123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586587588589590591592593594595596597598599600601602603604605606607608609610611612613614615616617618619620621622623624625626627628629630631632633634635636637638639640641642643644645646647648649650651652653654655656657658659660661662663664665666667668669670671672673674675676677678679680681682683684685686687688689690691692693694695696697698699700701702703704705706707708709710711712713714715716717718719720721722723724725726727728729730731732733734735736737738739740741742743744745746747748749750751752753754755756757758759760761762763764765766767768769770771772773774775776777778779780781782783784785786787788789790791792793794795796797798799800801802803804805806807808809810811812813814815816817818819820821822823824825826827828829830831832833834835836837838839840841842843844845846847848849850851852853854855856857858859860861862863864865866867868869870871872873874875876877878879880881882883884885886887888889890891892893894895896897898899900901902903904905906907908909910911912913914915916917918919920921922923924925926927928929930931932933934935936937938939940941942943944945946947948949950951952953954955956957958959960961962963964965966967968969970971972973974975976977978979980981982983984985986987988989990991992993994995996997998999100010011002100310041005100610071008100910101011101210131014101510161017101810191020102110221023102410251026102710281029103010311032103310341035103610371038103910401041104210431044104510461047104810491050105110521053105410551056105710581059106010611062106310641065106610671068106910701071107210731074107510761077107810791080108110821083108410851086108710881089109010911092109310941095109610971098109911001101110211031104110511061107110811091110111111121113111411151116111711181119112011211122112311241125112611271128112911301131113211331134113511361137113811391140114111421143114411451146114711481149115011511152115311541155115611571158115911601161116211631164116511661167116811691170117111721173117411751176117711781179118011811182118311841185118611871188118911901191119211931194119511961197119811991200120112021203120412051206120712081209121012111212121312141215121612171218121912201221122212231224122512261227122812291230123112321233123412351236123712381239124012411242124312441245124612471248124912501251125212531254125512561257125812591260126112621263126412651266126712681269127012711272127312741275127612771278127912801281128212831284128512861287128812891290129112921293129412951296129712981299130013011302130313041305130613071308130913101311131213131314131513161317131813191320132113221323132413251326132713281329133013311332133313341335133613371338133913401341 |
- /* StarPU --- Runtime system for heterogeneous multicore architectures.
- *
- * Copyright (C) 2009-2012 Université de Bordeaux 1
- * Copyright (C) 2010, 2011, 2012 Centre National de la Recherche Scientifique
- *
- * StarPU is free software; you can redistribute it and/or modify
- * it under the terms of the GNU Lesser General Public License as published by
- * the Free Software Foundation; either version 2.1 of the License, or (at
- * your option) any later version.
- *
- * StarPU 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 Lesser General Public License in COPYING.LGPL for more details.
- */
- #ifdef STARPU_USE_CUDA
- #ifndef _GNU_SOURCE
- #define _GNU_SOURCE
- #endif
- #include <sched.h>
- #endif
- #include <unistd.h>
- #include <sys/time.h>
- #include <stdlib.h>
- #include <math.h>
- #include <starpu.h>
- #include <starpu_cuda.h>
- #include <starpu_opencl.h>
- #include <common/config.h>
- #include <core/workers.h>
- #include <core/perfmodel/perfmodel.h>
- #ifdef STARPU_USE_OPENCL
- #include <starpu_opencl.h>
- #endif
- #ifdef STARPU_HAVE_WINDOWS
- #include <windows.h>
- #endif
- #define SIZE (32*1024*1024*sizeof(char))
- #define NITER 128
- static void starpu_force_bus_sampling(void);
- /* timing is in µs per byte (i.e. slowness, inverse of bandwidth) */
- struct dev_timing
- {
- int cpu_id;
- double timing_htod;
- double timing_dtoh;
- };
- static double bandwidth_matrix[STARPU_MAXNODES][STARPU_MAXNODES];
- static double latency_matrix[STARPU_MAXNODES][STARPU_MAXNODES];
- static unsigned was_benchmarked = 0;
- static unsigned ncpus = 0;
- static int ncuda = 0;
- static int nopencl = 0;
- /* Benchmarking the performance of the bus */
- #ifdef STARPU_USE_CUDA
- static int cuda_affinity_matrix[STARPU_MAXCUDADEVS][STARPU_MAXCPUS];
- static double cudadev_timing_htod[STARPU_MAXNODES] = {0.0};
- static double cudadev_timing_dtoh[STARPU_MAXNODES] = {0.0};
- #ifdef HAVE_CUDA_MEMCPY_PEER
- static double cudadev_timing_dtod[STARPU_MAXNODES][STARPU_MAXNODES] = {{0.0}};
- #endif
- static struct dev_timing cudadev_timing_per_cpu[STARPU_MAXNODES*STARPU_MAXCPUS];
- #endif
- #ifdef STARPU_USE_OPENCL
- static int opencl_affinity_matrix[STARPU_MAXOPENCLDEVS][STARPU_MAXCPUS];
- static double opencldev_timing_htod[STARPU_MAXNODES] = {0.0};
- static double opencldev_timing_dtoh[STARPU_MAXNODES] = {0.0};
- static struct dev_timing opencldev_timing_per_cpu[STARPU_MAXNODES*STARPU_MAXCPUS];
- #endif
- #ifdef STARPU_HAVE_HWLOC
- static hwloc_topology_t hwtopology;
- #endif
- #if defined(STARPU_USE_CUDA) || defined(STARPU_USE_OPENCL)
- #ifdef STARPU_USE_CUDA
- static void measure_bandwidth_between_host_and_dev_on_cpu_with_cuda(int dev, int cpu, struct dev_timing *dev_timing_per_cpu)
- {
- struct _starpu_machine_config *config = _starpu_get_machine_config();
- _starpu_bind_thread_on_cpu(config, cpu);
- size_t size = SIZE;
- /* Initialize CUDA context on the device */
- cudaSetDevice(dev);
- /* hack to avoid third party libs to rebind threads */
- _starpu_bind_thread_on_cpu(config, cpu);
-
- /* hack to force the initialization */
- cudaFree(0);
- /* hack to avoid third party libs to rebind threads */
- _starpu_bind_thread_on_cpu(config, cpu);
- /* Get the maximum size which can be allocated on the device */
- struct cudaDeviceProp prop;
- cudaError_t cures;
- cures = cudaGetDeviceProperties(&prop, dev);
- if (STARPU_UNLIKELY(cures)) STARPU_CUDA_REPORT_ERROR(cures);
- if (size > prop.totalGlobalMem/4) size = prop.totalGlobalMem/4;
- /* Allocate a buffer on the device */
- unsigned char *d_buffer;
- cudaMalloc((void **)&d_buffer, size);
- STARPU_ASSERT(d_buffer);
- /* hack to avoid third party libs to rebind threads */
- _starpu_bind_thread_on_cpu(config, cpu);
- /* Allocate a buffer on the host */
- unsigned char *h_buffer;
- cures = cudaHostAlloc((void **)&h_buffer, size, 0);
- STARPU_ASSERT(cures == cudaSuccess);
- /* hack to avoid third party libs to rebind threads */
- _starpu_bind_thread_on_cpu(config, cpu);
- /* Fill them */
- memset(h_buffer, 0, size);
- cudaMemset(d_buffer, 0, size);
- /* hack to avoid third party libs to rebind threads */
- _starpu_bind_thread_on_cpu(config, cpu);
- unsigned iter;
- double timing;
- struct timeval start;
- struct timeval end;
- /* Measure upload bandwidth */
- gettimeofday(&start, NULL);
- for (iter = 0; iter < NITER; iter++)
- {
- cudaMemcpy(d_buffer, h_buffer, size, cudaMemcpyHostToDevice);
- cudaThreadSynchronize();
- }
- gettimeofday(&end, NULL);
- timing = (double)((end.tv_sec - start.tv_sec)*1000000 + (end.tv_usec - start.tv_usec));
- dev_timing_per_cpu[(dev+1)*STARPU_MAXCPUS+cpu].timing_htod = timing/NITER/size;
- /* Measure download bandwidth */
- gettimeofday(&start, NULL);
- for (iter = 0; iter < NITER; iter++)
- {
- cudaMemcpy(h_buffer, d_buffer, size, cudaMemcpyDeviceToHost);
- cudaThreadSynchronize();
- }
- gettimeofday(&end, NULL);
- timing = (double)((end.tv_sec - start.tv_sec)*1000000 + (end.tv_usec - start.tv_usec));
- dev_timing_per_cpu[(dev+1)*STARPU_MAXCPUS+cpu].timing_dtoh = timing/NITER/size;
- /* Free buffers */
- cudaFreeHost(h_buffer);
- cudaFree(d_buffer);
- cudaThreadExit();
- }
- #ifdef HAVE_CUDA_MEMCPY_PEER
- static void measure_bandwidth_between_dev_and_dev_cuda(int src, int dst)
- {
- size_t size = SIZE;
- int can;
- /* Get the maximum size which can be allocated on the device */
- struct cudaDeviceProp prop;
- cudaError_t cures;
- cures = cudaGetDeviceProperties(&prop, src);
- if (STARPU_UNLIKELY(cures)) STARPU_CUDA_REPORT_ERROR(cures);
- if (size > prop.totalGlobalMem/4) size = prop.totalGlobalMem/4;
- cures = cudaGetDeviceProperties(&prop, dst);
- if (STARPU_UNLIKELY(cures)) STARPU_CUDA_REPORT_ERROR(cures);
- if (size > prop.totalGlobalMem/4) size = prop.totalGlobalMem/4;
- /* Initialize CUDA context on the source */
- cudaSetDevice(src);
- if (starpu_get_env_number("STARPU_DISABLE_CUDA_GPU_GPU_DIRECT") > 0) {
- cures = cudaDeviceCanAccessPeer(&can, src, dst);
- if (!cures && can) {
- cures = cudaDeviceEnablePeerAccess(dst, 0);
- if (!cures)
- _STARPU_DISP("GPU-Direct %d -> %d\n", dst, src);
- }
- }
- /* Allocate a buffer on the device */
- unsigned char *s_buffer;
- cudaMalloc((void **)&s_buffer, size);
- STARPU_ASSERT(s_buffer);
- cudaMemset(s_buffer, 0, size);
- /* Initialize CUDA context on the destination */
- cudaSetDevice(dst);
- if (starpu_get_env_number("STARPU_DISABLE_CUDA_GPU_GPU_DIRECT") > 0) {
- cures = cudaDeviceCanAccessPeer(&can, dst, src);
- if (!cures && can) {
- cures = cudaDeviceEnablePeerAccess(src, 0);
- if (!cures)
- _STARPU_DISP("GPU-Direct %d -> %d\n", src, dst);
- }
- }
- /* Allocate a buffer on the device */
- unsigned char *d_buffer;
- cudaMalloc((void **)&d_buffer, size);
- STARPU_ASSERT(d_buffer);
- cudaMemset(d_buffer, 0, size);
- unsigned iter;
- double timing;
- struct timeval start;
- struct timeval end;
- /* Measure upload bandwidth */
- gettimeofday(&start, NULL);
- for (iter = 0; iter < NITER; iter++)
- {
- cudaMemcpyPeer(d_buffer, dst, s_buffer, src, size);
- cudaThreadSynchronize();
- }
- gettimeofday(&end, NULL);
- timing = (double)((end.tv_sec - start.tv_sec)*1000000 + (end.tv_usec - start.tv_usec));
- cudadev_timing_dtod[src+1][dst+1] = timing/NITER/size;
- /* Free buffers */
- cudaFree(d_buffer);
- cudaSetDevice(src);
- cudaFree(s_buffer);
- cudaThreadExit();
- }
- #endif
- #endif
- #ifdef STARPU_USE_OPENCL
- static void measure_bandwidth_between_host_and_dev_on_cpu_with_opencl(int dev, int cpu, struct dev_timing *dev_timing_per_cpu)
- {
- cl_context context;
- cl_command_queue queue;
- cl_int err=0;
- size_t size = SIZE;
- int not_initialized;
- struct _starpu_machine_config *config = _starpu_get_machine_config();
- _starpu_bind_thread_on_cpu(config, cpu);
- /* Is the context already initialised ? */
- starpu_opencl_get_context(dev, &context);
- not_initialized = (context == NULL);
- if (not_initialized == 1)
- _starpu_opencl_init_context(dev);
- /* Get context and queue */
- starpu_opencl_get_context(dev, &context);
- starpu_opencl_get_queue(dev, &queue);
- /* Get the maximum size which can be allocated on the device */
- cl_device_id device;
- cl_ulong maxMemAllocSize;
- starpu_opencl_get_device(dev, &device);
- err = clGetDeviceInfo(device, CL_DEVICE_MAX_MEM_ALLOC_SIZE, sizeof(maxMemAllocSize), &maxMemAllocSize, NULL);
- if (err != CL_SUCCESS) STARPU_OPENCL_REPORT_ERROR(err);
- if (size > (size_t)maxMemAllocSize/4) size = maxMemAllocSize/4;
- if (_starpu_opencl_get_device_type(dev) == CL_DEVICE_TYPE_CPU)
- {
- /* Let's not use too much RAM when running OpenCL on a CPU: it
- * would make the OS swap like crazy. */
- size /= 2;
- }
- /* hack to avoid third party libs to rebind threads */
- _starpu_bind_thread_on_cpu(config, cpu);
- /* Allocate a buffer on the device */
- cl_mem d_buffer;
- d_buffer = clCreateBuffer(context, CL_MEM_READ_WRITE, size, NULL, &err);
- if (err != CL_SUCCESS) STARPU_OPENCL_REPORT_ERROR(err);
- /* hack to avoid third party libs to rebind threads */
- _starpu_bind_thread_on_cpu(config, cpu);
- /* Allocate a buffer on the host */
- unsigned char *h_buffer;
- h_buffer = (unsigned char *)malloc(size);
- STARPU_ASSERT(h_buffer);
- /* hack to avoid third party libs to rebind threads */
- _starpu_bind_thread_on_cpu(config, cpu);
- /* Fill them */
- memset(h_buffer, 0, size);
- err = clEnqueueWriteBuffer(queue, d_buffer, CL_TRUE, 0, size, h_buffer, 0, NULL, NULL);
- if (err != CL_SUCCESS) STARPU_OPENCL_REPORT_ERROR(err);
- /* hack to avoid third party libs to rebind threads */
- _starpu_bind_thread_on_cpu(config, cpu);
- unsigned iter;
- double timing;
- struct timeval start;
- struct timeval end;
- /* Measure upload bandwidth */
- gettimeofday(&start, NULL);
- for (iter = 0; iter < NITER; iter++)
- {
- err = clEnqueueWriteBuffer(queue, d_buffer, CL_TRUE, 0, size, h_buffer, 0, NULL, NULL);
- if (err != CL_SUCCESS) STARPU_OPENCL_REPORT_ERROR(err);
- }
- gettimeofday(&end, NULL);
- timing = (double)((end.tv_sec - start.tv_sec)*1000000 + (end.tv_usec - start.tv_usec));
- dev_timing_per_cpu[(dev+1)*STARPU_MAXCPUS+cpu].timing_htod = timing/NITER/size;
- /* Measure download bandwidth */
- gettimeofday(&start, NULL);
- for (iter = 0; iter < NITER; iter++)
- {
- err = clEnqueueReadBuffer(queue, d_buffer, CL_TRUE, 0, size, h_buffer, 0, NULL, NULL);
- if (err != CL_SUCCESS) STARPU_OPENCL_REPORT_ERROR(err);
- }
- gettimeofday(&end, NULL);
- timing = (double)((end.tv_sec - start.tv_sec)*1000000 + (end.tv_usec - start.tv_usec));
- dev_timing_per_cpu[(dev+1)*STARPU_MAXCPUS+cpu].timing_dtoh = timing/NITER/size;
- /* Free buffers */
- clReleaseMemObject(d_buffer);
- free(h_buffer);
- /* Uninitiliaze OpenCL context on the device */
- if (not_initialized == 1)
- _starpu_opencl_deinit_context(dev);
- }
- #endif
- /* NB: we want to sort the bandwidth by DECREASING order */
- static int compar_dev_timing(const void *left_dev_timing, const void *right_dev_timing)
- {
- const struct dev_timing *left = (const struct dev_timing *)left_dev_timing;
- const struct dev_timing *right = (const struct dev_timing *)right_dev_timing;
- double left_dtoh = left->timing_dtoh;
- double left_htod = left->timing_htod;
- double right_dtoh = right->timing_dtoh;
- double right_htod = right->timing_htod;
- double timing_sum2_left = left_dtoh*left_dtoh + left_htod*left_htod;
- double timing_sum2_right = right_dtoh*right_dtoh + right_htod*right_htod;
- /* it's for a decreasing sorting */
- return (timing_sum2_left > timing_sum2_right);
- }
- #ifdef STARPU_HAVE_HWLOC
- static int find_numa_node(hwloc_obj_t obj)
- {
- STARPU_ASSERT(obj);
- hwloc_obj_t current = obj;
- while (current->depth != HWLOC_OBJ_NODE)
- {
- current = current->parent;
- /* If we don't find a "node" obj before the root, this means
- * hwloc does not know whether there are numa nodes or not, so
- * we should not use a per-node sampling in that case. */
- STARPU_ASSERT(current);
- }
- STARPU_ASSERT(current->depth == HWLOC_OBJ_NODE);
- return current->logical_index;
- }
- #endif
- static void measure_bandwidth_between_cpus_and_dev(int dev, struct dev_timing *dev_timing_per_cpu, char *type)
- {
- /* Either we have hwloc and we measure the bandwith between each GPU
- * and each NUMA node, or we don't have such NUMA information and we
- * measure the bandwith for each pair of (CPU, GPU), which is slower.
- * */
- #ifdef STARPU_HAVE_HWLOC
- int cpu_depth = hwloc_get_type_depth(hwtopology, HWLOC_OBJ_CORE);
- int nnuma_nodes = hwloc_get_nbobjs_by_depth(hwtopology, HWLOC_OBJ_NODE);
- /* If no NUMA node was found, we assume that we have a single memory
- * bank. */
- const unsigned no_node_obj_was_found = (nnuma_nodes == 0);
- unsigned *is_available_per_numa_node = NULL;
- double *dev_timing_htod_per_numa_node = NULL;
- double *dev_timing_dtoh_per_numa_node = NULL;
- if (!no_node_obj_was_found)
- {
- is_available_per_numa_node = (unsigned *)malloc(nnuma_nodes * sizeof(unsigned));
- STARPU_ASSERT(is_available_per_numa_node);
- dev_timing_htod_per_numa_node = (double *)malloc(nnuma_nodes * sizeof(double));
- STARPU_ASSERT(dev_timing_htod_per_numa_node);
- dev_timing_dtoh_per_numa_node = (double *)malloc(nnuma_nodes * sizeof(double));
- STARPU_ASSERT(dev_timing_dtoh_per_numa_node);
- memset(is_available_per_numa_node, 0, nnuma_nodes*sizeof(unsigned));
- }
- #endif
- unsigned cpu;
- for (cpu = 0; cpu < ncpus; cpu++)
- {
- dev_timing_per_cpu[(dev+1)*STARPU_MAXCPUS+cpu].cpu_id = cpu;
- #ifdef STARPU_HAVE_HWLOC
- int numa_id = 0;
- if (!no_node_obj_was_found)
- {
- hwloc_obj_t obj = hwloc_get_obj_by_depth(hwtopology, cpu_depth, cpu);
- numa_id = find_numa_node(obj);
- if (is_available_per_numa_node[numa_id])
- {
- /* We reuse the previous numbers for that NUMA node */
- dev_timing_per_cpu[(dev+1)*STARPU_MAXCPUS+cpu].timing_htod =
- dev_timing_htod_per_numa_node[numa_id];
- dev_timing_per_cpu[(dev+1)*STARPU_MAXCPUS+cpu].timing_dtoh =
- dev_timing_dtoh_per_numa_node[numa_id];
- continue;
- }
- }
- #endif
- #ifdef STARPU_USE_CUDA
- if (strncmp(type, "CUDA", 4) == 0)
- measure_bandwidth_between_host_and_dev_on_cpu_with_cuda(dev, cpu, dev_timing_per_cpu);
- #endif
- #ifdef STARPU_USE_OPENCL
- if (strncmp(type, "OpenCL", 6) == 0)
- measure_bandwidth_between_host_and_dev_on_cpu_with_opencl(dev, cpu, dev_timing_per_cpu);
- #endif
- #ifdef STARPU_HAVE_HWLOC
- if (!no_node_obj_was_found && !is_available_per_numa_node[numa_id])
- {
- /* Save the results for that NUMA node */
- dev_timing_htod_per_numa_node[numa_id] =
- dev_timing_per_cpu[(dev+1)*STARPU_MAXCPUS+cpu].timing_htod;
- dev_timing_dtoh_per_numa_node[numa_id] =
- dev_timing_per_cpu[(dev+1)*STARPU_MAXCPUS+cpu].timing_dtoh;
- is_available_per_numa_node[numa_id] = 1;
- }
- #endif
- }
- #ifdef STARPU_HAVE_HWLOC
- if (!no_node_obj_was_found)
- {
- free(is_available_per_numa_node);
- free(dev_timing_htod_per_numa_node);
- free(dev_timing_dtoh_per_numa_node);
- }
- #endif /* STARPU_HAVE_HWLOC */
- }
- static void measure_bandwidth_between_host_and_dev(int dev, double *dev_timing_htod, double *dev_timing_dtoh,
- struct dev_timing *dev_timing_per_cpu, char *type)
- {
- measure_bandwidth_between_cpus_and_dev(dev, dev_timing_per_cpu, type);
- /* sort the results */
- qsort(&(dev_timing_per_cpu[(dev+1)*STARPU_MAXCPUS]), ncpus,
- sizeof(struct dev_timing),
- compar_dev_timing);
- #ifdef STARPU_VERBOSE
- unsigned cpu;
- for (cpu = 0; cpu < ncpus; cpu++)
- {
- unsigned current_cpu = dev_timing_per_cpu[(dev+1)*STARPU_MAXCPUS+cpu].cpu_id;
- double bandwidth_dtoh = dev_timing_per_cpu[(dev+1)*STARPU_MAXCPUS+cpu].timing_dtoh;
- double bandwidth_htod = dev_timing_per_cpu[(dev+1)*STARPU_MAXCPUS+cpu].timing_htod;
- double bandwidth_sum2 = bandwidth_dtoh*bandwidth_dtoh + bandwidth_htod*bandwidth_htod;
- _STARPU_DISP("(%10s) BANDWIDTH GPU %d CPU %u - htod %f - dtoh %f - %f\n", type, dev, current_cpu, bandwidth_htod, bandwidth_dtoh, sqrt(bandwidth_sum2));
- }
- unsigned best_cpu = dev_timing_per_cpu[(dev+1)*STARPU_MAXCPUS+0].cpu_id;
- _STARPU_DISP("(%10s) BANDWIDTH GPU %d BEST CPU %u\n", type, dev, best_cpu);
- #endif
- /* The results are sorted in a decreasing order, so that the best
- * measurement is currently the first entry. */
- dev_timing_dtoh[dev+1] = dev_timing_per_cpu[(dev+1)*STARPU_MAXCPUS+0].timing_dtoh;
- dev_timing_htod[dev+1] = dev_timing_per_cpu[(dev+1)*STARPU_MAXCPUS+0].timing_htod;
- }
- #endif /* defined(STARPU_USE_CUDA) || defined(STARPU_USE_OPENCL) */
- static void benchmark_all_gpu_devices(void)
- {
- int i;
- #ifdef HAVE_CUDA_MEMCPY_PEER
- int j;
- #endif
- _STARPU_DEBUG("Benchmarking the speed of the bus\n");
- #ifdef STARPU_HAVE_HWLOC
- hwloc_topology_init(&hwtopology);
- hwloc_topology_load(hwtopology);
- #endif
- #ifdef STARPU_HAVE_HWLOC
- hwloc_bitmap_t former_cpuset = hwloc_bitmap_alloc();
- hwloc_get_cpubind(hwtopology, former_cpuset, HWLOC_CPUBIND_THREAD);
- #elif __linux__
- /* Save the current cpu binding */
- cpu_set_t former_process_affinity;
- int ret;
- ret = sched_getaffinity(0, sizeof(former_process_affinity), &former_process_affinity);
- if (ret)
- {
- perror("sched_getaffinity");
- STARPU_ABORT();
- }
- #else
- #warning Missing binding support, StarPU will not be able to properly benchmark NUMA topology
- #endif
- struct _starpu_machine_config *config = _starpu_get_machine_config();
- ncpus = _starpu_topology_get_nhwcpu(config);
- #ifdef STARPU_USE_CUDA
- ncuda = _starpu_get_cuda_device_count();
- for (i = 0; i < ncuda; i++)
- {
- _STARPU_DISP("CUDA %d...\n", i);
- /* measure bandwidth between Host and Device i */
- measure_bandwidth_between_host_and_dev(i, cudadev_timing_htod, cudadev_timing_dtoh, cudadev_timing_per_cpu, "CUDA");
- }
- #ifdef HAVE_CUDA_MEMCPY_PEER
- for (i = 0; i < ncuda; i++)
- for (j = 0; j < ncuda; j++)
- if (i != j)
- {
- _STARPU_DISP("CUDA %d -> %d...\n", i, j);
- /* measure bandwidth between Host and Device i */
- measure_bandwidth_between_dev_and_dev_cuda(i, j);
- }
- #endif
- #endif
- #ifdef STARPU_USE_OPENCL
- nopencl = _starpu_opencl_get_device_count();
- for (i = 0; i < nopencl; i++)
- {
- _STARPU_DISP("OpenCL %d...\n", i);
- /* measure bandwith between Host and Device i */
- measure_bandwidth_between_host_and_dev(i, opencldev_timing_htod, opencldev_timing_dtoh, opencldev_timing_per_cpu, "OpenCL");
- }
- #endif
- #ifdef STARPU_HAVE_HWLOC
- hwloc_set_cpubind(hwtopology, former_cpuset, HWLOC_CPUBIND_THREAD);
- #elif __linux__
- /* Restore the former affinity */
- ret = sched_setaffinity(0, sizeof(former_process_affinity), &former_process_affinity);
- if (ret)
- {
- perror("sched_setaffinity");
- STARPU_ABORT();
- }
- #endif
- #ifdef STARPU_HAVE_HWLOC
- hwloc_topology_destroy(hwtopology);
- #endif
- _STARPU_DEBUG("Benchmarking the speed of the bus is done.\n");
- was_benchmarked = 1;
- }
- static void get_bus_path(const char *type, char *path, size_t maxlen)
- {
- _starpu_get_perf_model_dir_bus(path, maxlen);
- char hostname[32];
- char *forced_hostname = getenv("STARPU_HOSTNAME");
- if (forced_hostname && forced_hostname[0])
- snprintf(hostname, sizeof(hostname), "%s", forced_hostname);
- else
- gethostname(hostname, sizeof(hostname));
- strncat(path, hostname, maxlen);
- strncat(path, ".", maxlen);
- strncat(path, type, maxlen);
- }
- /*
- * Affinity
- */
- static void get_affinity_path(char *path, size_t maxlen)
- {
- get_bus_path("affinity", path, maxlen);
- }
- static void load_bus_affinity_file_content(void)
- {
- #if defined(STARPU_USE_CUDA) || defined(STARPU_USE_OPENCL)
- FILE *f;
- char path[256];
- get_affinity_path(path, 256);
- f = fopen(path, "r");
- STARPU_ASSERT(f);
- struct _starpu_machine_config *config = _starpu_get_machine_config();
- ncpus = _starpu_topology_get_nhwcpu(config);
- int gpu;
- #ifdef STARPU_USE_CUDA
- ncuda = _starpu_get_cuda_device_count();
- for (gpu = 0; gpu < ncuda; gpu++)
- {
- int ret;
- int dummy;
- _starpu_drop_comments(f);
- ret = fscanf(f, "%d\t", &dummy);
- STARPU_ASSERT(ret == 1);
- STARPU_ASSERT(dummy == gpu);
- unsigned cpu;
- for (cpu = 0; cpu < ncpus; cpu++)
- {
- ret = fscanf(f, "%d\t", &cuda_affinity_matrix[gpu][cpu]);
- STARPU_ASSERT(ret == 1);
- }
- ret = fscanf(f, "\n");
- STARPU_ASSERT(ret == 0);
- }
- #endif /* !STARPU_USE_CUDA */
- #ifdef STARPU_USE_OPENCL
- nopencl = _starpu_opencl_get_device_count();
- for (gpu = 0; gpu < nopencl; gpu++)
- {
- int ret;
- int dummy;
- _starpu_drop_comments(f);
- ret = fscanf(f, "%d\t", &dummy);
- STARPU_ASSERT(ret == 1);
- STARPU_ASSERT(dummy == gpu);
- unsigned cpu;
- for (cpu = 0; cpu < ncpus; cpu++)
- {
- ret = fscanf(f, "%d\t", &opencl_affinity_matrix[gpu][cpu]);
- STARPU_ASSERT(ret == 1);
- }
- ret = fscanf(f, "\n");
- STARPU_ASSERT(ret == 0);
- }
- #endif /* !STARPU_USE_OPENCL */
- fclose(f);
- #endif /* !(STARPU_USE_CUDA_ || STARPU_USE_OPENCL */
- }
- static void write_bus_affinity_file_content(void)
- {
- STARPU_ASSERT(was_benchmarked);
- #if defined(STARPU_USE_CUDA) || defined(STARPU_USE_OPENCL)
- FILE *f;
- char path[256];
- get_affinity_path(path, 256);
- f = fopen(path, "w+");
- if (!f)
- {
- perror("fopen write_buf_affinity_file_content");
- _STARPU_DISP("path '%s'\n", path);
- fflush(stderr);
- STARPU_ABORT();
- }
- unsigned cpu;
- int gpu;
- fprintf(f, "# GPU\t");
- for (cpu = 0; cpu < ncpus; cpu++)
- fprintf(f, "CPU%u\t", cpu);
- fprintf(f, "\n");
- #ifdef STARPU_USE_CUDA
- for (gpu = 0; gpu < ncuda; gpu++)
- {
- fprintf(f, "%d\t", gpu);
- for (cpu = 0; cpu < ncpus; cpu++)
- {
- fprintf(f, "%d\t", cudadev_timing_per_cpu[(gpu+1)*STARPU_MAXCPUS+cpu].cpu_id);
- }
- fprintf(f, "\n");
- }
- #endif
- #ifdef STARPU_USE_OPENCL
- for (gpu = 0; gpu < nopencl; gpu++)
- {
- fprintf(f, "%d\t", gpu);
- for (cpu = 0; cpu < ncpus; cpu++)
- {
- fprintf(f, "%d\t", opencldev_timing_per_cpu[(gpu+1)*STARPU_MAXCPUS+cpu].cpu_id);
- }
- fprintf(f, "\n");
- }
- #endif
- fclose(f);
- #endif
- }
- static void generate_bus_affinity_file(void)
- {
- if (!was_benchmarked)
- benchmark_all_gpu_devices();
- write_bus_affinity_file_content();
- }
- static void load_bus_affinity_file(void)
- {
- int res;
- char path[256];
- get_affinity_path(path, 256);
- res = access(path, F_OK);
- if (res)
- {
- /* File does not exist yet */
- generate_bus_affinity_file();
- }
- load_bus_affinity_file_content();
- }
- #ifdef STARPU_USE_CUDA
- int *_starpu_get_cuda_affinity_vector(unsigned gpuid)
- {
- return cuda_affinity_matrix[gpuid];
- }
- #endif /* STARPU_USE_CUDA */
- #ifdef STARPU_USE_OPENCL
- int *_starpu_get_opencl_affinity_vector(unsigned gpuid)
- {
- return opencl_affinity_matrix[gpuid];
- }
- #endif /* STARPU_USE_OPENCL */
- void starpu_bus_print_affinity(FILE *f)
- {
- #if defined(STARPU_USE_CUDA) || defined(STARPU_USE_OPENCL)
- unsigned cpu;
- int gpu;
- #endif
- fprintf(f, "# GPU\tCPU in preference order (logical index)\n");
- #ifdef STARPU_USE_CUDA
- fprintf(f, "# CUDA\n");
- for(gpu = 0 ; gpu<ncuda ; gpu++)
- {
- fprintf(f, "%d\t", gpu);
- for (cpu = 0; cpu < ncpus; cpu++)
- {
- fprintf(f, "%d\t", cuda_affinity_matrix[gpu][cpu]);
- }
- fprintf(f, "\n");
- }
- #endif
- #ifdef STARPU_USE_OPENCL
- fprintf(f, "# OpenCL\n");
- for(gpu = 0 ; gpu<nopencl ; gpu++)
- {
- fprintf(f, "%d\t", gpu);
- for (cpu = 0; cpu < ncpus; cpu++)
- {
- fprintf(f, "%d\t", opencl_affinity_matrix[gpu][cpu]);
- }
- fprintf(f, "\n");
- }
- #endif
- }
- /*
- * Latency
- */
- static void get_latency_path(char *path, size_t maxlen)
- {
- get_bus_path("latency", path, maxlen);
- }
- static int load_bus_latency_file_content(void)
- {
- int n;
- unsigned src, dst;
- FILE *f;
- char path[256];
- get_latency_path(path, 256);
- f = fopen(path, "r");
- STARPU_ASSERT(f);
- for (src = 0; src < STARPU_MAXNODES; src++)
- {
- _starpu_drop_comments(f);
- for (dst = 0; dst < STARPU_MAXNODES; dst++)
- {
- double latency;
- n = fscanf(f, "%lf", &latency);
- if (n != 1)
- {
- fclose(f);
- return 0;
- }
- n = getc(f);
- if (n != '\t')
- {
- fclose(f);
- return 0;
- }
- latency_matrix[src][dst] = latency;
- }
- n = getc(f);
- if (n != '\n')
- {
- fclose(f);
- return 0;
- }
- }
- fclose(f);
- return 1;
- }
- static void write_bus_latency_file_content(void)
- {
- int src, dst, maxnode;
- FILE *f;
- STARPU_ASSERT(was_benchmarked);
- char path[256];
- get_latency_path(path, 256);
- f = fopen(path, "w+");
- if (!f)
- {
- perror("fopen write_bus_latency_file_content");
- _STARPU_DISP("path '%s'\n", path);
- fflush(stderr);
- STARPU_ABORT();
- }
- fprintf(f, "# ");
- for (dst = 0; dst < STARPU_MAXNODES; dst++)
- fprintf(f, "to %d\t\t", dst);
- fprintf(f, "\n");
- maxnode = ncuda;
- #ifdef STARPU_USE_OPENCL
- maxnode += nopencl;
- #endif
- for (src = 0; src < STARPU_MAXNODES; src++)
- {
- for (dst = 0; dst < STARPU_MAXNODES; dst++)
- {
- double latency;
- if ((src > maxnode) || (dst > maxnode))
- {
- /* convention */
- latency = NAN;
- }
- else if (src == dst)
- {
- latency = 0.0;
- }
- else
- {
- /* µs */
- latency = ((src && dst)?2000.0:500.0);
- }
- fprintf(f, "%f\t", latency);
- }
- fprintf(f, "\n");
- }
- fclose(f);
- }
- static void generate_bus_latency_file(void)
- {
- if (!was_benchmarked)
- benchmark_all_gpu_devices();
- write_bus_latency_file_content();
- }
- static void load_bus_latency_file(void)
- {
- int res;
- char path[256];
- get_latency_path(path, 256);
- res = access(path, F_OK);
- if (res || !load_bus_latency_file_content())
- {
- /* File does not exist yet or is bogus */
- generate_bus_latency_file();
- }
- }
- /*
- * Bandwidth
- */
- static void get_bandwidth_path(char *path, size_t maxlen)
- {
- get_bus_path("bandwidth", path, maxlen);
- }
- static int load_bus_bandwidth_file_content(void)
- {
- int n;
- unsigned src, dst;
- FILE *f;
- char path[256];
- get_bandwidth_path(path, 256);
- f = fopen(path, "r");
- if (!f)
- {
- perror("fopen load_bus_bandwidth_file_content");
- _STARPU_DISP("path '%s'\n", path);
- fflush(stderr);
- STARPU_ABORT();
- }
- for (src = 0; src < STARPU_MAXNODES; src++)
- {
- _starpu_drop_comments(f);
- for (dst = 0; dst < STARPU_MAXNODES; dst++)
- {
- double bandwidth;
- n = fscanf(f, "%lf", &bandwidth);
- if (n != 1)
- {
- fprintf(stderr,"Error while reading sampling file <%s>. Expected a number\n", path);
- fclose(f);
- return 0;
- }
- n = getc(f);
- if (n != '\t')
- {
- fclose(f);
- return 0;
- }
- bandwidth_matrix[src][dst] = bandwidth;
- }
- n = getc(f);
- if (n != '\n')
- {
- fclose(f);
- return 0;
- }
- }
- fclose(f);
- return 1;
- }
- static void write_bus_bandwidth_file_content(void)
- {
- int src, dst, maxnode;
- FILE *f;
- STARPU_ASSERT(was_benchmarked);
- char path[256];
- get_bandwidth_path(path, 256);
- f = fopen(path, "w+");
- STARPU_ASSERT(f);
- fprintf(f, "# ");
- for (dst = 0; dst < STARPU_MAXNODES; dst++)
- fprintf(f, "to %d\t\t", dst);
- fprintf(f, "\n");
- maxnode = ncuda;
- #ifdef STARPU_USE_OPENCL
- maxnode += nopencl;
- #endif
- for (src = 0; src < STARPU_MAXNODES; src++)
- {
- for (dst = 0; dst < STARPU_MAXNODES; dst++)
- {
- double bandwidth;
- if ((src > maxnode) || (dst > maxnode))
- {
- bandwidth = NAN;
- }
- #if defined(STARPU_USE_CUDA) || defined(STARPU_USE_OPENCL)
- else if (src != dst)
- {
- double slowness = 0.0;
- /* Total bandwidth is the harmonic mean of bandwidths */
- #ifdef STARPU_USE_CUDA
- #ifdef HAVE_CUDA_MEMCPY_PEER
- if (src && src <= ncuda && dst && dst <= ncuda)
- /* Direct GPU-GPU transfert */
- slowness = cudadev_timing_dtod[src][dst];
- else
- #endif
- {
- if (src && src <= ncuda)
- slowness += cudadev_timing_dtoh[src];
- if (dst && dst <= ncuda)
- slowness += cudadev_timing_htod[dst];
- }
- #endif
- #ifdef STARPU_USE_OPENCL
- if (src > ncuda)
- slowness += opencldev_timing_dtoh[src-ncuda];
- if (dst > ncuda)
- slowness += opencldev_timing_htod[dst-ncuda];
- #endif
- bandwidth = 1.0/slowness;
- }
- #endif
- else
- {
- /* convention */
- bandwidth = 0.0;
- }
- fprintf(f, "%f\t", bandwidth);
- }
- fprintf(f, "\n");
- }
- fclose(f);
- }
- void starpu_bus_print_bandwidth(FILE *f)
- {
- int src, dst, maxnode;
- maxnode = ncuda;
- #ifdef STARPU_USE_OPENCL
- maxnode += nopencl;
- #endif
- fprintf(f, "from/to\t");
- fprintf(f, "RAM\t");
- for (dst = 0; dst < ncuda; dst++)
- fprintf(f, "CUDA %d\t", dst);
- for (dst = 0; dst < nopencl; dst++)
- fprintf(f, "OpenCL%d\t", dst);
- fprintf(f, "\n");
- for (src = 0; src <= maxnode; src++)
- {
- if (!src)
- fprintf(f, "RAM\t");
- else if (src <= ncuda)
- fprintf(f, "CUDA %d\t", src-1);
- else
- fprintf(f, "OpenCL%d\t", src-ncuda-1);
- for (dst = 0; dst <= maxnode; dst++)
- fprintf(f, "%.0f\t", bandwidth_matrix[src][dst]);
- fprintf(f, "\n");
- }
- #if defined(STARPU_USE_CUDA) || defined(STARPU_USE_OPENCL)
- if (ncuda != 0 || nopencl != 0)
- fprintf(f, "\nGPU\tCPU in preference order (logical index), host-to-device, device-to-host\n");
- for (src = 1; src <= maxnode; src++)
- {
- struct dev_timing *timing;
- struct _starpu_machine_config *config = _starpu_get_machine_config();
- int ncpus = _starpu_topology_get_nhwcpu(config);
- int cpu;
- #ifdef STARPU_USE_CUDA
- if (src <= ncuda)
- {
- fprintf(f, "CUDA %d\t", src-1);
- for (cpu = 0; cpu < ncpus; cpu++)
- {
- timing = &cudadev_timing_per_cpu[src*STARPU_MAXCPUS+cpu];
- if (timing->timing_htod)
- fprintf(f, "%2d %.0f %.0f\t", timing->cpu_id, 1/timing->timing_htod, 1/timing->timing_dtoh);
- else
- fprintf(f, "%2d\t", cuda_affinity_matrix[src-1][cpu]);
- }
- }
- #ifdef STARPU_USE_OPENCL
- else
- #endif
- #endif
- #ifdef STARPU_USE_OPENCL
- {
- fprintf(f, "OpenCL%d\t", src-ncuda-1);
- for (cpu = 0; cpu < ncpus; cpu++)
- {
- timing = &opencldev_timing_per_cpu[(src-ncuda)*STARPU_MAXCPUS+cpu];
- if (timing->timing_htod)
- fprintf(f, "%2d %.0f %.0f\t", timing->cpu_id, 1/timing->timing_htod, 1/timing->timing_dtoh);
- else
- fprintf(f, "%2d\t", opencl_affinity_matrix[src-1][cpu]);
- }
- }
- #endif
- fprintf(f, "\n");
- }
- #endif
- }
- static void generate_bus_bandwidth_file(void)
- {
- if (!was_benchmarked)
- benchmark_all_gpu_devices();
- write_bus_bandwidth_file_content();
- }
- static void load_bus_bandwidth_file(void)
- {
- int res;
- char path[256];
- get_bandwidth_path(path, 256);
- res = access(path, F_OK);
- if (res || !load_bus_bandwidth_file_content())
- {
- /* File does not exist yet or is bogus */
- generate_bus_bandwidth_file();
- }
- }
- /*
- * Config
- */
- static void get_config_path(char *path, size_t maxlen)
- {
- get_bus_path("config", path, maxlen);
- }
- static void check_bus_config_file()
- {
- int res;
- char path[256];
- struct _starpu_machine_config *config = _starpu_get_machine_config();
- get_config_path(path, 256);
- res = access(path, F_OK);
- if (res || config->conf->bus_calibrate > 0)
- {
- if (res)
- _STARPU_DISP("No performance model for the bus, calibrating...\n");
- starpu_force_bus_sampling();
- if (res)
- _STARPU_DISP("... done\n");
- }
- else
- {
- FILE *f;
- int ret, read_cuda = -1, read_opencl = -1;
- unsigned read_cpus = -1;
- // Loading configuration from file
- f = fopen(path, "r");
- STARPU_ASSERT(f);
- _starpu_drop_comments(f);
- ret = fscanf(f, "%u\t", &read_cpus);
- STARPU_ASSERT(ret == 1);
- _starpu_drop_comments(f);
- ret = fscanf(f, "%d\t", &read_cuda);
- STARPU_ASSERT(ret == 1);
- _starpu_drop_comments(f);
- ret = fscanf(f, "%d\t", &read_opencl);
- STARPU_ASSERT(ret == 1);
- _starpu_drop_comments(f);
- fclose(f);
- // Loading current configuration
- ncpus = _starpu_topology_get_nhwcpu(config);
- #ifdef STARPU_USE_CUDA
- ncuda = _starpu_get_cuda_device_count();
- #endif
- #ifdef STARPU_USE_OPENCL
- nopencl = _starpu_opencl_get_device_count();
- #endif
- // Checking if both configurations match
- if (read_cpus != ncpus)
- {
- fprintf(stderr, "Current configuration does not match the bus performance model (CPUS: (stored) %u != (current) %u), recalibrating...", read_cpus, ncpus);
- starpu_force_bus_sampling();
- fprintf(stderr, "done\n");
- }
- else if (read_cuda != ncuda)
- {
- fprintf(stderr, "Current configuration does not match the bus performance model (CUDA: (stored) %d != (current) %d), recalibrating...", read_cuda, ncuda);
- starpu_force_bus_sampling();
- fprintf(stderr, "done\n");
- }
- else if (read_opencl != nopencl)
- {
- fprintf(stderr, "Current configuration does not match the bus performance model (OpenCL: (stored) %d != (current) %d), recalibrating...", read_opencl, nopencl);
- starpu_force_bus_sampling();
- fprintf(stderr, "done\n");
- }
- }
- }
- static void write_bus_config_file_content(void)
- {
- FILE *f;
- char path[256];
- STARPU_ASSERT(was_benchmarked);
- get_config_path(path, 256);
- f = fopen(path, "w+");
- STARPU_ASSERT(f);
- fprintf(f, "# Current configuration\n");
- fprintf(f, "%u # Number of CPUs\n", ncpus);
- fprintf(f, "%d # Number of CUDA devices\n", ncuda);
- fprintf(f, "%d # Number of OpenCL devices\n", nopencl);
- fclose(f);
- }
- static void generate_bus_config_file()
- {
- if (!was_benchmarked)
- benchmark_all_gpu_devices();
- write_bus_config_file_content();
- }
- /*
- * Generic
- */
- static void starpu_force_bus_sampling(void)
- {
- _STARPU_DEBUG("Force bus sampling ...\n");
- _starpu_create_sampling_directory_if_needed();
- generate_bus_affinity_file();
- generate_bus_latency_file();
- generate_bus_bandwidth_file();
- generate_bus_config_file();
- }
- void _starpu_load_bus_performance_files(void)
- {
- _starpu_create_sampling_directory_if_needed();
- check_bus_config_file();
- load_bus_affinity_file();
- load_bus_latency_file();
- load_bus_bandwidth_file();
- }
- /* (in µs) */
- double _starpu_predict_transfer_time(unsigned src_node, unsigned dst_node, size_t size)
- {
- double bandwidth = bandwidth_matrix[src_node][dst_node];
- double latency = latency_matrix[src_node][dst_node];
- struct starpu_machine_topology *topology = &_starpu_get_machine_config()->topology;
- return latency + (size/bandwidth)*2*(topology->ncudagpus+topology->nopenclgpus);
- }
|