528 lines
14 KiB
Plaintext
528 lines
14 KiB
Plaintext
#define SAMPLE_STRIDE programCount
|
|
|
|
static inline
|
|
int iDivUp(int a, int b)
|
|
{
|
|
int div = a/b;
|
|
return ((a % b) == 0) ? div : (div + 1);
|
|
}
|
|
|
|
static inline
|
|
uniform int iDivUp(uniform int a, uniform int b)
|
|
{
|
|
uniform int div = a/b;
|
|
return ((a % b) == 0) ? div : (div + 1);
|
|
}
|
|
|
|
static inline
|
|
int getSampleCount(int dividend)
|
|
{
|
|
return iDivUp(dividend, SAMPLE_STRIDE);
|
|
}
|
|
|
|
static inline
|
|
uniform int getSampleCount(uniform int dividend)
|
|
{
|
|
return iDivUp(dividend, SAMPLE_STRIDE);
|
|
}
|
|
|
|
#define W (/*sizeof(int)=*/4 * 8)
|
|
static inline
|
|
int nextPowerOfTwo(int x)
|
|
{
|
|
/*
|
|
--x;
|
|
x |= x >> 1;
|
|
x |= x >> 2;
|
|
x |= x >> 4;
|
|
x |= x >> 8;
|
|
x |= x >> 16;
|
|
return ++x;
|
|
*/
|
|
return 1U << (W - count_leading_zeros(x - 1));
|
|
}
|
|
|
|
static inline
|
|
int binarySearchInclusive(
|
|
const int val,
|
|
int *data,
|
|
const int L,
|
|
int stride)
|
|
{
|
|
if (L == 0)
|
|
return 0;
|
|
|
|
int pos = 0;
|
|
|
|
for (; stride > 0; stride >>= 1)
|
|
{
|
|
int newPos = min(pos + stride, L);
|
|
|
|
if (data[newPos - 1] <= val)
|
|
pos = newPos;
|
|
}
|
|
|
|
return pos;
|
|
}
|
|
|
|
static inline
|
|
int binarySearchExclusive(
|
|
const int val,
|
|
int *data,
|
|
const int L,
|
|
int stride)
|
|
{
|
|
if (L == 0)
|
|
return 0;
|
|
|
|
int pos = 0;
|
|
|
|
for (; stride > 0; stride >>= 1)
|
|
{
|
|
int newPos = min(pos + stride, L);
|
|
|
|
if (data[newPos - 1] < val)
|
|
pos = newPos;
|
|
}
|
|
|
|
return pos;
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Bottom-level merge sort (binary search-based)
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
task
|
|
void mergeSortGangKernel(
|
|
uniform int dstKey[],
|
|
uniform int dstVal[],
|
|
uniform int srcKey[],
|
|
uniform int srcVal[])
|
|
{
|
|
uniform int s_key[2*programCount];
|
|
uniform int s_val[2*programCount];
|
|
|
|
const uniform int base = taskIndex * (programCount*2);
|
|
s_key[programIndex + 0] = srcKey[base + programIndex + 0];
|
|
s_val[programIndex + 0] = srcVal[base + programIndex + 0];
|
|
s_key[programIndex + programCount] = srcKey[base + programIndex + programCount];
|
|
s_val[programIndex + programCount] = srcVal[base + programIndex + programCount];
|
|
|
|
for (uniform int stride = 1; stride < programCount; stride <<= 1)
|
|
{
|
|
const int lPos = programIndex & (stride - 1);
|
|
int *baseKey = s_key + 2 * (programIndex - lPos);
|
|
int *baseVal = s_val + 2 * (programIndex - lPos);
|
|
|
|
int keyA = baseKey[lPos + 0];
|
|
int valA = baseVal[lPos + 0];
|
|
int keyB = baseKey[lPos + stride];
|
|
int valB = baseVal[lPos + stride];
|
|
int posA = binarySearchExclusive(keyA, baseKey + stride, stride, stride) + lPos;
|
|
int posB = binarySearchInclusive(keyB, baseKey + 0, stride, stride) + lPos;
|
|
|
|
baseKey[posA] = keyA;
|
|
baseVal[posA] = valA;
|
|
baseKey[posB] = keyB;
|
|
baseVal[posB] = valB;
|
|
}
|
|
|
|
dstKey[base + programIndex + 0] = s_key[programIndex + 0];
|
|
dstVal[base + programIndex + 0] = s_val[programIndex + 0];
|
|
dstKey[base + programIndex + programCount] = s_key[programIndex + programCount];
|
|
dstVal[base + programIndex + programCount] = s_val[programIndex + programCount];
|
|
}
|
|
|
|
static inline
|
|
void mergeSortGang(
|
|
uniform int dstKey[],
|
|
uniform int dstVal[],
|
|
uniform int srcKey[],
|
|
uniform int srcVal[],
|
|
uniform int batchSize)
|
|
{
|
|
launch [batchSize] mergeSortGangKernel(dstKey, dstVal, srcKey, srcVal);
|
|
sync;
|
|
}
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Merge step 1: generate sample ranks
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
task
|
|
void generateSampleRanksKernel(
|
|
uniform int in_ranksA[],
|
|
uniform int in_ranksB[],
|
|
uniform int in_srcKey[],
|
|
uniform int stride,
|
|
uniform int N,
|
|
uniform int totalProgramCount)
|
|
{
|
|
const int pos = taskIndex * programCount + programIndex;
|
|
|
|
if (pos >= totalProgramCount)
|
|
return;
|
|
|
|
const int i = pos & ((stride / SAMPLE_STRIDE) - 1);
|
|
const int segmentBase = (pos - i) * (2 * SAMPLE_STRIDE);
|
|
|
|
int * srcKey = in_srcKey + segmentBase;
|
|
int * ranksA = in_ranksA + segmentBase / SAMPLE_STRIDE;
|
|
int * ranksB = in_ranksB + segmentBase / SAMPLE_STRIDE;
|
|
|
|
const int segmentElementsA = stride;
|
|
const int segmentElementsB = min(stride, N - segmentBase - stride);
|
|
const int segmentSamplesA = getSampleCount(segmentElementsA);
|
|
const int segmentSamplesB = getSampleCount(segmentElementsB);
|
|
|
|
if (i < segmentSamplesA)
|
|
{
|
|
ranksA[i] = i * SAMPLE_STRIDE;
|
|
ranksB[i] = binarySearchExclusive(
|
|
srcKey[i * SAMPLE_STRIDE], srcKey + stride,
|
|
segmentElementsB, nextPowerOfTwo(segmentElementsB));
|
|
}
|
|
|
|
if (i < segmentSamplesB)
|
|
{
|
|
ranksB[(stride / SAMPLE_STRIDE) + i] = i * SAMPLE_STRIDE;
|
|
ranksA[(stride / SAMPLE_STRIDE) + i] = binarySearchInclusive(
|
|
srcKey[stride + i * SAMPLE_STRIDE], srcKey + 0,
|
|
segmentElementsA, nextPowerOfTwo(segmentElementsA));
|
|
}
|
|
}
|
|
|
|
static inline
|
|
void generateSampleRanks(
|
|
uniform int ranksA[],
|
|
uniform int ranksB[],
|
|
uniform int srcKey[],
|
|
uniform int stride,
|
|
uniform int N)
|
|
{
|
|
uniform int lastSegmentElements = N % (2 * stride);
|
|
uniform int threadCount = (lastSegmentElements > stride) ? (N + 2 * stride - lastSegmentElements) / (2 * SAMPLE_STRIDE) : (N - lastSegmentElements) / (2 * SAMPLE_STRIDE);
|
|
uniform int nTasks = (threadCount + programCount - 1) / programCount;
|
|
|
|
launch [nTasks] generateSampleRanksKernel(ranksA, ranksB, srcKey, stride, N, threadCount);
|
|
sync;
|
|
}
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
// Merge step 2: generate sample ranks and indices
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
task
|
|
void mergeRanksAndIndicesKernel(
|
|
uniform int in_Limits[],
|
|
uniform int in_Ranks[],
|
|
uniform int stride,
|
|
uniform int N,
|
|
uniform int totalProgramCount)
|
|
{
|
|
int pos = taskIndex * programCount + programIndex;
|
|
|
|
if (pos >= totalProgramCount)
|
|
return;
|
|
|
|
const int i = pos & ((stride / SAMPLE_STRIDE) - 1);
|
|
const int segmentBase = (pos - i) * (2 * SAMPLE_STRIDE);
|
|
int * ranks = in_Ranks + (pos - i) * 2;
|
|
int * limits = in_Limits + (pos - i) * 2;
|
|
|
|
const int segmentElementsA = stride;
|
|
const int segmentElementsB = min(stride, N - segmentBase - stride);
|
|
const int segmentSamplesA = getSampleCount(segmentElementsA);
|
|
const int segmentSamplesB = getSampleCount(segmentElementsB);
|
|
|
|
if (i < segmentSamplesA)
|
|
{
|
|
int dstPos = binarySearchExclusive(ranks[i], ranks + segmentSamplesA, segmentSamplesB, nextPowerOfTwo(segmentSamplesB)) + i;
|
|
limits[dstPos] = ranks[i];
|
|
}
|
|
|
|
if (i < segmentSamplesB)
|
|
{
|
|
int dstPos = binarySearchInclusive(ranks[segmentSamplesA + i], ranks, segmentSamplesA, nextPowerOfTwo(segmentSamplesA)) + i;
|
|
limits[dstPos] = ranks[segmentSamplesA + i];
|
|
}
|
|
}
|
|
static inline
|
|
void mergeRanksAndIndices(
|
|
uniform int limitsA[],
|
|
uniform int limitsB[],
|
|
uniform int ranksA[],
|
|
uniform int ranksB[],
|
|
uniform int stride,
|
|
uniform int N)
|
|
{
|
|
const uniform int lastSegmentElements = N % (2 * stride);
|
|
const uniform int threadCount = (lastSegmentElements > stride) ? (N + 2 * stride - lastSegmentElements) / (2 * SAMPLE_STRIDE) : (N - lastSegmentElements) / (2 * SAMPLE_STRIDE);
|
|
const uniform int nTasks = (threadCount + programCount -1 ) / programCount;
|
|
|
|
launch [nTasks] mergeRanksAndIndicesKernel(
|
|
limitsA,
|
|
ranksA,
|
|
stride,
|
|
N,
|
|
threadCount);
|
|
sync;
|
|
|
|
launch [nTasks] mergeRanksAndIndicesKernel(
|
|
limitsB,
|
|
ranksB,
|
|
stride,
|
|
N,
|
|
threadCount);
|
|
sync;
|
|
}
|
|
|
|
static inline
|
|
void merge(
|
|
uniform int dstKey[],
|
|
uniform int dstVal[],
|
|
uniform int srcAKey[],
|
|
uniform int srcAVal[],
|
|
uniform int srcBKey[],
|
|
uniform int srcBVal[],
|
|
uniform int lenA,
|
|
uniform int nPowTwoLenA,
|
|
uniform int lenB,
|
|
uniform int nPowTwoLenB)
|
|
{
|
|
int keyA, valA, keyB, valB, dstPosA, dstPosB;
|
|
|
|
if (programIndex < lenA)
|
|
{
|
|
keyA = srcAKey[programIndex];
|
|
valA = srcAVal[programIndex];
|
|
dstPosA = binarySearchExclusive(keyA, srcBKey, lenB, nPowTwoLenB) + programIndex;
|
|
}
|
|
|
|
if (programIndex < lenB)
|
|
{
|
|
keyB = srcBKey[programIndex];
|
|
valB = srcBVal[programIndex];
|
|
dstPosB = binarySearchInclusive(keyB, srcAKey, lenA, nPowTwoLenA) + programIndex;
|
|
}
|
|
|
|
if (programIndex < lenA)
|
|
{
|
|
dstKey[dstPosA] = keyA;
|
|
dstVal[dstPosA] = valA;
|
|
}
|
|
|
|
if (programIndex < lenB)
|
|
{
|
|
dstKey[dstPosB] = keyB;
|
|
dstVal[dstPosB] = valB;
|
|
}
|
|
}
|
|
|
|
task
|
|
void mergeElementaryIntervalsKernel(
|
|
uniform int dstKey[],
|
|
uniform int dstVal[],
|
|
uniform int srcKey[],
|
|
uniform int srcVal[],
|
|
uniform int limitsA[],
|
|
uniform int limitsB[],
|
|
uniform int stride,
|
|
uniform int N
|
|
)
|
|
{
|
|
uniform int s_key[2 * SAMPLE_STRIDE];
|
|
uniform int s_val[2 * SAMPLE_STRIDE];
|
|
|
|
const int uniform intervalI = taskIndex & ((2 * stride) / SAMPLE_STRIDE - 1);
|
|
const int uniform segmentBase = (taskIndex - intervalI) * SAMPLE_STRIDE;
|
|
srcKey += segmentBase;
|
|
srcVal += segmentBase;
|
|
dstKey += segmentBase;
|
|
dstVal += segmentBase;
|
|
|
|
//Set up threadblock-wide parameters
|
|
uniform int startSrcA, startSrcB, lenSrcA, lenSrcB, startDstA, startDstB;
|
|
|
|
{
|
|
uniform int segmentElementsA = stride;
|
|
uniform int segmentElementsB = min(stride, N - segmentBase - stride);
|
|
uniform int segmentSamplesA = getSampleCount(segmentElementsA);
|
|
uniform int segmentSamplesB = getSampleCount(segmentElementsB);
|
|
uniform int segmentSamples = segmentSamplesA + segmentSamplesB;
|
|
|
|
startSrcA = limitsA[taskIndex];
|
|
startSrcB = limitsB[taskIndex];
|
|
uniform int endSrcA = (intervalI + 1 < segmentSamples) ? limitsA[taskIndex+ 1] : segmentElementsA;
|
|
uniform int endSrcB = (intervalI + 1 < segmentSamples) ? limitsB[taskIndex + 1] : segmentElementsB;
|
|
lenSrcA = endSrcA - startSrcA;
|
|
lenSrcB = endSrcB - startSrcB;
|
|
startDstA = startSrcA + startSrcB;
|
|
startDstB = startDstA + lenSrcA;
|
|
}
|
|
|
|
//Load main input data
|
|
|
|
if (programIndex < lenSrcA)
|
|
{
|
|
s_key[programIndex + 0] = srcKey[0 + startSrcA + programIndex];
|
|
s_val[programIndex + 0] = srcVal[0 + startSrcA + programIndex];
|
|
}
|
|
|
|
if (programIndex < lenSrcB)
|
|
{
|
|
s_key[programIndex + SAMPLE_STRIDE] = srcKey[stride + startSrcB + programIndex];
|
|
s_val[programIndex + SAMPLE_STRIDE] = srcVal[stride + startSrcB + programIndex];
|
|
}
|
|
|
|
//Merge data in shared memory
|
|
merge(
|
|
s_key,
|
|
s_val,
|
|
s_key + 0,
|
|
s_val + 0,
|
|
s_key + SAMPLE_STRIDE,
|
|
s_val + SAMPLE_STRIDE,
|
|
lenSrcA, SAMPLE_STRIDE,
|
|
lenSrcB, SAMPLE_STRIDE
|
|
);
|
|
|
|
//Store merged data
|
|
|
|
if (programIndex < lenSrcA)
|
|
{
|
|
dstKey[startDstA + programIndex] = s_key[programIndex];
|
|
dstVal[startDstA + programIndex] = s_val[programIndex];
|
|
}
|
|
|
|
if (programIndex < lenSrcB)
|
|
{
|
|
dstKey[startDstB + programIndex] = s_key[lenSrcA + programIndex];
|
|
dstVal[startDstB + programIndex] = s_val[lenSrcA + programIndex];
|
|
}
|
|
}
|
|
static inline
|
|
void mergeElementaryIntervals(
|
|
uniform int dstKey[],
|
|
uniform int dstVal[],
|
|
uniform int srcKey[],
|
|
uniform int srcVal[],
|
|
uniform int limitsA[],
|
|
uniform int limitsB[],
|
|
uniform int stride,
|
|
uniform int N)
|
|
{
|
|
const uniform int lastSegmentElements = N % (2 * stride);
|
|
const uniform int mergePairs = (lastSegmentElements > stride) ? getSampleCount(N) : (N - lastSegmentElements) / SAMPLE_STRIDE;
|
|
|
|
|
|
launch [mergePairs] mergeElementaryIntervalsKernel(
|
|
dstKey,
|
|
dstVal,
|
|
srcKey,
|
|
srcVal,
|
|
limitsA,
|
|
limitsB,
|
|
stride,
|
|
N);
|
|
sync;
|
|
}
|
|
|
|
static uniform int * uniform memPool = NULL;
|
|
static uniform int * uniform ranksA;
|
|
static uniform int * uniform ranksB;
|
|
static uniform int * uniform limitsA;
|
|
static uniform int * uniform limitsB;
|
|
static uniform int MAX_SAMPLE_COUNT = 0;
|
|
|
|
export
|
|
void openMergeSort()
|
|
{
|
|
MAX_SAMPLE_COUNT = 32 * 131072 / programCount;
|
|
assert(memPool == NULL);
|
|
const uniform int nalloc = MAX_SAMPLE_COUNT * 4;
|
|
memPool = uniform new uniform int[nalloc];
|
|
ranksA = memPool;
|
|
ranksB = ranksA + MAX_SAMPLE_COUNT;
|
|
limitsA = ranksB + MAX_SAMPLE_COUNT;
|
|
limitsB = limitsA + MAX_SAMPLE_COUNT;
|
|
}
|
|
|
|
export
|
|
void closeMergeSort()
|
|
{
|
|
assert(memPool != NULL);
|
|
delete memPool;
|
|
memPool = NULL;
|
|
}
|
|
|
|
export
|
|
void copyKernel(uniform int dst[], uniform int src[], uniform int size)
|
|
{
|
|
foreach (i = 0 ... size)
|
|
dst[i] = src[i];
|
|
}
|
|
|
|
export
|
|
void mergeSort(
|
|
uniform int dstKey[],
|
|
uniform int dstVal[],
|
|
uniform int bufKey[],
|
|
uniform int bufVal[],
|
|
uniform int srcKey[],
|
|
uniform int srcVal[],
|
|
uniform int N)
|
|
{
|
|
uniform int stageCount = 0;
|
|
for (uniform int stride = 2*programCount; stride < N; stride <<= 1, stageCount++);
|
|
|
|
uniform int * uniform iKey, * uniform oKey;
|
|
uniform int * uniform iVal, * uniform oVal;
|
|
|
|
if (stageCount & 1)
|
|
{
|
|
iKey = bufKey;
|
|
iVal = bufVal;
|
|
oKey = dstKey;
|
|
oVal = dstVal;
|
|
}
|
|
else
|
|
{
|
|
iKey = dstKey;
|
|
iVal = dstVal;
|
|
oKey = bufKey;
|
|
oVal = bufVal;
|
|
}
|
|
|
|
assert(N <= SAMPLE_STRIDE * MAX_SAMPLE_COUNT);
|
|
assert(N % (programCount*2) == 0);
|
|
mergeSortGang(iKey, iVal, srcKey, srcVal, N/(2*programCount));
|
|
|
|
for (uniform int stride = 2*programCount; stride < N; stride <<= 1)
|
|
{
|
|
uniform int lastSegmentElements = N % (2 * stride);
|
|
|
|
//Find sample ranks and prepare for limiters merge
|
|
generateSampleRanks(ranksA, ranksB, iKey, stride, N);
|
|
|
|
//Merge ranks and indices
|
|
mergeRanksAndIndices(limitsA, limitsB, ranksA, ranksB, stride, N);
|
|
|
|
//Merge elementary intervals
|
|
mergeElementaryIntervals(oKey, oVal, iKey, iVal, limitsA, limitsB, stride, N);
|
|
|
|
if (lastSegmentElements <= stride)
|
|
{
|
|
assert(0);
|
|
//Last merge segment consists of a single array which just needs to be passed through
|
|
copyKernel(oKey + (N - lastSegmentElements), iKey + (N - lastSegmentElements), lastSegmentElements);
|
|
copyKernel(oVal + (N - lastSegmentElements), iVal + (N - lastSegmentElements), lastSegmentElements);
|
|
}
|
|
|
|
uniform int * uniform tmpKey = iKey;
|
|
iKey = oKey;
|
|
oKey = tmpKey;
|
|
|
|
uniform int * uniform tmpVal = iVal;
|
|
iVal = oVal;
|
|
oVal = tmpVal;
|
|
}
|
|
|
|
}
|