CUDANet/examples/inception_v3/tests/test_inception_a.cpp

#include <gtest/gtest.h>

#include <inception_v3.hpp>

class InceptionATest : public ::testing::Test {
  protected:
    InceptionA *inception_a;

    cudaError_t cudaStatus;

    shape2d     inputShape;
    int         inputChannels;
    int         poolFeatures;
    std::string prefix = "test";

    float *d_input;
    float *d_output;

    std::vector<float> input;
    std::vector<float> expected;

    std::vector<float> branch1x1_conv_weights;
    std::vector<float> branch1x1_bn_weights;
    std::vector<float> branch1x1_bn_bias;

    std::vector<float> branch5x5_1_conv_weights;
    std::vector<float> branch5x5_1_bn_weights;
    std::vector<float> branch5x5_1_bn_bias;
    std::vector<float> branch5x5_2_conv_weights;
    std::vector<float> branch5x5_2_bn_weights;
    std::vector<float> branch5x5_2_bn_bias;

    std::vector<float> branch3x3dbl_1_conv_weights;
    std::vector<float> branch3x3dbl_1_bn_weights;
    std::vector<float> branch3x3dbl_1_bn_bias;
    std::vector<float> branch3x3dbl_2_conv_weights;
    std::vector<float> branch3x3dbl_2_bn_weights;
    std::vector<float> branch3x3dbl_2_bn_bias;
    std::vector<float> branch3x3dbl_3_conv_weights;
    std::vector<float> branch3x3dbl_3_bn_weights;
    std::vector<float> branch3x3dbl_3_bn_bias;

    std::vector<float> branchPool_2_conv_weights;
    std::vector<float> branchPool_2_bn_weights;
    std::vector<float> branchPool_2_bn_bias;

    virtual void SetUp() override {
        inception_a = nullptr;
    }

    virtual void TearDown() override {
        // Clean up
        delete inception_a;
    }

    void setBasicConv2dWeights(
        const std::vector<float> &conv_weights,
        const std::vector<float> &bn_weights,
        const std::vector<float> &bn_bias,
        const int                 index
    ) {

        std::pair<std::string, CUDANet::Layers::SequentialLayer *> layerPair =
            inception_a->getLayers()[index];

        CUDANet::Layers::Conv2d *conv =
            dynamic_cast<CUDANet::Layers::Conv2d *>(layerPair.second);
        EXPECT_NE(conv, nullptr);

        conv->setWeights(conv_weights.data());
        EXPECT_EQ(conv->getWeights().size(), conv_weights.size());

        cudaStatus = cudaGetLastError();
        EXPECT_EQ(cudaStatus, cudaSuccess);

        layerPair = inception_a->getLayers()[index + 1];
        CUDANet::Layers::BatchNorm2d *bn =
            dynamic_cast<CUDANet::Layers::BatchNorm2d *>(layerPair.second);
        EXPECT_NE(bn, nullptr);
        bn->setWeights(bn_weights.data());
        EXPECT_EQ(bn->getWeights().size(), bn_weights.size());

        cudaStatus = cudaGetLastError();
        EXPECT_EQ(cudaStatus, cudaSuccess);

        bn->setBiases(bn_bias.data());
        EXPECT_EQ(bn->getBiases().size(), bn_bias.size());

        cudaStatus = cudaGetLastError();
        EXPECT_EQ(cudaStatus, cudaSuccess);
    }

    void runTest() {
        inception_a =
            new InceptionA(inputShape, inputChannels, poolFeatures, prefix);

        CUDANet::Layers::Conv2d *conv;

        // Set up layer weights and bias
        // Branch 1x1
        setBasicConv2dWeights(branch1x1_conv_weights, branch1x1_bn_weights,
                               branch1x1_bn_bias, 0);

        // Branch 5x5
        setBasicConv2dWeights(branch5x5_1_conv_weights, branch5x5_1_bn_weights,
                              branch5x5_1_bn_bias, 2);
        setBasicConv2dWeights(
            branch5x5_2_conv_weights, branch5x5_2_bn_weights,
            branch5x5_2_bn_bias, 4
        );

        // Branch 3x3dbl
        setBasicConv2dWeights(
            branch3x3dbl_1_conv_weights,
            branch3x3dbl_1_bn_weights, branch3x3dbl_1_bn_bias, 6
        );
        setBasicConv2dWeights(
            branch3x3dbl_2_conv_weights,
            branch3x3dbl_2_bn_weights, branch3x3dbl_2_bn_bias, 8
        );
        setBasicConv2dWeights(
            branch3x3dbl_3_conv_weights,
            branch3x3dbl_3_bn_weights, branch3x3dbl_3_bn_bias, 10
        );

        // Pool
        setBasicConv2dWeights(
            branchPool_2_conv_weights, branchPool_2_bn_weights,
            branchPool_2_bn_bias, 13 // 12 is pooling layer with no weights
        );

        cudaStatus =
            cudaMalloc((void **)&d_input, sizeof(float) * input.size());
        EXPECT_EQ(cudaStatus, cudaSuccess);

        cudaStatus = cudaMemcpy(
            d_input, input.data(), sizeof(float) * input.size(),
            cudaMemcpyHostToDevice
        );
        EXPECT_EQ(cudaStatus, cudaSuccess);

        d_output = inception_a->forward(d_input);

        cudaStatus = cudaGetLastError();
        EXPECT_EQ(cudaStatus, cudaSuccess);

        int                outputSize = inception_a->getOutputSize();
        std::vector<float> output(outputSize);
        cudaStatus = cudaMemcpy(
            output.data(), d_output, sizeof(float) * output.size(),
            cudaMemcpyDeviceToHost
        );
        EXPECT_EQ(cudaStatus, cudaSuccess);

        for (int i = 0; i < output.size(); ++i) {
            EXPECT_NEAR(expected[i], output[i], 1e-4f);
        }
    }
};

TEST_F(InceptionATest, InceptionATest1) {
    inputShape    = {8, 8};
    inputChannels = 3;
    poolFeatures  = 6;

    // Branch 1x1
    branch1x1_conv_weights = {
        0.14035f, 0.87f,    0.49507f, 0.63457f, 0.8503f,  0.42892f, 0.89685f,
        0.35726f, 0.77796f, 0.49456f, 0.44294f, 0.3545f,  0.7404f,  0.79719f,
        0.81874f, 0.56591f, 0.23804f, 0.28135f, 0.7261f,  0.72303f, 0.01476f,
        0.00422f, 0.05516f, 0.0977f,  0.817f,   0.41916f, 0.33949f, 0.50409f,
        0.04106f, 0.17697f, 0.33813f, 0.4986f,  0.3912f,  0.84137f, 0.63185f,
        0.80481f, 0.77025f, 0.74696f, 0.2595f,  0.48968f, 0.39024f, 0.26145f,
        0.08179f, 0.13974f, 0.53616f, 0.84042f, 0.70322f, 0.05655f, 0.94608f,
        0.63336f, 0.04331f, 0.77799f, 0.29832f, 0.20684f, 0.21326f, 0.86994f,
        0.45957f, 0.31301f, 0.03594f, 0.93491f, 0.48976f, 0.82067f, 0.42742f,
        0.34157f, 0.39556f, 0.6453f,  0.95871f, 0.19198f, 0.38525f, 0.26109f,
        0.57303f, 0.64278f, 0.96488f, 0.76874f, 0.80606f, 0.43369f, 0.25506f,
        0.78363f, 0.90918f, 0.24851f, 0.52155f, 0.41471f, 0.80171f, 0.73157f,
        0.29433f, 0.79109f, 0.12795f, 0.05538f, 0.74022f, 0.9928f,  0.08133f,
        0.53305f, 0.32859f, 0.63368f, 0.73449f, 0.6347f,  0.83978f, 0.63992f,
        0.40013f, 0.32182f, 0.65464f, 0.98525f, 0.63753f, 0.09577f, 0.48706f,
        0.06459f, 0.35899f, 0.14698f, 0.0443f,  0.03716f, 0.98153f, 0.60329f,
        0.36102f, 0.87736f, 0.0524f,  0.8433f,  0.61124f, 0.04173f, 0.87659f,
        0.66692f, 0.91784f, 0.45001f, 0.6712f,  0.56524f, 0.04291f, 0.86633f,
        0.36563f, 0.34724f, 0.22637f, 0.58903f, 0.50108f, 0.97894f, 0.56536f,
        0.06369f, 0.5472f,  0.58049f, 0.59144f, 0.76332f, 0.35715f, 0.22755f,
        0.69484f, 0.56777f, 0.67116f, 0.01547f, 0.35574f, 0.91945f, 0.63826f,
        0.24981f, 0.72597f, 0.12812f, 0.4399f,  0.96138f, 0.1839f,  0.96267f,
        0.73464f, 0.19284f, 0.7954f,  0.80458f, 0.35096f, 0.63366f, 0.04212f,
        0.28166f, 0.85255f, 0.28836f, 0.81535f, 0.9398f,  0.88859f, 0.71023f,
        0.65181f, 0.7191f,  0.64489f, 0.94493f, 0.04358f, 0.28434f, 0.9745f,
        0.35998f, 0.91162f, 0.42288f, 0.48354f, 0.75393f, 0.69681f, 0.5434f,
        0.43863f, 0.82944f, 0.00321f, 0.30446f, 0.26238f, 0.42421f, 0.73994f,
        0.2388f,  0.41751f, 0.32528f
    };
    branch1x1_bn_weights = {
        0.47407f, 0.04623f, 0.48886f, 0.5592f,  0.22108f, 0.73679f, 0.08069f,
        0.97957f, 0.65978f, 0.28679f, 0.10456f, 0.0324f,  0.66314f, 0.56523f,
        0.39998f, 0.88273f, 0.39184f, 0.04481f, 0.44986f, 0.70338f, 0.53079f,
        0.20397f, 0.66444f, 0.90839f, 0.22067f, 0.45094f, 0.00514f, 0.84881f,
        0.30596f, 0.89577f, 0.27263f, 0.65875f, 0.76346f, 0.01824f, 0.62288f,
        0.2344f,  0.39542f, 0.79722f, 0.17107f, 0.08576f, 0.24601f, 0.45405f,
        0.30919f, 0.66244f, 0.54148f, 0.45477f, 0.88773f, 0.87448f, 0.83141f,
        0.23231f, 0.54188f, 0.16638f, 0.17186f, 0.22628f, 0.93218f, 0.09264f,
        0.42657f, 0.73366f, 0.30617f, 0.87338f, 0.85921f, 0.57763f, 0.09944f,
        0.03835f
    };
    branch1x1_bn_bias = {
        0.62031f, 0.83149f, 0.48826f, 0.97693f, 0.6267f,  0.24531f, 0.05597f,
        0.67036f, 0.74984f, 0.76631f, 0.59352f, 0.82741f, 0.69363f, 0.89411f,
        0.10291f, 0.95823f, 0.88916f, 0.78917f, 0.11197f, 0.27827f, 0.12146f,
        0.2109f,  0.61785f, 0.85481f, 0.2054f,  0.46851f, 0.19641f, 0.7836f,
        0.39724f, 0.64006f, 0.82452f, 0.21275f, 0.45068f, 0.51745f, 0.17786f,
        0.7801f,  0.11937f, 0.86277f, 0.63562f, 0.21375f, 0.2226f,  0.73284f,
        0.50593f, 0.29227f, 0.39252f, 0.30781f, 0.19908f, 0.34053f, 0.63083f,
        0.00337f, 0.38632f, 0.3637f,  0.16592f, 0.42126f, 0.37936f, 0.77204f,
        0.249f,   0.2139f,  0.28461f, 0.07122f, 0.44128f, 0.72911f, 0.01348f,
        0.08469f
    };

    branch5x5_1_conv_weights = {
        0.40592f, 0.68227f, 0.89729f, 0.6025f,  0.1164f,  0.59102f, 0.76443f,
        0.11248f, 0.40529f, 0.32358f, 0.7789f,  0.82281f, 0.27459f, 0.78257f,
        0.64037f, 0.8248f,  0.72701f, 0.60117f, 0.7879f,  0.25699f, 0.50098f,
        0.42321f, 0.56732f, 0.5617f,  0.09071f, 0.87504f, 0.17652f, 0.39271f,
        0.16271f, 0.94566f, 0.61172f, 0.60632f, 0.39816f, 0.79624f, 0.60884f,
        0.87746f, 0.10607f, 0.24393f, 0.64151f, 0.54108f, 0.27384f, 0.6829f,
        0.84117f, 0.22361f, 0.19692f, 0.15355f, 0.56151f, 0.92775f, 0.71592f,
        0.53898f, 0.05741f, 0.22883f, 0.43093f, 0.37355f, 0.70848f, 0.37364f,
        0.0479f,  0.98609f, 0.0942f,  0.02199f, 0.4197f,  0.07258f, 0.19561f,
        0.53276f, 0.18248f, 0.06918f, 0.4885f,  0.20304f, 0.17599f, 0.24358f,
        0.72099f, 0.00614f, 0.41656f, 0.27854f, 0.83764f, 0.98035f, 0.28424f,
        0.87958f, 0.58171f, 0.81866f, 0.52043f, 0.2388f,  0.58878f, 0.4324f,
        0.32867f, 0.855f,   0.12668f, 0.30587f, 0.59152f, 0.84258f, 0.71723f,
        0.58072f, 0.70858f, 0.1421f,  0.71291f, 0.72656f, 0.60107f, 0.72327f,
        0.95368f, 0.61437f, 0.55123f, 0.14202f, 0.05537f, 0.6031f,  0.02767f,
        0.23824f, 0.89398f, 0.35122f, 0.78451f, 0.06465f, 0.09172f, 0.81046f,
        0.7581f,  0.89072f, 0.52056f, 0.53219f, 0.62586f, 0.15118f, 0.55665f,
        0.31869f, 0.55053f, 0.13159f, 0.04694f, 0.49177f, 0.97059f, 0.57836f,
        0.58528f, 0.31445f, 0.14219f, 0.12247f, 0.395f,   0.96587f, 0.95648f,
        0.18726f, 0.61534f, 0.96294f, 0.09031f, 0.57838f, 0.70927f, 0.93385f,
        0.62767f, 0.19104f, 0.43708f, 0.04607f
    };
    branch5x5_1_bn_weights = {
        0.3362f,  0.68855f, 0.48998f, 0.22528f, 0.69107f, 0.48192f, 0.03862f,
        0.67669f, 0.67361f, 0.98495f, 0.11353f, 0.21187f, 0.75798f, 0.6694f,
        0.82612f, 0.16163f, 0.94923f, 0.97541f, 0.85442f, 0.57735f, 0.84677f,
        0.81058f, 0.40174f, 0.70013f, 0.40214f, 0.31575f, 0.57588f, 0.05591f,
        0.40089f, 0.5125f,  0.15511f, 0.23674f, 0.49023f, 0.89164f, 0.694f,
        0.46477f, 0.47043f, 0.10183f, 0.83474f, 0.36944f, 0.33459f, 0.17202f,
        0.13815f, 0.29684f, 0.66092f, 0.01933f, 0.71803f, 0.60422f
    };
    branch5x5_1_bn_bias = {
        0.18202f, 0.38789f, 0.72477f, 0.33832f, 0.3964f,  0.11781f, 0.09011f,
        0.20631f, 0.13f,    0.52948f, 0.89196f, 0.9597f,  0.49102f, 0.88022f,
        0.15455f, 0.3637f,  0.69232f, 0.93616f, 0.14041f, 0.24541f, 0.04022f,
        0.68084f, 0.10773f, 0.40612f, 0.95157f, 0.02304f, 0.30338f, 0.823f,
        0.79486f, 0.22658f, 0.4587f,  0.22304f, 0.73116f, 0.51899f, 0.15443f,
        0.86934f, 0.00361f, 0.007f,   0.77655f, 0.39956f, 0.88278f, 0.19465f,
        0.74504f, 0.24557f, 0.77607f, 0.24464f, 0.9664f,  0.26574f
    };
    branch5x5_2_conv_weights = {
        0.08597f, 0.24176f, 0.84453f, 0.87832f, 0.82709f, 0.26444f, 0.4171f,
        0.79713f, 0.35243f, 0.5742f,  0.0221f,  0.61738f, 0.33994f, 0.38998f,
        0.2046f,  0.31363f, 0.41697f, 0.02347f, 0.36797f, 0.66665f, 0.62142f,
        0.36588f, 0.40206f, 0.84903f, 0.3729f,  0.48862f, 0.0673f,  0.81711f,
        0.42598f, 0.28005f, 0.90843f, 0.67055f, 0.65782f, 0.88123f, 0.77584f,
        0.46451f, 0.24592f, 0.91496f, 0.71302f, 0.22351f, 0.70188f, 0.03594f,
        0.03287f, 0.06547f, 0.83612f, 0.11139f, 0.82473f, 0.78692f, 0.97122f,
        0.38209f, 0.52523f, 0.34371f, 0.52074f, 0.32248f, 0.86731f, 0.25821f,
        0.04839f, 0.71694f, 0.52662f, 0.02176f, 0.30611f, 0.48341f, 0.71358f,
        0.22553f, 0.3805f,  0.67922f, 0.48738f, 0.1602f,  0.49274f, 0.28749f,
        0.71749f, 0.61566f, 0.66702f, 0.3206f,  0.53761f, 0.00695f, 0.04465f,
        0.76769f, 0.09507f, 0.07146f, 0.61415f, 0.70109f, 0.17082f, 0.91051f,
        0.91071f, 0.71201f, 0.60028f, 0.20534f, 0.08575f, 0.26493f, 0.55652f,
        0.18892f, 0.06469f, 0.24424f, 0.98715f, 0.2798f,  0.22108f, 0.76348f,
        0.2351f,  0.93274f, 0.92879f, 0.8083f,  0.8492f,  0.94134f, 0.93174f,
        0.20563f, 0.76876f, 0.34417f, 0.55085f, 0.58072f, 0.34571f, 0.00879f,
        0.64063f, 0.88282f, 0.27091f, 0.7902f,  0.23494f, 0.16609f, 0.81611f,
        0.14587f, 0.66468f, 0.78434f, 0.12949f, 0.62471f, 0.61643f, 0.13309f,
        0.08223f, 0.72619f, 0.71343f, 0.00235f, 0.64063f, 0.92621f, 0.47893f,
        0.00618f, 0.21619f, 0.72188f, 0.02845f, 0.46632f, 0.78676f, 0.76268f,
        0.83026f, 0.37668f, 0.82293f, 0.96984f, 0.40252f, 0.41596f, 0.2356f,
        0.95507f, 0.95245f, 0.86393f, 0.20519f, 0.0053f,  0.75385f, 0.58656f,
        0.78751f, 0.56565f, 0.47936f, 0.3631f,  0.05578f, 0.35532f, 0.93253f,
        0.48095f, 0.3107f,  0.8518f,  0.34218f, 0.73089f, 0.01937f, 0.19709f,
        0.37899f, 0.67414f, 0.13661f, 0.22702f, 0.37764f, 0.86087f, 0.61483f,
        0.98966f, 0.77273f, 0.34001f, 0.69217f, 0.27933f, 0.10793f, 0.03771f,
        0.93244f, 0.30645f, 0.25326f, 0.28938f, 0.95062f, 0.31364f, 0.65215f,
        0.66449f, 0.4102f,  0.1196f,  0.84661f, 0.50647f, 0.68509f, 0.99521f,
        0.28941f, 0.13859f, 0.07602f, 0.83706f, 0.95f,    0.03613f, 0.71159f,
        0.49645f, 0.0289f,  0.40758f, 0.85911f, 0.84285f, 0.72585f, 0.76638f,
        0.9423f,  0.34418f, 0.0507f,  0.95107f, 0.66171f, 0.08132f, 0.45389f,
        0.83715f, 0.8901f,  0.08886f, 0.27082f, 0.65489f, 0.9494f,  0.56652f,
        0.37615f, 0.95584f, 0.09339f, 0.47981f, 0.60016f, 0.82728f, 0.37499f,
        0.04737f, 0.07246f, 0.5939f,  0.74206f, 0.57357f, 0.99494f, 0.80636f,
        0.50106f, 0.22847f, 0.15713f, 0.2442f,  0.3166f,  0.1269f,  0.02147f,
        0.94263f, 0.40855f, 0.65883f, 0.93235f, 0.38868f, 0.51042f, 0.15072f,
        0.33469f, 0.68231f, 0.29214f, 0.74253f, 0.17201f, 0.20467f, 0.21185f,
        0.4158f,  0.29039f, 0.82649f, 0.98767f, 0.68914f, 0.1672f,  0.42068f,
        0.2984f,  0.82432f, 0.42072f, 0.36152f, 0.01551f, 0.44445f, 0.11184f,
        0.98248f, 0.52591f, 0.9902f,  0.28343f, 0.94338f, 0.1989f,  0.15749f,
        0.7023f,  0.86295f, 0.21265f, 0.89408f, 0.23821f, 0.1507f,  0.73117f,
        0.28008f, 0.96509f, 0.31608f, 0.94386f, 0.57611f, 0.46764f, 0.57241f,
        0.02484f, 0.05f,    0.89507f, 0.85279f, 0.3068f,  0.55773f, 0.90082f,
        0.73021f, 0.34448f, 0.74274f, 0.17331f, 0.03757f, 0.16588f, 0.56178f,
        0.78734f, 0.49839f, 0.90193f, 0.79574f, 0.9982f,  0.89436f, 0.50907f,
        0.18943f, 0.18571f, 0.64745f, 0.55906f, 0.02679f, 0.56098f, 0.49297f,
        0.42058f, 0.37167f, 0.56131f, 0.94763f, 0.44374f, 0.70363f, 0.11731f,
        0.23651f, 0.37458f, 0.29807f, 0.32167f, 0.49058f, 0.22251f, 0.71836f,
        0.79098f, 0.4491f,  0.10656f, 0.88891f, 0.23962f, 0.75245f, 0.62877f,
        0.75702f, 0.04328f, 0.71516f, 0.09327f, 0.55456f, 0.69548f, 0.48138f,
        0.50576f, 0.83411f, 0.47928f, 0.29225f, 0.46709f, 0.95942f, 0.95047f,
        0.65305f, 0.41685f, 0.38757f, 0.21406f, 0.21762f, 0.36539f, 0.48518f,
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        0.18315f, 0.72544f, 0.779f,   0.55877f, 0.32272f, 0.05642f, 0.55818f,
        0.06375f, 0.68433f, 0.70406f, 0.44527f, 0.42362f, 0.1843f,  0.80689f,
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        0.77939f, 0.95024f, 0.49147f, 0.99979f, 0.16857f, 0.00964f, 0.95992f,
        0.85535f, 0.43635f, 0.87061f, 0.3863f,  0.31835f, 0.23484f, 0.50125f,
        0.58349f, 0.1863f,  0.72225f, 0.12126f, 0.29014f, 0.2821f,  0.15455f,
        0.08507f, 0.30201f, 0.75903f, 0.54402f, 0.60641f, 0.91926f, 0.30531f,
        0.67706f, 0.35276f, 0.52872f, 0.77066f, 0.66141f, 0.39021f, 0.93037f,
        0.86897f, 0.98833f, 0.5702f,  0.93684f, 0.85829f, 0.96897f, 0.84642f,
        0.78557f, 0.36927f, 0.33457f, 0.5835f,  0.61658f, 0.37567f, 0.86187f,
        0.15912f, 0.27219f, 0.82237f, 0.38723f, 0.19625f, 0.35268f, 0.8142f,
        0.04039f, 0.17294f, 0.89968f, 0.26071f, 0.25851f, 0.78463f, 0.76947f,
        0.17008f, 0.17065f, 0.21012f, 0.85701f, 0.76042f, 0.75457f, 0.98381f,
        0.73328f, 0.54321f, 0.19736f, 0.87299f, 0.10398f, 0.97055f, 0.47892f,
        0.07543f, 0.42583f, 0.95002f, 0.49505f, 0.28979f, 0.2868f,  0.68142f,
        0.2567f,  0.12748f, 0.18347f, 0.06839f, 0.49081f, 0.89366f, 0.79796f,
        0.61219f, 0.65848f, 0.07998f, 0.84977f, 0.81759f, 0.25509f, 0.53937f,
        0.72304f, 0.98159f, 0.3384f,  0.65967f, 0.03268f, 0.012f,   0.31831f,
        0.44478f, 0.23736f, 0.72967f, 0.15941f, 0.11f,    0.89059f, 0.1391f,
        0.05064f, 0.55214f, 0.02478f, 0.50006f, 0.12705f, 0.56921f, 0.73606f,
        0.51791f, 0.05274f, 0.96972f, 0.64526f, 0.10289f, 0.26436f, 0.86267f,
        0.44743f, 0.21556f, 0.84782f, 0.15013f, 0.91664f, 0.86697f, 0.17811f,
        0.74261f, 0.89715f, 0.11599f, 0.23492f, 0.0013f,  0.87739f, 0.38398f,
        0.99009f, 0.14674f, 0.85085f, 0.59132f, 0.03254f, 0.95844f, 0.4939f,
        0.14091f, 0.91527f, 0.21435f, 0.47158f, 0.18922f, 0.74672f, 0.94865f,
        0.37715f, 0.37436f, 0.90236f, 0.00365f, 0.87268f, 0.74237f, 0.81577f,
        0.99449f, 0.48967f, 0.24081f, 0.33898f, 0.90843f, 0.79731f, 0.21528f,
        0.19576f, 0.80858f, 0.44065f, 0.62689f, 0.95972f, 0.57566f, 0.01455f,
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        0.63145f, 0.36797f, 0.33402f, 0.77397f, 0.87489f, 0.3424f,  0.83637f,
        0.75051f, 0.43134f, 0.19735f, 0.09657f, 0.7657f,  0.94086f, 0.26947f,
        0.75185f, 0.16401f, 0.70295f, 0.23941f, 0.12928f, 0.39897f, 0.20648f,
        0.6012f,  0.01509f, 0.33352f, 0.76432f, 0.74177f, 0.5771f,  0.57517f,
        0.76788f, 0.90872f, 0.02829f, 0.4577f,  0.29819f, 0.74733f, 0.87757f,
        0.70819f, 0.29069f, 0.67176f, 0.90402f, 0.58297f, 0.21294f, 0.91843f,
        0.30314f, 0.96016f, 0.9732f,  0.41448f, 0.2966f,  0.96248f, 0.27945f,
        0.06191f, 0.27129f, 0.33306f, 0.19174f, 0.76091f, 0.39605f, 0.71259f,
        0.66029f, 0.7203f,  0.03258f, 0.58274f, 0.67098f, 0.64426f, 0.40799f,
        0.97722f, 0.02949f, 0.24469f, 0.08679f, 0.436f,   0.23808f, 0.50981f,
        0.8303f,  0.82007f, 0.97312f, 0.16992f, 0.56962f, 0.51738f, 0.85937f,
        0.7358f,  0.63869f, 0.98156f, 0.26664f, 0.45415f, 0.20536f, 0.79508f,
        0.06164f, 0.7989f,  0.0522f,  0.21178f, 0.16726f, 0.34704f, 0.96223f,
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        0.67816f, 0.26893f, 0.20857f, 0.59811f, 0.06081f, 0.13511f, 0.23429f,
        0.38261f, 0.26987f, 0.77101f, 0.22743f, 0.67645f, 0.0299f,  0.67198f,
        0.78574f, 0.2414f,  0.06f,    0.98279f, 0.96101f, 0.08805f, 0.2326f,
        0.42209f, 0.74236f, 0.88436f, 0.98145f, 0.25581f, 0.50708f, 0.51129f,
        0.91357f, 0.80599f, 0.78853f, 0.3196f,  0.15568f, 0.36458f, 0.93619f,
        0.56066f, 0.59321f, 0.31354f, 0.7689f,  0.91392f, 0.60491f, 0.07978f,
        0.417f,   0.55529f, 0.77207f, 0.42406f, 0.61525f, 0.08279f, 0.68029f,
        0.26955f, 0.67077f, 0.36964f, 0.06878f, 0.28458f, 0.13527f, 0.76953f,
        0.28374f, 0.3298f,  0.90223f, 0.08724f, 0.75234f, 0.86869f, 0.72895f,
        0.2133f,  0.30902f, 0.60246f, 0.81561f, 0.20085f, 0.47852f, 0.92161f,
        0.88015f, 0.45555f, 0.20374f, 0.87864f, 0.81204f, 0.94992f, 0.48938f,
        0.18184f, 0.95708f, 0.49632f, 0.51936f, 0.36975f, 0.43778f, 0.37772f,
        0.45025f, 0.37422f, 0.82698f, 0.36841f, 0.89587f, 0.81321f, 0.28509f,
        0.02156f, 0.6368f,  0.06797f, 0.04609f, 0.07869f, 0.47331f, 0.08572f,
        0.11744f, 0.19943f, 0.07547f, 0.28384f, 0.45041f, 0.70866f, 0.76665f,
        0.48108f, 0.11347f, 0.93956f, 0.00543f, 0.66911f, 0.30718f, 0.92876f,
        0.76171f, 0.47774f, 0.4763f,  0.774f,   0.4402f,  0.97515f, 0.99526f,
        0.77865f, 0.06611f, 0.52422f, 0.56818f, 0.43618f, 0.62594f, 0.75329f,
        0.7497f,  0.205f,   0.56256f, 0.90131f, 0.15887f, 0.19107f, 0.23576f,
        0.33905f, 0.69927f, 0.51378f, 0.4257f,  0.65826f, 0.64927f, 0.35644f,
        0.33348f, 0.68485f, 0.40368f, 0.11977f, 0.76985f, 0.84516f, 0.3083f,
        0.41621f, 0.2371f,  0.82358f, 0.69809f, 0.96708f, 0.30048f, 0.81854f,
        0.9663f,  0.53465f, 0.62f,    0.11985f, 0.48952f, 0.76222f, 0.80536f,
        0.70931f, 0.89198f, 0.85534f, 0.93784f, 0.31324f, 0.65174f, 0.16505f,
        0.95685f, 0.33007f, 0.44651f, 0.75416f, 0.9285f,  0.05402f, 0.00185f,
        0.00829f, 0.1815f,  0.21086f, 0.27408f, 0.07885f, 0.8269f,  0.6531f,
        0.73987f, 0.93953f, 0.12863f, 0.0333f,  0.33117f, 0.37698f, 0.02941f,
        0.37857f, 0.89382f, 0.73328f, 0.45033f, 0.81793f, 0.70058f, 0.58799f,
        0.37087f, 0.56763f, 0.51335f, 0.58776f, 0.97554f, 0.81091f, 0.07033f,
        0.80693f, 0.45569f, 0.12268f, 0.1569f,  0.90985f, 0.05944f, 0.6911f,
        0.76863f, 0.93521f, 0.29597f, 0.12416f, 0.45007f, 0.40231f, 0.56711f,
        0.90521f, 0.43998f, 0.14744f, 0.11634f, 0.48722f, 0.2249f,  0.11383f,
        0.17341f, 0.4641f,  0.84199f, 0.97169f, 0.52526f, 0.44083f, 0.45501f,
        0.98892f, 0.56801f, 0.72803f, 0.79751f, 0.99798f, 0.55686f, 0.68281f,
        0.30577f, 0.8984f,  0.19065f, 0.59095f, 0.63719f, 0.89734f, 0.67023f,
        0.73609f, 0.21765f, 0.70619f, 0.50136f, 0.55267f, 0.98316f, 0.16414f,
        0.3201f,  0.69506f, 0.39499f, 0.39273f, 0.48527f, 0.35623f, 0.45093f,
        0.7327f,  0.20768f, 0.34867f, 0.48019f, 0.21116f, 0.95791f, 0.8684f,
        0.88603f, 0.56102f, 0.59262f, 0.57893f, 0.94044f, 0.11094f, 0.22714f,
        0.06211f, 0.39766f, 0.01868f, 0.16469f, 0.61517f, 0.95632f, 0.93056f,
        0.94507f, 0.44717f, 0.39152f, 0.87936f, 0.62564f, 0.18611f, 0.93875f,
        0.375f,   0.79533f, 0.78962f, 0.86855f, 0.69472f, 0.35894f, 0.42432f,
        0.76955f, 0.57676f, 0.67051f, 0.8708f,  0.22704f, 0.17712f, 0.82517f,
        0.1929f,  0.98832f, 0.07987f, 0.23242f, 0.18605f, 0.39884f, 0.18539f,
        0.09354f, 0.41176f, 0.21152f, 0.99563f, 0.38245f, 0.66737f, 0.0672f,
        0.30944f, 0.1052f,  0.69876f, 0.76276f, 0.84008f, 0.38785f, 0.5198f,
        0.13915f, 0.22672f, 0.01953f, 0.99398f, 0.65231f, 0.81711f, 0.5499f,
        0.64046f, 0.26103f, 0.81659f, 0.06993f, 0.48425f, 0.62005f, 0.42232f,
        0.04522f, 0.26731f, 0.69408f, 0.12793f, 0.55835f, 0.74946f, 0.68768f,
        0.21258f, 0.64472f, 0.71121f, 0.41678f, 0.75825f, 0.82288f, 0.32561f,
        0.16527f, 0.30369f, 0.73035f, 0.95483f, 0.25787f, 0.18615f, 0.13839f,
        0.08744f, 0.76701f, 0.66302f, 0.19209f, 0.17956f, 0.99801f, 0.60536f,
        0.31285f, 0.28389f, 0.72286f, 0.647f,   0.08165f, 0.31719f, 0.67751f,
        0.66326f, 0.52759f, 0.81596f, 0.59397f, 0.93304f, 0.72852f, 0.16208f,
        0.01358f, 0.28733f, 0.13694f, 0.39925f, 0.47767f, 0.93755f, 0.77799f,
        0.46508f, 0.55675f, 0.11881f, 0.78974f, 0.90319f, 0.5248f,  0.25858f,
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        0.66315f, 0.75802f, 0.68318f, 0.61788f, 0.26039f, 0.48174f, 0.13802f,
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        0.22564f, 0.30346f, 0.14217f, 0.76894f, 0.63465f, 0.29256f, 0.37763f,
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        0.34411f, 0.7743f,  0.04876f, 0.75361f, 0.33001f, 0.99774f, 0.966f,
        0.167f,   0.37827f, 0.24572f, 0.26641f, 0.18018f, 0.4928f,  0.59164f,
        0.5857f,  0.56123f, 0.90056f, 0.14743f, 0.74585f, 0.67798f, 0.97551f,
        0.53922f, 0.52637f, 0.43377f, 0.52025f, 0.10839f, 0.48268f, 0.49953f,
        0.24083f, 0.25426f, 0.98913f, 0.58674f, 0.42404f, 0.92022f, 0.10574f,
        0.14706f, 0.59722f, 0.32887f, 0.83865f, 0.91307f, 0.85748f, 0.78153f,
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        0.03828f, 0.28703f, 0.67976f, 0.86285f, 0.18979f, 0.74913f, 0.90187f,
        0.41793f, 0.64944f, 0.14359f, 0.64686f, 0.13689f, 0.46581f, 0.52504f,
        0.07545f, 0.30453f, 0.40588f, 0.2495f,  0.2438f,  0.33474f, 0.71643f,
        0.93412f, 0.05512f, 0.83223f, 0.55076f, 0.67914f, 0.56311f, 0.37615f,
        0.56391f, 0.05487f, 0.9626f,  0.23006f, 0.17544f, 0.77507f, 0.12176f,
        0.48758f, 0.95303f, 0.98633f, 0.85777f, 0.92279f, 0.12423f, 0.21413f,
        0.95491f, 0.82538f, 0.65203f, 0.63146f, 0.36475f, 0.57122f, 0.34664f,
        0.3374f,  0.20218f, 0.0576f,  0.83887f, 0.85636f, 0.10133f, 0.72126f,
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        0.46819f, 0.48906f, 0.74181f, 0.44603f, 0.69791f, 0.66264f, 0.29793f,
        0.06021f, 0.34931f, 0.95634f, 0.65018f, 0.22814f, 0.95424f, 0.32003f,
        0.33359f, 0.02711f, 0.81713f, 0.11389f, 0.8334f,  0.67566f, 0.88848f,
        0.64706f, 0.92917f, 0.68086f, 0.43642f, 0.24208f, 0.68121f, 0.65479f,
        0.64729f, 0.93625f, 0.25989f, 0.69166f, 0.49138f, 0.82318f, 0.81671f,
        0.69307f, 0.36476f, 0.5555f,  0.96066f, 0.65472f, 0.17488f, 0.26756f,
        0.86788f, 0.26722f, 0.52931f, 0.55029f, 0.60355f, 0.81653f, 0.31869f,
        0.45829f, 0.55772f, 0.7738f,  0.20224f, 0.31727f, 0.26713f, 0.11116f,
        0.25533f, 0.21696f, 0.94729f, 0.61042f, 0.9249f,  0.52137f, 0.30584f,
        0.58145f, 0.49998f, 0.06302f, 0.56582f, 0.92126f, 0.92039f, 0.08075f,
        0.45211f, 0.60826f, 0.02699f, 0.89587f, 0.96879f, 0.53797f, 0.66821f,
        0.71685f, 0.50234f, 0.57656f, 0.07846f, 0.04867f, 0.7518f,  0.64799f,
        0.6396f,  0.0353f,  0.33759f, 0.85028f, 0.92006f, 0.59768f, 0.49172f,
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        0.35315f, 0.56398f, 0.55937f, 0.33286f, 0.57496f, 0.78073f, 0.37951f,
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        0.27056f, 0.7268f,  0.56294f, 0.57129f, 0.9563f,  0.84238f, 0.73399f,
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        0.18655f, 0.80391f, 0.73778f, 0.01297f, 0.18716f, 0.37707f, 0.45761f,
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        0.47233f, 0.02875f, 0.75492f, 0.30176f, 0.27007f, 0.55541f, 0.37415f,
        0.38159f, 0.13535f, 0.78342f, 0.87798f, 0.7158f,  0.42092f, 0.1819f,
        0.61855f, 0.15752f, 0.17049f, 0.37936f, 0.43298f, 0.84896f, 0.48666f,
        0.85818f, 0.99267f, 0.86833f, 0.7624f,  0.36669f, 0.97314f, 0.68818f,
        0.676f,   0.25313f, 0.58744f, 0.1921f,  0.09995f, 0.93542f, 0.87736f,
        0.25232f, 0.03968f, 0.01857f, 0.16113f, 0.98173f, 0.51102f, 0.25352f,
        0.7631f,  0.38243f, 0.10147f, 0.25401f, 0.81447f, 0.10659f, 0.44226f,
        0.18741f, 0.49675f, 0.04745f, 0.73463f, 0.41417f, 0.2263f,  0.12674f,
        0.36278f, 0.19845f, 0.5452f,  0.43434f, 0.55939f, 0.61819f, 0.70285f,
        0.21607f, 0.09571f, 0.70225f, 0.60965f, 0.41066f, 0.4842f,  0.92945f,
        0.7708f,  0.10013f, 0.13165f, 0.00338f, 0.27867f, 0.33463f, 0.48454f,
        0.87039f, 0.58144f, 0.92458f, 0.5819f,  0.84819f, 0.80219f, 0.02968f,
        0.54718f, 0.39857f, 0.10989f, 0.54995f, 0.75638f, 0.91238f, 0.48626f,
        0.01345f, 0.42877f, 0.90649f, 0.8741f,  0.0335f,  0.65079f, 0.79833f,
        0.24939f, 0.18922f, 0.53843f, 0.84111f, 0.1977f,  0.821f,   0.53857f,
        0.15148f, 0.67383f, 0.58666f, 0.79779f, 0.08378f, 0.07492f, 0.4447f,
        0.67523f, 0.49738f, 0.84769f, 0.19918f, 0.67714f, 0.78167f, 0.69708f,
        0.5582f,  0.17892f, 0.67566f, 0.00032f, 0.55247f, 0.26308f, 0.14793f,
        0.47601f, 0.03063f, 0.51773f, 0.76719f, 0.87736f, 0.12953f, 0.81791f,
        0.34024f, 0.34655f, 0.87626f, 0.67142f, 0.49851f, 0.55728f, 0.5242f,
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        0.0988f,  0.31481f, 0.0989f,  0.49405f, 0.82297f, 0.09775f, 0.24211f,
        0.39614f, 0.45448f, 0.51653f, 0.01795f, 0.94193f, 0.99609f, 0.81714f,
        0.17528f, 0.05333f, 0.54253f, 0.23082f, 0.40436f, 0.42394f, 0.83607f,
        0.86811f, 0.93983f, 0.68959f, 0.81983f, 0.79946f, 0.39319f, 0.69104f,
        0.16353f, 0.00304f, 0.62753f, 0.47537f, 0.44868f, 0.73496f, 0.70778f,
        0.65104f, 0.99822f, 0.06785f, 0.30386f, 0.64025f, 0.92132f, 0.38259f,
        0.14272f, 0.65632f, 0.02012f, 0.9655f,  0.72511f, 0.20922f, 0.87684f,
        0.93732f, 0.19349f, 0.54506f, 0.5496f,  0.17773f, 0.38332f, 0.59679f,
        0.02643f, 0.67543f, 0.84948f, 0.92905f, 0.84517f, 0.33816f, 0.17851f,
        0.07218f, 0.56844f, 0.71219f, 0.10378f, 0.38693f, 0.33164f, 0.82091f,
        0.02309f, 0.88364f, 0.02055f, 0.73743f, 0.02944f, 0.54494f, 0.53462f,
        0.12076f, 0.58205f, 0.77511f, 0.17658f, 0.43225f, 0.51288f, 0.30445f,
        0.68892f, 0.96874f, 0.96846f, 0.76113f, 0.11305f, 0.63308f, 0.56063f,
        0.99423f, 0.21052f, 0.01108f, 0.08085f, 0.32096f, 0.80672f, 0.04885f,
        0.74801f, 0.88572f, 0.47625f, 0.91567f, 0.40511f, 0.90128f, 0.44087f,
        0.47689f, 0.34173f, 0.96965f, 0.99136f, 0.63738f, 0.94631f, 0.89047f,
        0.70988f, 0.69738f, 0.58748f, 0.57826f, 0.92125f, 0.34527f, 0.68812f,
        0.94641f, 0.2219f,  0.44463f, 0.1341f,  0.00708f, 0.83943f, 0.35671f,
        0.79915f, 0.7513f,  0.40279f, 0.50594f, 0.35772f, 0.69515f, 0.67078f,
        0.78979f, 0.02875f, 0.72864f, 0.93787f, 0.65328f, 0.57833f, 0.58658f,
        0.47207f, 0.77206f, 0.33326f, 0.41848f, 0.24782f, 0.85981f, 0.90612f,
        0.29399f, 0.19207f, 0.91333f, 0.73925f, 0.70842f, 0.64209f, 0.72353f,
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        0.20412f, 0.85125f, 0.05549f, 0.03211f, 0.78497f, 0.63154f, 0.21464f,
        0.9293f,  0.01179f, 0.78251f, 0.6834f,  0.71727f, 0.25494f, 0.22664f,
        0.54964f, 0.44161f, 0.07698f, 0.84221f, 0.22691f, 0.29501f, 0.4242f,
        0.29887f, 0.25575f, 0.21837f, 0.98003f, 0.6029f,  0.15481f, 0.78683f,
        0.35021f, 0.50487f, 0.44063f, 0.43166f, 0.81053f, 0.06871f, 0.04282f,
        0.8809f,  0.55745f, 0.89496f, 0.21654f, 0.90435f, 0.62349f, 0.75074f,
        0.54991f, 0.87994f, 0.16305f, 0.66142f, 0.04495f, 0.06456f, 0.6834f,
        0.52774f, 0.30209f, 0.70588f, 0.08366f, 0.55575f, 0.58765f, 0.76873f,
        0.43478f, 0.24092f, 0.18093f, 0.72146f, 0.88746f, 0.15661f, 0.07139f,
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        0.16372f, 0.61653f, 0.51729f, 0.19785f, 0.56493f, 0.11822f, 0.1908f,
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        0.63485f, 0.37622f, 0.73569f, 0.11215f, 0.0245f,  0.93363f, 0.74606f,
        0.13451f, 0.45621f, 0.93502f, 0.7858f,  0.24149f, 0.27079f, 0.75183f,
        0.64684f, 0.05174f, 0.94319f, 0.84027f, 0.96858f, 0.12082f, 0.5101f,
        0.37462f, 0.53373f, 0.27348f, 0.98544f, 0.21431f, 0.85303f, 0.31601f,
        0.59294f, 0.20504f, 0.18049f, 0.00798f, 0.82049f, 0.92837f, 0.62296f,
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        0.53874f, 0.31725f, 0.24644f, 0.71864f, 0.50338f, 0.37564f, 0.45802f,
        0.87721f, 0.8999f,  0.38627f, 0.95718f, 0.23593f, 0.53754f, 0.77927f,
        0.69401f, 0.79667f, 0.53192f, 0.52377f, 0.45073f, 0.53775f, 0.02279f,
        0.45028f, 0.38081f, 0.97801f, 0.01622f, 0.8838f,  0.96314f, 0.63588f,
        0.63412f, 0.65109f, 0.38108f, 0.33794f, 0.70389f, 0.2964f,  0.10973f,
        0.00471f, 0.24328f, 0.07886f, 0.05636f, 0.53322f, 0.25006f, 0.62088f,
        0.57717f, 0.55949f, 0.72355f, 0.68234f, 0.5237f,  0.51355f, 0.35469f,
        0.47836f, 0.06437f, 0.04553f, 0.47681f, 0.217f,   0.26222f, 0.48702f,
        0.68032f, 0.32032f, 0.64542f, 0.35747f, 0.22713f, 0.2133f,  0.23902f,
        0.88417f, 0.84457f, 0.64192f, 0.59817f, 0.90551f, 0.39812f, 0.4202f,
        0.4633f,  0.35589f, 0.36205f, 0.1559f,  0.41484f, 0.33671f, 0.12497f,
        0.10784f, 0.17504f, 0.322f,   0.49782f, 0.99622f, 0.66332f, 0.22966f,
        0.75035f, 0.36116f, 0.06631f, 0.9944f,  0.40545f, 0.9874f,  0.10369f,
        0.25494f, 0.37154f, 0.98298f, 0.75082f, 0.83506f, 0.71008f, 0.29091f,
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        0.9866f,  0.46398f, 0.63298f, 0.80992f, 0.89884f, 0.65863f, 0.56101f,
        0.51399f, 0.33957f, 0.76653f, 0.59974f, 0.17151f, 0.52272f, 0.79712f,
        0.85317f, 0.70308f, 0.49444f, 0.17972f, 0.18843f, 0.17125f, 0.8996f,
        0.42195f, 0.95125f, 0.28591f, 0.62055f, 0.23336f, 0.00232f, 0.50946f,
        0.85716f, 0.72396f, 0.15088f, 0.34554f, 0.06656f, 0.15912f, 0.67961f,
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        0.26324f, 0.77346f, 0.44397f, 0.3932f,  0.37654f, 0.30807f, 0.87663f,
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        0.42985f, 0.70213f, 0.68908f, 0.82976f, 0.78629f, 0.82058f, 0.2282f,
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        0.34132f, 0.44111f, 0.83385f, 0.58309f, 0.84659f, 0.00546f, 0.96863f,
        0.05016f, 0.40132f, 0.18731f, 0.661f,   0.35627f, 0.56683f, 0.99799f,
        0.90848f, 0.28102f, 0.49774f, 0.28207f, 0.54477f, 0.03658f, 0.17398f,
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        0.18462f, 0.28189f, 0.33648f, 0.13598f, 0.6512f,  0.065f,   0.86969f,
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        0.69419f, 0.85655f, 0.53643f, 0.41381f, 0.62169f, 0.57397f, 0.85571f,
        0.99562f, 0.30775f, 0.63187f, 0.88601f, 0.86641f, 0.15665f, 0.06616f,
        0.95691f, 0.46574f, 0.48707f, 0.33946f, 0.81733f, 0.11966f, 0.19808f,
        0.47914f, 0.47685f, 0.58246f, 0.1135f,  0.50669f, 0.06728f, 0.24744f,
        0.13408f, 0.72515f, 0.56248f, 0.514f,   0.05186f, 0.67853f, 0.21626f,
        0.95178f, 0.22695f, 0.88792f, 0.54874f, 0.3678f,  0.21561f, 0.6542f,
        0.61364f, 0.358f,   0.56538f, 0.04446f, 0.5998f,  0.74902f, 0.05265f,
        0.52946f, 0.43373f, 0.28094f, 0.81573f, 0.08347f, 0.60571f, 0.91875f,
        0.79931f, 0.846f,   0.36937f, 0.28893f, 0.11476f, 0.53023f, 0.05874f,
        0.55875f, 0.0545f,  0.70769f, 0.1525f,  0.15013f, 0.08527f, 0.95311f,
        0.95821f, 0.76774f, 0.06902f, 0.08408f, 0.86266f, 0.59217f, 0.84811f,
        0.94066f, 0.54381f, 0.18904f, 0.51445f, 0.47411f, 0.95616f, 0.26498f,
        0.33525f, 0.61274f, 0.95375f, 0.43979f, 0.55361f, 0.07232f, 0.05976f,
        0.86747f, 0.43659f, 0.45837f, 0.64822f, 0.13381f, 0.3334f,  0.13581f,
        0.14125f, 0.57162f, 0.43767f, 0.1655f,  0.25068f, 0.50268f, 0.14696f,
        0.15746f, 0.20279f, 0.68598f, 0.14951f, 0.38233f, 0.8742f,  0.49806f,
        0.311f,   0.0309f,  0.14542f, 0.43536f, 0.28404f, 0.2802f,  0.00362f,
        0.85984f, 0.97256f, 0.39652f, 0.09955f, 0.02072f, 0.97534f, 0.9632f,
        0.26765f, 0.18722f, 0.73482f, 0.73585f, 0.62297f, 0.86592f, 0.6618f,
        0.50806f, 0.07798f, 0.11369f, 0.38725f, 0.74502f, 0.74178f, 0.19814f,
        0.72603f, 0.21191f, 0.12863f, 0.05674f, 0.89073f, 0.88561f, 0.52817f,
        0.52353f, 0.45705f, 0.38724f, 0.36831f, 0.96404f, 0.33552f, 0.60681f,
        0.93026f, 0.79988f, 0.10636f, 0.15428f, 0.41527f, 0.60347f, 0.3879f,
        0.75484f, 0.05671f, 0.18048f, 0.55727f, 0.75324f, 0.84138f, 0.67709f,
        0.4041f,  0.7597f,  0.50563f, 0.65378f, 0.729f,   0.85713f, 0.79268f,
        0.83261f, 0.55466f, 0.34339f, 0.81996f, 0.88487f, 0.1116f,  0.64873f,
        0.35974f, 0.83723f, 0.88427f, 0.63834f, 0.10743f, 0.80305f, 0.49306f,
        0.55002f, 0.73564f, 0.49199f, 0.67167f, 0.17466f, 0.73267f, 0.92758f,
        0.32854f, 0.33702f, 0.76784f, 0.98266f, 0.15353f, 0.88859f, 0.50556f,
        0.85116f, 0.03875f, 0.83455f, 0.55419f, 0.73471f, 0.91791f, 0.68475f,
        0.04839f, 0.82614f, 0.45596f, 0.13227f, 0.61956f, 0.85921f, 0.46261f,
        0.96668f, 0.34771f, 0.88525f, 0.41321f, 0.3515f,  0.48606f, 0.66585f,
        0.28978f, 0.12943f, 0.33025f, 0.38164f, 0.19631f, 0.21424f, 0.16025f,
        0.53822f, 0.70364f, 0.14733f, 0.08521f, 0.35889f, 0.95881f, 0.73861f,
        0.27747f, 0.97009f, 0.8191f,  0.35924f, 0.92559f, 0.70722f, 0.34443f,
        0.9258f,  0.11992f, 0.8341f,  0.68326f, 0.07919f, 0.20932f, 0.51143f,
        0.8656f,  0.77954f, 0.19762f, 0.17741f, 0.02036f, 0.62374f, 0.66608f,
        0.74201f, 0.38699f, 0.04813f, 0.76909f, 0.46151f, 0.12689f, 0.54414f,
        0.70692f, 0.99726f, 0.49337f, 0.39609f, 0.5156f,  0.3097f,  0.95903f,
        0.69102f, 0.04026f, 0.69147f, 0.05413f, 0.27599f, 0.59485f, 0.79165f,
        0.67895f, 0.76072f, 0.42762f, 0.80802f, 0.15956f, 0.81244f, 0.4286f,
        0.787f,   0.51956f, 0.9004f,  0.57468f, 0.49973f, 0.30121f, 0.8224f,
        0.54341f, 0.33226f, 0.06576f, 0.75417f, 0.52576f, 0.54541f, 0.27995f,
        0.76661f, 0.83689f, 0.85581f, 0.50252f, 0.14871f, 0.6981f,  0.75601f,
        0.20214f, 0.44195f, 0.1408f,  0.32403f, 0.91004f, 0.78929f, 0.88984f,
        0.93639f, 0.36124f, 0.19819f, 0.8023f,  0.76974f, 0.50075f, 0.43091f,
        0.49068f, 0.08153f, 0.44968f, 0.03068f, 0.29729f, 0.48695f, 0.46584f,
        0.81009f, 0.53476f, 0.99362f, 0.86369f, 0.83298f, 0.32364f, 0.21025f,
        0.67267f, 0.87612f, 0.99709f, 0.85042f, 0.68629f, 0.91699f, 0.89094f,
        0.05975f, 0.18135f, 0.81197f, 0.179f,   0.67523f, 0.04894f, 0.50916f,
        0.10946f, 0.89136f, 0.55146f, 0.85233f, 0.32389f, 0.10472f, 0.54609f,
        0.08519f, 0.04349f, 0.82926f, 0.67267f, 0.26778f, 0.97702f, 0.42205f,
        0.47529f, 0.25052f, 0.774f,   0.3236f,  0.23046f, 0.88367f, 0.63009f,
        0.82827f, 0.90979f, 0.55509f, 0.93688f, 0.00619f, 0.74933f, 0.60384f,
        0.511f
    };
    branch3x3dbl_3_bn_weights = {
        0.67266f, 0.8509f,  0.17605f, 0.5361f,  0.96283f, 0.44574f, 0.41249f,
        0.2539f,  0.66413f, 0.85074f, 0.8745f,  0.77395f, 0.99467f, 0.92386f,
        0.18363f, 0.91305f, 0.37022f, 0.40703f, 0.58228f, 0.77855f, 0.52485f,
        0.55346f, 0.1605f,  0.54407f, 0.98273f, 0.30397f, 0.77643f, 0.73722f,
        0.69111f, 0.68665f, 0.8328f,  0.39726f, 0.05618f, 0.84973f, 0.74972f,
        0.41497f, 0.0102f,  0.05429f, 0.72387f, 0.03098f, 0.0719f,  0.67631f,
        0.0027f,  0.28749f, 0.58206f, 0.17071f, 0.52737f, 0.03851f, 0.99692f,
        0.98494f, 0.36621f, 0.59628f, 0.56827f, 0.7412f,  0.3641f,  0.64023f,
        0.02089f, 0.71068f, 0.4202f,  0.25622f, 0.73175f, 0.11854f, 0.13285f,
        0.25349f, 0.18687f, 0.96072f, 0.91799f, 0.3386f,  0.18386f, 0.70152f,
        0.40359f, 0.96346f, 0.02211f, 0.97627f, 0.09221f, 0.76481f, 0.16922f,
        0.40271f, 0.68784f, 0.24388f, 0.84135f, 0.18293f, 0.06982f, 0.75788f,
        0.2728f,  0.04268f, 0.84074f, 0.07946f, 0.234f,   0.61104f, 0.41005f,
        0.68051f, 0.38192f, 0.47425f, 0.11684f, 0.05964f
    };
    branch3x3dbl_3_bn_bias = {
        0.22403f, 0.08827f, 0.66436f, 0.43358f, 0.44751f, 0.54361f, 0.11177f,
        0.14259f, 0.74035f, 0.45307f, 0.78123f, 0.40843f, 0.25824f, 0.17074f,
        0.28115f, 0.37593f, 0.7113f,  0.65366f, 0.43638f, 0.41503f, 0.73071f,
        0.1554f,  0.89824f, 0.73533f, 0.1078f,  0.64175f, 0.09835f, 0.54367f,
        0.16019f, 0.92654f, 0.98598f, 0.53396f, 0.40322f, 0.21557f, 0.21849f,
        0.47683f, 0.58923f, 0.69128f, 0.74921f, 0.40268f, 0.7199f,  0.78497f,
        0.78792f, 0.5165f,  0.14917f, 0.83476f, 0.28474f, 0.05625f, 0.39566f,
        0.16483f, 0.4031f,  0.04297f, 0.33195f, 0.08505f, 0.72233f, 0.4853f,
        0.58523f, 0.43705f, 0.54235f, 0.89809f, 0.24752f, 0.19957f, 0.36032f,
        0.9904f,  0.55143f, 0.66191f, 0.29595f, 0.93355f, 0.15053f, 0.06927f,
        0.61313f, 0.27238f, 0.60846f, 0.77641f, 0.51735f, 0.22066f, 0.67095f,
        0.06117f, 0.92284f, 0.80794f, 0.71414f, 0.19966f, 0.62833f, 0.34777f,
        0.34613f, 0.0332f,  0.18389f, 0.33847f, 0.25122f, 0.5043f,  0.43511f,
        0.25874f, 0.74928f, 0.59284f, 0.72444f, 0.40667f
    };
    branchPool_2_conv_weights = {0.60979f, 0.33538f, 0.52287f, 0.93118f,
                                 0.31236f, 0.38588f, 0.07201f, 0.85062f,
                                 0.69912f, 0.97793f, 0.89825f, 0.54937f,
                                 0.87201f, 0.47242f, 0.43091f, 0.6493f,
                                 0.6398f,  0.99284f};
    branchPool_2_bn_weights   = {0.6634f,  0.45645f, 0.46996f,
                                 0.41867f, 0.82398f, 0.79591f};
    branchPool_2_bn_bias      = {0.29742f, 0.97461f, 0.1394f,
                                 0.81025f, 0.55289f, 0.3791f};
    input    = {-0.57666f, -1.62078f, -1.33839f, -0.84871f, 0.95678f,  0.5095f,
                0.46427f,  1.63513f,  -0.86174f, 1.37982f,  2.11955f,  -0.56532f,
                -1.41889f, -0.24865f, 0.75658f,  1.41115f,  -0.04036f, -0.13206f,
                0.54325f,  -0.90184f, -0.30188f, -2.06574f, -0.12676f, 0.38189f,
                1.7959f,   0.24076f,  1.17587f,  -0.21496f, 0.55819f,  0.21572f,
                -1.66043f, 1.24566f,  0.837f,    0.13259f,  -0.73019f, 0.87461f,
                1.38548f,  -0.48258f, -0.11748f, 0.4244f,   1.14489f,  0.28394f,
                -0.46594f, 1.18402f,  -0.91973f, 0.63682f,  -0.31897f, 0.80855f,
                0.03756f,  0.35997f,  -0.80322f, -0.69436f, -0.23359f, 0.48664f,
                0.32141f,  0.77883f,  0.80951f,  -3.25522f, -0.50443f, 1.02259f,
                0.62524f,  1.86476f,  0.83739f,  0.05641f,  2.65745f,  0.42324f,
                -1.22008f, 0.40966f,  0.16125f,  -0.38091f, -0.64543f, -0.41332f,
                0.38032f,  0.83249f,  -1.41742f, -0.27406f, -0.76794f, -0.97876f,
                0.33846f,  -0.24438f, -1.19085f, -0.95586f, -0.71269f, 0.33426f,
                -1.46085f, -0.61163f, 0.59359f,  0.13354f,  0.18892f,  -0.87624f,
                -2.11667f, 1.30193f,  -1.09536f, 0.00121f,  0.59846f,  -0.54936f,
                -0.45643f, -0.60425f, 1.97301f,  -2.41539f, 0.104f,    0.85158f,
                -0.25251f, 0.03589f,  -0.8736f,  -0.97051f, 1.41173f,  1.64221f,
                -0.80865f, 0.62969f,  -1.88909f, -1.19075f, -1.95874f, -0.90155f,
                1.20032f,  0.98109f,  0.62781f,  -0.23747f, -0.48626f, -0.61917f,
                0.06546f,  -0.70255f, -0.43017f, -0.12536f, 0.47645f,  -0.54428f,
                0.63262f,  -1.8322f,  1.91402f,  -0.88157f, 1.4783f,   0.18237f,
                0.26986f,  -0.20865f, 0.11487f,  0.23206f,  -1.32277f, 1.03898f,
                0.38909f,  -1.44454f, -0.71527f, 0.95918f,  -0.07137f, 1.13297f,
                1.15336f,  0.62167f,  1.17552f,  -0.78029f, 2.19302f,  0.37675f,
                -0.51105f, 0.20905f,  -0.20192f, -1.80221f, -0.8553f,  0.63299f,
                1.44611f,  0.71077f,  0.04908f,  -1.06402f, -1.08751f, 1.75476f,
                0.7639f,   1.73356f,  0.71157f,  -0.41305f, -0.63667f, -0.34405f,
                1.67688f,  -0.22202f, 0.23805f,  -1.97624f, -1.01489f, 0.24106f,
                1.32081f,  -2.32284f, -1.69121f, 0.04373f,  -0.3818f,  0.6833f,
                1.5099f,   -0.8756f,  -0.73573f, -0.75682f, 0.66315f,  0.97376f,
                -0.41705f, 1.06636f,  -0.15742f, -0.23972f, 0.00121f,  -0.46715f};
    expected = {
        2.21159f, 0.53912f, 0.43238f, 0.83915f, 0.87795f, 0.50664f, 0.4699f,
        0.67414f, 0.46729f, 1.37094f, 0.32378f, 0.18424f, 0.09353f, 0.48335f,
        0.85732f, 0.94446f, 0.45488f, 0.42039f, 0.69984f, 0.57457f, 0.5719f,
        0.37554f, 0.79971f, 0.81301f, 0.8338f,  0.0f,     0.0f,     1.36304f,
        0.60507f, 0.86593f, 0.83162f, 0.28198f, 0.28769f, 0.85555f, 1.64048f,
        0.14212f, 0.9882f,  0.90707f, 0.41605f, 0.64317f, 0.79258f, 0.24129f,
        1.29795f, 0.97825f, 0.0388f,  1.04565f, 0.18354f, 0.0f,     0.0f,
        0.33864f, 1.0389f,  1.20828f, 1.28845f, 0.40622f, 0.3242f,  0.29441f,
        0.92161f, 0.39938f, 0.36784f, 0.95218f, 0.88573f, 0.52237f, 1.00327f,
        0.0f,     0.95214f, 0.78862f, 0.77967f, 0.82925f, 0.87151f, 0.83021f,
        0.82521f, 0.86828f, 0.79974f, 0.92234f, 0.84746f, 0.78146f, 0.75325f,
        0.80897f, 0.86618f, 0.88515f, 0.8105f,  0.80674f, 0.84468f, 0.80705f,
        0.81269f, 0.76155f, 0.84304f, 0.85349f, 0.88689f, 0.77477f, 0.77237f,
        0.88812f, 0.836f,   0.85337f, 0.81135f, 0.82834f, 0.82006f, 0.84817f,
        0.90116f, 0.80129f, 0.88946f, 0.84459f, 0.80968f, 0.84074f, 0.86468f,
        0.80194f, 0.87789f, 0.89064f, 0.75993f, 0.87946f, 0.78012f, 0.7691f,
        0.73122f, 0.81154f, 0.84922f, 0.86398f, 0.87904f, 0.82244f, 0.8113f,
        0.81861f, 0.87124f, 0.73651f, 0.79653f, 0.87758f, 0.86605f, 0.86098f,
        0.88063f, 0.75924f, 1.22813f, 0.0f,     0.24016f, 0.2456f,  0.90163f,
        0.50475f, 0.5526f,  1.05499f, 0.0f,     1.40129f, 1.1362f,  0.0f,
        0.0f,     0.51089f, 0.74498f, 1.28494f, 0.61845f, 0.44941f, 0.91043f,
        0.0f,     0.81454f, 0.0f,     0.3169f,  0.66656f, 1.0639f,  0.0f,
        0.28907f, 0.75354f, 0.94621f, 0.74618f, 0.0f,     0.47791f, 0.33362f,
        0.96012f, 0.70409f, 0.96091f, 1.19204f, 0.25505f, 0.15616f, 0.4913f,
        1.26834f, 0.33102f, 0.55117f, 0.4853f,  0.0f,     0.84335f, 0.467f,
        0.0f,     0.0f,     0.45395f, 0.19814f, 0.54612f, 0.92781f, 0.30443f,
        0.25179f, 0.39393f, 0.95894f, 0.0f,     0.05781f, 1.13812f, 0.6894f,
        0.96968f, 0.84103f, 0.04267f, 2.22343f, 0.23695f, 0.43451f, 0.83597f,
        1.48346f, 0.98149f, 0.96172f, 1.53722f, 0.39603f, 2.10333f, 1.41828f,
        0.24773f, 0.0f,     0.80189f, 1.37091f, 1.7627f,  0.86386f, 0.76065f,
        1.26822f, 0.51702f, 0.95903f, 0.05209f, 0.98927f, 1.23036f, 1.6903f,
        0.25181f, 0.44966f, 1.52681f, 1.21556f, 1.25985f, 0.54555f, 0.97054f,
        0.83588f, 1.30822f, 1.59749f, 0.95598f, 1.75652f, 0.96783f, 0.65935f,
        1.05669f, 1.58962f, 0.68122f, 1.35537f, 1.46128f, 0.04108f, 1.51452f,
        0.55543f, 0.21755f, 0.0f,     0.81038f, 0.97337f, 1.23933f, 1.52924f,
        0.83495f, 0.72172f, 0.84891f, 1.50268f, 0.0f,     0.50644f, 1.63299f,
        1.34359f, 1.44837f, 1.52682f, 0.21893f, 1.18646f, 0.35381f, 0.49672f,
        0.6f,     0.8081f,  0.6095f,  0.61302f, 0.81038f, 0.38245f, 1.06221f,
        0.75653f, 0.31335f, 0.23966f, 0.59544f, 0.75887f, 0.93184f, 0.62022f,
        0.56591f, 0.76316f, 0.44739f, 0.69626f, 0.33246f, 0.6195f,  0.72256f,
        0.8523f,  0.28308f, 0.3654f,  0.8664f,  0.7507f,  0.75389f, 0.50379f,
        0.55972f, 0.51712f, 0.80728f, 0.91121f, 0.65052f, 0.917f,   0.62336f,
        0.48703f, 0.63673f, 0.88827f, 0.49809f, 0.7939f,  0.72383f, 0.25545f,
        0.82752f, 0.51262f, 0.23897f, 0.12448f, 0.55463f, 0.63474f, 0.76848f,
        0.89507f, 0.53236f, 0.49692f, 0.53396f, 0.83158f, 0.25262f, 0.44434f,
        0.88931f, 0.74895f, 0.75525f, 0.81969f, 0.31652f, 1.15643f, 0.0f,
        0.0f,     0.0f,     0.9392f,  0.34521f, 0.34804f, 1.211f,   0.0f,
        1.64672f, 1.30215f, 0.0f,     0.0f,     0.06616f, 0.74712f, 1.40287f,
        0.20641f, 0.03912f, 0.72399f, 0.0f,     0.29863f, 0.0f,     0.1002f,
        0.53803f, 1.34f,    0.0f,     0.09463f, 0.60658f, 0.71651f, 0.55599f,
        0.0f,     0.50134f, 0.25336f, 0.67387f, 0.49739f, 0.65413f, 1.34522f,
        0.0f,     0.0f,     0.36011f, 1.23342f, 0.03287f, 0.34566f, 0.76586f,
        0.0f,     0.84994f, 0.0f,     0.0f,     0.0f,     0.18712f, 0.0f,
        0.22325f, 0.69359f, 0.15391f, 0.0236f,  0.27794f, 0.94439f, 0.0f,
        0.0f,     1.16116f, 0.67163f, 1.17197f, 0.90364f, 0.0f,     0.19153f,
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        0.02942f, 0.19905f, 0.10532f, 0.00727f, 0.0f,     0.0f,     0.12861f,
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        0.0f,     0.5221f,  1.35754f, 1.70068f, 1.62417f, 1.00136f, 0.05259f,
        0.0f,     0.0f,     0.00137f, 0.66292f, 1.08441f, 1.13203f, 0.63694f,
        0.0f,     0.0f,     0.0f,     0.0f,     0.0f,     0.16351f, 0.30445f,
        0.06887f, 0.0f,     0.0f,     0.38791f, 0.49349f, 0.47736f, 0.28467f,
        0.28353f, 0.41754f, 0.47572f, 0.34433f, 0.57306f, 0.79974f, 0.83531f,
        0.55601f, 0.51027f, 0.68306f, 0.72693f, 0.52397f, 0.62246f, 0.95577f,
        1.17561f, 0.96575f, 0.8978f,  0.87879f, 0.79344f, 0.51364f, 0.58635f,
        0.96982f, 1.31856f, 1.30442f, 1.20006f, 0.97885f, 0.65928f, 0.35982f,
        0.55871f, 0.99356f, 1.46769f, 1.56476f, 1.4491f,  1.04169f, 0.56817f,
        0.24314f, 0.49341f, 0.91949f, 1.38239f, 1.57297f, 1.50322f, 1.13611f,
        0.60777f, 0.25456f, 0.315f,   0.60416f, 0.9885f,  1.23643f, 1.25042f,
        0.95408f, 0.51752f, 0.20481f, 0.16201f, 0.28491f, 0.48575f, 0.69176f,
        0.7773f,  0.64609f, 0.36739f, 0.15802f, 0.13269f, 0.27896f, 0.29481f,
        0.03472f, 0.01622f, 0.17447f, 0.25807f, 0.12534f, 0.36225f, 0.64022f,
        0.72784f, 0.37478f, 0.32179f, 0.51165f, 0.5726f,  0.33393f, 0.43299f,
        0.82297f, 1.10476f, 0.86221f, 0.80166f, 0.78285f, 0.64123f, 0.29548f,
        0.38321f, 0.84803f, 1.3014f,  1.26867f, 1.17957f, 0.91465f, 0.48541f,
        0.09988f, 0.35239f, 0.87871f, 1.4924f,  1.61055f, 1.47036f, 0.97513f,
        0.37234f, 0.0f,     0.28183f, 0.78523f, 1.36864f, 1.61001f, 1.5326f,
        1.08387f, 0.42492f, 0.0f,     0.05536f, 0.4104f,  0.88251f, 1.17864f,
        1.20271f, 0.84966f, 0.30896f, 0.0f,     0.0f,     0.00034f, 0.24751f,
        0.49891f, 0.59468f, 0.43046f, 0.0927f,  0.0f,     0.60878f, 0.64862f,
        0.65143f, 0.58858f, 0.58276f, 0.62211f, 0.6446f,  0.6122f,  0.6638f,
        0.73907f, 0.75635f, 0.67156f, 0.6573f,  0.7049f,  0.7215f,  0.66121f,
        0.67977f, 0.7837f,  0.85318f, 0.79569f, 0.77901f, 0.77264f, 0.73955f,
        0.65228f, 0.66897f, 0.78986f, 0.90019f, 0.8944f,  0.86864f, 0.80391f,
        0.70145f, 0.60629f, 0.65994f, 0.7958f,  0.94349f, 0.97541f, 0.94189f,
        0.81861f, 0.6729f,  0.57046f, 0.64203f, 0.77181f, 0.91248f, 0.97178f,
        0.95632f, 0.84826f, 0.68837f, 0.57535f, 0.5888f,  0.67866f, 0.79125f,
        0.86468f, 0.87049f, 0.78511f, 0.65364f, 0.55839f, 0.5394f,  0.57789f,
        0.63898f, 0.70005f, 0.72367f, 0.68359f, 0.60214f, 0.53826f, 0.34793f,
        0.36916f, 0.36733f, 0.33593f, 0.33484f, 0.35412f, 0.36632f, 0.34625f,
        0.37464f, 0.4167f,  0.42325f, 0.38005f, 0.37036f, 0.39533f, 0.40625f,
        0.37487f, 0.38236f, 0.43851f, 0.47275f, 0.44224f, 0.43132f, 0.42717f,
        0.41558f, 0.37064f, 0.37673f, 0.44046f, 0.49411f, 0.49344f, 0.47944f,
        0.44578f, 0.39479f, 0.34576f, 0.37256f, 0.44402f, 0.51687f, 0.53369f,
        0.51783f, 0.45447f, 0.38081f, 0.32808f, 0.36289f, 0.4306f,  0.50253f,
        0.53447f, 0.52602f, 0.46905f, 0.38668f, 0.32955f, 0.33652f, 0.38334f,
        0.44067f, 0.47905f, 0.48425f, 0.44023f, 0.37351f, 0.32225f, 0.31348f,
        0.33314f, 0.36296f, 0.39504f, 0.40958f, 0.38927f, 0.34606f, 0.31299f,
        0.46546f, 0.66697f, 0.0f,     0.0f,     0.0f,     0.19387f, 1.28227f,
        1.24841f, 0.50199f, 0.9542f,  0.0f,     0.0f,     0.0f,     0.0f,
        0.9183f,  1.33407f, 0.40639f, 0.86297f, 0.31551f, 0.03413f, 0.0f,
        0.0f,     0.40622f, 0.66958f, 0.40998f, 0.72303f, 0.51015f, 1.51144f,
        0.84769f, 0.19471f, 0.0f,     0.0f,     0.73289f, 0.90653f, 0.6874f,
        1.10601f, 1.28863f, 0.25358f, 0.0f,     0.0f,     0.18608f, 0.41406f,
        0.97431f, 1.0734f,  0.9377f,  0.1892f,  0.0f,     0.0f,     0.0f,
        0.0f,     0.0f,     0.5168f,  1.21087f, 0.71178f, 0.0f,     0.0f,
        0.0f,     0.0f,     0.0f,     0.80387f, 1.35191f, 0.9865f,  0.18174f,
        0.0f,     0.89042f, 1.00741f, 0.70771f, 0.51648f, 0.4197f,  0.94808f,
        1.68834f, 1.66814f, 0.86303f, 1.11812f, 0.61751f, 0.48072f, 0.0f,
        0.57506f, 1.38451f, 1.73339f, 1.16179f, 1.63442f, 1.21271f, 0.83564f,
        0.05172f, 0.25184f, 0.94968f, 1.26097f, 1.17627f, 1.37714f, 1.04673f,
        1.56335f, 1.01828f, 0.63457f, 0.4261f,  0.77031f, 1.45029f, 1.5316f,
        1.29201f, 1.49625f, 1.60527f, 0.82104f, 0.72805f, 0.53772f, 1.0628f,
        1.02714f, 1.22906f, 1.24778f, 1.39234f, 0.93255f, 0.8089f,  0.7f,
        0.56166f, 0.3393f,  0.50049f, 0.99899f, 1.67075f, 1.36391f, 1.2315f,
        0.78211f, 0.31504f, 0.07413f, 0.34541f, 1.10185f, 1.62671f, 1.55047f,
        1.23339f, 0.94944f, 0.94458f, 0.79828f, 0.174f,   0.0f,     0.0f,
        0.00364f, 0.24836f, 0.35008f, 0.84544f, 0.74141f, 0.09779f, 0.0f,
        0.0f,     0.00392f, 0.2517f,  0.42071f, 0.01202f, 0.0f,     0.0f,
        0.0f,     0.10352f, 0.25785f, 0.37711f, 0.38906f, 0.0f,     0.0f,
        0.08534f, 0.53789f, 0.60558f, 0.51685f, 0.17048f, 0.08607f, 0.0f,
        0.0273f,  0.24019f, 0.50026f, 0.58067f, 0.28096f, 0.0f,     0.0f,
        0.0f,     0.24182f, 0.9064f,  1.19563f, 0.56218f, 0.08719f, 0.0f,
        0.0f,     0.0f,     0.0f,     0.53558f, 0.91244f, 0.60358f, 0.09134f,
        0.0f,     0.0f,     0.0f,     0.0f,     0.45695f, 0.91731f, 0.7053f,
        0.32695f, 0.0f,     0.0f,     1.18241f, 1.10837f, 0.64806f, 0.36425f,
        0.3675f,  0.73772f, 1.29753f, 1.36834f, 1.03903f, 1.03361f, 0.50494f,
        0.25227f, 0.0f,     0.4007f,  1.08972f, 1.4625f,  0.92244f, 0.96448f,
        0.78456f, 0.40154f, 0.05843f, 0.23353f, 0.87874f, 1.17981f, 0.78463f,
        0.88605f, 0.73064f, 1.16905f, 0.85112f, 0.65212f, 0.55161f, 0.76813f,
        0.99704f, 1.1504f,  1.10056f, 1.3203f,  1.42123f, 0.71487f, 0.56547f,
        0.31119f, 0.56771f, 0.88777f, 1.31565f, 1.49713f, 1.32642f, 0.78137f,
        0.48382f, 0.33447f, 0.25754f, 0.24697f, 0.73001f, 1.28779f, 1.59303f,
        1.07917f, 0.62578f, 0.33112f, 0.1885f,  0.05738f, 0.5032f,  1.24853f,
        1.5055f,  1.35343f, 0.81973f, 0.69389f, 0.77064f, 0.85148f, 0.12736f,
        0.0f,     0.0f,     0.46016f, 1.74609f, 1.77692f, 0.63595f, 0.9337f,
        0.0f,     0.0f,     0.0f,     0.0f,     1.2432f,  1.92382f, 0.83938f,
        1.39439f, 0.77593f, 0.07184f, 0.0f,     0.0f,     0.59092f, 1.16351f,
        0.7482f,  1.05995f, 0.5851f,  1.54265f, 0.68171f, 0.07684f, 0.0f,
        0.27053f, 1.22049f, 1.43774f, 1.13561f, 1.55213f, 1.75791f, 0.31968f,
        0.05463f, 0.0f,     0.44456f, 0.67707f, 1.26529f, 1.43365f, 1.43539f,
        0.4776f,  0.05792f, 0.0f,     0.0f,     0.0f,     0.0f,     0.96672f,
        1.94907f, 1.19428f, 0.64146f, 0.0f,     0.0f,     0.0f,     0.0f,
        1.06832f, 1.85065f, 1.62102f, 0.81106f, 0.40644f, 0.97437f, 1.15928f,
        0.14901f, 0.0f,     0.0f,     0.19325f, 1.30278f, 1.29054f, 1.05036f,
        1.52724f, 0.10438f, 0.0f,     0.0f,     0.05004f, 1.02078f, 1.38139f,
        0.31585f, 0.44747f, 0.00421f, 0.0f,     0.0f,     0.166f,   0.66148f,
        0.75682f, 0.25624f, 0.5775f,  0.6609f,  1.93669f, 1.42589f, 0.69986f,
        0.0f,     0.0f,     0.50747f, 0.76648f, 0.71581f, 1.28026f, 1.4943f,
        0.52174f, 0.0f,     0.0f,     0.0f,     0.5488f,  1.46631f, 1.68984f,
        1.11922f, 0.22356f, 0.0f,     0.0f,     0.0f,     0.0f,     0.1757f,
        0.92614f, 1.27946f, 0.63651f, 0.0f,     0.0f,     0.0f,     0.0f,
        0.16543f, 1.31798f, 1.61128f, 0.95785f, 0.0f,     0.0f
    };

    runTest();
};