spherenet_cos_standard_training.log

====iteration_100: fit=1.4002, reg=0.4845, orth=0.4476, acc=0.5078
====iteration_200: fit=1.2340, reg=0.4622, orth=0.3472, acc=0.6016
====iteration_300: fit=1.0207, reg=0.4393, orth=0.2859, acc=0.6953
====iteration_400: fit=0.8939, reg=0.4168, orth=0.2417, acc=0.7422
====iteration_500: fit=0.6136, reg=0.3950, orth=0.2134, acc=0.7812
++++iteration_500: test acc=0.1195
====iteration_600: fit=0.6848, reg=0.3742, orth=0.1941, acc=0.7812
====iteration_700: fit=0.6615, reg=0.3546, orth=0.1794, acc=0.7969
====iteration_800: fit=0.5933, reg=0.3360, orth=0.1680, acc=0.8203
====iteration_900: fit=0.7274, reg=0.3187, orth=0.1596, acc=0.7656
====iteration_1000: fit=0.5745, reg=0.3025, orth=0.1523, acc=0.7891
++++iteration_1000: test acc=0.2583
====iteration_1100: fit=0.4650, reg=0.2873, orth=0.1499, acc=0.8359
====iteration_1200: fit=0.6361, reg=0.2731, orth=0.1454, acc=0.8359
====iteration_1300: fit=0.4406, reg=0.2598, orth=0.1447, acc=0.8672
====iteration_1400: fit=0.6114, reg=0.2477, orth=0.1397, acc=0.8047
====iteration_1500: fit=0.6012, reg=0.2364, orth=0.1410, acc=0.8047
++++iteration_1500: test acc=0.4481
====iteration_1600: fit=0.4561, reg=0.2260, orth=0.1358, acc=0.8594
====iteration_1700: fit=0.5436, reg=0.2164, orth=0.1351, acc=0.8516
====iteration_1800: fit=0.4455, reg=0.2073, orth=0.1342, acc=0.8828
====iteration_1900: fit=0.4073, reg=0.1985, orth=0.1334, acc=0.9062
====iteration_2000: fit=0.4830, reg=0.1910, orth=0.1349, acc=0.8516
++++iteration_2000: test acc=0.6690
====iteration_2100: fit=0.3622, reg=0.1839, orth=0.1338, acc=0.8984
====iteration_2200: fit=0.4291, reg=0.1771, orth=0.1327, acc=0.8594
====iteration_2300: fit=0.4856, reg=0.1709, orth=0.1344, acc=0.8359
====iteration_2400: fit=0.3943, reg=0.1651, orth=0.1320, acc=0.8672
====iteration_2500: fit=0.3863, reg=0.1598, orth=0.1324, acc=0.8984
++++iteration_2500: test acc=0.7910
====iteration_2600: fit=0.4861, reg=0.1548, orth=0.1332, acc=0.8516
====iteration_2700: fit=0.3912, reg=0.1504, orth=0.1283, acc=0.9062
====iteration_2800: fit=0.4649, reg=0.1460, orth=0.1303, acc=0.8750
====iteration_2900: fit=0.4444, reg=0.1418, orth=0.1336, acc=0.8359
====iteration_3000: fit=0.3433, reg=0.1382, orth=0.1321, acc=0.9219
++++iteration_3000: test acc=0.7994
====iteration_3100: fit=0.2333, reg=0.1347, orth=0.1288, acc=0.9453
====iteration_3200: fit=0.3749, reg=0.1312, orth=0.1369, acc=0.8906
====iteration_3300: fit=0.2742, reg=0.1283, orth=0.1310, acc=0.9219
====iteration_3400: fit=0.2442, reg=0.1252, orth=0.1324, acc=0.9375
====iteration_3500: fit=0.3386, reg=0.1224, orth=0.1341, acc=0.8906
++++iteration_3500: test acc=0.8066
====iteration_3600: fit=0.3457, reg=0.1198, orth=0.1325, acc=0.9141
====iteration_3700: fit=0.3986, reg=0.1174, orth=0.1325, acc=0.8672
====iteration_3800: fit=0.3095, reg=0.1150, orth=0.1373, acc=0.9219
====iteration_3900: fit=0.5044, reg=0.1129, orth=0.1302, acc=0.8906
====iteration_4000: fit=0.2880, reg=0.1110, orth=0.1281, acc=0.9141
++++iteration_4000: test acc=0.7962
====iteration_4100: fit=0.2848, reg=0.1090, orth=0.1315, acc=0.9219
====iteration_4200: fit=0.2683, reg=0.1070, orth=0.1303, acc=0.9297
====iteration_4300: fit=0.3309, reg=0.1054, orth=0.1326, acc=0.8906
====iteration_4400: fit=0.3273, reg=0.1036, orth=0.1349, acc=0.8984
====iteration_4500: fit=0.2844, reg=0.1022, orth=0.1323, acc=0.9219
++++iteration_4500: test acc=0.7614
====iteration_4600: fit=0.3717, reg=0.1007, orth=0.1309, acc=0.8906
====iteration_4700: fit=0.4078, reg=0.0993, orth=0.1302, acc=0.8594
====iteration_4800: fit=0.3651, reg=0.0977, orth=0.1320, acc=0.8750
====iteration_4900: fit=0.3363, reg=0.0963, orth=0.1305, acc=0.8906
====iteration_5000: fit=0.2773, reg=0.0951, orth=0.1292, acc=0.9453
++++iteration_5000: test acc=0.7326
====iteration_5100: fit=0.2394, reg=0.0942, orth=0.1286, acc=0.9531
====iteration_5200: fit=0.2727, reg=0.0930, orth=0.1283, acc=0.9297
====iteration_5300: fit=0.3225, reg=0.0918, orth=0.1279, acc=0.8984
====iteration_5400: fit=0.3202, reg=0.0907, orth=0.1308, acc=0.8984
====iteration_5500: fit=0.3118, reg=0.0896, orth=0.1306, acc=0.9219
++++iteration_5500: test acc=0.8265
====iteration_5600: fit=0.2855, reg=0.0888, orth=0.1268, acc=0.9219
====iteration_5700: fit=0.2275, reg=0.0877, orth=0.1308, acc=0.9453
====iteration_5800: fit=0.3147, reg=0.0867, orth=0.1345, acc=0.9219
====iteration_5900: fit=0.2345, reg=0.0858, orth=0.1303, acc=0.9531
====iteration_6000: fit=0.3287, reg=0.0851, orth=0.1312, acc=0.9297
++++iteration_6000: test acc=0.8311
====iteration_6100: fit=0.2322, reg=0.0842, orth=0.1301, acc=0.9297
====iteration_6200: fit=0.3499, reg=0.0834, orth=0.1301, acc=0.9141
====iteration_6300: fit=0.2601, reg=0.0825, orth=0.1308, acc=0.9453
====iteration_6400: fit=0.2959, reg=0.0819, orth=0.1304, acc=0.9297
====iteration_6500: fit=0.3757, reg=0.0812, orth=0.1278, acc=0.8906
++++iteration_6500: test acc=0.8094
====iteration_6600: fit=0.2492, reg=0.0806, orth=0.1266, acc=0.9453
====iteration_6700: fit=0.2664, reg=0.0799, orth=0.1261, acc=0.9375
====iteration_6800: fit=0.2435, reg=0.0790, orth=0.1335, acc=0.9297
====iteration_6900: fit=0.2985, reg=0.0785, orth=0.1304, acc=0.9141
====iteration_7000: fit=0.2751, reg=0.0778, orth=0.1306, acc=0.9375
++++iteration_7000: test acc=0.8202
====iteration_7100: fit=0.2111, reg=0.0772, orth=0.1306, acc=0.9453
====iteration_7200: fit=0.3212, reg=0.0766, orth=0.1299, acc=0.9141
====iteration_7300: fit=0.2347, reg=0.0759, orth=0.1300, acc=0.9609
====iteration_7400: fit=0.2105, reg=0.0754, orth=0.1283, acc=0.9531
====iteration_7500: fit=0.4284, reg=0.0749, orth=0.1255, acc=0.8750
++++iteration_7500: test acc=0.8118
====iteration_7600: fit=0.3239, reg=0.0743, orth=0.1244, acc=0.9297
====iteration_7700: fit=0.2589, reg=0.0738, orth=0.1238, acc=0.9375
====iteration_7800: fit=0.2538, reg=0.0734, orth=0.1213, acc=0.9453
====iteration_7900: fit=0.2376, reg=0.0730, orth=0.1240, acc=0.9453
====iteration_8000: fit=0.3251, reg=0.0724, orth=0.1249, acc=0.9062
++++iteration_8000: test acc=0.7836
====iteration_8100: fit=0.2542, reg=0.0718, orth=0.1288, acc=0.9531
====iteration_8200: fit=0.2172, reg=0.0713, orth=0.1234, acc=0.9453
====iteration_8300: fit=0.4183, reg=0.0709, orth=0.1211, acc=0.8828
====iteration_8400: fit=0.2720, reg=0.0704, orth=0.1247, acc=0.9531
====iteration_8500: fit=0.1964, reg=0.0700, orth=0.1248, acc=0.9531
++++iteration_8500: test acc=0.8261
====iteration_8600: fit=0.2110, reg=0.0696, orth=0.1228, acc=0.9531
====iteration_8700: fit=0.2690, reg=0.0691, orth=0.1252, acc=0.9219
====iteration_8800: fit=0.2557, reg=0.0686, orth=0.1245, acc=0.9219
====iteration_8900: fit=0.2851, reg=0.0684, orth=0.1206, acc=0.9375
====iteration_9000: fit=0.2394, reg=0.0680, orth=0.1214, acc=0.9531
++++iteration_9000: test acc=0.8462
====iteration_9100: fit=0.1978, reg=0.0675, orth=0.1224, acc=0.9688
====iteration_9200: fit=0.2997, reg=0.0671, orth=0.1227, acc=0.9141
====iteration_9300: fit=0.2945, reg=0.0667, orth=0.1269, acc=0.9141
====iteration_9400: fit=0.1886, reg=0.0662, orth=0.1262, acc=0.9688
====iteration_9500: fit=0.2285, reg=0.0659, orth=0.1225, acc=0.9531
++++iteration_9500: test acc=0.8432
====iteration_9600: fit=0.2638, reg=0.0657, orth=0.1203, acc=0.9375
====iteration_9700: fit=0.2662, reg=0.0652, orth=0.1214, acc=0.9219
====iteration_9800: fit=0.2802, reg=0.0648, orth=0.1239, acc=0.9297
====iteration_9900: fit=0.2746, reg=0.0645, orth=0.1190, acc=0.9453
====iteration_10000: fit=0.1837, reg=0.0641, orth=0.1190, acc=0.9766
++++iteration_10000: test acc=0.8234
====iteration_10100: fit=0.1609, reg=0.0638, orth=0.1199, acc=0.9844
====iteration_10200: fit=0.1715, reg=0.0635, orth=0.1190, acc=0.9688
====iteration_10300: fit=0.2864, reg=0.0632, orth=0.1201, acc=0.9062
====iteration_10400: fit=0.2277, reg=0.0628, orth=0.1194, acc=0.9453
====iteration_10500: fit=0.2147, reg=0.0623, orth=0.1168, acc=0.9531
++++iteration_10500: test acc=0.8432
====iteration_10600: fit=0.1907, reg=0.0621, orth=0.1167, acc=0.9688
====iteration_10700: fit=0.2241, reg=0.0618, orth=0.1191, acc=0.9453
====iteration_10800: fit=0.2209, reg=0.0615, orth=0.1196, acc=0.9531
====iteration_10900: fit=0.2121, reg=0.0613, orth=0.1147, acc=0.9453
====iteration_11000: fit=0.2216, reg=0.0608, orth=0.1187, acc=0.9531
++++iteration_11000: test acc=0.8242
====iteration_11100: fit=0.2139, reg=0.0605, orth=0.1181, acc=0.9531
====iteration_11200: fit=0.2204, reg=0.0602, orth=0.1189, acc=0.9375
====iteration_11300: fit=0.2266, reg=0.0599, orth=0.1176, acc=0.9531
====iteration_11400: fit=0.2164, reg=0.0596, orth=0.1197, acc=0.9375
====iteration_11500: fit=0.2291, reg=0.0594, orth=0.1151, acc=0.9609
++++iteration_11500: test acc=0.8626
====iteration_11600: fit=0.2044, reg=0.0592, orth=0.1143, acc=0.9688
====iteration_11700: fit=0.2473, reg=0.0589, orth=0.1147, acc=0.9375
====iteration_11800: fit=0.1817, reg=0.0587, orth=0.1126, acc=0.9688
====iteration_11900: fit=0.2168, reg=0.0583, orth=0.1143, acc=0.9453
====iteration_12000: fit=0.1834, reg=0.0581, orth=0.1164, acc=0.9609
++++iteration_12000: test acc=0.8489
====iteration_12100: fit=0.2240, reg=0.0579, orth=0.1132, acc=0.9453
====iteration_12200: fit=0.1846, reg=0.0576, orth=0.1159, acc=0.9609
====iteration_12300: fit=0.1947, reg=0.0573, orth=0.1166, acc=0.9531
====iteration_12400: fit=0.2631, reg=0.0570, orth=0.1167, acc=0.9297
====iteration_12500: fit=0.1741, reg=0.0568, orth=0.1167, acc=0.9688
++++iteration_12500: test acc=0.8616
====iteration_12600: fit=0.1544, reg=0.0566, orth=0.1181, acc=0.9844
====iteration_12700: fit=0.2580, reg=0.0564, orth=0.1167, acc=0.9297
====iteration_12800: fit=0.2301, reg=0.0563, orth=0.1154, acc=0.9531
====iteration_12900: fit=0.2455, reg=0.0560, orth=0.1152, acc=0.9297
====iteration_13000: fit=0.2134, reg=0.0558, orth=0.1164, acc=0.9375
++++iteration_13000: test acc=0.8145
====iteration_13100: fit=0.2365, reg=0.0557, orth=0.1119, acc=0.9375
====iteration_13200: fit=0.2042, reg=0.0553, orth=0.1133, acc=0.9453
====iteration_13300: fit=0.2149, reg=0.0551, orth=0.1136, acc=0.9531
====iteration_13400: fit=0.1381, reg=0.0548, orth=0.1145, acc=0.9922
====iteration_13500: fit=0.2738, reg=0.0548, orth=0.1131, acc=0.9375
++++iteration_13500: test acc=0.8358
====iteration_13600: fit=0.2189, reg=0.0545, orth=0.1136, acc=0.9453
====iteration_13700: fit=0.2052, reg=0.0541, orth=0.1157, acc=0.9531
====iteration_13800: fit=0.1870, reg=0.0540, orth=0.1150, acc=0.9531
====iteration_13900: fit=0.2386, reg=0.0539, orth=0.1146, acc=0.9297
====iteration_14000: fit=0.2590, reg=0.0536, orth=0.1141, acc=0.9375
++++iteration_14000: test acc=0.8527
====iteration_14100: fit=0.1728, reg=0.0534, orth=0.1123, acc=0.9844
====iteration_14200: fit=0.2371, reg=0.0533, orth=0.1122, acc=0.9453
====iteration_14300: fit=0.1568, reg=0.0531, orth=0.1120, acc=0.9844
====iteration_14400: fit=0.1256, reg=0.0530, orth=0.1097, acc=0.9922
====iteration_14500: fit=0.2241, reg=0.0527, orth=0.1098, acc=0.9219
++++iteration_14500: test acc=0.8523
====iteration_14600: fit=0.2275, reg=0.0524, orth=0.1139, acc=0.9219
====iteration_14700: fit=0.2205, reg=0.0522, orth=0.1133, acc=0.9453
====iteration_14800: fit=0.2090, reg=0.0521, orth=0.1113, acc=0.9453
====iteration_14900: fit=0.1696, reg=0.0520, orth=0.1090, acc=0.9531
====iteration_15000: fit=0.2074, reg=0.0518, orth=0.1115, acc=0.9531
++++iteration_15000: test acc=0.8339
====iteration_15100: fit=0.2436, reg=0.0516, orth=0.1085, acc=0.9297
====iteration_15200: fit=0.1817, reg=0.0514, orth=0.1115, acc=0.9688
====iteration_15300: fit=0.2218, reg=0.0512, orth=0.1130, acc=0.9453
====iteration_15400: fit=0.2283, reg=0.0511, orth=0.1122, acc=0.9297
====iteration_15500: fit=0.1511, reg=0.0510, orth=0.1129, acc=0.9688
++++iteration_15500: test acc=0.8439
====iteration_15600: fit=0.1939, reg=0.0507, orth=0.1157, acc=0.9531
====iteration_15700: fit=0.3166, reg=0.0507, orth=0.1125, acc=0.9297
====iteration_15800: fit=0.3011, reg=0.0505, orth=0.1136, acc=0.9219
====iteration_15900: fit=0.2621, reg=0.0502, orth=0.1147, acc=0.9297
====iteration_16000: fit=0.1522, reg=0.0500, orth=0.1119, acc=0.9844
++++iteration_16000: test acc=0.8542
====iteration_16100: fit=0.1995, reg=0.0499, orth=0.1080, acc=0.9453
====iteration_16200: fit=0.2100, reg=0.0497, orth=0.1104, acc=0.9453
====iteration_16300: fit=0.2098, reg=0.0495, orth=0.1093, acc=0.9531
====iteration_16400: fit=0.2634, reg=0.0494, orth=0.1076, acc=0.9375
====iteration_16500: fit=0.2108, reg=0.0493, orth=0.1080, acc=0.9531
++++iteration_16500: test acc=0.8524
====iteration_16600: fit=0.2198, reg=0.0492, orth=0.1096, acc=0.9531
====iteration_16700: fit=0.1758, reg=0.0490, orth=0.1082, acc=0.9766
====iteration_16800: fit=0.1984, reg=0.0489, orth=0.1069, acc=0.9609
====iteration_16900: fit=0.2798, reg=0.0488, orth=0.1093, acc=0.9141
====iteration_17000: fit=0.2904, reg=0.0486, orth=0.1102, acc=0.9453
++++iteration_17000: test acc=0.8526
====iteration_17100: fit=0.2256, reg=0.0484, orth=0.1080, acc=0.9219
====iteration_17200: fit=0.3120, reg=0.0483, orth=0.1069, acc=0.9062
====iteration_17300: fit=0.2514, reg=0.0481, orth=0.1084, acc=0.9453
====iteration_17400: fit=0.1773, reg=0.0480, orth=0.1097, acc=0.9531
====iteration_17500: fit=0.1728, reg=0.0479, orth=0.1084, acc=0.9609
++++iteration_17500: test acc=0.8740
====iteration_17600: fit=0.1800, reg=0.0477, orth=0.1068, acc=0.9766
====iteration_17700: fit=0.2033, reg=0.0477, orth=0.1059, acc=0.9531
====iteration_17800: fit=0.1521, reg=0.0474, orth=0.1088, acc=0.9688
====iteration_17900: fit=0.1481, reg=0.0472, orth=0.1089, acc=0.9688
====iteration_18000: fit=0.2913, reg=0.0472, orth=0.1076, acc=0.9141
++++iteration_18000: test acc=0.8654
====iteration_18100: fit=0.2278, reg=0.0471, orth=0.1064, acc=0.9375
====iteration_18200: fit=0.2832, reg=0.0470, orth=0.1090, acc=0.9062
====iteration_18300: fit=0.2239, reg=0.0469, orth=0.1082, acc=0.9453
====iteration_18400: fit=0.2585, reg=0.0467, orth=0.1091, acc=0.9531
====iteration_18500: fit=0.2689, reg=0.0465, orth=0.1114, acc=0.9297
++++iteration_18500: test acc=0.8377
====iteration_18600: fit=0.1844, reg=0.0464, orth=0.1096, acc=0.9766
====iteration_18700: fit=0.2617, reg=0.0462, orth=0.1093, acc=0.9297
====iteration_18800: fit=0.1737, reg=0.0461, orth=0.1111, acc=0.9688
====iteration_18900: fit=0.1889, reg=0.0460, orth=0.1112, acc=0.9531
====iteration_19000: fit=0.3283, reg=0.0460, orth=0.1091, acc=0.9219
++++iteration_19000: test acc=0.8358
====iteration_19100: fit=0.1931, reg=0.0459, orth=0.1081, acc=0.9531
====iteration_19200: fit=0.2244, reg=0.0460, orth=0.1057, acc=0.9609
====iteration_19300: fit=0.1470, reg=0.0458, orth=0.1069, acc=0.9844
====iteration_19400: fit=0.3202, reg=0.0456, orth=0.1055, acc=0.9375
====iteration_19500: fit=0.2190, reg=0.0455, orth=0.1090, acc=0.9453
++++iteration_19500: test acc=0.8523
====iteration_19600: fit=0.2280, reg=0.0454, orth=0.1058, acc=0.9609
====iteration_19700: fit=0.1896, reg=0.0453, orth=0.1060, acc=0.9688
====iteration_19800: fit=0.1546, reg=0.0452, orth=0.1084, acc=0.9766
====iteration_19900: fit=0.2287, reg=0.0450, orth=0.1063, acc=0.9297
====iteration_20000: fit=0.1293, reg=0.0451, orth=0.1042, acc=0.9766
++++iteration_20000: test acc=0.8346
====iteration_20100: fit=0.2102, reg=0.0449, orth=0.1056, acc=0.9688
====iteration_20200: fit=0.1627, reg=0.0448, orth=0.1061, acc=0.9688
====iteration_20300: fit=0.1726, reg=0.0447, orth=0.1023, acc=0.9609
====iteration_20400: fit=0.2534, reg=0.0446, orth=0.1018, acc=0.9531
====iteration_20500: fit=0.2212, reg=0.0445, orth=0.1011, acc=0.9531
++++iteration_20500: test acc=0.8491
====iteration_20600: fit=0.1876, reg=0.0445, orth=0.1003, acc=0.9531
====iteration_20700: fit=0.2339, reg=0.0443, orth=0.1044, acc=0.9453
====iteration_20800: fit=0.2200, reg=0.0442, orth=0.1046, acc=0.9297
====iteration_20900: fit=0.1997, reg=0.0441, orth=0.1046, acc=0.9609
====iteration_21000: fit=0.1209, reg=0.0441, orth=0.1035, acc=0.9922
++++iteration_21000: test acc=0.8658
====iteration_21100: fit=0.2562, reg=0.0439, orth=0.1045, acc=0.9375
====iteration_21200: fit=0.1440, reg=0.0437, orth=0.1073, acc=0.9766
====iteration_21300: fit=0.1989, reg=0.0436, orth=0.1054, acc=0.9688
====iteration_21400: fit=0.1907, reg=0.0436, orth=0.1068, acc=0.9688
====iteration_21500: fit=0.3634, reg=0.0435, orth=0.1042, acc=0.9219
++++iteration_21500: test acc=0.8356
====iteration_21600: fit=0.1807, reg=0.0434, orth=0.1017, acc=0.9688
====iteration_21700: fit=0.1862, reg=0.0433, orth=0.1034, acc=0.9609
====iteration_21800: fit=0.1771, reg=0.0431, orth=0.1049, acc=0.9766
====iteration_21900: fit=0.2410, reg=0.0431, orth=0.1041, acc=0.9531
====iteration_22000: fit=0.1585, reg=0.0430, orth=0.1034, acc=0.9766
++++iteration_22000: test acc=0.8362
====iteration_22100: fit=0.2695, reg=0.0429, orth=0.1047, acc=0.9297
====iteration_22200: fit=0.2121, reg=0.0427, orth=0.1050, acc=0.9375
====iteration_22300: fit=0.2954, reg=0.0426, orth=0.1040, acc=0.9062
====iteration_22400: fit=0.1960, reg=0.0425, orth=0.1036, acc=0.9453
====iteration_22500: fit=0.2996, reg=0.0424, orth=0.1042, acc=0.9219
++++iteration_22500: test acc=0.8431
====iteration_22600: fit=0.1859, reg=0.0423, orth=0.1027, acc=0.9609
====iteration_22700: fit=0.2203, reg=0.0423, orth=0.1024, acc=0.9531
====iteration_22800: fit=0.1911, reg=0.0422, orth=0.1026, acc=0.9609
====iteration_22900: fit=0.1799, reg=0.0422, orth=0.1018, acc=0.9609
====iteration_23000: fit=0.2892, reg=0.0421, orth=0.0993, acc=0.9219
++++iteration_23000: test acc=0.8709
====iteration_23100: fit=0.2420, reg=0.0419, orth=0.1002, acc=0.9531
====iteration_23200: fit=0.2600, reg=0.0418, orth=0.1002, acc=0.9297
====iteration_23300: fit=0.1268, reg=0.0417, orth=0.1023, acc=0.9922
====iteration_23400: fit=0.2182, reg=0.0416, orth=0.1047, acc=0.9688
====iteration_23500: fit=0.2324, reg=0.0416, orth=0.1051, acc=0.9297
++++iteration_23500: test acc=0.8408
====iteration_23600: fit=0.1582, reg=0.0414, orth=0.1057, acc=0.9844
====iteration_23700: fit=0.2333, reg=0.0415, orth=0.1016, acc=0.9375
====iteration_23800: fit=0.1252, reg=0.0415, orth=0.1001, acc=1.0000
====iteration_23900: fit=0.1890, reg=0.0413, orth=0.1012, acc=0.9766
====iteration_24000: fit=0.2642, reg=0.0412, orth=0.1023, acc=0.9141
++++iteration_24000: test acc=0.8497
====iteration_24100: fit=0.1873, reg=0.0412, orth=0.1026, acc=0.9609
====iteration_24200: fit=0.1676, reg=0.0410, orth=0.1025, acc=0.9609
====iteration_24300: fit=0.1756, reg=0.0410, orth=0.1031, acc=0.9609
====iteration_24400: fit=0.1193, reg=0.0409, orth=0.1029, acc=0.9922
====iteration_24500: fit=0.1623, reg=0.0408, orth=0.1011, acc=0.9844
++++iteration_24500: test acc=0.8391
====iteration_24600: fit=0.2293, reg=0.0408, orth=0.1024, acc=0.9453
====iteration_24700: fit=0.3206, reg=0.0408, orth=0.1010, acc=0.8984
====iteration_24800: fit=0.1589, reg=0.0406, orth=0.1018, acc=0.9688
====iteration_24900: fit=0.1848, reg=0.0406, orth=0.1013, acc=0.9609
====iteration_25000: fit=0.1836, reg=0.0404, orth=0.1033, acc=0.9766
++++iteration_25000: test acc=0.8457
====iteration_25100: fit=0.1754, reg=0.0404, orth=0.1017, acc=0.9688
====iteration_25200: fit=0.2798, reg=0.0404, orth=0.0985, acc=0.9453
====iteration_25300: fit=0.1966, reg=0.0403, orth=0.1008, acc=0.9531
====iteration_25400: fit=0.2119, reg=0.0402, orth=0.1030, acc=0.9453
====iteration_25500: fit=0.1735, reg=0.0401, orth=0.1001, acc=0.9766
++++iteration_25500: test acc=0.8549
====iteration_25600: fit=0.2832, reg=0.0401, orth=0.0999, acc=0.9062
====iteration_25700: fit=0.1499, reg=0.0400, orth=0.1014, acc=0.9766
====iteration_25800: fit=0.1807, reg=0.0399, orth=0.1014, acc=0.9688
====iteration_25900: fit=0.2772, reg=0.0397, orth=0.1044, acc=0.9375
====iteration_26000: fit=0.2593, reg=0.0396, orth=0.1026, acc=0.9375
++++iteration_26000: test acc=0.8622
====iteration_26100: fit=0.1928, reg=0.0398, orth=0.0988, acc=0.9531
====iteration_26200: fit=0.1842, reg=0.0397, orth=0.0979, acc=0.9688
====iteration_26300: fit=0.2235, reg=0.0396, orth=0.0987, acc=0.9531
====iteration_26400: fit=0.1599, reg=0.0395, orth=0.0991, acc=0.9688
====iteration_26500: fit=0.1976, reg=0.0395, orth=0.1007, acc=0.9531
++++iteration_26500: test acc=0.8495
====iteration_26600: fit=0.2514, reg=0.0394, orth=0.1004, acc=0.9531
====iteration_26700: fit=0.2027, reg=0.0393, orth=0.1015, acc=0.9531
====iteration_26800: fit=0.3228, reg=0.0393, orth=0.1014, acc=0.9375
====iteration_26900: fit=0.1650, reg=0.0392, orth=0.1025, acc=0.9688
====iteration_27000: fit=0.1604, reg=0.0390, orth=0.1045, acc=0.9766
++++iteration_27000: test acc=0.8527
====iteration_27100: fit=0.1785, reg=0.0391, orth=0.1027, acc=0.9688
====iteration_27200: fit=0.1976, reg=0.0390, orth=0.1018, acc=0.9531
====iteration_27300: fit=0.1546, reg=0.0390, orth=0.1010, acc=0.9688
====iteration_27400: fit=0.1712, reg=0.0389, orth=0.0978, acc=0.9453
====iteration_27500: fit=0.2347, reg=0.0389, orth=0.0965, acc=0.9688
++++iteration_27500: test acc=0.8265
====iteration_27600: fit=0.2983, reg=0.0387, orth=0.0991, acc=0.9062
====iteration_27700: fit=0.2514, reg=0.0387, orth=0.1004, acc=0.9297
====iteration_27800: fit=0.2319, reg=0.0386, orth=0.1004, acc=0.9297
====iteration_27900: fit=0.2114, reg=0.0386, orth=0.1001, acc=0.9453
====iteration_28000: fit=0.1860, reg=0.0385, orth=0.0992, acc=0.9766
++++iteration_28000: test acc=0.8489
====iteration_28100: fit=0.1904, reg=0.0385, orth=0.0984, acc=0.9609
====iteration_28200: fit=0.1945, reg=0.0384, orth=0.1009, acc=0.9609
====iteration_28300: fit=0.2393, reg=0.0383, orth=0.1019, acc=0.9297
====iteration_28400: fit=0.1545, reg=0.0382, orth=0.1019, acc=0.9844
====iteration_28500: fit=0.2582, reg=0.0382, orth=0.1002, acc=0.9375
++++iteration_28500: test acc=0.8310
====iteration_28600: fit=0.1580, reg=0.0382, orth=0.0983, acc=0.9766
====iteration_28700: fit=0.1492, reg=0.0381, orth=0.0975, acc=0.9688
====iteration_28800: fit=0.1647, reg=0.0380, orth=0.0977, acc=0.9688
====iteration_28900: fit=0.1578, reg=0.0379, orth=0.0992, acc=0.9766
====iteration_29000: fit=0.1487, reg=0.0379, orth=0.0988, acc=0.9922
++++iteration_29000: test acc=0.8557
====iteration_29100: fit=0.1150, reg=0.0379, orth=0.0968, acc=1.0000
====iteration_29200: fit=0.1925, reg=0.0379, orth=0.0971, acc=0.9531
====iteration_29300: fit=0.2022, reg=0.0378, orth=0.0957, acc=0.9453
====iteration_29400: fit=0.2496, reg=0.0378, orth=0.0951, acc=0.9297
====iteration_29500: fit=0.1723, reg=0.0376, orth=0.0999, acc=0.9688
++++iteration_29500: test acc=0.8222
====iteration_29600: fit=0.3008, reg=0.0376, orth=0.1000, acc=0.9219
====iteration_29700: fit=0.1449, reg=0.0375, orth=0.0992, acc=0.9609
====iteration_29800: fit=0.1186, reg=0.0376, orth=0.0963, acc=0.9766
====iteration_29900: fit=0.3542, reg=0.0374, orth=0.1003, acc=0.8984
====iteration_30000: fit=0.2579, reg=0.0373, orth=0.1015, acc=0.9375
++++iteration_30000: test acc=0.8495
====iteration_30100: fit=0.1954, reg=0.0373, orth=0.1002, acc=0.9453
====iteration_30200: fit=0.1979, reg=0.0372, orth=0.1017, acc=0.9609
====iteration_30300: fit=0.1738, reg=0.0373, orth=0.1000, acc=0.9531
====iteration_30400: fit=0.2051, reg=0.0373, orth=0.0994, acc=0.9375
====iteration_30500: fit=0.1803, reg=0.0371, orth=0.1008, acc=0.9844
++++iteration_30500: test acc=0.8333
====iteration_30600: fit=0.1923, reg=0.0371, orth=0.1010, acc=0.9609
====iteration_30700: fit=0.1743, reg=0.0371, orth=0.0999, acc=0.9688
====iteration_30800: fit=0.2459, reg=0.0371, orth=0.1003, acc=0.9141
====iteration_30900: fit=0.1900, reg=0.0369, orth=0.1023, acc=0.9609
====iteration_31000: fit=0.2114, reg=0.0369, orth=0.1007, acc=0.9375
++++iteration_31000: test acc=0.8304
====iteration_31100: fit=0.1620, reg=0.0369, orth=0.1003, acc=0.9766
====iteration_31200: fit=0.1591, reg=0.0367, orth=0.1008, acc=0.9688
====iteration_31300: fit=0.1576, reg=0.0367, orth=0.0986, acc=0.9688
====iteration_31400: fit=0.1728, reg=0.0367, orth=0.0983, acc=0.9766
====iteration_31500: fit=0.1531, reg=0.0366, orth=0.0992, acc=0.9688
++++iteration_31500: test acc=0.8431
====iteration_31600: fit=0.1876, reg=0.0366, orth=0.0978, acc=0.9609
====iteration_31700: fit=0.1387, reg=0.0365, orth=0.0977, acc=0.9844
====iteration_31800: fit=0.2049, reg=0.0365, orth=0.0974, acc=0.9531
====iteration_31900: fit=0.1633, reg=0.0365, orth=0.0969, acc=0.9609
====iteration_32000: fit=0.1904, reg=0.0365, orth=0.0948, acc=0.9688
++++iteration_32000: test acc=0.8602
====iteration_32100: fit=0.3948, reg=0.0365, orth=0.0934, acc=0.9297
====iteration_32200: fit=0.1855, reg=0.0363, orth=0.0967, acc=0.9688
====iteration_32300: fit=0.2155, reg=0.0363, orth=0.0978, acc=0.9453
====iteration_32400: fit=0.2958, reg=0.0363, orth=0.0958, acc=0.9297
====iteration_32500: fit=0.1802, reg=0.0362, orth=0.0978, acc=0.9688
++++iteration_32500: test acc=0.8487
====iteration_32600: fit=0.1338, reg=0.0361, orth=0.0977, acc=0.9766
====iteration_32700: fit=0.3158, reg=0.0361, orth=0.0983, acc=0.9219
====iteration_32800: fit=0.2149, reg=0.0361, orth=0.0980, acc=0.9531
====iteration_32900: fit=0.2634, reg=0.0360, orth=0.0985, acc=0.9375
====iteration_33000: fit=0.2183, reg=0.0359, orth=0.0979, acc=0.9297
++++iteration_33000: test acc=0.8398
====iteration_33100: fit=0.1737, reg=0.0359, orth=0.0969, acc=0.9766
====iteration_33200: fit=0.2488, reg=0.0359, orth=0.0967, acc=0.9609
====iteration_33300: fit=0.1579, reg=0.0360, orth=0.0977, acc=0.9688
====iteration_33400: fit=0.2290, reg=0.0359, orth=0.0983, acc=0.9609
====iteration_33500: fit=0.2343, reg=0.0359, orth=0.0971, acc=0.9531
++++iteration_33500: test acc=0.8471
====iteration_33600: fit=0.1418, reg=0.0358, orth=0.0978, acc=0.9766
====iteration_33700: fit=0.1731, reg=0.0357, orth=0.0962, acc=0.9531
====iteration_33800: fit=0.2120, reg=0.0357, orth=0.0963, acc=0.9453
====iteration_33900: fit=0.1854, reg=0.0356, orth=0.0971, acc=0.9688
====iteration_34000: fit=0.1722, reg=0.0356, orth=0.0978, acc=0.9766
++++iteration_34000: test acc=0.8395
====iteration_34100: fit=0.1105, reg=0.0356, orth=0.0952, acc=0.9922
====iteration_34200: fit=0.0912, reg=0.0357, orth=0.0929, acc=1.0000
====iteration_34300: fit=0.1027, reg=0.0357, orth=0.0907, acc=1.0000
====iteration_34400: fit=0.1375, reg=0.0357, orth=0.0886, acc=0.9766
====iteration_34500: fit=0.0948, reg=0.0357, orth=0.0866, acc=1.0000
++++iteration_34500: test acc=0.9029
====iteration_34600: fit=0.1137, reg=0.0357, orth=0.0846, acc=0.9922
====iteration_34700: fit=0.1101, reg=0.0357, orth=0.0827, acc=0.9844
====iteration_34800: fit=0.1206, reg=0.0357, orth=0.0808, acc=0.9844
====iteration_34900: fit=0.0932, reg=0.0357, orth=0.0789, acc=1.0000
====iteration_35000: fit=0.0841, reg=0.0357, orth=0.0771, acc=1.0000
++++iteration_35000: test acc=0.9096
====iteration_35100: fit=0.0924, reg=0.0357, orth=0.0753, acc=1.0000
====iteration_35200: fit=0.0855, reg=0.0358, orth=0.0735, acc=1.0000
====iteration_35300: fit=0.1466, reg=0.0358, orth=0.0718, acc=0.9844
====iteration_35400: fit=0.0893, reg=0.0358, orth=0.0701, acc=1.0000
====iteration_35500: fit=0.1157, reg=0.0357, orth=0.0683, acc=0.9844
++++iteration_35500: test acc=0.9092
====iteration_35600: fit=0.0841, reg=0.0357, orth=0.0666, acc=1.0000
====iteration_35700: fit=0.1070, reg=0.0357, orth=0.0649, acc=0.9844
====iteration_35800: fit=0.0844, reg=0.0357, orth=0.0633, acc=1.0000
====iteration_35900: fit=0.0853, reg=0.0357, orth=0.0616, acc=1.0000
====iteration_36000: fit=0.0877, reg=0.0357, orth=0.0600, acc=1.0000
++++iteration_36000: test acc=0.9107
====iteration_36100: fit=0.0809, reg=0.0357, orth=0.0585, acc=1.0000
====iteration_36200: fit=0.0825, reg=0.0356, orth=0.0569, acc=1.0000
====iteration_36300: fit=0.0797, reg=0.0356, orth=0.0554, acc=1.0000
====iteration_36400: fit=0.0834, reg=0.0355, orth=0.0539, acc=1.0000
====iteration_36500: fit=0.0835, reg=0.0355, orth=0.0524, acc=1.0000
++++iteration_36500: test acc=0.9117
====iteration_36600: fit=0.0818, reg=0.0355, orth=0.0509, acc=1.0000
====iteration_36700: fit=0.0802, reg=0.0354, orth=0.0495, acc=1.0000
====iteration_36800: fit=0.0791, reg=0.0354, orth=0.0481, acc=1.0000
====iteration_36900: fit=0.0778, reg=0.0353, orth=0.0467, acc=1.0000
====iteration_37000: fit=0.0783, reg=0.0353, orth=0.0453, acc=1.0000
++++iteration_37000: test acc=0.9123
====iteration_37100: fit=0.0770, reg=0.0352, orth=0.0439, acc=1.0000
====iteration_37200: fit=0.0764, reg=0.0352, orth=0.0426, acc=1.0000
====iteration_37300: fit=0.0776, reg=0.0351, orth=0.0413, acc=1.0000
====iteration_37400: fit=0.0796, reg=0.0350, orth=0.0401, acc=1.0000
====iteration_37500: fit=0.0952, reg=0.0350, orth=0.0389, acc=0.9844
++++iteration_37500: test acc=0.9114
====iteration_37600: fit=0.0779, reg=0.0349, orth=0.0378, acc=1.0000
====iteration_37700: fit=0.0764, reg=0.0348, orth=0.0366, acc=1.0000
====iteration_37800: fit=0.0768, reg=0.0347, orth=0.0356, acc=1.0000
====iteration_37900: fit=0.0809, reg=0.0346, orth=0.0345, acc=1.0000
====iteration_38000: fit=0.0773, reg=0.0346, orth=0.0335, acc=1.0000
++++iteration_38000: test acc=0.9113
====iteration_38100: fit=0.0786, reg=0.0345, orth=0.0325, acc=1.0000
====iteration_38200: fit=0.0793, reg=0.0344, orth=0.0315, acc=1.0000
====iteration_38300: fit=0.0758, reg=0.0343, orth=0.0305, acc=1.0000
====iteration_38400: fit=0.0759, reg=0.0342, orth=0.0297, acc=1.0000
====iteration_38500: fit=0.0813, reg=0.0341, orth=0.0288, acc=1.0000
++++iteration_38500: test acc=0.9072
====iteration_38600: fit=0.0755, reg=0.0340, orth=0.0280, acc=1.0000
====iteration_38700: fit=0.0748, reg=0.0339, orth=0.0272, acc=1.0000
====iteration_38800: fit=0.0773, reg=0.0339, orth=0.0265, acc=1.0000
====iteration_38900: fit=0.0797, reg=0.0338, orth=0.0258, acc=1.0000
====iteration_39000: fit=0.0758, reg=0.0337, orth=0.0251, acc=1.0000
++++iteration_39000: test acc=0.9101
====iteration_39100: fit=0.0747, reg=0.0336, orth=0.0244, acc=1.0000
====iteration_39200: fit=0.0760, reg=0.0335, orth=0.0238, acc=1.0000
====iteration_39300: fit=0.0777, reg=0.0334, orth=0.0232, acc=1.0000
====iteration_39400: fit=0.0759, reg=0.0333, orth=0.0226, acc=1.0000
====iteration_39500: fit=0.0762, reg=0.0332, orth=0.0220, acc=1.0000
++++iteration_39500: test acc=0.9084
====iteration_39600: fit=0.0753, reg=0.0331, orth=0.0215, acc=1.0000
====iteration_39700: fit=0.0745, reg=0.0330, orth=0.0211, acc=1.0000
====iteration_39800: fit=0.0740, reg=0.0329, orth=0.0206, acc=1.0000
====iteration_39900: fit=0.0744, reg=0.0328, orth=0.0202, acc=1.0000
====iteration_40000: fit=0.0754, reg=0.0327, orth=0.0199, acc=1.0000
++++iteration_40000: test acc=0.9068
====iteration_40100: fit=0.0735, reg=0.0326, orth=0.0195, acc=1.0000
====iteration_40200: fit=0.0783, reg=0.0326, orth=0.0192, acc=1.0000
====iteration_40300: fit=0.0750, reg=0.0325, orth=0.0189, acc=1.0000
====iteration_40400: fit=0.0739, reg=0.0324, orth=0.0185, acc=1.0000
====iteration_40500: fit=0.0763, reg=0.0323, orth=0.0183, acc=1.0000
++++iteration_40500: test acc=0.9073
====iteration_40600: fit=0.0732, reg=0.0323, orth=0.0181, acc=1.0000
====iteration_40700: fit=0.1146, reg=0.0322, orth=0.0178, acc=0.9922
====iteration_40800: fit=0.0752, reg=0.0321, orth=0.0176, acc=1.0000
====iteration_40900: fit=0.0769, reg=0.0320, orth=0.0174, acc=1.0000
====iteration_41000: fit=0.0735, reg=0.0320, orth=0.0171, acc=1.0000
++++iteration_41000: test acc=0.9093
====iteration_41100: fit=0.0729, reg=0.0319, orth=0.0169, acc=1.0000
====iteration_41200: fit=0.0741, reg=0.0318, orth=0.0167, acc=1.0000
====iteration_41300: fit=0.0744, reg=0.0317, orth=0.0165, acc=1.0000
====iteration_41400: fit=0.0750, reg=0.0317, orth=0.0163, acc=1.0000
====iteration_41500: fit=0.0794, reg=0.0316, orth=0.0162, acc=1.0000
++++iteration_41500: test acc=0.9059
====iteration_41600: fit=0.0753, reg=0.0316, orth=0.0161, acc=1.0000
====iteration_41700: fit=0.0733, reg=0.0315, orth=0.0160, acc=1.0000
====iteration_41800: fit=0.0743, reg=0.0314, orth=0.0159, acc=1.0000
====iteration_41900: fit=0.0785, reg=0.0314, orth=0.0157, acc=1.0000
====iteration_42000: fit=0.0771, reg=0.0313, orth=0.0156, acc=1.0000
++++iteration_42000: test acc=0.9079
====iteration_42100: fit=0.0750, reg=0.0313, orth=0.0155, acc=1.0000
====iteration_42200: fit=0.0734, reg=0.0312, orth=0.0154, acc=1.0000
====iteration_42300: fit=0.0730, reg=0.0312, orth=0.0152, acc=1.0000
====iteration_42400: fit=0.0746, reg=0.0311, orth=0.0152, acc=1.0000
====iteration_42500: fit=0.0734, reg=0.0311, orth=0.0151, acc=1.0000
++++iteration_42500: test acc=0.9049
====iteration_42600: fit=0.0742, reg=0.0310, orth=0.0150, acc=1.0000
====iteration_42700: fit=0.0786, reg=0.0310, orth=0.0149, acc=1.0000
====iteration_42800: fit=0.0741, reg=0.0309, orth=0.0148, acc=1.0000
====iteration_42900: fit=0.0730, reg=0.0309, orth=0.0147, acc=1.0000
====iteration_43000: fit=0.0747, reg=0.0308, orth=0.0146, acc=1.0000
++++iteration_43000: test acc=0.9044
====iteration_43100: fit=0.0796, reg=0.0308, orth=0.0146, acc=1.0000
====iteration_43200: fit=0.0858, reg=0.0307, orth=0.0145, acc=0.9922
====iteration_43300: fit=0.0739, reg=0.0307, orth=0.0145, acc=1.0000
====iteration_43400: fit=0.0733, reg=0.0306, orth=0.0144, acc=1.0000
====iteration_43500: fit=0.0728, reg=0.0306, orth=0.0143, acc=1.0000
++++iteration_43500: test acc=0.9086
====iteration_43600: fit=0.0744, reg=0.0305, orth=0.0142, acc=1.0000
====iteration_43700: fit=0.0759, reg=0.0305, orth=0.0142, acc=1.0000
====iteration_43800: fit=0.0726, reg=0.0304, orth=0.0141, acc=1.0000
====iteration_43900: fit=0.0733, reg=0.0304, orth=0.0141, acc=1.0000
====iteration_44000: fit=0.0742, reg=0.0304, orth=0.0141, acc=1.0000
++++iteration_44000: test acc=0.9079
====iteration_44100: fit=0.0734, reg=0.0303, orth=0.0140, acc=1.0000
====iteration_44200: fit=0.0729, reg=0.0303, orth=0.0139, acc=1.0000
====iteration_44300: fit=0.0722, reg=0.0302, orth=0.0138, acc=1.0000
====iteration_44400: fit=0.0736, reg=0.0302, orth=0.0138, acc=1.0000
====iteration_44500: fit=0.0730, reg=0.0301, orth=0.0137, acc=1.0000
++++iteration_44500: test acc=0.9114
====iteration_44600: fit=0.0718, reg=0.0301, orth=0.0136, acc=1.0000
====iteration_44700: fit=0.0734, reg=0.0300, orth=0.0136, acc=1.0000
====iteration_44800: fit=0.0730, reg=0.0300, orth=0.0135, acc=1.0000
====iteration_44900: fit=0.0730, reg=0.0299, orth=0.0134, acc=1.0000
====iteration_45000: fit=0.0721, reg=0.0299, orth=0.0135, acc=1.0000
++++iteration_45000: test acc=0.9049
====iteration_45100: fit=0.0726, reg=0.0299, orth=0.0134, acc=1.0000
====iteration_45200: fit=0.0725, reg=0.0298, orth=0.0134, acc=1.0000
====iteration_45300: fit=0.0721, reg=0.0298, orth=0.0133, acc=1.0000
====iteration_45400: fit=0.0733, reg=0.0297, orth=0.0133, acc=1.0000
====iteration_45500: fit=0.0740, reg=0.0297, orth=0.0133, acc=1.0000
++++iteration_45500: test acc=0.9054
====iteration_45600: fit=0.0726, reg=0.0297, orth=0.0133, acc=1.0000
====iteration_45700: fit=0.0733, reg=0.0296, orth=0.0132, acc=1.0000
====iteration_45800: fit=0.0737, reg=0.0296, orth=0.0132, acc=1.0000
====iteration_45900: fit=0.0731, reg=0.0296, orth=0.0132, acc=1.0000
====iteration_46000: fit=0.0726, reg=0.0296, orth=0.0132, acc=1.0000
++++iteration_46000: test acc=0.8983
====iteration_46100: fit=0.0720, reg=0.0295, orth=0.0132, acc=1.0000
====iteration_46200: fit=0.0720, reg=0.0295, orth=0.0132, acc=1.0000
====iteration_46300: fit=0.0748, reg=0.0295, orth=0.0132, acc=1.0000
====iteration_46400: fit=0.0732, reg=0.0295, orth=0.0132, acc=1.0000
====iteration_46500: fit=0.0736, reg=0.0294, orth=0.0132, acc=1.0000
++++iteration_46500: test acc=0.9061
====iteration_46600: fit=0.0763, reg=0.0294, orth=0.0132, acc=1.0000
====iteration_46700: fit=0.0761, reg=0.0294, orth=0.0132, acc=1.0000
====iteration_46800: fit=0.0866, reg=0.0293, orth=0.0131, acc=0.9922
====iteration_46900: fit=0.0724, reg=0.0293, orth=0.0132, acc=1.0000
====iteration_47000: fit=0.0821, reg=0.0293, orth=0.0132, acc=0.9922
++++iteration_47000: test acc=0.9064
====iteration_47100: fit=0.0735, reg=0.0292, orth=0.0131, acc=1.0000
====iteration_47200: fit=0.0719, reg=0.0292, orth=0.0131, acc=1.0000
====iteration_47300: fit=0.0731, reg=0.0292, orth=0.0130, acc=1.0000
====iteration_47400: fit=0.0743, reg=0.0291, orth=0.0130, acc=1.0000
====iteration_47500: fit=0.0764, reg=0.0291, orth=0.0129, acc=1.0000
++++iteration_47500: test acc=0.9110
====iteration_47600: fit=0.0728, reg=0.0291, orth=0.0129, acc=1.0000
====iteration_47700: fit=0.0743, reg=0.0291, orth=0.0129, acc=1.0000
====iteration_47800: fit=0.0724, reg=0.0290, orth=0.0129, acc=1.0000
====iteration_47900: fit=0.0726, reg=0.0290, orth=0.0128, acc=1.0000
====iteration_48000: fit=0.0726, reg=0.0290, orth=0.0128, acc=1.0000
++++iteration_48000: test acc=0.9078
====iteration_48100: fit=0.0729, reg=0.0289, orth=0.0128, acc=1.0000
====iteration_48200: fit=0.0718, reg=0.0289, orth=0.0127, acc=1.0000
====iteration_48300: fit=0.0717, reg=0.0288, orth=0.0127, acc=1.0000
====iteration_48400: fit=0.0723, reg=0.0288, orth=0.0126, acc=1.0000
====iteration_48500: fit=0.0717, reg=0.0287, orth=0.0126, acc=1.0000
++++iteration_48500: test acc=0.9083
====iteration_48600: fit=0.0737, reg=0.0287, orth=0.0125, acc=1.0000
====iteration_48700: fit=0.0721, reg=0.0287, orth=0.0125, acc=1.0000
====iteration_48800: fit=0.0720, reg=0.0286, orth=0.0125, acc=1.0000
====iteration_48900: fit=0.0722, reg=0.0286, orth=0.0124, acc=1.0000
====iteration_49000: fit=0.0727, reg=0.0286, orth=0.0124, acc=1.0000
++++iteration_49000: test acc=0.9074
====iteration_49100: fit=0.0732, reg=0.0286, orth=0.0124, acc=1.0000
====iteration_49200: fit=0.0751, reg=0.0285, orth=0.0125, acc=1.0000
====iteration_49300: fit=0.0727, reg=0.0286, orth=0.0125, acc=1.0000
====iteration_49400: fit=0.0726, reg=0.0285, orth=0.0125, acc=1.0000
====iteration_49500: fit=0.0727, reg=0.0285, orth=0.0125, acc=1.0000
++++iteration_49500: test acc=0.9053
====iteration_49600: fit=0.0723, reg=0.0285, orth=0.0125, acc=1.0000
====iteration_49700: fit=0.0726, reg=0.0284, orth=0.0124, acc=1.0000
====iteration_49800: fit=0.0719, reg=0.0284, orth=0.0124, acc=1.0000
====iteration_49900: fit=0.0793, reg=0.0284, orth=0.0124, acc=1.0000
====iteration_50000: fit=0.0742, reg=0.0283, orth=0.0124, acc=1.0000
++++iteration_50000: test acc=0.9030
====iteration_50100: fit=0.0725, reg=0.0283, orth=0.0124, acc=1.0000
====iteration_50200: fit=0.0754, reg=0.0283, orth=0.0123, acc=1.0000
====iteration_50300: fit=0.0725, reg=0.0283, orth=0.0123, acc=1.0000
====iteration_50400: fit=0.0724, reg=0.0282, orth=0.0123, acc=1.0000
====iteration_50500: fit=0.0743, reg=0.0282, orth=0.0123, acc=1.0000
++++iteration_50500: test acc=0.9055
====iteration_50600: fit=0.0749, reg=0.0282, orth=0.0123, acc=1.0000
====iteration_50700: fit=0.0720, reg=0.0282, orth=0.0123, acc=1.0000
====iteration_50800: fit=0.0855, reg=0.0281, orth=0.0124, acc=0.9922
====iteration_50900: fit=0.0731, reg=0.0281, orth=0.0125, acc=1.0000
====iteration_51000: fit=0.0740, reg=0.0281, orth=0.0124, acc=1.0000
++++iteration_51000: test acc=0.9070
====iteration_51100: fit=0.0722, reg=0.0281, orth=0.0124, acc=1.0000
====iteration_51200: fit=0.0732, reg=0.0281, orth=0.0124, acc=1.0000
====iteration_51300: fit=0.0739, reg=0.0280, orth=0.0124, acc=1.0000
====iteration_51400: fit=0.0716, reg=0.0280, orth=0.0123, acc=1.0000
====iteration_51500: fit=0.0731, reg=0.0280, orth=0.0123, acc=1.0000
++++iteration_51500: test acc=0.9077
====iteration_51600: fit=0.0730, reg=0.0279, orth=0.0123, acc=1.0000
====iteration_51700: fit=0.0723, reg=0.0279, orth=0.0123, acc=1.0000
====iteration_51800: fit=0.0731, reg=0.0279, orth=0.0123, acc=1.0000
====iteration_51900: fit=0.0721, reg=0.0279, orth=0.0122, acc=1.0000
====iteration_52000: fit=0.0747, reg=0.0278, orth=0.0122, acc=1.0000
++++iteration_52000: test acc=0.9062
====iteration_52100: fit=0.0715, reg=0.0278, orth=0.0121, acc=1.0000
====iteration_52200: fit=0.0719, reg=0.0277, orth=0.0121, acc=1.0000
====iteration_52300: fit=0.0723, reg=0.0277, orth=0.0121, acc=1.0000
====iteration_52400: fit=0.0720, reg=0.0277, orth=0.0121, acc=1.0000
====iteration_52500: fit=0.0723, reg=0.0277, orth=0.0121, acc=1.0000
++++iteration_52500: test acc=0.9085
====iteration_52600: fit=0.0737, reg=0.0277, orth=0.0121, acc=1.0000
====iteration_52700: fit=0.0753, reg=0.0276, orth=0.0121, acc=1.0000
====iteration_52800: fit=0.0717, reg=0.0276, orth=0.0121, acc=1.0000
====iteration_52900: fit=0.0719, reg=0.0276, orth=0.0120, acc=1.0000
====iteration_53000: fit=0.0833, reg=0.0275, orth=0.0120, acc=0.9922
++++iteration_53000: test acc=0.9058
====iteration_53100: fit=0.0721, reg=0.0275, orth=0.0121, acc=1.0000
====iteration_53200: fit=0.0761, reg=0.0275, orth=0.0121, acc=1.0000
====iteration_53300: fit=0.0725, reg=0.0275, orth=0.0122, acc=1.0000
====iteration_53400: fit=0.0738, reg=0.0275, orth=0.0122, acc=1.0000
====iteration_53500: fit=0.0732, reg=0.0275, orth=0.0123, acc=1.0000
++++iteration_53500: test acc=0.9053
====iteration_53600: fit=0.0723, reg=0.0275, orth=0.0123, acc=1.0000
====iteration_53700: fit=0.0763, reg=0.0275, orth=0.0123, acc=1.0000
====iteration_53800: fit=0.0759, reg=0.0275, orth=0.0123, acc=1.0000
====iteration_53900: fit=0.0743, reg=0.0275, orth=0.0123, acc=1.0000
====iteration_54000: fit=0.0727, reg=0.0274, orth=0.0123, acc=1.0000
++++iteration_54000: test acc=0.9056
====iteration_54100: fit=0.0728, reg=0.0274, orth=0.0122, acc=1.0000
====iteration_54200: fit=0.0728, reg=0.0274, orth=0.0122, acc=1.0000
====iteration_54300: fit=0.0720, reg=0.0274, orth=0.0122, acc=1.0000
====iteration_54400: fit=0.0726, reg=0.0274, orth=0.0122, acc=1.0000
====iteration_54500: fit=0.0732, reg=0.0274, orth=0.0122, acc=1.0000
++++iteration_54500: test acc=0.9092
====iteration_54600: fit=0.0717, reg=0.0274, orth=0.0122, acc=1.0000
====iteration_54700: fit=0.0746, reg=0.0274, orth=0.0122, acc=1.0000
====iteration_54800: fit=0.0720, reg=0.0274, orth=0.0122, acc=1.0000
====iteration_54900: fit=0.0734, reg=0.0274, orth=0.0122, acc=1.0000
====iteration_55000: fit=0.0718, reg=0.0274, orth=0.0122, acc=1.0000
++++iteration_55000: test acc=0.9105
====iteration_55100: fit=0.0722, reg=0.0274, orth=0.0122, acc=1.0000
====iteration_55200: fit=0.0717, reg=0.0274, orth=0.0122, acc=1.0000
====iteration_55300: fit=0.0713, reg=0.0274, orth=0.0122, acc=1.0000
====iteration_55400: fit=0.0714, reg=0.0274, orth=0.0122, acc=1.0000
====iteration_55500: fit=0.0721, reg=0.0274, orth=0.0121, acc=1.0000
++++iteration_55500: test acc=0.9111
====iteration_55600: fit=0.0728, reg=0.0274, orth=0.0121, acc=1.0000
====iteration_55700: fit=0.0720, reg=0.0274, orth=0.0121, acc=1.0000
====iteration_55800: fit=0.0718, reg=0.0273, orth=0.0121, acc=1.0000
====iteration_55900: fit=0.0717, reg=0.0273, orth=0.0121, acc=1.0000
====iteration_56000: fit=0.0720, reg=0.0273, orth=0.0121, acc=1.0000
++++iteration_56000: test acc=0.9110
====iteration_56100: fit=0.0741, reg=0.0273, orth=0.0121, acc=1.0000
====iteration_56200: fit=0.0715, reg=0.0273, orth=0.0121, acc=1.0000
====iteration_56300: fit=0.0728, reg=0.0273, orth=0.0121, acc=1.0000
====iteration_56400: fit=0.0724, reg=0.0273, orth=0.0121, acc=1.0000
====iteration_56500: fit=0.0718, reg=0.0273, orth=0.0121, acc=1.0000
++++iteration_56500: test acc=0.9115
====iteration_56600: fit=0.0722, reg=0.0273, orth=0.0120, acc=1.0000
====iteration_56700: fit=0.0716, reg=0.0273, orth=0.0120, acc=1.0000
====iteration_56800: fit=0.0716, reg=0.0273, orth=0.0120, acc=1.0000
====iteration_56900: fit=0.0718, reg=0.0273, orth=0.0120, acc=1.0000
====iteration_57000: fit=0.0715, reg=0.0273, orth=0.0120, acc=1.0000
++++iteration_57000: test acc=0.9112
====iteration_57100: fit=0.0717, reg=0.0272, orth=0.0120, acc=1.0000
====iteration_57200: fit=0.0719, reg=0.0272, orth=0.0120, acc=1.0000
====iteration_57300: fit=0.0720, reg=0.0272, orth=0.0120, acc=1.0000
====iteration_57400: fit=0.0722, reg=0.0272, orth=0.0120, acc=1.0000
====iteration_57500: fit=0.0718, reg=0.0272, orth=0.0120, acc=1.0000
++++iteration_57500: test acc=0.9117
====iteration_57600: fit=0.0725, reg=0.0272, orth=0.0119, acc=1.0000
====iteration_57700: fit=0.0714, reg=0.0272, orth=0.0119, acc=1.0000
====iteration_57800: fit=0.0718, reg=0.0272, orth=0.0119, acc=1.0000
====iteration_57900: fit=0.0721, reg=0.0272, orth=0.0119, acc=1.0000
====iteration_58000: fit=0.0717, reg=0.0272, orth=0.0119, acc=1.0000
++++iteration_58000: test acc=0.9109
====iteration_58100: fit=0.0720, reg=0.0271, orth=0.0119, acc=1.0000
====iteration_58200: fit=0.0714, reg=0.0271, orth=0.0119, acc=1.0000
====iteration_58300: fit=0.0714, reg=0.0271, orth=0.0118, acc=1.0000
====iteration_58400: fit=0.0721, reg=0.0271, orth=0.0118, acc=1.0000
====iteration_58500: fit=0.0715, reg=0.0271, orth=0.0118, acc=1.0000
++++iteration_58500: test acc=0.9124
====iteration_58600: fit=0.0716, reg=0.0271, orth=0.0118, acc=1.0000
====iteration_58700: fit=0.0712, reg=0.0271, orth=0.0118, acc=1.0000
====iteration_58800: fit=0.0713, reg=0.0271, orth=0.0118, acc=1.0000
====iteration_58900: fit=0.0719, reg=0.0271, orth=0.0118, acc=1.0000
====iteration_59000: fit=0.0725, reg=0.0270, orth=0.0118, acc=1.0000
++++iteration_59000: test acc=0.9123
====iteration_59100: fit=0.0724, reg=0.0270, orth=0.0117, acc=1.0000
====iteration_59200: fit=0.0721, reg=0.0270, orth=0.0117, acc=1.0000
====iteration_59300: fit=0.0712, reg=0.0270, orth=0.0117, acc=1.0000
====iteration_59400: fit=0.0712, reg=0.0270, orth=0.0117, acc=1.0000
====iteration_59500: fit=0.0714, reg=0.0270, orth=0.0117, acc=1.0000
++++iteration_59500: test acc=0.9126
====iteration_59600: fit=0.0711, reg=0.0270, orth=0.0117, acc=1.0000
====iteration_59700: fit=0.0718, reg=0.0270, orth=0.0116, acc=1.0000
====iteration_59800: fit=0.0719, reg=0.0269, orth=0.0116, acc=1.0000
====iteration_59900: fit=0.0718, reg=0.0269, orth=0.0116, acc=1.0000
====iteration_60000: fit=0.0715, reg=0.0269, orth=0.0116, acc=1.0000
++++iteration_60000: test acc=0.9125
====iteration_60100: fit=0.0712, reg=0.0269, orth=0.0116, acc=1.0000
====iteration_60200: fit=0.0714, reg=0.0269, orth=0.0116, acc=1.0000
====iteration_60300: fit=0.0714, reg=0.0269, orth=0.0115, acc=1.0000
====iteration_60400: fit=0.0713, reg=0.0268, orth=0.0115, acc=1.0000
====iteration_60500: fit=0.0713, reg=0.0268, orth=0.0115, acc=1.0000
++++iteration_60500: test acc=0.9124
====iteration_60600: fit=0.0727, reg=0.0268, orth=0.0115, acc=1.0000
====iteration_60700: fit=0.0717, reg=0.0268, orth=0.0115, acc=1.0000
====iteration_60800: fit=0.0719, reg=0.0268, orth=0.0115, acc=1.0000
====iteration_60900: fit=0.0721, reg=0.0268, orth=0.0115, acc=1.0000
====iteration_61000: fit=0.0715, reg=0.0268, orth=0.0114, acc=1.0000
++++iteration_61000: test acc=0.9131
====iteration_61100: fit=0.0713, reg=0.0267, orth=0.0114, acc=1.0000
====iteration_61200: fit=0.0717, reg=0.0267, orth=0.0114, acc=1.0000
====iteration_61300: fit=0.0720, reg=0.0267, orth=0.0114, acc=1.0000
====iteration_61400: fit=0.0713, reg=0.0267, orth=0.0114, acc=1.0000
====iteration_61500: fit=0.0720, reg=0.0267, orth=0.0114, acc=1.0000
++++iteration_61500: test acc=0.9107
====iteration_61600: fit=0.0715, reg=0.0267, orth=0.0113, acc=1.0000
====iteration_61700: fit=0.0715, reg=0.0266, orth=0.0113, acc=1.0000
====iteration_61800: fit=0.0715, reg=0.0266, orth=0.0113, acc=1.0000
====iteration_61900: fit=0.0712, reg=0.0266, orth=0.0113, acc=1.0000
====iteration_62000: fit=0.0721, reg=0.0266, orth=0.0113, acc=1.0000
++++iteration_62000: test acc=0.9118
====iteration_62100: fit=0.0709, reg=0.0266, orth=0.0113, acc=1.0000
====iteration_62200: fit=0.0713, reg=0.0265, orth=0.0113, acc=1.0000
====iteration_62300: fit=0.0709, reg=0.0265, orth=0.0112, acc=1.0000
====iteration_62400: fit=0.0723, reg=0.0265, orth=0.0112, acc=1.0000
====iteration_62500: fit=0.0713, reg=0.0265, orth=0.0112, acc=1.0000
++++iteration_62500: test acc=0.9121
====iteration_62600: fit=0.0714, reg=0.0265, orth=0.0112, acc=1.0000
====iteration_62700: fit=0.0737, reg=0.0264, orth=0.0112, acc=1.0000
====iteration_62800: fit=0.0712, reg=0.0264, orth=0.0112, acc=1.0000
====iteration_62900: fit=0.0720, reg=0.0264, orth=0.0111, acc=1.0000
====iteration_63000: fit=0.0711, reg=0.0264, orth=0.0111, acc=1.0000
++++iteration_63000: test acc=0.9117
====iteration_63100: fit=0.0709, reg=0.0264, orth=0.0111, acc=1.0000
====iteration_63200: fit=0.0713, reg=0.0263, orth=0.0111, acc=1.0000
====iteration_63300: fit=0.0712, reg=0.0263, orth=0.0111, acc=1.0000
====iteration_63400: fit=0.0712, reg=0.0263, orth=0.0111, acc=1.0000
====iteration_63500: fit=0.0713, reg=0.0263, orth=0.0111, acc=1.0000
++++iteration_63500: test acc=0.9127
====iteration_63600: fit=0.0714, reg=0.0262, orth=0.0110, acc=1.0000
====iteration_63700: fit=0.0716, reg=0.0262, orth=0.0110, acc=1.0000
====iteration_63800: fit=0.0713, reg=0.0262, orth=0.0110, acc=1.0000
====iteration_63900: fit=0.0708, reg=0.0262, orth=0.0110, acc=1.0000
====iteration_64000: fit=0.0709, reg=0.0262, orth=0.0110, acc=1.0000
++++iteration_64000: test acc=0.9129