/* * Created on Tuesday, September 14 2010 17:19 */ package com.jogamp.opencl.demos.bandwidth; import com.jogamp.common.nio.Buffers; import com.jogamp.opencl.CLBuffer; import com.jogamp.opencl.CLCommandQueue; import com.jogamp.opencl.CLContext; import com.jogamp.opencl.CLDevice; import com.jogamp.opencl.CLPlatform; import static com.jogamp.opencl.CLMemory.Map.*; import com.jogamp.opencl.CLMemory.Mem; import static com.jogamp.opencl.CLMemory.Mem.*; import java.nio.ByteBuffer; /** * Port of Nvidia's BandwidthTest to JOCL HLB. * @author Michael Bien */ public class BandwidthBenchmark { // defines, project private static int MEMCOPY_ITERATIONS = 100; private static int DEFAULT_SIZE = (32 * (1 << 20)); //32 M private static int DEFAULT_INCREMENT = (1 << 22); //4 M private static int CACHE_CLEAR_SIZE = (1 << 24); //16 M //shmoo mode defines private static int SHMOO_MEMSIZE_MAX = (1 << 26); //64 M private static int SHMOO_MEMSIZE_START = (1 << 10); //1 KB private static int SHMOO_INCREMENT_1KB = (1 << 10); //1 KB private static int SHMOO_INCREMENT_2KB = (1 << 11); //2 KB private static int SHMOO_INCREMENT_10KB = (10 * (1 << 10)); //10KB private static int SHMOO_INCREMENT_100KB = (100 * (1 << 10)); //100 KB private static int SHMOO_INCREMENT_1MB = (1 << 20); //1 MB private static int SHMOO_INCREMENT_2MB = (1 << 21); //2 MB private static int SHMOO_INCREMENT_4MB = (1 << 22); //4 MB private static int SHMOO_LIMIT_20KB = (20 * (1 << 10)); //20 KB private static int SHMOO_LIMIT_50KB = (50 * (1 << 10)); //50 KB private static int SHMOO_LIMIT_100KB = (100 * (1 << 10)); //100 KB private static int SHMOO_LIMIT_1MB = (1 << 20); //1 MB private static int SHMOO_LIMIT_16MB = (1 << 24); //16 MB private static int SHMOO_LIMIT_32MB = (1 << 25); //32 MB private enum TEST_MODE { QUICK, RANGE, SHMOO }; private enum COPY { DEVICE_TO_HOST, HOST_TO_DEVICE, DEVICE_TO_DEVICE }; private enum MEMORY { PAGEABLE, PINNED }; private enum ACCESS { MAPPED, DIRECT }; public static void main(String[] args) { int start = DEFAULT_SIZE; int end = DEFAULT_SIZE; int increment = DEFAULT_INCREMENT; TEST_MODE mode = TEST_MODE.QUICK; MEMORY memMode = MEMORY.PAGEABLE; ACCESS accMode = ACCESS.DIRECT; CLPlatform[] platforms = CLPlatform.listCLPlatforms(); CLPlatform platform = platforms[0]; // prefere NV for (CLPlatform p : platforms) { if(p.getICDSuffix().equals("NV")) { platform = p; break; } } CLDevice device = platform.getMaxFlopsDevice(); int deviceIndex = -1; for (String arg : args) { if(arg.startsWith("--access=")) { accMode = ACCESS.valueOf(arg.substring(9).toUpperCase()); }else if(arg.startsWith("--memory=")) { memMode = MEMORY.valueOf(arg.substring(9).toUpperCase()); }else if(arg.startsWith("--device=")) { deviceIndex = Integer.parseInt(arg.substring(9).toUpperCase()); }else if(arg.startsWith("--mode=")) { mode = TEST_MODE.valueOf(arg.substring(7).toUpperCase()); }else if(arg.startsWith("--platform=")) { platform = platforms[Integer.parseInt(arg.substring(11))]; }else{ System.out.println("unknown arg: "+arg); System.exit(1); } } if(deviceIndex != -1) { device = platform.listCLDevices()[deviceIndex]; } CLContext context = CLContext.create(device); System.out.println(); System.out.println(platform); System.out.println(context); System.out.println(); // Run tests testBandwidth(context, start, end, increment, mode, COPY.HOST_TO_DEVICE, accMode, memMode); testBandwidth(context, start, end, increment, mode, COPY.DEVICE_TO_HOST, accMode, memMode); testBandwidth(context, start, end, increment, mode, COPY.DEVICE_TO_DEVICE, accMode, memMode); context.release(); } private static void testBandwidth(CLContext context, int start, int end, int increment, TEST_MODE mode, COPY kind, ACCESS accMode, MEMORY memMode) { switch (mode) { case QUICK: testBandwidthQuick(context, DEFAULT_SIZE, kind, accMode, memMode); break; case RANGE: testBandwidthRange(context, start, end, increment, kind, accMode, memMode); break; case SHMOO: testBandwidthShmoo(context, kind, accMode, memMode); break; default: break; } } /** * Run a quick mode bandwidth test */ private static void testBandwidthQuick(CLContext context, int size, COPY kind, ACCESS accMode, MEMORY memMode) { testBandwidthRange(context, size, size, DEFAULT_INCREMENT, kind, accMode, memMode); } /** * Run a range mode bandwidth test */ private static void testBandwidthRange(CLContext context, int start, int end, int increment, COPY kind, ACCESS accMode, MEMORY memMode) { //count the number of copies we're going to run int count = 1 + ((end - start) / increment); int[] memSizes = new int[count]; double[] bandwidths = new double[count]; // Use the device asked by the user CLDevice[] devices = context.getDevices(); for (CLDevice device : devices) { CLCommandQueue queue = device.createCommandQueue(); //run each of the copies for (int i = 0; i < count; i++) { memSizes[i] = start + i * increment; switch (kind) { case DEVICE_TO_HOST: bandwidths[i] += testDeviceToHostTransfer(queue, memSizes[i], accMode, memMode); break; case HOST_TO_DEVICE: bandwidths[i] += testHostToDeviceTransfer(queue, memSizes[i], accMode, memMode); break; case DEVICE_TO_DEVICE: bandwidths[i] += testDeviceToDeviceTransfer(queue, memSizes[i]); break; } } queue.release(); } //print results printResultsReadable(memSizes, bandwidths, count, kind, accMode, memMode, count); } /** * Intense shmoo mode - covers a large range of values with varying increments */ private static void testBandwidthShmoo(CLContext context, COPY kind, ACCESS accMode, MEMORY memMode) { //count the number of copies to make int count = 1 + (SHMOO_LIMIT_20KB / SHMOO_INCREMENT_1KB) + ((SHMOO_LIMIT_50KB - SHMOO_LIMIT_20KB) / SHMOO_INCREMENT_2KB) + ((SHMOO_LIMIT_100KB - SHMOO_LIMIT_50KB) / SHMOO_INCREMENT_10KB) + ((SHMOO_LIMIT_1MB - SHMOO_LIMIT_100KB) / SHMOO_INCREMENT_100KB) + ((SHMOO_LIMIT_16MB - SHMOO_LIMIT_1MB) / SHMOO_INCREMENT_1MB) + ((SHMOO_LIMIT_32MB - SHMOO_LIMIT_16MB) / SHMOO_INCREMENT_2MB) + ((SHMOO_MEMSIZE_MAX - SHMOO_LIMIT_32MB) / SHMOO_INCREMENT_4MB); int[] memSizes = new int[count]; double[] bandwidths = new double[count]; // Use the device asked by the user CLDevice[] devices = context.getDevices(); for (CLDevice device : devices) { // Allocate command queue for the device CLCommandQueue queue = device.createCommandQueue(); //Run the shmoo int iteration = 0; int memSize = 0; while (memSize <= SHMOO_MEMSIZE_MAX) { if (memSize < SHMOO_LIMIT_20KB) { memSize += SHMOO_INCREMENT_1KB; } else if (memSize < SHMOO_LIMIT_50KB) { memSize += SHMOO_INCREMENT_2KB; } else if (memSize < SHMOO_LIMIT_100KB) { memSize += SHMOO_INCREMENT_10KB; } else if (memSize < SHMOO_LIMIT_1MB) { memSize += SHMOO_INCREMENT_100KB; } else if (memSize < SHMOO_LIMIT_16MB) { memSize += SHMOO_INCREMENT_1MB; } else if (memSize < SHMOO_LIMIT_32MB) { memSize += SHMOO_INCREMENT_2MB; } else { memSize += SHMOO_INCREMENT_4MB; } memSizes[iteration] = memSize; switch (kind) { case DEVICE_TO_HOST: bandwidths[iteration] += testDeviceToHostTransfer(queue, memSizes[iteration], accMode, memMode); break; case HOST_TO_DEVICE: bandwidths[iteration] += testHostToDeviceTransfer(queue, memSizes[iteration], accMode, memMode); break; case DEVICE_TO_DEVICE: bandwidths[iteration] += testDeviceToDeviceTransfer(queue, memSizes[iteration]); break; } iteration++; } queue.release(); } //print results printResultsReadable(memSizes, bandwidths, count, kind, accMode, memMode, count); } /** * test the bandwidth of a device to host memcopy of a specific size */ private static double testDeviceToHostTransfer(CLCommandQueue queue, int memSize, ACCESS accMode, MEMORY memMode) { ByteBuffer h_data = null; CLBuffer cmPinnedData = null; CLBuffer cmDevData; CLContext context = queue.getContext(); //allocate and init host memory, pinned or conventional if (memMode == memMode.PINNED) { // Create a host buffer cmPinnedData = context.createBuffer(memSize, Mem.READ_WRITE, Mem.ALLOCATE_BUFFER); // Get a mapped pointer h_data = queue.putMapBuffer(cmPinnedData, WRITE, true); fill(h_data); // unmap and make data in the host buffer valid cmPinnedData = cmPinnedData.cloneWith(h_data); queue.putUnmapMemory(cmPinnedData); } else { // PAGED // standard host alloc h_data = Buffers.newDirectByteBuffer(memSize); fill(h_data); } // allocate device memory cmDevData = context.createBuffer(memSize, Mem.READ_WRITE); // initialize device memory if (memMode == memMode.PINNED) { // Get a mapped pointer h_data = queue.putMapBuffer(cmPinnedData, WRITE, true); cmDevData = cmDevData.cloneWith(h_data); queue.putWriteBuffer(cmDevData, false); } else { // PAGED cmDevData = cmDevData.cloneWith(h_data); queue.putWriteBuffer(cmDevData, false); } // Sync queue to host, start timer 0, and copy data from GPU to Host queue.finish(); long delta = System.nanoTime(); if (accMode == accMode.DIRECT) { // DIRECT: API access to device buffer cmDevData = cmDevData.cloneWith(h_data); for (int i = 0; i < MEMCOPY_ITERATIONS; i++) { queue.putReadBuffer(cmDevData, false); } queue.finish(); } else { // MAPPED: mapped pointers to device buffer for conventional pointer access ByteBuffer dm_idata = queue.putMapBuffer(cmDevData, WRITE, true); for (int i = 0; i < MEMCOPY_ITERATIONS; i++) { h_data.put(dm_idata).rewind(); dm_idata.rewind(); } cmDevData = cmDevData.cloneWith(dm_idata); queue.putUnmapMemory(cmDevData); } //get the the elapsed time in seconds delta = System.nanoTime() - delta; //clean up memory cmDevData.release(); if (cmPinnedData != null) { cmPinnedData = cmPinnedData.cloneWith(h_data); queue.putUnmapMemory(cmPinnedData); cmPinnedData.release(); } //calculate bandwidth in MB/s double elapsedTime = delta/1000000000.0; return ((double) memSize * (double) MEMCOPY_ITERATIONS) / (elapsedTime*(double)(1 << 20)); } /** * test the bandwidth of a device to host memcopy of a specific size */ private static double testHostToDeviceTransfer(CLCommandQueue queue, int memSize, ACCESS accMode, MEMORY memMode) { ByteBuffer h_data; CLBuffer cmPinnedData = null; CLBuffer cmDevData; CLContext context = queue.getContext(); // Allocate and init host memory, pinned or conventional if (memMode == memMode.PINNED) { // Create a host buffer cmPinnedData = context.createBuffer(memSize, Mem.READ_WRITE, Mem.ALLOCATE_BUFFER); // Get a mapped pointer h_data = queue.putMapBuffer(cmPinnedData, WRITE, true); //initialize fill(h_data); // unmap and make data in the host buffer valid cmPinnedData = cmPinnedData.cloneWith(h_data); queue.putUnmapMemory(cmPinnedData); } else { // PAGED // standard host alloc h_data = Buffers.newDirectByteBuffer(memSize); fill(h_data); } // allocate device memory cmDevData = context.createBuffer(memSize, Mem.READ_WRITE); // Sync queue to host, start timer 0, and copy data from Host to GPU queue.finish(); long delta = System.nanoTime(); if (accMode == accMode.DIRECT) { if (memMode == memMode.PINNED) { // Get a mapped pointer h_data = queue.putMapBuffer(cmPinnedData, WRITE, true); } // DIRECT: API access to device buffer cmDevData = cmDevData.cloneWith(h_data); for (int i = 0; i < MEMCOPY_ITERATIONS; i++) { queue.putWriteBuffer(cmDevData, false); } queue.finish(); } else { // MAPPED: mapped pointers to device buffer and conventional pointer access ByteBuffer dm_idata = queue.putMapBuffer(cmDevData, READ, true); for (int i = 0; i < MEMCOPY_ITERATIONS; i++) { dm_idata.put(h_data).rewind(); h_data.rewind(); } cmDevData = cmDevData.cloneWith(dm_idata); queue.putUnmapMemory(cmDevData); } //get the the elapsed time in ms delta = System.nanoTime() - delta; //clean up memory cmDevData.release(); if (cmPinnedData != null) { // cmPinnedData = cmPinnedData.cloneWith(h_data); // queue.putUnmapMemory(cmPinnedData); cmPinnedData.release(); } //calculate bandwidth in MB/s double elapsedTime = delta/1000000000.0; return ((double) memSize * (double) MEMCOPY_ITERATIONS) / (elapsedTime*(double)(1 << 20)); } /** * test the bandwidth of a device to host memcopy of a specific size */ private static double testDeviceToDeviceTransfer(CLCommandQueue queue, int memSize) { CLContext context = queue.getContext(); //allocate host memory ByteBuffer h_idata = Buffers.newDirectByteBuffer(memSize); fill(h_idata); // allocate device input and output memory and initialize the device input memory CLBuffer d_idata = context.createBuffer(memSize, READ_ONLY); CLBuffer d_odata = context.createBuffer(memSize, WRITE_ONLY); d_idata = d_idata.cloneWith(h_idata); queue.putWriteBuffer(d_idata, true); // Sync queue to host, start timer 0, and copy data from one GPU buffer to another GPU bufffer queue.finish(); long delta = System.nanoTime(); for (int i = 0; i < MEMCOPY_ITERATIONS; i++) { queue.putCopyBuffer(d_idata, d_odata); } // Sync with GPU queue.finish(); //get the the elapsed time in ms delta = System.nanoTime() - delta; //clean up memory on host and device d_idata.release(); d_odata.release(); // Calculate bandwidth in MB/s // This is for kernels that read and write GMEM simultaneously // Obtained Throughput for unidirectional block copies will be 1/2 of this # double elapsedTime = delta/1000000000.0; return 2.0 * ((double) memSize * (double) MEMCOPY_ITERATIONS) / (elapsedTime*(double)(1 << 20)); } private static void fill(ByteBuffer buffer) { int i = 0; while(buffer.remaining() > 0) { buffer.putChar((char) (i++ & 0xff)); } buffer.rewind(); } /** * print results in an easily read format */ private static void printResultsReadable(int[] memSizes, double[] bandwidths, int count, COPY kind, ACCESS accMode, MEMORY memMode, int iNumDevs) { // log config information if (kind == COPY.DEVICE_TO_DEVICE) { System.out.print("Device to Device Bandwidth, "+iNumDevs+" Device(s), "); } else { if (kind == COPY.DEVICE_TO_HOST) { System.out.print("Device to Host Bandwidth, "+iNumDevs+" Device(s), "); } else if (kind == COPY.HOST_TO_DEVICE) { System.out.print("Host to Device Bandwidth, "+iNumDevs+" Device(s), "); } if (memMode == memMode.PAGEABLE) { System.out.print("Paged memory"); } else if (memMode == memMode.PINNED) { System.out.print("Pinned memory"); } if (accMode == accMode.DIRECT) { System.out.println(", direct access"); } else if (accMode == accMode.MAPPED) { System.out.println(", mapped access"); } } System.out.println(); System.out.println(" Transfer Size (Bytes)\tBandwidth(MB/s)\n"); int i; for (i = 0; i < (count - 1); i++) { System.out.printf(" %s\t\t\t%s%.1f\n", memSizes[i], (memSizes[i] < 10000) ? "\t" : "", bandwidths[i]); } System.out.printf(" %s\t\t\t%s%.1f\n\n", memSizes[i], (memSizes[i] < 10000) ? "\t" : "", bandwidths[i]); } }