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-rw-r--r--SpMV/support/matrix.h119
1 files changed, 119 insertions, 0 deletions
diff --git a/SpMV/support/matrix.h b/SpMV/support/matrix.h
new file mode 100644
index 0000000..d25da1b
--- /dev/null
+++ b/SpMV/support/matrix.h
@@ -0,0 +1,119 @@
+
+#ifndef _MATRIX_H_
+#define _MATRIX_H_
+
+#include <assert.h>
+#include <stdio.h>
+
+#include "common.h"
+#include "utils.h"
+
+struct COOMatrix {
+ uint32_t numRows;
+ uint32_t numCols;
+ uint32_t numNonzeros;
+ uint32_t* rowIdxs;
+ struct Nonzero* nonzeros;
+};
+
+struct CSRMatrix {
+ uint32_t numRows;
+ uint32_t numCols;
+ uint32_t numNonzeros;
+ uint32_t* rowPtrs;
+ struct Nonzero* nonzeros;
+};
+
+static struct COOMatrix readCOOMatrix(const char* fileName) {
+
+ struct COOMatrix cooMatrix;
+
+ // Initialize fields
+ FILE* fp = fopen(fileName, "r");
+ assert(fscanf(fp, "%u", &cooMatrix.numRows));
+ if(cooMatrix.numRows%2 == 1) {
+ PRINT_WARNING("Reading matrix %s: number of rows must be even. Padding with an extra row.", fileName);
+ cooMatrix.numRows++;
+ }
+ assert(fscanf(fp, "%u", &cooMatrix.numCols));
+ assert(fscanf(fp, "%u", &cooMatrix.numNonzeros));
+ cooMatrix.rowIdxs = (uint32_t*) malloc(ROUND_UP_TO_MULTIPLE_OF_8(cooMatrix.numNonzeros*sizeof(uint32_t)));
+ cooMatrix.nonzeros = (struct Nonzero*) malloc(ROUND_UP_TO_MULTIPLE_OF_8(cooMatrix.numNonzeros*sizeof(struct Nonzero)));
+
+ // Read the nonzeros
+ for(uint32_t i = 0; i < cooMatrix.numNonzeros; ++i) {
+ uint32_t rowIdx;
+ assert(fscanf(fp, "%u", &rowIdx));
+ cooMatrix.rowIdxs[i] = rowIdx - 1; // File format indexes begin at 1
+ uint32_t colIdx;
+ assert(fscanf(fp, "%u", &colIdx));
+ cooMatrix.nonzeros[i].col = colIdx - 1; // File format indexes begin at 1
+ cooMatrix.nonzeros[i].value = 1.0f;
+ }
+
+ return cooMatrix;
+
+}
+
+static void freeCOOMatrix(struct COOMatrix cooMatrix) {
+ free(cooMatrix.rowIdxs);
+ free(cooMatrix.nonzeros);
+}
+
+static struct CSRMatrix coo2csr(struct COOMatrix cooMatrix) {
+
+ struct CSRMatrix csrMatrix;
+
+ // Initialize fields
+ csrMatrix.numRows = cooMatrix.numRows;
+ csrMatrix.numCols = cooMatrix.numCols;
+ csrMatrix.numNonzeros = cooMatrix.numNonzeros;
+ csrMatrix.rowPtrs = (uint32_t*) malloc(ROUND_UP_TO_MULTIPLE_OF_8((csrMatrix.numRows + 1)*sizeof(uint32_t)));
+ csrMatrix.nonzeros = (struct Nonzero*) malloc(ROUND_UP_TO_MULTIPLE_OF_8(csrMatrix.numNonzeros*sizeof(struct Nonzero)));
+
+ // Histogram rowIdxs
+ memset(csrMatrix.rowPtrs, 0, (csrMatrix.numRows + 1)*sizeof(uint32_t));
+ for(uint32_t i = 0; i < cooMatrix.numNonzeros; ++i) {
+ uint32_t rowIdx = cooMatrix.rowIdxs[i];
+ csrMatrix.rowPtrs[rowIdx]++;
+ }
+
+ // Prefix sum rowPtrs
+ uint32_t sumBeforeNextRow = 0;
+ for(uint32_t rowIdx = 0; rowIdx < csrMatrix.numRows; ++rowIdx) {
+ uint32_t sumBeforeRow = sumBeforeNextRow;
+ sumBeforeNextRow += csrMatrix.rowPtrs[rowIdx];
+ csrMatrix.rowPtrs[rowIdx] = sumBeforeRow;
+ }
+ csrMatrix.rowPtrs[csrMatrix.numRows] = sumBeforeNextRow;
+
+ // Bin the nonzeros
+ for(uint32_t i = 0; i < cooMatrix.numNonzeros; ++i) {
+ uint32_t rowIdx = cooMatrix.rowIdxs[i];
+ uint32_t nnzIdx = csrMatrix.rowPtrs[rowIdx]++;
+ csrMatrix.nonzeros[nnzIdx] = cooMatrix.nonzeros[i];
+ }
+
+ // Restore rowPtrs
+ for(uint32_t rowIdx = csrMatrix.numRows - 1; rowIdx > 0; --rowIdx) {
+ csrMatrix.rowPtrs[rowIdx] = csrMatrix.rowPtrs[rowIdx - 1];
+ }
+ csrMatrix.rowPtrs[0] = 0;
+
+ return csrMatrix;
+
+}
+
+static void freeCSRMatrix(struct CSRMatrix csrMatrix) {
+ free(csrMatrix.rowPtrs);
+ free(csrMatrix.nonzeros);
+}
+
+static void initVector(float* vec, uint32_t size) {
+ for(uint32_t i = 0; i < size; ++i) {
+ vec[i] = 1.0f;
+ }
+}
+
+#endif
+