0.1123, reg=0.4567, thom=5.1140, thomf=4.9528, acc=1.0000 +====iter_70500: fit=0.1281, reg=0.4567, thom=5.1140, thomf=4.9528, acc=0.9844 +====iter_70600: fit=0.1190, reg=0.4567, thom=5.1140, thomf=4.9528, acc=0.9844 +====iter_70700: fit=0.1175, reg=0.4566, thom=5.1140, thomf=4.9528, acc=1.0000 +====iter_70800: fit=0.1206, reg=0.4566, thom=5.1140, thomf=4.9528, acc=1.0000 +====iter_70900: fit=0.1170, reg=0.4566, thom=5.1140, thomf=4.9528, acc=1.0000 +====iter_71000: fit=0.1214, reg=0.4565, thom=5.1140, thomf=4.9528, acc=0.9922 +====iter_71100: fit=0.1058, reg=0.4565, thom=5.1140, thomf=4.9528, acc=1.0000 +====iter_71200: fit=0.1105, reg=0.4564, thom=5.1140, thomf=4.9528, acc=1.0000 +====iter_71300: fit=0.1262, reg=0.4564, thom=5.1139, thomf=4.9528, acc=1.0000 +====iter_71400: fit=0.1200, reg=0.4564, thom=5.1139, thomf=4.9528, acc=1.0000 +====iter_71500: fit=0.1114, reg=0.4563, thom=5.1139, thomf=4.9528, acc=1.0000 +====iter_71600: fit=0.1108, reg=0.4563, thom=5.1139, thomf=4.9528, acc=1.0000 +====iter_71700: fit=0.1186, reg=0.4563, thom=5.1139, thomf=4.9528, acc=0.9922 +====iter_71800: fit=0.1134, reg=0.4562, thom=5.1139, thomf=4.9528, acc=1.0000 +====iter_71900: fit=0.1349, reg=0.4562, thom=5.1139, thomf=4.9528, acc=0.9922 +====iter_72000: fit=0.1153, reg=0.4562, thom=5.1139, thomf=4.9528, acc=1.0000 +====iter_72100: fit=0.1120, reg=0.4561, thom=5.1139, thomf=4.9528, acc=1.0000 +====iter_72200: fit=0.1185, reg=0.4561, thom=5.1139, thomf=4.9528, acc=1.0000 +====iter_72300: fit=0.1299, reg=0.4560, thom=5.1139, thomf=4.9528, acc=0.9844 +====iter_72400: fit=0.1312, reg=0.4560, thom=5.1139, thomf=4.9528, acc=0.9922 +====iter_72500: fit=0.1142, reg=0.4560, thom=5.1138, thomf=4.9527, acc=1.0000 +====iter_72600: fit=0.1202, reg=0.4559, thom=5.1138, thomf=4.9527, acc=1.0000 +====iter_72700: fit=0.1146, reg=0.4559, thom=5.1138, thomf=4.9527, acc=0.9922 +====iter_72800: fit=0.1254, reg=0.4559, thom=5.1138, thomf=4.9527, acc=0.9922 +====iter_72900: fit=0.1115, reg=0.4558, thom=5.1138, thomf=4.9527, acc=1.0000 +====iter_73000: fit=0.1148, reg=0.4558, thom=5.1135, thomf=4.9527, acc=0.9922 +====iter_73100: fit=0.1049, reg=0.4558, thom=5.1135, thomf=4.9527, acc=1.0000 +====iter_73200: fit=0.1180, reg=0.4557, thom=5.1135, thomf=4.9527, acc=1.0000 +====iter_73300: fit=0.1210, reg=0.4557, thom=5.1135, thomf=4.9527, acc=1.0000 +====iter_73400: fit=0.1077, reg=0.4556, thom=5.1135, thomf=4.9527, acc=1.0000 +====iter_73500: fit=0.1552, reg=0.4556, thom=5.1135, thomf=4.9527, acc=0.9766 +====iter_73600: fit=0.1100, reg=0.4556, thom=5.1134, thomf=4.9527, acc=1.0000 +====iter_73700: fit=0.1187, reg=0.4555, thom=5.1134, thomf=4.9527, acc=1.0000 +====iter_73800: fit=0.1812, reg=0.4555, thom=5.1134, thomf=4.9527, acc=0.9922 +====iter_73900: fit=0.1101, reg=0.4555, thom=5.1134, thomf=4.9527, acc=1.0000 +====iter_74000: fit=0.1249, reg=0.4554, thom=5.1134, thomf=4.9527, acc=0.9922 +====iter_74100: fit=0.1254, reg=0.4554, thom=5.1134, thomf=4.9527, acc=0.9922 +====iter_74200: fit=0.1210, reg=0.4554, thom=5.1134, thomf=4.9527, acc=1.0000 +====iter_74300: fit=0.1209, reg=0.4553, thom=5.1133, thomf=4.9527, acc=0.9922 +====iter_74400: fit=0.1092, reg=0.4553, thom=5.1133, thomf=4.9527, acc=1.0000 +====iter_74500: fit=0.1126, reg=0.4552, thom=5.1133, thomf=4.9527, acc=1.0000 +====iter_74600: fit=0.1340, reg=0.4552, thom=5.1133, thomf=4.9527, acc=0.9922 +====iter_74700: fit=0.1359, reg=0.4552, thom=5.1133, thomf=4.9527, acc=0.9922 +====iter_74800: fit=0.1033, reg=0.4551, thom=5.1133, thomf=4.9527, acc=1.0000 +====iter_74900: fit=0.1171, reg=0.4551, thom=5.1133, thomf=4.9527, acc=1.0000 diff --git a/angle_projection/train.py b/angle_projection/train.py index a32012d..27adbf1 100644 --- a/angle_projection/train.py +++ b/angle_projection/train.py @@ -174,12 +174,17 @@ def train(base_lr, batch_sz, gpu_no, pd, pn, iters): help='p number') parser.add_argument('--iters', type=int, default=1, help='iteration number') - + parser.add_argument('--random_seed', type=int, default=345, + help='random seed') + args = parser.parse_args() train_data = unpickle('../train') test_data = unpickle('../test') + tf.set_random_seed(args.random_seed) + np.random.seed(args.random_seed) + train(args.base_lr, args.batch_size, args.gpu_no, args.pd, args.pn, args.iters) diff --git a/random_projection/architecture.py b/random_projection/architecture.py index 3def149..4b6cb2a 100644 --- a/random_projection/architecture.py +++ b/random_projection/architecture.py @@ -3,8 +3,8 @@ class VGG(): def get_conv_filter(self, shape, reg, stddev): - seed_num=shape[0]*shape[1]*shape[2]*shape[3] - init = tf.random_normal_initializer(stddev=stddev,seed=seed_num) + # seed_num=shape[0]*shape[1]*shape[2]*shape[3] + init = tf.random_normal_initializer(stddev=stddev) if reg: regu = tf.contrib.layers.l2_regularizer(self.wd) filt = tf.get_variable('filter', shape, initializer=init,regularizer=regu) diff --git a/random_projection/log/pd40_pn20/log_test_00.txt b/random_projection/log/pd40_pn20/log_test_00.txt new file mode 100644 index 0000000..69198ca --- /dev/null +++ b/random_projection/log/pd40_pn20/log_test_00.txt @@ -0,0 +1,150 @@ +++++iter_500: test acc=0.0100 +++++iter_1000: test acc=0.0100 +++++iter_1500: test acc=0.0175 +++++iter_2000: test acc=0.0290 +++++iter_2500: test acc=0.0391 +++++iter_3000: test acc=0.2086 +++++iter_3500: test acc=0.2324 +++++iter_4000: test acc=0.2570 +++++iter_4500: test acc=0.3806 +++++iter_5000: test acc=0.4247 +++++iter_5500: test acc=0.4097 +++++iter_6000: test acc=0.2888 +++++iter_6500: test acc=0.4391 +++++iter_7000: test acc=0.4413 +++++iter_7500: test acc=0.3593 +++++iter_8000: test acc=0.3328 +++++iter_8500: test acc=0.4274 +++++iter_9000: test acc=0.3986 +++++iter_9500: test acc=0.4335 +++++iter_10000: test acc=0.4247 +++++iter_10500: test acc=0.3806 +++++iter_11000: test acc=0.3888 +++++iter_11500: test acc=0.4709 +++++iter_12000: test acc=0.3835 +++++iter_12500: test acc=0.4825 +++++iter_13000: test acc=0.3409 +++++iter_13500: test acc=0.4481 +++++iter_14000: test acc=0.3495 +++++iter_14500: test acc=0.3539 +++++iter_15000: test acc=0.4682 +++++iter_15500: test acc=0.4532 +++++iter_16000: test acc=0.4746 +++++iter_16500: test acc=0.4193 +++++iter_17000: test acc=0.4214 +++++iter_17500: test acc=0.3989 +++++iter_18000: test acc=0.4173 +++++iter_18500: test acc=0.3841 +++++iter_19000: test acc=0.3649 +++++iter_19500: test acc=0.3855 +++++iter_20000: test acc=0.2541 +++++iter_20500: test acc=0.4560 +++++iter_21000: test acc=0.4056 +++++iter_21500: test acc=0.3621 +++++iter_22000: test acc=0.4418 +++++iter_22500: test acc=0.3441 +++++iter_23000: test acc=0.4192 +++++iter_23500: test acc=0.3638 +++++iter_24000: test acc=0.4129 +++++iter_24500: test acc=0.3549 +++++iter_25000: test acc=0.3556 +++++iter_25500: test acc=0.3371 +++++iter_26000: test acc=0.3421 +++++iter_26500: test acc=0.3977 +++++iter_27000: test acc=0.3991 +++++iter_27500: test acc=0.4467 +++++iter_28000: test acc=0.4637 +++++iter_28500: test acc=0.4284 +++++iter_29000: test acc=0.4117 +++++iter_29500: test acc=0.3918 +++++iter_30000: test acc=0.4717 +++++iter_30500: test acc=0.6606 +++++iter_31000: test acc=0.6065 +++++iter_31500: test acc=0.5922 +++++iter_32000: test acc=0.5515 +++++iter_32500: test acc=0.4884 +++++iter_33000: test acc=0.4669 +++++iter_33500: test acc=0.5134 +++++iter_34000: test acc=0.5004 +++++iter_34500: test acc=0.5372 +++++iter_35000: test acc=0.5049 +++++iter_35500: test acc=0.5965 +++++iter_36000: test acc=0.5092 +++++iter_36500: test acc=0.5616 +++++iter_37000: test acc=0.6118 +++++iter_37500: test acc=0.5849 +++++iter_38000: test acc=0.5737 +++++iter_38500: test acc=0.5852 +++++iter_39000: test acc=0.5670 +++++iter_39500: test acc=0.5870 +++++iter_40000: test acc=0.6082 +++++iter_40500: test acc=0.5925 +++++iter_41000: test acc=0.6072 +++++iter_41500: test acc=0.6143 +++++iter_42000: test acc=0.6134 +++++iter_42500: test acc=0.6404 +++++iter_43000: test acc=0.6265 +++++iter_43500: test acc=0.6470 +++++iter_44000: test acc=0.6349 +++++iter_44500: test acc=0.6636 +++++iter_45000: test acc=0.6567 +++++iter_45500: test acc=0.6579 +++++iter_46000: test acc=0.6369 +++++iter_46500: test acc=0.6587 +++++iter_47000: test acc=0.6228 +++++iter_47500: test acc=0.6580 +++++iter_48000: test acc=0.6527 +++++iter_48500: test acc=0.6436 +++++iter_49000: test acc=0.6537 +++++iter_49500: test acc=0.6507 +++++iter_50000: test acc=0.6600 +++++iter_50500: test acc=0.7376 +++++iter_51000: test acc=0.7429 +++++iter_51500: test acc=0.7458 +++++iter_52000: test acc=0.7475 +++++iter_52500: test acc=0.7487 +++++iter_53000: test acc=0.7485 +++++iter_53500: test acc=0.7509 +++++iter_54000: test acc=0.7507 +++++iter_54500: test acc=0.7488 +++++iter_55000: test acc=0.7500 +++++iter_55500: test acc=0.7481 +++++iter_56000: test acc=0.7506 +++++iter_56500: test acc=0.7524 +++++iter_57000: test acc=0.7507 +++++iter_57500: test acc=0.7496 +++++iter_58000: test acc=0.7519 +++++iter_58500: test acc=0.7534 +++++iter_59000: test acc=0.7548 +++++iter_59500: test acc=0.7514 +++++iter_60000: test acc=0.7524 +++++iter_60500: test acc=0.7504 +++++iter_61000: test acc=0.7526 +++++iter_61500: test acc=0.7551 +++++iter_62000: test acc=0.7527 +++++iter_62500: test acc=0.7524 +++++iter_63000: test acc=0.7529 +++++iter_63500: test acc=0.7523 +++++iter_64000: test acc=0.7529 +++++iter_64500: test acc=0.7530 +++++iter_65000: test acc=0.7520 +++++iter_65500: test acc=0.7545 +++++iter_66000: test acc=0.7550 +++++iter_66500: test acc=0.7552 +++++iter_67000: test acc=0.7552 +++++iter_67500: test acc=0.7555 +++++iter_68000: test acc=0.7557 +++++iter_68500: test acc=0.7563 +++++iter_69000: test acc=0.7569 +++++iter_69500: test acc=0.7557 +++++iter_70000: test acc=0.7555 +++++iter_70500: test acc=0.7548 +++++iter_71000: test acc=0.7549 +++++iter_71500: test acc=0.7553 +++++iter_72000: test acc=0.7554 +++++iter_72500: test acc=0.7565 +++++iter_73000: test acc=0.7572 +++++iter_73500: test acc=0.7566 +++++iter_74000: test acc=0.7563 +++++iter_74500: test acc=0.7559 +++++iter_74999: test acc=0.7559 diff --git a/random_projection/log/pd40_pn20/log_train_00.txt b/random_projection/log/pd40_pn20/log_train_00.txt new file mode 100644 index 0000000..d5f964f --- /dev/null +++ b/random_projection/log/pd40_pn20/log_train_00.txt @@ -0,0 +1,750 @@ +====iter_0: fit=6.3621, reg=1.1871, thom=5.1348, thomf=5.0269, acc=0.0078 +====iter_100: fit=9.0669, reg=1.2046, thom=5.1611, thomf=4.9647, acc=0.0156 +====iter_200: fit=9.2094, reg=1.0895, thom=5.1537, thomf=4.9595, acc=0.0000 +====iter_300: fit=9.0669, reg=0.9854, thom=5.1462, thomf=4.9562, acc=0.0156 +====iter_400: fit=8.9245, reg=0.8912, thom=5.1439, thomf=4.9540, acc=0.0312 +====iter_500: fit=8.9957, reg=0.8061, thom=5.1402, thomf=4.9525, acc=0.0234 +====iter_600: fit=8.9957, reg=0.7290, thom=5.1367, thomf=4.9514, acc=0.0234 +====iter_700: fit=9.2094, reg=0.6594, thom=5.1353, thomf=4.9508, acc=0.0000 +====iter_800: fit=9.1382, reg=0.5964, thom=5.1324, thomf=4.9504, acc=0.0078 +====iter_900: fit=9.0669, reg=0.5395, thom=5.1306, thomf=4.9504, acc=0.0156 +====iter_1000: fit=9.2094, reg=0.4879, thom=5.1304, thomf=4.9502, acc=0.0000 +====iter_1100: fit=4.7618, reg=0.4785, thom=5.1532, thomf=4.9535, acc=0.0000 +====iter_1200: fit=4.7950, reg=0.4601, thom=5.1649, thomf=4.9546, acc=0.0000 +====iter_1300: fit=4.5687, reg=0.4359, thom=5.1653, thomf=4.9550, acc=0.0156 +====iter_1400: fit=4.0336, reg=0.4041, thom=5.1537, thomf=4.9752, acc=0.0625 +====iter_1500: fit=4.0291, reg=0.3801, thom=5.1479, thomf=4.9794, acc=0.0938 +====iter_1600: fit=3.8363, reg=0.3627, thom=5.1446, thomf=4.9822, acc=0.0938 +====iter_1700: fit=3.8050, reg=0.3525, thom=5.1449, thomf=4.9857, acc=0.0859 +====iter_1800: fit=3.4122, reg=0.3486, thom=5.1459, thomf=4.9897, acc=0.1641 +====iter_1900: fit=3.4629, reg=0.3492, thom=5.1481, thomf=4.9891, acc=0.1328 +====iter_2000: fit=3.2657, reg=0.3538, thom=5.1514, thomf=4.9893, acc=0.1562 +====iter_2100: fit=3.0357, reg=0.3627, thom=5.1524, thomf=4.9911, acc=0.2109 +====iter_2200: fit=2.9750, reg=0.3743, thom=5.1547, thomf=4.9903, acc=0.2656 +====iter_2300: fit=3.1403, reg=0.3902, thom=5.1571, thomf=4.9908, acc=0.2969 +====iter_2400: fit=2.5910, reg=0.4085, thom=5.1600, thomf=4.9911, acc=0.3516 +====iter_2500: fit=2.5845, reg=0.4260, thom=5.1608, thomf=4.9898, acc=0.3438 +====iter_2600: fit=2.4422, reg=0.4443, thom=5.1619, thomf=4.9909, acc=0.3438 +====iter_2700: fit=2.7614, reg=0.4610, thom=5.1633, thomf=4.9890, acc=0.3047 +====iter_2800: fit=2.6458, reg=0.4791, thom=5.1635, thomf=4.9881, acc=0.3125 +====iter_2900: fit=2.1639, reg=0.4968, thom=5.1629, thomf=4.9862, acc=0.4375 +====iter_3000: fit=2.4808, reg=0.5153, thom=5.1644, thomf=4.9874, acc=0.3516 +====iter_3100: fit=2.2170, reg=0.5322, thom=5.1643, thomf=4.9875, acc=0.4375 +====iter_3200: fit=2.2058, reg=0.5489, thom=5.1641, thomf=4.9863, acc=0.4688 +====iter_3300: fit=2.1811, reg=0.5673, thom=5.1644, thomf=4.9861, acc=0.4141 +====iter_3400: fit=1.9343, reg=0.5816, thom=5.1646, thomf=4.9867, acc=0.4609 +====iter_3500: fit=1.8935, reg=0.5953, thom=5.1646, thomf=4.9852, acc=0.5156 +====iter_3600: fit=2.1757, reg=0.6111, thom=5.1647, thomf=4.9846, acc=0.4219 +====iter_3700: fit=2.1325, reg=0.6250, thom=5.1652, thomf=4.9847, acc=0.4062 +====iter_3800: fit=1.9628, reg=0.6379, thom=5.1640, thomf=4.9849, acc=0.4922 +====iter_3900: fit=1.9752, reg=0.6499, thom=5.1644, thomf=4.9846, acc=0.4844 +====iter_4000: fit=2.0391, reg=0.6639, thom=5.1643, thomf=4.9832, acc=0.4453 +====iter_4100: fit=2.0550, reg=0.6768, thom=5.1637, thomf=4.9841, acc=0.4453 +====iter_4200: fit=2.0478, reg=0.6889, thom=5.1639, thomf=4.9842, acc=0.4609 +====iter_4300: fit=1.6793, reg=0.6982, thom=5.1634, thomf=4.9848, acc=0.5391 +====iter_4400: fit=2.0828, reg=0.7120, thom=5.1629, thomf=4.9825, acc=0.4375 +====iter_4500: fit=2.0025, reg=0.7207, thom=5.1633, thomf=4.9831, acc=0.4766 +====iter_4600: fit=2.0054, reg=0.7289, thom=5.1627, thomf=4.9821, acc=0.5000 +====iter_4700: fit=1.7165, reg=0.7365, thom=5.1620, thomf=4.9820, acc=0.5156 +====iter_4800: fit=1.6674, reg=0.7485, thom=5.1625, thomf=4.9816, acc=0.5547 +====iter_4900: fit=1.9142, reg=0.7572, thom=5.1622, thomf=4.9816, acc=0.5078 +====iter_5000: fit=1.9673, reg=0.7656, thom=5.1617, thomf=4.9810, acc=0.4922 +====iter_5100: fit=1.5604, reg=0.7739, thom=5.1606, thomf=4.9819, acc=0.5312 +====iter_5200: fit=1.6761, reg=0.7833, thom=5.1605, thomf=4.9815, acc=0.6016 +====iter_5300: fit=1.9354, reg=0.7931, thom=5.1606, thomf=4.9815, acc=0.4844 +====iter_5400: fit=1.9352, reg=0.8010, thom=5.1606, thomf=4.9814, acc=0.4453 +====iter_5500: fit=1.7452, reg=0.8052, thom=5.1604, thomf=4.9810, acc=0.5391 +====iter_5600: fit=1.6696, reg=0.8147, thom=5.1595, thomf=4.9804, acc=0.5234 +====iter_5700: fit=2.0261, reg=0.8226, thom=5.1593, thomf=4.9810, acc=0.4688 +====iter_5800: fit=1.8253, reg=0.8273, thom=5.1602, thomf=4.9815, acc=0.5234 +====iter_5900: fit=1.7576, reg=0.8346, thom=5.1604, thomf=4.9800, acc=0.5234 +====iter_6000: fit=1.7038, reg=0.8432, thom=5.1591, thomf=4.9798, acc=0.5625 +====iter_6100: fit=1.5810, reg=0.8500, thom=5.1592, thomf=4.9802, acc=0.5391 +====iter_6200: fit=1.8193, reg=0.8522, thom=5.1589, thomf=4.9799, acc=0.5078 +====iter_6300: fit=1.6653, reg=0.8581, thom=5.1578, thomf=4.9794, acc=0.5469 +====iter_6400: fit=2.0994, reg=0.8661, thom=5.1583, thomf=4.9794, acc=0.4531 +====iter_6500: fit=2.1110, reg=0.8693, thom=5.1579, thomf=4.9799, acc=0.5078 +====iter_6600: fit=1.7263, reg=0.8754, thom=5.1585, thomf=4.9793, acc=0.5703 +====iter_6700: fit=1.8327, reg=0.8816, thom=5.1568, thomf=4.9789, acc=0.4922 +====iter_6800: fit=1.7567, reg=0.8872, thom=5.1574, thomf=4.9788, acc=0.5703 +====iter_6900: fit=1.4709, reg=0.8942, thom=5.1567, thomf=4.9798, acc=0.6172 +====iter_7000: fit=1.9601, reg=0.8975, thom=5.1565, thomf=4.9799, acc=0.5312 +====iter_7100: fit=1.7165, reg=0.9023, thom=5.1561, thomf=4.9791, acc=0.5938 +====iter_7200: fit=1.6378, reg=0.9079, thom=5.1562, thomf=4.9789, acc=0.5391 +====iter_7300: fit=1.9321, reg=0.9129, thom=5.1555, thomf=4.9795, acc=0.5156 +====iter_7400: fit=1.8410, reg=0.9155, thom=5.1561, thomf=4.9797, acc=0.4844 +====iter_7500: fit=1.6880, reg=0.9210, thom=5.1548, thomf=4.9792, acc=0.5391 +====iter_7600: fit=1.4572, reg=0.9260, thom=5.1548, thomf=4.9798, acc=0.5859 +====iter_7700: fit=1.6777, reg=0.9296, thom=5.1538, thomf=4.9805, acc=0.5469 +====iter_7800: fit=1.4003, reg=0.9319, thom=5.1546, thomf=4.9797, acc=0.6172 +====iter_7900: fit=1.4786, reg=0.9359, thom=5.1538, thomf=4.9790, acc=0.5625 +====iter_8000: fit=1.5756, reg=0.9418, thom=5.1536, thomf=4.9782, acc=0.5938 +====iter_8100: fit=1.7037, reg=0.9453, thom=5.1535, thomf=4.9787, acc=0.5781 +====iter_8200: fit=1.6579, reg=0.9477, thom=5.1538, thomf=4.9792, acc=0.5859 +====iter_8300: fit=1.6156, reg=0.9529, thom=5.1526, thomf=4.9789, acc=0.5781 +====iter_8400: fit=1.6526, reg=0.9568, thom=5.1536, thomf=4.9791, acc=0.5781 +====iter_8500: fit=1.5508, reg=0.9618, thom=5.1529, thomf=4.9794, acc=0.5625 +====iter_8600: fit=1.4954, reg=0.9629, thom=5.1526, thomf=4.9790, acc=0.5703 +====iter_8700: fit=1.7026, reg=0.9669, thom=5.1521, thomf=4.9783, acc=0.5625 +====iter_8800: fit=1.5432, reg=0.9718, thom=5.1517, thomf=4.9787, acc=0.5859 +====iter_8900: fit=1.7211, reg=0.9739, thom=5.1524, thomf=4.9787, acc=0.5703 +====iter_9000: fit=1.6787, reg=0.9753, thom=5.1517, thomf=4.9788, acc=0.5625 +====iter_9100: fit=2.0533, reg=0.9798, thom=5.1517, thomf=4.9780, acc=0.4609 +====iter_9200: fit=1.7013, reg=0.9828, thom=5.1514, thomf=4.9788, acc=0.5625 +====iter_9300: fit=1.6942, reg=0.9840, thom=5.1517, thomf=4.9788, acc=0.5312 +====iter_9400: fit=1.3835, reg=0.9889, thom=5.1509, thomf=4.9784, acc=0.6562 +====iter_9500: fit=1.6777, reg=0.9943, thom=5.1518, thomf=4.9785, acc=0.5312 +====iter_9600: fit=1.4658, reg=0.9965, thom=5.1516, thomf=4.9783, acc=0.5859 +====iter_9700: fit=1.8012, reg=0.9960, thom=5.1512, thomf=4.9794, acc=0.5078 +====iter_9800: fit=1.4738, reg=0.9987, thom=5.1515, thomf=4.9789, acc=0.5859 +====iter_9900: fit=1.2749, reg=1.0018, thom=5.1511, thomf=4.9779, acc=0.6562 +====iter_10000: fit=1.3924, reg=1.0052, thom=5.1516, thomf=4.9781, acc=0.6094 +====iter_10100: fit=1.7402, reg=1.0084, thom=5.1506, thomf=4.9777, acc=0.5859 +====iter_10200: fit=1.4721, reg=1.0099, thom=5.1508, thomf=4.9781, acc=0.5938 +====iter_10300: fit=1.8366, reg=1.0139, thom=5.1510, thomf=4.9779, acc=0.5234 +====iter_10400: fit=1.7489, reg=1.0172, thom=5.1504, thomf=4.9779, acc=0.5078 +====iter_10500: fit=1.7065, reg=1.0156, thom=5.1502, thomf=4.9777, acc=0.5703 +====iter_10600: fit=1.4012, reg=1.0174, thom=5.1501, thomf=4.9769, acc=0.6094 +====iter_10700: fit=1.5958, reg=1.0207, thom=5.1492, thomf=4.9785, acc=0.5781 +====iter_10800: fit=1.4160, reg=1.0221, thom=5.1496, thomf=4.9784, acc=0.5859 +====iter_10900: fit=1.6711, reg=1.0243, thom=5.1491, thomf=4.9787, acc=0.5312 +====iter_11000: fit=1.4276, reg=1.0281, thom=5.1489, thomf=4.9779, acc=0.6094 +====iter_11100: fit=1.5289, reg=1.0304, thom=5.1485, thomf=4.9783, acc=0.5859 +====iter_11200: fit=1.4965, reg=1.0335, thom=5.1495, thomf=4.9784, acc=0.5938 +====iter_11300: fit=1.6131, reg=1.0322, thom=5.1485, thomf=4.9776, acc=0.6016 +====iter_11400: fit=1.7018, reg=1.0356, thom=5.1479, thomf=4.9774, acc=0.5625 +====iter_11500: fit=1.3998, reg=1.0380, thom=5.1480, thomf=4.9775, acc=0.6406 +====iter_11600: fit=1.4905, reg=1.0396, thom=5.1490, thomf=4.9774, acc=0.5859 +====iter_11700: fit=1.3074, reg=1.0372, thom=5.1480, thomf=4.9785, acc=0.6641 +====iter_11800: fit=1.6472, reg=1.0404, thom=5.1475, thomf=4.9772, acc=0.5703 +====iter_11900: fit=1.4032, reg=1.0436, thom=5.1482, thomf=4.9778, acc=0.6484 +====iter_12000: fit=1.8646, reg=1.0450, thom=5.1486, thomf=4.9784, acc=0.4766 +====iter_12100: fit=1.2130, reg=1.0441, thom=5.1484, thomf=4.9786, acc=0.6719 +====iter_12200: fit=1.4043, reg=1.0453, thom=5.1474, thomf=4.9775, acc=0.6406 +====iter_12300: fit=1.7036, reg=1.0479, thom=5.1480, thomf=4.9773, acc=0.5781 +====iter_12400: fit=1.6179, reg=1.0499, thom=5.1477, thomf=4.9778, acc=0.5859 +====iter_12500: fit=1.3974, reg=1.0499, thom=5.1477, thomf=4.9782, acc=0.6094 +====iter_12600: fit=1.3865, reg=1.0541, thom=5.1480, thomf=4.9775, acc=0.6328 +====iter_12700: fit=1.5361, reg=1.0550, thom=5.1481, thomf=4.9771, acc=0.5469 +====iter_12800: fit=1.5507, reg=1.0561, thom=5.1474, thomf=4.9775, acc=0.6328 +====iter_12900: fit=1.2645, reg=1.0554, thom=5.1465, thomf=4.9779, acc=0.6562 +====iter_13000: fit=1.4088, reg=1.0577, thom=5.1472, thomf=4.9771, acc=0.6328 +====iter_13100: fit=1.3989, reg=1.0601, thom=5.1474, thomf=4.9779, acc=0.6250 +====iter_13200: fit=1.7804, reg=1.0594, thom=5.1474, thomf=4.9782, acc=0.5234 +====iter_13300: fit=1.3961, reg=1.0579, thom=5.1467, thomf=4.9771, acc=0.6172 +====iter_13400: fit=1.7413, reg=1.0607, thom=5.1473, thomf=4.9773, acc=0.5547 +====iter_13500: fit=1.5656, reg=1.0655, thom=5.1471, thomf=4.9776, acc=0.6172 +====iter_13600: fit=1.4947, reg=1.0648, thom=5.1470, thomf=4.9773, acc=0.6172 +====iter_13700: fit=1.6988, reg=1.0655, thom=5.1466, thomf=4.9769, acc=0.5547 +====iter_13800: fit=1.6658, reg=1.0678, thom=5.1471, thomf=4.9771, acc=0.5312 +====iter_13900: fit=1.5054, reg=1.0687, thom=5.1469, thomf=4.9774, acc=0.5938 +====iter_14000: fit=1.4772, reg=1.0688, thom=5.1470, thomf=4.9779, acc=0.5859 +====iter_14100: fit=1.5434, reg=1.0729, thom=5.1469, thomf=4.9772, acc=0.5703 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thom=5.1276, thomf=4.9526, acc=1.0000 +====iter_70500: fit=0.1282, reg=0.4558, thom=5.1281, thomf=4.9526, acc=1.0000 +====iter_70600: fit=0.1171, reg=0.4558, thom=5.1274, thomf=4.9526, acc=1.0000 +====iter_70700: fit=0.1192, reg=0.4557, thom=5.1274, thomf=4.9526, acc=1.0000 +====iter_70800: fit=0.1315, reg=0.4557, thom=5.1274, thomf=4.9526, acc=0.9922 +====iter_70900: fit=0.1479, reg=0.4557, thom=5.1276, thomf=4.9526, acc=0.9844 +====iter_71000: fit=0.1190, reg=0.4556, thom=5.1275, thomf=4.9526, acc=1.0000 +====iter_71100: fit=0.1217, reg=0.4556, thom=5.1275, thomf=4.9526, acc=1.0000 +====iter_71200: fit=0.1053, reg=0.4556, thom=5.1273, thomf=4.9526, acc=1.0000 +====iter_71300: fit=0.1156, reg=0.4555, thom=5.1278, thomf=4.9526, acc=0.9922 +====iter_71400: fit=0.1179, reg=0.4555, thom=5.1277, thomf=4.9526, acc=0.9922 +====iter_71500: fit=0.1061, reg=0.4555, thom=5.1278, thomf=4.9526, acc=1.0000 +====iter_71600: fit=0.1148, reg=0.4554, thom=5.1276, thomf=4.9526, acc=1.0000 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thom=5.1276, thomf=4.9526, acc=1.0000 +====iter_73000: fit=0.1166, reg=0.4549, thom=5.1273, thomf=4.9526, acc=1.0000 +====iter_73100: fit=0.1083, reg=0.4549, thom=5.1273, thomf=4.9526, acc=1.0000 +====iter_73200: fit=0.1183, reg=0.4548, thom=5.1274, thomf=4.9526, acc=1.0000 +====iter_73300: fit=0.1083, reg=0.4548, thom=5.1273, thomf=4.9526, acc=1.0000 +====iter_73400: fit=0.1164, reg=0.4548, thom=5.1278, thomf=4.9526, acc=1.0000 +====iter_73500: fit=0.1351, reg=0.4547, thom=5.1273, thomf=4.9526, acc=0.9922 +====iter_73600: fit=0.1208, reg=0.4547, thom=5.1278, thomf=4.9526, acc=1.0000 +====iter_73700: fit=0.1256, reg=0.4547, thom=5.1275, thomf=4.9526, acc=0.9922 +====iter_73800: fit=0.1148, reg=0.4546, thom=5.1277, thomf=4.9526, acc=1.0000 +====iter_73900: fit=0.1137, reg=0.4546, thom=5.1275, thomf=4.9526, acc=1.0000 +====iter_74000: fit=0.1025, reg=0.4546, thom=5.1273, thomf=4.9526, acc=1.0000 +====iter_74100: fit=0.1163, reg=0.4545, thom=5.1279, thomf=4.9526, acc=0.9922 +====iter_74200: fit=0.1310, reg=0.4545, thom=5.1274, thomf=4.9526, acc=0.9844 +====iter_74300: fit=0.1795, reg=0.4544, thom=5.1275, thomf=4.9526, acc=0.9922 +====iter_74400: fit=0.1140, reg=0.4544, thom=5.1274, thomf=4.9526, acc=1.0000 +====iter_74500: fit=0.1228, reg=0.4544, thom=5.1274, thomf=4.9526, acc=0.9922 +====iter_74600: fit=0.1042, reg=0.4543, thom=5.1273, thomf=4.9526, acc=1.0000 +====iter_74700: fit=0.1175, reg=0.4543, thom=5.1275, thomf=4.9526, acc=1.0000 +====iter_74800: fit=0.1256, reg=0.4543, thom=5.1275, thomf=4.9526, acc=0.9922 +====iter_74900: fit=0.1133, reg=0.4542, thom=5.1273, thomf=4.9526, acc=1.0000 diff --git a/random_projection/train.py b/random_projection/train.py index 9278340..2017bb6 100644 --- a/random_projection/train.py +++ b/random_projection/train.py @@ -170,12 +170,17 @@ def train(base_lr, batch_sz, gpu_no, pd, pn, pnd): help='p number') parser.add_argument('--pnd', type=int, default=0, help='p number divider') + parser.add_argument('--random_seed', type=int, default=345, + help='random seed') args = parser.parse_args() train_data = unpickle('../train') test_data = unpickle('../test') + tf.set_random_seed(args.random_seed) + np.random.seed(args.random_seed) + train(args.base_lr, args.batch_size, args.gpu_no, args.pd, args.pn, args.pnd)