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Ivan Mahonin |
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#ifndef LAYER_TEST_INC_CPP
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Ivan Mahonin |
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#define LAYER_TEST_INC_CPP
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Ivan Mahonin |
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Ivan Mahonin |
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Ivan Mahonin |
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#include "test.inc.cpp"
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Ivan Mahonin |
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#include "layer.inc.cpp"
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Ivan Mahonin |
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Ivan Mahonin |
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Ivan Mahonin |
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Ivan Mahonin |
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class LayerTest: public Test {
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Ivan Mahonin |
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public:
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Ivan Mahonin |
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static bool testLayer(const char *name, Layer &l) {
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Ivan Mahonin |
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Stage st(name);
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Ivan Mahonin |
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Ivan Mahonin |
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assert(l.next);
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Ivan Mahonin |
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Layer &p = l;
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Ivan Mahonin |
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Layer &c = *l.next;
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Ivan Mahonin |
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Ivan Mahonin |
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Ivan Mahonin |
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class H: public ThreadControl {
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Ivan Mahonin |
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public:
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Ivan Mahonin |
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Layer &p;
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Ivan Mahonin |
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Layer &c;
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Ivan Mahonin |
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Ivan Mahonin |
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H(Layer &p, Layer &c): p(p), c(c) { }
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Ivan Mahonin |
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Ivan Mahonin |
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void fillLayout(Layout l, Neuron *neurons) {
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Ivan Mahonin |
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for(int y = 0; y < l.sy; ++y)
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Ivan Mahonin |
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for(int x = 0; x < l.sx; ++x)
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Ivan Mahonin |
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for(int z = 0; z < l.sz; ++z) {
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Ivan Mahonin |
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Neuron &n = neurons[ (y*l.sx + x)*l.sz + z ];
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Ivan Mahonin |
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n = Neuron{};
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Ivan Mahonin |
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if ( x >= l.x0 && x < l.x1
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Ivan Mahonin |
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&& y >= l.y0 && y < l.y1
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Ivan Mahonin |
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&& z >= l.z0 && z < l.z1 )
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Ivan Mahonin |
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{
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Ivan Mahonin |
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n.v = rand()/(NeuronReal)RAND_MAX;
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Ivan Mahonin |
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n.d = rand()/(NeuronReal)RAND_MAX;
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Ivan Mahonin |
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}
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Ivan Mahonin |
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}
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Ivan Mahonin |
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}
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Ivan Mahonin |
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Ivan Mahonin |
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void prepareData() {
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Ivan Mahonin |
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memcpy(c.neurons, c_neurons.data(), c.neuronsCount*sizeof(Neuron));
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Ivan Mahonin |
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memcpy(p.neurons, p_neurons.data(), p.neuronsCount*sizeof(Neuron));
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Ivan Mahonin |
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if (c.weightsCount)
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Ivan Mahonin |
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memcpy(c.weights, weights.data(), c.weightsCount*sizeof(Weight));
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Ivan Mahonin |
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}
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Ivan Mahonin |
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Ivan Mahonin |
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void applyDelta() {
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Ivan Mahonin |
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for(int i = 0; i < c.neuronsCount; ++i)
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Ivan Mahonin |
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c.neurons[i].d *= c_neurons[i].v - c.neurons[i].v;
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Ivan Mahonin |
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}
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Ivan Mahonin |
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Ivan Mahonin |
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void threadFunc(Barrier &barrier) override {
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Ivan Mahonin |
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c.pass(barrier);
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Ivan Mahonin |
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barrier.wait();
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Ivan Mahonin |
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if (!barrier.tid) applyDelta();
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Ivan Mahonin |
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barrier.wait();
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Ivan Mahonin |
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c.backpassDeltas(barrier);
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Ivan Mahonin |
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barrier.wait();
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Ivan Mahonin |
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c.backpassWeights(barrier);
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Ivan Mahonin |
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}
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Ivan Mahonin |
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Ivan Mahonin |
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bool test(const char *name, int threadsCount) {
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Ivan Mahonin |
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Stage st(name);
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Ivan Mahonin |
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Ivan Mahonin |
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assert(threadsCount > 0);
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Ivan Mahonin |
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Ivan Mahonin |
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prepareData();
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Ivan Mahonin |
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Ivan Mahonin |
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p.split(threadsCount);
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Ivan Mahonin |
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c.split(threadsCount);
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Ivan Mahonin |
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runThreads(threadsCount);
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Ivan Mahonin |
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Ivan Mahonin |
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for(int i = 0; i < c.neuronsCount; ++i) {
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Ivan Mahonin |
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NeuronReal a = c.neurons[i].v;
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Ivan Mahonin |
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NeuronReal b = c_neurons[i + c.neuronsCount].v;
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Ivan Mahonin |
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if (fabs(a - b) > 1e-6)
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Ivan Mahonin |
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{ printf("results differs at neuron %d, was %g, expected %g\n", i, a, b); ++errors; break; }
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Ivan Mahonin |
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}
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Ivan Mahonin |
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Ivan Mahonin |
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for(int i = 0; i < p.neuronsCount; ++i) {
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Ivan Mahonin |
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NeuronReal a = p.neurons[i].d;
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Ivan Mahonin |
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NeuronReal b = p_neurons[i + p.neuronsCount].d;
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Ivan Mahonin |
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if (fabs(a - b) > 1e-6)
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Ivan Mahonin |
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{ printf("deltas differs at neuron %d, was %g, expected %g\n", i, a, b); ++errors; break; }
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Ivan Mahonin |
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}
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Ivan Mahonin |
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Ivan Mahonin |
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for(int i = 0; i < c.weightsCount; ++i) {
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Ivan Mahonin |
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WeightReal a = c.weights[i].w;
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Ivan Mahonin |
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WeightReal b = weights[i + c.weightsCount].w;
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Ivan Mahonin |
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if (fabs(a - b) > 1e-6)
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Ivan Mahonin |
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{ printf("weights differs at %d, was %g, expected %g\n", i, a, b); ++errors; break; }
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Ivan Mahonin |
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}
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Ivan Mahonin |
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Ivan Mahonin |
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if (!st) {
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Ivan Mahonin |
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p.layout.printYXZ("prev layout");
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Ivan Mahonin |
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c.layout.printYXZ("curr layout");
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Ivan Mahonin |
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}
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Ivan Mahonin |
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Ivan Mahonin |
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return st;
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Ivan Mahonin |
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}
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Ivan Mahonin |
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} h(p, c);
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Ivan Mahonin |
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Ivan Mahonin |
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// make base data
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Ivan Mahonin |
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Ivan Mahonin |
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init(c.neuronsCount*2, p.neuronsCount*2, c.weightsCount*2);
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Ivan Mahonin |
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h.fillLayout(c.layout, c_neurons.data());
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Ivan Mahonin |
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h.fillLayout(p.layout, p_neurons.data());
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Ivan Mahonin |
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if (c.weightsCount)
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Ivan Mahonin |
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memcpy(weights.data(), c.weights, c.weightsCount*sizeof(Weight));
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Ivan Mahonin |
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Ivan Mahonin |
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h.prepareData();
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Ivan Mahonin |
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c.testPass();
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Ivan Mahonin |
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h.applyDelta();
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Ivan Mahonin |
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c.testBackpass();
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Ivan Mahonin |
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Ivan Mahonin |
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memcpy(&c_neurons[c.neuronsCount], c.neurons, c.neuronsCount*sizeof(Neuron));
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Ivan Mahonin |
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memcpy(&p_neurons[p.neuronsCount], p.neurons, p.neuronsCount*sizeof(Neuron));
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Ivan Mahonin |
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if (c.weightsCount)
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Ivan Mahonin |
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memcpy(&weights[c.weightsCount], c.weights, c.weightsCount*sizeof(Weight));
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Ivan Mahonin |
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Ivan Mahonin |
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h.test("single-thread", 1);
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Ivan Mahonin |
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h.test("2-threads", 2);
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Ivan Mahonin |
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h.test("7-threads", 7);
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Ivan Mahonin |
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h.test("8-threads", 8);
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Ivan Mahonin |
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//h.test("512-threads", 512);
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Ivan Mahonin |
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Ivan Mahonin |
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return st;
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Ivan Mahonin |
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}
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Ivan Mahonin |
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};
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Ivan Mahonin |
e865c9 |
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Ivan Mahonin |
e865c9 |
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Ivan Mahonin |
e865c9 |
#endif
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