Add cuda intersect and unittest.

This commit is contained in:
sunwen
2023-12-04 13:54:17 +08:00
parent 5e77b4dafe
commit 1716b139c4
3 changed files with 83 additions and 0 deletions

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@@ -1253,3 +1253,60 @@ CudaMatrix Aurora::auroraUnion(const CudaMatrix& aMatrix1, const CudaMatrix& aMa
return CudaMatrix::fromRawData(data, endPointer - data);
}
CudaMatrix Aurora::intersect(const CudaMatrix& aMatrix1, const CudaMatrix& aMatrix2)
{
if(aMatrix1.isNull() || aMatrix2.isNull() || aMatrix1.isComplex() || aMatrix2.isComplex())
{
std::cerr<<"intersect not support complex cudamatrix"<<std::endl;
return CudaMatrix();
}
size_t size1= aMatrix1.getDataSize();
size_t size2= aMatrix2.getDataSize();
float* data = nullptr;
cudaMalloc((void**)&data, sizeof(float) * (size1 + size2));
cudaMemcpy(data, aMatrix1.getData(), sizeof(float) * size1, cudaMemcpyDeviceToDevice);
cudaMemcpy(data + size1, aMatrix2.getData(), sizeof(float) * size2, cudaMemcpyDeviceToDevice);
thrust::sort(thrust::device, data, data+size1);
thrust::sort(thrust::device, data+size1, data+size1+size2);
float* end = thrust::set_intersection(thrust::device, data, data+size1,data+size1, data+size1+size2,data);
return CudaMatrix::fromRawData(data, end - data);
}
__global__ void intersectKernel(float* aMatrixData, float* aIntersectData, unsigned int aMatrixDataSize, float* aOutputData, unsigned int aOutputDataSize)
{
unsigned int idx = blockIdx.x * blockDim.x + threadIdx.x;
if (idx < aOutputDataSize)
{
for(unsigned int i=0; i<aMatrixDataSize; ++i)
{
if(aMatrixData[i] == aIntersectData[idx])
{
aOutputData[idx] = i+1;
return;
}
}
}
}
CudaMatrix Aurora::intersect(const CudaMatrix& aMatrix1, const CudaMatrix& aMatrix2, CudaMatrix& aIa)
{
if(aMatrix1.isNull() || aMatrix2.isNull() || aMatrix1.isComplex() || aMatrix2.isComplex())
{
std::cerr<<"intersect not support complex cudamatrix"<<std::endl;
return CudaMatrix();
}
CudaMatrix result = intersect(aMatrix1,aMatrix2);
size_t size = result.getDataSize();
float* iaResult = nullptr;
cudaMalloc((void**)&iaResult, sizeof(float) * size);
int blocksPerGrid = (size + THREADS_PER_BLOCK - 1) / THREADS_PER_BLOCK;
intersectKernel<<<blocksPerGrid, THREADS_PER_BLOCK>>>(aMatrix1.getData(), result.getData(), aMatrix1.getDataSize(), iaResult, size);
cudaDeviceSynchronize();
aIa = CudaMatrix::fromRawData(iaResult,size);
return result;
}

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@@ -75,6 +75,10 @@ namespace Aurora
CudaMatrix auroraUnion(const CudaMatrix& aMatrix1, const CudaMatrix& aMatrix2);
CudaMatrix intersect(const CudaMatrix& aMatrix1, const CudaMatrix& aMatrix2);
CudaMatrix intersect(const CudaMatrix& aMatrix1, const CudaMatrix& aMatrix2, CudaMatrix& aIa);
// ------compareSet----------------------------------------------------

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@@ -965,3 +965,25 @@ TEST_F(Function1D_Cuda_Test, auroraUnion) {
EXPECT_FLOAT_AE(result1[i], result2[i]);
}
}
TEST_F(Function1D_Cuda_Test, intersect) {
float* data1 = new float[9]{3,3,2,2,2,1,4,4,7};
auto matrix1 = Aurora::Matrix::fromRawData(data1, 9,1,1).toDeviceMatrix();
float* data2 = new float[8]{6,6,7,7,8,1,2};
auto matrix2 = Aurora::Matrix::fromRawData(data2, 7,1,1).toDeviceMatrix();
auto result = Aurora::intersect(matrix1, matrix2).toHostMatrix();
EXPECT_FLOAT_AE(result.getData()[0],1);
EXPECT_FLOAT_AE(result.getData()[1],2);
EXPECT_FLOAT_AE(result.getData()[2],7);
Aurora::CudaMatrix ia;
result = Aurora::intersect(matrix1, matrix2, ia).toHostMatrix();
auto iaHost = ia.toHostMatrix();
EXPECT_FLOAT_AE(result.getData()[0],1);
EXPECT_FLOAT_AE(result.getData()[1],2);
EXPECT_FLOAT_AE(result.getData()[2],7);
EXPECT_FLOAT_AE(iaHost.getData()[0],6);
EXPECT_FLOAT_AE(iaHost.getData()[1],3);
EXPECT_FLOAT_AE(iaHost.getData()[2],9);
}