Rename files to .cu and fix IDX2C usage

This commit is contained in:
2024-02-21 20:03:04 +01:00
parent 15c0cd30f0
commit 035f3b053b
9 changed files with 72 additions and 36 deletions

View File

@@ -1,6 +1,7 @@
#include "gtest/gtest.h"
#include <cuda_runtime_api.h>
#include <driver_types.h>
#include <iostream>
#include "dense.h"
#include "test_cublas_fixture.h"
@@ -38,6 +39,40 @@ protected:
cublasStatus_t cublasStatus;
};
TEST_F(DenseLayerTest, Init) {
for (int i = 1; i < 100; ++i) {
for (int j = 1; j < 100; ++j) {
int inputSize = i;
int outputSize = j;
// std::cout << "Dense layer: input size = " << inputSize << ", output size = " << outputSize << std::endl;
Layers::Dense denseLayer(inputSize, outputSize, cublasHandle);
}
}
}
TEST_F(DenseLayerTest, setWeights) {
int inputSize = 4;
int outputSize = 5;
std::vector<std::vector<float>> weights = {
{0.5f, 1.0f, 0.2f, 0.8f},
{1.2f, 0.3f, 1.5f, 0.4f},
{0.7f, 1.8f, 0.9f, 0.1f},
{0.4f, 2.0f, 0.6f, 1.1f},
{1.3f, 0.5f, 0.0f, 1.7f}
};
Layers::Dense denseLayer(inputSize, outputSize, cublasHandle);
denseLayer.setWeights(weights);
}
TEST_F(DenseLayerTest, ForwardUnitWeightMatrix) {
int inputSize = 3;
@@ -80,28 +115,28 @@ TEST_F(DenseLayerTest, ForwardRandomWeightMatrix) {
std::vector<float> input = {1.0f, 2.0f, 3.0f, 4.0f, 5.0f};
std::vector<std::vector<float>> weights = {
{0.5f, 1.0f, 0.2f, 0.8f},
{1.2f, 0.3f, 1.5f, 0.4f},
{0.7f, 1.8f, 0.9f, 0.1f},
{0.4f, 2.0f, 0.6f, 1.1f},
{1.3f, 0.5f, 0.0f, 1.7f}
};
{0.5f, 1.2f, 0.7f, 0.4f, 1.3f},
{1.0f, 0.3f, 1.8f, 2.0f, 0.5f},
{0.2f, 1.5f, 0.9f, 0.6f, 0.0f},
{0.8f, 0.4f, 0.1f, 1.1f, 1.7f}
};
std::vector<float> biases = {0.2f, 0.5f, 0.7f, 1.1f};
float* d_input;
float* d_output;
float* d_output;
Layers::Dense denseLayer = commonTestSetup(inputSize, outputSize, input, weights, biases, d_input, d_output);
denseLayer.forward(d_input, d_output);
std::vector<float> output(outputSize);
cublasStatus = cublasGetVector(outputSize, sizeof(float), d_output, 1, output.data(), 1);
EXPECT_EQ(cublasStatus, CUBLAS_STATUS_SUCCESS);
std::vector<float> expectedOutput = {3.4f, 4.4f, 5.6f, 7.4f};
std::vector<float> expectedOutput = {10.4f, 13.0f, 8.9f, 9.3f};
for (int i = 0; i < outputSize; ++i) {
EXPECT_NEAR(output[i], expectedOutput[i], 1e-4); // Allow small tolerance for floating-point comparison
}
commonTestTeardown(d_input, d_output);
}
}