added radixSort
This commit is contained in:
9
examples/portable/radixSort/Makefile_cpu
Normal file
9
examples/portable/radixSort/Makefile_cpu
Normal file
@@ -0,0 +1,9 @@
|
||||
|
||||
EXAMPLE=radixSort
|
||||
CPP_SRC=radixSort.cpp
|
||||
ISPC_SRC=radixSort.ispc
|
||||
ISPC_IA_TARGETS=avx1-i32x8
|
||||
ISPC_ARM_TARGETS=neon
|
||||
#ISPC_FLAGS=-DDEBUG -g
|
||||
|
||||
include ../common_cpu.mk
|
||||
15
examples/portable/radixSort/Makefile_ptx
Normal file
15
examples/portable/radixSort/Makefile_ptx
Normal file
@@ -0,0 +1,15 @@
|
||||
PROG=radixSort
|
||||
ISPC_SRC=radixSort.ispc
|
||||
|
||||
CU_SRC=radixSort.cu
|
||||
# NVCC_FLAGS=-Xptxas=-O1
|
||||
CXX_SRC=radixSort.cpp radixSort.cpp
|
||||
PTXCC_REGMAX=64
|
||||
|
||||
LLVM_GPU=1
|
||||
NVVM_GPU=1
|
||||
|
||||
include ../common_ptx.mk
|
||||
|
||||
|
||||
|
||||
119
examples/portable/radixSort/radixSort.cpp
Normal file
119
examples/portable/radixSort/radixSort.cpp
Normal file
@@ -0,0 +1,119 @@
|
||||
#include <cstdio>
|
||||
#include <cstdlib>
|
||||
#include <algorithm>
|
||||
#include <iostream>
|
||||
#include <cassert>
|
||||
#include <iomanip>
|
||||
#include "timing.h"
|
||||
#include "ispc_malloc.h"
|
||||
#include "radixSort_ispc.h"
|
||||
|
||||
/* progress bar by Ross Hemsley;
|
||||
* http://www.rosshemsley.co.uk/2011/02/creating-a-progress-bar-in-c-or-any-other-console-app/ */
|
||||
static inline void progressbar (unsigned int x, unsigned int n, unsigned int w = 50)
|
||||
{
|
||||
if (n < 100)
|
||||
{
|
||||
x *= 100/n;
|
||||
n = 100;
|
||||
}
|
||||
|
||||
if ((x != n) && (x % (n/100) != 0)) return;
|
||||
|
||||
using namespace std;
|
||||
float ratio = x/(float)n;
|
||||
int c = ratio * w;
|
||||
|
||||
cout << setw(3) << (int)(ratio*100) << "% [";
|
||||
for (int x=0; x<c; x++) cout << "=";
|
||||
for (int x=c; x<w; x++) cout << " ";
|
||||
cout << "]\r" << flush;
|
||||
}
|
||||
|
||||
struct Key
|
||||
{
|
||||
int32_t key,val;
|
||||
};
|
||||
|
||||
int main (int argc, char *argv[])
|
||||
{
|
||||
int i, j, n = argc == 1 ? 1000000 : atoi(argv[1]), m = n < 100 ? 1 : 50, l = n < 100 ? n : RAND_MAX;
|
||||
double tISPC1 = 0.0, tISPC2 = 0.0, tSerial = 0.0;
|
||||
Key *keys = new Key [n];
|
||||
Key *keys_orig = new Key [n];
|
||||
unsigned int *keys_gold = new unsigned int [n];
|
||||
|
||||
srand48(rtc()*65536);
|
||||
|
||||
int sortBits = 32;
|
||||
assert(sortBits <= 32);
|
||||
|
||||
#pragma omp parallel for
|
||||
for (int i = 0; i < n; i++)
|
||||
{
|
||||
keys[i].key = ((int)(drand48() * (1<<30))) & ((1ULL << sortBits) - 1);
|
||||
keys[i].val = i;
|
||||
}
|
||||
|
||||
std::random_shuffle(keys, keys + n);
|
||||
|
||||
#pragma omp parallel for
|
||||
for (int i = 0; i < n; i++)
|
||||
{
|
||||
keys_gold[i] = keys[i].key;
|
||||
keys_orig[i] = keys[i];
|
||||
}
|
||||
|
||||
ispcSetMallocHeapLimit(1024*1024*1024);
|
||||
|
||||
ispc::radixSort_alloc(n);
|
||||
|
||||
tISPC2 = 1e30;
|
||||
for (i = 0; i < m; i ++)
|
||||
{
|
||||
ispcMemcpy(keys, keys_orig, n*sizeof(Key));
|
||||
reset_and_start_timer();
|
||||
ispc::radixSort(n, (int64_t*)keys, sortBits);
|
||||
tISPC2 = std::min(tISPC2, get_elapsed_msec());
|
||||
if (argc != 3)
|
||||
progressbar (i, m);
|
||||
}
|
||||
|
||||
ispc::radixSort_free();
|
||||
|
||||
printf("[sort ispc + tasks]:\t[%.3f] msec [%.3f Mpair/s]\n", tISPC2, 1.0e-3*n/tISPC2);
|
||||
|
||||
std::sort(keys_gold, keys_gold + n);
|
||||
for (int i = 0; i < n; i++)
|
||||
assert(keys[i].key == keys_gold[i]);
|
||||
|
||||
|
||||
#if 0
|
||||
for (i = 0; i < m; i ++)
|
||||
{
|
||||
ispcMemcpy(code, code_orig, n*sizeof(unsigned int));
|
||||
|
||||
reset_and_start_timer();
|
||||
|
||||
sort_serial (n, code, order);
|
||||
|
||||
tSerial += get_elapsed_msec();
|
||||
|
||||
if (argc != 3)
|
||||
progressbar (i, m);
|
||||
}
|
||||
|
||||
printf("[sort serial]:\t\t[%.3f] msec [%.3f Mpair/s]\n", tSerial, 1.0e-3*n*m/tSerial);
|
||||
|
||||
#ifndef _CUDA_
|
||||
printf("\t\t\t\t(%.2fx speedup from ISPC, %.2fx speedup from ISPC + tasks)\n", tSerial/tISPC1, tSerial/tISPC2);
|
||||
#else
|
||||
printf("\t\t\t\t(%.2fx speedup from ISPC + tasks)\n", tSerial/tISPC2);
|
||||
#endif
|
||||
#endif
|
||||
|
||||
delete keys;
|
||||
delete keys_orig;
|
||||
delete keys_gold;
|
||||
return 0;
|
||||
}
|
||||
365
examples/portable/radixSort/radixSort.cu
Normal file
365
examples/portable/radixSort/radixSort.cu
Normal file
@@ -0,0 +1,365 @@
|
||||
#include "cuda_helpers.cuh"
|
||||
#include <cassert>
|
||||
|
||||
#define NUMBITS 8
|
||||
#define NUMDIGITS (1<<NUMBITS)
|
||||
|
||||
typedef long long Key;
|
||||
|
||||
__forceinline__ __device__ int atomic_add_global(int* ptr, int value)
|
||||
{
|
||||
return atomicAdd(ptr, value);
|
||||
}
|
||||
|
||||
static __device__ __forceinline__ int shfl_scan_add_step(int partial, int up_offset)
|
||||
{
|
||||
int result;
|
||||
asm(
|
||||
"{.reg .u32 r0;"
|
||||
".reg .pred p;"
|
||||
"shfl.up.b32 r0|p, %1, %2, 0;"
|
||||
"@p add.u32 r0, r0, %3;"
|
||||
"mov.u32 %0, r0;}"
|
||||
: "=r"(result) : "r"(partial), "r"(up_offset), "r"(partial));
|
||||
return result;
|
||||
}
|
||||
|
||||
__forceinline__ __device__ int exclusive_scan_add(int value)
|
||||
{
|
||||
int mysum = value;
|
||||
#pragma unroll
|
||||
for(int i = 0; i < 5; ++i)
|
||||
mysum = shfl_scan_add_step(mysum, 1 << i);
|
||||
return mysum - value;
|
||||
}
|
||||
|
||||
__global__
|
||||
void countPass(
|
||||
const Key keysAll[],
|
||||
Key sortedAll[],
|
||||
const int bit,
|
||||
const int numElements,
|
||||
int countsAll[],
|
||||
int countsGlobal[])
|
||||
{
|
||||
const int blkIdx = taskIndex;
|
||||
const int numBlocks = taskCount;
|
||||
const int blkDim = (numElements + numBlocks - 1) / numBlocks;
|
||||
|
||||
const int mask = (1 << NUMBITS) - 1;
|
||||
|
||||
const Key * keys = keysAll + blkIdx*blkDim;
|
||||
Key * sorted = sortedAll + blkIdx*blkDim;
|
||||
int * counts = countsAll + blkIdx*NUMDIGITS;
|
||||
const int nloc = min(numElements - blkIdx*blkDim, blkDim);
|
||||
|
||||
#pragma unroll 8
|
||||
for (int digit = programIndex; digit < NUMDIGITS; digit += programCount)
|
||||
counts[digit] = 0;
|
||||
|
||||
for (int i = programIndex; i < nloc; i += programCount)
|
||||
if (i < nloc)
|
||||
{
|
||||
sorted[i] = keys[i];
|
||||
const int key = mask & ((unsigned int)keys[i] >> bit);
|
||||
atomic_add_global(&counts[key], 1);
|
||||
}
|
||||
|
||||
#pragma unroll 8
|
||||
for (int digit = programIndex; digit < NUMDIGITS; digit += programCount)
|
||||
atomic_add_global(&countsGlobal[digit], counts[digit]);
|
||||
}
|
||||
|
||||
__global__
|
||||
void sortPass(
|
||||
Key keysAll[],
|
||||
Key sorted[],
|
||||
int bit,
|
||||
int numElements,
|
||||
int digitOffsetsAll[])
|
||||
{
|
||||
const int blkIdx = taskIndex;
|
||||
const int numBlocks = taskCount;
|
||||
|
||||
const int blkDim = (numElements + numBlocks - 1) / numBlocks;
|
||||
|
||||
|
||||
const int keyIndex = blkIdx * blkDim;
|
||||
Key * keys = keysAll + keyIndex;
|
||||
|
||||
|
||||
const int nloc = min(numElements - keyIndex, blkDim);
|
||||
|
||||
const int mask = (1 << NUMBITS) - 1;
|
||||
|
||||
/* copy digit offset from Gmem to Lmem */
|
||||
#if 1
|
||||
__shared__ int digitOffsets_sh[NUMDIGITS*4];
|
||||
volatile int *digitOffsets = digitOffsets_sh + warpIdx*NUMDIGITS;
|
||||
for (int digit = programIndex; digit < NUMDIGITS; digit += programCount)
|
||||
digitOffsets[digit] = digitOffsetsAll[blkIdx*NUMDIGITS + digit];
|
||||
#else
|
||||
int *digitOffsets = &digitOffsetsAll[blkIdx*NUMDIGITS];
|
||||
#endif
|
||||
|
||||
|
||||
for (int i = programIndex; i < nloc; i += programCount)
|
||||
if (i < nloc)
|
||||
{
|
||||
const int key = mask & ((unsigned int)keys[i] >> bit);
|
||||
int scatter;
|
||||
/* not a vector friendly loop */
|
||||
#pragma unroll 1 /* needed, otherwise compiler unroll and optimizes the result :S */
|
||||
for (int iv = 0; iv < programCount; iv++)
|
||||
if (programIndex == iv)
|
||||
scatter = digitOffsets[key]++;
|
||||
sorted [scatter] = keys[i];
|
||||
}
|
||||
}
|
||||
|
||||
__global__
|
||||
void partialScanLocal(
|
||||
int numBlocks,
|
||||
int excScanAll[],
|
||||
int countsAll[],
|
||||
int partialSumAll[])
|
||||
{
|
||||
const int blkIdx = taskIndex;
|
||||
|
||||
const int blkDim = (numBlocks+taskCount-1)/taskCount;
|
||||
const int bbeg = blkIdx * blkDim;
|
||||
const int bend = min(bbeg + blkDim, numBlocks);
|
||||
|
||||
int (* countsBlock)[NUMDIGITS] = ( int (*)[NUMDIGITS])countsAll;
|
||||
int (* excScanBlock)[NUMDIGITS] = ( int (*)[NUMDIGITS])excScanAll;
|
||||
int (* partialSum)[NUMDIGITS] = ( int (*)[NUMDIGITS])partialSumAll;
|
||||
|
||||
#pragma unroll 8
|
||||
for (int digit = programIndex; digit < NUMDIGITS; digit += programCount)
|
||||
{
|
||||
int prev = bbeg == 0 ? excScanBlock[0][digit] : 0;
|
||||
for ( int block = bbeg; block < bend; block++)
|
||||
{
|
||||
const int y = countsBlock[block][digit];
|
||||
excScanBlock[block][digit] = prev;
|
||||
prev += y;
|
||||
}
|
||||
partialSum[blkIdx][digit] = excScanBlock[bend-1][digit] + countsBlock[bend-1][digit];
|
||||
}
|
||||
}
|
||||
|
||||
__global__
|
||||
void partialScanGlobal(
|
||||
const int numBlocks,
|
||||
int partialSumAll[],
|
||||
int prefixSumAll[])
|
||||
{
|
||||
int (* partialSum)[NUMDIGITS] = ( int (*)[NUMDIGITS])partialSumAll;
|
||||
int (* prefixSum)[NUMDIGITS] = ( int (*)[NUMDIGITS]) prefixSumAll;
|
||||
const int digit = taskIndex;
|
||||
int carry = 0;
|
||||
for (int block = programIndex; block < numBlocks; block += programCount)
|
||||
{
|
||||
const int value = partialSum[block][digit];
|
||||
const int scan = exclusive_scan_add(value);
|
||||
if (block < numBlocks)
|
||||
prefixSum[block][digit] = scan + carry;
|
||||
carry += __shfl(scan+value, programCount-1);
|
||||
}
|
||||
}
|
||||
|
||||
__global__
|
||||
void completeScanGlobal(
|
||||
int numBlocks,
|
||||
int excScanAll[],
|
||||
int carryValueAll[])
|
||||
{
|
||||
const int blkIdx = taskIndex;
|
||||
const int blkDim = (numBlocks+taskCount-1)/taskCount;
|
||||
const int bbeg = blkIdx * blkDim;
|
||||
const int bend = min(bbeg + blkDim, numBlocks);
|
||||
|
||||
int (* excScanBlock)[NUMDIGITS] = ( int (*)[NUMDIGITS])excScanAll;
|
||||
int (* carryValue)[NUMDIGITS] = ( int (*)[NUMDIGITS])carryValueAll;
|
||||
|
||||
#pragma unroll 8
|
||||
for (int digit = programIndex; digit < NUMDIGITS; digit += programCount)
|
||||
{
|
||||
const int carry = carryValue[blkIdx][digit];
|
||||
for ( int block = bbeg; block < bend; block++)
|
||||
excScanBlock[block][digit] += carry;
|
||||
}
|
||||
}
|
||||
|
||||
__device__ static
|
||||
inline void radixExclusiveScan(
|
||||
const int numBlocks,
|
||||
int excScanPtr[],
|
||||
int countsPtr[],
|
||||
int partialSum[],
|
||||
int prefixSum[])
|
||||
{
|
||||
const int scale = 8;
|
||||
launch (numBlocks/scale, 1,1, partialScanLocal)(numBlocks, excScanPtr, countsPtr, partialSum);
|
||||
sync;
|
||||
|
||||
launch (NUMDIGITS,1,1,partialScanGlobal) (numBlocks/scale, partialSum, prefixSum);
|
||||
sync;
|
||||
|
||||
launch (numBlocks/scale,1,1, completeScanGlobal) (numBlocks, excScanPtr, prefixSum);
|
||||
sync;
|
||||
}
|
||||
|
||||
__device__ static int * memoryPool = NULL;
|
||||
__device__ static int numBlocks;
|
||||
__device__ static int nSharedCounts;
|
||||
__device__ static int nCountsGlobal;
|
||||
__device__ static int nExcScan;
|
||||
__device__ static int nCountsBlock;
|
||||
__device__ static int nPartialSum;
|
||||
__device__ static int nPrefixSum;
|
||||
|
||||
__device__ static int * sharedCounts;
|
||||
__device__ static int * countsGlobal;
|
||||
__device__ static int * excScan;
|
||||
__device__ static int * counts;
|
||||
__device__ static int * partialSum;
|
||||
__device__ static int * prefixSum;
|
||||
|
||||
__device__ static int numElementsBuf = 0;
|
||||
__device__ static Key * bufKeys;
|
||||
|
||||
__global__
|
||||
void radixSort_alloc___export(const int n)
|
||||
{
|
||||
assert(memoryPool == NULL);
|
||||
numBlocks = 13*32*4;
|
||||
nSharedCounts = NUMDIGITS*numBlocks;
|
||||
nCountsGlobal = NUMDIGITS;
|
||||
nExcScan = NUMDIGITS*numBlocks;
|
||||
nCountsBlock = NUMDIGITS*numBlocks;
|
||||
nPartialSum = NUMDIGITS*numBlocks;
|
||||
nPrefixSum = NUMDIGITS*numBlocks;
|
||||
|
||||
|
||||
const int nalloc =
|
||||
nSharedCounts +
|
||||
nCountsGlobal +
|
||||
nExcScan +
|
||||
nCountsBlock +
|
||||
nPartialSum +
|
||||
nPrefixSum;
|
||||
|
||||
if (programIndex == 0)
|
||||
memoryPool = new int[nalloc];
|
||||
|
||||
sharedCounts = memoryPool;
|
||||
countsGlobal = sharedCounts + nSharedCounts;
|
||||
excScan = countsGlobal + nCountsGlobal;
|
||||
counts = excScan + nExcScan;
|
||||
partialSum = counts + nCountsBlock;
|
||||
prefixSum = partialSum + nPartialSum;
|
||||
}
|
||||
|
||||
extern "C"
|
||||
void radixSort_alloc(const int n)
|
||||
{
|
||||
radixSort_alloc___export<<<1,32>>>(n);
|
||||
sync;
|
||||
}
|
||||
|
||||
|
||||
__device__ static
|
||||
void radixSort_freeBufKeys()
|
||||
{
|
||||
if (numElementsBuf > 0)
|
||||
{
|
||||
if (programIndex == 0)
|
||||
delete bufKeys;
|
||||
numElementsBuf = 0;
|
||||
}
|
||||
}
|
||||
|
||||
__global__ void radixSort_free___export()
|
||||
{
|
||||
assert(memoryPool != NULL);
|
||||
if (programIndex == 0)
|
||||
delete memoryPool;
|
||||
memoryPool = NULL;
|
||||
|
||||
radixSort_freeBufKeys();
|
||||
}
|
||||
extern "C"
|
||||
void radixSort_free()
|
||||
{
|
||||
radixSort_free___export<<<1,32>>>();
|
||||
sync;
|
||||
}
|
||||
|
||||
__global__ void radixSort___export(
|
||||
const int numElements,
|
||||
Key keys[],
|
||||
const int nBits)
|
||||
{
|
||||
#ifdef __NVPTX__
|
||||
assert((numBlocks & 3) == 0); /* task granularity on Kepler is 4 */
|
||||
#endif
|
||||
|
||||
if (numElementsBuf < numElements)
|
||||
radixSort_freeBufKeys();
|
||||
if (numElementsBuf == 0)
|
||||
{
|
||||
numElementsBuf = numElements;
|
||||
if (programIndex == 0)
|
||||
bufKeys = new Key[numElementsBuf];
|
||||
}
|
||||
|
||||
const int blkDim = (numElements + numBlocks - 1) / numBlocks;
|
||||
|
||||
for ( int bit = 0; bit < nBits; bit += NUMBITS)
|
||||
{
|
||||
/* initialize histogram for each digit */
|
||||
for (int digit = programIndex; digit < NUMDIGITS; digit += programCount)
|
||||
countsGlobal[digit] = 0;
|
||||
|
||||
/* compute histogram for each digit */
|
||||
launch (numBlocks,1,1, countPass)(keys, bufKeys, bit, numElements, counts, countsGlobal);
|
||||
sync;
|
||||
|
||||
/* exclusive scan on global histogram */
|
||||
int carry = 0;
|
||||
excScan[0] = 0;
|
||||
#pragma unroll 8
|
||||
for (int digit = programIndex; digit < NUMDIGITS; digit += programCount)
|
||||
{
|
||||
const int value = countsGlobal[digit];
|
||||
const int scan = exclusive_scan_add(value);
|
||||
excScan[digit] = scan + carry;
|
||||
carry += __shfl(scan+value, programCount-1);
|
||||
}
|
||||
|
||||
/* computing offsets for each digit */
|
||||
radixExclusiveScan(numBlocks, excScan, counts, partialSum, prefixSum);
|
||||
|
||||
/* sorting */
|
||||
launch (numBlocks,1,1,
|
||||
sortPass)(
|
||||
bufKeys,
|
||||
keys,
|
||||
bit,
|
||||
numElements,
|
||||
excScan);
|
||||
sync;
|
||||
}
|
||||
}
|
||||
|
||||
extern "C"
|
||||
void radixSort(
|
||||
const int numElements,
|
||||
Key keys[],
|
||||
const int nBits)
|
||||
{
|
||||
cudaDeviceSetCacheConfig ( cudaFuncCachePreferEqual );
|
||||
radixSort___export<<<1,32>>>(numElements, keys, nBits);
|
||||
sync;
|
||||
}
|
||||
301
examples/portable/radixSort/radixSort.ispc
Normal file
301
examples/portable/radixSort/radixSort.ispc
Normal file
@@ -0,0 +1,301 @@
|
||||
#define NUMBITS 8
|
||||
#define NUMDIGITS (1<<NUMBITS)
|
||||
|
||||
typedef int64 Key;
|
||||
|
||||
task
|
||||
void countPass(
|
||||
const uniform Key keysAll[],
|
||||
uniform Key sortedAll[],
|
||||
const uniform int bit,
|
||||
const uniform int numElements,
|
||||
uniform int countsAll[],
|
||||
uniform int countsGlobal[])
|
||||
{
|
||||
const uniform int blockIdx = taskIndex;
|
||||
const uniform int numBlocks = taskCount;
|
||||
const uniform int blockDim = (numElements + numBlocks - 1) / numBlocks;
|
||||
|
||||
const uniform int mask = (1 << NUMBITS) - 1;
|
||||
|
||||
const uniform Key * uniform keys = keysAll + blockIdx*blockDim;
|
||||
uniform Key * uniform sorted = sortedAll + blockIdx*blockDim;
|
||||
uniform int * uniform counts = countsAll + blockIdx*NUMDIGITS;
|
||||
const uniform int nloc = min(numElements - blockIdx*blockDim, blockDim);
|
||||
|
||||
foreach (digit = 0 ... NUMDIGITS)
|
||||
counts[digit] = 0;
|
||||
|
||||
foreach (i = 0 ... nloc)
|
||||
{
|
||||
sorted[i] = keys[i];
|
||||
const int key = mask & ((unsigned int)keys[i] >> bit);
|
||||
#ifdef __NVPTX__
|
||||
atomic_add_global(&counts[key], 1);
|
||||
#else
|
||||
atomic_add_local(&counts[key], 1);
|
||||
#endif
|
||||
}
|
||||
|
||||
foreach (digit = 0 ... NUMDIGITS)
|
||||
atomic_add_global(&countsGlobal[digit], counts[digit]);
|
||||
}
|
||||
|
||||
task
|
||||
void sortPass(
|
||||
uniform Key keysAll[],
|
||||
uniform Key sorted[],
|
||||
uniform int bit,
|
||||
uniform int numElements,
|
||||
uniform int digitOffsetsAll[])
|
||||
{
|
||||
const uniform int blockIdx = taskIndex;
|
||||
const uniform int numBlocks = taskCount;
|
||||
|
||||
const uniform int blockDim = (numElements + numBlocks - 1) / numBlocks;
|
||||
|
||||
|
||||
const uniform int keyIndex = blockIdx * blockDim;
|
||||
uniform Key * uniform keys = keysAll + keyIndex;
|
||||
|
||||
|
||||
const uniform int nloc = min(numElements - keyIndex, blockDim);
|
||||
|
||||
const uniform int mask = (1 << NUMBITS) - 1;
|
||||
|
||||
/* copy digit offset from Gmem to Lmem */
|
||||
#if 1
|
||||
uniform int digitOffsets[NUMDIGITS];
|
||||
foreach (digit = 0 ... NUMDIGITS)
|
||||
digitOffsets[digit] = digitOffsetsAll[blockIdx*NUMDIGITS + digit];
|
||||
#else
|
||||
uniform int * uniform digitOffsets = &digitOffsetsAll[blockIdx*NUMDIGITS];
|
||||
#endif
|
||||
|
||||
foreach (i = 0 ... nloc)
|
||||
{
|
||||
const int key = mask & ((unsigned int)keys[i] >> bit);
|
||||
int scatter;
|
||||
/* not a vector friendly loop */
|
||||
foreach_active(iv)
|
||||
scatter = digitOffsets[key]++;
|
||||
sorted[scatter] = keys[i];
|
||||
}
|
||||
}
|
||||
|
||||
task
|
||||
void partialScanLocal(
|
||||
uniform int numBlocks,
|
||||
uniform int excScanAll[],
|
||||
uniform int countsAll[],
|
||||
uniform int partialSumAll[])
|
||||
{
|
||||
const uniform int blockIdx = taskIndex;
|
||||
|
||||
const uniform int blockDim = (numBlocks+taskCount-1)/taskCount;
|
||||
const uniform int bbeg = blockIdx * blockDim;
|
||||
const uniform int bend = min(bbeg + blockDim, numBlocks);
|
||||
|
||||
uniform int (* uniform countsBlock)[NUMDIGITS] = (uniform int (*)[NUMDIGITS])countsAll;
|
||||
uniform int (* uniform excScanBlock)[NUMDIGITS] = (uniform int (*)[NUMDIGITS])excScanAll;
|
||||
uniform int (* uniform partialSum)[NUMDIGITS] = (uniform int (*)[NUMDIGITS])partialSumAll;
|
||||
|
||||
foreach (digit = 0 ... NUMDIGITS)
|
||||
{
|
||||
int prev = bbeg == 0 ? excScanBlock[0][digit] : 0;
|
||||
for (uniform int block = bbeg; block < bend; block++)
|
||||
{
|
||||
const int y = countsBlock[block][digit];
|
||||
excScanBlock[block][digit] = prev;
|
||||
prev += y;
|
||||
}
|
||||
partialSum[blockIdx][digit] = excScanBlock[bend-1][digit] + countsBlock[bend-1][digit];
|
||||
}
|
||||
}
|
||||
|
||||
task
|
||||
void partialScanGlobal(
|
||||
const uniform int numBlocks,
|
||||
uniform int partialSumAll[],
|
||||
uniform int prefixSumAll[])
|
||||
{
|
||||
uniform int (* uniform partialSum)[NUMDIGITS] = (uniform int (*)[NUMDIGITS])partialSumAll;
|
||||
uniform int (* uniform prefixSum)[NUMDIGITS] = (uniform int (*)[NUMDIGITS]) prefixSumAll;
|
||||
const uniform int digit = taskIndex;
|
||||
int carry = 0;
|
||||
foreach (block = 0 ... numBlocks)
|
||||
{
|
||||
const int value = partialSum[block][digit];
|
||||
const int scan = exclusive_scan_add(value);
|
||||
prefixSum[block][digit] = scan + carry;
|
||||
carry += broadcast(scan+value, programCount-1);
|
||||
}
|
||||
}
|
||||
|
||||
task
|
||||
void completeScanGlobal(
|
||||
uniform int numBlocks,
|
||||
uniform int excScanAll[],
|
||||
uniform int carryValueAll[])
|
||||
{
|
||||
const uniform int blockIdx = taskIndex;
|
||||
const uniform int blockDim = (numBlocks+taskCount-1)/taskCount;
|
||||
const uniform int bbeg = blockIdx * blockDim;
|
||||
const uniform int bend = min(bbeg + blockDim, numBlocks);
|
||||
|
||||
uniform int (* uniform excScanBlock)[NUMDIGITS] = (uniform int (*)[NUMDIGITS])excScanAll;
|
||||
uniform int (* uniform carryValue)[NUMDIGITS] = (uniform int (*)[NUMDIGITS])carryValueAll;
|
||||
|
||||
foreach (digit = 0 ... NUMDIGITS)
|
||||
{
|
||||
const int carry = carryValue[blockIdx][digit];
|
||||
for (uniform int block = bbeg; block < bend; block++)
|
||||
excScanBlock[block][digit] += carry;
|
||||
}
|
||||
}
|
||||
|
||||
static
|
||||
inline void radixExclusiveScan(
|
||||
const uniform int numBlocks,
|
||||
uniform int excScanPtr[],
|
||||
uniform int countsPtr[],
|
||||
uniform int partialSum[],
|
||||
uniform int prefixSum[])
|
||||
{
|
||||
const uniform int scale = 8;
|
||||
launch [numBlocks/scale] partialScanLocal(numBlocks, excScanPtr, countsPtr, partialSum);
|
||||
sync;
|
||||
|
||||
launch [NUMDIGITS] partialScanGlobal(numBlocks/scale, partialSum, prefixSum);
|
||||
sync;
|
||||
|
||||
launch [numBlocks/scale] completeScanGlobal(numBlocks, excScanPtr, prefixSum);
|
||||
sync;
|
||||
}
|
||||
|
||||
static uniform int * uniform memoryPool = NULL;
|
||||
static uniform int numBlocks;
|
||||
static uniform int nSharedCounts;
|
||||
static uniform int nCountsGlobal;
|
||||
static uniform int nExcScan;
|
||||
static uniform int nCountsBlock;
|
||||
static uniform int nPartialSum;
|
||||
static uniform int nPrefixSum;
|
||||
|
||||
static uniform int * uniform sharedCounts;
|
||||
static uniform int * uniform countsGlobal;
|
||||
static uniform int * uniform excScan;
|
||||
static uniform int * uniform counts;
|
||||
static uniform int * uniform partialSum;
|
||||
static uniform int * uniform prefixSum;
|
||||
|
||||
static uniform int numElementsBuf = 0;
|
||||
static uniform Key * uniform bufKeys;
|
||||
|
||||
export void radixSort_alloc(const uniform int n)
|
||||
{
|
||||
assert(memoryPool == NULL);
|
||||
numBlocks = num_cores()*4;
|
||||
#ifdef __NVPTX__
|
||||
numBlocks = 13*32*4; //num_cores()*4;
|
||||
#endif
|
||||
nSharedCounts = NUMDIGITS*numBlocks;
|
||||
nCountsGlobal = NUMDIGITS;
|
||||
nExcScan = NUMDIGITS*numBlocks;
|
||||
nCountsBlock = NUMDIGITS*numBlocks;
|
||||
nPartialSum = NUMDIGITS*numBlocks;
|
||||
nPrefixSum = NUMDIGITS*numBlocks;
|
||||
|
||||
|
||||
const uniform int nalloc =
|
||||
nSharedCounts +
|
||||
nCountsGlobal +
|
||||
nExcScan +
|
||||
nCountsBlock +
|
||||
nPartialSum +
|
||||
nPrefixSum;
|
||||
|
||||
memoryPool = uniform new uniform int[nalloc];
|
||||
|
||||
sharedCounts = memoryPool;
|
||||
countsGlobal = sharedCounts + nSharedCounts;
|
||||
excScan = countsGlobal + nCountsGlobal;
|
||||
counts = excScan + nExcScan;
|
||||
partialSum = counts + nCountsBlock;
|
||||
prefixSum = partialSum + nPartialSum;
|
||||
}
|
||||
|
||||
static
|
||||
void radixSort_freeBufKeys()
|
||||
{
|
||||
if (numElementsBuf > 0)
|
||||
{
|
||||
delete bufKeys;
|
||||
numElementsBuf = 0;
|
||||
}
|
||||
}
|
||||
|
||||
export void radixSort_free()
|
||||
{
|
||||
assert(memoryPool != NULL);
|
||||
delete memoryPool;
|
||||
memoryPool = NULL;
|
||||
|
||||
radixSort_freeBufKeys();
|
||||
}
|
||||
|
||||
export void radixSort(
|
||||
const uniform int numElements,
|
||||
uniform Key keys[],
|
||||
const uniform int nBits)
|
||||
{
|
||||
#ifdef __NVPTX__
|
||||
assert((numBlocks & 3) == 0); /* task granularity on Kepler is 4 */
|
||||
#endif
|
||||
|
||||
if (numElementsBuf < numElements)
|
||||
radixSort_freeBufKeys();
|
||||
if (numElementsBuf == 0)
|
||||
{
|
||||
numElementsBuf = numElements;
|
||||
bufKeys = uniform new uniform Key[numElementsBuf];
|
||||
}
|
||||
|
||||
const uniform int blockDim = (numElements + numBlocks - 1) / numBlocks;
|
||||
|
||||
for (uniform int bit = 0; bit < nBits; bit += NUMBITS)
|
||||
{
|
||||
/* initialize histogram for each digit */
|
||||
foreach (digit = 0 ... NUMDIGITS)
|
||||
countsGlobal[digit] = 0;
|
||||
|
||||
/* compute histogram for each digit */
|
||||
launch [numBlocks] countPass(keys, bufKeys, bit, numElements, counts, countsGlobal);
|
||||
sync;
|
||||
|
||||
/* exclusive scan on global histogram */
|
||||
int carry = 0;
|
||||
excScan[0] = 0;
|
||||
foreach (digit = 0 ... NUMDIGITS)
|
||||
{
|
||||
const int value = countsGlobal[digit];
|
||||
const int scan = exclusive_scan_add(value);
|
||||
excScan[digit] = scan + carry;
|
||||
carry += broadcast(scan+value, programCount-1);
|
||||
}
|
||||
|
||||
/* computing offsets for each digit */
|
||||
radixExclusiveScan(numBlocks, excScan, counts, partialSum, prefixSum);
|
||||
|
||||
/* sorting */
|
||||
launch [numBlocks]
|
||||
sortPass(
|
||||
bufKeys,
|
||||
keys,
|
||||
bit,
|
||||
numElements,
|
||||
excScan);
|
||||
sync;
|
||||
}
|
||||
|
||||
}
|
||||
Reference in New Issue
Block a user