opm-simulators/opm/simulators/linalg/bda/FPGAMatrix.cpp

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2020-12-22 05:57:01 -06:00
/*
Copyright 2020 Equinor ASA
This file is part of the Open Porous Media project (OPM).
OPM is free software: you can redistribute it and/or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation, either version 3 of the License, or
(at your option) any later version.
OPM is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
GNU General Public License for more details.
You should have received a copy of the GNU General Public License
along with OPM. If not, see <http://www.gnu.org/licenses/>.
*/
#include <opm/common/OpmLog/OpmLog.hpp>
#include <opm/common/ErrorMacros.hpp>
#include <opm/simulators/linalg/bda/FPGAMatrix.hpp>
#include <opm/simulators/linalg/bda/FPGAUtils.hpp>
namespace Opm
{
namespace Accelerator
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{
/*Sort a row of matrix elements from a CSR-format.*/
void sortRow(int *colIndices, double *data, int left, int right) {
int l = left;
int r = right;
int middle = colIndices[(l + r) >> 1];
do {
while (colIndices[l] < middle)
l++;
while (colIndices[r] > middle)
r--;
if (l <= r) {
int lColIndex = colIndices[l];
colIndices[l] = colIndices[r];
colIndices[r] = lColIndex;
double lDatum = data[l];
data[l] = data[r];
data[r] = lDatum;
l++;
r--;
}
} while (l < r);
if (left < r)
sortRow(colIndices, data, left, r);
if (right > l)
sortRow(colIndices, data, l, right);
}
/*
* Write all data used by the VHDL testbenches to raw data arrays. The arrays are as follows:
* - The "colorSizes" array, which first contains the number of rows, columns, non-zero values
* and colors, and the size, in elements, of the NROffsets array, followed by:
* the number of rows (rounded to the nearest 32), the number of rows (not rounded),
* the number of columns (not rounded) and the number of non-zero values
* (rounded to the nearest 32) for every partition.
* This array is zero padded up to the nearest 64-byte cacheline.
* - The "colIndicesInColor" array, which contains for every partition, from which elements
* in the global X vector the elements of that X vector partition came.
* For example, if a matrix partition only has non-zero values in columns 1, 3 and 6, then
* that X vector partition will only have three elements, and the color_col_indices array
* will contain 1, 3 and 6 for that partition.
* This array is zero padded up to the nearest 64-byte cacheline for every partition.
* - The "nnzValues" array contains all non-zero values of each partition of the matrix.
* This array is zero-padded so that each color has a multiple of 32 elements (to have the
* same number of elements per partition as the column indices array).
* - The "colIndices" array contains all column indices of each partition of the matrix.
* These column indices are the local indices for that partition, so to be used, first a
* local X vector partition needs to be loaded into some local memory (this is done using
* data from the _color_col_indices array), before these column indices can be used as
* addresses to that local memory to read the desired X vector values.
* This array is zero-padded so that data for every partition fills up a number of complete
* cachelines (this means every color has a multiple of 32 elements).
* - "NROffsets" is the name of the array that contains the new row offsets for
* all elements of every partition of the matrix. New row offsets are 8-bit values which
* are 0 if that element is not the first element in a row, or which, if that element is
* the first element of a row) is equal to the amount of empty rows between that new row
* and the row before it plus 1. This array is zero-padded so that data for every partition
* fills up a number of complete cachelines (this means every color has a multiple of 64 elements).
*/
int Matrix::toRDF(int numColors, std::vector<int>& nodesPerColor,
std::vector<std::vector<int> >& colIndicesInColor, int nnzsThisRowLimit,
std::vector<std::vector<double> >& ubNnzValues, short int *ubColIndices, int *nnzValsSizes, unsigned char *NROffsets, int *colorSizes)
{
auto mat = this;
int doneRows = 0;
int totalRowNum = 0; // total number of non-empty rows
int nnzsPerColor = 0; // total number of nnzs in current color, padded to multiple of 32 for each color
int maxNNZsPerColor = 0; // max of nnzsPerColor
int totalValSize = 0; // sum of nnzsPerColor, padded
std::vector<int> nnzRowsPerColor(numColors);
// find number of nnzs per color and number of non-empty rows
for (int c = 0; c < numColors; c++) {
int numRows = 0;
nnzRowsPerColor[c] = 0;
int firstNnzOfColor = mat->rowPointers[doneRows];
int lastNnzOfColor = mat->rowPointers[doneRows + nodesPerColor[c]];
nnzsPerColor = roundUpTo(lastNnzOfColor - firstNnzOfColor, 32); // round up to nearest 16 for short ints of column indices
totalValSize += nnzsPerColor;
maxNNZsPerColor = std::max(nnzsPerColor, maxNNZsPerColor);
int row = doneRows;
for (; row < doneRows + nodesPerColor[c]; row++) {
if ( mat->rowPointers[row] != mat->rowPointers[row + 1]) {
numRows++;
nnzRowsPerColor[c] = nnzRowsPerColor[c] + 1;
}
}
doneRows = row;
totalRowNum += numRows;
}
int conseqZeroRows = 0; // number of consecutive empty rows
int maxConseqZeroRows = 0;
int numEmptyRows = 0; // total number of empty rows
std::vector<int> rowOffsets(totalRowNum);
std::vector<int> nnzRowPointers(totalRowNum + 1, 0); // rowPointers, but only for non empty rows
std::vector<int> colorValPointers(numColors + 1); // points to first nnz of first row of each color
std::vector<int> colorValZeroPointers(numColors); // points to first padded zero for each color
int nonEmptyRowIdx = 0; // read all rows, but only keep non empty rows, this idx keeps track of how many non empty rows where seen
doneRows = 0;
int totalPaddingSize = 0; // number of padded zeros from previous colors
int NROffsetSize = 0; // number of NROffsets entries, padded to multiple of 64 for each color
int maxRows = 0;
int maxNNZsPerRow = 0;
// determine the row offset of each row (amount of zero rows between it and the previous non-zero row)
// this is later converted to rowOffset for each nnz
for (int c = 0; c < numColors; c++) {
conseqZeroRows = 0;
for (int row = doneRows; row < doneRows + nodesPerColor[c]; row++) {
int nnzsThisRow = mat->rowPointers[row + 1] - mat->rowPointers[row];
if (nnzsThisRow == 0) {
conseqZeroRows++;
numEmptyRows++;
} else {
maxNNZsPerRow = std::max(nnzsThisRow, maxNNZsPerRow);
nnzRowPointers[nonEmptyRowIdx + 1] = mat->rowPointers[row + 1];
rowOffsets[nonEmptyRowIdx] = conseqZeroRows;
maxConseqZeroRows = std::max(conseqZeroRows, maxConseqZeroRows);
conseqZeroRows = 0;
nonEmptyRowIdx++;
}
}
// calculate sizes that include zeropadding
colorValZeroPointers[c] = nnzRowPointers[nonEmptyRowIdx] + totalPaddingSize;
colorValPointers[c + 1] = roundUpTo(colorValZeroPointers[c], 32);
totalPaddingSize += colorValPointers[c + 1] - colorValZeroPointers[c];
NROffsetSize += roundUpTo(colorValPointers[c + 1] - colorValPointers[c], 64);
doneRows += nodesPerColor[c];
maxRows = std::max(nodesPerColor[c], maxRows);
}
if (maxNNZsPerRow > nnzsThisRowLimit) {
std::ostringstream errorstring;
errorstring << "ERROR: Current reordering exceeds maximum number of non-zero values per row limit: " << maxNNZsPerRow << " > " << nnzsThisRowLimit;
OPM_THROW(std::logic_error, errorstring.str());
}
// create and fill RDF arrays
colorSizes[3] = colorValPointers[numColors]; // total number of nnzs the FPGA has to process, including zeropadding
colorSizes[5] = NROffsetSize;
for (int c = 0; c < numColors; c++) {
colorSizes[c * 4 + 8] = nnzRowsPerColor[c];
colorSizes[c * 4 + 11] = colorValPointers[c + 1] - colorValPointers[c];
}
int rowIndex = 0; // keep track of where to read/write
int valIndex = 0;
int NRIndex = 0;
int halfwayPoint = colorValPointers[numColors] / 2;
nnzValsSizes[0] = colorValPointers[numColors];
colorSizes[7] = halfwayPoint;
for (int c = 0; c < numColors; c++) {
int nnzsThisRow;
// make sure 32 values are written in batches (pad with zeros if needed)
for (int v = colorValPointers[c]; v < colorValPointers[c + 1]; v += 32) {
for (int vb = 0; vb < 32; vb++) {
// if there are enough values for the whole cacheline
if (v + vb < colorValZeroPointers[c]) {
ubNnzValues[0][v + vb] = mat->nnzValues[valIndex];
ubColIndices[v + vb] = static_cast<short int>(colIndicesInColor[c][mat->colIndices[valIndex]]);
// if this val is the first of a row
if (nnzRowPointers[rowIndex] == valIndex) {
if (rowOffsets[rowIndex] + 1 >= 255) {
std::ostringstream errorstring;
errorstring << "ERROR: row offset size exceeded in row " << rowIndex << " with an offset of " << rowOffsets[rowIndex] + 1;
OPM_THROW(std::logic_error, errorstring.str());
}
NROffsets[NRIndex] = static_cast<unsigned char>(rowOffsets[rowIndex] + 1);
// skip all empty rows
while (rowIndex < mat->N && nnzRowPointers[rowIndex] == valIndex) {
rowIndex++;
nnzsThisRow = 0;
}
nnzsThisRow++;
}
else
{
NROffsets[NRIndex] = (unsigned char) 0;
nnzsThisRow++;
}
valIndex++;
}
else // zeropadding is needed
{
ubNnzValues[0][v + vb] = 0.0;
ubColIndices[v + vb] = static_cast<short int>(colIndicesInColor[c][mat->colIndices[valIndex - 1]]);
NROffsets[NRIndex] = 0;
}
NRIndex++;
}
}
// zeropad the NROffsets file
while (NRIndex % 64 != 0) {
NROffsets[NRIndex] = 0;
NRIndex++;
}
}
return 0;
}
} // namespace Accelerator
} // namespace Opm