do_test_a2d_ab_templates_adapt_boffset.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1fe48b68-560e-4a7c-8999-7c6c32fe591d",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "from get_mmap import get_mmap\n",
    "import random\n",
    "\n",
    "# Setup the necessary paths and parameters\n",
    "fmap_profile = 'e2_bat_fb_alpha_raw_s_0_3071.raw'\n",
    "fmap_attack = 'e2_bat_fb_beta_raw_s_0_3071.raw'\n",
    "data_title = 'Templates A2D'\n",
    "path_data = 'results/'\n",
    "name_data = 'a2d_ab_bat_fb_templates_adapt_boffset_dlinear_n1000r_slr_g1000_r10.pkl'\n",
    "rand_iter = 10\n",
    "n_profile = 1000 # ensure that: n_profile + n_attack < nr_blocks\n",
    "nr_traces_vec = list(range(1, 11)) + list(range(20, 101, 10)) + [200, 500, 1000]\n",
    "inbytes = list(range(256))\n",
    "atype = 'boffset'\n",
    "\n",
    "# rng('default');\n",
    "random.seed(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6c9fd93d-01ac-4765-b8bc-30a4430b4b4b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mapping data for profile...\n",
      "Mapping data for attack...\n",
      "Done mapping data\n"
     ]
    }
   ],
   "source": [
    "# Load file\n",
    "print('Mapping data for profile...')\n",
    "mmap_data_profile, metadata_profile = get_mmap(fmap_profile)\n",
    "print('Mapping data for attack...')\n",
    "mmap_data_attack, metadata_attack = get_mmap(fmap_attack)\n",
    "print('Done mapping data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "65df9d73-8c4b-4f7c-9a23-7859e76fa2c7",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Select idx for profile/attack\n",
    "nr_blocks = 3072\n",
    "idx = list(range(1, nr_blocks + 1))\n",
    "idx_profile = [x for x in idx if x % 3 == 1 or x % 3 == 2]\n",
    "idx_profile = random.choices(idx_profile, k=n_profile)  # Allows duplicates\n",
    "# idx_profile = random.sample(idx_profile, n_profile) # This doesn't allow duplicates\n",
    "idx_attack = [x for x in idx if x % 3 == 0]\n",
    "\n",
    "# Set up attack/result cells\n",
    "results = [None] * 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8b65d678-cb8c-492b-b8d8-54205cce6edb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running run_template_attack_adapt() ...\n",
      "Obtaining sums of squares and cross products for all sets ...\n",
      "Running compute_ssp_e2_mmap_multi()...\n",
      "Computing the mean vectors M and the residual matrix W...\n",
      "Computing the treatment matrix B...\n",
      "M = [[-16833.792 -11970.56   -7143.168 ... -17737.728 -17650.432 -17437.952]\n",
      " [-16868.608 -11744.256  -7224.576 ... -17776.384 -17648.896 -17350.144]\n",
      " [-16861.696 -11699.712  -7137.28  ... -17774.592 -17650.432 -17402.88 ]\n",
      " ...\n",
      " [-16847.872 -11659.008  -7258.368 ... -17851.136 -17698.048 -17360.64 ]\n",
      " [-16811.008 -11664.128  -7214.848 ... -17664.768 -17536.    -17489.92 ]\n",
      " [-16831.488 -11716.864  -7167.488 ... -17728.256 -17656.576 -17434.88 ]]\n",
      "B = [[ 6.00080238e+08  3.30193076e+08  1.20877072e+08 ...  2.53657628e+07\n",
      "  -2.16245212e+07 -3.66913795e+07]\n",
      " [ 3.30193076e+08  4.21568878e+09  4.51994026e+08 ...  1.11356893e+08\n",
      "   1.07695824e+08  1.87525900e+08]\n",
      " [ 1.20877072e+08  4.51994026e+08  7.03228019e+08 ...  2.69830554e+07\n",
      "   6.25622057e+07  7.32747366e+07]\n",
      " ...\n",
      " [ 2.53657628e+07  1.11356893e+08  2.69830554e+07 ...  6.76342321e+08\n",
      "   4.47498051e+07  1.02275540e+07]\n",
      " [-2.16245212e+07  1.07695824e+08  6.25622057e+07 ...  4.47498051e+07\n",
      "   5.19024139e+08  5.65374909e+07]\n",
      " [-3.66913795e+07  1.87525900e+08  7.32747366e+07 ...  1.02275540e+07\n",
      "   5.65374909e+07  5.39714461e+08]]\n",
      "W = [[4.26270268e+11 1.93545682e+11 4.19329390e+10 ... 1.70970903e+10\n",
      "  1.76362426e+10 9.93779555e+09]\n",
      " [1.93545682e+11 2.36767200e+12 2.33888685e+11 ... 2.63283358e+10\n",
      "  4.22057163e+10 6.41773292e+10]\n",
      " [4.19329390e+10 2.33888685e+11 4.36163831e+11 ... 2.02739230e+10\n",
      "  8.44824143e+09 1.93054204e+10]\n",
      " ...\n",
      " [1.70970903e+10 2.63283358e+10 2.02739230e+10 ... 4.00245571e+11\n",
      "  5.61749551e+09 2.42908451e+10]\n",
      " [1.76362426e+10 4.22057163e+10 8.44824143e+09 ... 5.61749551e+09\n",
      "  4.01287261e+11 6.28030086e+09]\n",
      " [9.93779555e+09 6.41773292e+10 1.93054204e+10 ... 2.42908451e+10\n",
      "  6.28030086e+09 4.02102421e+11]]\n",
      "Computing Fisher's LDA parameters...\n",
      "Computing profiling data from all sets...\n",
      "s_data[\"idx\"]: [[2594, 2329, 1292, 796, 1571, 1244, 2408, 932, 1465, 1792, 2789, 1550, 866, 2321, 1900, 770, 2795, 3019, 2489, 2771, 953, 2242, 2761, 2101, 1450, 310, 1334, 1877, 2804, 2969, 1465, 2659, 800, 2473, 1685, 43, 2210, 1225, 2534, 2053, 4, 1516, 2665, 749, 1000, 2674, 587, 1744, 733, 2972, 2467, 1376, 247, 983, 1561, 2866, 335, 1693, 2171, 1682, 2503, 1660, 2960, 1853, 1805, 1367, 1832, 1183, 1768, 892, 581, 574, 1882, 2017, 1463, 275, 2327, 2693, 2837, 2588, 2759, 2836, 1661, 1202, 2167, 847, 2494, 2609, 2750, 1811, 2918, 1781, 1384, 2029, 3061, 2816, 2437, 253, 1882, 1495, 1936, 2596, 746, 2248, 359, 677, 2441, 1022, 2506, 310, 449, 2143, 139, 1763, 2795, 1642, 2090, 82, 1951, 1862, 1769, 1202, 1138, 3013, 112, 67, 2953, 568, 380, 647, 2459, 2878, 70, 1307, 311, 799, 679, 1987, 1076, 554, 1547, 121, 310, 3035, 613, 1102, 2248, 2575, 2822, 520, 2066, 2969, 178, 2077, 2597, 1052, 770, 1834, 1358, 538, 1448, 1259, 1748, 1562, 956, 1097, 2573, 770, 1723, 38, 2278, 1031, 140, 863, 737, 2929, 1082, 884, 1103, 2909, 1946, 1907, 2198, 1192, 1273, 1999, 5, 590, 1027, 736, 1958, 1163, 2689, 1745, 1273, 1235, 2156, 1285, 2035, 143, 1369, 796, 484, 1621, 1496, 1724, 2321, 2716, 1519, 959, 1435, 2485, 2689, 2495, 578, 3070, 1945, 256, 2228, 3032, 1234, 2084, 971, 656, 2204, 7, 2527, 1624, 301, 365, 1994, 2684, 860, 3005, 308, 2623, 1219, 250, 844, 1391, 2434, 2647, 410, 1600, 1999, 1066, 2678, 856, 58, 125, 2092, 1715, 2908, 2882, 2795, 130, 2302, 2155, 2014, 2188, 2773, 1967, 1144, 1652, 638, 1804, 28, 464, 1024, 2426, 2207, 1039, 1906, 127, 503, 3016, 889, 1213, 1685, 901, 1469, 736, 148, 551, 1607, 218, 1238, 1009, 1274, 305, 2791, 1456, 2584, 2999, 1055, 1472, 2149, 1310, 928, 2257, 2747, 2825, 1925, 1154, 2993, 1963, 202, 260, 2303, 188, 25, 1210, 1594, 1378, 1501, 1796, 2087, 1300, 1132, 3037, 802, 2387, 1325, 1102, 196, 2653, 2156, 2774, 1387, 2080, 365, 1223, 637, 130, 2912, 664, 449, 608, 1162, 1679, 464, 3037, 3020, 455, 1247, 2089, 2696, 1522, 2818, 991, 1531, 1532, 2059, 620, 1873, 673, 1045, 2957, 2762, 2513, 109, 455, 790, 2408, 2588, 1790, 2206, 2479, 203, 260, 2669, 121, 691, 125, 47, 2593, 1016, 494, 457, 2015, 2975, 1552, 2768, 1543, 1763, 2084, 2473, 2329, 3043, 2294, 2783, 634, 1645, 1838, 2537, 1481, 2431, 1193, 1801, 2615, 2452, 2018, 1, 559, 1558, 782, 202, 2642, 2897, 931, 1253, 2488, 191, 1969, 391, 881, 2549, 170, 110, 1283, 1511, 2653, 2203, 2069, 466, 3031, 1264, 1879, 1187, 145, 1447, 466, 100, 1897, 1936, 323, 1687, 1064, 1178, 2386, 1507, 2707, 1874, 1435, 1942, 1037, 382, 2096, 1910, 2422, 391, 2801, 2456, 2816, 2680, 2092, 2489, 1594, 2413, 581, 2402, 1366, 2324, 1399, 2426, 232, 137, 2870, 1493, 2768, 2902, 2048, 1757, 664, 287, 2518, 2731, 2395, 2146, 1291, 938, 349, 1309, 1739, 2836, 2875, 1277, 305, 2377, 2255, 94, 1372, 2108, 92, 2824, 2956, 2219, 241, 217, 1103, 91, 1069, 31, 2993, 2516, 217, 2744, 638, 629, 2069, 2882, 379, 22, 1133, 76, 1858, 2639, 574, 346, 1058, 2947, 400, 2969, 1112, 1454, 899, 2879, 2944, 1954, 565, 3050, 316, 1784, 481, 2758, 2905, 2471, 970, 746, 2318, 895, 1289, 142, 406, 64, 239, 224, 1291, 1691, 2276, 437, 1297, 1957, 260, 1366, 1135, 2915, 178, 1255, 1282, 2237, 985, 626, 901, 1447, 2920, 2447, 851, 1715, 2114, 2444, 1370, 1225, 2359, 1327, 761, 1393, 2879, 437, 1421, 1958, 1484, 626, 5, 2147, 1901, 23, 917, 2362, 1933, 1675, 479, 2170, 1448, 2083, 2335, 713, 2341, 860, 3023, 371, 2714, 125, 788, 1616, 1787, 1217, 313, 776, 871, 2320, 2792, 1829, 109, 2434, 938, 1045, 1628, 766, 2827, 502, 1274, 890, 1597, 1763, 1927, 1633, 1262, 1949, 1240, 2392, 2422, 898, 1142, 1931, 482, 2141, 1172, 1816, 428, 2053, 1088, 1453, 1276, 1465, 2134, 977, 2003, 185, 922, 2290, 161, 1909, 79, 1448, 2729, 31, 1618, 205, 2663, 2108, 2279, 2056, 20, 127, 1907, 3071, 2683, 2149, 2234, 697, 2309, 884, 323, 1415, 1015, 517, 1295, 2756, 1337, 1375, 2177, 1610, 397, 2797, 1364, 2425, 1195, 2479, 1196, 676, 602, 2888, 1802, 152, 1193, 719, 260, 574, 175, 1960, 533, 1876, 1882, 2165, 1573, 874, 2696, 1085, 1408, 1942, 1586, 2938, 2933, 2857, 2869, 1784, 1505, 2164, 662, 817, 134, 500, 11, 2011, 431, 2417, 2090, 2981, 1219, 2831, 1394, 1043, 314, 2713, 2441, 992, 1400, 998, 89, 136, 1133, 644, 1612, 577, 619, 2066, 2260, 959, 2642, 782, 1057, 2189, 137, 2870, 223, 1415, 2225, 146, 2485, 3007, 1415, 362, 250, 304, 2351, 1271, 2824, 1354, 236, 1312, 2318, 2548, 121, 554, 1505, 394, 2675, 2870, 982, 1336, 1711, 877, 1663, 619, 911, 1357, 1858, 1648, 802, 712, 365, 2407, 304, 2251, 764, 874, 2261, 2026, 2279, 1583, 2639, 374, 1982, 364, 2264, 1103, 2074, 2161, 2029, 680, 2555, 737, 1592, 2072, 718, 1931, 881, 526, 2488, 1699, 1007, 1798, 77, 398, 1216, 2998, 1568, 235, 2350, 2401, 2380, 1750, 2137, 656, 2251, 2507, 2335, 1085, 1816, 1933, 2767, 332, 2561, 1618, 1102, 1400, 38, 676, 2005, 2030, 1520, 2929, 1477, 964, 2605, 796, 1856, 2161, 2524, 2413, 1180, 182, 118, 2231, 2954, 1054, 1355, 2230, 2021, 799, 2063, 937, 1094, 1657, 2249, 464, 68, 1928, 76, 139, 694, 2009, 205, 191, 2986, 1298, 2741, 665, 1337, 1100, 544, 1010, 3031, 2296, 1175, 1258, 811, 1633, 2260, 2110, 1421, 128, 2831, 1256, 1199, 10, 425, 2669, 1579, 2251, 455, 1013, 2581, 2521, 758, 68, 2477, 518, 2420, 2101, 517, 241, 2849, 1837, 1906, 1405, 461, 1849, 776, 2476, 2251, 83, 2864, 112, 275, 899, 463, 725, 1093, 2260, 1243, 829, 1513, 1207, 955, 2767, 1691, 3002, 2374, 1753, 806, 2110, 1400, 2216, 1240, 1523, 64, 2273, 106, 2092, 1787, 2384, 890, 2108, 637, 1625, 1045, 3005, 2986, 641, 1739, 1012, 2975, 2840, 1801, 2212, 2093, 1085, 2815, 2764, 1016, 2296, 28, 2507, 1735, 2926, 1115, 1922, 992, 2405, 1846, 3034, 4, 433, 134, 386, 2855, 2914, 1475]]\n",
      "Running compute_features_e2_mmap_multi()...\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Computing attack data...\n",
      "Computing mvn template and evaluation parameters...\n",
      "Computing success info...\n",
      "Computing success info for group size 1\n",
      "Computing success info for group size 2\n",
      "Computing success info for group size 3\n",
      "Computing success info for group size 4\n",
      "Computing success info for group size 5\n",
      "Computing success info for group size 6\n",
      "Computing success info for group size 7\n",
      "Computing success info for group size 8\n",
      "Computing success info for group size 9\n",
      "Computing success info for group size 10\n",
      "Computing success info for group size 20\n",
      "Computing success info for group size 30\n",
      "Computing success info for group size 40\n",
      "Computing success info for group size 50\n",
      "Computing success info for group size 60\n",
      "Computing success info for group size 70\n",
      "Computing success info for group size 80\n",
      "Computing success info for group size 90\n",
      "Computing success info for group size 100\n",
      "Computing success info for group size 200\n",
      "Computing success info for group size 500\n",
      "Computing success info for group size 1000\n"
     ]
    }
   ],
   "source": [
    "from run_template_attack_adapt import run_template_attack_adapt\n",
    "# Run attack for LDA, m=4\n",
    "\n",
    "cmethod = 'LDA'\n",
    "cparams = {\n",
    "    'lda_dimensions': 4,\n",
    "    'lda_threshold': 0.95\n",
    "}\n",
    "discriminant = 'linearnocov'\n",
    "eparams = None  # TODO check if None or []\n",
    "s_profile = {\n",
    "    'mmap_data': [None],   # Initialize with None or any placeholder\n",
    "    'metadata': [None],    # Same here\n",
    "    'idx': [None]          # And here\n",
    "}\n",
    "s_profile['nr_sets'] = 1\n",
    "s_profile['mmap_data'][0] = mmap_data_profile\n",
    "s_profile['metadata'][0] = metadata_profile\n",
    "s_profile['idx'][0] = idx_profile\n",
    "s_helper = None  # TODO check if None or []\n",
    "\n",
    "results[0] = run_template_attack_adapt(\n",
    "    s_profile, s_helper,\n",
    "    mmap_data_attack, metadata_attack, idx_attack,\n",
    "    inbytes, atype, cmethod, cparams, discriminant,\n",
    "    rand_iter, nr_traces_vec, eparams)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c9d4f3f9-00f6-4e01-b7f3-a70c21424be8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running run_template_attack_adapt() ...\n",
      "Obtaining sums of squares and cross products for all sets ...\n",
      "Running compute_ssp_e2_mmap_multi()...\n",
      "Computing the mean vectors M and the residual matrix W...\n",
      "Computing the treatment matrix B...\n",
      "M = [[-16833.792 -11970.56   -7143.168 ... -17737.728 -17650.432 -17437.952]\n",
      " [-16868.608 -11744.256  -7224.576 ... -17776.384 -17648.896 -17350.144]\n",
      " [-16861.696 -11699.712  -7137.28  ... -17774.592 -17650.432 -17402.88 ]\n",
      " ...\n",
      " [-16847.872 -11659.008  -7258.368 ... -17851.136 -17698.048 -17360.64 ]\n",
      " [-16811.008 -11664.128  -7214.848 ... -17664.768 -17536.    -17489.92 ]\n",
      " [-16831.488 -11716.864  -7167.488 ... -17728.256 -17656.576 -17434.88 ]]\n",
      "B = [[ 6.00080238e+08  3.30193076e+08  1.20877072e+08 ...  2.53657628e+07\n",
      "  -2.16245212e+07 -3.66913795e+07]\n",
      " [ 3.30193076e+08  4.21568878e+09  4.51994026e+08 ...  1.11356893e+08\n",
      "   1.07695824e+08  1.87525900e+08]\n",
      " [ 1.20877072e+08  4.51994026e+08  7.03228019e+08 ...  2.69830554e+07\n",
      "   6.25622057e+07  7.32747366e+07]\n",
      " ...\n",
      " [ 2.53657628e+07  1.11356893e+08  2.69830554e+07 ...  6.76342321e+08\n",
      "   4.47498051e+07  1.02275540e+07]\n",
      " [-2.16245212e+07  1.07695824e+08  6.25622057e+07 ...  4.47498051e+07\n",
      "   5.19024139e+08  5.65374909e+07]\n",
      " [-3.66913795e+07  1.87525900e+08  7.32747366e+07 ...  1.02275540e+07\n",
      "   5.65374909e+07  5.39714461e+08]]\n",
      "W = [[4.26270268e+11 1.93545682e+11 4.19329390e+10 ... 1.70970903e+10\n",
      "  1.76362426e+10 9.93779555e+09]\n",
      " [1.93545682e+11 2.36767200e+12 2.33888685e+11 ... 2.63283358e+10\n",
      "  4.22057163e+10 6.41773292e+10]\n",
      " [4.19329390e+10 2.33888685e+11 4.36163831e+11 ... 2.02739230e+10\n",
      "  8.44824143e+09 1.93054204e+10]\n",
      " ...\n",
      " [1.70970903e+10 2.63283358e+10 2.02739230e+10 ... 4.00245571e+11\n",
      "  5.61749551e+09 2.42908451e+10]\n",
      " [1.76362426e+10 4.22057163e+10 8.44824143e+09 ... 5.61749551e+09\n",
      "  4.01287261e+11 6.28030086e+09]\n",
      " [9.93779555e+09 6.41773292e+10 1.93054204e+10 ... 2.42908451e+10\n",
      "  6.28030086e+09 4.02102421e+11]]\n",
      "Computing Fisher's LDA parameters...\n",
      "Computing profiling data from all sets...\n",
      "s_data[\"idx\"]: [[2594, 2329, 1292, 796, 1571, 1244, 2408, 932, 1465, 1792, 2789, 1550, 866, 2321, 1900, 770, 2795, 3019, 2489, 2771, 953, 2242, 2761, 2101, 1450, 310, 1334, 1877, 2804, 2969, 1465, 2659, 800, 2473, 1685, 43, 2210, 1225, 2534, 2053, 4, 1516, 2665, 749, 1000, 2674, 587, 1744, 733, 2972, 2467, 1376, 247, 983, 1561, 2866, 335, 1693, 2171, 1682, 2503, 1660, 2960, 1853, 1805, 1367, 1832, 1183, 1768, 892, 581, 574, 1882, 2017, 1463, 275, 2327, 2693, 2837, 2588, 2759, 2836, 1661, 1202, 2167, 847, 2494, 2609, 2750, 1811, 2918, 1781, 1384, 2029, 3061, 2816, 2437, 253, 1882, 1495, 1936, 2596, 746, 2248, 359, 677, 2441, 1022, 2506, 310, 449, 2143, 139, 1763, 2795, 1642, 2090, 82, 1951, 1862, 1769, 1202, 1138, 3013, 112, 67, 2953, 568, 380, 647, 2459, 2878, 70, 1307, 311, 799, 679, 1987, 1076, 554, 1547, 121, 310, 3035, 613, 1102, 2248, 2575, 2822, 520, 2066, 2969, 178, 2077, 2597, 1052, 770, 1834, 1358, 538, 1448, 1259, 1748, 1562, 956, 1097, 2573, 770, 1723, 38, 2278, 1031, 140, 863, 737, 2929, 1082, 884, 1103, 2909, 1946, 1907, 2198, 1192, 1273, 1999, 5, 590, 1027, 736, 1958, 1163, 2689, 1745, 1273, 1235, 2156, 1285, 2035, 143, 1369, 796, 484, 1621, 1496, 1724, 2321, 2716, 1519, 959, 1435, 2485, 2689, 2495, 578, 3070, 1945, 256, 2228, 3032, 1234, 2084, 971, 656, 2204, 7, 2527, 1624, 301, 365, 1994, 2684, 860, 3005, 308, 2623, 1219, 250, 844, 1391, 2434, 2647, 410, 1600, 1999, 1066, 2678, 856, 58, 125, 2092, 1715, 2908, 2882, 2795, 130, 2302, 2155, 2014, 2188, 2773, 1967, 1144, 1652, 638, 1804, 28, 464, 1024, 2426, 2207, 1039, 1906, 127, 503, 3016, 889, 1213, 1685, 901, 1469, 736, 148, 551, 1607, 218, 1238, 1009, 1274, 305, 2791, 1456, 2584, 2999, 1055, 1472, 2149, 1310, 928, 2257, 2747, 2825, 1925, 1154, 2993, 1963, 202, 260, 2303, 188, 25, 1210, 1594, 1378, 1501, 1796, 2087, 1300, 1132, 3037, 802, 2387, 1325, 1102, 196, 2653, 2156, 2774, 1387, 2080, 365, 1223, 637, 130, 2912, 664, 449, 608, 1162, 1679, 464, 3037, 3020, 455, 1247, 2089, 2696, 1522, 2818, 991, 1531, 1532, 2059, 620, 1873, 673, 1045, 2957, 2762, 2513, 109, 455, 790, 2408, 2588, 1790, 2206, 2479, 203, 260, 2669, 121, 691, 125, 47, 2593, 1016, 494, 457, 2015, 2975, 1552, 2768, 1543, 1763, 2084, 2473, 2329, 3043, 2294, 2783, 634, 1645, 1838, 2537, 1481, 2431, 1193, 1801, 2615, 2452, 2018, 1, 559, 1558, 782, 202, 2642, 2897, 931, 1253, 2488, 191, 1969, 391, 881, 2549, 170, 110, 1283, 1511, 2653, 2203, 2069, 466, 3031, 1264, 1879, 1187, 145, 1447, 466, 100, 1897, 1936, 323, 1687, 1064, 1178, 2386, 1507, 2707, 1874, 1435, 1942, 1037, 382, 2096, 1910, 2422, 391, 2801, 2456, 2816, 2680, 2092, 2489, 1594, 2413, 581, 2402, 1366, 2324, 1399, 2426, 232, 137, 2870, 1493, 2768, 2902, 2048, 1757, 664, 287, 2518, 2731, 2395, 2146, 1291, 938, 349, 1309, 1739, 2836, 2875, 1277, 305, 2377, 2255, 94, 1372, 2108, 92, 2824, 2956, 2219, 241, 217, 1103, 91, 1069, 31, 2993, 2516, 217, 2744, 638, 629, 2069, 2882, 379, 22, 1133, 76, 1858, 2639, 574, 346, 1058, 2947, 400, 2969, 1112, 1454, 899, 2879, 2944, 1954, 565, 3050, 316, 1784, 481, 2758, 2905, 2471, 970, 746, 2318, 895, 1289, 142, 406, 64, 239, 224, 1291, 1691, 2276, 437, 1297, 1957, 260, 1366, 1135, 2915, 178, 1255, 1282, 2237, 985, 626, 901, 1447, 2920, 2447, 851, 1715, 2114, 2444, 1370, 1225, 2359, 1327, 761, 1393, 2879, 437, 1421, 1958, 1484, 626, 5, 2147, 1901, 23, 917, 2362, 1933, 1675, 479, 2170, 1448, 2083, 2335, 713, 2341, 860, 3023, 371, 2714, 125, 788, 1616, 1787, 1217, 313, 776, 871, 2320, 2792, 1829, 109, 2434, 938, 1045, 1628, 766, 2827, 502, 1274, 890, 1597, 1763, 1927, 1633, 1262, 1949, 1240, 2392, 2422, 898, 1142, 1931, 482, 2141, 1172, 1816, 428, 2053, 1088, 1453, 1276, 1465, 2134, 977, 2003, 185, 922, 2290, 161, 1909, 79, 1448, 2729, 31, 1618, 205, 2663, 2108, 2279, 2056, 20, 127, 1907, 3071, 2683, 2149, 2234, 697, 2309, 884, 323, 1415, 1015, 517, 1295, 2756, 1337, 1375, 2177, 1610, 397, 2797, 1364, 2425, 1195, 2479, 1196, 676, 602, 2888, 1802, 152, 1193, 719, 260, 574, 175, 1960, 533, 1876, 1882, 2165, 1573, 874, 2696, 1085, 1408, 1942, 1586, 2938, 2933, 2857, 2869, 1784, 1505, 2164, 662, 817, 134, 500, 11, 2011, 431, 2417, 2090, 2981, 1219, 2831, 1394, 1043, 314, 2713, 2441, 992, 1400, 998, 89, 136, 1133, 644, 1612, 577, 619, 2066, 2260, 959, 2642, 782, 1057, 2189, 137, 2870, 223, 1415, 2225, 146, 2485, 3007, 1415, 362, 250, 304, 2351, 1271, 2824, 1354, 236, 1312, 2318, 2548, 121, 554, 1505, 394, 2675, 2870, 982, 1336, 1711, 877, 1663, 619, 911, 1357, 1858, 1648, 802, 712, 365, 2407, 304, 2251, 764, 874, 2261, 2026, 2279, 1583, 2639, 374, 1982, 364, 2264, 1103, 2074, 2161, 2029, 680, 2555, 737, 1592, 2072, 718, 1931, 881, 526, 2488, 1699, 1007, 1798, 77, 398, 1216, 2998, 1568, 235, 2350, 2401, 2380, 1750, 2137, 656, 2251, 2507, 2335, 1085, 1816, 1933, 2767, 332, 2561, 1618, 1102, 1400, 38, 676, 2005, 2030, 1520, 2929, 1477, 964, 2605, 796, 1856, 2161, 2524, 2413, 1180, 182, 118, 2231, 2954, 1054, 1355, 2230, 2021, 799, 2063, 937, 1094, 1657, 2249, 464, 68, 1928, 76, 139, 694, 2009, 205, 191, 2986, 1298, 2741, 665, 1337, 1100, 544, 1010, 3031, 2296, 1175, 1258, 811, 1633, 2260, 2110, 1421, 128, 2831, 1256, 1199, 10, 425, 2669, 1579, 2251, 455, 1013, 2581, 2521, 758, 68, 2477, 518, 2420, 2101, 517, 241, 2849, 1837, 1906, 1405, 461, 1849, 776, 2476, 2251, 83, 2864, 112, 275, 899, 463, 725, 1093, 2260, 1243, 829, 1513, 1207, 955, 2767, 1691, 3002, 2374, 1753, 806, 2110, 1400, 2216, 1240, 1523, 64, 2273, 106, 2092, 1787, 2384, 890, 2108, 637, 1625, 1045, 3005, 2986, 641, 1739, 1012, 2975, 2840, 1801, 2212, 2093, 1085, 2815, 2764, 1016, 2296, 28, 2507, 1735, 2926, 1115, 1922, 992, 2405, 1846, 3034, 4, 433, 134, 386, 2855, 2914, 1475]]\n",
      "Running compute_features_e2_mmap_multi()...\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Computing attack data...\n",
      "Computing mvn template and evaluation parameters...\n",
      "Computing success info...\n",
      "Computing success info for group size 1\n",
      "Computing success info for group size 2\n",
      "Computing success info for group size 3\n",
      "Computing success info for group size 4\n",
      "Computing success info for group size 5\n",
      "Computing success info for group size 6\n",
      "Computing success info for group size 7\n",
      "Computing success info for group size 8\n",
      "Computing success info for group size 9\n",
      "Computing success info for group size 10\n",
      "Computing success info for group size 20\n",
      "Computing success info for group size 30\n",
      "Computing success info for group size 40\n",
      "Computing success info for group size 50\n",
      "Computing success info for group size 60\n",
      "Computing success info for group size 70\n",
      "Computing success info for group size 80\n",
      "Computing success info for group size 90\n",
      "Computing success info for group size 100\n",
      "Computing success info for group size 200\n",
      "Computing success info for group size 500\n",
      "Computing success info for group size 1000\n"
     ]
    }
   ],
   "source": [
    "# Run attack for LDA, m=5\n",
    "\n",
    "cmethod = 'LDA'\n",
    "cparams = {\n",
    "    'lda_dimensions': 5,\n",
    "    'lda_threshold': 0.95\n",
    "}\n",
    "discriminant = 'linearnocov'\n",
    "eparams = None  # TODO check if None or []\n",
    "s_profile = {\n",
    "    'mmap_data': [None],   # Initialize with None or any placeholder\n",
    "    'metadata': [None],    # Same here\n",
    "    'idx': [None]          # And here\n",
    "}\n",
    "s_profile['nr_sets'] = 1\n",
    "s_profile['mmap_data'][0] = mmap_data_profile\n",
    "s_profile['metadata'][0] = metadata_profile\n",
    "s_profile['idx'][0] = idx_profile\n",
    "s_helper = None  # TODO check if None or []\n",
    "\n",
    "results[1] = run_template_attack_adapt(\n",
    "    s_profile, s_helper,\n",
    "    mmap_data_attack, metadata_attack, idx_attack,\n",
    "    inbytes, atype, cmethod, cparams, discriminant,\n",
    "    rand_iter, nr_traces_vec, eparams)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4497bc9a-6957-4c69-abb8-d4bd251c24c9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running run_template_attack_adapt() ...\n",
      "Obtaining sums of squares and cross products for all sets ...\n",
      "Running compute_ssp_e2_mmap_multi()...\n",
      "Computing the mean vectors M and the residual matrix W...\n",
      "Computing the treatment matrix B...\n",
      "M = [[-16833.792 -11970.56   -7143.168 ... -17737.728 -17650.432 -17437.952]\n",
      " [-16868.608 -11744.256  -7224.576 ... -17776.384 -17648.896 -17350.144]\n",
      " [-16861.696 -11699.712  -7137.28  ... -17774.592 -17650.432 -17402.88 ]\n",
      " ...\n",
      " [-16847.872 -11659.008  -7258.368 ... -17851.136 -17698.048 -17360.64 ]\n",
      " [-16811.008 -11664.128  -7214.848 ... -17664.768 -17536.    -17489.92 ]\n",
      " [-16831.488 -11716.864  -7167.488 ... -17728.256 -17656.576 -17434.88 ]]\n",
      "B = [[ 6.00080238e+08  3.30193076e+08  1.20877072e+08 ...  2.53657628e+07\n",
      "  -2.16245212e+07 -3.66913795e+07]\n",
      " [ 3.30193076e+08  4.21568878e+09  4.51994026e+08 ...  1.11356893e+08\n",
      "   1.07695824e+08  1.87525900e+08]\n",
      " [ 1.20877072e+08  4.51994026e+08  7.03228019e+08 ...  2.69830554e+07\n",
      "   6.25622057e+07  7.32747366e+07]\n",
      " ...\n",
      " [ 2.53657628e+07  1.11356893e+08  2.69830554e+07 ...  6.76342321e+08\n",
      "   4.47498051e+07  1.02275540e+07]\n",
      " [-2.16245212e+07  1.07695824e+08  6.25622057e+07 ...  4.47498051e+07\n",
      "   5.19024139e+08  5.65374909e+07]\n",
      " [-3.66913795e+07  1.87525900e+08  7.32747366e+07 ...  1.02275540e+07\n",
      "   5.65374909e+07  5.39714461e+08]]\n",
      "W = [[4.26270268e+11 1.93545682e+11 4.19329390e+10 ... 1.70970903e+10\n",
      "  1.76362426e+10 9.93779555e+09]\n",
      " [1.93545682e+11 2.36767200e+12 2.33888685e+11 ... 2.63283358e+10\n",
      "  4.22057163e+10 6.41773292e+10]\n",
      " [4.19329390e+10 2.33888685e+11 4.36163831e+11 ... 2.02739230e+10\n",
      "  8.44824143e+09 1.93054204e+10]\n",
      " ...\n",
      " [1.70970903e+10 2.63283358e+10 2.02739230e+10 ... 4.00245571e+11\n",
      "  5.61749551e+09 2.42908451e+10]\n",
      " [1.76362426e+10 4.22057163e+10 8.44824143e+09 ... 5.61749551e+09\n",
      "  4.01287261e+11 6.28030086e+09]\n",
      " [9.93779555e+09 6.41773292e+10 1.93054204e+10 ... 2.42908451e+10\n",
      "  6.28030086e+09 4.02102421e+11]]\n",
      "Computing PCA parameters...\n",
      "Computing profiling data from all sets...\n",
      "s_data[\"idx\"]: [[2594, 2329, 1292, 796, 1571, 1244, 2408, 932, 1465, 1792, 2789, 1550, 866, 2321, 1900, 770, 2795, 3019, 2489, 2771, 953, 2242, 2761, 2101, 1450, 310, 1334, 1877, 2804, 2969, 1465, 2659, 800, 2473, 1685, 43, 2210, 1225, 2534, 2053, 4, 1516, 2665, 749, 1000, 2674, 587, 1744, 733, 2972, 2467, 1376, 247, 983, 1561, 2866, 335, 1693, 2171, 1682, 2503, 1660, 2960, 1853, 1805, 1367, 1832, 1183, 1768, 892, 581, 574, 1882, 2017, 1463, 275, 2327, 2693, 2837, 2588, 2759, 2836, 1661, 1202, 2167, 847, 2494, 2609, 2750, 1811, 2918, 1781, 1384, 2029, 3061, 2816, 2437, 253, 1882, 1495, 1936, 2596, 746, 2248, 359, 677, 2441, 1022, 2506, 310, 449, 2143, 139, 1763, 2795, 1642, 2090, 82, 1951, 1862, 1769, 1202, 1138, 3013, 112, 67, 2953, 568, 380, 647, 2459, 2878, 70, 1307, 311, 799, 679, 1987, 1076, 554, 1547, 121, 310, 3035, 613, 1102, 2248, 2575, 2822, 520, 2066, 2969, 178, 2077, 2597, 1052, 770, 1834, 1358, 538, 1448, 1259, 1748, 1562, 956, 1097, 2573, 770, 1723, 38, 2278, 1031, 140, 863, 737, 2929, 1082, 884, 1103, 2909, 1946, 1907, 2198, 1192, 1273, 1999, 5, 590, 1027, 736, 1958, 1163, 2689, 1745, 1273, 1235, 2156, 1285, 2035, 143, 1369, 796, 484, 1621, 1496, 1724, 2321, 2716, 1519, 959, 1435, 2485, 2689, 2495, 578, 3070, 1945, 256, 2228, 3032, 1234, 2084, 971, 656, 2204, 7, 2527, 1624, 301, 365, 1994, 2684, 860, 3005, 308, 2623, 1219, 250, 844, 1391, 2434, 2647, 410, 1600, 1999, 1066, 2678, 856, 58, 125, 2092, 1715, 2908, 2882, 2795, 130, 2302, 2155, 2014, 2188, 2773, 1967, 1144, 1652, 638, 1804, 28, 464, 1024, 2426, 2207, 1039, 1906, 127, 503, 3016, 889, 1213, 1685, 901, 1469, 736, 148, 551, 1607, 218, 1238, 1009, 1274, 305, 2791, 1456, 2584, 2999, 1055, 1472, 2149, 1310, 928, 2257, 2747, 2825, 1925, 1154, 2993, 1963, 202, 260, 2303, 188, 25, 1210, 1594, 1378, 1501, 1796, 2087, 1300, 1132, 3037, 802, 2387, 1325, 1102, 196, 2653, 2156, 2774, 1387, 2080, 365, 1223, 637, 130, 2912, 664, 449, 608, 1162, 1679, 464, 3037, 3020, 455, 1247, 2089, 2696, 1522, 2818, 991, 1531, 1532, 2059, 620, 1873, 673, 1045, 2957, 2762, 2513, 109, 455, 790, 2408, 2588, 1790, 2206, 2479, 203, 260, 2669, 121, 691, 125, 47, 2593, 1016, 494, 457, 2015, 2975, 1552, 2768, 1543, 1763, 2084, 2473, 2329, 3043, 2294, 2783, 634, 1645, 1838, 2537, 1481, 2431, 1193, 1801, 2615, 2452, 2018, 1, 559, 1558, 782, 202, 2642, 2897, 931, 1253, 2488, 191, 1969, 391, 881, 2549, 170, 110, 1283, 1511, 2653, 2203, 2069, 466, 3031, 1264, 1879, 1187, 145, 1447, 466, 100, 1897, 1936, 323, 1687, 1064, 1178, 2386, 1507, 2707, 1874, 1435, 1942, 1037, 382, 2096, 1910, 2422, 391, 2801, 2456, 2816, 2680, 2092, 2489, 1594, 2413, 581, 2402, 1366, 2324, 1399, 2426, 232, 137, 2870, 1493, 2768, 2902, 2048, 1757, 664, 287, 2518, 2731, 2395, 2146, 1291, 938, 349, 1309, 1739, 2836, 2875, 1277, 305, 2377, 2255, 94, 1372, 2108, 92, 2824, 2956, 2219, 241, 217, 1103, 91, 1069, 31, 2993, 2516, 217, 2744, 638, 629, 2069, 2882, 379, 22, 1133, 76, 1858, 2639, 574, 346, 1058, 2947, 400, 2969, 1112, 1454, 899, 2879, 2944, 1954, 565, 3050, 316, 1784, 481, 2758, 2905, 2471, 970, 746, 2318, 895, 1289, 142, 406, 64, 239, 224, 1291, 1691, 2276, 437, 1297, 1957, 260, 1366, 1135, 2915, 178, 1255, 1282, 2237, 985, 626, 901, 1447, 2920, 2447, 851, 1715, 2114, 2444, 1370, 1225, 2359, 1327, 761, 1393, 2879, 437, 1421, 1958, 1484, 626, 5, 2147, 1901, 23, 917, 2362, 1933, 1675, 479, 2170, 1448, 2083, 2335, 713, 2341, 860, 3023, 371, 2714, 125, 788, 1616, 1787, 1217, 313, 776, 871, 2320, 2792, 1829, 109, 2434, 938, 1045, 1628, 766, 2827, 502, 1274, 890, 1597, 1763, 1927, 1633, 1262, 1949, 1240, 2392, 2422, 898, 1142, 1931, 482, 2141, 1172, 1816, 428, 2053, 1088, 1453, 1276, 1465, 2134, 977, 2003, 185, 922, 2290, 161, 1909, 79, 1448, 2729, 31, 1618, 205, 2663, 2108, 2279, 2056, 20, 127, 1907, 3071, 2683, 2149, 2234, 697, 2309, 884, 323, 1415, 1015, 517, 1295, 2756, 1337, 1375, 2177, 1610, 397, 2797, 1364, 2425, 1195, 2479, 1196, 676, 602, 2888, 1802, 152, 1193, 719, 260, 574, 175, 1960, 533, 1876, 1882, 2165, 1573, 874, 2696, 1085, 1408, 1942, 1586, 2938, 2933, 2857, 2869, 1784, 1505, 2164, 662, 817, 134, 500, 11, 2011, 431, 2417, 2090, 2981, 1219, 2831, 1394, 1043, 314, 2713, 2441, 992, 1400, 998, 89, 136, 1133, 644, 1612, 577, 619, 2066, 2260, 959, 2642, 782, 1057, 2189, 137, 2870, 223, 1415, 2225, 146, 2485, 3007, 1415, 362, 250, 304, 2351, 1271, 2824, 1354, 236, 1312, 2318, 2548, 121, 554, 1505, 394, 2675, 2870, 982, 1336, 1711, 877, 1663, 619, 911, 1357, 1858, 1648, 802, 712, 365, 2407, 304, 2251, 764, 874, 2261, 2026, 2279, 1583, 2639, 374, 1982, 364, 2264, 1103, 2074, 2161, 2029, 680, 2555, 737, 1592, 2072, 718, 1931, 881, 526, 2488, 1699, 1007, 1798, 77, 398, 1216, 2998, 1568, 235, 2350, 2401, 2380, 1750, 2137, 656, 2251, 2507, 2335, 1085, 1816, 1933, 2767, 332, 2561, 1618, 1102, 1400, 38, 676, 2005, 2030, 1520, 2929, 1477, 964, 2605, 796, 1856, 2161, 2524, 2413, 1180, 182, 118, 2231, 2954, 1054, 1355, 2230, 2021, 799, 2063, 937, 1094, 1657, 2249, 464, 68, 1928, 76, 139, 694, 2009, 205, 191, 2986, 1298, 2741, 665, 1337, 1100, 544, 1010, 3031, 2296, 1175, 1258, 811, 1633, 2260, 2110, 1421, 128, 2831, 1256, 1199, 10, 425, 2669, 1579, 2251, 455, 1013, 2581, 2521, 758, 68, 2477, 518, 2420, 2101, 517, 241, 2849, 1837, 1906, 1405, 461, 1849, 776, 2476, 2251, 83, 2864, 112, 275, 899, 463, 725, 1093, 2260, 1243, 829, 1513, 1207, 955, 2767, 1691, 3002, 2374, 1753, 806, 2110, 1400, 2216, 1240, 1523, 64, 2273, 106, 2092, 1787, 2384, 890, 2108, 637, 1625, 1045, 3005, 2986, 641, 1739, 1012, 2975, 2840, 1801, 2212, 2093, 1085, 2815, 2764, 1016, 2296, 28, 2507, 1735, 2926, 1115, 1922, 992, 2405, 1846, 3034, 4, 433, 134, 386, 2855, 2914, 1475]]\n",
      "Running compute_features_e2_mmap_multi()...\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 4)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Computing attack data...\n",
      "Computing mvn template and evaluation parameters...\n",
      "Computing success info...\n",
      "Computing success info for group size 1\n",
      "Computing success info for group size 2\n",
      "Computing success info for group size 3\n",
      "Computing success info for group size 4\n",
      "Computing success info for group size 5\n",
      "Computing success info for group size 6\n",
      "Computing success info for group size 7\n",
      "Computing success info for group size 8\n",
      "Computing success info for group size 9\n",
      "Computing success info for group size 10\n",
      "Computing success info for group size 20\n",
      "Computing success info for group size 30\n",
      "Computing success info for group size 40\n",
      "Computing success info for group size 50\n",
      "Computing success info for group size 60\n",
      "Computing success info for group size 70\n",
      "Computing success info for group size 80\n",
      "Computing success info for group size 90\n",
      "Computing success info for group size 100\n",
      "Computing success info for group size 200\n",
      "Computing success info for group size 500\n",
      "Computing success info for group size 1000\n"
     ]
    }
   ],
   "source": [
    "# Run attack for PCA, m=4\n",
    "\n",
    "cmethod = 'PCA'\n",
    "cparams = {\n",
    "    'pca_threshold': 0.95,\n",
    "    'pca_alternate': 0,\n",
    "    'pca_dimensions': 4\n",
    "}\n",
    "discriminant = 'linear'\n",
    "eparams = None  # TODO check if None or []\n",
    "s_profile = {\n",
    "    'mmap_data': [None],   # Initialize with None or any placeholder\n",
    "    'metadata': [None],    # Same here\n",
    "    'idx': [None]          # And here\n",
    "}\n",
    "s_profile['nr_sets'] = 1\n",
    "s_profile['mmap_data'][0] = mmap_data_profile\n",
    "s_profile['metadata'][0] = metadata_profile\n",
    "s_profile['idx'][0] = idx_profile\n",
    "s_helper = None  # TODO check if None or []\n",
    "\n",
    "results[2] = run_template_attack_adapt(\n",
    "    s_profile, s_helper,\n",
    "    mmap_data_attack, metadata_attack, idx_attack,\n",
    "    inbytes, atype, cmethod, cparams, discriminant,\n",
    "    rand_iter, nr_traces_vec, eparams)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0707690a-4bf2-410b-82d7-e40b820a5f85",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running run_template_attack_adapt() ...\n",
      "Obtaining sums of squares and cross products for all sets ...\n",
      "Running compute_ssp_e2_mmap_multi()...\n",
      "Computing the mean vectors M and the residual matrix W...\n",
      "Computing the treatment matrix B...\n",
      "M = [[-16833.792 -11970.56   -7143.168 ... -17737.728 -17650.432 -17437.952]\n",
      " [-16868.608 -11744.256  -7224.576 ... -17776.384 -17648.896 -17350.144]\n",
      " [-16861.696 -11699.712  -7137.28  ... -17774.592 -17650.432 -17402.88 ]\n",
      " ...\n",
      " [-16847.872 -11659.008  -7258.368 ... -17851.136 -17698.048 -17360.64 ]\n",
      " [-16811.008 -11664.128  -7214.848 ... -17664.768 -17536.    -17489.92 ]\n",
      " [-16831.488 -11716.864  -7167.488 ... -17728.256 -17656.576 -17434.88 ]]\n",
      "B = [[ 6.00080238e+08  3.30193076e+08  1.20877072e+08 ...  2.53657628e+07\n",
      "  -2.16245212e+07 -3.66913795e+07]\n",
      " [ 3.30193076e+08  4.21568878e+09  4.51994026e+08 ...  1.11356893e+08\n",
      "   1.07695824e+08  1.87525900e+08]\n",
      " [ 1.20877072e+08  4.51994026e+08  7.03228019e+08 ...  2.69830554e+07\n",
      "   6.25622057e+07  7.32747366e+07]\n",
      " ...\n",
      " [ 2.53657628e+07  1.11356893e+08  2.69830554e+07 ...  6.76342321e+08\n",
      "   4.47498051e+07  1.02275540e+07]\n",
      " [-2.16245212e+07  1.07695824e+08  6.25622057e+07 ...  4.47498051e+07\n",
      "   5.19024139e+08  5.65374909e+07]\n",
      " [-3.66913795e+07  1.87525900e+08  7.32747366e+07 ...  1.02275540e+07\n",
      "   5.65374909e+07  5.39714461e+08]]\n",
      "W = [[4.26270268e+11 1.93545682e+11 4.19329390e+10 ... 1.70970903e+10\n",
      "  1.76362426e+10 9.93779555e+09]\n",
      " [1.93545682e+11 2.36767200e+12 2.33888685e+11 ... 2.63283358e+10\n",
      "  4.22057163e+10 6.41773292e+10]\n",
      " [4.19329390e+10 2.33888685e+11 4.36163831e+11 ... 2.02739230e+10\n",
      "  8.44824143e+09 1.93054204e+10]\n",
      " ...\n",
      " [1.70970903e+10 2.63283358e+10 2.02739230e+10 ... 4.00245571e+11\n",
      "  5.61749551e+09 2.42908451e+10]\n",
      " [1.76362426e+10 4.22057163e+10 8.44824143e+09 ... 5.61749551e+09\n",
      "  4.01287261e+11 6.28030086e+09]\n",
      " [9.93779555e+09 6.41773292e+10 1.93054204e+10 ... 2.42908451e+10\n",
      "  6.28030086e+09 4.02102421e+11]]\n",
      "Computing PCA parameters...\n",
      "Computing profiling data from all sets...\n",
      "s_data[\"idx\"]: [[2594, 2329, 1292, 796, 1571, 1244, 2408, 932, 1465, 1792, 2789, 1550, 866, 2321, 1900, 770, 2795, 3019, 2489, 2771, 953, 2242, 2761, 2101, 1450, 310, 1334, 1877, 2804, 2969, 1465, 2659, 800, 2473, 1685, 43, 2210, 1225, 2534, 2053, 4, 1516, 2665, 749, 1000, 2674, 587, 1744, 733, 2972, 2467, 1376, 247, 983, 1561, 2866, 335, 1693, 2171, 1682, 2503, 1660, 2960, 1853, 1805, 1367, 1832, 1183, 1768, 892, 581, 574, 1882, 2017, 1463, 275, 2327, 2693, 2837, 2588, 2759, 2836, 1661, 1202, 2167, 847, 2494, 2609, 2750, 1811, 2918, 1781, 1384, 2029, 3061, 2816, 2437, 253, 1882, 1495, 1936, 2596, 746, 2248, 359, 677, 2441, 1022, 2506, 310, 449, 2143, 139, 1763, 2795, 1642, 2090, 82, 1951, 1862, 1769, 1202, 1138, 3013, 112, 67, 2953, 568, 380, 647, 2459, 2878, 70, 1307, 311, 799, 679, 1987, 1076, 554, 1547, 121, 310, 3035, 613, 1102, 2248, 2575, 2822, 520, 2066, 2969, 178, 2077, 2597, 1052, 770, 1834, 1358, 538, 1448, 1259, 1748, 1562, 956, 1097, 2573, 770, 1723, 38, 2278, 1031, 140, 863, 737, 2929, 1082, 884, 1103, 2909, 1946, 1907, 2198, 1192, 1273, 1999, 5, 590, 1027, 736, 1958, 1163, 2689, 1745, 1273, 1235, 2156, 1285, 2035, 143, 1369, 796, 484, 1621, 1496, 1724, 2321, 2716, 1519, 959, 1435, 2485, 2689, 2495, 578, 3070, 1945, 256, 2228, 3032, 1234, 2084, 971, 656, 2204, 7, 2527, 1624, 301, 365, 1994, 2684, 860, 3005, 308, 2623, 1219, 250, 844, 1391, 2434, 2647, 410, 1600, 1999, 1066, 2678, 856, 58, 125, 2092, 1715, 2908, 2882, 2795, 130, 2302, 2155, 2014, 2188, 2773, 1967, 1144, 1652, 638, 1804, 28, 464, 1024, 2426, 2207, 1039, 1906, 127, 503, 3016, 889, 1213, 1685, 901, 1469, 736, 148, 551, 1607, 218, 1238, 1009, 1274, 305, 2791, 1456, 2584, 2999, 1055, 1472, 2149, 1310, 928, 2257, 2747, 2825, 1925, 1154, 2993, 1963, 202, 260, 2303, 188, 25, 1210, 1594, 1378, 1501, 1796, 2087, 1300, 1132, 3037, 802, 2387, 1325, 1102, 196, 2653, 2156, 2774, 1387, 2080, 365, 1223, 637, 130, 2912, 664, 449, 608, 1162, 1679, 464, 3037, 3020, 455, 1247, 2089, 2696, 1522, 2818, 991, 1531, 1532, 2059, 620, 1873, 673, 1045, 2957, 2762, 2513, 109, 455, 790, 2408, 2588, 1790, 2206, 2479, 203, 260, 2669, 121, 691, 125, 47, 2593, 1016, 494, 457, 2015, 2975, 1552, 2768, 1543, 1763, 2084, 2473, 2329, 3043, 2294, 2783, 634, 1645, 1838, 2537, 1481, 2431, 1193, 1801, 2615, 2452, 2018, 1, 559, 1558, 782, 202, 2642, 2897, 931, 1253, 2488, 191, 1969, 391, 881, 2549, 170, 110, 1283, 1511, 2653, 2203, 2069, 466, 3031, 1264, 1879, 1187, 145, 1447, 466, 100, 1897, 1936, 323, 1687, 1064, 1178, 2386, 1507, 2707, 1874, 1435, 1942, 1037, 382, 2096, 1910, 2422, 391, 2801, 2456, 2816, 2680, 2092, 2489, 1594, 2413, 581, 2402, 1366, 2324, 1399, 2426, 232, 137, 2870, 1493, 2768, 2902, 2048, 1757, 664, 287, 2518, 2731, 2395, 2146, 1291, 938, 349, 1309, 1739, 2836, 2875, 1277, 305, 2377, 2255, 94, 1372, 2108, 92, 2824, 2956, 2219, 241, 217, 1103, 91, 1069, 31, 2993, 2516, 217, 2744, 638, 629, 2069, 2882, 379, 22, 1133, 76, 1858, 2639, 574, 346, 1058, 2947, 400, 2969, 1112, 1454, 899, 2879, 2944, 1954, 565, 3050, 316, 1784, 481, 2758, 2905, 2471, 970, 746, 2318, 895, 1289, 142, 406, 64, 239, 224, 1291, 1691, 2276, 437, 1297, 1957, 260, 1366, 1135, 2915, 178, 1255, 1282, 2237, 985, 626, 901, 1447, 2920, 2447, 851, 1715, 2114, 2444, 1370, 1225, 2359, 1327, 761, 1393, 2879, 437, 1421, 1958, 1484, 626, 5, 2147, 1901, 23, 917, 2362, 1933, 1675, 479, 2170, 1448, 2083, 2335, 713, 2341, 860, 3023, 371, 2714, 125, 788, 1616, 1787, 1217, 313, 776, 871, 2320, 2792, 1829, 109, 2434, 938, 1045, 1628, 766, 2827, 502, 1274, 890, 1597, 1763, 1927, 1633, 1262, 1949, 1240, 2392, 2422, 898, 1142, 1931, 482, 2141, 1172, 1816, 428, 2053, 1088, 1453, 1276, 1465, 2134, 977, 2003, 185, 922, 2290, 161, 1909, 79, 1448, 2729, 31, 1618, 205, 2663, 2108, 2279, 2056, 20, 127, 1907, 3071, 2683, 2149, 2234, 697, 2309, 884, 323, 1415, 1015, 517, 1295, 2756, 1337, 1375, 2177, 1610, 397, 2797, 1364, 2425, 1195, 2479, 1196, 676, 602, 2888, 1802, 152, 1193, 719, 260, 574, 175, 1960, 533, 1876, 1882, 2165, 1573, 874, 2696, 1085, 1408, 1942, 1586, 2938, 2933, 2857, 2869, 1784, 1505, 2164, 662, 817, 134, 500, 11, 2011, 431, 2417, 2090, 2981, 1219, 2831, 1394, 1043, 314, 2713, 2441, 992, 1400, 998, 89, 136, 1133, 644, 1612, 577, 619, 2066, 2260, 959, 2642, 782, 1057, 2189, 137, 2870, 223, 1415, 2225, 146, 2485, 3007, 1415, 362, 250, 304, 2351, 1271, 2824, 1354, 236, 1312, 2318, 2548, 121, 554, 1505, 394, 2675, 2870, 982, 1336, 1711, 877, 1663, 619, 911, 1357, 1858, 1648, 802, 712, 365, 2407, 304, 2251, 764, 874, 2261, 2026, 2279, 1583, 2639, 374, 1982, 364, 2264, 1103, 2074, 2161, 2029, 680, 2555, 737, 1592, 2072, 718, 1931, 881, 526, 2488, 1699, 1007, 1798, 77, 398, 1216, 2998, 1568, 235, 2350, 2401, 2380, 1750, 2137, 656, 2251, 2507, 2335, 1085, 1816, 1933, 2767, 332, 2561, 1618, 1102, 1400, 38, 676, 2005, 2030, 1520, 2929, 1477, 964, 2605, 796, 1856, 2161, 2524, 2413, 1180, 182, 118, 2231, 2954, 1054, 1355, 2230, 2021, 799, 2063, 937, 1094, 1657, 2249, 464, 68, 1928, 76, 139, 694, 2009, 205, 191, 2986, 1298, 2741, 665, 1337, 1100, 544, 1010, 3031, 2296, 1175, 1258, 811, 1633, 2260, 2110, 1421, 128, 2831, 1256, 1199, 10, 425, 2669, 1579, 2251, 455, 1013, 2581, 2521, 758, 68, 2477, 518, 2420, 2101, 517, 241, 2849, 1837, 1906, 1405, 461, 1849, 776, 2476, 2251, 83, 2864, 112, 275, 899, 463, 725, 1093, 2260, 1243, 829, 1513, 1207, 955, 2767, 1691, 3002, 2374, 1753, 806, 2110, 1400, 2216, 1240, 1523, 64, 2273, 106, 2092, 1787, 2384, 890, 2108, 637, 1625, 1045, 3005, 2986, 641, 1739, 1012, 2975, 2840, 1801, 2212, 2093, 1085, 2815, 2764, 1016, 2296, 28, 2507, 1735, 2926, 1115, 1922, 992, 2405, 1846, 3034, 4, 433, 134, 386, 2855, 2914, 1475]]\n",
      "Running compute_features_e2_mmap_multi()...\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Size of L/data_in: (1000, 2500)\n",
      "Size of pp1/W: (2500, 5)\n",
      "Size of pp2/xmm: (2500,)\n",
      "Size of pp3: None\n",
      "Size of pp4: None\n",
      "Size of pp5: None\n",
      "Computing attack data...\n",
      "Computing mvn template and evaluation parameters...\n",
      "Computing success info...\n",
      "Computing success info for group size 1\n",
      "Computing success info for group size 2\n",
      "Computing success info for group size 3\n",
      "Computing success info for group size 4\n",
      "Computing success info for group size 5\n",
      "Computing success info for group size 6\n",
      "Computing success info for group size 7\n",
      "Computing success info for group size 8\n",
      "Computing success info for group size 9\n",
      "Computing success info for group size 10\n",
      "Computing success info for group size 20\n",
      "Computing success info for group size 30\n",
      "Computing success info for group size 40\n",
      "Computing success info for group size 50\n",
      "Computing success info for group size 60\n",
      "Computing success info for group size 70\n",
      "Computing success info for group size 80\n",
      "Computing success info for group size 90\n",
      "Computing success info for group size 100\n",
      "Computing success info for group size 200\n",
      "Computing success info for group size 500\n",
      "Computing success info for group size 1000\n"
     ]
    }
   ],
   "source": [
    "# Run attack for PCA, m=5\n",
    "\n",
    "cmethod = 'PCA'\n",
    "cparams = {\n",
    "    'pca_threshold': 0.95,\n",
    "    'pca_alternate': 0,\n",
    "    'pca_dimensions': 5\n",
    "}\n",
    "discriminant = 'linear'\n",
    "eparams = None  # TODO check if None or []\n",
    "s_profile = {\n",
    "    'mmap_data': [None],   # Initialize with None or any placeholder\n",
    "    'metadata': [None],    # Same here\n",
    "    'idx': [None]          # And here\n",
    "}\n",
    "s_profile['nr_sets'] = 1\n",
    "s_profile['mmap_data'][0] = mmap_data_profile\n",
    "s_profile['metadata'][0] = metadata_profile\n",
    "s_profile['idx'][0] = idx_profile\n",
    "s_helper = None  # TODO check if None or []\n",
    "\n",
    "results[3] = run_template_attack_adapt(\n",
    "    s_profile, s_helper,\n",
    "    mmap_data_attack, metadata_attack, idx_attack,\n",
    "    inbytes, atype, cmethod, cparams, discriminant,\n",
    "    rand_iter, nr_traces_vec, eparams)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c6d2d8c3-d242-4212-b661-f2c52c85549b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All done, saving data...\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import pickle\n",
    "\n",
    "# Save data to disk so you can prevent wasting time\n",
    "print('All done, saving data...\\n')\n",
    "os.makedirs(path_data, exist_ok=True)\n",
    "\n",
    "with open(os.path.join(path_data, name_data), 'wb') as f:\n",
    "    pickle.dump(results, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "28c90ab6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "s_profile (dict, size: 4)\n",
      "\tmmap_data (list, size: 1)\n",
      "\t\trindex: (ndarray, shape: (8,))\n",
      "\t\t\t[ 8  9 10 11 12 13 14 15]\n",
      "\t\tX: (ndarray, shape: (2500, 786432))\n",
      "\t\t\t[[-16128 -16896 -17408 ... -14848 -16896 -18176]\n",
      "\t\t\t [-12032  -7680 -16896 ... -11776 -12800 -12032]\n",
      "\t\t\t [ -7424  -7936  -8448 ...  -6400  -6400  -6144]\n",
      "\t\t\t ...\n",
      "\t\t\t [-17152 -19968 -18176 ... -21248 -20480 -16896]\n",
      "\t\t\t [-18944 -17408 -18176 ... -17664 -18432 -19200]\n",
      "\t\t\t [-19200 -19200 -18944 ... -17152 -16896 -18176]]\n",
      "\t\tB: (ndarray, shape: (8, 786432))\n",
      "\t\t\t[[  0   0   0 ...   0   0   0]\n",
      "\t\t\t [159  77 169 ... 120 251 106]\n",
      "\t\t\t [  0   0   0 ...   0   0   0]\n",
      "\t\t\t ...\n",
      "\t\t\t [  0   0   0 ...   0   0   0]\n",
      "\t\t\t [  0   0   0 ...   0   0   0]\n",
      "\t\t\t [  0   0   0 ...   0   0   0]]\n",
      "\t\tR: (ndarray, shape: (8, 786432))\n",
      "\t\t\t[[0 0 0 ... 0 0 0]\n",
      "\t\t\t [0 0 0 ... 0 0 0]\n",
      "\t\t\t [0 0 0 ... 0 0 0]\n",
      "\t\t\t ...\n",
      "\t\t\t [0 0 0 ... 0 0 0]\n",
      "\t\t\t [0 0 0 ... 0 0 0]\n",
      "\t\t\t [0 0 0 ... 0 0 0]]\n",
      "\tmetadata (list, size: 1)\n",
      "\t\tformat: rawe2\n",
      "\t\tmachinefmt: <\n",
      "\t\tnr_trials: 786432\n",
      "\t\tnr_groups: 256\n",
      "\t\tnr_points: 2500\n",
      "\t\txfmt: int16\n",
      "\t\tsamplingrate: 250000007.07048306\n",
      "\t\tfclock: 1000000.0\n",
      "\t\ttscale: 3.999999886872274e-09\n",
      "\t\ttoffset: 6.500000028281932e-06\n",
      "\t\tvscale: 1.5625000742147677e-06\n",
      "\t\tvoffset: 0.03500000387430191\n",
      "\t\trvalue: 10.0\n",
      "\t\tdccoupling: 1\n",
      "\t\tnr_bytes: 8\n",
      "\t\tbfmt: uint8\n",
      "\t\taddress: 8224\n",
      "\t\trifmt: uint8\n",
      "\t\tridxoffset: 136\n",
      "\t\txoffset: 144\n",
      "\t\tboffset: 3932160144\n",
      "\t\troffset: 3938451600\n",
      "\tidx (list, size: 1)\n",
      "\t\t[List of size: 1000]\n",
      "\t\t\t2594\n",
      "\t\t\t2329\n",
      "\t\t\t1292\n",
      "\t\t\t796\n",
      "\t\t\t1571\n",
      "\t\t\t1244\n",
      "\t\t\t2408\n",
      "\t\t\t932\n",
      "\t\t\t1465\n",
      "\t\t\t1792\n",
      "\t\t\t2789\n",
      "\t\t\t1550\n",
      "\t\t\t866\n",
      "\t\t\t2321\n",
      "\t\t\t1900\n",
      "\t\t\t770\n",
      "\t\t\t2795\n",
      "\t\t\t3019\n",
      "\t\t\t2489\n",
      "\t\t\t2771\n",
      "\t\t\t953\n",
      "\t\t\t2242\n",
      "\t\t\t2761\n",
      "\t\t\t2101\n",
      "\t\t\t1450\n",
      "\t\t\t310\n",
      "\t\t\t1334\n",
      "\t\t\t1877\n",
      "\t\t\t2804\n",
      "\t\t\t2969\n",
      "\t\t\t1465\n",
      "\t\t\t2659\n",
      "\t\t\t800\n",
      "\t\t\t2473\n",
      "\t\t\t1685\n",
      "\t\t\t43\n",
      "\t\t\t2210\n",
      "\t\t\t1225\n",
      "\t\t\t2534\n",
      "\t\t\t2053\n",
      "\t\t\t4\n",
      "\t\t\t1516\n",
      "\t\t\t2665\n",
      "\t\t\t749\n",
      "\t\t\t1000\n",
      "\t\t\t2674\n",
      "\t\t\t587\n",
      "\t\t\t1744\n",
      "\t\t\t733\n",
      "\t\t\t2972\n",
      "\t\t\t2467\n",
      "\t\t\t1376\n",
      "\t\t\t247\n",
      "\t\t\t983\n",
      "\t\t\t1561\n",
      "\t\t\t2866\n",
      "\t\t\t335\n",
      "\t\t\t1693\n",
      "\t\t\t2171\n",
      "\t\t\t1682\n",
      "\t\t\t2503\n",
      "\t\t\t1660\n",
      "\t\t\t2960\n",
      "\t\t\t1853\n",
      "\t\t\t1805\n",
      "\t\t\t1367\n",
      "\t\t\t1832\n",
      "\t\t\t1183\n",
      "\t\t\t1768\n",
      "\t\t\t892\n",
      "\t\t\t581\n",
      "\t\t\t574\n",
      "\t\t\t1882\n",
      "\t\t\t2017\n",
      "\t\t\t1463\n",
      "\t\t\t275\n",
      "\t\t\t2327\n",
      "\t\t\t2693\n",
      "\t\t\t2837\n",
      "\t\t\t2588\n",
      "\t\t\t2759\n",
      "\t\t\t2836\n",
      "\t\t\t1661\n",
      "\t\t\t1202\n",
      "\t\t\t2167\n",
      "\t\t\t847\n",
      "\t\t\t2494\n",
      "\t\t\t2609\n",
      "\t\t\t2750\n",
      "\t\t\t1811\n",
      "\t\t\t2918\n",
      "\t\t\t1781\n",
      "\t\t\t1384\n",
      "\t\t\t2029\n",
      "\t\t\t3061\n",
      "\t\t\t2816\n",
      "\t\t\t2437\n",
      "\t\t\t253\n",
      "\t\t\t1882\n",
      "\t\t\t1495\n",
      "\t\t\t1936\n",
      "\t\t\t2596\n",
      "\t\t\t746\n",
      "\t\t\t2248\n",
      "\t\t\t359\n",
      "\t\t\t677\n",
      "\t\t\t2441\n",
      "\t\t\t1022\n",
      "\t\t\t2506\n",
      "\t\t\t310\n",
      "\t\t\t449\n",
      "\t\t\t2143\n",
      "\t\t\t139\n",
      "\t\t\t1763\n",
      "\t\t\t2795\n",
      "\t\t\t1642\n",
      "\t\t\t2090\n",
      "\t\t\t82\n",
      "\t\t\t1951\n",
      "\t\t\t1862\n",
      "\t\t\t1769\n",
      "\t\t\t1202\n",
      "\t\t\t1138\n",
      "\t\t\t3013\n",
      "\t\t\t112\n",
      "\t\t\t67\n",
      "\t\t\t2953\n",
      "\t\t\t568\n",
      "\t\t\t380\n",
      "\t\t\t647\n",
      "\t\t\t2459\n",
      "\t\t\t2878\n",
      "\t\t\t70\n",
      "\t\t\t1307\n",
      "\t\t\t311\n",
      "\t\t\t799\n",
      "\t\t\t679\n",
      "\t\t\t1987\n",
      "\t\t\t1076\n",
      "\t\t\t554\n",
      "\t\t\t1547\n",
      "\t\t\t121\n",
      "\t\t\t310\n",
      "\t\t\t3035\n",
      "\t\t\t613\n",
      "\t\t\t1102\n",
      "\t\t\t2248\n",
      "\t\t\t2575\n",
      "\t\t\t2822\n",
      "\t\t\t520\n",
      "\t\t\t2066\n",
      "\t\t\t2969\n",
      "\t\t\t178\n",
      "\t\t\t2077\n",
      "\t\t\t2597\n",
      "\t\t\t1052\n",
      "\t\t\t770\n",
      "\t\t\t1834\n",
      "\t\t\t1358\n",
      "\t\t\t538\n",
      "\t\t\t1448\n",
      "\t\t\t1259\n",
      "\t\t\t1748\n",
      "\t\t\t1562\n",
      "\t\t\t956\n",
      "\t\t\t1097\n",
      "\t\t\t2573\n",
      "\t\t\t770\n",
      "\t\t\t1723\n",
      "\t\t\t38\n",
      "\t\t\t2278\n",
      "\t\t\t1031\n",
      "\t\t\t140\n",
      "\t\t\t863\n",
      "\t\t\t737\n",
      "\t\t\t2929\n",
      "\t\t\t1082\n",
      "\t\t\t884\n",
      "\t\t\t1103\n",
      "\t\t\t2909\n",
      "\t\t\t1946\n",
      "\t\t\t1907\n",
      "\t\t\t2198\n",
      "\t\t\t1192\n",
      "\t\t\t1273\n",
      "\t\t\t1999\n",
      "\t\t\t5\n",
      "\t\t\t590\n",
      "\t\t\t1027\n",
      "\t\t\t736\n",
      "\t\t\t1958\n",
      "\t\t\t1163\n",
      "\t\t\t2689\n",
      "\t\t\t1745\n",
      "\t\t\t1273\n",
      "\t\t\t1235\n",
      "\t\t\t2156\n",
      "\t\t\t1285\n",
      "\t\t\t2035\n",
      "\t\t\t143\n",
      "\t\t\t1369\n",
      "\t\t\t796\n",
      "\t\t\t484\n",
      "\t\t\t1621\n",
      "\t\t\t1496\n",
      "\t\t\t1724\n",
      "\t\t\t2321\n",
      "\t\t\t2716\n",
      "\t\t\t1519\n",
      "\t\t\t959\n",
      "\t\t\t1435\n",
      "\t\t\t2485\n",
      "\t\t\t2689\n",
      "\t\t\t2495\n",
      "\t\t\t578\n",
      "\t\t\t3070\n",
      "\t\t\t1945\n",
      "\t\t\t256\n",
      "\t\t\t2228\n",
      "\t\t\t3032\n",
      "\t\t\t1234\n",
      "\t\t\t2084\n",
      "\t\t\t971\n",
      "\t\t\t656\n",
      "\t\t\t2204\n",
      "\t\t\t7\n",
      "\t\t\t2527\n",
      "\t\t\t1624\n",
      "\t\t\t301\n",
      "\t\t\t365\n",
      "\t\t\t1994\n",
      "\t\t\t2684\n",
      "\t\t\t860\n",
      "\t\t\t3005\n",
      "\t\t\t308\n",
      "\t\t\t2623\n",
      "\t\t\t1219\n",
      "\t\t\t250\n",
      "\t\t\t844\n",
      "\t\t\t1391\n",
      "\t\t\t2434\n",
      "\t\t\t2647\n",
      "\t\t\t410\n",
      "\t\t\t1600\n",
      "\t\t\t1999\n",
      "\t\t\t1066\n",
      "\t\t\t2678\n",
      "\t\t\t856\n",
      "\t\t\t58\n",
      "\t\t\t125\n",
      "\t\t\t2092\n",
      "\t\t\t1715\n",
      "\t\t\t2908\n",
      "\t\t\t2882\n",
      "\t\t\t2795\n",
      "\t\t\t130\n",
      "\t\t\t2302\n",
      "\t\t\t2155\n",
      "\t\t\t2014\n",
      "\t\t\t2188\n",
      "\t\t\t2773\n",
      "\t\t\t1967\n",
      "\t\t\t1144\n",
      "\t\t\t1652\n",
      "\t\t\t638\n",
      "\t\t\t1804\n",
      "\t\t\t28\n",
      "\t\t\t464\n",
      "\t\t\t1024\n",
      "\t\t\t2426\n",
      "\t\t\t2207\n",
      "\t\t\t1039\n",
      "\t\t\t1906\n",
      "\t\t\t127\n",
      "\t\t\t503\n",
      "\t\t\t3016\n",
      "\t\t\t889\n",
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      "\t\t\t2063\n",
      "\t\t\t937\n",
      "\t\t\t1094\n",
      "\t\t\t1657\n",
      "\t\t\t2249\n",
      "\t\t\t464\n",
      "\t\t\t68\n",
      "\t\t\t1928\n",
      "\t\t\t76\n",
      "\t\t\t139\n",
      "\t\t\t694\n",
      "\t\t\t2009\n",
      "\t\t\t205\n",
      "\t\t\t191\n",
      "\t\t\t2986\n",
      "\t\t\t1298\n",
      "\t\t\t2741\n",
      "\t\t\t665\n",
      "\t\t\t1337\n",
      "\t\t\t1100\n",
      "\t\t\t544\n",
      "\t\t\t1010\n",
      "\t\t\t3031\n",
      "\t\t\t2296\n",
      "\t\t\t1175\n",
      "\t\t\t1258\n",
      "\t\t\t811\n",
      "\t\t\t1633\n",
      "\t\t\t2260\n",
      "\t\t\t2110\n",
      "\t\t\t1421\n",
      "\t\t\t128\n",
      "\t\t\t2831\n",
      "\t\t\t1256\n",
      "\t\t\t1199\n",
      "\t\t\t10\n",
      "\t\t\t425\n",
      "\t\t\t2669\n",
      "\t\t\t1579\n",
      "\t\t\t2251\n",
      "\t\t\t455\n",
      "\t\t\t1013\n",
      "\t\t\t2581\n",
      "\t\t\t2521\n",
      "\t\t\t758\n",
      "\t\t\t68\n",
      "\t\t\t2477\n",
      "\t\t\t518\n",
      "\t\t\t2420\n",
      "\t\t\t2101\n",
      "\t\t\t517\n",
      "\t\t\t241\n",
      "\t\t\t2849\n",
      "\t\t\t1837\n",
      "\t\t\t1906\n",
      "\t\t\t1405\n",
      "\t\t\t461\n",
      "\t\t\t1849\n",
      "\t\t\t776\n",
      "\t\t\t2476\n",
      "\t\t\t2251\n",
      "\t\t\t83\n",
      "\t\t\t2864\n",
      "\t\t\t112\n",
      "\t\t\t275\n",
      "\t\t\t899\n",
      "\t\t\t463\n",
      "\t\t\t725\n",
      "\t\t\t1093\n",
      "\t\t\t2260\n",
      "\t\t\t1243\n",
      "\t\t\t829\n",
      "\t\t\t1513\n",
      "\t\t\t1207\n",
      "\t\t\t955\n",
      "\t\t\t2767\n",
      "\t\t\t1691\n",
      "\t\t\t3002\n",
      "\t\t\t2374\n",
      "\t\t\t1753\n",
      "\t\t\t806\n",
      "\t\t\t2110\n",
      "\t\t\t1400\n",
      "\t\t\t2216\n",
      "\t\t\t1240\n",
      "\t\t\t1523\n",
      "\t\t\t64\n",
      "\t\t\t2273\n",
      "\t\t\t106\n",
      "\t\t\t2092\n",
      "\t\t\t1787\n",
      "\t\t\t2384\n",
      "\t\t\t890\n",
      "\t\t\t2108\n",
      "\t\t\t637\n",
      "\t\t\t1625\n",
      "\t\t\t1045\n",
      "\t\t\t3005\n",
      "\t\t\t2986\n",
      "\t\t\t641\n",
      "\t\t\t1739\n",
      "\t\t\t1012\n",
      "\t\t\t2975\n",
      "\t\t\t2840\n",
      "\t\t\t1801\n",
      "\t\t\t2212\n",
      "\t\t\t2093\n",
      "\t\t\t1085\n",
      "\t\t\t2815\n",
      "\t\t\t2764\n",
      "\t\t\t1016\n",
      "\t\t\t2296\n",
      "\t\t\t28\n",
      "\t\t\t2507\n",
      "\t\t\t1735\n",
      "\t\t\t2926\n",
      "\t\t\t1115\n",
      "\t\t\t1922\n",
      "\t\t\t992\n",
      "\t\t\t2405\n",
      "\t\t\t1846\n",
      "\t\t\t3034\n",
      "\t\t\t4\n",
      "\t\t\t433\n",
      "\t\t\t134\n",
      "\t\t\t386\n",
      "\t\t\t2855\n",
      "\t\t\t2914\n",
      "\t\t\t1475\n",
      "\tnr_sets: 1\n",
      "s_helper: None\n",
      "metadata_attack (dict, size: 22)\n",
      "\tformat: rawe2\n",
      "\tmachinefmt: <\n",
      "\tnr_trials: 786432\n",
      "\tnr_groups: 256\n",
      "\tnr_points: 2500\n",
      "\txfmt: int16\n",
      "\tsamplingrate: 250000007.07048306\n",
      "\tfclock: 1000000.0\n",
      "\ttscale: 3.999999886872274e-09\n",
      "\ttoffset: 6.500000028281932e-06\n",
      "\tvscale: 1.5625000742147677e-06\n",
      "\tvoffset: 0.03500000387430191\n",
      "\trvalue: 10.0\n",
      "\tdccoupling: 1\n",
      "\tnr_bytes: 8\n",
      "\tbfmt: uint8\n",
      "\taddress: 8224\n",
      "\trifmt: uint8\n",
      "\tridxoffset: 136\n",
      "\txoffset: 144\n",
      "\tboffset: 3932160144\n",
      "\troffset: 3938451600\n",
      "idx_attack (list, size: 1024)\n",
      "\t3\n",
      "\t6\n",
      "\t9\n",
      "\t12\n",
      "\t15\n",
      "\t18\n",
      "\t21\n",
      "\t24\n",
      "\t27\n",
      "\t30\n",
      "\t33\n",
      "\t36\n",
      "\t39\n",
      "\t42\n",
      "\t45\n",
      "\t48\n",
      "\t51\n",
      "\t54\n",
      "\t57\n",
      "\t60\n",
      "\t63\n",
      "\t66\n",
      "\t69\n",
      "\t72\n",
      "\t75\n",
      "\t78\n",
      "\t81\n",
      "\t84\n",
      "\t87\n",
      "\t90\n",
      "\t93\n",
      "\t96\n",
      "\t99\n",
      "\t102\n",
      "\t105\n",
      "\t108\n",
      "\t111\n",
      "\t114\n",
      "\t117\n",
      "\t120\n",
      "\t123\n",
      "\t126\n",
      "\t129\n",
      "\t132\n",
      "\t135\n",
      "\t138\n",
      "\t141\n",
      "\t144\n",
      "\t147\n",
      "\t150\n",
      "\t153\n",
      "\t156\n",
      "\t159\n",
      "\t162\n",
      "\t165\n",
      "\t168\n",
      "\t171\n",
      "\t174\n",
      "\t177\n",
      "\t180\n",
      "\t183\n",
      "\t186\n",
      "\t189\n",
      "\t192\n",
      "\t195\n",
      "\t198\n",
      "\t201\n",
      "\t204\n",
      "\t207\n",
      "\t210\n",
      "\t213\n",
      "\t216\n",
      "\t219\n",
      "\t222\n",
      "\t225\n",
      "\t228\n",
      "\t231\n",
      "\t234\n",
      "\t237\n",
      "\t240\n",
      "\t243\n",
      "\t246\n",
      "\t249\n",
      "\t252\n",
      "\t255\n",
      "\t258\n",
      "\t261\n",
      "\t264\n",
      "\t267\n",
      "\t270\n",
      "\t273\n",
      "\t276\n",
      "\t279\n",
      "\t282\n",
      "\t285\n",
      "\t288\n",
      "\t291\n",
      "\t294\n",
      "\t297\n",
      "\t300\n",
      "\t303\n",
      "\t306\n",
      "\t309\n",
      "\t312\n",
      "\t315\n",
      "\t318\n",
      "\t321\n",
      "\t324\n",
      "\t327\n",
      "\t330\n",
      "\t333\n",
      "\t336\n",
      "\t339\n",
      "\t342\n",
      "\t345\n",
      "\t348\n",
      "\t351\n",
      "\t354\n",
      "\t357\n",
      "\t360\n",
      "\t363\n",
      "\t366\n",
      "\t369\n",
      "\t372\n",
      "\t375\n",
      "\t378\n",
      "\t381\n",
      "\t384\n",
      "\t387\n",
      "\t390\n",
      "\t393\n",
      "\t396\n",
      "\t399\n",
      "\t402\n",
      "\t405\n",
      "\t408\n",
      "\t411\n",
      "\t414\n",
      "\t417\n",
      "\t420\n",
      "\t423\n",
      "\t426\n",
      "\t429\n",
      "\t432\n",
      "\t435\n",
      "\t438\n",
      "\t441\n",
      "\t444\n",
      "\t447\n",
      "\t450\n",
      "\t453\n",
      "\t456\n",
      "\t459\n",
      "\t462\n",
      "\t465\n",
      "\t468\n",
      "\t471\n",
      "\t474\n",
      "\t477\n",
      "\t480\n",
      "\t483\n",
      "\t486\n",
      "\t489\n",
      "\t492\n",
      "\t495\n",
      "\t498\n",
      "\t501\n",
      "\t504\n",
      "\t507\n",
      "\t510\n",
      "\t513\n",
      "\t516\n",
      "\t519\n",
      "\t522\n",
      "\t525\n",
      "\t528\n",
      "\t531\n",
      "\t534\n",
      "\t537\n",
      "\t540\n",
      "\t543\n",
      "\t546\n",
      "\t549\n",
      "\t552\n",
      "\t555\n",
      "\t558\n",
      "\t561\n",
      "\t564\n",
      "\t567\n",
      "\t570\n",
      "\t573\n",
      "\t576\n",
      "\t579\n",
      "\t582\n",
      "\t585\n",
      "\t588\n",
      "\t591\n",
      "\t594\n",
      "\t597\n",
      "\t600\n",
      "\t603\n",
      "\t606\n",
      "\t609\n",
      "\t612\n",
      "\t615\n",
      "\t618\n",
      "\t621\n",
      "\t624\n",
      "\t627\n",
      "\t630\n",
      "\t633\n",
      "\t636\n",
      "\t639\n",
      "\t642\n",
      "\t645\n",
      "\t648\n",
      "\t651\n",
      "\t654\n",
      "\t657\n",
      "\t660\n",
      "\t663\n",
      "\t666\n",
      "\t669\n",
      "\t672\n",
      "\t675\n",
      "\t678\n",
      "\t681\n",
      "\t684\n",
      "\t687\n",
      "\t690\n",
      "\t693\n",
      "\t696\n",
      "\t699\n",
      "\t702\n",
      "\t705\n",
      "\t708\n",
      "\t711\n",
      "\t714\n",
      "\t717\n",
      "\t720\n",
      "\t723\n",
      "\t726\n",
      "\t729\n",
      "\t732\n",
      "\t735\n",
      "\t738\n",
      "\t741\n",
      "\t744\n",
      "\t747\n",
      "\t750\n",
      "\t753\n",
      "\t756\n",
      "\t759\n",
      "\t762\n",
      "\t765\n",
      "\t768\n",
      "\t771\n",
      "\t774\n",
      "\t777\n",
      "\t780\n",
      "\t783\n",
      "\t786\n",
      "\t789\n",
      "\t792\n",
      "\t795\n",
      "\t798\n",
      "\t801\n",
      "\t804\n",
      "\t807\n",
      "\t810\n",
      "\t813\n",
      "\t816\n",
      "\t819\n",
      "\t822\n",
      "\t825\n",
      "\t828\n",
      "\t831\n",
      "\t834\n",
      "\t837\n",
      "\t840\n",
      "\t843\n",
      "\t846\n",
      "\t849\n",
      "\t852\n",
      "\t855\n",
      "\t858\n",
      "\t861\n",
      "\t864\n",
      "\t867\n",
      "\t870\n",
      "\t873\n",
      "\t876\n",
      "\t879\n",
      "\t882\n",
      "\t885\n",
      "\t888\n",
      "\t891\n",
      "\t894\n",
      "\t897\n",
      "\t900\n",
      "\t903\n",
      "\t906\n",
      "\t909\n",
      "\t912\n",
      "\t915\n",
      "\t918\n",
      "\t921\n",
      "\t924\n",
      "\t927\n",
      "\t930\n",
      "\t933\n",
      "\t936\n",
      "\t939\n",
      "\t942\n",
      "\t945\n",
      "\t948\n",
      "\t951\n",
      "\t954\n",
      "\t957\n",
      "\t960\n",
      "\t963\n",
      "\t966\n",
      "\t969\n",
      "\t972\n",
      "\t975\n",
      "\t978\n",
      "\t981\n",
      "\t984\n",
      "\t987\n",
      "\t990\n",
      "\t993\n",
      "\t996\n",
      "\t999\n",
      "\t1002\n",
      "\t1005\n",
      "\t1008\n",
      "\t1011\n",
      "\t1014\n",
      "\t1017\n",
      "\t1020\n",
      "\t1023\n",
      "\t1026\n",
      "\t1029\n",
      "\t1032\n",
      "\t1035\n",
      "\t1038\n",
      "\t1041\n",
      "\t1044\n",
      "\t1047\n",
      "\t1050\n",
      "\t1053\n",
      "\t1056\n",
      "\t1059\n",
      "\t1062\n",
      "\t1065\n",
      "\t1068\n",
      "\t1071\n",
      "\t1074\n",
      "\t1077\n",
      "\t1080\n",
      "\t1083\n",
      "\t1086\n",
      "\t1089\n",
      "\t1092\n",
      "\t1095\n",
      "\t1098\n",
      "\t1101\n",
      "\t1104\n",
      "\t1107\n",
      "\t1110\n",
      "\t1113\n",
      "\t1116\n",
      "\t1119\n",
      "\t1122\n",
      "\t1125\n",
      "\t1128\n",
      "\t1131\n",
      "\t1134\n",
      "\t1137\n",
      "\t1140\n",
      "\t1143\n",
      "\t1146\n",
      "\t1149\n",
      "\t1152\n",
      "\t1155\n",
      "\t1158\n",
      "\t1161\n",
      "\t1164\n",
      "\t1167\n",
      "\t1170\n",
      "\t1173\n",
      "\t1176\n",
      "\t1179\n",
      "\t1182\n",
      "\t1185\n",
      "\t1188\n",
      "\t1191\n",
      "\t1194\n",
      "\t1197\n",
      "\t1200\n",
      "\t1203\n",
      "\t1206\n",
      "\t1209\n",
      "\t1212\n",
      "\t1215\n",
      "\t1218\n",
      "\t1221\n",
      "\t1224\n",
      "\t1227\n",
      "\t1230\n",
      "\t1233\n",
      "\t1236\n",
      "\t1239\n",
      "\t1242\n",
      "\t1245\n",
      "\t1248\n",
      "\t1251\n",
      "\t1254\n",
      "\t1257\n",
      "\t1260\n",
      "\t1263\n",
      "\t1266\n",
      "\t1269\n",
      "\t1272\n",
      "\t1275\n",
      "\t1278\n",
      "\t1281\n",
      "\t1284\n",
      "\t1287\n",
      "\t1290\n",
      "\t1293\n",
      "\t1296\n",
      "\t1299\n",
      "\t1302\n",
      "\t1305\n",
      "\t1308\n",
      "\t1311\n",
      "\t1314\n",
      "\t1317\n",
      "\t1320\n",
      "\t1323\n",
      "\t1326\n",
      "\t1329\n",
      "\t1332\n",
      "\t1335\n",
      "\t1338\n",
      "\t1341\n",
      "\t1344\n",
      "\t1347\n",
      "\t1350\n",
      "\t1353\n",
      "\t1356\n",
      "\t1359\n",
      "\t1362\n",
      "\t1365\n",
      "\t1368\n",
      "\t1371\n",
      "\t1374\n",
      "\t1377\n",
      "\t1380\n",
      "\t1383\n",
      "\t1386\n",
      "\t1389\n",
      "\t1392\n",
      "\t1395\n",
      "\t1398\n",
      "\t1401\n",
      "\t1404\n",
      "\t1407\n",
      "\t1410\n",
      "\t1413\n",
      "\t1416\n",
      "\t1419\n",
      "\t1422\n",
      "\t1425\n",
      "\t1428\n",
      "\t1431\n",
      "\t1434\n",
      "\t1437\n",
      "\t1440\n",
      "\t1443\n",
      "\t1446\n",
      "\t1449\n",
      "\t1452\n",
      "\t1455\n",
      "\t1458\n",
      "\t1461\n",
      "\t1464\n",
      "\t1467\n",
      "\t1470\n",
      "\t1473\n",
      "\t1476\n",
      "\t1479\n",
      "\t1482\n",
      "\t1485\n",
      "\t1488\n",
      "\t1491\n",
      "\t1494\n",
      "\t1497\n",
      "\t1500\n",
      "\t1503\n",
      "\t1506\n",
      "\t1509\n",
      "\t1512\n",
      "\t1515\n",
      "\t1518\n",
      "\t1521\n",
      "\t1524\n",
      "\t1527\n",
      "\t1530\n",
      "\t1533\n",
      "\t1536\n",
      "\t1539\n",
      "\t1542\n",
      "\t1545\n",
      "\t1548\n",
      "\t1551\n",
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      "\t1557\n",
      "\t1560\n",
      "\t1563\n",
      "\t1566\n",
      "\t1569\n",
      "\t1572\n",
      "\t1575\n",
      "\t1578\n",
      "\t1581\n",
      "\t1584\n",
      "\t1587\n",
      "\t1590\n",
      "\t1593\n",
      "\t1596\n",
      "\t1599\n",
      "\t1602\n",
      "\t1605\n",
      "\t1608\n",
      "\t1611\n",
      "\t1614\n",
      "\t1617\n",
      "\t1620\n",
      "\t1623\n",
      "\t1626\n",
      "\t1629\n",
      "\t1632\n",
      "\t1635\n",
      "\t1638\n",
      "\t1641\n",
      "\t1644\n",
      "\t1647\n",
      "\t1650\n",
      "\t1653\n",
      "\t1656\n",
      "\t1659\n",
      "\t1662\n",
      "\t1665\n",
      "\t1668\n",
      "\t1671\n",
      "\t1674\n",
      "\t1677\n",
      "\t1680\n",
      "\t1683\n",
      "\t1686\n",
      "\t1689\n",
      "\t1692\n",
      "\t1695\n",
      "\t1698\n",
      "\t1701\n",
      "\t1704\n",
      "\t1707\n",
      "\t1710\n",
      "\t1713\n",
      "\t1716\n",
      "\t1719\n",
      "\t1722\n",
      "\t1725\n",
      "\t1728\n",
      "\t1731\n",
      "\t1734\n",
      "\t1737\n",
      "\t1740\n",
      "\t1743\n",
      "\t1746\n",
      "\t1749\n",
      "\t1752\n",
      "\t1755\n",
      "\t1758\n",
      "\t1761\n",
      "\t1764\n",
      "\t1767\n",
      "\t1770\n",
      "\t1773\n",
      "\t1776\n",
      "\t1779\n",
      "\t1782\n",
      "\t1785\n",
      "\t1788\n",
      "\t1791\n",
      "\t1794\n",
      "\t1797\n",
      "\t1800\n",
      "\t1803\n",
      "\t1806\n",
      "\t1809\n",
      "\t1812\n",
      "\t1815\n",
      "\t1818\n",
      "\t1821\n",
      "\t1824\n",
      "\t1827\n",
      "\t1830\n",
      "\t1833\n",
      "\t1836\n",
      "\t1839\n",
      "\t1842\n",
      "\t1845\n",
      "\t1848\n",
      "\t1851\n",
      "\t1854\n",
      "\t1857\n",
      "\t1860\n",
      "\t1863\n",
      "\t1866\n",
      "\t1869\n",
      "\t1872\n",
      "\t1875\n",
      "\t1878\n",
      "\t1881\n",
      "\t1884\n",
      "\t1887\n",
      "\t1890\n",
      "\t1893\n",
      "\t1896\n",
      "\t1899\n",
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      "bytes (list, size: 256)\n",
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      "\t254\n",
      "\t255\n",
      "atype: boffset\n",
      "cmethod: LDA\n",
      "cparams (dict, size: 2)\n",
      "\tlda_dimensions: 4\n",
      "\tlda_threshold: 0.95\n",
      "discriminant: linearnocov\n",
      "rand_iter: 10\n",
      "nr_traces_vec (list, size: 22)\n",
      "\t1\n",
      "\t2\n",
      "\t3\n",
      "\t4\n",
      "\t5\n",
      "\t6\n",
      "\t7\n",
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      "\t90\n",
      "\t100\n",
      "\t200\n",
      "\t500\n",
      "\t1000\n",
      "eparams (dict, size: 0)\n",
      "M: (ndarray, shape: (256, 2500))\n",
      "\t[[-28228.68952326 -23365.45752326 -18538.06552326 ... -29132.62552326\n",
      "\t  -29045.32952326 -28832.84952326]\n",
      "\t [-25158.10562432 -20033.75362432 -15514.07362432 ... -26065.88162432\n",
      "\t  -25938.39362432 -25639.64162432]\n",
      "\t [-18493.33528677 -13331.35128677  -8768.91928677 ... -19406.23128677\n",
      "\t  -19282.07128677 -19034.51928677]\n",
      "\t ...\n",
      "\t [-28819.88690988 -23631.02290988 -19230.38290988 ... -29823.15090988\n",
      "\t  -29670.06290988 -29332.65490988]\n",
      "\t [-20569.11974176 -15422.23974176 -10972.95974176 ... -21422.87974176\n",
      "\t  -21294.11174176 -21248.03174176]\n",
      "\t [-22710.97092823 -17596.34692823 -13046.97092823 ... -23607.73892823\n",
      "\t  -23536.05892823 -23314.36292823]]\n",
      "B: (ndarray, shape: (2500, 2500))\n",
      "\t[[4.59147159e+09 4.57742950e+09 4.59017158e+09 ... 4.59153394e+09\n",
      "\t  4.59547356e+09 4.59086584e+09]\n",
      "\t [4.57742950e+09 4.56754280e+09 4.57673050e+09 ... 4.57784773e+09\n",
      "\t  4.58183068e+09 4.57731785e+09]\n",
      "\t [4.59017158e+09 4.57673050e+09 4.58993312e+09 ... 4.59071475e+09\n",
      "\t  4.59473694e+09 4.59015500e+09]\n",
      "\t ...\n",
      "\t [4.59153394e+09 4.57784773e+09 4.59071475e+09 ... 4.59282199e+09\n",
      "\t  4.59617700e+09 4.59154982e+09]\n",
      "\t [4.59547356e+09 4.58183068e+09 4.59473694e+09 ... 4.59617700e+09\n",
      "\t  4.60063788e+09 4.59558274e+09]\n",
      "\t [4.59086584e+09 4.57731785e+09 4.59015500e+09 ... 4.59154982e+09\n",
      "\t  4.59558274e+09 4.59147326e+09]]\n",
      "W: (ndarray, shape: (2500, 2500))\n",
      "\t[[4.26270268e+11 1.93545682e+11 4.19329390e+10 ... 1.70970903e+10\n",
      "\t  1.76362426e+10 9.93779555e+09]\n",
      "\t [1.93545682e+11 2.36767200e+12 2.33888685e+11 ... 2.63283358e+10\n",
      "\t  4.22057163e+10 6.41773292e+10]\n",
      "\t [4.19329390e+10 2.33888685e+11 4.36163831e+11 ... 2.02739230e+10\n",
      "\t  8.44824143e+09 1.93054204e+10]\n",
      "\t ...\n",
      "\t [1.70970903e+10 2.63283358e+10 2.02739230e+10 ... 4.00245571e+11\n",
      "\t  5.61749551e+09 2.42908451e+10]\n",
      "\t [1.76362426e+10 4.22057163e+10 8.44824143e+09 ... 5.61749551e+09\n",
      "\t  4.01287261e+11 6.28030086e+09]\n",
      "\t [9.93779555e+09 6.41773292e+10 1.93054204e+10 ... 2.42908451e+10\n",
      "\t  6.28030086e+09 4.02102421e+11]]\n",
      "handle_prepare: <function prepare_data_template_pca_v2 at 0x117bdc7c0>\n",
      "pp1: (ndarray, shape: (2500, 4))\n",
      "\t[[-8.31072214e-06 -2.66305132e-06 -2.28442731e-07  2.78575827e-06]\n",
      "\t [-6.24028548e-06 -3.61264495e-06  5.15604307e-06  3.45760761e-06]\n",
      "\t [-7.18970898e-06  3.03631878e-06 -1.89686004e-06  7.31385678e-06]\n",
      "\t ...\n",
      "\t [-4.96913749e-06 -4.45987652e-06  2.39585209e-06  5.11135190e-07]\n",
      "\t [-2.48457672e-06 -3.89462515e-07 -1.08310389e-06 -4.18844249e-06]\n",
      "\t [-5.88742235e-06 -3.66042795e-07 -1.01985110e-06 -5.55366439e-06]]\n",
      "pp2: (ndarray, shape: (2500,))\n",
      "\t[-24629.89015834 -19444.44515834 -14903.83115834 ... -25512.03015834\n",
      "\t -25397.08515834 -25170.66215834]\n",
      "pp3: None\n",
      "pp4: None\n",
      "pp5: None\n",
      "success_info (dict, size: 2)\n",
      "\tdepth (dict, size: 2)\n",
      "\t\tavg (dict, size: 22)\n",
      "\t\t\tgroup1: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[ 2.  1.  1. ...  1.  1.  1.]\n",
      "\t\t\t\t [ 3.  3.  2. ...  3.  7.  1.]\n",
      "\t\t\t\t [ 1.  1.  1. ...  6.  3.  3.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [ 2. 25.  7. ...  5. 46.  7.]\n",
      "\t\t\t\t [ 1.  1.  7. ...  3.  8.  3.]\n",
      "\t\t\t\t [ 1.  1.  1. ...  2.  6.  1.]]\n",
      "\t\t\tgroup2: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[3. 2. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 3. 2. ... 2. 2. 4.]\n",
      "\t\t\t\t [1. 1. 2. ... 8. 4. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [3. 3. 5. ... 2. 2. 4.]\n",
      "\t\t\t\t [3. 4. 4. ... 4. 3. 3.]\n",
      "\t\t\t\t [1. 2. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup3: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [3. 4. 1. ... 3. 3. 2.]\n",
      "\t\t\t\t [2. 2. 5. ... 1. 2. 2.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [3. 2. 2. ... 4. 8. 2.]\n",
      "\t\t\t\t [5. 1. 1. ... 4. 1. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 2. 2.]]\n",
      "\t\t\tgroup4: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 3. 2. ... 1. 1. 2.]\n",
      "\t\t\t\t [8. 1. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [3. 3. 3. ... 3. 5. 3.]\n",
      "\t\t\t\t [1. 4. 1. ... 4. 3. 3.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 3. 1.]]\n",
      "\t\t\tgroup5: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 1. 2. ... 1. 2. 2.]\n",
      "\t\t\t\t [1. 3. 2. ... 2. 1. 6.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [4. 2. 2. ... 2. 4. 5.]\n",
      "\t\t\t\t [1. 2. 1. ... 4. 3. 4.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 2.]]\n",
      "\t\t\tgroup6: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [1. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [4. 2. 1. ... 1. 1. 3.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [5. 2. 3. ... 3. 3. 4.]\n",
      "\t\t\t\t [1. 3. 3. ... 1. 1. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup7: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [1. 1. 2. ... 1. 2. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 2. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [3. 2. 2. ... 3. 2. 3.]\n",
      "\t\t\t\t [3. 4. 1. ... 1. 2. 1.]\n",
      "\t\t\t\t [2. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup8: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [2. 3. 2. ... 2. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 2. 5. ... 6. 4. 2.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup9: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [1. 2. 2. ... 2. 1. 2.]\n",
      "\t\t\t\t [2. 1. 2. ... 2. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 3. 2. ... 3. 3. 3.]\n",
      "\t\t\t\t [1. 5. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup10: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [3. 1. 2. ... 2. 2. 1.]\n",
      "\t\t\t\t [1. 3. 2. ... 2. 2. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 3. 3. ... 3. 3. 3.]\n",
      "\t\t\t\t [2. 3. 2. ... 3. 3. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup11: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [1. 2. 2. ... 1. 1. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 3. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [3. 3. 3. ... 2. 2. 3.]\n",
      "\t\t\t\t [2. 3. 4. ... 2. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup12: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 2. 1. ... 2. 2. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 2. 3. ... 2. 2. 2.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 1. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup13: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 2. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 2. 3. ... 2. 3. 3.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup14: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 1. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 3. 2. ... 2. 3. 2.]\n",
      "\t\t\t\t [2. 1. 2. ... 2. 3. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup15: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 2. 2. ... 3. 2. 2.]\n",
      "\t\t\t\t [2. 1. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup16: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 1. 2. ... 1. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [3. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [2. 1. 2. ... 2. 1. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup17: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [1. 2. 2. ... 2. 2. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 2. 2. ... 3. 2. 2.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup18: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 1. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 3.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup19: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 1. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup20: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 1. 1. ... 2. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup21: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [1. 1. 2. ... 2. 1. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup22: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 2. 2. ... 1. 2. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\tjoint (dict, size: 22)\n",
      "\t\t\tgroup1: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[ 2.  1.  1. ...  1.  1.  1.]\n",
      "\t\t\t\t [ 3.  3.  2. ...  3.  7.  1.]\n",
      "\t\t\t\t [ 1.  1.  1. ...  6.  3.  3.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [ 2. 25.  7. ...  5. 46.  7.]\n",
      "\t\t\t\t [ 1.  1.  7. ...  3.  8.  3.]\n",
      "\t\t\t\t [ 1.  1.  1. ...  2.  6.  1.]]\n",
      "\t\t\tgroup2: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[3. 2. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 3. 2. ... 2. 2. 4.]\n",
      "\t\t\t\t [1. 1. 2. ... 8. 4. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [3. 3. 5. ... 2. 2. 4.]\n",
      "\t\t\t\t [3. 4. 4. ... 4. 3. 3.]\n",
      "\t\t\t\t [1. 2. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup3: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [3. 4. 1. ... 3. 3. 2.]\n",
      "\t\t\t\t [2. 2. 5. ... 1. 2. 2.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [3. 2. 2. ... 4. 8. 2.]\n",
      "\t\t\t\t [5. 1. 1. ... 4. 1. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 2. 2.]]\n",
      "\t\t\tgroup4: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 3. 2. ... 1. 1. 2.]\n",
      "\t\t\t\t [8. 1. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [3. 3. 3. ... 3. 5. 3.]\n",
      "\t\t\t\t [1. 4. 1. ... 4. 3. 3.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 3. 1.]]\n",
      "\t\t\tgroup5: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 1. 2. ... 1. 2. 2.]\n",
      "\t\t\t\t [1. 3. 2. ... 2. 1. 6.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [4. 2. 2. ... 2. 4. 5.]\n",
      "\t\t\t\t [1. 2. 1. ... 4. 3. 4.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 2.]]\n",
      "\t\t\tgroup6: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [1. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [4. 2. 1. ... 1. 1. 3.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [5. 2. 3. ... 3. 3. 4.]\n",
      "\t\t\t\t [1. 3. 3. ... 1. 1. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup7: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [1. 1. 2. ... 1. 2. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 2. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [3. 2. 2. ... 3. 2. 3.]\n",
      "\t\t\t\t [3. 4. 1. ... 1. 2. 1.]\n",
      "\t\t\t\t [2. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup8: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [2. 3. 2. ... 2. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 2. 5. ... 6. 4. 2.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup9: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [1. 2. 2. ... 2. 1. 2.]\n",
      "\t\t\t\t [2. 1. 2. ... 2. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 3. 2. ... 3. 3. 3.]\n",
      "\t\t\t\t [1. 5. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup10: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [3. 1. 2. ... 2. 2. 1.]\n",
      "\t\t\t\t [1. 3. 2. ... 2. 2. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 3. 3. ... 3. 3. 3.]\n",
      "\t\t\t\t [2. 3. 2. ... 3. 3. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup11: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [1. 2. 2. ... 1. 1. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 3. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [3. 3. 3. ... 2. 2. 3.]\n",
      "\t\t\t\t [2. 3. 4. ... 2. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup12: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 2. 1. ... 2. 2. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 2. 3. ... 2. 2. 2.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 1. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup13: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 2. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 2. 3. ... 2. 3. 3.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup14: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 1. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 3. 2. ... 2. 3. 2.]\n",
      "\t\t\t\t [2. 1. 2. ... 2. 3. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup15: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 2. 2. ... 3. 2. 2.]\n",
      "\t\t\t\t [2. 1. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup16: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 1. 2. ... 1. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [3. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [2. 1. 2. ... 2. 1. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup17: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [1. 2. 2. ... 2. 2. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 2. 2. ... 3. 2. 2.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup18: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 1. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 3.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup19: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 1. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup20: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 1. 1. ... 2. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup21: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [1. 1. 2. ... 2. 1. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\t\t\tgroup22: (ndarray, shape: (256, 10))\n",
      "\t\t\t\t[[1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t [2. 2. 2. ... 1. 2. 1.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]\n",
      "\t\t\t\t ...\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [2. 2. 2. ... 2. 2. 2.]\n",
      "\t\t\t\t [1. 1. 1. ... 1. 1. 1.]]\n",
      "\trindex (dict, size: 22)\n",
      "\t\tgroup1: (ndarray, shape: (1, 10))\n",
      "\t\t\t[[540 641 113  87 970 114 695 103 198 694]]\n",
      "\t\tgroup2: (ndarray, shape: (2, 10))\n",
      "\t\t\t[[924 819 959 290 681 778 279 796 568 250]\n",
      "\t\t\t [ 17 497 668 747 832 628 632 161 316 942]]\n",
      "\t\tgroup3: (ndarray, shape: (3, 10))\n",
      "\t\t\t[[672 192  82 708  23 984 327  97 714  18]\n",
      "\t\t\t [672  86 968 107 394 643 648 474 306 820]\n",
      "\t\t\t [317 993 720  24 354 525 798 855 236 671]]\n",
      "\t\tgroup4: (ndarray, shape: (4, 10))\n",
      "\t\t\t[[ 618  211  332   44  253  907  240  990  973  703]\n",
      "\t\t\t [1021  118  780  165  556  628    5  368   29  189]\n",
      "\t\t\t [ 892  523  235  714  525  644   88  923  312  305]\n",
      "\t\t\t [ 178  559   56  507  796  810  436  339  450  710]]\n",
      "\t\tgroup5: (ndarray, shape: (5, 10))\n",
      "\t\t\t[[ 626  917  182  614  678  763   50  328  201  370]\n",
      "\t\t\t [ 558  481  818  938  961  424  467   23  534  315]\n",
      "\t\t\t [ 742  817  793 1005  408  764  936  748  198  487]\n",
      "\t\t\t [ 247  778  825  821  888  183  714  105   31 1011]\n",
      "\t\t\t [ 763  624  339  271  444  744   27  477    7  441]]\n",
      "\t\tgroup6: (ndarray, shape: (6, 10))\n",
      "\t\t\t[[333   9 736  30 730  54 223 592 962 515]\n",
      "\t\t\t [111 874 660 379  93 628 624 497 832  90]\n",
      "\t\t\t [835 689 234 612 488 201 577 524 992 101]\n",
      "\t\t\t [381 215 590 557 285 592 647 463 244 182]\n",
      "\t\t\t [348 256 861 636 971 364 440 466 738 461]\n",
      "\t\t\t [928 912 626 995 690 973 985 501 884 364]]\n",
      "\t\tgroup7: (ndarray, shape: (7, 10))\n",
      "\t\t\t[[ 138  211  143  951   24  112  358  385  539  114]\n",
      "\t\t\t [ 597  778  504  653  496  322  583  916  485  483]\n",
      "\t\t\t [ 388  984  423  766  186  967  967  184  103  248]\n",
      "\t\t\t [ 417  405  361 1001  890  740  581  264  859  538]\n",
      "\t\t\t [ 921  253  878  425  772  256  934  425  322  619]\n",
      "\t\t\t [ 476  442   62  946  859  305  227 1014  374  474]\n",
      "\t\t\t [ 865  299   59  684  634  931  156  554  513  976]]\n",
      "\t\tgroup8: (ndarray, shape: (8, 10))\n",
      "\t\t\t[[ 343  909  105  112 1017  112  266  191  487   40]\n",
      "\t\t\t [ 308  319  821  944  691  476   52   51  984    0]\n",
      "\t\t\t [ 112  421 1019  780  582  338   63  292  135  524]\n",
      "\t\t\t [ 461  318  461  969  432  291  523  402  304  406]\n",
      "\t\t\t [ 912  132  994  156  673  969  956  570  268  287]\n",
      "\t\t\t [ 766  899  212  946  978  577  478  558  641  457]\n",
      "\t\t\t [ 955  969  185  465  563  913  940  993  798  421]\n",
      "\t\t\t [ 845  297  111 1022  210   17  464   32  521  663]]\n",
      "\t\tgroup9: (ndarray, shape: (9, 10))\n",
      "\t\t\t[[ 822  602  584  423  265  660  132  561  578  711]\n",
      "\t\t\t [ 675  112  822   70  267  697  537  810  448   13]\n",
      "\t\t\t [ 632  855   62  707  928  806  319   26  393  161]\n",
      "\t\t\t [ 725  895  634  562  941  970  351  547    9  836]\n",
      "\t\t\t [ 892  452  120  249  760  799  697  995  894  590]\n",
      "\t\t\t [ 210  186   99  901   67  405  598  908   33  299]\n",
      "\t\t\t [1017  649  433  689  946  580  353  607  186  805]\n",
      "\t\t\t [ 444  317  740  189  604  686  701  612  119  233]\n",
      "\t\t\t [ 136  965  857  104  552  175   27  487  603  913]]\n",
      "\t\tgroup10: (ndarray, shape: (10, 10))\n",
      "\t\t\t[[  37  535  588  685  274  151  129  332  845  832]\n",
      "\t\t\t [ 164  511  929   57   68   46  187 1014   96  544]\n",
      "\t\t\t [ 491  132  398  710  589  920   26  271  369    3]\n",
      "\t\t\t [ 723  221  440  551  301  931  821  675  474  105]\n",
      "\t\t\t [ 561  617  494  392  518  886  396  218  117  133]\n",
      "\t\t\t [ 374  486  671  358  413  390  851  263 1022  586]\n",
      "\t\t\t [ 580  163  601  942  820   66  449  973  691  930]\n",
      "\t\t\t [ 353  394   57  341  632  204  737  903  805  994]\n",
      "\t\t\t [ 977  458  482   14  963  460  677  625  616 1012]\n",
      "\t\t\t [ 188  689  897  123  986  887  802  662  335   68]]\n",
      "\t\tgroup11: (ndarray, shape: (20, 10))\n",
      "\t\t\t[[  18  909  844  921  855  763   91  269  886   63]\n",
      "\t\t\t [ 517  747  183    5  145  741   49  145  699  780]\n",
      "\t\t\t [ 683  853  474  862  924   40  613  135  585  569]\n",
      "\t\t\t [ 384  310  872  340  987  281  167  925  159  140]\n",
      "\t\t\t [ 387  323  163  808  750  582  676  355  725  141]\n",
      "\t\t\t [ 244  368  663 1014  857  751   58  871  903  996]\n",
      "\t\t\t [   5  912  291  134  332  633  308  809  493 1010]\n",
      "\t\t\t [ 279  637  907  180  964  392  521  873  327  197]\n",
      "\t\t\t [ 885  977   63  881  619  642  872  416  416  313]\n",
      "\t\t\t [ 341  225  781  598  938  326   13  917  169  526]\n",
      "\t\t\t [ 689 1019  586  850  265  577  138  915  230  326]\n",
      "\t\t\t [ 858  627  875  965    9  931  170  346  551  342]\n",
      "\t\t\t [ 102  869  195  831   20  227  950  124  397  646]\n",
      "\t\t\t [1014  561  735  756  477  257  736  411  620  480]\n",
      "\t\t\t [ 516  530 1023  864  416  897  936  480  905  206]\n",
      "\t\t\t [ 987  266  267  642  923  896  944  378  442  498]\n",
      "\t\t\t [ 541  751  129  561  893  595  851  536   64  677]\n",
      "\t\t\t [ 673  752  279  422 1004  552   15  504  541  335]\n",
      "\t\t\t [ 123  689  794  415  877   42  321  139  719  870]\n",
      "\t\t\t [  71  780  770  967 1000 1013  657  614  823  394]]\n",
      "\t\tgroup12: (ndarray, shape: (30, 10))\n",
      "\t\t\t[[  34  527  108  306  125  383  513  595  925  373]\n",
      "\t\t\t [ 782  573  398  966  647  350  869  602  400   79]\n",
      "\t\t\t [ 811  986  667    0   37  823  479  432  395  418]\n",
      "\t\t\t [ 781  407  991  798   20    5  170  355  539 1005]\n",
      "\t\t\t [1012  948  921  674  467  633  858  712  542  868]\n",
      "\t\t\t [ 401  215  863  373 1009  368  697  331  322  455]\n",
      "\t\t\t [  92  236  665  643  271  517  366  241  953  214]\n",
      "\t\t\t [ 744  740  364  359  418  353  615   96  172  804]\n",
      "\t\t\t [ 162  664  808   56  574  800  402  923  327  167]\n",
      "\t\t\t [ 832   80  603   75  365  509  402  961   45  709]\n",
      "\t\t\t [ 730  664  548  910  534  706  778  895  768  778]\n",
      "\t\t\t [ 940  775  603  934  177   29  288  743  962  419]\n",
      "\t\t\t [ 156  688  939  622  756  493  716  696  917  958]\n",
      "\t\t\t [ 996  292  623  684  197   50  341  941  999  432]\n",
      "\t\t\t [ 429  702   31  916  962  920  771  528  286  882]\n",
      "\t\t\t [ 735  618   49  886  540  239  919  792  470  255]\n",
      "\t\t\t [ 399  572  307  142  744  320  871  560  431  965]\n",
      "\t\t\t [ 743  938  585  919  732  139  967  506  542  623]\n",
      "\t\t\t [ 764 1020  521   68  755  740  198   99  779  918]\n",
      "\t\t\t [ 529  731  129  672   88   14  613  991  965  168]\n",
      "\t\t\t [ 637  767  420  765  850 1010  399  669  111  379]\n",
      "\t\t\t [ 150  306  652  504  273  800  682  484  434  130]\n",
      "\t\t\t [ 459  255  259  346  493  604  654  205  636  104]\n",
      "\t\t\t [ 579  620  786   33  142  236   32  994  178  897]\n",
      "\t\t\t [1019  579  684  882  702  787  330  583  348  225]\n",
      "\t\t\t [ 259   35  218  685  275  634  271  777  104  351]\n",
      "\t\t\t [ 887  541  926  604  680   11  355  498  660  418]\n",
      "\t\t\t [ 334  160  304  379  374  467  676  440  794  675]\n",
      "\t\t\t [  23 1016  315  328  274  709  165  942  370  249]\n",
      "\t\t\t [ 684  199  531  179  606  686  721  694  617  913]]\n",
      "\t\tgroup13: (ndarray, shape: (40, 10))\n",
      "\t\t\t[[ 808   63  770  424  466  937  272  514  379  493]\n",
      "\t\t\t [ 526  647  545    7  412  755  754   79  730  500]\n",
      "\t\t\t [ 830   28   73  740  983  325  418 1018  421  961]\n",
      "\t\t\t [ 400  533  103  577  472 1013  253   69  817  853]\n",
      "\t\t\t [ 984  210  963  407  182  776  320  820  580  703]\n",
      "\t\t\t [ 756  768  572  480  152  303  397  261  710   51]\n",
      "\t\t\t [ 585  224  138  643  419  155  821  737  747   38]\n",
      "\t\t\t [ 213  385  657  158  249  821  416  205  259  723]\n",
      "\t\t\t [ 164  863  854  135  325  945 1015  416  153  496]\n",
      "\t\t\t [  39  134  472   81 1021  399 1002  853  583  754]\n",
      "\t\t\t [ 244  438  400  923  692  296   86  671  975  656]\n",
      "\t\t\t [ 958  571  458  202  240  974  596   17  512  129]\n",
      "\t\t\t [ 767  723  574  355  648  956  573  604  804  958]\n",
      "\t\t\t [ 129  405  891   65  183  655  256  641  835  959]\n",
      "\t\t\t [ 815  470  708  643  172  374  850  382  604  839]\n",
      "\t\t\t [ 361  645  206  284  975  153  704   96  123  810]\n",
      "\t\t\t [ 498  690  564  901  247   18  678  673  287  558]\n",
      "\t\t\t [ 226  242  229  236  650  586  775  441  704  970]\n",
      "\t\t\t [ 554  471  443  142  345  372  408  871  668  747]\n",
      "\t\t\t [1007  204  234  536  689  305  707  630  214 1011]\n",
      "\t\t\t [ 732  231   23  586  628  434  567  896  875  670]\n",
      "\t\t\t [ 965  757  780  984  359  116  395  901  869  140]\n",
      "\t\t\t [ 323  511   65  994  616  367  114  990   91  641]\n",
      "\t\t\t [ 962  365  282  224  609  272  914  640  949  280]\n",
      "\t\t\t [ 514  507  524  514  842  430  846  562  320  655]\n",
      "\t\t\t [ 479  723  920  145  987  161  979  925  919  287]\n",
      "\t\t\t [  62  488 1013  445  682  835  510  669  996  543]\n",
      "\t\t\t [ 940   22  855  784   83  739  925  624   76  533]\n",
      "\t\t\t [ 480  676  989  923   47  822  944  422  204  262]\n",
      "\t\t\t [ 518   20   64  477  542   57  383  725  836  512]\n",
      "\t\t\t [  28  379  932  707   88  527   65  908  394  339]\n",
      "\t\t\t [ 199  168  330  687  986  990  866    8  621  961]\n",
      "\t\t\t [1016  131  105  926  186  346  418 1022   48  350]\n",
      "\t\t\t [ 941  232  164  734  598  260  618  342  376  330]\n",
      "\t\t\t [ 623  812  713  503  783  526  508  312  164  487]\n",
      "\t\t\t [ 952  671  392  433   65  194  706  854  256  969]\n",
      "\t\t\t [  44  598  785  584   47  645  781  974  119  236]\n",
      "\t\t\t [ 801  391  894  961  111  299  244  936   95  949]\n",
      "\t\t\t [ 608  963  805  329  464  362  581  239  451  631]\n",
      "\t\t\t [ 949  793  900  597  984  648  971  222  498  611]]\n",
      "\t\tgroup14: (ndarray, shape: (50, 10))\n",
      "\t\t\t[[ 895  794  640  614  408  921  342  225  562  758]\n",
      "\t\t\t [  85  565  681   20  733  822  714   11  648  110]\n",
      "\t\t\t [ 858  582  709  689 1017  640  735  834  736  657]\n",
      "\t\t\t [ 841  583  203  690  706  271  862  884   81   23]\n",
      "\t\t\t [ 874  243  275  391  948  592  344  987  917   37]\n",
      "\t\t\t [ 693  432  612   84  820  734   55   47  102  336]\n",
      "\t\t\t [ 704  391  747  944  325   20  130  428  405  490]\n",
      "\t\t\t [ 832  764  343  591    5   62  288  750  897  398]\n",
      "\t\t\t [ 795  557  432   23  275  283  620  884  125   34]\n",
      "\t\t\t [ 213   85  583  969  151  445  216 1020  272  227]\n",
      "\t\t\t [ 776  389  702  895  174  266  284  156  846   90]\n",
      "\t\t\t [ 822   52  916  748  349  498  519  453  299  344]\n",
      "\t\t\t [ 199  309  967  951  477  776  562  461 1012  582]\n",
      "\t\t\t [ 674  957  982  964  411  354  322  536 1015  752]\n",
      "\t\t\t [ 362  265  942  273   52  131  549  816  453  626]\n",
      "\t\t\t [ 952  762  225   30  934  151  742  915  536  472]\n",
      "\t\t\t [ 530  108  458  552  856  218   38   81   14  562]\n",
      "\t\t\t [ 274  650  449   95    0  488  241 1014 1011   32]\n",
      "\t\t\t [ 764 1009   13  450  120  427  543  571  343  687]\n",
      "\t\t\t [  46  336   35  410  394  228   17  507  864  930]\n",
      "\t\t\t [ 610  289  412  587  199  954  972  869  470  818]\n",
      "\t\t\t [ 634  272  319  351  957  510  584  472  404  772]\n",
      "\t\t\t [ 408  541  401  104  575  960  331  702  516  592]\n",
      "\t\t\t [ 559  605  284  802  265  584  367  438  533  366]\n",
      "\t\t\t [ 890  385  378  425  437  412  368  797  233  709]\n",
      "\t\t\t [ 969  876  136  844  335  759   36  974  613  999]\n",
      "\t\t\t [ 562  365  510  705   94  964  362   15  874  259]\n",
      "\t\t\t [ 843   76   16  172  196    4  695  664  562  579]\n",
      "\t\t\t [ 487  299 1021   13  279  165  180  262  948  908]\n",
      "\t\t\t [ 254    4  722  592  429   80  918  826  517  127]\n",
      "\t\t\t [ 269  424 1007  533  874  575  301  312  775  759]\n",
      "\t\t\t [ 686  814  212  794  185  525  583  674   28  952]\n",
      "\t\t\t [ 606  449   43  656  723  799  810  518  740  527]\n",
      "\t\t\t [ 276  403  273   91  869  245  954   70  153  311]\n",
      "\t\t\t [ 537  487  465  610  170  214  952  290  890  114]\n",
      "\t\t\t [ 759  253  260  651  492  669  574  973  535   34]\n",
      "\t\t\t [ 427  687  430   71  548   12  963  813  685   57]\n",
      "\t\t\t [ 133  108  811  978  760  685  942  697  766  668]\n",
      "\t\t\t [ 591  766  509  806  631  834  673  170  697  838]\n",
      "\t\t\t [  18  936  157  854  488  556  513  218  603  961]\n",
      "\t\t\t [ 452  103  296  251  856  906  299   38  564  294]\n",
      "\t\t\t [ 779  112  872  352   16  443  191  918  493  150]\n",
      "\t\t\t [ 676   47  392  752  931  985  549  616  419  236]\n",
      "\t\t\t [ 430  290    1  176   12  461  185  633   62  857]\n",
      "\t\t\t [ 697 1022  194  338  214  641  322  904  999  622]\n",
      "\t\t\t [1010   96  468  474  682  748   35   65  995  910]\n",
      "\t\t\t [ 468   66  586  155  921  351  148  913  871    0]\n",
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      "\t\t\t [ 870  883  162  419  435   42  290  756  417  882]\n",
      "\t\t\t [  34 1018   44  576  291  823  682  876  889  876]\n",
      "\t\t\t [ 923  406  114  555  509  850  671  870  460  267]\n",
      "\t\t\t [ 238   92  836  758  877  275 1002  801  740  116]\n",
      "\t\t\t [ 841  161  931  427   63  943  272  381  733  271]\n",
      "\t\t\t [ 219  474  126  426  734  235  625  248  639  468]\n",
      "\t\t\t [ 770  617  194  685  548  351  915  974   75   12]\n",
      "\t\t\t [ 999   33  781  845  208  690  622  876  547   77]\n",
      "\t\t\t [ 899  603  324  535  623  507  849  938  496  323]\n",
      "\t\t\t [ 618  121  781  453   28  553  611  170  937  979]\n",
      "\t\t\t [ 348  472  410  820  206  843  460  123  221 1007]\n",
      "\t\t\t [ 874  494  753  252  153  221  818  814  465  757]\n",
      "\t\t\t [ 845 1018  795  874  616  693  280  942   37  979]\n",
      "\t\t\t [ 341   20   82  297  585  305  988  422  717  940]\n",
      "\t\t\t [ 379  889   12  414  227  655  919  988  839   36]\n",
      "\t\t\t [ 316  927   29  804  833  626  311  787  495  935]\n",
      "\t\t\t [  25  355   14  667  294  113 1003 1019   53  435]\n",
      "\t\t\t [ 670  377  161  137  900  618  917    2  612  863]\n",
      "\t\t\t [ 456  406  712  528  292  294  797  141  777  159]\n",
      "\t\t\t [ 305  121  287  726  106  593    8  942  643  878]\n",
      "\t\t\t [ 312  712  696  222  105  693  189  810  532  741]\n",
      "\t\t\t [ 161  412  105  874  738   68  647  799  511  707]\n",
      "\t\t\t [ 785  842  375  727  552  884  447  116  382  345]\n",
      "\t\t\t [1000  209  972  368  116  676  143  259  262  663]\n",
      "\t\t\t [ 903   44  720  130  872  289  252  890  123  663]\n",
      "\t\t\t [ 525  815  537 1009  546  605  950  595  524  478]\n",
      "\t\t\t [ 379  267  731   67  523  789  926  710  797  298]\n",
      "\t\t\t [ 512  868  243   40  424  797  389  942   32   72]\n",
      "\t\t\t [ 895  554  616   14  528  538  482   16  959   46]\n",
      "\t\t\t [ 568  233  679  551   40  321  130  837    1  719]\n",
      "\t\t\t [ 376  672  451  559  534   68  213  313  404  866]\n",
      "\t\t\t [ 622  661  295  831  444  123  341  522  660  904]\n",
      "\t\t\t [  71  728  113   91  397   49  206  558  109  599]\n",
      "\t\t\t [ 449  718  539   77  520  327  835  148  300  689]\n",
      "\t\t\t [ 774  203  229  699  923  797  808  963  645  263]\n",
      "\t\t\t [ 587  273  179  638  923  226   31  130  732  626]\n",
      "\t\t\t [ 687  498    5  979  234  436  241  911  864  384]\n",
      "\t\t\t [ 716  559  387  498  893  829 1019  822  316  590]\n",
      "\t\t\t [ 962  636 1018  726  600   82  596  550  891  632]\n",
      "\t\t\t [ 651  595  311   33  940  268  563  350  171   67]\n",
      "\t\t\t [ 545  539  108  467   97  864  119  673  721   49]\n",
      "\t\t\t [ 789 1019  577  152  496  994  983  827  298  985]\n",
      "\t\t\t [ 479  971  334  582 1013  467  739  309  657  531]\n",
      "\t\t\t [ 981   57  912  391  720  852  727  808  546   27]\n",
      "\t\t\t [ 723  624   70 1021  390  233  365  422  281  199]\n",
      "\t\t\t [ 921  930  217  969  546  371  511  603  838   84]\n",
      "\t\t\t [1017  120  796  739  478  788  841  640  100  323]\n",
      "\t\t\t [ 822  709 1012  379  631  903  643  820  139  564]\n",
      "\t\t\t [ 165  223  637  300  265   24  524  807  543  622]\n",
      "\t\t\t [ 735  850  108  471  921  467  958  821  875  366]\n",
      "\t\t\t [ 985  615  131  725  716   17  415  906  892  764]\n",
      "\t\t\t [ 844   50  213  758   37   94  518  732  424  688]\n",
      "\t\t\t [ 498  197  271 1023  574  917   74  679  280  327]\n",
      "\t\t\t [ 734   77  555  331  879  227  619  830  308  705]\n",
      "\t\t\t [ 175  393  549  464  880  757  207  191  395  145]\n",
      "\t\t\t [ 234  396  208  111  678  713  295  486  610  353]\n",
      "\t\t\t [ 473  456  282  717  554  968  863   43  761  669]\n",
      "\t\t\t [ 701  629  820   18  801  452   75  881  152  392]\n",
      "\t\t\t [ 850  192  824  556  864  463  114  470  398  458]\n",
      "\t\t\t [ 351   21  383  420 1011  162  708 1002  923  711]\n",
      "\t\t\t [ 296  431  677  780  558  305  286  454  624   31]\n",
      "\t\t\t [ 723  407  798 1007  346  789  350  989  510  619]\n",
      "\t\t\t [ 740  885  275  828  656  610  542   63  519  609]]\n",
      "\t\tgroup19: (ndarray, shape: (100, 10))\n",
      "\t\t\t[[ 760  285  795  999  871  797  365  854  501  242]\n",
      "\t\t\t [ 513  477   38   51  809  410  191  772  293  394]\n",
      "\t\t\t [ 833  880  523  694  236  800   33  192  441  896]\n",
      "\t\t\t [ 147  770  112  974  281  618  474  546  482  501]\n",
      "\t\t\t [  16  192  550  165  485  583  977  305  156  568]\n",
      "\t\t\t [ 389  485  566  972  492  470  957  711  567  823]\n",
      "\t\t\t [ 808  291  302 1004  431  694  250  117  697  975]\n",
      "\t\t\t [ 754  617  117  239  488  115  331 1014  763  341]\n",
      "\t\t\t [ 849  257  693  170  790  896  616   99  285 1005]\n",
      "\t\t\t [ 756  454  818  133  786  126  543  311  572  203]\n",
      "\t\t\t [ 779  724  642  887  336  127  425  755  592  824]\n",
      "\t\t\t [ 812   13  506  618  721  490   35  777  638  399]\n",
      "\t\t\t [ 297  319   56  957  444  969  942  481  203  356]\n",
      "\t\t\t [ 830  804  499  570  345  424   50  747  291  756]\n",
      "\t\t\t [ 199  757  873  650  348  741  293  763   22  342]\n",
      "\t\t\t [ 690  300  268  117  855  616   74  627  771  482]\n",
      "\t\t\t [ 733  931  230  184  954  673  363  908   52  258]\n",
      "\t\t\t [ 788  856  621  212  359  259   86  376   96  621]\n",
      "\t\t\t [ 190  295  564  149  220  238   82  519  309   39]\n",
      "\t\t\t [ 334  525  450  401  202  825  544  233  782  464]\n",
      "\t\t\t [ 319  813  850  101  730   53  547  618  389  122]\n",
      "\t\t\t [ 158  219  392  798  176  486   43  933  262  967]\n",
      "\t\t\t [ 424    9  551  528  134  425   86  814  707  577]\n",
      "\t\t\t [ 313  474  659  941  872  485  834  396  412  121]\n",
      "\t\t\t [ 398  494  767  615  919   74   90  766  661  619]\n",
      "\t\t\t [ 583  904  320  556  383  558  437  820 1001  970]\n",
      "\t\t\t [ 370  940  490  223  208  576    7  280  850  958]\n",
      "\t\t\t [ 348  945  968  353  368  253  645  107  627  525]\n",
      "\t\t\t [ 836  229  955  108  511  466  892  198  386  590]\n",
      "\t\t\t [ 494  689   28  123  215   28  400  316  343  719]\n",
      "\t\t\t [ 793  963   30   48  645  564  406  169  896  486]\n",
      "\t\t\t [ 929   62  866   55  886   89  900  487  933  648]\n",
      "\t\t\t [ 513  355  609  123  196  316  658  804  328  651]\n",
      "\t\t\t [ 168  300  434  214  111  658  257  797  920  921]\n",
      "\t\t\t [ 704  377  779  344  978  744  263  802  787  949]\n",
      "\t\t\t [ 382  927   94  179  988  113  314  819  235  289]\n",
      "\t\t\t [ 849  522  291  919  510  695  680   19  583  604]\n",
      "\t\t\t [ 763  430  429   20  444  245   87  536  711  598]\n",
      "\t\t\t [  92  698  951  749  738  632  644  565  409  832]\n",
      "\t\t\t [ 559  108  361  636  937  111  863  229   39  240]\n",
      "\t\t\t [ 161  442  233  868  441  813  655  752  305  801]\n",
      "\t\t\t [ 754  137  456   34  754  173  326  326  124   55]\n",
      "\t\t\t [  28  216  423  639  513   80  518  573  880   21]\n",
      "\t\t\t [ 789  971  610  140  883  881  592  536  344  144]\n",
      "\t\t\t [ 331  227  895  743  587  310  871  781  392   92]\n",
      "\t\t\t [ 296  349  745  481  369  556  493  501  668  565]\n",
      "\t\t\t [ 935  973  901  728  125  647  516  978   64  632]\n",
      "\t\t\t [ 119  314  960  372  614  241  822  265  133  788]\n",
      "\t\t\t [  60  731  732  444  556   84   82  768  103  721]\n",
      "\t\t\t [ 811  240  149   88  980 1022  140   93  592  750]\n",
      "\t\t\t [ 708  738  732  711  844  102  554  731  292  852]\n",
      "\t\t\t [ 478  810   57  454  812  262  377  257  338  114]\n",
      "\t\t\t [ 377  340  412  791   25  215  440    0  179  242]\n",
      "\t\t\t [ 333  536  477  141  953  891  214   50  532  265]\n",
      "\t\t\t [ 381  961  793  380  348   12  390  607  656  106]\n",
      "\t\t\t [ 535  242  921  907  951  278  816  355  159   17]\n",
      "\t\t\t [ 859   54  211  218  884  996  187  502  738  276]\n",
      "\t\t\t [  37  339  468  603  310   37  119  828  698  976]\n",
      "\t\t\t [ 718  116   93  701  103  706  797   52  740  724]\n",
      "\t\t\t [ 923  264  163  417   95  695  647  749  646  193]\n",
      "\t\t\t [ 118  809  514  880  487  109  896  452  818  991]\n",
      "\t\t\t [  21  663   30  486  791  703   85  783  180  648]\n",
      "\t\t\t [ 373  817  251  233  956  231   95  199  917  655]\n",
      "\t\t\t [  46  342  866  143  276  383  105  357   60  201]\n",
      "\t\t\t [ 595  252  296  406  362    8  140  603  951  343]\n",
      "\t\t\t [ 633  801  217  705  396  468  378  455  744   59]\n",
      "\t\t\t [  74  486  814  593  413  308  358  806  955  621]\n",
      "\t\t\t [ 347  299  764  240 1009  173  691  849  498  433]\n",
      "\t\t\t [ 928   37   51  738  831  527  109  882   12  710]\n",
      "\t\t\t [ 540  387  104  951  595  938   69  912  889  893]\n",
      "\t\t\t [1016  222  987  116  718  373  772  302  845  185]\n",
      "\t\t\t [ 266  666   63  764  368  438  160  550  707  300]\n",
      "\t\t\t [ 969  209  745  124   53  186  521  131  946  934]\n",
      "\t\t\t [ 278  228 1013  879  270  306   40  978  861   53]\n",
      "\t\t\t [ 178  172  715  864  267  225  110  590  121  352]\n",
      "\t\t\t [ 809  794  758  945  420  323  632  358  291  407]\n",
      "\t\t\t [ 698  312  760  227  569    1  880  925  251  770]\n",
      "\t\t\t [ 465  953   48  775  684  758  969  733   57  425]\n",
      "\t\t\t [ 623  535  791  636  424  800  663  183  737  774]\n",
      "\t\t\t [ 458   68  870  390  740  550  709  336  682  944]\n",
      "\t\t\t [ 373   56  399  903  609  736  330  608  392 1021]\n",
      "\t\t\t [ 641  537  373  887   50  696  151  828  274  377]\n",
      "\t\t\t [ 982  501  300  315  754  893  542  742  908  887]\n",
      "\t\t\t [ 316  639  655  822  912  407  373  655  631  919]\n",
      "\t\t\t [ 325  961  866  381  352   45   37  895  267  224]\n",
      "\t\t\t [ 626  178  640  898  321   21  704   18  937  584]\n",
      "\t\t\t [ 495  785  911  998  190   78  989  843   81   73]\n",
      "\t\t\t [ 799  296  366  351  948  319  976  607  971  951]\n",
      "\t\t\t [  31  979  529  252   19  282   85  407  801  662]\n",
      "\t\t\t [ 544  721  211  976   28   40   74   68  312  394]\n",
      "\t\t\t [1018   98  678  721  852  712  227  863  498  893]\n",
      "\t\t\t [ 451  583   94  945  543  502  676  209  860  325]\n",
      "\t\t\t [ 549  677  988  467  473 1008  581  689  811  717]\n",
      "\t\t\t [ 833  876  971  879   58  663  649  121  813   98]\n",
      "\t\t\t [ 429  584  414  823  103  252  185  982  398  548]\n",
      "\t\t\t [ 665  248  800  715  599  884  260  583  348  989]\n",
      "\t\t\t [ 217  896   59  414  799  796   91  160  474  696]\n",
      "\t\t\t [1005  977  915  533   45  248  295  703  222  119]\n",
      "\t\t\t [  18 1003  945  249  177  236   12  525  415  254]\n",
      "\t\t\t [ 370  972  681  271  499  430  872  113  612   60]]\n",
      "\t\tgroup20: (ndarray, shape: (200, 10))\n",
      "\t\t\t[[ 707  392  685 ...  820 1013  899]\n",
      "\t\t\t [ 868  661  278 ...  448    1  756]\n",
      "\t\t\t [ 223   84  481 ...   90  119  541]\n",
      "\t\t\t ...\n",
      "\t\t\t [ 447  912   15 ...  939  588  184]\n",
      "\t\t\t [ 433 1017  403 ...   24  998  702]\n",
      "\t\t\t [ 530  670  145 ...  238  668  246]]\n",
      "\t\tgroup21: (ndarray, shape: (500, 10))\n",
      "\t\t\t[[ 352  902  645 ...  731  447  319]\n",
      "\t\t\t [ 185  687  872 ...  575 1018  497]\n",
      "\t\t\t [ 777  373  997 ...   67  178  442]\n",
      "\t\t\t ...\n",
      "\t\t\t [ 121  549  516 ...  846  216  359]\n",
      "\t\t\t [ 761  453  984 ...  510  933  366]\n",
      "\t\t\t [ 958  373  879 ...  522  472  136]]\n",
      "\t\tgroup22: (ndarray, shape: (1000, 10))\n",
      "\t\t\t[[870 798 804 ... 589 652 931]\n",
      "\t\t\t [433 476 974 ... 552 733 661]\n",
      "\t\t\t [ 14  82 648 ... 147  34 523]\n",
      "\t\t\t ...\n",
      "\t\t\t [852 607 368 ... 970 418 298]\n",
      "\t\t\t [  1 640 249 ... 927 154 463]\n",
      "\t\t\t [240 413 470 ... 390 193  58]]\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import pickle\n",
    "import numpy as np\n",
    "\n",
    "with open(os.path.join(path_data, name_data), 'rb') as f:\n",
    "    data = pickle.load(f)\n",
    "def disp_s_profile(s_profile):\n",
    "    print(f\"      nr_sets: {s_profile['nr_sets']}\")\n",
    "    \n",
    "    mmap_data_info = f\"[{len(s_profile['mmap_data'])}×1 mmapfile]\" if s_profile['mmap_data'] else \"[]\"\n",
    "    print(f\"    mmap_data: {mmap_data_info}\")\n",
    "    \n",
    "    metadata_info = f\"[{len(s_profile['metadata'])}×1 struct]\" if s_profile['metadata'] else \"[]\"\n",
    "    print(f\"     metadata: {metadata_info}\")\n",
    "    \n",
    "    idx_array = s_profile['idx'][0]\n",
    "    idx_info = f\"{idx_array[1:5]}, length={len(idx_array)}\"\n",
    "    # idx_info = f\"[{len(idx_array)}×{idx_array // len(idx_array) if len(idx_array) > 0 else 0} double]\" if len(idx_array) > 0 else \"[]\"\n",
    "    print(f\"          idx: {idx_info}\")\n",
    "def pretty(d, indent=0):\n",
    "    indent_str = '\\t' * indent\n",
    "    for key, value in d.items():\n",
    "        if isinstance(value, dict):\n",
    "            print(f\"{indent_str}{str(key)} (dict, size: {len(value)})\")\n",
    "            pretty(value, indent + 1)\n",
    "        elif isinstance(value, list):\n",
    "            print(f\"{indent_str}{str(key)} (list, size: {len(value)})\")\n",
    "            for item in value:\n",
    "                if isinstance(item, dict):\n",
    "                    pretty(item, indent + 1)\n",
    "                elif isinstance(item, list):\n",
    "                    # Handling multi-line lists of lists or similar structures\n",
    "                    print(f\"{indent_str}\\t[List of size: {len(item)}]\")\n",
    "                    for subitem in item:\n",
    "                        subitem_str = str(subitem)\n",
    "                        subitem_str = subitem_str.replace('\\n', f'\\n{indent_str}\\t\\t')\n",
    "                        print(f\"{indent_str}\\t\\t{subitem_str}\")\n",
    "                else:\n",
    "                    item_str = str(item)\n",
    "                    item_str = item_str.replace('\\n', f'\\n{indent_str}\\t')\n",
    "                    print(f\"{indent_str}\\t{item_str}\")\n",
    "        elif isinstance(value, (np.ndarray, list)):\n",
    "            # For numpy arrays or lists, display their shape/length\n",
    "            if isinstance(value, np.ndarray):\n",
    "                print(f\"{indent_str}{str(key)}: (ndarray, shape: {value.shape})\")\n",
    "            else:\n",
    "                print(f\"{indent_str}{str(key)}: (list, size: {len(value)})\")\n",
    "            value_str = str(value)\n",
    "            value_str = value_str.replace('\\n', f'\\n{indent_str}\\t')\n",
    "            print(f\"{indent_str}\\t{value_str}\")\n",
    "        else:\n",
    "            # For other types, just print the key and value\n",
    "            value_str = str(value)\n",
    "            value_str = value_str.replace('\\n', f'\\n{indent_str}\\t')\n",
    "            print(f\"{indent_str}{str(key)}: {value_str}\")\n",
    "\n",
    "# disp_s_profile(data[0]['s_profile'])\n",
    "pretty(data[0])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c93c1aef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import pickle\n",
    "from do_show_results_templates_a2_bat_fb import get_ge_from_success_info, get_line_properties_templates, make_figures_ge\n",
    "from get_uid_cmethod import get_uid_cmethod\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "with open(os.path.join(path_data, name_data), 'rb') as f:\n",
    "    data = pickle.load(f)\n",
    "\n",
    "# fdata = f'results/{name_data}.pkl'\n",
    "rpath = 'figures/'\n",
    "font_size = 24\n",
    "options = 'gp'\n",
    "yrange = [0, 6.5]\n",
    "# yrange = [0, 7]\n",
    "nr_traces_vec = list(range(1, 11)) + list(range(20, 101, 10)) + [200, 500, 1000]\n",
    "len_na_vec = len(nr_traces_vec)\n",
    "\n",
    "# Reset environment\n",
    "plt.close('all')\n",
    "\n",
    "# nump = data[0]['x_profile'].shape[0]\n",
    "nump = len(data[0]['s_profile']['idx'][0])\n",
    "# nump = 1000\n",
    "rand_iter = data[0]['rand_iter']\n",
    "# nr_exp_ab = len(data)\n",
    "nr_exp_ab = 4\n",
    "L = [None] * nr_exp_ab\n",
    "G = np.zeros((nr_exp_ab, len_na_vec))\n",
    "slines_ab = [None] * nr_exp_ab\n",
    "style = 'normal'\n",
    "\n",
    "for k in range(nr_exp_ab):\n",
    "    cmethod = data[k]['cmethod']\n",
    "    if cmethod == 'sample':\n",
    "        L[k] = f\"{cmethod}, {data[k]['cparams']['sel']}\"\n",
    "    elif cmethod == 'PCA':\n",
    "        L[k] = f\"{cmethod}, m={data[k]['cparams']['pca_dimensions']}\"\n",
    "    elif cmethod == 'LDA':\n",
    "        L[k] = f\"{cmethod}, m={data[k]['cparams']['lda_dimensions']}\"\n",
    "    g = get_ge_from_success_info(data[k]['success_info'], nr_traces_vec)\n",
    "    G[k, :] = g['joint']\n",
    "    # uid = get_uid_cmethod(cmethod, results[k]['cparams'])\n",
    "    slines_ab[k] = get_line_properties_templates(k, style)\n",
    "\n",
    "# Plot results\n",
    "title_results = \"\" #f\"A2D AB, BOFFSET, BAT FB, nump={nump}\"\n",
    "rprefix = f\"a2d_ab_bat_fb_boffset_dlinear_n{nump}r_ls_r{rand_iter}_\"\n",
    "make_figures_ge(G, nr_traces_vec, rpath, rprefix, title_results, L, font_size, slines_ab, options, yrange)\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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