74 lines
13 KiB
C
74 lines
13 KiB
C
#ifndef __MNIST_INT_H__
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#define __MNIST_INT_H__
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#include <stdio.h>
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#include <stdint.h>
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#define IMG0 {0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,380,376,301,462,239,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,352,541,921,921,921,921,921,921,984,984,972,996,960,921,745,82,0,0,0,0,0,0,0,0,0,0,0,549,984,996,996,996,996,996,996,996,996,996,996,996,996,996,996,741,90,0,0,0,0,0,0,0,0,0,0,886,996,815,780,780,780,780,545,239,239,239,239,239,501,870,996,996,741,82,0,0,0,0,0,0,0,0,0,149,321,50,0,0,0,0,0,0,0,0,0,0,0,133,835,996,996,450,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,329,996,996,917,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,329,996,996,917,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,415,615,996,996,952,200,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,98,458,894,894,894,992,996,996,996,996,941,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,266,466,862,996,996,996,996,996,996,996,996,996,556,0,0,0,0,0,0,0,0,0,0,0,0,0,145,733,992,996,996,996,874,807,807,294,266,843,996,996,458,0,0,0,0,0,0,0,0,0,0,0,0,443,858,996,949,890,450,349,121,0,0,0,0,784,996,945,160,0,0,0,0,0,0,0,0,0,0,0,0,662,996,690,243,0,0,0,0,0,0,0,188,905,996,917,0,0,0,0,0,0,0,0,0,0,0,0,0,70,486,0,0,0,0,0,0,0,0,0,329,996,996,650,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,545,996,933,223,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,823,980,996,658,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,949,996,937,223,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,349,984,945,337,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,19,807,964,615,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,15,458,270,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0}
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#define IMG0_LABEL 7
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#define IMG1 {0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,121,517,996,992,996,835,321,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,82,556,913,988,992,988,992,988,874,78,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,482,996,992,996,992,878,796,796,874,1000,835,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,796,992,988,992,831,78,0,0,239,992,988,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,160,952,878,796,717,160,596,117,0,0,1000,992,400,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,156,78,0,0,400,992,196,0,321,992,988,78,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,321,839,121,443,913,996,913,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,243,400,321,160,992,909,992,988,913,196,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,596,992,996,992,996,992,996,913,482,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,596,988,992,988,992,988,752,196,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,243,717,796,952,996,992,243,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,156,674,988,796,78,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,82,0,0,0,0,0,0,0,0,0,717,996,439,0,0,0,0,0,0,0,0,0,0,0,0,0,0,243,796,639,0,0,0,0,0,0,0,0,239,992,592,0,0,0,0,0,0,0,0,0,0,0,0,0,82,839,752,0,0,0,0,0,0,0,0,43,835,996,592,0,0,0,0,0,0,0,0,0,0,0,0,0,400,992,592,0,0,0,0,0,0,0,160,835,988,992,435,0,0,0,0,0,0,0,0,0,0,0,0,0,160,1000,835,360,200,0,0,121,360,678,992,996,992,556,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,674,988,992,988,796,796,913,988,992,988,992,509,78,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,82,796,1000,992,996,992,996,992,956,796,321,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,78,592,592,992,670,592,592,156,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0}
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#define IMG1_LABEL 3
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#define TOTAL_IMAGE 2
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static const signed char label[] = {IMG0_LABEL, IMG1_LABEL};
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static const int W3[] = {-323,-426,-651,790,-221,37,398,221,797,254,307,625,-589,203,-64,-1566,-376,-644};
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static const int B3[] = {-829,-140};
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static const int W2[] = {7,231,36,-146,-155,4,273,-27,234,-635,-556,-770,156,710,239,1820,-18,1574,1723,-596,1399,335,568,379,35,-182,-32,6,-2,-5,293,137,355,2,2,-22};
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static const int B2[] = {-116,-3};
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static const int W1[] = {157,-226,21,25,8,-775,-415,-125,-396,335,-631,-28,-506,-357,-3780,-826,102,571,-625,66,559,253,-3075,-695,253,317,-866,127,831,266,-2586,-572,297,162,-991,77,891,168,-2524,-563,416,-108,-1022,206,398,-160,-1918,-483,57,-1257,-231,1051,-798,-1626,-260,-76,-464,755,131,247,-1527,163,-75,-58,-338,1305,144,440,-310,154,5,-31,-159,661,83,265,-38,180,-7,54,-14,306,6,223,30,126,-28,111,35,46,-26,264,69,107,-30,95,248,-364,-102,496,40,20,-54,54,-71,-1538,-235,1589,-23,-249,18,80,51,614,157,128,-869,1376,430,134,-149,454,130,231,3,427,233,92,-60,464,103,250,-53,214,116,224,126,234,127,332,14,106,108,305,314,-71,134,454,54,74,97,274,486,-436,-135,572,135,-7,118,244,-375,-468,-564,865,340,-172,40,363,89,-498,476,21,285,617,705,-306,-570,-206,41,230,-179,-23,141,23,-641,-69,-85,164,-534,-101,-131,149,-635,-98,-232,154,-485,-190,-204,106,-529,-173,-362,122,-386,-247,-252,102,-145,-101,43,-171,-31,-301,-94,69,-549,668,145,-737,770,-412,101,52,254,227,-30,-83,-663,512,-121,-334,-75,-98,-16,-31,-435,94,-49,-77,-128,-89,-70,-10,-290,-13,-39,-23,-155,-52,-147,-75,-268,-35,-95,-15,-39,24,-196,-199,-203,-42,-187,-45,-10,148,-117,-418,-206,-24,-157,-55,-90,402,-357,-786,-79,162,-144,-274,268,688,-64,113,599,1294,-1250,608,123,158,-175,34,391,231,-756,200,79,14,-121,8,268,57,-526,124,80,-38,-88,0,286,-10,-393,111,65,-33,-74,-27,300,2,-479,-45,-10,39,-92,-192,154,212,-389,-373,-206,292,-129,-360,-554,457,-352,-947,-1248,887,336,3,-227,1456,549,383,-411,375,176,38,163,705,55,644,-207,146,103,197,174,365,-97,522,-184,-1,88,241,155,172,-105,382,-306,-162,115,307,158,-17,-50,262,-1299,-227,108,744,-398,16,100,-163,-649,-567,17,989,-1395,441,166,-191};
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static const int B1[] = {1201,-1177,2169,-1961};
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static const int W[] = {558,787,-40,-122,-412,-36,169,-147,-16,-280,18,62,495,339,-475,-140,-882,183,20,-137,-52,679,-280,-312,444,-261,-322,1032,-144,522,57,-965,-305,168,-532,426,-543,14,267,159};
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static const int B[] = {41,1461,71,-1277,809,-1693,-297,-117,329,659};
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/*
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#define IMG0 {0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3803,3764,3019,4627,2392,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3529,5411,9215,9215,9215,9215,9215,9215,9843,9843,9725,9960,9607,9215,7450,823,0,0,0,0,0,0,0,0,0,0,0,5490,9843,9960,9960,9960,9960,9960,9960,9960,9960,9960,9960,9960,9960,9960,9960,7411,901,0,0,0,0,0,0,0,0,0,0,8862,9960,8156,7803,7803,7803,7803,5450,2392,2392,2392,2392,2392,5019,8705,9960,9960,7411,823,0,0,0,0,0,0,0,0,0,1490,3215,509,0,0,0,0,0,0,0,0,0,0,0,1333,8352,9960,9960,4509,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3294,9960,9960,9176,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3294,9960,9960,9176,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4156,6156,9960,9960,9529,2000,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,980,4588,8941,8941,8941,9921,9960,9960,9960,9960,9411,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2666,4666,8627,9960,9960,9960,9960,9960,9960,9960,9960,9960,5568,0,0,0,0,0,0,0,0,0,0,0,0,0,1450,7333,9921,9960,9960,9960,8745,8078,8078,2941,2666,8431,9960,9960,4588,0,0,0,0,0,0,0,0,0,0,0,0,4431,8588,9960,9490,8901,4509,3490,1215,0,0,0,0,7843,9960,9450,1607,0,0,0,0,0,0,0,0,0,0,0,0,6627,9960,6901,2431,0,0,0,0,0,0,0,1882,9058,9960,9176,0,0,0,0,0,0,0,0,0,0,0,0,0,705,4862,0,0,0,0,0,0,0,0,0,3294,9960,9960,6509,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5450,9960,9333,2235,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,8235,9803,9960,6588,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,9490,9960,9372,2235,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3490,9843,9450,3372,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,196,8078,9647,6156,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,156,4588,2705,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0}
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#define IMG0_LABEL 7
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#define IMG1 {0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1215,5176,9960,9921,9960,8352,3215,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,823,5568,9137,9882,9921,9882,9921,9882,8745,784,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4823,9960,9921,9960,9921,8784,7960,7960,8745,10000,8352,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,7960,9921,9882,9921,8313,784,0,0,2392,9921,9882,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1607,9529,8784,7960,7176,1607,5960,1176,0,0,10000,9921,4000,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1568,784,0,0,4000,9921,1960,0,3215,9921,9882,784,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3215,8392,1215,4431,9137,9960,9137,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2431,4000,3215,1607,9921,9098,9921,9882,9137,1960,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5960,9921,9960,9921,9960,9921,9960,9137,4823,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5960,9882,9921,9882,9921,9882,7529,1960,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2431,7176,7960,9529,9960,9921,2431,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1568,6745,9882,7960,784,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,823,0,0,0,0,0,0,0,0,0,7176,9960,4392,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2431,7960,6392,0,0,0,0,0,0,0,0,2392,9921,5921,0,0,0,0,0,0,0,0,0,0,0,0,0,823,8392,7529,0,0,0,0,0,0,0,0,431,8352,9960,5921,0,0,0,0,0,0,0,0,0,0,0,0,0,4000,9921,5921,0,0,0,0,0,0,0,1607,8352,9882,9921,4352,0,0,0,0,0,0,0,0,0,0,0,0,0,1607,10000,8352,3607,2000,0,0,1215,3607,6784,9921,9960,9921,5568,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6745,9882,9921,9882,7960,7960,9137,9882,9921,9882,9921,5098,784,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,823,7960,10000,9921,9960,9921,9960,9921,9568,7960,3215,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,784,5921,5921,9921,6705,5921,5921,1568,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0}
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#define IMG1_LABEL 3
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#define TOTAL_IMAGE 2
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static const signed char label[] = {IMG0_LABEL, IMG1_LABEL};
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static const int W3[] = {-3233,-4261,-6519,7906,-2210,371,3984,2212,7975,2549,3076,6250,-5895,2037,-647,-15660,-3767,-6443};
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static const int B3[] = {-8293,-1409};
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static const int W2[] = {70,2319,368,-1468,-1559,44,2732,-275,2340,-6354,-5564,-7705,1560,7101,2395,18201,-183,15745,17230,-5966,13997,3351,5684,3797,350,-1828,-322,69,-26,-57,2935,1379,3558,22,25,-226};
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static const int B2[] = {-1165,-36};
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static const int W1[] = {1579,-2264,212,255,87,-7751,-4159,-1258,-3963,3354,-6319,-287,-5066,-3574,-37807,-8261,1022,5711,-6256,669,5596,2537,-30759,-6959,2531,3173,-8664,1275,8313,2666,-25865,-5720,2974,1623,-9915,779,8913,1685,-25247,-5639,4167,-1080,-10229,2062,3988,-1602,-19185,-4837,573,-12573,-2311,10518,-7981,-16263,-2600,-764,-4646,7558,1318,2474,-15276,1636,-754,-585,-3385,13052,1444,4408,-3103,1541,53,-317,-1599,6612,832,2651,-384,1805,-73,541,-142,3065,61,2231,303,1269,-281,1118,353,468,-265,2645,699,1071,-303,952,2480,-3649,-1027,4960,400,209,-547,541,-718,-15381,-2356,15890,-230,-2493,187,804,519,6141,1578,1288,-8691,13761,4305,1347,-1497,4542,1307,2311,36,4274,2339,920,-602,4642,1039,2504,-532,2146,1169,2240,1263,2349,1277,3324,140,1063,1087,3052,3141,-716,1348,4541,546,745,973,2748,4866,-4363,-1358,5724,1359,-74,1185,2448,-3753,-4687,-5648,8657,3407,-1721,406,3630,895,-4989,4768,217,2856,6174,7059,-3063,-5705,-2069,419,2304,-1790,-237,1411,234,-6417,-699,-858,1646,-5346,-1016,-1311,1490,-6350,-989,-2324,1540,-4858,-1904,-2046,1062,-5291,-1735,-3627,1222,-3865,-2478,-2522,1026,-1450,-1011,437,-1715,-313,-3013,-940,698,-5491,6684,1457,-7375,7700,-4125,1011,528,2546,2275,-302,-832,-6638,5122,-1210,-3340,-750,-982,-160,-318,-4358,943,-498,-777,-1282,-896,-701,-107,-2909,-131,-397,-234,-1553,-520,-1477,-755,-2686,-352,-956,-154,-390,242,-1960,-1999,-2030,-426,-1877,-451,-101,1482,-1170,-4180,-2068,-240,-1578,-556,-903,4025,-3574,-7861,-799,1620,-1446,-2749,2683,6881,-641,1136,5998,12947,-12500,6082,1234,1580,-1750,342,3910,2319,-7568,2004,791,142,-1213,85,2689,570,-5261,1248,806,-385,-889,7,2863,-108,-3930,1114,656,-337,-745,-273,3002,29,-4795,-452,-102,393,-923,-1924,1540,2123,-3898,-3738,-2064,2920,-1299,-3604,-5544,4572,-3526,-9479,-12481,8870,3362,35,-2276,14563,5495,3839,-4119,3758,1768,381,1635,7051,550,6445,-2072,1461,1031,1971,1742,3657,-978,5229,-1845,-13,886,2418,1554,1722,-1053,3821,-3065,-1629,1154,3075,1586,-177,-502,2623,-12994,-2270,1085,7447,-3980,168,1006,-1635,-6495,-5674,179,9896,-13958,4412,1664,-1919};
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static const int B1[] = {12019,-11770,21698,-19615};
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static const int W[] = {5580,7870,-409,-1225,-4126,-360,1691,-1471,-164,-2805,187,629,4956,3393,-4754,-1405,-8827,1835,208,-1378,-522,6792,-2802,-3127,4441,-2610,-3221,10321,-1444,5221,575,-9654,-3051,1685,-5320,4268,-5434,146,2679,1592};
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static const int B[] = {414,14614,715,-12774,8092,-16933,-2974,-1177,3292,6596};
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*/
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int mnist(void);
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#endif //__MNIST_INT_H__
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