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https://github.com/lordmathis/CUDANet.git
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69 lines
2.8 KiB
C++
69 lines
2.8 KiB
C++
#include <gtest/gtest.h>
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#include <inception_v3.hpp>
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#include "test_fixture.hpp"
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class InceptionDModel : public CUDANet::Model {
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public:
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InceptionDModel(
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const shape2d inputShape,
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const int inputChannels,
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const int outputSize
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)
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: CUDANet::Model(inputShape, inputChannels, outputSize) {
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inception_d =
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new InceptionD(inputShape, inputChannels, "inception_block.");
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addLayer("", inception_d);
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fc = new CUDANet::Layers::Dense(
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inception_d->getOutputSize(), 50,
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CUDANet::Layers::ActivationType::NONE
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);
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addLayer("fc", fc);
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};
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float *predict(const float *input) override {
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float *d_input = inputLayer->forward(input);
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d_input = inception_d->forward(d_input);
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d_input = fc->forward(d_input);
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return outputLayer->forward(d_input);
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}
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private:
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InceptionD *inception_d;
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CUDANet::Layers::Dense *fc;
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};
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TEST_F(InceptionBlockTest, InceptionDTest) {
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inputShape = {4, 4};
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inputChannels = 3;
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outputSize = 50;
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model = new InceptionDModel(inputShape, inputChannels, outputSize);
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model->loadWeights("../tests/resources/inception_d.bin");
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input = {0.11909f, 0.39688f, -0.48224f, 2.5266f, -0.72496f, -0.4192f,
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0.74736f, 1.15859f, 1.83703f, -0.68566f, -1.18465f, 2.22915f,
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-0.48233f, -1.38496f, -0.23985f, -2.01891f, -0.61103f, -0.52143f,
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1.33207f, 0.11988f, 0.57453f, 0.26697f, -0.4713f, 0.26025f,
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-0.55807f, -0.02672f, -0.18203f, 0.59285f, 0.28061f, -0.69015f,
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-0.54148f, -1.64196f, -1.34975f, 0.4348f, 0.57761f, 1.47873f,
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-0.89471f, -0.0348f, -1.49654f, -1.18578f, -2.013f, -0.47656f,
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-0.16578f, 0.21603f, -0.23605f, -0.53382f, -0.25789f, 2.30887f};
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expected = {-21052.13086f, 97856.53125f, 114996.78125f, -26694.66602f,
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-51989.99219f, -41073.51562f, 52375.89844f, -101566.1875f,
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110595.30469f, -34081.6875f, 41151.85938f, -116816.51562f,
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12594.64941f, -86867.95312f, -103277.80469f, -31095.63281f,
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30530.58984f, -47046.89844f, 94815.74219f, -24208.12891f,
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-50130.52734f, 38272.71094f, 102970.35938f, 92221.41406f,
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20659.89258f, -60365.08984f, 10940.85938f, -48804.74219f,
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119315.45312f, -49296.32031f, -113509.04688f, -19691.87305f,
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-62688.6875f, -94743.73438f, -77935.0f, -84231.10156f,
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58992.52344f, -23301.23828f, -34058.94531f, -27215.86328f,
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-103682.59375f, 13735.66992f, 7671.27002f, -68139.50781f,
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-59972.78125f, -7613.14844f, -34182.88281f, 29532.60352f,
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-71745.53906f, -137596.1875f};
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runTest();
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} |