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Bolt SAMPLE CODE CONTEST : Radix sort #80

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1 change: 1 addition & 0 deletions examples/CMakeLists.txt.in
Original file line number Diff line number Diff line change
Expand Up @@ -180,6 +180,7 @@ endif( )
find_package( Bolt REQUIRED )

add_subdirectory( DeviceVector )
add_subdirectory( RadixSort )
add_subdirectory( Scan )
add_subdirectory( Sort )
add_subdirectory( StdDev )
Expand Down
46 changes: 46 additions & 0 deletions examples/RadixSort/CMakeLists.txt
Original file line number Diff line number Diff line change
@@ -0,0 +1,46 @@
############################################################################
# Copyright 2012 - 2013 Advanced Micro Devices, Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

############################################################################

# List the names of common files to compile across all platforms
set( clBolt.Example.RadixSort.Source RadixSort.cpp )
set( clBolt.Example.RadixSort.Headers ${BOLT_INCLUDE_DIRS}/bolt/cl/count.h ${BOLT_INCLUDE_DIRS}/bolt/cl/detail/count.inl
${BOLT_INCLUDE_DIRS}/bolt/cl/device_vector.h
${BOLT_INCLUDE_DIRS}/bolt/cl/scan.h ${BOLT_INCLUDE_DIRS}/bolt/cl/detail/scan.inl
${BOLT_INCLUDE_DIRS}/bolt/cl/scatter.h ${BOLT_INCLUDE_DIRS}/bolt/cl/detail/scatter.inl
${BOLT_INCLUDE_DIRS}/bolt/cl/transform.h ${BOLT_INCLUDE_DIRS}/bolt/cl/detail/transform.inl )

set( clBolt.Example.RadixSort.Files ${clBolt.Example.RadixSort.Source} ${clBolt.Example.RadixSort.Headers} )

# Include headers files
include_directories( ${BOLT_INCLUDE_DIRS} ${OPENCL_INCLUDE_DIRS} )

add_executable( clBolt.Example.RadixSort ${clBolt.Example.RadixSort.Files} )
if(BUILD_TBB)
target_link_libraries( clBolt.Example.RadixSort ${BOLT_LIBRARIES} ${OPENCL_LIBRARIES} ${GTEST_LIBRARIES} ${Boost_LIBRARIES} ${TBB_LIBRARIES} )
else (BUILD_TBB)
target_link_libraries( clBolt.Example.RadixSort ${BOLT_LIBRARIES} ${OPENCL_LIBRARIES} ${GTEST_LIBRARIES} ${Boost_LIBRARIES} )
endif()

set_target_properties( clBolt.Example.RadixSort PROPERTIES VERSION ${Examples_VERSION} )
set_target_properties( clBolt.Example.RadixSort PROPERTIES RUNTIME_OUTPUT_DIRECTORY "${PROJECT_BINARY_DIR}/staging" )

# CPack configuration; include the executable into the package
install( TARGETS clBolt.Example.RadixSort
RUNTIME DESTINATION ${BIN_DIR}
LIBRARY DESTINATION ${LIB_DIR}
ARCHIVE DESTINATION ${LIB_DIR}
)
185 changes: 185 additions & 0 deletions examples/RadixSort/RadixSort.cpp
Original file line number Diff line number Diff line change
@@ -0,0 +1,185 @@
/***************************************************************************
* Copyright 2012 - 2013 Advanced Micro Devices, Inc.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.

***************************************************************************/

#include <bolt/cl/count.h>
#include <bolt/cl/device_vector.h>
#include <bolt/cl/scan.h>
#include <bolt/cl/scatter.h>
#include <bolt/cl/transform.h>

#include <iostream>
#include <vector>
#include <numeric>

const int BITS_IN_UNSIGNED = (8*sizeof(unsigned));

template <typename T>
void CheckAscending(T &input, size_t length)
{
size_t index;
for( index = 0; index < input.size( ) -1; ++index )
{
if(input[index] <= input[index+1])
continue;
else
break;
}
if(index == (length-1))
{
std::cout << "PASSED....\n";
}
else
{
std::cout << "FAILED....\n";
}
}

// Serial version of Radix Sort
void SerialRadixSort (const std::vector<unsigned> &input, size_t length, std::vector<unsigned> &answerSerial)
{
std::vector<unsigned> vInput(input.begin(), input.end());
std::vector<unsigned> vBuffer0(length);
std::vector<unsigned> vBuffer1(length);

for (int iter = 0; iter < BITS_IN_UNSIGNED; iter++)
{
int iOffsetB0 = 0;
int iOffsetB1 = 0;

// Separate 0s and 1s to separate buffers
for (int i = 0; i < length; i++)
{
if ((vInput[i] & (1<<iter)) == 0) // 0s
vBuffer0[iOffsetB0++] = vInput[i];
else // 1s
vBuffer1[iOffsetB1++] = vInput[i];
}
// Copy 0s to the beginning of the vInput
std::vector<unsigned>::iterator vInputNext = std::copy(vBuffer0.begin(), vBuffer0.begin() + iOffsetB0, vInput.begin());
// Copy 1s to after 0s we just copied
std::copy(vBuffer1.begin(), vBuffer1.begin() + iOffsetB1, vInputNext);
}

// Copy the answer
std::copy(vInput.begin(), vInput.end(), back_inserter(answerSerial));
}

// Functor for checking whether bit is 0 or 1
BOLT_FUNCTOR(find_zeros,
struct find_zeros
{
unsigned iMask;

find_zeros (unsigned iter) { iMask = 1 << iter;};

bool operator()(const unsigned &x) const {return (x & iMask) == 0;}
};
);

BOLT_FUNCTOR(find_ones,
struct find_ones
{
unsigned iMask;

find_ones (unsigned iter) { iMask = 1 << iter;};

bool operator()(const unsigned &x) const {return (x & iMask) != 0;}
};
);

// Bolt version of Radix Sort
void BoltRadixSort (const std::vector<unsigned> &input, size_t length, std::vector<unsigned> &answerBolt)
{
bolt::cl::device_vector<unsigned> dvInput( input.begin(), input.end());
bolt::cl::device_vector<unsigned> dvBuffer(length);
bolt::cl::device_vector<unsigned> dvMaskedVals(length);
bolt::cl::device_vector<unsigned> dvOffsetVals(length);

for (int iter = 0; iter < BITS_IN_UNSIGNED; iter += 2)
{
// iter
// Separate 0s first
bolt::cl::transform(dvInput.begin(), dvInput.end(), dvMaskedVals.begin(), find_zeros(iter)); // Find elements with 0's, in parallel
bolt::cl::exclusive_scan(dvMaskedVals.begin(), dvMaskedVals.end(), dvOffsetVals.begin()); // Figure out where in the buffer to copy to, in parallel
bolt::cl::scatter_if(dvInput.begin(), dvInput.end(), dvOffsetVals.begin(), dvMaskedVals.begin(), dvBuffer.begin()); // Copy all the values to the buffer in parallel

// And then, separate 1s
int count = bolt::cl::count(dvMaskedVals.begin(), dvMaskedVals.end(), 1); // Count how many elements with 0's we already processed
bolt::cl::transform(dvInput.begin(), dvInput.end(), dvMaskedVals.begin(), find_ones(iter)); // Find elements with 1's, in parallel
bolt::cl::exclusive_scan(dvMaskedVals.begin(), dvMaskedVals.end(), dvOffsetVals.begin(), count); // Figure out where in the buffer to copy to, in parallel
bolt::cl::scatter_if(dvInput.begin(), dvInput.end(), dvOffsetVals.begin(), dvMaskedVals.begin(), dvBuffer.begin()); // Copy all the values to the buffer in parallel

// iter + 1
// In order to avoid unnecessary copy operation, perfrom (iter+1)'th iteration in the same loop
// Separate 0s first
bolt::cl::transform(dvBuffer.begin(), dvBuffer.end(), dvMaskedVals.begin(), find_zeros(iter+1)); // Find elements with 0's first, in parallel
bolt::cl::exclusive_scan(dvMaskedVals.begin(), dvMaskedVals.end(), dvOffsetVals.begin()); // Figure out where in the buffer to copy to, in parallel
bolt::cl::scatter_if(dvBuffer.begin(), dvBuffer.end(), dvOffsetVals.begin(), dvMaskedVals.begin(), dvInput.begin()); // Copy all the values to the buffer in parallel

// And then, separate 1s
count = bolt::cl::count(dvMaskedVals.begin(), dvMaskedVals.end(), 1); // Count how many elements with 0's we already processed
bolt::cl::transform(dvBuffer.begin(), dvBuffer.end(), dvMaskedVals.begin(), find_ones(iter+1)); // Find elements with 1's, in parallel
bolt::cl::exclusive_scan(dvMaskedVals.begin(), dvMaskedVals.end(), dvOffsetVals.begin(), count); // Figure out where in the buffer to copy to, in parallel
bolt::cl::scatter_if(dvBuffer.begin(), dvBuffer.end(), dvOffsetVals.begin(), dvMaskedVals.begin(), dvInput.begin()); // Copy all the values to the buffer in parallel
}

// Copy the answer
bolt::cl::device_vector<unsigned>::pointer pData = dvInput.data();
std::copy(&pData[0], &pData[length], back_inserter(answerBolt));
}

int main()
{
std::cout << "\nRadix Sort EXAMPLE \n";

srand (time(NULL));

// Prepare 2^10 elements of random unsigned numbers to be sorted
size_t length = 1024*1024;
std::vector<unsigned> input(length);
std::generate(input.begin(), input.end(), rand);

std::vector<unsigned> answerBolt;
std::vector<unsigned> answerSerial;

// Serial version of Radix Sort
std::cout << "\nSorting a vector of " << length << " unsigned integer elements using Serial Radix sort.\n";
SerialRadixSort (input, length, answerSerial);
CheckAscending (answerSerial, length);

// Bolt version of Radix Sort
std::cout << "\nSorting a vector of " << length << " unsigned integer elements using Bolt Radix sort.\n";
BoltRadixSort (input, length, answerBolt);
CheckAscending (answerBolt, length);

// Verify that answerSerial matches answerBolt
std::cout << "\nComparing output of Serial Radix sort and Bolt Radix sort.\n";
size_t i=0;
for (i=0; i<answerSerial.size(); i++)
{
if (answerSerial[i] != answerBolt[i])
{
std::cout << "Mismatch!!!" << std::endl;
break;
}
}
if (i == answerSerial.size())
std::cout << "Serial Radix sort and Bolt Radix sort matched!" << std::endl;

std::cout << "COMPLETED. ...\n";
return 0;
}