1 files changed, 107 insertions, 0 deletions
diff --git a/SpMV/baselines/gpu/app.cu b/SpMV/baselines/gpu/app.cu
new file mode 100644
index 0000000..65371c9
--- /dev/null
+++ b/SpMV/baselines/gpu/app.cu
@@ -0,0 +1,107 @@
+
+#include <assert.h>
+#include <stdio.h>
+#include <stdlib.h>
+#include <string.h>
+#include <unistd.h>
+#include <stdint.h>
+
+#include "../../support/matrix.h"
+#include "../../support/params.h"
+#include "../../support/timer.h"
+#include "../../support/utils.h"
+
+__global__ void spmv_kernel(CSRMatrix csrMatrix, float* inVector, float* outVector) {
+    unsigned int row = blockIdx.x*blockDim.x + threadIdx.x;
+    if(row < csrMatrix.numRows) {
+        float sum = 0.0f;
+        for(unsigned int i = csrMatrix.rowPtrs[row]; i < csrMatrix.rowPtrs[row + 1]; ++i) {
+            struct Nonzero nonzero = csrMatrix.nonzeros[i];
+            sum += inVector[nonzero.col]*nonzero.value;
+        }
+        outVector[row] = sum;
+    }
+}
+
+int main(int argc, char** argv) {
+
+    // Process parameters
+    struct Params p = input_params(argc, argv);
+
+    // Initialize SpMV data structures
+    PRINT_INFO(p.verbosity >= 1, "Reading matrix %s", p.fileName);
+    struct COOMatrix cooMatrix = readCOOMatrix(p.fileName);
+    PRINT_INFO(p.verbosity >= 1, "    %u rows, %u columns, %u nonzeros", cooMatrix.numRows, cooMatrix.numCols, cooMatrix.numNonzeros);
+    struct CSRMatrix csrMatrix = coo2csr(cooMatrix);
+    float* inVector = (float*) malloc(csrMatrix.numCols*sizeof(float));
+    float* outVector = (float*) malloc(csrMatrix.numRows*sizeof(float));
+    initVector(inVector, csrMatrix.numCols);
+
+    // Allocate data structures on GPU
+    CSRMatrix csrMatrix_d;
+    csrMatrix_d.numRows = csrMatrix.numRows;
+    csrMatrix_d.numCols = csrMatrix.numCols;
+    csrMatrix_d.numNonzeros = csrMatrix.numNonzeros;
+    cudaMalloc((void**) &csrMatrix_d.rowPtrs, (csrMatrix_d.numRows + 1)*sizeof(unsigned int));
+    cudaMalloc((void**) &csrMatrix_d.nonzeros, csrMatrix_d.numNonzeros*sizeof(struct Nonzero));
+    float* inVector_d;
+    cudaMalloc((void**) &inVector_d, csrMatrix_d.numCols*sizeof(float));
+    float* outVector_d;
+    cudaMalloc((void**) &outVector_d, csrMatrix_d.numRows*sizeof(float));
+
+    // Copy data to GPU
+    cudaMemcpy(csrMatrix_d.rowPtrs, csrMatrix.rowPtrs, (csrMatrix_d.numRows + 1)*sizeof(unsigned int), cudaMemcpyHostToDevice);
+    cudaMemcpy(csrMatrix_d.nonzeros, csrMatrix.nonzeros, csrMatrix_d.numNonzeros*sizeof(struct Nonzero), cudaMemcpyHostToDevice);
+    cudaMemcpy(inVector_d, inVector, csrMatrix_d.numCols*sizeof(float), cudaMemcpyHostToDevice);
+    cudaDeviceSynchronize();
+
+    // Calculating result on GPU
+    PRINT_INFO(p.verbosity >= 1, "Calculating result on GPU");
+    Timer timer;
+    startTimer(&timer);
+    unsigned int numThreadsPerBlock = 1024;
+    unsigned int numBlocks = (csrMatrix_d.numRows + numThreadsPerBlock - 1)/numThreadsPerBlock;
+    spmv_kernel <<< numBlocks, numThreadsPerBlock >>> (csrMatrix_d, inVector_d, outVector_d);
+    cudaDeviceSynchronize();
+    stopTimer(&timer);
+    if(p.verbosity == 0) PRINT("%f", getElapsedTime(timer)*1e3);
+    PRINT_INFO(p.verbosity >= 1, "    Elapsed time: %f ms", getElapsedTime(timer)*1e3);
+
+    // Copy data from GPU
+    cudaMemcpy(outVector, outVector_d, csrMatrix_d.numRows*sizeof(float), cudaMemcpyDeviceToHost);
+    cudaDeviceSynchronize();
+
+    // Calculating result on CPU
+    PRINT_INFO(p.verbosity >= 1, "Calculating result on CPU");
+    float* outVectorReference = (float*) malloc(csrMatrix.numRows*sizeof(float));
+    for(uint32_t rowIdx = 0; rowIdx < csrMatrix.numRows; ++rowIdx) {
+        float sum = 0.0f;
+        for(uint32_t i = csrMatrix.rowPtrs[rowIdx]; i < csrMatrix.rowPtrs[rowIdx + 1]; ++i) {
+            uint32_t colIdx = csrMatrix.nonzeros[i].col;
+            float value = csrMatrix.nonzeros[i].value;
+            sum += inVector[colIdx]*value;
+        }
+        outVectorReference[rowIdx] = sum;
+    }
+
+    // Verify the result
+    PRINT_INFO(p.verbosity >= 1, "Verifying the result");
+    for(uint32_t rowIdx = 0; rowIdx < csrMatrix.numRows; ++rowIdx) {
+        float diff = (outVectorReference[rowIdx] - outVector[rowIdx])/outVectorReference[rowIdx];
+        const float tolerance = 0.00001;
+        if(diff > tolerance || diff < -tolerance) {
+            PRINT_ERROR("Mismatch at index %u (CPU result = %f, DPU result = %f)", rowIdx, outVectorReference[rowIdx], outVector[rowIdx]);
+        }
+    }
+
+    // Deallocate data structures
+    freeCOOMatrix(cooMatrix);
+    freeCSRMatrix(csrMatrix);
+    free(inVector);
+    free(outVector);
+    free(outVectorReference);
+
+    return 0;
+
+}
+