From 48e49de89661ae7ca52a2ddca0ec81c84ff5dd79 Mon Sep 17 00:00:00 2001 From: bushuhui Date: Tue, 3 Nov 2020 17:40:52 +0800 Subject: [PATCH] Fix some errors --- 3_kmeans/2-kmeans-color-vq.ipynb | 20 +- 4_logistic_regression/1-Least_squares.ipynb | 549 ++++++++++++++++++++- 4_logistic_regression/2-Logistic_regression.ipynb | 31 +- 5_nn/3-softmax_ce.ipynb | 2 +- 6_pytorch/0_basic/1-Tensor-and-Variable.ipynb | 6 +- 6_pytorch/0_basic/2-autograd.ipynb | 66 ++- .../1-linear-regression-gradient-descend.ipynb | 189 ++++--- 6_pytorch/1_NN/2-logistic-regression.ipynb | 7 +- 6_pytorch/{ => backup}/PyTorch_quick_intro.ipynb | 152 +++--- README.md | 1 - 10 files changed, 770 insertions(+), 253 deletions(-) rename 6_pytorch/{ => backup}/PyTorch_quick_intro.ipynb (96%) diff --git a/3_kmeans/2-kmeans-color-vq.ipynb b/3_kmeans/2-kmeans-color-vq.ipynb index b74a55e..ac64ad2 100644 --- a/3_kmeans/2-kmeans-color-vq.ipynb +++ b/3_kmeans/2-kmeans-color-vq.ipynb @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -39,12 +39,12 @@ "output_type": "stream", "text": [ "Fitting model on a small sub-sample of the data\n", - " done in 0.252s.\n", + " done in 0.250s.\n", "Predicting color indices on the full image (k-means)\n", - " done in 0.013s.\n", + " done in 0.023s.\n", "Predicting color indices on the full image (random)\n", "(273280,)\n", - " done in 0.163s.\n" + " done in 0.261s.\n" ] } ], @@ -106,16 +106,16 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 13, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, @@ -133,7 +133,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -162,7 +162,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 5, "metadata": {}, "outputs": [ { diff --git a/4_logistic_regression/1-Least_squares.ipynb b/4_logistic_regression/1-Least_squares.ipynb index d9f049f..ac72797 100644 --- a/4_logistic_regression/1-Least_squares.ipynb +++ b/4_logistic_regression/1-Least_squares.ipynb @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -117,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -237,9 +237,540 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 0: loss = 2590736.867664, a = 18.689017, b = 148.815329\n", + "epoch 1: loss = 2557255.189453, a = 36.831348, b = 148.828655\n", + "epoch 2: loss = 2525130.800853, a = 54.614824, b = 148.822534\n", + "epoch 3: loss = 2494255.916234, a = 72.046438, b = 148.816532\n", + "epoch 4: loss = 2464581.753419, a = 89.133153, b = 148.810649\n", + "epoch 5: loss = 2436061.445196, a = 105.881792, b = 148.804882\n", + "epoch 6: loss = 2408649.957111, a = 122.299046, b = 148.799229\n", + "epoch 7: loss = 2382304.015732, a = 138.391470, b = 148.793687\n", + "epoch 8: loss = 2356982.039720, a = 154.165492, b = 148.788256\n", + "epoch 9: loss = 2332644.073594, a = 169.627411, b = 148.782932\n", + "epoch 10: loss = 2309251.724102, a = 184.783402, b = 148.777713\n", + "epoch 11: loss = 2286768.099073, a = 199.639520, b = 148.772598\n", + "epoch 12: loss = 2265157.748666, a = 214.201696, b = 148.767584\n", + "epoch 13: loss = 2244386.608923, a = 228.475748, b = 148.762669\n", + "epoch 14: loss = 2224421.947529, a = 242.467375, b = 148.757851\n", + "epoch 15: loss = 2205232.311697, a = 256.182166, b = 148.753129\n", + "epoch 16: loss = 2186787.478095, a = 269.625597, b = 148.748500\n", + "epoch 17: loss = 2169058.404731, a = 282.803039, b = 148.743962\n", + "epoch 18: loss = 2152017.184726, a = 295.719754, b = 148.739515\n", + "epoch 19: loss = 2135637.001889, a = 308.380901, b = 148.735155\n", + "epoch 20: loss = 2119892.088045, a = 320.791536, b = 148.730882\n", + "epoch 21: loss = 2104757.682020, a = 332.956616, b = 148.726693\n", + "epoch 22: loss = 2090209.990240, a = 344.881000, b = 148.722587\n", + "epoch 23: loss = 2076226.148871, a = 356.569449, b = 148.718562\n", + "epoch 24: loss = 2062784.187440, a = 368.026633, b = 148.714617\n", + "epoch 25: loss = 2049862.993883, a = 379.257126, b = 148.710750\n", + "epoch 26: loss = 2037442.280956, a = 390.265414, b = 148.706960\n", + "epoch 27: loss = 2025502.553972, a = 401.055894, b = 148.703244\n", + "epoch 28: loss = 2014025.079785, a = 411.632875, b = 148.699602\n", + "epoch 29: loss = 2002991.857005, a = 422.000581, b = 148.696032\n", + "epoch 30: loss = 1992385.587369, a = 432.163154, b = 148.692533\n", + "epoch 31: loss = 1982189.648231, a = 442.124651, b = 148.689103\n", + "epoch 32: loss = 1972388.066142, a = 451.889051, b = 148.685741\n", + "epoch 33: loss = 1962965.491447, a = 461.460255, b = 148.682445\n", + "epoch 34: loss = 1953907.173892, a = 470.842084, b = 148.679215\n", + "epoch 35: loss = 1945198.939172, a = 480.038285, b = 148.676048\n", + "epoch 36: loss = 1936827.166411, a = 489.052532, b = 148.672944\n", + "epoch 37: loss = 1928778.766513, a = 497.888424, b = 148.669902\n", + "epoch 38: loss = 1921041.161364, a = 506.549490, b = 148.666919\n", + "epoch 39: loss = 1913602.263848, a = 515.039190, b = 148.663996\n", + "epoch 40: loss = 1906450.458648, a = 523.360914, b = 148.661131\n", + "epoch 41: loss = 1899574.583794, a = 531.517985, b = 148.658322\n", + "epoch 42: loss = 1892963.912935, a = 539.513662, b = 148.655569\n", + "epoch 43: loss = 1886608.138306, a = 547.351138, b = 148.652870\n", + "epoch 44: loss = 1880497.354362, a = 555.033542, b = 148.650225\n", + "epoch 45: loss = 1874622.042047, a = 562.563943, b = 148.647632\n", + "epoch 46: loss = 1868973.053689, a = 569.945349, b = 148.645090\n", + "epoch 47: loss = 1863541.598476, a = 577.180708, b = 148.642599\n", + "epoch 48: loss = 1858319.228507, a = 584.272908, b = 148.640157\n", + "epoch 49: loss = 1853297.825385, a = 591.224784, b = 148.637763\n", + "epoch 50: loss = 1848469.587337, a = 598.039110, b = 148.635417\n", + "epoch 51: loss = 1843827.016840, a = 604.718609, b = 148.633117\n", + "epoch 52: loss = 1839362.908723, a = 611.265949, b = 148.630862\n", + "epoch 53: loss = 1835070.338746, a = 617.683744, b = 148.628653\n", + "epoch 54: loss = 1830942.652617, a = 623.974558, b = 148.626486\n", + "epoch 55: loss = 1826973.455442, a = 630.140902, b = 148.624363\n", + "epoch 56: loss = 1823156.601589, a = 636.185240, b = 148.622282\n", + "epoch 57: loss = 1819486.184948, a = 642.109985, b = 148.620242\n", + "epoch 58: loss = 1815956.529568, a = 647.917504, b = 148.618242\n", + "epoch 59: loss = 1812562.180670, a = 653.610117, b = 148.616282\n", + "epoch 60: loss = 1809297.895998, a = 659.190096, b = 148.614361\n", + "epoch 61: loss = 1806158.637522, a = 664.659671, b = 148.612477\n", + "epoch 62: loss = 1803139.563458, a = 670.021025, b = 148.610631\n", + "epoch 63: loss = 1800236.020598, a = 675.276301, b = 148.608822\n", + "epoch 64: loss = 1797443.536950, a = 680.427596, b = 148.607048\n", + "epoch 65: loss = 1794757.814654, a = 685.476969, b = 148.605309\n", + "epoch 66: loss = 1792174.723185, a = 690.426435, b = 148.603605\n", + "epoch 67: loss = 1789690.292815, a = 695.277972, b = 148.601934\n", + "epoch 68: loss = 1787300.708335, a = 700.033517, b = 148.600297\n", + "epoch 69: loss = 1785002.303019, a = 704.694970, b = 148.598692\n", + "epoch 70: loss = 1782791.552830, a = 709.264191, b = 148.597119\n", + "epoch 71: loss = 1780665.070844, a = 713.743007, b = 148.595576\n", + "epoch 72: loss = 1778619.601901, a = 718.133206, b = 148.594065\n", + "epoch 73: loss = 1776652.017457, a = 722.436540, b = 148.592583\n", + "epoch 74: loss = 1774759.310646, a = 726.654730, b = 148.591130\n", + "epoch 75: loss = 1772938.591527, a = 730.789459, b = 148.589707\n", + "epoch 76: loss = 1771187.082519, a = 734.842379, b = 148.588311\n", + "epoch 77: loss = 1769502.114022, a = 738.815108, b = 148.586943\n", + "epoch 78: loss = 1767881.120197, a = 742.709234, b = 148.585602\n", + "epoch 79: loss = 1766321.634920, a = 746.526311, b = 148.584288\n", + "epoch 80: loss = 1764821.287889, a = 750.267864, b = 148.583000\n", + "epoch 81: loss = 1763377.800890, a = 753.935387, b = 148.581737\n", + "epoch 82: loss = 1761988.984199, a = 757.530345, b = 148.580499\n", + "epoch 83: loss = 1760652.733134, a = 761.054173, b = 148.579286\n", + "epoch 84: loss = 1759367.024737, a = 764.508280, b = 148.578096\n", + "epoch 85: loss = 1758129.914584, a = 767.894044, b = 148.576931\n", + "epoch 86: loss = 1756939.533728, a = 771.212818, b = 148.575788\n", + "epoch 87: loss = 1755794.085750, a = 774.465927, b = 148.574668\n", + "epoch 88: loss = 1754691.843935, a = 777.654671, b = 148.573570\n", + "epoch 89: loss = 1753631.148552, a = 780.780322, b = 148.572493\n", + "epoch 90: loss = 1752610.404243, a = 783.844130, b = 148.571438\n", + "epoch 91: loss = 1751628.077518, a = 786.847318, b = 148.570404\n", + "epoch 92: loss = 1750682.694337, a = 789.791085, b = 148.569391\n", + "epoch 93: loss = 1749772.837797, a = 792.676607, b = 148.568397\n", + "epoch 94: loss = 1748897.145906, a = 795.505037, b = 148.567423\n", + "epoch 95: loss = 1748054.309442, a = 798.277504, b = 148.566469\n", + "epoch 96: loss = 1747243.069899, a = 800.995115, b = 148.565533\n", + "epoch 97: loss = 1746462.217508, a = 803.658956, b = 148.564616\n", + "epoch 98: loss = 1745710.589343, a = 806.270090, b = 148.563716\n", + "epoch 99: loss = 1744987.067493, a = 808.829561, b = 148.562835\n", + "epoch 100: loss = 1744290.577312, a = 811.338391, b = 148.561971\n", + "epoch 101: loss = 1743620.085732, a = 813.797581, b = 148.561125\n", + "epoch 102: loss = 1742974.599648, a = 816.208114, b = 148.560295\n", + "epoch 103: loss = 1742353.164357, a = 818.570953, b = 148.559481\n", + "epoch 104: loss = 1741754.862068, a = 820.887041, b = 148.558683\n", + "epoch 105: loss = 1741178.810465, a = 823.157303, b = 148.557902\n", + "epoch 106: loss = 1740624.161324, a = 825.382646, b = 148.557135\n", + "epoch 107: loss = 1740090.099189, a = 827.563959, b = 148.556384\n", + "epoch 108: loss = 1739575.840097, a = 829.702112, b = 148.555648\n", + "epoch 109: loss = 1739080.630352, a = 831.797961, b = 148.554926\n", + "epoch 110: loss = 1738603.745351, a = 833.852341, b = 148.554219\n", + "epoch 111: loss = 1738144.488447, a = 835.866073, b = 148.553526\n", + "epoch 112: loss = 1737702.189871, a = 837.839962, b = 148.552846\n", + "epoch 113: loss = 1737276.205677, a = 839.774796, b = 148.552180\n", + "epoch 114: loss = 1736865.916748, a = 841.671348, b = 148.551527\n", + "epoch 115: loss = 1736470.727823, a = 843.530375, b = 148.550887\n", + "epoch 116: loss = 1736090.066576, a = 845.352619, b = 148.550259\n", + "epoch 117: loss = 1735723.382723, a = 847.138809, b = 148.549644\n", + "epoch 118: loss = 1735370.147167, a = 848.889657, b = 148.549041\n", + "epoch 119: loss = 1735029.851171, a = 850.605863, b = 148.548450\n", + "epoch 120: loss = 1734702.005574, a = 852.288113, b = 148.547871\n", + "epoch 121: loss = 1734386.140028, a = 853.937078, b = 148.547303\n", + "epoch 122: loss = 1734081.802266, a = 855.553417, b = 148.546747\n", + "epoch 123: loss = 1733788.557403, a = 857.137775, b = 148.546201\n", + "epoch 124: loss = 1733505.987262, a = 858.690785, b = 148.545666\n", + "epoch 125: loss = 1733233.689723, a = 860.213068, b = 148.545142\n", + "epoch 126: loss = 1732971.278103, a = 861.705231, b = 148.544628\n", + "epoch 127: loss = 1732718.380559, a = 863.167870, b = 148.544125\n", + "epoch 128: loss = 1732474.639507, a = 864.601570, b = 148.543631\n", + "epoch 129: loss = 1732239.711074, a = 866.006902, b = 148.543147\n", + "epoch 130: loss = 1732013.264567, a = 867.384429, b = 148.542673\n", + "epoch 131: loss = 1731794.981959, a = 868.734701, b = 148.542208\n", + "epoch 132: loss = 1731584.557401, a = 870.058256, b = 148.541752\n", + "epoch 133: loss = 1731381.696752, a = 871.355623, b = 148.541306\n", + "epoch 134: loss = 1731186.117121, a = 872.627321, b = 148.540868\n", + "epoch 135: loss = 1730997.546436, a = 873.873858, b = 148.540438\n", + "epoch 136: loss = 1730815.723022, a = 875.095730, b = 148.540018\n", + "epoch 137: loss = 1730640.395202, a = 876.293427, b = 148.539605\n", + "epoch 138: loss = 1730471.320908, a = 877.467426, b = 148.539201\n", + "epoch 139: loss = 1730308.267311, a = 878.618197, b = 148.538805\n", + "epoch 140: loss = 1730151.010464, a = 879.746199, b = 148.538416\n", + "epoch 141: loss = 1729999.334955, a = 880.851882, b = 148.538036\n", + "epoch 142: loss = 1729853.033583, a = 881.935688, b = 148.537663\n", + "epoch 143: loss = 1729711.907037, a = 882.998050, b = 148.537297\n", + "epoch 144: loss = 1729575.763593, a = 884.039393, b = 148.536938\n", + "epoch 145: loss = 1729444.418820, a = 885.060132, b = 148.536587\n", + "epoch 146: loss = 1729317.695300, a = 886.060674, b = 148.536242\n", + "epoch 147: loss = 1729195.422355, a = 887.041420, b = 148.535904\n", + "epoch 148: loss = 1729077.435792, a = 888.002761, b = 148.535573\n", + "epoch 149: loss = 1728963.577645, a = 888.945081, b = 148.535249\n", + "epoch 150: loss = 1728853.695944, a = 889.868757, b = 148.534931\n", + "epoch 151: loss = 1728747.644477, a = 890.774156, b = 148.534619\n", + "epoch 152: loss = 1728645.282573, a = 891.661642, b = 148.534314\n", + "epoch 153: loss = 1728546.474885, a = 892.531568, b = 148.534014\n", + "epoch 154: loss = 1728451.091187, a = 893.384282, b = 148.533720\n", + "epoch 155: loss = 1728359.006178, a = 894.220124, b = 148.533433\n", + "epoch 156: loss = 1728270.099288, a = 895.039428, b = 148.533150\n", + "epoch 157: loss = 1728184.254503, a = 895.842521, b = 148.532874\n", + "epoch 158: loss = 1728101.360185, a = 896.629725, b = 148.532603\n", + "epoch 159: loss = 1728021.308903, a = 897.401353, b = 148.532337\n", + "epoch 160: loss = 1727943.997275, a = 898.157714, b = 148.532077\n", + "epoch 161: loss = 1727869.325813, a = 898.899110, b = 148.531821\n", + "epoch 162: loss = 1727797.198769, a = 899.625836, b = 148.531571\n", + "epoch 163: loss = 1727727.523995, a = 900.338184, b = 148.531326\n", + "epoch 164: loss = 1727660.212803, a = 901.036437, b = 148.531086\n", + "epoch 165: loss = 1727595.179837, a = 901.720875, b = 148.530850\n", + "epoch 166: loss = 1727532.342938, a = 902.391770, b = 148.530619\n", + "epoch 167: loss = 1727471.623027, a = 903.049391, b = 148.530392\n", + "epoch 168: loss = 1727412.943986, a = 903.694001, b = 148.530170\n", + "epoch 169: loss = 1727356.232544, a = 904.325856, b = 148.529953\n", + "epoch 170: loss = 1727301.418168, a = 904.945210, b = 148.529740\n", + "epoch 171: loss = 1727248.432959, a = 905.552309, b = 148.529531\n", + "epoch 172: loss = 1727197.211551, a = 906.147396, b = 148.529326\n", + "epoch 173: loss = 1727147.691014, a = 906.730709, b = 148.529125\n", + "epoch 174: loss = 1727099.810763, a = 907.302481, b = 148.528928\n", + "epoch 175: loss = 1727053.512464, a = 907.862939, b = 148.528735\n", + "epoch 176: loss = 1727008.739955, a = 908.412309, b = 148.528546\n", + "epoch 177: loss = 1726965.439156, a = 908.950808, b = 148.528360\n", + "epoch 178: loss = 1726923.557995, a = 909.478653, b = 148.528179\n", + "epoch 179: loss = 1726883.046328, a = 909.996055, b = 148.528000\n", + "epoch 180: loss = 1726843.855869, a = 910.503219, b = 148.527826\n", + "epoch 181: loss = 1726805.940116, a = 911.000348, b = 148.527655\n", + "epoch 182: loss = 1726769.254286, a = 911.487641, b = 148.527487\n", + "epoch 183: loss = 1726733.755249, a = 911.965292, b = 148.527322\n", + "epoch 184: loss = 1726699.401462, a = 912.433493, b = 148.527161\n", + "epoch 185: loss = 1726666.152915, a = 912.892430, b = 148.527003\n", + "epoch 186: loss = 1726633.971067, a = 913.342287, b = 148.526848\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 187: loss = 1726602.818794, a = 913.783243, b = 148.526696\n", + "epoch 188: loss = 1726572.660334, a = 914.215474, b = 148.526548\n", + "epoch 189: loss = 1726543.461235, a = 914.639153, b = 148.526402\n", + "epoch 190: loss = 1726515.188306, a = 915.054449, b = 148.526259\n", + "epoch 191: loss = 1726487.809572, a = 915.461529, b = 148.526119\n", + "epoch 192: loss = 1726461.294221, a = 915.860553, b = 148.525981\n", + "epoch 193: loss = 1726435.612569, a = 916.251683, b = 148.525846\n", + "epoch 194: loss = 1726410.736010, a = 916.635074, b = 148.525714\n", + "epoch 195: loss = 1726386.636980, a = 917.010879, b = 148.525585\n", + "epoch 196: loss = 1726363.288915, a = 917.379249, b = 148.525458\n", + "epoch 197: loss = 1726340.666217, a = 917.740330, b = 148.525334\n", + "epoch 198: loss = 1726318.744212, a = 918.094267, b = 148.525212\n", + "epoch 199: loss = 1726297.499121, a = 918.441201, b = 148.525093\n", + "epoch 200: loss = 1726276.908024, a = 918.781270, b = 148.524975\n", + "epoch 201: loss = 1726256.948827, a = 919.114611, b = 148.524861\n", + "epoch 202: loss = 1726237.600231, a = 919.441356, b = 148.524748\n", + "epoch 203: loss = 1726218.841703, a = 919.761637, b = 148.524638\n", + "epoch 204: loss = 1726200.653451, a = 920.075580, b = 148.524530\n", + "epoch 205: loss = 1726183.016388, a = 920.383312, b = 148.524424\n", + "epoch 206: loss = 1726165.912113, a = 920.684955, b = 148.524320\n", + "epoch 207: loss = 1726149.322881, a = 920.980630, b = 148.524218\n", + "epoch 208: loss = 1726133.231583, a = 921.270455, b = 148.524118\n", + "epoch 209: loss = 1726117.621717, a = 921.554545, b = 148.524021\n", + "epoch 210: loss = 1726102.477370, a = 921.833014, b = 148.523925\n", + "epoch 211: loss = 1726087.783192, a = 922.105974, b = 148.523831\n", + "epoch 212: loss = 1726073.524378, a = 922.373533, b = 148.523739\n", + "epoch 213: loss = 1726059.686650, a = 922.635798, b = 148.523648\n", + "epoch 214: loss = 1726046.256229, a = 922.892873, b = 148.523560\n", + "epoch 215: loss = 1726033.219826, a = 923.144863, b = 148.523473\n", + "epoch 216: loss = 1726020.564620, a = 923.391866, b = 148.523388\n", + "epoch 217: loss = 1726008.278237, a = 923.633982, b = 148.523305\n", + "epoch 218: loss = 1725996.348741, a = 923.871308, b = 148.523223\n", + "epoch 219: loss = 1725984.764612, a = 924.103938, b = 148.523143\n", + "epoch 220: loss = 1725973.514733, a = 924.331966, b = 148.523064\n", + "epoch 221: loss = 1725962.588374, a = 924.555481, b = 148.522987\n", + "epoch 222: loss = 1725951.975181, a = 924.774575, b = 148.522912\n", + "epoch 223: loss = 1725941.665156, a = 924.989333, b = 148.522838\n", + "epoch 224: loss = 1725931.648652, a = 925.199842, b = 148.522765\n", + "epoch 225: loss = 1725921.916352, a = 925.406186, b = 148.522694\n", + "epoch 226: loss = 1725912.459264, a = 925.608447, b = 148.522625\n", + "epoch 227: loss = 1725903.268703, a = 925.806706, b = 148.522556\n", + "epoch 228: loss = 1725894.336285, a = 926.001043, b = 148.522489\n", + "epoch 229: loss = 1725885.653913, a = 926.191534, b = 148.522424\n", + "epoch 230: loss = 1725877.213768, a = 926.378257, b = 148.522360\n", + "epoch 231: loss = 1725869.008296, a = 926.561285, b = 148.522297\n", + "epoch 232: loss = 1725861.030202, a = 926.740692, b = 148.522235\n", + "epoch 233: loss = 1725853.272442, a = 926.916548, b = 148.522174\n", + "epoch 234: loss = 1725845.728205, a = 927.088926, b = 148.522115\n", + "epoch 235: loss = 1725838.390917, a = 927.257893, b = 148.522057\n", + "epoch 236: loss = 1725831.254223, a = 927.423516, b = 148.522000\n", + "epoch 237: loss = 1725824.311982, a = 927.585863, b = 148.521944\n", + "epoch 238: loss = 1725817.558260, a = 927.744997, b = 148.521889\n", + "epoch 239: loss = 1725810.987324, a = 927.900983, b = 148.521835\n", + "epoch 240: loss = 1725804.593630, a = 928.053883, b = 148.521783\n", + "epoch 241: loss = 1725798.371821, a = 928.203757, b = 148.521731\n", + "epoch 242: loss = 1725792.316718, a = 928.350666, b = 148.521680\n", + "epoch 243: loss = 1725786.423315, a = 928.494668, b = 148.521631\n", + "epoch 244: loss = 1725780.686770, a = 928.635821, b = 148.521582\n", + "epoch 245: loss = 1725775.102403, a = 928.774181, b = 148.521535\n", + "epoch 246: loss = 1725769.665688, a = 928.909804, b = 148.521488\n", + "epoch 247: loss = 1725764.372248, a = 929.042743, b = 148.521442\n", + "epoch 248: loss = 1725759.217848, a = 929.173052, b = 148.521397\n", + "epoch 249: loss = 1725754.198393, a = 929.300783, b = 148.521353\n", + "epoch 250: loss = 1725749.309922, a = 929.425986, b = 148.521310\n", + "epoch 251: loss = 1725744.548603, a = 929.548712, b = 148.521268\n", + "epoch 252: loss = 1725739.910728, a = 929.669010, b = 148.521226\n", + "epoch 253: loss = 1725735.392708, a = 929.786928, b = 148.521186\n", + "epoch 254: loss = 1725730.991072, a = 929.902512, b = 148.521146\n", + "epoch 255: loss = 1725726.702459, a = 930.015810, b = 148.521107\n", + "epoch 256: loss = 1725722.523617, a = 930.126866, b = 148.521069\n", + "epoch 257: loss = 1725718.451397, a = 930.235724, b = 148.521031\n", + "epoch 258: loss = 1725714.482753, a = 930.342429, b = 148.520995\n", + "epoch 259: loss = 1725710.614734, a = 930.447022, b = 148.520959\n", + "epoch 260: loss = 1725706.844482, a = 930.549546, b = 148.520923\n", + "epoch 261: loss = 1725703.169232, a = 930.650042, b = 148.520889\n", + "epoch 262: loss = 1725699.586303, a = 930.748549, b = 148.520855\n", + "epoch 263: loss = 1725696.093102, a = 930.845107, b = 148.520822\n", + "epoch 264: loss = 1725692.687115, a = 930.939754, b = 148.520789\n", + "epoch 265: loss = 1725689.365908, a = 931.032529, b = 148.520757\n", + "epoch 266: loss = 1725686.127121, a = 931.123468, b = 148.520726\n", + "epoch 267: loss = 1725682.968469, a = 931.212608, b = 148.520695\n", + "epoch 268: loss = 1725679.887739, a = 931.299985, b = 148.520665\n", + "epoch 269: loss = 1725676.882782, a = 931.385632, b = 148.520635\n", + "epoch 270: loss = 1725673.951521, a = 931.469585, b = 148.520606\n", + "epoch 271: loss = 1725671.091938, a = 931.551877, b = 148.520578\n", + "epoch 272: loss = 1725668.302080, a = 931.632540, b = 148.520550\n", + "epoch 273: loss = 1725665.580052, a = 931.711608, b = 148.520523\n", + "epoch 274: loss = 1725662.924017, a = 931.789111, b = 148.520496\n", + "epoch 275: loss = 1725660.332194, a = 931.865080, b = 148.520470\n", + "epoch 276: loss = 1725657.802855, a = 931.939547, b = 148.520445\n", + "epoch 277: loss = 1725655.334325, a = 932.012540, b = 148.520420\n", + "epoch 278: loss = 1725652.924980, a = 932.084089, b = 148.520395\n", + "epoch 279: loss = 1725650.573243, a = 932.154222, b = 148.520371\n", + "epoch 280: loss = 1725648.277584, a = 932.222968, b = 148.520347\n", + "epoch 281: loss = 1725646.036521, a = 932.290353, b = 148.520324\n", + "epoch 282: loss = 1725643.848614, a = 932.356405, b = 148.520301\n", + "epoch 283: loss = 1725641.712465, a = 932.421150, b = 148.520279\n", + "epoch 284: loss = 1725639.626719, a = 932.484614, b = 148.520257\n", + "epoch 285: loss = 1725637.590060, a = 932.546823, b = 148.520236\n", + "epoch 286: loss = 1725635.601209, a = 932.607801, b = 148.520215\n", + "epoch 287: loss = 1725633.658927, a = 932.667572, b = 148.520194\n", + "epoch 288: loss = 1725631.762010, a = 932.726160, b = 148.520174\n", + "epoch 289: loss = 1725629.909289, a = 932.783590, b = 148.520154\n", + "epoch 290: loss = 1725628.099627, a = 932.839883, b = 148.520135\n", + "epoch 291: loss = 1725626.331922, a = 932.895062, b = 148.520116\n", + "epoch 292: loss = 1725624.605102, a = 932.949149, b = 148.520097\n", + "epoch 293: loss = 1725622.918128, a = 933.002166, b = 148.520079\n", + "epoch 294: loss = 1725621.269989, a = 933.054135, b = 148.520061\n", + "epoch 295: loss = 1725619.659702, a = 933.105075, b = 148.520043\n", + "epoch 296: loss = 1725618.086312, a = 933.155007, b = 148.520026\n", + "epoch 297: loss = 1725616.548894, a = 933.203951, b = 148.520009\n", + "epoch 298: loss = 1725615.046544, a = 933.251927, b = 148.519993\n", + "epoch 299: loss = 1725613.578388, a = 933.298953, b = 148.519977\n", + "epoch 300: loss = 1725612.143573, a = 933.345050, b = 148.519961\n", + "epoch 301: loss = 1725610.741272, a = 933.390234, b = 148.519945\n", + "epoch 302: loss = 1725609.370679, a = 933.434524, b = 148.519930\n", + "epoch 303: loss = 1725608.031013, a = 933.477937, b = 148.519915\n", + "epoch 304: loss = 1725606.721512, a = 933.520492, b = 148.519900\n", + "epoch 305: loss = 1725605.441435, a = 933.562205, b = 148.519886\n", + "epoch 306: loss = 1725604.190064, a = 933.603092, b = 148.519872\n", + "epoch 307: loss = 1725602.966697, a = 933.643171, b = 148.519858\n", + "epoch 308: loss = 1725601.770653, a = 933.682456, b = 148.519845\n", + "epoch 309: loss = 1725600.601270, a = 933.720964, b = 148.519831\n", + "epoch 310: loss = 1725599.457903, a = 933.758711, b = 148.519818\n", + "epoch 311: loss = 1725598.339923, a = 933.795710, b = 148.519806\n", + "epoch 312: loss = 1725597.246722, a = 933.831977, b = 148.519793\n", + "epoch 313: loss = 1725596.177703, a = 933.867527, b = 148.519781\n", + "epoch 314: loss = 1725595.132289, a = 933.902373, b = 148.519769\n", + "epoch 315: loss = 1725594.109917, a = 933.936530, b = 148.519757\n", + "epoch 316: loss = 1725593.110038, a = 933.970011, b = 148.519746\n", + "epoch 317: loss = 1725592.132118, a = 934.002830, b = 148.519734\n", + "epoch 318: loss = 1725591.175638, a = 934.034999, b = 148.519723\n", + "epoch 319: loss = 1725590.240092, a = 934.066532, b = 148.519712\n", + "epoch 320: loss = 1725589.324986, a = 934.097441, b = 148.519702\n", + "epoch 321: loss = 1725588.429841, a = 934.127738, b = 148.519691\n", + "epoch 322: loss = 1725587.554189, a = 934.157436, b = 148.519681\n", + "epoch 323: loss = 1725586.697574, a = 934.186546, b = 148.519671\n", + "epoch 324: loss = 1725585.859554, a = 934.215081, b = 148.519661\n", + "epoch 325: loss = 1725585.039694, a = 934.243051, b = 148.519651\n", + "epoch 326: loss = 1725584.237575, a = 934.270467, b = 148.519642\n", + "epoch 327: loss = 1725583.452786, a = 934.297341, b = 148.519633\n", + "epoch 328: loss = 1725582.684926, a = 934.323683, b = 148.519624\n", + "epoch 329: loss = 1725581.933606, a = 934.349504, b = 148.519615\n", + "epoch 330: loss = 1725581.198445, a = 934.374814, b = 148.519606\n", + "epoch 331: loss = 1725580.479074, a = 934.399623, b = 148.519598\n", + "epoch 332: loss = 1725579.775131, a = 934.423941, b = 148.519589\n", + "epoch 333: loss = 1725579.086264, a = 934.447779, b = 148.519581\n", + "epoch 334: loss = 1725578.412130, a = 934.471144, b = 148.519573\n", + "epoch 335: loss = 1725577.752394, a = 934.494048, b = 148.519565\n", + "epoch 336: loss = 1725577.106730, a = 934.516498, b = 148.519557\n", + "epoch 337: loss = 1725576.474819, a = 934.538504, b = 148.519550\n", + "epoch 338: loss = 1725575.856351, a = 934.560074, b = 148.519542\n", + "epoch 339: loss = 1725575.251023, a = 934.581218, b = 148.519535\n", + "epoch 340: loss = 1725574.658540, a = 934.601943, b = 148.519528\n", + "epoch 341: loss = 1725574.078613, a = 934.622259, b = 148.519521\n", + "epoch 342: loss = 1725573.510962, a = 934.642172, b = 148.519514\n", + "epoch 343: loss = 1725572.955312, a = 934.661691, b = 148.519507\n", + "epoch 344: loss = 1725572.411396, a = 934.680825, b = 148.519501\n", + "epoch 345: loss = 1725571.878952, a = 934.699579, b = 148.519494\n", + "epoch 346: loss = 1725571.357726, a = 934.717963, b = 148.519488\n", + "epoch 347: loss = 1725570.847468, a = 934.735982, b = 148.519482\n", + "epoch 348: loss = 1725570.347937, a = 934.753646, b = 148.519476\n", + "epoch 349: loss = 1725569.858895, a = 934.770959, b = 148.519470\n", + "epoch 350: loss = 1725569.380112, a = 934.787931, b = 148.519464\n", + "epoch 351: loss = 1725568.911360, a = 934.804566, b = 148.519458\n", + "epoch 352: loss = 1725568.452420, a = 934.820872, b = 148.519453\n", + "epoch 353: loss = 1725568.003077, a = 934.836856, b = 148.519447\n", + "epoch 354: loss = 1725567.563120, a = 934.852523, b = 148.519442\n", + "epoch 355: loss = 1725567.132345, a = 934.867881, b = 148.519436\n", + "epoch 356: loss = 1725566.710551, a = 934.882934, b = 148.519431\n", + "epoch 357: loss = 1725566.297542, a = 934.897690, b = 148.519426\n", + "epoch 358: loss = 1725565.893128, a = 934.912154, b = 148.519421\n", + "epoch 359: loss = 1725565.497121, a = 934.926331, b = 148.519416\n", + "epoch 360: loss = 1725565.109340, a = 934.940228, b = 148.519411\n", + "epoch 361: loss = 1725564.729607, a = 934.953850, b = 148.519407\n", + "epoch 362: loss = 1725564.357747, a = 934.967203, b = 148.519402\n", + "epoch 363: loss = 1725563.993590, a = 934.980291, b = 148.519398\n", + "epoch 364: loss = 1725563.636972, a = 934.993120, b = 148.519393\n", + "epoch 365: loss = 1725563.287729, a = 935.005696, b = 148.519389\n", + "epoch 366: loss = 1725562.945702, a = 935.018023, b = 148.519385\n", + "epoch 367: loss = 1725562.610739, a = 935.030106, b = 148.519380\n", + "epoch 368: loss = 1725562.282686, a = 935.041949, b = 148.519376\n", + "epoch 369: loss = 1725561.961396, a = 935.053559, b = 148.519372\n", + "epoch 370: loss = 1725561.646724, a = 935.064938, b = 148.519368\n", + "epoch 371: loss = 1725561.338531, a = 935.076093, b = 148.519365\n", + "epoch 372: loss = 1725561.036676, a = 935.087027, b = 148.519361\n", + "epoch 373: loss = 1725560.741026, a = 935.097744, b = 148.519357\n", + "epoch 374: loss = 1725560.451449, a = 935.108250, b = 148.519354\n", + "epoch 375: loss = 1725560.167816, a = 935.118547, b = 148.519350\n", + "epoch 376: loss = 1725559.890000, a = 935.128641, b = 148.519347\n", + "epoch 377: loss = 1725559.617879, a = 935.138535, b = 148.519343\n", + "epoch 378: loss = 1725559.351332, a = 935.148234, b = 148.519340\n", + "epoch 379: loss = 1725559.090241, a = 935.157740, b = 148.519337\n", + "epoch 380: loss = 1725558.834492, a = 935.167059, b = 148.519333\n", + "epoch 381: loss = 1725558.583972, a = 935.176193, b = 148.519330\n", + "epoch 382: loss = 1725558.338570, a = 935.185146, b = 148.519327\n", + "epoch 383: loss = 1725558.098179, a = 935.193922, b = 148.519324\n", + "epoch 384: loss = 1725557.862695, a = 935.202525, b = 148.519321\n", + "epoch 385: loss = 1725557.632013, a = 935.210957, b = 148.519318\n", + "epoch 386: loss = 1725557.406033, a = 935.219223, b = 148.519315\n", + "epoch 387: loss = 1725557.184657, a = 935.227324, b = 148.519313\n", + "epoch 388: loss = 1725556.967789, a = 935.235266, b = 148.519310\n", + "epoch 389: loss = 1725556.755334, a = 935.243051, b = 148.519307\n", + "epoch 390: loss = 1725556.547200, a = 935.250681, b = 148.519305\n", + "epoch 391: loss = 1725556.343298, a = 935.258160, b = 148.519302\n", + "epoch 392: loss = 1725556.143538, a = 935.265492, b = 148.519299\n", + "epoch 393: loss = 1725555.947836, a = 935.272678, b = 148.519297\n", + "epoch 394: loss = 1725555.756105, a = 935.279723, b = 148.519295\n", + "epoch 395: loss = 1725555.568265, a = 935.286628, b = 148.519292\n", + "epoch 396: loss = 1725555.384233, a = 935.293396, b = 148.519290\n", + "epoch 397: loss = 1725555.203932, a = 935.300030, b = 148.519288\n", + "epoch 398: loss = 1725555.027283, a = 935.306533, b = 148.519285\n", + "epoch 399: loss = 1725554.854212, a = 935.312908, b = 148.519283\n", + "epoch 400: loss = 1725554.684644, a = 935.319156, b = 148.519281\n", + "epoch 401: loss = 1725554.518507, a = 935.325281, b = 148.519279\n", + "epoch 402: loss = 1725554.355730, a = 935.331284, b = 148.519277\n", + "epoch 403: loss = 1725554.196244, a = 935.337169, b = 148.519275\n", + "epoch 404: loss = 1725554.039980, a = 935.342937, b = 148.519273\n", + "epoch 405: loss = 1725553.886873, a = 935.348591, b = 148.519271\n", + "epoch 406: loss = 1725553.736857, a = 935.354133, b = 148.519269\n", + "epoch 407: loss = 1725553.589869, a = 935.359566, b = 148.519267\n", + "epoch 408: loss = 1725553.445846, a = 935.364891, b = 148.519265\n", + "epoch 409: loss = 1725553.304728, a = 935.370111, b = 148.519263\n", + "epoch 410: loss = 1725553.166456, a = 935.375227, b = 148.519262\n", + "epoch 411: loss = 1725553.030969, a = 935.380242, b = 148.519260\n", + "epoch 412: loss = 1725552.898213, a = 935.385158, b = 148.519258\n", + "epoch 413: loss = 1725552.768130, a = 935.389977, b = 148.519257\n", + "epoch 414: loss = 1725552.640666, a = 935.394701, b = 148.519255\n", + "epoch 415: loss = 1725552.515767, a = 935.399331, b = 148.519253\n", + "epoch 416: loss = 1725552.393381, a = 935.403869, b = 148.519252\n", + "epoch 417: loss = 1725552.273456, a = 935.408317, b = 148.519250\n", + "epoch 418: loss = 1725552.155943, a = 935.412678, b = 148.519249\n", + "epoch 419: loss = 1725552.040792, a = 935.416952, b = 148.519247\n", + "epoch 420: loss = 1725551.927954, a = 935.421142, b = 148.519246\n", + "epoch 421: loss = 1725551.817384, a = 935.425249, b = 148.519244\n", + "epoch 422: loss = 1725551.709033, a = 935.429274, b = 148.519243\n", + "epoch 423: loss = 1725551.602858, a = 935.433220, b = 148.519242\n", + "epoch 424: loss = 1725551.498814, a = 935.437088, b = 148.519240\n", + "epoch 425: loss = 1725551.396858, a = 935.440879, b = 148.519239\n", + "epoch 426: loss = 1725551.296947, a = 935.444595, b = 148.519238\n", + "epoch 427: loss = 1725551.199039, a = 935.448238, b = 148.519237\n", + "epoch 428: loss = 1725551.103094, a = 935.451809, b = 148.519235\n", + "epoch 429: loss = 1725551.009073, a = 935.455309, b = 148.519234\n", + "epoch 430: loss = 1725550.916935, a = 935.458739, b = 148.519233\n", + "epoch 431: loss = 1725550.826644, a = 935.462102, b = 148.519232\n", + "epoch 432: loss = 1725550.738161, a = 935.465399, b = 148.519231\n", + "epoch 433: loss = 1725550.651449, a = 935.468630, b = 148.519229\n", + "epoch 434: loss = 1725550.566474, a = 935.471797, b = 148.519228\n", + "epoch 435: loss = 1725550.483199, a = 935.474901, b = 148.519227\n", + "epoch 436: loss = 1725550.401591, a = 935.477945, b = 148.519226\n", + "epoch 437: loss = 1725550.321615, a = 935.480927, b = 148.519225\n", + "epoch 438: loss = 1725550.243239, a = 935.483851, b = 148.519224\n", + "epoch 439: loss = 1725550.166431, a = 935.486717, b = 148.519223\n", + "epoch 440: loss = 1725550.091158, a = 935.489527, b = 148.519222\n", + "epoch 441: loss = 1725550.017389, a = 935.492280, b = 148.519221\n", + "epoch 442: loss = 1725549.945095, a = 935.494980, b = 148.519220\n", + "epoch 443: loss = 1725549.874246, a = 935.497625, b = 148.519219\n", + "epoch 444: loss = 1725549.804812, a = 935.500219, b = 148.519219\n", + "epoch 445: loss = 1725549.736765, a = 935.502761, b = 148.519218\n", + "epoch 446: loss = 1725549.670077, a = 935.505253, b = 148.519217\n", + "epoch 447: loss = 1725549.604720, a = 935.507696, b = 148.519216\n", + "epoch 448: loss = 1725549.540668, a = 935.510090, b = 148.519215\n", + "epoch 449: loss = 1725549.477894, a = 935.512437, b = 148.519214\n", + "epoch 450: loss = 1725549.416373, a = 935.514737, b = 148.519214\n", + "epoch 451: loss = 1725549.356080, a = 935.516992, b = 148.519213\n", + "epoch 452: loss = 1725549.296990, a = 935.519202, b = 148.519212\n", + "epoch 453: loss = 1725549.239078, a = 935.521369, b = 148.519211\n", + "epoch 454: loss = 1725549.182321, a = 935.523493, b = 148.519211\n", + "epoch 455: loss = 1725549.126696, a = 935.525574, b = 148.519210\n", + "epoch 456: loss = 1725549.072179, a = 935.527615, b = 148.519209\n", + "epoch 457: loss = 1725549.018750, a = 935.529615, b = 148.519208\n", + "epoch 458: loss = 1725548.966385, a = 935.531575, b = 148.519208\n", + "epoch 459: loss = 1725548.915064, a = 935.533497, b = 148.519207\n", + "epoch 460: loss = 1725548.864766, a = 935.535381, b = 148.519206\n", + "epoch 461: loss = 1725548.815470, a = 935.537227, b = 148.519206\n", + "epoch 462: loss = 1725548.767155, a = 935.539037, b = 148.519205\n", + "epoch 463: loss = 1725548.719803, a = 935.540811, b = 148.519205\n", + "epoch 464: loss = 1725548.673394, a = 935.542550, b = 148.519204\n", + "epoch 465: loss = 1725548.627910, a = 935.544255, b = 148.519203\n", + "epoch 466: loss = 1725548.583330, a = 935.545926, b = 148.519203\n", + "epoch 467: loss = 1725548.539638, a = 935.547564, b = 148.519202\n", + "epoch 468: loss = 1725548.496816, a = 935.549169, b = 148.519202\n", + "epoch 469: loss = 1725548.454846, a = 935.550743, b = 148.519201\n", + "epoch 470: loss = 1725548.413712, a = 935.552285, b = 148.519201\n", + "epoch 471: loss = 1725548.373396, a = 935.553797, b = 148.519200\n", + "epoch 472: loss = 1725548.333882, a = 935.555279, b = 148.519200\n", + "epoch 473: loss = 1725548.295154, a = 935.556732, b = 148.519199\n", + "epoch 474: loss = 1725548.257196, a = 935.558156, b = 148.519199\n", + "epoch 475: loss = 1725548.219993, a = 935.559552, b = 148.519198\n", + "epoch 476: loss = 1725548.183531, a = 935.560920, b = 148.519198\n", + "epoch 477: loss = 1725548.147793, a = 935.562261, b = 148.519197\n", + "epoch 478: loss = 1725548.112766, a = 935.563576, b = 148.519197\n", + "epoch 479: loss = 1725548.078435, a = 935.564864, b = 148.519196\n", + "epoch 480: loss = 1725548.044787, a = 935.566128, b = 148.519196\n", + "epoch 481: loss = 1725548.011808, a = 935.567366, b = 148.519195\n", + "epoch 482: loss = 1725547.979484, a = 935.568579, b = 148.519195\n", + "epoch 483: loss = 1725547.947802, a = 935.569769, b = 148.519195\n", + "epoch 484: loss = 1725547.916751, a = 935.570935, b = 148.519194\n", + "epoch 485: loss = 1725547.886316, a = 935.572078, b = 148.519194\n", + "epoch 486: loss = 1725547.856486, a = 935.573198, b = 148.519193\n", + "epoch 487: loss = 1725547.827248, a = 935.574296, b = 148.519193\n", + "epoch 488: loss = 1725547.798592, a = 935.575373, b = 148.519193\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch 489: loss = 1725547.770504, a = 935.576428, b = 148.519192\n", + "epoch 490: loss = 1725547.742975, a = 935.577462, b = 148.519192\n", + "epoch 491: loss = 1725547.715992, a = 935.578476, b = 148.519192\n", + "epoch 492: loss = 1725547.689545, a = 935.579470, b = 148.519191\n", + "epoch 493: loss = 1725547.663624, a = 935.580444, b = 148.519191\n", + "epoch 494: loss = 1725547.638217, a = 935.581399, b = 148.519191\n", + "epoch 495: loss = 1725547.613314, a = 935.582335, b = 148.519190\n", + "epoch 496: loss = 1725547.588906, a = 935.583252, b = 148.519190\n", + "epoch 497: loss = 1725547.564983, a = 935.584152, b = 148.519190\n", + "epoch 498: loss = 1725547.541534, a = 935.585033, b = 148.519189\n", + "epoch 499: loss = 1725547.518551, a = 935.585897, b = 148.519189\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "n_epoch = 500 # epoch size\n", "a, b = 1, 1 # initial parameters\n", @@ -275,7 +806,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -1191,7 +1722,7 @@ { "data": { "text/html": [ - "" + "" ], "text/plain": [ "" @@ -1331,7 +1862,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -1395,7 +1926,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -1404,7 +1935,7 @@ "array([800., 90., -20.])" ] }, - "execution_count": 9, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } diff --git a/4_logistic_regression/2-Logistic_regression.ipynb b/4_logistic_regression/2-Logistic_regression.ipynb index 8c4be92..7c6922e 100644 --- a/4_logistic_regression/2-Logistic_regression.ipynb +++ b/4_logistic_regression/2-Logistic_regression.ipynb @@ -164,9 +164,9 @@ "* 第二步是根据g(z)求导的特性g'(z) = g(z)(1 - g(z)) 。\n", "* 第三步就是普通的变换。\n", "\n", - "这样我们就得到了梯度上升每次迭代的更新方向,那么$\\theta$的迭代表达式为:\n", + "这样我们就得到了梯度上升每次迭代的更新方向,那么$\\theta$的迭代表达式为:(FIXME: `j`)\n", "$$\n", - "\\theta_j := \\theta_j + \\alpha(y^i - h_\\theta(x^i)) x_j^i\n", + "\\theta_j = \\theta_j + \\alpha(y^i - h_\\theta(x^i)) x_j^i\n", "$$\n", "\n" ] @@ -297,6 +297,7 @@ " self.data = data\n", " self.label = label\n", "\n", + " # FIXME: n -> d\n", " self.data_num, n = np.shape(data)\n", " self.weights = np.ones(n)\n", " self.b = 1\n", @@ -361,7 +362,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -442,12 +443,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -489,22 +490,22 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 9, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -535,22 +536,22 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 10, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWUAAAD8CAYAAACvm7WEAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy86wFpkAAAACXBIWXMAAAsTAAALEwEAmpwYAACJJ0lEQVR4nOydZZgcVdaA31tVLeOSsSQTdyNCBA2BJBAguLvtssAurLH6wbK7wGKrOMHdHQIhSBIgEHf3ZNy9peR+P7pnMj3TPdOT9GQi9fLUQ7rq1r23eqpPnTr3iJBSYmNjY2NzcKB09QRsbGxsbPZiC2UbGxubgwhbKNvY2NgcRNhC2cbGxuYgwhbKNjY2NgcRtlC2sbGxOYiwhbKNjY1NJyOE+KUQYq0QYp0Q4ldttbWFso2NjU0nIoQYCfwUmAiMBmYKIQZGam8LZRsbG5vOZRiwSErZIKU0gPnA+ZEaawdsWvtBRkaG7Nu3b1dPw8bG5hBg2bJlZVLKzP3p47STE2R5hRndeKt96wBvs12zpJSzmn1eC9wrhOgGeIAzgKWR+jskhHLfvn1ZujTiNdjY2Ng0IYTYtb99lFeYLJ7TO6q2avctXinl+EjHpZQbhBAPAF8A9cBKIKLEt80XNjY2Ni2QgBXlf1H1J+WzUsqjpZSTgUpgc6S2h4SmbGNjY3MgkUh0GZ35IhqEEFlSyhIhRG8C9uRjIrW1hbKNjY1NGKLVgqPk3aBNWQd+LqWsitRwv4WyEKIX8BKQTUDrnyWl/J8QIh14E+gL7AQullJWCiEE8D8Cxu4G4Fop5fL9nYeNjY1NrJBIzBimNZZSnhht21jYlA3gt1LK4QRU8p8LIYYDfwS+klIOAr4KfgY4HRgU3G4EnojBHGxsIiKlZH1hCSvyCvCbsXsltTm8sZBRbbFmvzVlKWUhUBj8d60QYgPQEzgHmBJs9iIwD/hDcP9LMpBd/0chRKoQonuwHxubmLK5pIyfvfEBVQ1ehBAoAh44ZwZThwzo6qnZHMRIwOwEgRsNMfW+EEL0BcYCi4DsZoK2iIB5AwICe0+z0/KC+1r2daMQYqkQYmlpaWksp2lzhOA3Ta5++R0Kqmtp0HXq/X5qfX5+895s9lRWdfX0bA5yukpTjplQFkIkAu8Cv5JS1jQ/FtSKOzR7KeUsKeV4KeX4zMz98gO3OUL5bttOdKO1ucKwLN5ZsbYLZmRzqCABXcqotlgTE+8LIYSDgEB+VUr5XnB3caNZQgjRHSgJ7s8HejU7PTe4z8YmplQ2eMMu1hiWRWldQxfMyOZQQSIPXfNF0JviWWCDlPLfzQ59BFwT/Pc1wIfN9l8tAhwDVNv2ZJvOYGKfnliytVtTvMPB5IF9D/yEbA4dJJhRbrEmFpry8cBVwBohxMrgvj8D9wNvCSFuAHYBFwePzSbgDreVgEvcdTGYg41NK1Lj4oh3aPiamTBUIRiclcG0oRGTdNnYBCP6uoZYeF98B4gIh6eGaS+Bn+/vuDY2bVHr9XH8f2bhM4yQ/aaUXDtpLJpiZxiwaQuBGVGsdS72nWlzWHLZC2+2EsiN/Pub7w/wbGwONQILfSKqLdbYYdY2hx2bisvYUV4Z8XhpXf0BnI3NoUjAT7lrNGVbKNscduyurEJTFAwrvFWwV1rqgZ2QzSGJ1QlacDTYQtnmsGNwVgayDXemv55+ygGcjc2hSFdqyrZN2eawo096KpMH9MWlqa2OnTNqGGN79eiCWdkcSkgEJkpUW6yxhbLNYcm/LziTayeNQxGh2s4XG7fwhw8/76JZ2RxKWFJEtcUaWyjbHJY4VZXUuDhki4g+j24wZ8MWtpdVdNHMbA4FJAK/VKPaYo0tlG0OS6SUPPbtjxEty6vy7SBSm8gEgkeUqLZoEEL8WgixTgixVgjxuhDCHamtLZRtDks2lZTh8ethj/lNk6ykxAM8I5tDDTMYQNLe1h5CiJ7AbcB4KeVIQAUujdTe9r6wOSyp8fqwImTwkhKGZGUc4BnZHEpIKTBlTHVWDYgTQuhAPFAQqaGtKdscckgpIwrcRrKTEtrM8bUizzZf2LSNhYhqaw8pZT7wT2A3gYIg1VLKLyK1tzVlm0MGv2Hwr6+/563la/DoOsNysvjrGacwumf3Vm09fgNB5CTe+dU1EY7Y2DQu9EUtHjOEEEubfZ4lpZzV+EEIkUag4lI/oAp4WwhxpZTylXCd2ZqyzSHD7z+cwxvLVtOg60hgfVEJlz3/JrPXbWrVtm+3NISIrMUku12dOFObQ50OLvSVNRbkCG6zWnQ3DdghpSyVUurAe8Bxkca2NWWbQ4Kimlq+3rwtJA0nBLK+3f7+Z3h1g/PHjGBVfiH//WYhG4tLiXc4qPP7w/Y3qkfOgZi2zSGMGTsf5N3AMUKIeMBDIHvm0kiNbaFsc0iwu7I6ovXOlJL/+2Quj3+7iMKa2og5L5rzwNz5/P3MafRISY7tRG0OCxoj+mLSl5SLhBDvAMsBA1gBtNSmm7CFsk0Tumny7sp1vL96PaoQXDh2JOeMGoYaw9zDpXX15FfV0LdbGqlxEV01Q/DqBnPWb8Ybpt5eI5aU7Kmqjnoe32/fxdlPvcL7P72CXmkpUZ9nc+RgxdD7Qkp5F3BXNG1toWwDBITaja9/wIq8Ajx6IA/x+qIS5m3ZzsMXntWhvqSUfLV5O68vXUWNz8fw7EzG985lzobNzNuyAwDdslCF4IQBffm/06bQJz01bF/byiq44oU3qfb69uv6WmJJqPf7eWT+Dzx47oyY9m1z6BNISNQ1S262ULYB4Mcdu1mZV9gkkCEQkrxg605WFxRxVDs2WNOymLdlB/O2bGdjcSmbSsqbksyvzi/ijeVrWp8jJQu27mBFXgGf3XwNGYkJrdr88p1PqPJ4O6WEpSUlP+7c0wk92xzqSAR6J4RQR4MtlG0AWLQzjwa9dQScYVks2ZXXplDWTZNrXn6H9UUlIUI9GiSB0k3TH3ueo3v14LaTjuOonoGximpq2V1Z1ak1hTMS4zuxd5tDFSmJdfBI1NgucTYAdEuMx6W1fkY7FJVu8ZEF19Ld+Uz+79Ms21PQYYHciAQa/DrfbtvFVS+9zZJdeQCYlkS04ZyvCoGmtNWibeIcGjceN2Efz7Y5vIkucCSa4JGOYgtlGwBmjhiCGsavV1EE04eFr/z84qLlXPniW1Q0eGI2D69hcN/c+QD0SEkiJzlyjgpTSqSMHCASDf+dt5Anvl2Edx8fKDaHJ5KAphzNFmts84UNADsqKslOTmRHeSUC0BSFtPg4Hr/kbBKcTmq9Pj5Ys4H1hcUMzspga2kZ76xc3ylzWVdYwpJdeUzok8t/zj+Ty198M6IWbrYTbt0WHt1gR3klT3y3mK83b+eN6y6JqaeJzaHNIb3QJ4R4DpgJlASzICGE+CvwU6A02OzPUsrZwWN/Am4ATOA2KeWcWMzDZt9YW1jM9a++16QtSgK25GP69WJUjxzyq2q48NnX8Og6Ht3AraltuqfFgqteepsPb7yKeKeD/ZC7UeEzDLaWlfPttp1MGdS/cwezOSSQdE4C+2iIlab8AvAo8FKL/f+RUv6z+Q4hxHACaetGAD2AL4UQg6WUnfsrt4nII/N/aPX6LoGP1mxkTUERuakpVHm8TUmAOlsgN47/t8++YkT3bAyr88dr8Oss31NgC2UbIHD/6dHnvogpMRlVSrlACNE3yubnAG9IKX3ADiHEVmAi8EMs5mLTcTYVl0U8tqO8ip3lHfOAUAjc1Pur4K4tLCY1zo1hdbKqTGDRMCc5qdPHsTlUiC5XcmfQ2UaTXwghVgshngtmSgLoCTR3Ds0L7gtBCHGjEGKpEGJpaWlpy8M2MaR/RnqbxzsqEjVFwRmmaGlH8RkmAzO7hV2AjDUWkjNHDOn0cWwODSSBiL5otljTmUL5CWAAMIZADtF/deRkKeWsxqxLmZmZnTA9m0ZuPemYdnWClgVIwyEAt6Zx98xpJLlaZ2FzaSq9U1M6pH889f2S/VrMi5YT+vchJcqwb5sjg1hVHukonWY0kVIWN/5bCPE08EnwYz7Qq1nT3OA+my5ibG4PLj36KF5ftjpiG1WIVonlVSEYlp3J6NwcEl1OclNTmTZ0ILe+/TGVYdzkThrYj/vOPpVzZr1CXtXBk8/Ypan8cfpJXT0Nm4MIKUWnaMHR0GlCWQjRXUrZWN7hPGBt8N8fAa8JIf5NYKFvELC4s+ZhEx13zjiZ2es3U+3xhj0ertKHKSUbS8p47bpLmgJPCqprWFNQFFa73V5WwRUvvo1uWDhVFb/ZdWu7jfrN4KwM7pk5nYGZ3bpsLjYHH4GFvkM4zFoI8TowhUAG/jwC2ZCmCCHGELi+ncDPAKSU64QQbwHrCaSx+7ntedH1qIrCU5eew6XPv9n6WBgtuRHTsvAbZpNQrmzwoCkqPlr/SbeWVTT9u6u9gd0OjR9/ezNuh+2qbxOOmNfoi5qYjCqlvExK2V1K6ZBS5kopn5VSXiWlHCWlPEpKeXYzrRkp5b1SygFSyiFSys9iMQeb/Wdsbg/+MG1yiJVMFYKZIyMvgAkhSHK7MIM5jAdmdmv6d1u036JzkcAHq9cjD4C92ubQI7DQJ6LaYo2tJtjgN02e+2Epb69Yi2FaXDF+NL3TU5BScOKAPuSmpTB73Wb0MMI23uFg4kOPU+31kZ2UyE+OPRrdOPhDlr26wT++mM+zPyzj2cvPo3eE1KE2Ry5dFdHX1W+RNgcBN7/xIU98u5i8qhqKaut4a8VaXl+2hsvHH8WAzG6YlgzrmaAK8Bh6U67j4to67v1ifhjDReeS6HLu0xq4zzDIq6rm+lffszVmmxAaI/pioSkLIYYIIVY222qEEL+K1N4Wykc4qwuKWLYnH28z7dZvmhTX1jFnw1YA7p0zj5owSeYtGcjk1tXU+fz7HKhiSUl5QwNrCorbb2xzRNGBwqltIqXcJKUcI6UcAxwNNADvR2pvC+UjnDUFxYSTqw1+nRV5BVhS8tGaDWE9JbpeHMcGRQiqInid2ByZSAm6pUS1dZCpwDYp5a5IDWyb8hFOj+QkNEXQUg92axq5aSlYUkZViPRQRjdNxuTa1a1t9hIwX0QtcDOEEM2rU8+SUkYqjHop8HpbndlC+QjnxIF9SXK78OhGiNubqgjqvD6mPfJc2PMEgcT4ZXUNB2imnUOcQ+O2k44l2W1H89mE0oFovTIp5fj2GgkhnMDZwJ/aamebL45wNEXhtWsuYXTPHByqglNVGZCRzsTeuTz7wzIKa2pb+Sg7NZUkt4tnLjuPjIRDs5zSsJxMThs6iFmXncf1x7b7e7I5wugkl7jTgeXNo53DYWvKNvRMTeaN6y6lssGDYVmYlsX0R59vZUdWgJ6pKZw9aiiXjR9NZmICn958NZP++WTXTHw/yE5K5OGLZnb1NGwOWjolzPoy2jFdgC2UbZqRFh8HwPytO3BprcOgLaBHSjK3TTmuad/yPQUHcooxo610pTY2QEzr7wkhEoDpBCOb28IWyjatyE1Jxhcmkb0qBANapPl8cdGKTp+PKkTMM8U1z3VhWBbrC0tQFMHwnKyoMuLZHN4EvC9il/tCSlkPRJVgxRbKNiGYlsV/5i0M63Hh1FSumTSW1flFvLh4OQXVtWwoKunU+Vwwejg9U1MorasnKymRstp6SuvrqfZ4WbIrrylcWxAI+W584TTaEeK/mHwMAD/s2M2v3v0UPfhWkOB08tjFZ3NUT9sb40jmcCgHZXOY8NGaDXy3bWfYNJ2zLjuXb7Zs56Evv+30HMeqEPxu2olcO2kcIoLmuqagiPdWrqPO7+e0YYPJSIxndX4Rry5Zxc6Kyoh9C2BMbnfK6uq5+c0PQ4qy1vt1rnv1XRb86qckOJ2xviybQ4hYmi86gi2UbUJ4afHKsJWj3Q6NPZXV3D93wT73LQgsFrYVhi2AUT2yeeKSc8hITGizv1E9chjVI1SjHdOzO99s3t6mUO4TzHPxybpNYbPfWVIyd+NWzj1qeJvj2xy+NHpfdAW2ULYBAhF8N77+ARuKI5sjnvi242mvJ/bJZUtpOQ5F4bzRw7nlxGP4eO0G7vjky1ZtXZrGn6ZP5rLxozs8TnMuGTeKhTt2Rzwe53AAUF7fENZ2rhsmVQ12hN+RzmGX5N7m0OL+ufNZlV9IJKuES9PYU1XdoT4b036eM2o4bodGnc/PB6vXs6O8kvOOGs7HazZgEdBM4xwOThzQh0uOPmq/r6VnanKbi4MNug7AsX178crilU2fm+atKkzo06pspM0RhJQCwxbKNl2FlJIPVofPbwGB9Jz/u+BMbnjt/Q5VCzGl5L4vFvDUd4u5bcpx3P3Z1xiWhdcwiXc46JaYwBnDB2NKySmD+3NM314R7ccdwbAs3JpGfQth28iJA/oCcEy/3ozJ7c6KvIImk02cw8Epg/sxont21OPVVtaxcfFWUjKSGDSuf0yuwabrsc0XNl2KHkHYKkJwz1nTeXrhUhJcDvwNkduFs896dJ38ap0/fDgnZH+DruM3Taq9Xu47+7T9v4BmjOyejaoqEEYmxzsd3Hj8hKY5z7rsXD5YvZ73V61HVRQuHDOSs0YNjXqsNx54n5f/9jaa04FlmmTmduP+OXeQ1dsu9nso05U2ZTvM2gYhBON792y11iyA3NRk/u/jL1iwbSeVEeys6fFx/PS48R1eqzYsiy82bt2XKbeJQ1X513ln4HZoaEpgVgLISUrk05uuJjspMaTtRWNH8dq1l/Dy1RdxzlHDovZTXjJnJa/e/S5+r05DTQPeeh/5W4v4v5n3xfyabA48duURmy7lrtNP4ZLn38CrGxjWXmeg/OqaNnMmZycl8NwVF3DT6x/uUypPVekcvWDywL7MueVa3l+1nvL6Bo7v34fJA/vGdLwPHp6NtyE0v55lWhRuL2HX+j30Gd4rwpk2Bzu2n7JNl7MirwDZLE1no4BtL4l9RYOHe+bMwxIdT+/pVFXOHhm9qaCj5CQncfOJk9ptV1xThxCQ1UyDjobqstqw+1VNobayvkN92Rx82H7KNl3G/C07uGfOPLxh/JPbQzctlu/J5/KjR/P8ouVRn+dQFAZnZfDrU47v8JixYmNxKb95bzZ7KgNeJQMy0/nP+WfSr1taVOcff+4EdqzZhd8bary2LMmgcf1iPl+bA4eUYHQ8gX1MsG3KNjz+7aJ9EsiNOFWVkwf3p2dKcrttHapCRkI8j19yDu/ccFmXRc3Ven1c9dLbbCurwG+a+E2TjUWlXPbCm/iiLPx69s9nkJnbDVdc4BqEELjindzy32txxbk6c/o2B4BD2qYshHgOmAmUSClHBvelA28CfYGdwMVSykoR8Bf6H3AGgVpV10opo1exbGJOQU1Nm8cFgQUxKWXYitZ+02RYTiZf/uI6/vX1d7y5fA21Pn9IG0VAitvNLZOP4cIxI4l3OmJ5CR1m9vpNrdz7JOA3DL7cuI0zRw5pt4+E5HgeX/Ygnz37FT9+vIz07mmce+vpDJs0qJNmbXOgOBxsyi8AjwIvNdv3R+ArKeX9Qog/Bj//gUCi50HBbRLwRPD/Nl3E2NwezN24NaxLmwDSE+J45rLzKaip4c8fzaXO52sKzIhzaFw76eimyh2/mzaZ302bzJcbt/K3z79uioybOXIId50+Fbfj4LCYFVTVhn078BkmhTXhbcXhiE+K44JfzeSCX9m5mQ835KEslKWUC4QQfVvsPgeYEvz3i8A8AkL5HOAlGajp/qMQIlUI0V1KWRiLudhEj5SS5XkFTOjdkwVbd+DVjRAPCk1R6J+RziMXzqRvtzSGd89i+I1ZPDL/Bxbu2E1aXBw3HDuemWG0ymlDBzJ1yADK6xtIdLkOGmHcyOjcHOIdjlbRfE5VtTPE2QCH50JfdjNBWwQ0hkj1BPY0a5cX3BcilIUQNwI3AvTu3bsTp3nksWNzEQ//+xPmplZhuhQcDhVLCSTqqfP5yU5K5PwxI5gyqB89U5JZnlfAyvxChudkMTgrI+pgDyFEu0mFuoqTBvajb7c0tpaWN5kx3JrGiO5ZTOhth1gf6UgZ2+ARIUQq8AwwkoCl7Hop5Q/h2h4Q9UVKKYUQHXJjDVaDnQUwfvz4w6WafZeTv7OM31z2BFumJKLHqaAIfNICE4pr6/jnuaczbehAIODudvasl8mrCticLUtyTL9ePHLRWThVlVqvj7WFxbgdGqN65KB1ks9xZ6AqCq9eczFPf7+YD9dsRFEEF4wewfXHHn3Aw6QLtxfzyVNzKdldytipRzH1ihPshcIuR2DG1vvif8DnUsoLgwVUIxa37EyhXNxolhBCdAca04/lA8296nOD+2wOAG/M+oY6h4WRqARW35rh0Q0eeu9r0k+SjDl2AH/6aA7byypDEt7/sGM3Zz35ErsqqlqZOu6ccTKXxiCh0IEi3unglycfzy9P7jq3vGVzV3HXeQ9h6gaGbvLjJ8t4+58f8uii+0hIOTjfMo4UYmVTFkKkAJOBawP9Sj/gj9S+M1Wbj4Brgv++Bviw2f6rRYBjgGrbnnzg2Lw6D0MFIsR6FJRWcfdtr/C765/hu227WlUg8RkmO1sIZAiETP/9s6/5oY2UmTahWJbFA1c/gq/Bh6EHTCjeeh/Fu8p4+18fd/Hsjmw6WM06QwixtNl2Y4vu+gGlwPNCiBVCiGeCNfvCEhOhLIR4HfgBGCKEyBNC3ADcD0wXQmwBpgU/A8wGtgNbgaeBW2IxB5voUDUFV1V4P1xhWCTs9uFt8LNpXR6m2bEoPVNKHluwKBbTPCLI21yIp651PhHdpzP/7bDmRpsDhQzYlaPZgDIp5fhm26wWvWnAOOAJKeVYoJ6AN1pYYuV9cVmEQ1PDtJXAz2Mxrk3H8PsNCnaWISzIXFRL6bHJSAVQBMKw0OotUjZ7ADDrdLQqHT2tY/7EBdVt+zzb7MUd78SK8OCLS3Af4NnYtCSG3hd5QJ6UslFjeYc2hPKhszJjs998+9lqjKAQSNzjo+ecCpK2eojP85G+vI6en1egGHsNE1k/1iJ0C4L7RDt5MAAm9s3tnMkfhmT1zqTPiF4oauufoTvRRXWZ/YDrKmRwoS+ard2+pCwC9gghGn1HpwLrI7W3hfIRwqwHPuWRv36AaViYLoHhVnBWm2QurSNnQTUpW70oLVIluyoNen1cQdr6ehJ2eklfVU+qyxVRf3BrGj+PIgGQzV7ueud2MnO7IVosum74YTO3HvNn/L7wifptOp8OmC+i4VbgVSHEamAM8I9IDQ8uj36bTmHH5iI+fWMRdQ6Lkilp+FMCf3ZHjUH2whqc1ZGriWhei7S1DU2f+4kUShIFm7ob6AkqQgg0RWFin1z+cvop9EpL7ezLOazI7pPJb56+iTvPeQC/Z++CvKGbVJZU8917izjlshNanVe4vZiPn5xD0Y5Sxpw8kunXnGSbPGJMLCP6pJQrgfHRtLWF8hHAkvkb0S2TgunpWE7R5Aqnp2gUTEuj94flIWaLttixvhBNUxjk0vjnKzfRf2j3zpz6EcGONbuRYWzL3jovW1fsaCWUl3+1hr+c80CTG93iz1bw9r8+4rEl95OcnnSgpn1YE9CC7cojNp2Ew6nR0NuNVAn1TVYEUoG63qGBCglJLtpa4zAMC0+9nyfu/ahzJnyE0X1ANpqrtX7kindSnl/BWw99yI61AVdDy7J48JpQNzpfg4+y/ArefODDVn3Y7DtdlSXOFspHACfOGIURpyDV1jeQ1ARGghqyz+c1GDwil269PJx6+0queuYrzrn3B3qOKgtpt2Gl7ZMcCyadMY6k9MRWC36+Bj/ffbCY5+94nVsn/YnHbnuWgm1F1Fc1tOrD8Bt8++6PB2rKRwQxtilHjS2UjwAyslO48vzjEGbgDnJUGWTPq6LPu6X0/KyChLzQkkaGblJRt5lLHl7A4Cn5pPZooPfYMs7622IGnZTX1M4d3zW5kA83VE3lf9/fy7hpo1A1FUUVTQt/fo8fQzfxefx8MmsuW1fsjOg/Hpdo25RjhURgWUpUW6yxhfIRgJQS/6Yq3DUmjnKdnl9UEl/gR/VJXFUmzsrWwSQTLl+H0PwIZa8AcLhNJv9sHUKRaJrCmZfYnhaxIqNHOvd9dgcf1bzEH1/5JS536wee4Td588EPGDC2byvzkuZQOfuW0yjeVcqabzdQUxF9+lGb8Mgot1hjL/QdAaxatJ1vPlxBtl/HiFcQhgz5TYezivUYUYGitt7viDOIT/NiNiRz1a3TO2vKRyxOtxOHU4voCrdj9S4u/cN5bFq0JUQgWJbkvf99yuO/eh6Hy4Hfq3PurTP46QNXHfAES4cF9kKfTWcy79NVeD06ignO2ujilBoqw78KCwG+OgeaQ0VzhJHaNvvNuGlHYYWp8AIBU8eHT8xpZcu0TIvdG/Lxe3XqqxvQfTofP/EFnz379QGY8WFKF6nKtlA+jDFNix+/Xs+GFbs6fO7Stwaie0OFruFT2Dy/B6bfwagJ/WM1TZsWxCfF0WdY5MjIuoq6qPrx1vt459/hExttXbGD+W//wK4NeWGP2wQ05Wi2WGObLw5TdL/BfXfcT/cTvuKMhyrw1DhZ8tFAFi0dTOIeP+1lt96yoCdJmQ1MvHwLUoKiSbb9kMN3T40hLsHJ9b+dcWAu5AjlF4/cwP/NvC8koMQV7+TUa09m3hvfUxulYK5tYVuur2ngj6fezbZVu1A1BcuSjD1lJH9553acrq6tm3gwIQHLOvwqj9h0IXM//4TR176NIy7gy+pwezjhmg3IiYL574+g24p6FH8wp0WEPpa/O4hVH/enWx8f8Y5MNFI49bw+XHDdiWT3TDtAV3JkMubkkfzx5dt4/FfPUVlcjcOhcdYtp3HDPy5n4QeLo+5n9JQRSCmb7Mq/n/53Ni/ZBoAedLpZ/tUaXrn7ba6/5/L9nreUkk9nzeW1f7xHVUk1/Y/qw03/uoaRJwzb774PKBI4lGv02Rx8FFkvkeUMDZ92OQwmD1/Hl+tHs6tfBo4qndw5VW3axSxDY/Soifz6ngvsBaMDzInnT+KE8ybSUNOAO8GNqgXMSR2pSrLgnR9ZveBGrrvnUrL7ZDYJ5OboXp3ZT38VE6H8+n3v8do/3sfXEJD4m5Zs448z7uGfX/+VoRMPrSrfneGDHA22TfkwJTm3NKz3hGkpdEusBUWgpzupGBmxKg0A0pIU7iqnrsbLq49/xa8vfZx7bnuFtct2ds7EbUIQQpCQktAkkAGmXnkiTnd0pgZpSSqLqnjstueZ9buXI7bz1Hn2e65+n87r93/QJJAb8TX4eeEvb+53/wecLlroszXlw5RkV3/81jJals3TFIuqhsTABykxE9vxoFDBSHdy0zn/pa6qAb/PQAhY+u1mbvrzTGZcNLFzLuAgxmPoLC3Ox6WqHJ3VE/UA1ya86Paz+fHjpU1J8h1ODd0fvnBBI74GH7vWR17UGzJ+YNj9lmVRU1nPqm/W8t17i4hLdHP6DVMZNqm11ltRWBlRvdyxuuOLzV1L5yziRYMtlA9TSpefQOLElSjuvSYMv6GyfGd/GvyB119hQNJ2L4qqoCigqSpe717/2Jp+birGJ1K7oYCE0joa40ikBJ9X56n7P+WUs8ceUQtEH2/fwB++/xxVCCTgUjWen34BR2UcuMRMcQluHll0H4s+Xc76HzZTX1XPJ0/Nbfc80zDRnBpGGAF+62M/abXvwWsfZe5L80P2CUXw9WvfcvVfL+Hi288OOZaWnYKMkHO75+Ae7c7voKOLzBe2UD4MWbVoG6/cv53eR4/npJvXkJztwTQUFm4ZwidLJyCCd1vylgYumT6BfoNzOGpSfxwOlTt/9gJFeRV4Mx2UT0hAagJnngcljNusIgQ7NhcxZFSv1gcPQ7ZXV/C77z7Da+4VanW6n6vmvM3iS2/BpR64n5Oqqhx39gSOO3sC3gZfVEK5x4Ac/F4/VSXV6L7ANWgOlav/egl9R/Ti8+e+5s2HPqS6tAZFU6guaZ1kX1oSX4OfF//yBtOvmkxadmrTMVeci3N+MYMPH5sTYsJwxTm55m8X7/9FH0gkSNv7wiZW/Of/3gVg97IsXv7JVDSXgamrmKpCRmYdqs8iRWr85cHLGXd86Gvokx/9il1bivnjp19QsXgXrjIDoYdXGQzDJDn1yKm4/PaWNa0KyQKY0mJe3g5O69M1C1nueBf9RvVmx5rICaJc8U5+9s+rUTSF5//vdfK3FqFpCj0H9SAtO5kX/vIG7/77E3yeiEWWQ1A1lRVfreGkS45j6ecr2bpiJ937Z3HVXRfhTnDxzr8/wVPnJbtPJrf89zpGnzQiVpd7AImdUBZC7ARqARMwpJQRcyvbQvkwo77OS0lhVcg+wxf4MyuWJKnYACmRDvjbL17m9w9ezPHTR4a0j090UfXSJtL8JooZ8AyShN6iqqrQb0h3uvdK79wLOoio8HowZDihLKn2ty6AeiD582u/4rbj/oy/wY9pWiiqgpQSVVXpOSiHn9x/JRuXbOGNBz7A9O81aW1aspVNS7Z2eDyhBPJy3zzu9xRsK8Ln8eNwOnDf9hyPLbmfK++8CEM3cDgPYdNW7M0XJ0spy9prZAvlg5BibwHzSz6jxFfIwMRh9E8YzIKyL8j37CLHncuMnPPpkxB+YUYRAiEi30+NhTr9wdfX+37zOonJcdTXeug7KIdrf3MaX7yzFLwmSrCTxkATCUiHIE7V6DUgi788elUMr/rgZ2qvAXy8YwMNRmheCktaHNe9dxfNKkDfEb14bv1/+eCRz9iwaAuJqfEcd94kpl85GUVR2LluN3855/6YuXkJIZj70vwQ7Vz36eg+nasH/IIr7riAa/52SWwG6yoOV5tyOLVdCJEOvAn0BXYCF0spKzt7LocCm2vXMmvbQ5jSwMJie/1GTLlXs6nwl7K+ZgXxagIT0k9kRs4FxGuJTcfjElyMGt+P1Ut2RFx0aY5pWFRX1AOwdX0Bd/zk+ciNBZz482O5etokeg/I2veLPESZ2msAYzK7s6K0EE9QMMdpDq4eOpbcxJQunh1k9OyG6tBYvWA9SFj44VL+dd1j/OSBK5n70vzYCWRVgICln6+M2ObVe95l/cJN3P/FnSgH2DslJnQseCRDCLG02edZUspZYXr8QgghgafCHG/iQGnKLdX2PwJfSSnvF0L8Mfj5DwdoLgctUkpe3z0LXe616zUXyM1pMOv5ruxLNtSs4neD72PrmiJWL95OcUElfQZls2NzETWVrZOh7w+qqvCH607H4TwyX7BUReHFUy/io+0b+HD7euI1J5cNGc1JPft19dQAWPL5Cl67992QfVLC079/JabjSFOGTbTfklXz1/PjJ8s47uwJMR3/QNGBh1hZWzbiICdIKfOFEFnAXCHERinlgnANu+rXdQ4wJfjvF4F52EKZWqOaGj36FwZTGhRvq+WKG++jrtzX/gn7ibQkH736Axdcd2Knj3Ww4lBULhg4kgsGjmy/8QHmpb++3dVTCMEyLR6+5WmQcOzZ41tFhEop2fDjZpbMWUliSgJTLj2ebt0PovD9GHpfSCnzg/8vEUK8D0wEukwoh1Pbs6WUhcHjRUB2y5OEEDcCNwL07t219rrOpFqvYHXVUixpMShpODJKQ5Y0oGGdm8KH07A8nS+QISCUX35kLoNH5jJqwsGhHdrsJW9rQVdPoRXlBZXcd+X/OPnSE/jN0zc17bcsiweufoSFHy7B1+BHc2o8f8fr/N8bv+bYs6Iq+tzptJe0K+p+hEgAFCllbfDfpwJ/j9T+QAjlVmp784NSShkU2LTYPwuYBTB+/PguMrl3HlJKXt71GMsqv29xpP2ns2ezi7z7s5A+5YAvRvg8Om8/M98WygchCUlx1AXXBw4mvPU+vn7tW8677XT6jeoDwA8fLWXhh0vw1gcUCj2Y1P8fl/+Xd0qe7VB+j04htiHU2cD7wTcFDXhNSvl5pMadboFvrrYDjWp7sRCiO0Dw/yWdPY+DjY8LXgsjkKG9O8HyCfbcnYP0qsGFiPaFeKzl9rLvNrNtw8GnlR3pHHvWgbHdCkW0KvLaHpZlsWzu6qbPX74yv0kgN0dRFVbNW7/fc9x/RNAXNIqtHaSU26WUo4PbCCnlvW2171ShLIRIEEIkNf6bgNq+FvgIuCbY7BrgiKiNblgGc4re469rbuWrkk86dK40oGp+AgX/ygz4sUR7XgfnGA2WJXnqvo7N36bzuej2s3AndK6G6XA7mHDaGJIzkjp0nu4zeOr2lzgj/nLef/jTNj0yGovGdjmHaeWRbOA7IcQqYDHwaVBtvx+YLoTYAkwLfj6s8RgN/HXdL5hd+DaVRrv+460QGiQf04B3u5tYRhrtKxtX7enqKdi0IKt3Jv/7/l7SclL36Xyhtn1fDRrXn27d01j25Wqqiqv3aQzdq/P4r14gu09mxAfI6CkHSfSfFeUWYzpVKEdS26WU5VLKqVLKQVLKaVLKis6cx8HAY1vvodbYtxu5EWmAMzd8GGzzh3bzh3d0Bo7IREqhnJhsl7M/GOl/VB8u/cO5uOJbV8NuD2lGVvtGHD+UqVeeSHlhJaYe4VVNgMOlEZcU1+5YX76ygKlXnogrzonmVHHHu3DFu7jrYKmA0uinHAPzRUc5Mh1ODzDF3nwKvJHzEkSLcIBZFTnVZuNPKla3iaIqjDt+EKsXbQ+pruxyOzj36uNjNMrhgWFZFNbXkuZ2k+jo2kWqaVdN5uW/vY3f42/ytVVUgbQIePd08JX7tOtOpu/IXrx+3/vo3vBVtiEQ5ff8pofZuWY391z2H7x1kb2Casrr+NUTP+OcW2awdM4qElLiOeGCSSSn7zWLbFi0hc+f+xpPnZfJFx7DsWePR1UPXLHeWHlfdBRbKHcClrTYWb8Fj1lPv4TBlPmKUVAxO2IMbtmnDt5tTvSSUC2i8b7R01w4Kn0xNWxYpoUQMGxML9av2I3TpeH3GUw9ZxwXXD85hiMd2ry5eTX3LvkG3TKxpOTMvkP5x3Gn4da65ueVnJ7Ef769m4eue4xtq3YCMO6UUVzyx3N5/FfPs31Vx3Ibz3nhGxRFaQrRj4S0JO/+5xMyc7vhq287sVGj6aLfqD5sXbmTx3/1PP/52VMIRZDTL4vM3HQ2LtqK7jeQluSHj5YwesoI/v7hHw5chKAtlA8Pir35PL71PjxmPQKBIQ2mZs2M6H8sZWQTgZQBkwUSPBvdFD6SGdgPkOBg1ElDWLVqN37TQvWE12CkAr50B8KUOCuNDgvtJfM34XI7uPD6E5kweQg9+maQknbkZIYLh2lZLMjfwfaaSjyGzqMrF+K19j5wP925EUtK/nvSzC6bY98RvXhs8f001HpQVAV3fEAI/u/7e7k45yd46jqQQEnSrkBu5KPH5+CKdyLbCYdLzQ6EpX/27Ff8+8YnmwSgtCSF24op3FYc0t5b72PV/PUsnr2CY2YeHf3cD0FsoRxDLGnxxNb7qdLLQ/bPLfyY/glD2FyzHsWx92aVVmBDbS2YpYRdb/Wi13l7KHo8g/rFewWhQOLUPQzN+Iot5VkovvAZiOp6uSg9JqkpxZvqk+TMq8JZ0zGN3efVef3Jb1BUhaFjDt9Anmgo9zZw4aevUuKpRzdNDGlhtRBAPtNk9s5N/O2YaaS4utb2Ht/Cvisti7HTRrHwgyWdMp6pm025mtvCMi0sy+LJ37wQtUbqrfPy3Xs/HjCh3FXmi0MwU8jBy66GrTSYrUu/mxisWVlMxapUTH9oTL2ihQpkaYFlCPJnd6d+dxKqE0STGU00/d/v1/j602R+f8cPCNl6QU8S0JKlKpBOBelQMOIVCqem7vPaxJuzvuHa6Q9y/vi/cu20B/n64xX71tEhzJ0Lv2BPbTX1uh9/0FwRDk1RqPDGNvfI/iKl5HdT/8bi2Z37dzOiEMpSSmor6vA2RJe/GQJrHPHJ7S8ixgRJIMw6mi3G2EI5hnjNBqwwmdmEAkp2NWlHVaEETcJSBva3bgwgyT6+hB7jd1P7QxyetXGEW76rq3WSkuplxKjSsN0k5PlIWd9MMCgCSxV4cjq+Mg9g6BYl+VV46n0U51fy0O/f4rl/fbZPfR2KWFLyxe6tYXMqt0QRgp4HQea4RnS/zgt/eYPNS7eFLQd1oPE3+ElIiUfVohdBDpfGaded0omzaoFdOPXQp7u7N7r0tZKflgGORANFk/gqnOR90pN+l+9EaGEEuAj4JCupJqlT6pB+SC2ppvyttFbuN36/wp9+fVLwPatlGnpQTEjZ1ED1yFAbsOWM3dP9nee+5fJbpuKOc/Lj1+t57fGvKS2qZshRuVzzy1PpN+TA1a47EJhRCOQ4zcHvjp6MswOeAl7Tz6s7vmN2wQpUoXB27ngu6XMsDmX/f6KeOg+/PP4Odm3Ii1n6zrYQCkRIbthEbVU9G37cwsmXncAXL8xrs21cohvDMLnxwasYMLpvzObZHrb3xSFKba2X737cwtr1eWxP/g7HqObmhgCBzxLDo7L5iSGYDQr+SifuzFCXIWmGnisECBekzahFaJKyV7s1bw2Arrf9w1dalHJSXZJJvfJYtyuDWDjPSUuyZW0eeTtKeer+T/EFFxwXz9vIqh+38e/Xbz4oBfPu+jJ+LNtCvOrkpOzhJDnafy1WhMCpgc9o+QAMfMeZcQn0TEjhlqOO4dQOlIYypcXPFj3N9rpifFZAi5215UsWlW3h4fHXtcqu1lHe+udH5G8pxDI6IdIhDFYb/s6N6F6d3039K4qiBIR486kJcLocSCk5+5YZDDtmMGOnjgxxlzsg2EL50OPLeRt44L+z0XUTKaH/NaU425CRFcvTsfwCUNj9Th8GXL8VoUoUTQZsyaZAVVvfCYpLkjqtjvK3U5H+xgGiy3nhzdzrQhen6Vw6bB23XrGYzz7ux7NPjO7YBUcgISmO5/71eZNABoIVrw1e/N9c/vr41R3u05IWO+pKUIRC34TM/RZMzXl442e8vfsHABSh8OCGj3ho7JVMytgrSKWUfF+yha/yN9IzIYWL+0/k6dVLCZhLW85FAJLXTr+IQSmtEh42sbu+jFlbv2RV5S6y3Clc138KJ2QNZWHpJnbWlzYJZACvpbOqchdrqnZzVFqf/breeW98j78N/+LORojwuYlNw8JsERKXmJbAVXddhMPp4PhzJ5Ce04WpPG2hfGhRUlbLg//9DF3qqIkmRp2GXuPAMkFpqSkHf8OewjikETjYkJfAjlf70f/qbUgraHcOY85oQkrUFAujtG3NuKUOlzOonuxMH0kuP5cNX8vJvXchBJx74VYqyt18+M4gLCvUrmepAdNHNMQluEhKiUP3tz5BSsmm1R0Px15VuYs/r3yNOsOHRNLNmcSD465gUNL+a9zLyrfzzp4fQwQgwB9WvMbnp/wZt+rAsExmfv4km4rrAu+wUvDgkoVgRo40U4TAKSLb6nfXl3H1wsfwmn4sJMXeav644jVGpfai0FuFx2y94OW1dL4uWrffQlnrQJ28/qP7MPjo/oBg87Jt7FiziygsNm2iaGrkKMAWWIbFkPEDGXHckP0bdD8R0jZfHDIYls7a6uV8vWoZPS/ZTOKAapACS1coWZgJpoBm2m5zP+S47h6q1lhIIyAEs08qRih7F/zCLvwFES7Q0g2M0vA/MMshqB4Uh9Zg4qg2kKrAVWFw3bGrOfWM1sECigJX37Ce4ycXsGxxFg31ThZ805M9SUnE54cRsLTWDxVFcM+s60hKjY/ol5rZvWOLXZX+On593JM4ADfgdUH+/RXcvPgZPpnyR9zq/oXgflqwHJ/ZWmsUwJLybZyYNZR7ln/OppI6ZGOmMMCvKwQyQYXX2BMdrjYX9p7e+lWTQG7ELw2WVe5oc74f5y8ly52MqihMyR5Btrvji4czfzaNp//wKr6G9vNuT5wxlhvuu6Lp8zVDbqVgS1GHx2xOtAIZAAGG3vULkUCneFZEg+190QFKfUX8dd2tvLb7SXalfUvSkGoUByhOiZZgkn1SMRUr0gJBH8HfXqNAlhK8pS6kIVCcBinDq0joU9+mIG6OENDz9yVhH99SQP70NCpHJVB6XAoFp3ejeFoqJaenUFHpQtfD31xOp8XQ4RVcfs1GrvnpWp559QtGXVRG2SQ3VjPZJwHLAb6U0H7cCS6Gje2NO87JtHOPxukOFZiuOAeX39yx1fLLR9+Lk70ufnE+SPu1xLBM5hdHl9LRkhbbaovYXlfc6mGhW2bEt1IjuDr13pYNyFZ+g5F/oJqicPcx09HaiDRbVbkTw5J4PQ58Xi3qBbdaw8t/N83mvxtnc8GCf/FRXqAUnJSB7yQaZv7sVCbMGIMr3tmut8N3HyzGsgKqcUVR5X4L5H1h2DGDD/iY4WjUltvbYo2tKXeAF3Y8TJ1RE4jOE2E0R1WSOKAOywS1xTdbuTKVyhVpZE0uIueUYqQpEGHsx22huCTuQT68m0MDEhp6OjESFGiW5ctSFDzxDt79YRjnXrANhyP8D1iIwOZyBX6ID5y6gPHqFfhT4kjZoOOoNkER1PbXSNoaDC8M4q33sW19AQNH9OSmP89ECJj7/jKEEDicGtffPoNjThne5jXtrKmk0udhWFom5436S2BOYdpZf/RR/m5tu9/R6srd/Gnla9QZXiSSNGciD469giHJPQAYmdif2d7NmMKPw2k2PTQNaTGh2wAA/FEsVDWiAI9OOZsZfQazrbaIZ7Z+zYaafHrHZ3DDwFMYHTQ9GN44yophbz0HQXJaPS5XdFqhKS1MaXH/2g/YVlvEO3sWoVsmCoJxaf24Z8ylpLsSw56raip3vXM721btZPWC9bx455vU14T3oS7dXcbyL9cw/tTRLP6sE/2ZBWT0TKeuqgFvnReHS0NRFf70yi8PjoREEFObshBCBZYC+VLKNkM9baEcJTV6FUXePWHDpaUFhV90p2xRJtIUqHEmPU7PI31MFQBGvUrqqICfMiJopnDsw19cBgRzS3zpDqQiiN/jxVFn4UvX8GY5kKqgwErmX/8Yz7U3rmHZ4u4oQnLMCQVkZIYPs9UUi556Hcq3AsUrUfVAEhtXWWubp+ZQqa4MVLpwODV+cde5/OT3Z1Bb7SE9IxFVi2z/Lmmo46dfvcemyjI0RcGSkrYsp3ENMCatb5tfT7W/gduWPkdDM/tsoaeSWxY/wweTf8/vv/ucb/K2Y0g3pnSiKBYZGQ04NcEdI88jUQs87MZldWdhfj7hHg8uVUVBASGxpOSeY09lRp/BbKzO58bFs/CZBhJJgaeSFZU7+ceYy+gTl8OWYj8gQjTw6soEMrJqUJTo7wUDi9d3LWz6bCFZWrmdM765j0cmXN/0YAnHgNF9GTC6L5POGMf1w36FabR+UPs8fhZ+uJjxp46mLD82yRtVh4qmqfg8gb+L5tRITE3g0UX3sWPNHpbOWUFyRjLTrpxMVq+MmIy538ReC/4lsAFIbq+hLZSjxJIWkV5hCz7vQdniDGTQPc2oU9j9Tl9Kvm1g4A1bUdxm0+JfpNfWtnJgNLWxAqWgWibndFTq9P6wHGFIFEsiFfCnahRNTkGrNVi4IZeF3/Zs7IWnHz+Km25bxelntbZnLirOwf+xRmKd0XRTRpqWZUkGj+oVss8d58Qd135wynVz32FjZSmmlE1J+8PZrRtRgOEpuWypLWRV5S7SnAmckDkUV9DGvLJyJ39d9XaIQG7ElBZ/WTybb/J24jUbNVOBZarEeXvw2oxL6RG/d5X/wWNncsr7T+M3G//mEiHgN0cfyyUDxvHlnq0IBNN6DyQzLuAD/vCmz/C2sFX7LJ1/rv+IU1IiZNST4PM6iIuPPqotEhaSXy59gUfHX4chLYYk9yDFGR+2bY8BOVx+x/m8HKbQqqIqJKQGrmnUicP2e14QsCmn5aQxdGA2lcXVTJgxhkt+dw5p2al0657O+FNj4wUUc2IklIUQucCZwL3Ab9prbwvlKEl1ptPNmUmxL7QMkqULyhZnIvUWtjopcCSZCDXUGyOc4G0U1I1eGGGPm5D/RDY+txvH0SbuHB1vsQvPThfxxQ0ofmtvELYFrnKDzIV1xBc1/uD3hmgbBjz23zGMG19MdvfQ19i3C4eQuM2ISksQQEVpDUkpHQt93VJVxvbqioBAboZJ+BtSAC6Xyh2r3mB+8QZAogoVh6Ly5MSfUumv41dLX8Qvw5sC/JbB/D17mgnkABLIq63ng91LSXA6GJXah7FpfclNSuW7C27iH8u/5ruCXeiWgWKpzNu9m1FpuVw+ZEyrMdZV54Udu9BbxVMlX6Jb4b+jWAZzGNLk5iXPNAWcXN1vMjcOmsbGJVt5+vcvU7SzhKETB3Hzv6+NmCnOMi3euO995rzwDefdegauBBe+MGWbOkrZnjKuuvNCzvjJ1P3u60Ahovc6yRBCLG32eVawxmgj/wV+D0TlaG0L5Q5wdd9beWTL3zGliS4Dws5o0Ij0SHVneiPajU2fQG1mivAUO3Gn6whnaHvLgup1Sex+ux/SUFByLLxlkDa2gNyz91C3OZGif3Rr7TkrIb4o8o9JWoJnnhzJb/+0DFW1MIIeISvWZ5EkossmZxgmzz70GX9/6tooWu+l3NsQWBRr8fa85XepDHuoqlV7C6h8SOProrXNQpwNMOF3K14mTnFGFMgADkXDG2FN27BMnt02D1WVOBWNESm5PDLhejLiEzit7wDm7tlMg89CYrCspIDrvnybrDST64ZN4CcDT0FTVKSUOISGh/Aar9Ot09DgDpsQ3RmlTTlaJIGHEMBz275h9pzvqP/1uqbvumRXGd++80ObpiWAysIqnvvza1EvREfDp0/PPaSEcgcok1KGLcEthJgJlEgplwkhpkTTmS2UO0BufF/uGvEwi8oX8EHBywA4EnUiCWVviRtpCGjhf1yxKpX8T3OxfAqpR1WSMbGMLU8Ood+V20kcUIsaFMyWIfBXONn1xoDgu73ACgaPFM7tQXwPD/E9GxBKekT3ncjCVbBwQS8K8pIZO76IgrxEVq3IIvfaWgoHJxK/yURpR1OQEtYubdulKxwj0rPxW607d2kaZ7xxFrMv/TjQP6ADtf8REMYsAVDmq8Uw2/ZCGJfWl8SEHryxZTV6i3FV1Wqy6fotg3VVe/jn+o9YULKRKn8DcakWbimorkzA0DWkFJRUKry8fQE760v57bCZ3Pzjs+SXWyQkBVwNG2kcyuGwcLl0fD5HUDAHForj4n1oWudF2VlIisxqtCu6YY6KQ8nz43q/CnW3HyOMPTkc++uj3BxPrSd2nR0IYvMWczxwthDiDAJenslCiFeklFdGOsEWyh3EqbjZWLuqyQAqVEjo3UDdttb2+9ptSfhrHLg0H40pDIq+zqZ4QXaT/blyeTcqlwfCp3e82h9Hsh/FZZE8pBrFYVHybTBCrIXdQ+oKpQuz6HfFDpy5Or7dzrBxZu2xc3sKO7c3+r5KzGcV0k/wUF/kQtZJFL3tvhKS43ho2QJe3riCOt3PmIzu/O2YaYzKyIk4ZpLTxW/HncB/VnyPxwgM4FJUurnjuXroOG7dcBwPrPuQD/KWtJtrQkGQ7Iynwt86O1/jvB8ceyW1up+v87ZT4WvAYwS8SISA5NSGkK/WL00+zFva9HsMCFlJanod5SUpKIpFQpIHvzT5ungtqyp3kV/lw+NxIRRJQqKvaX3A63FgGgpSKvj9KqpqIBTQVAt3nB+na9+LHkSLNdCNv58LnArmUBf6SUnE/70Ax8oDLyBHHh8bG/UBIUYLfVLKPwF/Aghqyre3JZDBFsod5puST9hWtzFESunVEVx4pGD78wPocUY+KcNqML0KxfNykGbzd8LmeTtBrw4kIy8tCdoghYXisrB8LV83BXpNYNzsn5Wx+86eSCkDAWhEJ5BbI9D9Kq7vJef/ZhNLS3IQJTBQVLJiUTZ1pXHIZlnwXHEOxAlpPL12Cf6gz+zy0gLO+vglhqZm8vdjpzExp1fYkW4cOZGhaZk8u24pZZ56pvYeyPXDj27KP7yhOj+q5D9u1cmNA6fy4PqPQgIzGhmQmMNda95CILjzuGPYXlHPl3lb2NqQhyPOEzasPdxvUQBx8V7iE31NboQA5f5aLOkEqdBQF0dDvRtVtbBM0cLXWWAGIye1eN8BEciBpwPgDN5vqgIqeH6ZjXbdTtxxziaPiFjgindx55u/5o6z72/1JSqq4Mq/XBizsQ4IdkTfocEP5d802ZMh8HrnSPPjK4tQZVqB1JHVbPzvUHxlbS2IhROlkvi+tXjyWq8PCC2gTUsL/KaThmPjULeAo9qH4gv3g2/ef9ti2+dTqfg+nmf+NhcAS8Jr24fw9IPjSNphBAIQTMlRpw3hpX55YU0nG6tKueyzN3j5tIvxmDr/Xv4deXU1DE3L5PdHT+bo7J4MTcvkrH7DcKoqJ+f2J8m5t7bdwKQcNlbnYwY12pY4hYqiKNw7+lLGpfdjd30przVzFWtkV10pW+sCARBzi9agCoUEl4tE1YchJVIGco4IEfAzj4iAhKSAjb7lfELswlJgGo0P0L0+yc3/721wIZAkJvva9bjZb5TWA8g0lcGnDubEKRN4/o7XQh60+0NaVgoTzxjH3977Pfdc9p+QO+x3z//84HF3i5YYC2Up5TxgXnvtbKHcAXymF0M2S7pjwfaX+9OwM5FG16kQYadYpI+rCLwmD6mhNJLgDtoYW98EAs0p6T6tgMIvuzeZPIRqoSUYpB9djuFRWbWrH/4BDsy+Cum7Ifm7hrA3lJJooKRYmKUa0t+WNBDU1ux1a/OaGh+XDmTPuQk4ay20Ggs9XWVNXHhf3kZMJLfO/5h63d/k+bCoeA8XzH6Vbu44avw+HIqKILCY98TJ5zAltz9bq8pZtKOGovKAScjl1klK8eBWFYYm92RoSk8y3cmc2WMsGe5AmwZTR0VpleBGb7GaaEqLGj3w6t4YeamoEm+DA6/HSbc0L6ZithKWkbxmpARNs4hL8OL3ORAQWDQVIvg3CPf9CDwNbrweFynp9TidnaQ1N5u0ku/H8X1d4G1sQgJ/eel2ln2wAs2ptVkMFWDg2L5sXbEzcgMFEpLi+cs7v0UIwXHnTOCd4mdZOmclUsL4U48iIeXQKiEm6JD3RUzpMqEshJgB/A9QgWeklPd31Vzawm/5WVH5A9+UfEqhN4/m0q56fSr1OxOx9JaZ2ySokvjuHrJPDNQay5pcQun3WYTVUlULIURgUbA5ioUjRSfrhFLicryUfJ+JXu3EndVAtwllFBensnlHLrq+V4DW9HUzSMun7PsUrGB4tXBIUmfUkHlpFd4N8ey5N6vNa3a5DI47MR9Lgt9SeHnXMJZUBpIB+ZMU/EnRL8mXR6i+Ue4NCMbmC283f/Mhc865jvM/fYVav4/G78nndWCZKpeNG8mtQ0/H2SzH8Efb1vOfld9TF7ejQ54CjXbfRrnljtMxDJWikgRS0htwOIymRbuWPuSWBXW1cXgbAt+7w2mQklZPYlCTlhIMQ+D1uPA2uIgkmKUUVFckkpFd3akas/ODStwvlEMwUjHujUrmln/DlIuPi+r8u977HRk90rnt2P9jy/LtIccGj+/PzJtO46SLjg0pPRWfFMfkC4+N3UUcaI60hETBkMPHgOlAHrBECPGRlDK65AYHiN0N23h86z/wmp5WkXxSQuXq1CZviOYIVZJ1UjE5Jxc1CQpHooEaZyCFRPpVpKEgNImiWfSYmUfxV93xVzkCNZya+oGMSWUAJA2sJWng3jBjw1BY+MVwZIsMb7qpsX1INled/Q0LvhyOJRWSjq3HPcAPukrOzjHstkJ9rYNXBAhcboPuPeuYfsYuDKnw9Paj+M/WsN4+MUcBHlq+AJ/ZMj+FwCHdTMkYFyKQX9u0irsXf4XHMMgMHyfRhAwGavi8GsmpntaasALxiV78fo3qigTccT7iE32oqtyrUQe/6pqq+IBWLCAxqR53fOAtoLFPIcDplGiaNyi425K4Ep/XgTuuc1JrimId9wvlCP/eb1SaFm/e/wGTLziGaVdO5rNnvop4vqIqzH/rBy753Tk8tuR+Ni3ZypLPV5KQHM9JlxxHt+5dmFqzszmShDIwEdgqpdwOIIR4AzgHOGiEsiUtZm17CI8ZXtPzVzpQnBbhNF+hSRJ6t042lDKiGk+hm4E3bMPyK5geDVc3L0KFxD717Hi5P75KZ9N5vc7dTVxO+HBow1DDWzyABr+T3CEVnD/oR7bUZpNf2Q13ZTcuHHkZG7O2sNxpYfhDJ6eokl69ajjr/K2ccuruplwYkzPzDphQtoA9ddX4zPC+uzuqKzk6KxCZaEnJQ8sWBD0pwO9Tcbpamx0gIFCrKxLQ9Uaf8taeB41CN71bHbquUF2ZiN/nICWtAYfTbAryME3w+wILrCnpdTgc4ceEvZp4IClS+EZSig4HkCgInKqG3zTCLm42x/FjfdibxPAbfPf+YuISXK0PNsMyLV65+x3O/cUMXHEuhk4cxNCJ0SfwP6Q5woRyT6B5ot08YFLzBkKIG4EbAXr3PvAVlHc3bMNvRQ6+MBo00seWU7U2tcnW24gQksR+oS5a0oKcaYVseXwwpk/FmazjSNorfFzpfob+ciPeUhemVyWuuydsfmWHMHArOqrLxOHU8XlDf1QCi6Hd8wFwKwYjkgu4asCf6JE0hd0177Bn/FMgTqBlgkCX0+ShR+aRkBgqEFXFQYrTTY3f2+n3qN80KamvC/uw8ZsG6yqKqVrnYXRGdwaldKNO3/v3qa2Jp1tmbStTg5RgGip60McYwDSVEP/gkHMEOJwWSSn11FQlUVWRSLfMmqZFQAGkpNVj6CqaFlkgAxi6yt58d5FxOjoWQKKi8PwxN/PWrh/YUJ1PgsPFsopm/uKWxPlJNc73K1EqTTDC/OWEoKHWwydPzW13PCGgaEcJfYaH96Q5XDmizBfREAxTnAUwfvz4A/71GJaO2UahsYRcD2WLU8k6oZiSb3MQjUllBPS/enuIQJUSTD1gwhj6q43UbEpGHVodyKWshnoXtCwR1YhAMjwun+7OKiwpUISk59Qqnv18OqapAAqKYuLWdE4fvbzpPF2qvJz3DrcOHMKmyv/gTqnlzL8sYc59RyOCXhMOh8Wdd//QSiBDHKNyb2XV4At5Zu0S7lnyTYe+w45iSouChvCZ4AwpeX79soBrmuagf0p6iD3aMlUqSpNI61YHzRL8GH4HVRXxgdzIAAhqq+NITatvkpXhFvVcbhMhAqYLj8dJQmLQ80IBl9vA4TTaFMgBk0c0hmKBx+MgQfOHnUs4DCyuXPgoCZqL6/pPQUUJEcruWaU459QgfIHvIdyPR3WoZPXKQHNq7VYlMXWT9MPZTBGJI0wo5wPNH7u5wX0HDX0TBoV4WoQjY2IVlg7pR1dQtyMJ1WWSPLgGpWUGOCuoLwlQXVYgW1wHGeguoruzClVI1OAjfFBqIVfN+IovVo7D3+BgVPddnDR0HclxnoBQALZ5Mynwl/GP9bfQXwNHWSKuBD9Tf7OCHIfBkFQ/g4dWoIuA65sQDgQCUMA5DukYhwCuG340j67+gSpfa3OKAJyqiq+dyLpYIIEGQ2ddeXGrY6apUlaSjMNpBELHdQ3DaG3z1/0OKsqSSEjy4HJH1lIDQlnBMkWzfYH/K0rbyaUANIfRzu9a4nAa6LoDKf20kY65xVkSU0pqdA+Pbp4TooeLahPnZzWIZrUZm/yCFHA4Arbw6+6+lMHjB7TrDueMczL5gmNISgufFvSwRR553hdLgEFCiH4EhPGlwOVdNJewaIoDTTjaFcyKA5wpOuljKsK+pUoL6vfEgypJyG29wATRZIiT9HZVNAnjpjkKydCUQlKP/Y7eroqQWmhCBKYzJK4QQ6oU6mnUylRO7buHNM1HqVeloDiOXUiKdAcGoOKgu8NJ37ijSTCWgr4Cys/FUntSG/8L7pjQlzt+2IpumZhSogoFh6Lwm7EnkOBw8vDKhZR66jgQ93JkUSLQ/Q7aWzYzTZX6Wjcud/hIQCnBsgQIiSOCy1rj993SXNL8b5CY1EBdTeMqZPM/sgQkyan1QTPHvtEywEbZ4wengBYFcwUgMpyccMtJXH/1ueT0zUJKSUZuOvlbirDM0H4cLg0hBFMvP4FfPHLDPs/vkOZI0pSllIYQ4hfAHAIucc9JKdd1xVzaYnDSCNbXrGyzTfmydApm9wzkCFAgqX8tvc7bjeq2sAyB5VXZ/U4fVJfB4J9vaUxh0YSUNJ0bccEIUCOIOpdi0se9N+9tyz5UAcPiChjs8HF6UiEOYaEIyIw3GNavNpApzVDYYKgYGOzRDQr0bznR7ccd7MsytuGs+Q0pjlR+Ny6RubvPZXGxF0taeE2L+5bOI05z8MDxM3hpw3KWleThjPNjGAqGrrGv8YWdjWlqGLqC5rBa/U3qawORhZpq4nTpYR+cUoIZLHbb3POiUVhbJiDB5fbj87ZMZxoMJPE48XqcpGeEfzh0FCtbayWQIZBywz/cyefH5jNQbOVishBC8MAXf+FvFzzEjjW7UTUVh0vj10/fzLBJg0hIiccd3/ZC4OHMEWdTllLOBmZ31fjRcH7uNWzasCaibbl2WyJ5H+eGLPTVbExhy9ODSR5cjb/STc3G5GBYtcT0qWhxoX0JAXqtA8VpkJgYh9dq7e0hEdRbgSi0fSFOmJyUXICj2V3WqEkD9NQs6iTsMbXgeJI8Q2GgI/AgUASoUpIiasmOr2dDZTkWe33QGk0Kv17wKT0SkkhK8SCFhao1CuXIOISCSSBhfFdQVZlIalodmmPvQ6++zomnwQlIDCNgEumWWYuihNr/hQBVkZimQGuxKCtEwFzg9biCNv/WDyYhJJ56N5al4PM6cLn0Js+baPJrh0NmOjCOcuNY2sLDRIJosPCYOk9u+ZLze01CU1Qyc7vx6KL7KdldSn2Nh95De7abQe6I4UgTygcz5RV1fDh7JZu2FNGvz5V4Ri2h2LEFpCC5qj8F1YU4e9RQPD+7leeFtBR8Je69uSuCCFWiRsh34EjWmdjtRFZWLYo4pw2enkxMzEMSOStdJNJVSY0Ju0yVGqkQLyQDNZP0oEeBJqCfZrEnOD0LgbfFIpUAXEJS6knGY4TP9WFIi9111QjhbnGkeYGAwP97JiTz86OOYVlJPh/u2BBWKDsVJWw2ueYkaA58ptkspWfHkJZCZXkyqmoiFImhB+3pITlJBFWVCaR3C6PNClDaUqlEwLas+x20FMzN3eFqquKJi/cRF+9HCInX6yAhMYq8FFIGgkKa1d4zp6TiXOFFNitrJQBtpQdltw+9r4MKfx1ZzYqwZvXObH+sIwmJLZQPFnbtKeeW37yC32/g100cK1Wcs5O48w938ehTX7O2og5EIrqpIyLYGhWnheUP/WFLU2DUaTiSwywsCVhc8j3CEVmwVBqJjM16ivy6Vyn3LMKQ7dera8QrYZmuBQ0gAYG71C8Y4zTIaiaYG1GRdGtRokgAVZaCQzGaeTKEI7A41pK0brX4/Rr1tfEowIWDRvL2ljWsLi9qley+kbdOv5yPt2/g2Q3Lwh7XhCDNFUe3uHiy4hL4es+2pqDqEelZ9IhLZG7+9rDntsQ0VTADXi5hZ2OJsNqrEAHTQKRjpgHxCQamqWKFaMwSl1vH72t01QuEXnsaAg80oVhRCmVwzanDOD0FM/g3E2vrQwTy3gmBut6L6JtIiqOdaJsjHMERaL44WHn4iS+pb/A1aTC6bqLrJnfe/QGGaTZbcVcQRqBWW8vk5ZY/3DK6oOCLHuSevacpX3LIOSaobdSL1IRGdvx4chImUOFdzpKin2HK6NIvVlsC0UxiqEgUYL2ukqkEPATKzWbCQkgymiVTNiQUmQr1UpDubqB7fC276zrmIlVX60bTAiJTVVQeXfVDRGEMgQrR/VLSufOYqfxQvIf1FSWt2hhSkldfQ159TatjW6rK9smSHemBY5pKxEVaQ1dwOMM/UNMyGlBVi7gEnfpaFz6fE4EkLiGgFTfUuaiva5ETRUjiE8IHDbVE7PShzavGN2Nv6liZoSEdIFqudirgSHNxXu9JTWW0bCLTVUI5hnUFDg9WrtkT1tVJN8xW+6UV9DsL0a0ao7da/4IrV3Rjz3u98ZY5sQyBrzyw+OMpcrdZ2VpKGJ9+QpNgTXONJTfpPBTR/iJMYM6B81QkYx06U906J7t1JjgNKk3YaTjYbDT+qAOa9A5TocaCKlOwUXezNmimUXDz6zEFpLtaZ7xTRaRAiYBHRKMW2Oi90RbprjiSg1njfj32eOK0jgkRv2WxNowg3x90v9L63pDQUO+mrDiZ6so4/D61Kbm9EIEk+kKAokiSUrxkZNXQLauWxAQdRUB8oo+4BB9NyRaEJD7eS3xCdKYLUW3i+X33wHJ5EP+pya2yw0kBuBUuuGAavxgyY3++hiMHGeUWY2yh3AKXqyMvD4LWArht/axqTTob/zOC1XeNYdsLAzF9Cnve742nMI5w64nSAr1OY7h/OqvW7sHnNxBCMKLbnzm2+yv0SDgLgUakP+XepDuBu2etrgU0Z2CbrrJEd7DZUPE0S0dqIdhuaCz0OVniT6GMTAK/egUhVI7OPpevz5/BxYNG4lAU4jUHTkVtR9C2H9nWSJyqccfEU5oeQtN7D+K20cfhVjWSHO0XZe0sqqvi8fuUYK5k0HWFqmA4tpQKPq+LqopEqioSQ1zjwuFQ1CZPnKRkL5k51aRn1JKZXR19Sk8hAlpxcujfXmY4qL+rB1aqinQLpEvg7pPIf7+5m1tHnoEayxpPhzNdJJSF7KJV744wfvx4uXTp0vYbxoBHZ33Fh7NX4vfvlZAOh4oRRlMOm/EtWhSLxL51+Ktc+CtcaIk6/a/ehjsrWNdPBARyzYYU9nzYC82MQ1MVLEty+62nMe3k4U1d1fm3813+xVhE98qrIOmmWJRarb0C/JbK0ro+pGoeshw1ZDjqCQj8CPZu2Zs09wPc8s03VPqjG78tUpxufnf0iYzPymVIWkaI2aVO97G5spxfzv+YPXXV+z1Wxwm9AVShRHgQBcwTCYnekEx0zWkM6OjQ6M38nxvRPECcghHu72NJlF0Bv2Ul103/xGxePu4XId/p4YgQYlmkmnnREp/VSw6+pN3C0wCsevQ3bY4nAivfCwAXAZPxO1LKuyK1tx+ZLfjpNZMZM6o3LqdGQrwTl0tj1Ihc4uPCaWj7enNLHG6o352EvyLwim7UOSj4vGfglTTos6yokDS4hqSBtfh8BvUNfjxenQcf/pztO0sB8BolrCu/FytC0c7woxNWIAM4hMmkpO0McheTpjXgMR1EFMgAYjcfbv9bTASyS1VRhOAfS+Zx/qevcNzbT7KqtLDpeKLDxbisHpzau6sS4ux9M3KrDsZl9ozYzlPvoqwkmUjOI6ID945pCqoq4iktSqG0KIWqigTM4BqAGRfIWx0WRWD1c2H1dGJIiz0N5ayp2hO+rU1rYqcp+4BTpJSjgTHADCHEMZEa20K5BS6Xg4fuvohH/3k548f2JSHeyc5dZdQ3xK5sDgiOGTOE3948I0Tr6TEjH6WF7Fedkh6nF9D8r+/3Gzz85FdsKvyQeXmnU+5dTJuCswXBNfrwMxMSVYBDsVCFxKm0nSwn4JEVm7ct07So9HloMHQaDJ3C+lqunPNmU+Khck89F376Ks+t7/y3pvZEpiIERWEWGEN6kIKG+tZ2fynBaUZVbT6QIrYsKZiZLvBA8Ps0KsuSmkLpJYHoSpfStulNAHsayqIa1yYQZh3N1h4yQKM/pSO4RfzR2N4XYbAsyX8em8vWHSUhZoxYsnDRNvILqtA0BV0P/GXdWeG1TUeijtBkUxJ8KWHV2j38/Gad83+WRt+hRTGcWag4ahna3aq1AC1GSQLCpaE0pWT2zs2My+zB2R+/RIOx16VArRPEFSgoPoGRaOHtYTGqZw57aqup8HVuYdDGB0fbCPxeJySHBv0IAR6lJrC6347093kdWLL1uoWUoXmYLSm5b+zlVPjr2FNfxpu7fsBrhc7PkpJBSd2juj6bDnlfZAghmmsKs4IJ1fb2FcghvwwYCDwmpYwYlGAL5TCsWL2bHbvKOk0gQ0Ar3Lk71G3LX+3AndFaIzd9akhVEqmAN0FgKU7eenEqt9/7atTJbAQSDSLkhui4jfzTHUfx+e5REY6G9udSdXomVFKnuynxtK7+HU60ewydXTWVvLl5dYgQdFQIErerwWRPAtWj4KxQsNIsqsMkTeoosVppERF+2dGadU1DCTsZKUXgWBCXqnF85hCEENTpXj7OX47uN5pMG05F46i0PgxOtoVyVHRsEa+sPRu2lNIExgghUoH3hRAjpZRrw7W1hTIgpeTLeev54JMVeH0G3dIS8Pk7luM2EslJbmpqwwsJq0WGrqKvutPrvD2ozXxeTb9CyfwsGoWb6RQ0ZAf9nwTo0sXWHT0Z1D8/qh+6RIQRyBIpBSVlqbhcBqnJ9XuPtBHuW+WLY86ekZgyXFhu6LVN6bmBc/ovx5IKqrAoqE/lybWnUOPf61oXbvFLArPWLg5J04mEhF1qU+rRwLkCTMnO1RUBXSSGqIjIdts2kcTF75/ZSwsm0W9lIRKgBnNCuxQH5+ZOaFrAS3S4efG4n/Pwxs/4vnQTTlXjnJ5H85OBU/drLkccneADIaWsEkJ8A8wAbKEciX8+Mocv523AG8wru1NTiJVXSm1d9Fpb1ep0tLhAoVThNJGGoHhBNiXfZgOBe8STqYb6oAr4dvEoBvQtwJKBXAzNV/zbzaEgobAknU+/OpbCknRMU2XwgD1cPHNesyTu4TvYXJWDiiTc46tHfDWl3kR0S2NIaiHn9F+OSzUhGHPXK7GCm0Z+zYPLz2w6Z3BqBrtqK/G2SAGqt1gtEzqIsIGRArVG7qMAjcy+9udy67j3Uyg7XQaKYrXInyFRFItEt4kQKidlDePWFr7H2e4U7h1z6X6NfSQTy4g+IUQmoAcFchyBMngPRGp/xC/05RVU8sXX65oEMoBhWB0u0ROJaPtRVYWMbokck3oyfxn8KDsfPpo19xxFyfwcGn+MVmgJvyZ27OnJwmUj2LmnO5YlWiXNsazIUvmr78cy69Wz2JnXHZ/fhWFqbN7ei8/nTWx3znGqDOtepQrByb2O4ifDd+NQDKb1WhcUyM3aKJIeCVVkxtWgILhk0Cg+PvtqpvcaFCH8pJlIaiNfjhVUMzp6Yzs7IZNdYnL4VK3tEWI9FpCWUYc7LpATAyFxu/2kZ9RhiIAVPt2ViGL7HsccYcmotijoDnwjhFhNIG3xXCnlJ5EaH1Gass+n8813m9i2vYR+fTI5efIQ1q7PR4mR32bY18woSU9L4J2XbgZgy7ZiGqpbh29H9nyysCQkJza0ylYGoBsqLmd4c8yiFcPRWyQYMgyNZauHcObUHyPaREFlZr8zeG2zjtcMXchyKCpXD5vKkLRLuWZ4CUuL3wvbg0Nx8tuxR3Fs9+n0SQ6EbY/N6sGc3VvwWy2y6QHp7ngaDB1LlejdJI5yEM2+I6lIvN1NRmd05+ajJnH7t7Op1/0IIdrMQtc3KY2pvQfwwvplMfMkAfA2OIlL8EVt72+k5QwURZKc6iFcbUFDmnywZwmJmpsbB03b57natCCGgSFSytXA2GjbH3aP19KyWhYu2sq2HaUh+8vKa7nip8/w38fm8tb7S3n4yS+5/IZZgSrHMbIfC8Q+aUZOh8ppU0c0fX7xtYWYZutlL80SZKQktNp/xflzGDNsO9W1CYR7cKtKZO8Inz98+LJuqO2UM7KwZCkPndCNZKdFnGqRoAni/BqXpY1CrzaRUpJf9w+UVkkYgtejwEWDzmoSyABTew0Iq307VY0Xpl/Ii6dexN+PmcbzN1/MhGG9A8mAVIkUEn+ORM1RmdFnED0TkllzxS/5+Kyrmdl3aMSryHDH880FP2FCVi5OJbIK3liPpSM01LuRptr64RpjvJbO67u+j5nJzSaAkNFtseaw0ZQtS/LvR79gzldrAxF4psWAvpk88PcLSU6K45GnvqKisg4zmD3L49Xx+Q0+/nxlTEwVTqfG+LF9WL5qd4gpxOXSOPXk4Xi8OgsWbg4KW4GmCXTdwuXU6N2rG1desteXfM36/LBzcjk0/nDhydz1xmx0w49pKmRnVTCoXwEg+PjLY+nbqzikEKdhKNTUxZOeGj6Jeu+exezY3Z2WduPuWeUoSltfjCSv7n0kBvceI9hcmc2Cr8dRuDuLuRs38sWXmxjQ081lF80HwnmxCIam/xZVCc2h0Sc5jZ8fNYnHVy/CbxqAwKWpXNR/FCtW5jN32WYS3E4yThrNU7+4gPVFJTy/Ygk79SpK9QYK62t5bPWPPLLqBwakpPPKaZeEFFhtSa3uY1lJPpN79kW3InvbyCjfghQgMy4Rp6KgKAoX9jqBxESdJ7Z+0f7J+0GD4cOUFpqwcyHHjC56xh02QvnD2Sv44pt1+HUTvx74cW3aWszfH/iYf95zMQsXb2sSyI1YlmTdhoL9GtfhUBHA9CnD+OUt09m+o5S/3f8RhcXVCAF9crtx1aXHkZ211wXM5wsI6KKSGoYOyuHoMX1Rgot3pmlRVx9+cdDvN5g0sg/3/nIt360ppa4+juGDdgUX9iQjh+5g9tcTmDFlaaDKnmqxa082GelVEed/5tQfmfXqTAxDxbJUFGGhaiZnn7ow2CKylte4xKcqktKtmRTtycAwVQwzsL+wsgrDADXMXeZQUuiTHH4h6rYxx3NK7gA+3L4BU1qc1msw/31+PnOLN+LTA32v3l7IBSeO4jcXnsQ/u8/kkZULeWz1j/gts8n0sbGylNvmf8wPhbsjXoNpSVaWFTI+O5fuCckRw7eNKJ/c03sN5METzyDFtTen9Gf5K6I6d3/Ije+G1oamb9Nx7NSd+8m7Hy7D5ws1Q5imxZLlO3l01lfBhZDY+h07nRrPPXoNmRnJuN0BM8DHn62ksirgUiYlbNtZwo2/fImXnrqBlOSAVuhyOZh+8oiwfVZU1kd8UdYcKgnxLuJdbsaM2Nbq+Jjh20lK8PDGhycDkJ5aw3Hj15Oa0rqaSSM5mZXcet37fL9kJPlFGeRkVnD8hLVkpLcVrdaaxSuGtbJNV1TH4fGpJGqtc0hmxZ/U9Kle38We2vfwm5VkxZ9IVvzJjMzIYWRGDgCf/Lie3aVVTQIZwOPXeWv+Ki4/ZRw56Um8umklXjP0769bFvPzd7Q5b5eq0iMh8MAckJK+zzk1FODaYeP4yzGhdt0ttYU8uWXuPvUZLW7Fwe3DzurUMY5IbKG8f7QVBv3+JyvI7JZESVltWFvtvuByacyYNpJeud2a9pWU1TL3m/VNmjqAaUoaPH4+mr2Cqy49rt1+ExNdEZXT3B6pAPROvohy76Kw+ZQH9ClkQJ9AvggFd1Q5MdJS6pg57ceIx3UjqEEH04taEvx+B06n3uSd5w9T9klKhU+/PJbLzvkeK1gxReBAU+IZlHoLAAV1c1hd9n9IaSAxKKz/nGTnUCZ1fxZFBIT8t2t34PG1tktrqsKqbQXkpA/B0250XXjiHQ6m9hoAwI0jJ7KoeA8eo+NrDBawpy70QeYx/Ny06BlqjdhFFyotFi2HJvfgt8POYnRan5iNYQNHYjXrmDNpfH+++GotZpiVLsOwmswJihLQQ8O1A0iId+Lx+lslklEUQZzbgc9voKkqZ50xmpuuOymkzdZtxTgcaohQhoDZYcXqPVwVhdtonNvJtCnD+Xr+hpAFSLdLaxLqmXGT6Z10KbtqX0WgYUkLGZIhThCv9cY0vfhkcfuDRqC8MpEX3z6diqokhJAM6pdHv16FLFg0Gp/fgdNhMOXYFRw/YR1DB+5m5bqBWFboK3RteRoTXZIdymQ8ZjHp7gn0T7kWt5aNaflYU3Ynltw7d1M2UOPfQH7dR/RKuiBwvSkJqIpo9TcTAlITA2aCKbn9+WTHxg55TwxNy+TJU87FFbSvHNejD3dMOIV/LPkGv2mid6DElFvVODprb4IiKSWvbViIzwwTqtOe73gYesdn8PvhZ/N54UrWV+fTPzGLa/ufxODkHh3ryCYqYumn3FEOG6F8w1UnsHDRVqprImslUoKqCPr07kZefmUrrwunQ+WyCydhWRavvr0Iv99ASnC7HRwzvj93/fEs6uv9xMU50MIUl8zOSsEIo4mrqqB3bnrU1/Lrn0/HMEzmfbcJh6YipeTaK47nlMkBLwIhBMO6/Za+yZfx/eqP+OzT7axd3o0efSqZPiOB0086h25xo/h859FRj9kS0xQ88tz5GGagGrWUgs3be7F5ey8aVXmvT+Wr749GVS2mn7iMTVv6UO9tDHII3NFDu5eQrPgZ4u5OQsqjIZ4VVb5VYU01pvRQUDe7SShfcOJRvPftGkxr799LUSwG9C6jX+98TCubP46fwvcFu6jT/a3MGC0ZmNKNl0+9iO6JrUO9rxg6hgsGjuSpNYv4z8rvo/6+4h0OLh1yFACl1XX84pH32ZWUhzXIiMrHSUUwOLkHI1Jy+TBvKYYMhKw4hcrApByenHQjbtXBxIwYhyvaRKaLvFkOG6GcmZHEi0/ewKXXPxXi/dASw7SoqfXiDmq9zVEUwYxpI8nMSOLosX35fO5afH6dUyYPY9L4/iiKICmpZVHQvQzol8mAvpls3laMYewVzg5N44KzoxeQLqfGHb+byS9vmkZ5ZR3dc1JxOVv/qdav03nwngZ8vgwAdm1J5+XdGhW7SvjlTSJYZHXfeP3DU5oE8l5aC1BddzDvh7FMHLsxeFSEtJ2/sT+Lt22mR583WFW/jkndn0VTAvXhFOGKVBEPVez1yuiXk87d187gry8HPBiyupVw2XmfkxgvWVn6ORKTURl/56vzf8Lrm1fx+c7NrCorDPRsQVyegqsskENCT5V4h+lhBXIjbk0jweHsUM7j3IQUlpXkM7XXQG5/6mO2F5ZjelTUARAurqNRCRcKxKlOBiRm8/jEn+BWHdww8BRmF6ygxFvN+PQBHJ85xF7E6wIOO01ZCPFX4KdAo8Pwn6WUs4PH/gTcQGDl7TYp5ZxYjJmWGs+dv5vJnfd+0CqvRHMsy+J/D1zGn//+HhUV9QglIAj/8oezycwIpFQcOawnI4dFypcbmQf+fiH3/Xs2S5btRAhIT0/gD788nV4d0JQbSUpyt/kQeOHV71stbvp8Bp98vpobr53M/qxUbNvZk2iTE9U3uNm1JxvDai19PLqDd5cN58pehdSam9hc+QjDu/0BgFTXKDQlAdMMXYhURRy9ky8K2Td13CAmH9Wf9bvzKBSXYlGPBU1+2avL7uSEnu9w06hJXDZ4NKNfexiApE0qWp1oCjJxloOxzE/DBX7i3ZGrmPgtE0WIqM0hq8uL+MW8j7l52EQ255UGTC0VGrLCAek6IvhLkxa4RTw3DZhBhVWBFAZj0/txXOaQpoog3VxJXNVvclTj2nQSMQwe6SidrSn/R0r5z+Y7hBDDgUuBEUAP4EshxOBgFqX95oRjB3HyCUP4asHGsMcVRTD1pGH065PBa8/8lF17ytF1k/59M1HV/Y+lSU6K4767LqC+wYfXq5OeltBplR7yC6vC7lcUQVW1hyTHEGr1TfvUt8Oht/KmiERqSh2mpUa8hxv8GkWmgsRPft3HDEn7JYpwIITKhOwnWFT0EyypE0jeadEr6WIy41oLJYemkpO9jaJSq9UPRkqDvNr3GZr+a4oaaknQnHirdLR6ERL1JxAIQzB78QYunDw6pA9LSpYV57OsNB+HUHAoKmY7ppDmeAydJ9YvIl11BNPwCcxFyfiOr8eV5EcAHo+TigYn/6texLcX/azJnm1z8HEkLfSdA7whpfQBO4QQW4GJwA+xGuCsM8bw/eJtYc0YPXJSuOby44GAbbZv74xYDRtCQryLhPj2C5s24vH6KS6pJSsjkfgozxs0IIuKyrpWpi8hoFt6Am7zzqDACxbmjIAlYdPW3qxcPwBFSEYN3UH/Pnms3TiIUG25sY+9+xyazoyTFtMntyiY9zcUl0On79DtTVWidauaObsmoggnvRLPZ2i32zml99eUNXyPblWT7p5AvCPyG4pu1RAuyafEwG9WApATn4Rumaie8MlIfbrB2p3FXNhM7q8sLeSaL96mOlhBpTHXhlNRW4V8t4WiKFhx0Lju6k+DhgY3Db7QN5563c+cXVs4u/+wqPu2ObAcrkL5F0KIq4GlwG+llJVAT6C5/1VecF8IQogbgRsBevfu3aFBx4zqxXGTBrBw0V7BrKoKJx43iDt/NzPsIl1XYVmSp1+cz7sfLkdVFQzT4uzTR3PLT05uV3O/4eoTWbl6N15fcy8NB9dcdjxOh4bTMYbje7zO1qpZ1Pg3kewcQpV3PR5zV1N7KeGdT05i49Y++PWAZrxmY38UYSGwkM1WqVxOP6efsogflw+nojKF9NQapp24jKEDAyWGzpvxLe99NhnLEliWitOh06tnMcOHNfcVDrwXWtLLnrp30a0qxmQ9SHbCyVF9X93cE5Fh/M1VEd/k+5zicnPegOF8XLMhbB8uh0a/nL3mpFq/jys+f4P6Zm51jW+vUkq6xydS2BA+IrIlhmVy+zlT+ddr8/DrJpZLhl3oa8wTbXOQEvjjd8nQ+yWUhRBfAjlhDv0f8ARwN4HLuxv4F3B9tH0HM/fPgkDh1A7Oi7/8/iwWLd3B1ws24HQEfIpHDu+4jbizeev9Jbz30YqQRcePP19FUpKba4MafSQGD8jmvw9cxpPPzmPz1mLS0xO4+tJjOfWUvYEpSc5BjM16CADTsthY/hi76p6FYDTe7vwsNmztg643N1UIrGap2BTF5MIz5zNy6A4UAeOP2hLWreuoYTvomVPG8jWDaPC6GTpgD4P656M0ldhoEVEpfRQ1fInPLMOlRvfGEufoQZ+kK9hd+0aTn7Yq4khxjSA7fkpTu3uOO5VEh5N3d6xGemSIl4dDUzj7uL3f0Wc7N0XUhiUwLD2LMk9Duy5yLkVlcs9+XDBpFCN6ZPP61ytYXVvEOqUMfwvrXJzmYFh6VlTXbNM1HJILfVLKqNJSCSGeBhpT1eUDvZodzg3uiylCCI6Z0J9jJvSPddcx5Y13F+NtERjh8xm8/cHSdoUywLDB3fnfA5e12ca0LJ74aCGvz1uJqtbz25+BI+hYsXl7LnqYwI9QJLV18aFpnCOYybul1TJ98vK97XCQ4T6OUu93YdsL6cCjF0QtlAGGpv+GjLhJ7K59G9NqoEfimfRIPBPRLO/DpopSNlSW4h8J8dtVqAwYUIb2yuKuq04lLXGvd0e514MZtsKpxJQWw9OzWFKcj95GDg0B6NJiTVkRz61byrXDj+Zv15yGYVnM+OB5dtVWNuWFdigqPRKTOTn34L43j3gORaHcFkKI7lLKxlLE57E3y/5HwGtCiH8TWOgbBCzurHkc7ESqSlJX58OyZFNOjP3hv+8u4N3v1uD1G4CLwpI0evcMOMVYUiCEbDMjnGWplJSn7tPYEpNSb8DfVyDpqZikq5I6Kcg3VPw0EO/oWDSaEILM+BPIjD8h7PHNlWVc9NnrgSg/AQ39ICFDY3qvgdx/1hm4W7gXTsrphUNV8LXwMdcUExUHM/sNY2b/ocz44IU2rjNg6ihqqOOh5d9SUF/DHRNPQVMU3j3zCh5ctoBPdmwABGf1H8rvxk1G7WhOT5sDxuEaPPKgEGIMgft1J/AzACnlOiHEW8B6Au/QP4+V58WhyIB+mWze2jrqrm/vbjERyB6/zjvfrgnJG7FlRy7dsyqoqYtn0Yrh7aToBBBs39WxyDG/ruL3O0iI9zZp1QJwC+ihSUwp6a9ZbNE1HDFK0O7TDcpr6vn3yu/wBUOlHVWCxK0Bz5D5W7cy9dsnuf+GMzhx1F4tdUxGFsPS8llfkYHfCphxnIpOv+RSZvbNZGh6Jvl1NTgUpVUVlHB4DJ2XN67ktjHHk+x0keJyc+9xp3LvcafG5DptDgAy6gT27SKE6AW8BGQTrHAmpfxfpPadJpSllFe1cexe4N7OGvtQ4tafTeX2O95qih4UIpDo6LabYpOwvLK2oZWp4cflw5k4ZiNfzB+P7m8ZIBKe6tpEvD4HblfbASl+v8YHc45n3eZ+ACTGezjntO8Z3D8PC8EOU6W/tFCDQw5xmGBVgpK0L5cHBDTUpz79kZfnLkMiKR7mxXJJhA6JWwO1/Bqv0GPq/OHpT/nknhtITw4EsdToG/jZyIUsLMzh+8JBSODYnG0cm7OVjLhxACQ5XR16m7WkxWOrfiDVFcfE7FzGZfXoNNdIm04idpqyQcDRYbkQIglYJoSYK6VcH66x7STZxRw1IpdHH7qcF15dyLYdJfTtk8G1lx/PsCGxqTqckZzQqrKKx+vmsRfOpcHrDvGuaAshJFqzkk519W6Wrh5MRVUyfXKLOWrodhwOkzc+Opltu3pgmgH7bnVtIq9/cAo/veJTemSXIwGfhLjglBQhkSKuQwnkpZRISdObxOvfrOCThfO55riVjMotYYOeynOFIygtTgn7w7Kk5Kb/vUt1vYce3ZK5dmY6Shwc230bx3YPzb4nhKDC28BFs18Lm0ReEFykb3EBumXx1NrFqAhcmsaknF7MmnoeDjsy75AhVuaLoBm3MPjvWiHEBgIeZ7ZQPlgZPDCHf9x1fqf07XRo/OT0Scya/WPQphzA50tERnwVD5UyqmowYvBOtGD15LzCDJ5783QsU8EwNdZu7M+8H8Zw+blz2b6rB6YZelsZpsp3i0dy8VnzA3MKEWAq4EbK8PX+QvuxeOqTH3hj3krqvX4G9OjGHy45mTk/zuWVn76KSzNwOUzGmgVcNHAjN9TOZMuu1s5BfsNka0EZAKXV9fz20Xz+71aBq4V7uCriiDPO5pJ3XmO7v6J1AREJrmKBN0tGfNkwkTQYOj8W7uaNTau4ati4Nq/R5iBBQtgyPuHJEEIsbfZ5VtB7rBVCiL4ESkMtitSZvdJwBHDNqeP5wyUnk5uRQpzTwdgBPRjRNyfC25kkJakOTTVwuXw4NIPePUo4+9SFTW6b73x6En6/M5gbA/y6g5qaBOb9MBZVa708IKVCWUUKCpI+6l7ThZQKm0oGcOwvn2PCz//HLQ+/S15pVcTruP+Nr3n16+XUewPpSLcVlHPbYx8wbfgSElx+XI7A2E7VIkEzuOvEBVHd4Zal8MLbU/D5HSjEIVBRRRz+mpP5+b8L2OILI5ABLIjfreEuUtp91fWYBm9uWdP+ZGwOHmSUG5RJKcc32yIJ5ETgXeBXUsqICcttTfkIQAjBOceN5JzjRjbt+9Ozn0Zsf/HZ35AY76GsIpW01FqyulWj6ypbdvQgIcFLZXViq3NMS2VXXjam0fr1XFVM+uQWka1YDNBMdEtDNwTF1Qnc+tKx6EGvh0UbdnPl/a/xyT03kBgXqrbW1Hv55Mf1+I1Qoe/TDZbv7MEVx6xuNe6glEriNQPDdDWNEYk9Bdn868nLuGqmzrSju9MtbgK/fnsd9d4ChA5SI6DUh8FRJfBmRz7eiF1D79Ailt4XQggHAYH8qpQyfCXhILZQPkI5/4SjmL96e4hJI4Dgtfenc8W53zCobxG6GUg49P7nAfezs6Z/T6R39br6BJLjHXj9Jv5gljwhLBwOg+MnrKPQUtlWkMba5SPYU57KimBtwMHZZUwasId6n5Mv1w3gqgdeo6rOi2GanDCiH7++8CQqaxtwaGoroSwl7CgLn+zJsgRev4rEQlUULMtqU6Ft8Dr4dH4GP5saiHFatf1LBILU1cE3gnSL+r5WQPjKgDAG0OoEih8sd8SvBreqceGgUW2MbnOwEUPvCwE8C2yQUv67vfa2UD5CmTCkF1dPH88Lc5YgAb2ZsLOMZLasu5WR6bk89M6n5BXHI6XCrde9S0qSh9zuJezJzwqJ+mukpkFHUwU56UnUeErp37uA6ZOXkpocKJH1ycKxrNnYHykVQHLHWd9w2sitqIqFYSn86tSF3P7G6ewqzgXgyxVbWLYln5f/eBmG2do0IoRFj6xyTOlEFXurrPh0hWcWHN20kBk+OKQ1SXEu3vtuDXtKqvaO0ZhhrkJBmIK6ASaaVEjYHehbIEjeqFE3wMBIokkwO4WCX1rEaw5GZ+RwxZAxUc3B5iAgtlnijgeuAtYIIVYG9zVlzWyJLZSPYG6aeSznHT+SJZv3UFXnYXdJJT6/ybRxgzh+RMClLTt5G6UVRXj9BmkpgfwPF581j2deO5P6BncwX0aoemhakmG9s7nwrAXU+JaTo5okCkmtFFRUpQQFMpw4eBenjthKnDOgrTuDiYYeuHgOp/7zWnRTxbQk9V4f81dv48xje/Dxwh3oRrPbVsB8NYcvNvfilP478ZsqDtVkTV42L34/jvApiSKzOa+Uf749r1X1GAgIZ0cVJOxQcdcIpNEs+5wOznIFIylwDS5FZXqfQfRPTmNiTi+O797Hdok7hAgEj8RGKkspv6MDN6EtlI9wstOSmDlpeMTjj916Pn98djbzVm2jvDKZ7tkVpCQ18Osb32bpqiHM/uqYpgW/RqSEbQVlHJX2c5Sqq1GRaAIMCZP75fN2SRa6KZk5eiPxrtapMQWScX0KWLQ9EI3v8Ru8OGc+pdUWplRQFRMzmLvZkgLH+jjuWDudHim1DMiqIK8yhZ1laUQWyJEFtWlJzFYmneZzE7gqRatcNVKAnrLXC8NnmSwvyefRKWdH7MvmIKeLssTZ3hc2bbJw/U6+W7sDKSVfLJiAXw+YLBQBRw3bHla2CSEY2CMDV8MzOIMCeU9FMluLMrhswlriXQaqIoKJilojm/2rT7dKctOqKKw0MKyAx4bZlEw/kCtZsQQCQWF1Mt9t6RsUyDCsewmaEvtg0bD+yhJUT+iXUe6NXcFUmwOPkDKqLdbYmrJNm/zn3QVN9uYtO3K5+79XE+f2c+zRa5h2bAknjk5g4WozJIxbSsk3K7dizZxPWV0iv3l9BrvKUwGBbipoqklKYhyzVw9h0oA84p0tynIJ8OkqH//yFVLjA7lBSmoT+P1bp7GtpBvRvgluKc4IVkNpqRnvmxlBUxWcGRp1pb5WuXalApY79Ac6slv2Po1jcxDQhZVHbE3Zpk3ySqtDPkup0OBx89V3E/jzP89k8VoL3TRxqAqKEE0h3Y21925+6Sy2lnTDZzjwGRqWVPAbDipqGpi3sR8LNvWlwa9hSfDqKn5Dodbr5LGrP6FbYgNxToM4p0Gv9GpmXfshogPvlIalsjdd/b6jqQq5mSncecU0eo1PR6p7r6/pWlXwpwX2CSBO07hjYnQ5om0ORgK5L6LZYo2tKduEUFBezRMfLWTRpj2kxLux2ng9kxLqg2lHNU0hwe2g1tOY3lLwwOwTKaxKwpLhn/0Swd8/msLd533JiB6lNOgOeqTUkJNSHzKGEAHtOb8yESEi5R7fqw1LQvMn7y+GaZFfVo3ToXHliLH8rqgIZYuFI+j+rydLHEMcnNgzl+3VFQzvlsWvxhzPCFtTPrQ5FJPc2xxelFTVcfk/XqXO48eSkrLq+vZPCuI3zFY+xO8vH0F7WqpTtThpyC40VWJJaJkYr7nDwhdrB0XoLdQ8EUuB3DSChDue/5wfH/4FC4bu5EPnegwLVCHQNI2XT7uYkRnh6j3YHJLIw7cclM0hxMtzl+Hx6W1qxx2jfeGYk1KHpgbGU8Rezbglu8pTWJOXjRlW6z4wrmamZbFw/S4eOGEGPx05gR+LdpPmimNqrwG4teiKzNocQtiask1Xs2xLXthwZIemoBvtqw0JLif1Pn+77Rpxajo/m7IkZF84gVxZ7+byJy8O5ofpmN9xKK0Lv3aURvPMwNRuDEztts/92BwCHIZJ7m0OMXIzU9iUV9JaQZC0m+DdoSpcMmU0r32zIkzodjgkpwzbzskhRVXBZ6i8v2wYn68ZjEszOP/o9Szc2hNf84CRoGAWWE1CvLnd2qkZXDJxDQOzyvnf3OOoqI8PHhFoiolhqbg0g55pNZTVxlPjDa00HQkBjBnQsWT/NocuIsoo0FhjC2WbJq6ZPp7v1u4IEaqaomBYVrtvcheceBSLN+2OUiADCBJdfiwroB1vL03DZ6g8OPtEtpZ0wxss5Lq+IAuXQydUQxaoisGF49dx9pgN3Pn+qRRVJ2IFw6HH9C7k5pMXI4Tk6L4FXPDo5U1C3bAUrjx2BTdOWYqUAk2x+HpDf+7+aAp+s+2fgyIEtz/1Cc/85iLi3c4or9PmkETSZcEjtlC2aWJE3xzuuXYG973xNXUeP6ZlNSWUb4835q3s8Hi6qbCtJJ3b35xBRX08phT4jUY3tgAe3YFH31sdRVNMMpPque+iL+ifUUG8y+SNm95kxe7uFFQlMzinjCE55U3nJ7l9TB+xlU9WDQXg1BFb+dmUpU2h3QAnD9uO31S5+6NQFzZNVTCamXNMKdleWM4zny3mtvPC1we0OTwQdE5gSDTYQtkmhFPGDmLK6IGUVNWxcls+9772VVP+4n1BUwQIMMzQG9yl6dw2/UfOf+Ryqj1tpFdrQnL9icu45viVODUTTdlrulAUOLpvIUdT2OqsBJfB0O6lTUL52hNWhAhkALfDZMbILTz02QlNGroaIU+F3zCZvXiDLZSPBLpIKNvBIzatUJRAlrdAteX9uzFNSxLvbP2qf8Kg3Xy3uQ+6uVcz1hST6SO28qvp33PRhDUkunxN7S+dtJrrTlhBgkvHoVphFwTD4TcEFXVxTZ8zEhvCtpMEtGoI2Mdvv2TKAfLpsDlokTK6LcbYmrJNRCYO7R3y+r4vSKDG42t9QEhmrxqMxx/QTBNdPl74yXtkJtWT4NLx+DVuPnkxP33+XHaVp3L9Cctbabjtji3BoUqun7ycgqpkPl87mJV7cpgyZAdKC3Wkwe+gvC6wIPjOX66mV1Yan/ywnvW7i0N+d05N5YyJwzo0D5tDkC60Ke+XpiyEuEgIsU4IYQkhxrc49ichxFYhxCYhxGnN9s8I7tsqhPjj/oxv07mkJLi5/aIpuBwaajCqIxBOvf99f7V+AIt29GrSw2+csoQeqTUkBKtlxzkNEt1+/nHhXJ65/j3SErxR990oRIUIbG6HyZ1nz+Onk5dQWhuPBAxz70X4dJUXvxuDJRVOnzCUXlmBhEb3Xn86qQlxxLscCCDe5aB/92785PSJ+/8F2Bz0CMuKaos1+6sprwXOB55qvlMIMRy4FBgB9AC+FEIMDh5+DJgO5AFLhBAfRSq1bdO1VNZ5qK73MnZgD3y6QW5GKieN7s+dz3+OJ2ovi0iESvbpI7bh1EJvcEVA/8zKJg+NcDTXYn2GilM1w7Z1aiY3TF6GIiSKAg0+lXq/QpLLjyXh5lOWcMmkHWT2e6vpnN5ZaXxy7w18tWILheU1DO+dzbHD+zZV0bY5nImdaUII8RwwEyiRUo5sr/1+CWUp5YbgoC0PnQO8IaX0ATuEEFuBRvViq5Rye/C8N4JtbaF8kLGruJJrHnwdn27g001cDpWt+WVkpSV0IOJPMn3ENq46biVp8R5+3NaLR7+aRLUnrlVL0wov6EQwn1CkSD/TEsxePYj8yhQQkhtPWhpWkxeCpshBgHiX0dRnnDMQHt4jtRRqfwGud5vaxTkdbeabtjlMkcTSXvwC8CjwUjSNO2uhryewp9nnvOC+SPtbIYS4UQixVAixtLS0tJOmaROJB978mlqPD1+wAodPN6n1+Hn2syVN+8Jx0eSjeOP/rsDt0Pjp5KXcefY3DO9RSvfUOs4as5E/nrmAcIuHH68cilcPX3lUbeMuNaVgXUE2qmJx9XGr2mzbktZC3gJjDVbRcKzKXyDN4ug7szn8sKLc2kFKuQCoiHbYdjVlIcSXQLhMK/8npfww2oE6SrBM9yyA8ePH22WADzBLNu3ZJ0Xhg+/XEu9yctPMUVw07HFcjr0CXFMlxwzYg0szW0TowfPfjmN833yG9SjFpbU2QUQyXzhViz+d+W2bc4qkZUfGAN9XyPLVkDkXIVztn2Jz2NFVfsrt6hVSymlSypFhtrYEcj7Qq9nn3OC+SPttDjKcWnittT100+LN+Su59Ph4hNLaFS7JrXPfhXNwO3QcqkFjNnHdVHh54WisKAVoozdSNG33rTSeCbIGvJ/vy8k2hwPRu8RlNL7VB7cb92fYznKJ+wh4TQjxbwILfYOAxQRWdwYJIfoREMaXApd30hxs9oOZxwznw4XrWqXjjAYpoc6fRqra+t3OknDC4N188quX+XpDf+q8TgZmlTOqVwlJ7uiDVA5IDVLZgNQ3I1qbwG0Od6SE6N1By6SU49tvFh37JZSFEOcBjwCZwKdCiJVSytOklOuEEG8RWMD7//buPkaq6ozj+Pc3bzu7sOwLyLsiECCCTYNShWrapq1hEVtebAkkjbaS2ERJNLEmNDRNmpS/jE212qYESGkVSGohkAZLxFi1tdBKi6AFqtg0UqkUrAuIwMzs0z/uhZ1dZndnYGbn7fkkN3vnnDtzzz07++Tuuee5Nw08aGaZ8D0rgJ1AFFhvZm9d1RG4knh48ec48v5J3nj3fTIFPl0hEYsybNhk6LwJLuwFuoOtCAJqa9N5Ft98cMDPKnzooZgSKD6lXDt35Vapwxf9MbOtZjbezBrMbJSZzc2qW21mk81smpk9n1W+w8ymhnWrr2b/rnQaG+KsfWQJT61YRGMilndgTCZiPLDgs8SiEdT6FDTcBiSARkwtfZ589Pn9L+fsMyUh2VHGBriyKlJGn6RNwJ+AaZKOSlre3/ae0ef6desNE9i06hs8/tzL4VOte9ZLYlhTA+lMFyNbh3L//NnMnTWNM5+c50RnitHtT9PQchq6TkFkLPpgDnDqsv30FfTLF5Mj0P5rpPxu6+lqjAFFev6emS0rZHsPym5A141s44kHFvLusZN887HNpNIZzqcyJBMxkok4z6xcxtjhLQCkMhl++OwL/Hb3QWLRCGZwX8ct3NfxGQREhyyEsxsJRrUGIoh/HlK/L93B5RRDbWtRfOIg79dVDgPz+ym7CjdpzHC2/eBbbPnjAd4+eoIZ149iwZwbGTak+2zyiS2vsmPPoR7P7Fv3uz1c09LAXdMeh/R+IENwDjzQmYhB6jUgDqRKc1CXScLIV1GkZZD25yqSUciFvqLyoOwK0tbcxPKOW3PWpTIZtvzhAOdSPc+Cz11Is+75l7hr0j4g/3tYBDKgFrDOYL3UolOIeEB24M/oc9Xv3PlUn3eV+/B0isIDMkAG4jdC10lIH7m4pytt4gAaoenuEn22qzrVOPvCuWxDGxtob27KWTd9XGcf7xLQ38W0Rmi4g8iIrWjEVmj9McFwRgkoBpFrSvPZrsrkOfOiBIHbg7IrGkk8uuQLJBOxrLJgmtxDXxlHzuAbGQ/N34PkfIh9CshOaW6A6GjU9NXgs2KTiSS/CE330jOjIwEaAYnbQM0QGcMVfbXtNJz6Dl1n1hb+XldbDOjqym8pMh++cEX1pZlTaB3SyJoduzn634+YPmEU354/h8ljm7EPX4b0IbCzQCMohtp+guLTgSWYGZzbgZ39FdjHkJyHmu5BvVLq1PwoxGdgZzdAVyck70BDlqNI26Vtuj5aDec2FH4A9gmceRJrWooiQ6+uM1x18zFlVytunjqen0/92uUV7RvhwmuQ+htERkJyfo/AJwka56PG+f1+fl7b2fErbX4wjJE+BImiZc66qlNQmnVReVB2g0aKQMPtwVJqF/q/c1y/LO1jy/XOwHyesnPFdKVf7SjEb0CxCUVtjatCRcroK5Rf6HO1qXERPS8aXhSH2KfJHbQjEJ+J2n5W2ra56uBPs3aueNT8MJZ6A9IHw1vNRSEyCg3fiCLtdH28Cc48BnQFwxXxWdDyfSKxSeVuuqsEZiWZWZEPD8quJkmN0L4JUvsgfRii10FidjCuDUSGLMOa7obMexBp7zFzwznAZ184V2ySIDEzWHLWJyA2eZBb5aqDYZlBSOvPwYOyc871VsRbdxbKg7JzzuVSpilxPvvCOed6McC6LK8lH5I6JB2W9I6klf1t60HZOed6s/Am9/ksA5AUBZ4G5gHTgWWSpve1vQ9fOOdcDkW80HcL8I6ZvQsgaTOwgODB0pepiqC8d+/eE5L+Ve52lMgI4ES5G1EhvC+6eV90K7Qvrjod8zT/27nLnhuR5+ZJSa9nvV5jZmuyXo8D3st6fRTI/aQIqiQom1nN3ohA0utm5ne+wfsim/dFt3L0hZmV7THmPqbsnHOl9W/g2qzX48OynDwoO+dcaf0FmCJpoqQEsBTY3tfGVTF8UePWDLxJ3fC+6OZ90a2q+8LM0pJWADuBKLDezN7qa3tZmfK7nXPOXc6HL5xzroJ4UHbOuQriQXkQSfq6pLckdUma1avuu2EK5mFJc7PK807PrFb1cIy9SVov6bikN7PK2iW9IOnt8GdbWC5JT4b9s1/STeVreXFJulbSS5L+Hv5tPBSW111fXORBeXC9CSwGXskuDFMulwIzgA7gp5KihaZnVqN6OMY+/ILgd51tJfCimU0BXgxfQ9A3U8LlfqCWHo2SBh4xs+nAbODB8Pdfj30BeFAeVGZ20MwO56haAGw2s/Nm9k/gHYLUzEvpmWZ2AbiYnllL6uEYL2NmrwAf9ipeAGwI1zcAC7PKf2mB3UCrpDGD0tASM7NjZvbXcP00cJAgA67u+uIiD8qVIVca5rh+ymtJPRxjvkaZ2bFw/T/AqHC9LvpI0vXATGAPddwXPk+5yCTtAkbnqFplZtsGuz2uOpmZSaqb+aqShgK/AR42s1OSLtXVW194UC4yM/vyFbytvzTMvNMzq1RBKag17gNJY8zsWPgv+fGwvKb7SFKcICA/a2ZbwuK67Avw4YtKsR1YKqlB0kSCixh/psD0zCpVD8eYr+3AveH6vcC2rPJ7wpkHs4HOrH/tq5qCU+J1wEEz+1FWVd31xSVm5ssgLcAigjGw88AHwM6sulXAEeAwMC+r/E7gH2HdqnIfQ4n6peaPMccxbwKOAanwO7EcGE4w0+BtYBfQHm4rghkqR4ADwKxyt7+I/XA7wYM+9gP7wuXOeuyLi4unWTvnXAXx4QvnnKsgHpSdc66CeFB2zrkK4kHZOecqiAdl55yrIB6UnXOugnhQds65CvJ/1loqjfr7wjgAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -579,7 +580,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -650,7 +651,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 15, "metadata": {}, "outputs": [ { diff --git a/5_nn/3-softmax_ce.ipynb b/5_nn/3-softmax_ce.ipynb index 71349f5..cf9de55 100644 --- a/5_nn/3-softmax_ce.ipynb +++ b/5_nn/3-softmax_ce.ipynb @@ -168,7 +168,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/6_pytorch/0_basic/1-Tensor-and-Variable.ipynb b/6_pytorch/0_basic/1-Tensor-and-Variable.ipynb index 575a0fb..ca92d15 100644 --- a/6_pytorch/0_basic/1-Tensor-and-Variable.ipynb +++ b/6_pytorch/0_basic/1-Tensor-and-Variable.ipynb @@ -874,12 +874,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -949,7 +949,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/6_pytorch/0_basic/2-autograd.ipynb b/6_pytorch/0_basic/2-autograd.ipynb index 4041fb6..8a0e1ec 100644 --- a/6_pytorch/0_basic/2-autograd.ipynb +++ b/6_pytorch/0_basic/2-autograd.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -66,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -417,17 +417,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Variable containing:\n", - " 18\n", - "[torch.FloatTensor of size 1]\n", - "\n" + "tensor([18.], grad_fn=)\n" ] } ], @@ -439,7 +436,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -448,17 +445,14 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Variable containing:\n", - " 8\n", - "[torch.FloatTensor of size 1]\n", - "\n" + "tensor([8.])\n" ] } ], @@ -468,10 +462,8 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": true - }, + "execution_count": 7, + "metadata": {}, "outputs": [], "source": [ "y.backward() # 再做一次自动求导,这次不保留计算图" @@ -479,17 +471,14 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Variable containing:\n", - " 16\n", - "[torch.FloatTensor of size 1]\n", - "\n" + "tensor([16.])\n" ] } ], @@ -564,7 +553,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -577,25 +566,27 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ - "# k.backward(torch.ones_like(k)) \n", - "# print(x.grad)\n", + "#k.backward(torch.ones_like(k)) \n", + "#print(x.grad)\n", "# 和上一个的区别在于该算法是求得导数和,并不是分布求解。" ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "tensor([13., 13.], grad_fn=)\n" + "tensor([13., 13.], grad_fn=)\n", + "tensor([4., 3.])\n", + "tensor([2., 6.])\n" ] } ], @@ -604,16 +595,18 @@ "k.backward(torch.FloatTensor([1, 0]), retain_graph=True)\n", "print(k)\n", "j[0] = x.grad.data\n", + "print(x.grad.data)\n", "\n", "x.grad.data.zero_() # 归零之前求得的梯度\n", "\n", "k.backward(torch.FloatTensor([0, 1]))\n", - "j[1] = x.grad.data" + "j[1] = x.grad.data\n", + "print(x.grad.data)\n" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -630,18 +623,15 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\n", - " 4 3\n", - " 2 6\n", - "[torch.FloatTensor of size 2x2]\n", - "\n" + "tensor([[4., 3.],\n", + " [2., 6.]])\n" ] } ], @@ -673,7 +663,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/6_pytorch/1_NN/1-linear-regression-gradient-descend.ipynb b/6_pytorch/1_NN/1-linear-regression-gradient-descend.ipynb index d67b05e..f7c80f6 100644 --- a/6_pytorch/1_NN/1-linear-regression-gradient-descend.ipynb +++ b/6_pytorch/1_NN/1-linear-regression-gradient-descend.ipynb @@ -122,16 +122,16 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 7, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } @@ -146,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -162,22 +162,22 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 9, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD4CAYAAAD8Zh1EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAPrElEQVR4nO3df4gc933G8ec5SdS+OMRtdSSqrLstNKQkprbSxbVrKMauwU2NXagLLlvXKSkHIW3sYih1BC4JXEmhuD9iiFnsNEq7uAmySV0TtxWJITE0CitV/iUZYqjubFepznYt293UraJP/5gVkq67t7On2ZvZ77xfsMzMd0e7H4a7R9+b/cysI0IAgOk3U3YBAIBiEOgAkAgCHQASQaADQCIIdABIxNay3nj79u3RaDTKensAmEoHDx58LSLmBj1XWqA3Gg11u92y3h4AppLt5WHPccoFABJBoANAIkYGuu2LbH/P9jO2X7D92QH7fNz2qu3D/cfvTqZcAMAwec6hvyvp+oh4x/Y2SU/bfjIivrtmv69GxO8VXyIAII+RgR7ZzV7e6W9u6z+4AQwAVEyuc+i2t9g+LOmEpP0RcWDAbr9u+1nb+2zvGvI6i7a7trurq6sXUDYATJ9OR2o0pJmZbNnpFPv6uQI9In4UEVdKukzSVbYvX7PLP0hqRMTPSdovae+Q12lHRDMimnNzA9soASBJnY60uCgtL0sR2XJxsdhQH6vLJSLelPSUpJvWjL8eEe/2Nx+S9PPFlAcAadizR+r1zh/r9bLxouTpcpmzfWl//WJJN0p6cc0+O87ZvEXS0eJKBIDpt7Iy3vhG5Oly2SFpr+0tyv4D+FpEPGH7c5K6EfG4pE/bvkXSKUlvSPp4cSUCwPSbn89OswwaL0qeLpdnJe0eMH7fOev3Srq3uLIAIC1LS9k583NPu8zOZuNF4UpRANgErZbUbksLC5KdLdvtbLwopd2cCwDqptUqNsDXYoYOAIkg0AEka9IX8lQNp1wAJOnMhTxnPoQ8cyGPNNnTHmVihg4gSZtxIU/VEOgAkrQZF/JUDYEOIEnDLtgp8kKeqiHQASRpaSm7cOdcRV/IUzUEOoAkbcaFPFVDlwuAZE36Qp6qYYYOAIkg0AEgEQQ6ACSCQAeARBDoAJAIAh0AEkGgA0AiCHRgDHW7HSumCxcWATnV8XasmC7M0IGc6ng7VkwXAh3IqY63Y8V0IdCBnOp4O1ZMFwIdyKmOt2PFdCHQgZzqeDtWTBe6XIAx1O12rJguzNABIBEEOgAkgkAHgEQQ6ACQCAIdABJBoANAIgh0AEgEgQ4AiSDQASARIwPd9kW2v2f7Gdsv2P7sgH1+zPZXbb9k+4DtxiSKBQAMl2eG/q6k6yPiCklXSrrJ9tVr9vmEpP+MiJ+R9OeS/rTYMgEAo4wM9Mi809/c1n/Emt1ulbS3v75P0g22XViVAICRcp1Dt73F9mFJJyTtj4gDa3bZKellSYqIU5JOSvrJAa+zaLtru7u6unphlQMAzpMr0CPiRxFxpaTLJF1l+/KNvFlEtCOiGRHNubm5jbwEAGCIsbpcIuJNSU9JumnNU69K2iVJtrdKep+k14soEACQT54ulznbl/bXL5Z0o6QX1+z2uKQ7++u3SfpWRKw9zw4AmKA8X3CxQ9Je21uU/QfwtYh4wvbnJHUj4nFJD0v6G9svSXpD0u0TqxgAMNDIQI+IZyXtHjB+3znr/y3pN4otDQAwDq4UBRLX6UiNhjQzky07nbIrwqTwnaJAwjodaXFR6vWy7eXlbFviu1FTxAwdSNiePWfD/IxeLxtHegh0IGErK+ONY7oR6EDC5ufHG8d0I9CBhC0tSbOz54/NzmbjSA+BDkxIFbpLWi2p3ZYWFiQ7W7bbfCCaKrpcgAmoUndJq0WA1wUzdGAC6C5BGQh0YALoLkEZCHRgAuguQRkIdGAC6C5BGQj0mqhCx0Wd0F2CMtDlUgNV6rioE7pLsNmYodcAHRdAPRDoNUDHBVAPBHoN0HEB1AOBXgN0XAD1QKDXAB0XQD3Q5VITdFwA6WOGDgCJINABIBEEOgAkgkAHgEQQ6ACQCAIdABJBoANAIgh0JI9bB6MuuLAISePWwagTZuhIGrcORp0Q6Egatw5GnRDoSBq3DkadEOhIGrcORp0Q6EhaSrcOplsHo9DlguSlcOtgunWQx8gZuu1dtp+yfcT2C7bvGrDPdbZP2j7cf9w3mXKBeqJbB3nkmaGfknRPRByy/V5JB23vj4gja/b7TkTcXHyJAOjWQR4jZ+gRcTwiDvXX35Z0VNLOSRcG4Cy6dZDHWB+K2m5I2i3pwICnr7H9jO0nbX9kyL9ftN213V1dXR27WKCu6NZBHrkD3fYlkh6VdHdEvLXm6UOSFiLiCklfkPT1Qa8REe2IaEZEc25ubqM1A7WTUrcOJscRMXone5ukJyT9U0Tcn2P/Y5KaEfHasH2azWZ0u90xSgUA2D4YEc1Bz+XpcrGkhyUdHRbmtj/Q30+2r+q/7usbLxkAMK48XS7XSrpD0nO2D/fHPiNpXpIi4kFJt0n6pO1Tkn4o6fbIM/UHABRmZKBHxNOSPGKfByQ9UFRRAIDxcek/ACSCQAeARBDoAJAIAh0AEkGgA0AiCHQASASBDgCJINABIBEEOgAkgkAHgEQQ6ACQCAIdABJBoANAIgh0AEgEgQ4AiSDQASARBDoAJIJAB4BEEOgAkAgCHQASQaADQCIIdABIBIEOAIkg0AEgEQQ6ACSCQAeARBDoAJAIAh2l63SkRkOamcmWnU7ZFQHTaWvZBaDeOh1pcVHq9bLt5eVsW5JarfLqAqYRM3SUas+es2F+Rq+XjQMYD4GOUq2sjDcOYDgCHaWanx9vHMBwBDpKtbQkzc6ePzY7m40DGA+BjlK1WlK7LS0sSHa2bLf5QBTYCLpcULpWiwAHijByhm57l+2nbB+x/YLtuwbsY9t/Zfsl28/a/uhkygUADJNnhn5K0j0Rccj2eyUdtL0/Io6cs8+vSPpg//ELkr7YXwIANsnIGXpEHI+IQ/31tyUdlbRzzW63SvpKZL4r6VLbOwqvFgAw1FgfitpuSNot6cCap3ZKevmc7Vf0/0Nfthdtd213V1dXx6sUALCu3IFu+xJJj0q6OyLe2sibRUQ7IpoR0Zybm9vISwAAhsgV6La3KQvzTkQ8NmCXVyXtOmf7sv4YAGCT5OlysaSHJR2NiPuH7Pa4pN/ud7tcLelkRBwvsE4AwAh5ulyulXSHpOdsH+6PfUbSvCRFxIOSviHpY5JektST9DvFlwoAWM/IQI+IpyV5xD4h6VNFFQUAGB+X/gNAIgh0AEgEgQ4AiSDQASARBDoAJIJAB4BEEOgAkAgCHQASQaADQCIIdABIBIEOAIkg0AEgEQQ6ACSCQAeARBDoAJAIAh0AEkGgA0AiCHQASASBXqBOR2o0pJmZbNnplF0RNhs/AyhTni+JRg6djrS4KPV62fbycrYtSa1WeXVh8/AzgLI5+37nzddsNqPb7Zby3pPQaGS/wGstLEjHjm12NSgDPwPYDLYPRkRz0HOccinIysp440gPPwMoG4FekPn58cbrpg7nlvkZQNkI9IIsLUmzs+ePzc5m43V35tzy8rIUcfbccmqhzs8AykagF6TVktrt7HypnS3bbT4Mk6Q9e85+UHhGr5eNp4SfAZSND0UxcTMz2cx8LVs6fXrz6wGmGR+KolScWwY2B4GOiePcMrA5CHRMHOeWgc1BoCei6m2BrVZ2cc3p09mSMAeKx6X/CeCScwASM/Qk1KUtEMD6CPQEcMk5AIlATwJtgQAkAj0JtAUCkHIEuu0v2T5h+/khz19n+6Ttw/3HfcWXifXQFghAytfl8mVJD0j6yjr7fCcibi6kImxIq0WAA3U3coYeEd+W9MYm1AIAuABFnUO/xvYztp+0/ZFhO9letN213V1dXS3orQEAUjGBfkjSQkRcIekLkr4+bMeIaEdEMyKac3NzBbw1AOCMCw70iHgrIt7pr39D0jbb2y+4MgDAWC440G1/wLb761f1X/P1C31dAMB4Rna52H5E0nWSttt+RdIfS9omSRHxoKTbJH3S9ilJP5R0e5T1rRkAUGMjAz0ifnPE8w8oa2sEAJSIK0UBIBEEOgAkgkAHgEQQ6ACQCAIdABJBoANAIgh0AEgEgQ4AiSDQASARBPqYOh2p0ZBmZrJlp1N2RQCQyfONRejrdKTFRanXy7aXl7NtiW8LAlA+Zuhj2LPnbJif0etl4wBQNgJ9DCsr440DwGYi0McwPz/eOABsJgJ9DEtL0uzs+WOzs9k4AJSNQB9DqyW129LCgmRny3abD0QBVMNUBXoVWgZbLenYMen06WxJmAOoiqlpW6RlEADWNzUzdFoGAWB9UxPotAwCwPqmJtBpGQSA9U1NoNMyCADrm5pAp2UQANY3NV0uUhbeBDgADDY1M3QAwPoIdABIBIEOAIkg0AEgEQQ6ACTCEVHOG9urkpZz7Lpd0msTLmcacVyG49gMxnEZbpqOzUJEzA16orRAz8t2NyKaZddRNRyX4Tg2g3Fchkvl2HDKBQASQaADQCKmIdDbZRdQURyX4Tg2g3Fchkvi2FT+HDoAIJ9pmKEDAHIg0AEgEZUMdNu7bD9l+4jtF2zfVXZNVWJ7i+1/tf1E2bVUie1Lbe+z/aLto7avKbumqrD9B/3fpedtP2L7orJrKovtL9k+Yfv5c8Z+wvZ+29/vL3+8zBo3qpKBLumUpHsi4sOSrpb0KdsfLrmmKrlL0tGyi6igv5T0jxHxs5KuEMdIkmR7p6RPS2pGxOWStki6vdyqSvVlSTetGfsjSd+MiA9K+mZ/e+pUMtAj4nhEHOqvv63sF3NnuVVVg+3LJP2qpIfKrqVKbL9P0i9JeliSIuJ/IuLNcquqlK2SLra9VdKspH8vuZ7SRMS3Jb2xZvhWSXv763sl/dqmFlWQSgb6uWw3JO2WdKDcSirjLyT9oaTTZRdSMT8taVXSX/dPRz1k+z1lF1UFEfGqpD+TtCLpuKSTEfHP5VZVOe+PiOP99R9Ien+ZxWxUpQPd9iWSHpV0d0S8VXY9ZbN9s6QTEXGw7FoqaKukj0r6YkTslvRfmtI/m4vWPx98q7L/9H5K0nts/1a5VVVXZL3cU9nPXdlAt71NWZh3IuKxsuupiGsl3WL7mKS/k3S97b8tt6TKeEXSKxFx5i+5fcoCHtIvS/q3iFiNiP+V9JikXyy5pqr5D9s7JKm/PFFyPRtSyUC3bWXnQo9GxP1l11MVEXFvRFwWEQ1lH2p9KyKYaUmKiB9Ietn2h/pDN0g6UmJJVbIi6Wrbs/3frRvEB8ZrPS7pzv76nZL+vsRaNqySga5sJnqHshno4f7jY2UXhcr7fUkd289KulLSn5RcTyX0/2rZJ+mQpOeU/d4ncan7Rth+RNK/SPqQ7Vdsf0LS5yXdaPv7yv6i+XyZNW4Ul/4DQCKqOkMHAIyJQAeARBDoAJAIAh0AEkGgA0AiCHQASASBDgCJ+D/WmKZIW+19fgAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -198,14 +198,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "tensor([2.2691], requires_grad=True)\n" + "tensor([-1.1286], requires_grad=True)\n" ] } ], @@ -222,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -231,12 +231,15 @@ "y_train = Variable(y_train)\n", "\n", "def linear_model(x):\n", - " return x * w + b" + " return x * w + b\n", + "\n", + "def logistc_regression(x):\n", + " return torch.sigmoid(x*w+b) " ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -252,22 +255,22 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 13, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -304,7 +307,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -317,14 +320,14 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "tensor(153.3520, grad_fn=)\n" + "tensor(94.9309, grad_fn=)\n" ] } ], @@ -347,7 +350,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -357,15 +360,15 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "tensor([161.0043])\n", - "tensor([22.8730])\n" + "tensor([-126.6150])\n", + "tensor([-18.3376])\n" ] } ], @@ -377,7 +380,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -395,22 +398,22 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 19, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -437,33 +440,33 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "tensor(0.2934)\n", - "epoch: 0, loss: 0.2933782935142517\n", - "tensor(0.2927)\n", - "epoch: 1, loss: 0.29273974895477295\n", - "tensor(0.2921)\n", - "epoch: 2, loss: 0.29210466146469116\n", - "tensor(0.2915)\n", - "epoch: 3, loss: 0.2914726436138153\n", - "tensor(0.2908)\n", - "epoch: 4, loss: 0.29084399342536926\n", - "tensor(0.2902)\n", - "epoch: 5, loss: 0.2902185022830963\n", - "tensor(0.2896)\n", - "epoch: 6, loss: 0.28959622979164124\n", - "tensor(0.2890)\n", - "epoch: 7, loss: 0.28897714614868164\n", - "tensor(0.2884)\n", - "epoch: 8, loss: 0.28836125135421753\n", - "tensor(0.2877)\n", - "epoch: 9, loss: 0.2877485454082489\n" + "tensor(1.9596)\n", + "epoch: 0, loss: 1.9595526456832886\n", + "tensor(0.2388)\n", + "epoch: 1, loss: 0.23876741528511047\n", + "tensor(0.2067)\n", + "epoch: 2, loss: 0.20673297345638275\n", + "tensor(0.2060)\n", + "epoch: 3, loss: 0.2059527039527893\n", + "tensor(0.2058)\n", + "epoch: 4, loss: 0.20575186610221863\n", + "tensor(0.2056)\n", + "epoch: 5, loss: 0.2055628001689911\n", + "tensor(0.2054)\n", + "epoch: 6, loss: 0.20537473261356354\n", + "tensor(0.2052)\n", + "epoch: 7, loss: 0.20518775284290314\n", + "tensor(0.2050)\n", + "epoch: 8, loss: 0.20500165224075317\n", + "tensor(0.2048)\n", + "epoch: 9, loss: 0.2048165202140808\n" ] } ], @@ -483,22 +486,22 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 22, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -576,7 +579,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -608,22 +611,22 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 23, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -652,7 +655,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -717,22 +720,22 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 28, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -761,14 +764,14 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "tensor(413.9844, grad_fn=)\n" + "tensor(509.5237, grad_fn=)\n" ] } ], @@ -780,7 +783,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -790,17 +793,17 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "tensor([[ -34.1391],\n", - " [-146.6133],\n", - " [-215.9149]])\n", - "tensor([-27.0838])\n" + "tensor([[ -64.6688],\n", + " [ -84.8521],\n", + " [-431.2343]])\n", + "tensor([-16.0116])\n" ] } ], @@ -812,7 +815,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -823,22 +826,22 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 33, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -867,26 +870,18 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "epoch 20, Loss: 73.67843\n", - "epoch 40, Loss: 17.97095\n", - "epoch 60, Loss: 4.94101\n", - "epoch 80, Loss: 1.87171\n", - "epoch 100, Loss: 1.12812\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/bushuhui/.virtualenv/dl/lib/python3.5/site-packages/ipykernel_launcher.py:14: UserWarning: invalid index of a 0-dim tensor. This will be an error in PyTorch 0.5. Use tensor.item() to convert a 0-dim tensor to a Python number\n", - " \n" + "epoch 20, Loss: 1.55844\n", + "epoch 40, Loss: 0.53303\n", + "epoch 60, Loss: 0.28755\n", + "epoch 80, Loss: 0.22432\n", + "epoch 100, Loss: 0.20383\n" ] } ], @@ -904,7 +899,7 @@ " w.data = w.data - 0.001 * w.grad.data\n", " b.data = b.data - 0.001 * b.grad.data\n", " if (e + 1) % 20 == 0:\n", - " print('epoch {}, Loss: {:.5f}'.format(e+1, loss.data[0]))" + " print('epoch {}, Loss: {:.5f}'.format(e+1, loss.data.item()))" ] }, { @@ -916,22 +911,22 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 35, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -986,7 +981,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/6_pytorch/1_NN/2-logistic-regression.ipynb b/6_pytorch/1_NN/2-logistic-regression.ipynb index bbbe8c0..cef4c03 100644 --- a/6_pytorch/1_NN/2-logistic-regression.ipynb +++ b/6_pytorch/1_NN/2-logistic-regression.ipynb @@ -387,7 +387,7 @@ "可以看到分类效果基本是混乱的,我们来计算一下 loss,公式如下\n", "\n", "$$\n", - "loss = -(y * log(\\hat{y}) + (1 - y) * log(1 - \\hat{y}))\n", + "loss = -\\{ y * log(\\hat{y}) + (1 - y) * log(1 - \\hat{y}) \\}\n", "$$" ] }, @@ -399,7 +399,8 @@ "source": [ "# 计算loss, 使用clamp的目的是防止数据过小而对结果产生较大影响。\n", "def binary_loss(y_pred, y):\n", - " logits = (y * y_pred.clamp(1e-12).log() + (1 - y) * (1 - y_pred).clamp(1e-12).log()).mean()\n", + " logits = (y * y_pred.clamp(1e-12).log() + \\\n", + " (1 - y) * (1 - y_pred).clamp(1e-12).log()).mean()\n", " return -logits" ] }, @@ -781,7 +782,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/6_pytorch/PyTorch_quick_intro.ipynb b/6_pytorch/backup/PyTorch_quick_intro.ipynb similarity index 96% rename from 6_pytorch/PyTorch_quick_intro.ipynb rename to 6_pytorch/backup/PyTorch_quick_intro.ipynb index 4f68185..a2df72f 100644 --- a/6_pytorch/PyTorch_quick_intro.ipynb +++ b/6_pytorch/backup/PyTorch_quick_intro.ipynb @@ -41,11 +41,11 @@ { "data": { "text/plain": [ - "tensor([[ 1.2516e-36, 0.0000e+00, 2.3822e-44],\n", - " [ 0.0000e+00, nan, 4.5743e-41],\n", - " [ 1.3733e-14, 1.8888e+31, 4.9656e+28],\n", - " [ 4.5439e+30, -4.2010e+25, 4.5743e-41],\n", - " [-4.2210e+25, 4.5743e-41, -4.2210e+25]])" + "tensor([[0., 0., 0.],\n", + " [0., 0., 0.],\n", + " [0., 0., 0.],\n", + " [0., 0., 0.],\n", + " [0., 0., 0.]])" ] }, "execution_count": 2, @@ -67,11 +67,11 @@ { "data": { "text/plain": [ - "tensor([[0.1878, 0.1306, 0.1593],\n", - " [0.2964, 0.3927, 0.7782],\n", - " [0.8448, 0.4487, 0.7916],\n", - " [0.0550, 0.7300, 0.2901],\n", - " [0.8453, 0.8734, 0.2627]])" + "tensor([[0.3807, 0.4897, 0.0356],\n", + " [0.6701, 0.0606, 0.1818],\n", + " [0.8798, 0.7115, 0.8265],\n", + " [0.4094, 0.2264, 0.2041],\n", + " [0.9088, 0.9256, 0.3438]])" ] }, "execution_count": 3, @@ -122,20 +122,20 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "tensor([[0.9549, 1.0717, 0.4005],\n", - " [0.8394, 0.7862, 0.8726],\n", - " [1.4099, 1.3137, 1.1250],\n", - " [0.4830, 0.8297, 0.5617],\n", - " [0.9343, 0.9557, 0.9178]])" + "tensor([[1.1361, 1.4054, 0.9468],\n", + " [1.6410, 0.5193, 0.3720],\n", + " [0.9482, 1.6716, 1.4168],\n", + " [1.3925, 0.9253, 0.2908],\n", + " [1.4907, 1.7178, 0.7246]])" ] }, - "execution_count": 7, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -154,11 +154,11 @@ { "data": { "text/plain": [ - "tensor([[0.5021, 1.2500, 1.4749],\n", - " [0.6019, 0.9378, 1.7240],\n", - " [1.2752, 1.3837, 0.6832],\n", - " [1.2053, 1.4374, 1.5160],\n", - " [0.9404, 0.8743, 0.8164]])" + "tensor([[1.1361, 1.4054, 0.9468],\n", + " [1.6410, 0.5193, 0.3720],\n", + " [0.9482, 1.6716, 1.4168],\n", + " [1.3925, 0.9253, 0.2908],\n", + " [1.4907, 1.7178, 0.7246]])" ] }, "execution_count": 6, @@ -173,20 +173,20 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "tensor([[0.9549, 1.0717, 0.4005],\n", - " [0.8394, 0.7862, 0.8726],\n", - " [1.4099, 1.3137, 1.1250],\n", - " [0.4830, 0.8297, 0.5617],\n", - " [0.9343, 0.9557, 0.9178]])" + "tensor([[1.1361, 1.4054, 0.9468],\n", + " [1.6410, 0.5193, 0.3720],\n", + " [0.9482, 1.6716, 1.4168],\n", + " [1.3925, 0.9253, 0.2908],\n", + " [1.4907, 1.7178, 0.7246]])" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -200,7 +200,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -208,23 +208,23 @@ "output_type": "stream", "text": [ "最初y\n", - "tensor([[0.7671, 0.9411, 0.2411],\n", - " [0.5430, 0.3935, 0.0944],\n", - " [0.5652, 0.8650, 0.3334],\n", - " [0.4280, 0.0997, 0.2716],\n", - " [0.0890, 0.0823, 0.6551]])\n", + "tensor([[0.7554, 0.9157, 0.9113],\n", + " [0.9709, 0.4587, 0.1902],\n", + " [0.0684, 0.9601, 0.5903],\n", + " [0.9831, 0.6989, 0.0867],\n", + " [0.5819, 0.7923, 0.3808]])\n", "第一种加法,y的结果\n", - "tensor([[0.7671, 0.9411, 0.2411],\n", - " [0.5430, 0.3935, 0.0944],\n", - " [0.5652, 0.8650, 0.3334],\n", - " [0.4280, 0.0997, 0.2716],\n", - " [0.0890, 0.0823, 0.6551]])\n", + "tensor([[0.7554, 0.9157, 0.9113],\n", + " [0.9709, 0.4587, 0.1902],\n", + " [0.0684, 0.9601, 0.5903],\n", + " [0.9831, 0.6989, 0.0867],\n", + " [0.5819, 0.7923, 0.3808]])\n", "第二种加法,y的结果\n", - "tensor([[0.9549, 1.0717, 0.4005],\n", - " [0.8394, 0.7862, 0.8726],\n", - " [1.4099, 1.3137, 1.1250],\n", - " [0.4830, 0.8297, 0.5617],\n", - " [0.9343, 0.9557, 0.9178]])\n" + "tensor([[1.1361, 1.4054, 0.9468],\n", + " [1.6410, 0.5193, 0.3720],\n", + " [0.9482, 1.6716, 1.4168],\n", + " [1.3925, 0.9253, 0.2908],\n", + " [1.4907, 1.7178, 0.7246]])\n" ] } ], @@ -250,16 +250,16 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "tensor([0.1306, 0.3927, 0.4487, 0.7300, 0.8734])" + "tensor([0.4897, 0.0606, 0.7115, 0.2264, 0.9256])" ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -301,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -310,7 +310,7 @@ "array([1., 1., 1., 1., 1.], dtype=float32)" ] }, - "execution_count": 13, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -322,7 +322,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -351,7 +351,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -378,18 +378,18 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "tensor([[1.1427, 1.2022, 0.5598],\n", - " [1.1357, 1.1790, 1.6507],\n", - " [2.2547, 1.7623, 1.9165],\n", - " [0.5381, 1.5597, 0.8518],\n", - " [1.7796, 1.8291, 1.1805]], device='cuda:0')\n" + "tensor([[1.5168, 1.8951, 0.9824],\n", + " [2.3111, 0.5800, 0.5538],\n", + " [1.8280, 2.3831, 2.2433],\n", + " [1.8020, 1.1518, 0.4949],\n", + " [2.3995, 2.6434, 1.0684]], device='cuda:0')\n" ] } ], @@ -431,7 +431,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -440,7 +440,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": { "scrolled": true }, @@ -452,7 +452,7 @@ " [1., 1.]], requires_grad=True)" ] }, - "execution_count": 18, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -465,7 +465,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": { "scrolled": true }, @@ -476,7 +476,7 @@ "tensor(4., grad_fn=)" ] }, - "execution_count": 19, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -488,16 +488,16 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 20, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -508,7 +508,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -517,7 +517,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -527,7 +527,7 @@ " [1., 1.]])" ] }, - "execution_count": 22, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -547,7 +547,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -557,7 +557,7 @@ " [2., 2.]])" ] }, - "execution_count": 23, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -569,7 +569,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": { "scrolled": true }, @@ -581,7 +581,7 @@ " [3., 3.]])" ] }, - "execution_count": 24, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -644,7 +644,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -666,7 +666,7 @@ " [0.5403, 0.5403, 0.5403, 0.5403, 0.5403]])" ] }, - "execution_count": 27, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -1463,7 +1463,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/README.md b/README.md index cf8de8a..78506da 100644 --- a/README.md +++ b/README.md @@ -35,7 +35,6 @@ - [Softmax & cross-entroy](5_nn/3-softmax_ce.ipynb) 8. [PyTorch](6_pytorch/) - Basic - - [short tutorial](6_pytorch/PyTorch_quick_intro.ipynb) - [basic/Tensor-and-Variable](6_pytorch/0_basic/1-Tensor-and-Variable.ipynb) - [basic/autograd](6_pytorch/0_basic/2-autograd.ipynb) - [basic/dynamic-graph](6_pytorch/0_basic/3-dynamic-graph.ipynb)