101_building.doxy 18 KB

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  1. /* StarPU --- Runtime system for heterogeneous multicore architectures.
  2. *
  3. * Copyright (C) 2010-2019 CNRS
  4. * Copyright (C) 2011,2012,2018 Inria
  5. * Copyright (C) 2009-2011,2013-2016,2019 Université de Bordeaux
  6. *
  7. * StarPU is free software; you can redistribute it and/or modify
  8. * it under the terms of the GNU Lesser General Public License as published by
  9. * the Free Software Foundation; either version 2.1 of the License, or (at
  10. * your option) any later version.
  11. *
  12. * StarPU is distributed in the hope that it will be useful, but
  13. * WITHOUT ANY WARRANTY; without even the implied warranty of
  14. * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
  15. *
  16. * See the GNU Lesser General Public License in COPYING.LGPL for more details.
  17. */
  18. /*! \page BuildingAndInstallingStarPU Building and Installing StarPU
  19. \section InstallingABinaryPackage Installing a Binary Package
  20. One of the StarPU developers being a Debian Developer, the packages
  21. are well integrated and very uptodate. To see which packages are
  22. available, simply type:
  23. \verbatim
  24. $ apt-cache search starpu
  25. \endverbatim
  26. To install what you need, type for example:
  27. \verbatim
  28. $ sudo apt-get install libstarpu-1.3 libstarpu-dev
  29. \endverbatim
  30. \section InstallingFromSource Installing from Source
  31. StarPU can be built and installed by the standard means of the GNU
  32. autotools. The following chapter is intended to briefly remind how these tools
  33. can be used to install StarPU.
  34. \subsection OptionalDependencies Optional Dependencies
  35. The <c>hwloc</c> (http://www.open-mpi.org/software/hwloc) topology
  36. discovery library is not mandatory to use StarPU but strongly
  37. recommended. It allows for topology aware scheduling, which improves
  38. performance. <c>libhwloc</c> is available in major free operating system
  39. distributions, and for most operating systems.
  40. If <c>libhwloc</c> is installed in a standard
  41. location, no option is required, it will be detected automatically,
  42. otherwise \ref with-hwloc "--with-hwloc=<directory>" should be used to specify its
  43. location.
  44. If <c>libhwloc</c> is not available on your system, the option
  45. \ref without-hwloc "--without-hwloc" should be explicitely given when calling the
  46. script <c>configure</c>.
  47. \subsection GettingSources Getting Sources
  48. StarPU's sources can be obtained from the download page of
  49. the StarPU website (http://starpu.gforge.inria.fr/files/).
  50. All releases and the development tree of StarPU are freely available
  51. on Inria's gforge under the LGPL license. Some releases are available
  52. under the BSD license.
  53. The latest release can be downloaded from the Inria's gforge (http://gforge.inria.fr/frs/?group_id=1570) or
  54. directly from the StarPU download page (http://starpu.gforge.inria.fr/files/).
  55. The latest nightly snapshot can be downloaded from the StarPU gforge website (http://starpu.gforge.inria.fr/testing/).
  56. \verbatim
  57. $ wget http://starpu.gforge.inria.fr/testing/starpu-nightly-latest.tar.gz
  58. \endverbatim
  59. And finally, current development version is also accessible via git.
  60. It should only be used if you need the very latest changes (i.e. less
  61. than a day old!).
  62. \verbatim
  63. $ git clone https://scm.gforge.inria.fr/anonscm/git/starpu/starpu.git
  64. \endverbatim
  65. \subsection ConfiguringStarPU Configuring StarPU
  66. Running <c>autogen.sh</c> is not necessary when using the tarball
  67. releases of StarPU. However when using the source code from the git
  68. repository, you first need to generate the script <c>configure</c> and the
  69. different Makefiles. This requires the availability of <c>autoconf</c> and
  70. <c>automake</c> >= 2.60.
  71. \verbatim
  72. $ ./autogen.sh
  73. \endverbatim
  74. You then need to configure StarPU. Details about options that are
  75. useful to give to <c>configure</c> are given in \ref CompilationConfiguration.
  76. \verbatim
  77. $ ./configure
  78. \endverbatim
  79. If <c>configure</c> does not detect some software or produces errors, please
  80. make sure to post the contents of the file <c>config.log</c> when
  81. reporting the issue.
  82. By default, the files produced during the compilation are placed in
  83. the source directory. As the compilation generates a lot of files, it
  84. is advised to put them all in a separate directory. It is then
  85. easier to cleanup, and this allows to compile several configurations
  86. out of the same source tree. To do so, simply enter the directory
  87. where you want the compilation to produce its files, and invoke the
  88. script <c>configure</c> located in the StarPU source directory.
  89. \verbatim
  90. $ mkdir build
  91. $ cd build
  92. $ ../configure
  93. \endverbatim
  94. By default, StarPU will be installed in <c>/usr/local/bin</c>,
  95. <c>/usr/local/lib</c>, etc. You can specify an installation prefix
  96. other than <c>/usr/local</c> using the option <c>--prefix</c>, for
  97. instance:
  98. \verbatim
  99. $ ../configure --prefix=$HOME/starpu
  100. \endverbatim
  101. \subsection BuildingStarPU Building StarPU
  102. \verbatim
  103. $ make
  104. \endverbatim
  105. Once everything is built, you may want to test the result. An
  106. extensive set of regression tests is provided with StarPU. Running the
  107. tests is done by calling <c>make check</c>. These tests are run every night
  108. and the result from the main profile is publicly available (http://starpu.gforge.inria.fr/testing/master/).
  109. \verbatim
  110. $ make check
  111. \endverbatim
  112. \subsection InstallingStarPU Installing StarPU
  113. In order to install StarPU at the location which was specified during
  114. configuration:
  115. \verbatim
  116. $ make install
  117. \endverbatim
  118. Libtool interface versioning information are included in
  119. libraries names (<c>libstarpu-1.3.so</c>, <c>libstarpumpi-1.3.so</c> and
  120. <c>libstarpufft-1.3.so</c>).
  121. \section SettingUpYourOwnCode Setting up Your Own Code
  122. \subsection SettingFlagsForCompilingLinkingAndRunningApplications Setting Flags for Compiling, Linking and Running Applications
  123. StarPU provides a <c>pkg-config</c> executable to obtain relevant compiler
  124. and linker flags. As compiling and linking an application against
  125. StarPU may require to use specific flags or libraries (for instance
  126. <c>CUDA</c> or <c>libspe2</c>).
  127. If StarPU was not installed at some standard location, the path of StarPU's
  128. library must be specified in the environment variable
  129. <c>PKG_CONFIG_PATH</c> to allow <c>pkg-config</c> to find it. For
  130. example if StarPU was installed in
  131. <c>$STARPU_PATH</c>:
  132. \verbatim
  133. $ export PKG_CONFIG_PATH=$PKG_CONFIG_PATH:$STARPU_PATH/lib/pkgconfig
  134. \endverbatim
  135. The flags required to compile or link against StarPU are then
  136. accessible with the following commands:
  137. \verbatim
  138. $ pkg-config --cflags starpu-1.3 # options for the compiler
  139. $ pkg-config --libs starpu-1.3 # options for the linker
  140. \endverbatim
  141. Note that it is still possible to use the API provided in the version
  142. 1.0 of StarPU by calling <c>pkg-config</c> with the <c>starpu-1.0</c> package.
  143. Similar packages are provided for <c>starpumpi-1.0</c> and <c>starpufft-1.0</c>.
  144. It is also possible to use the API provided in the version
  145. 0.9 of StarPU by calling <c>pkg-config</c> with the <c>libstarpu</c> package.
  146. Similar packages are provided for <c>libstarpumpi</c> and <c>libstarpufft</c>.
  147. Make sure that <c>pkg-config --libs starpu-1.3</c> actually produces some output
  148. before going further: <c>PKG_CONFIG_PATH</c> has to point to the place where
  149. <c>starpu-1.3.pc</c> was installed during <c>make install</c>.
  150. Also pass the option <c>--static</c> if the application is to be
  151. linked statically.
  152. It is also necessary to set the environment variable <c>LD_LIBRARY_PATH</c> to
  153. locate dynamic libraries at runtime.
  154. \verbatim
  155. $ export LD_LIBRARY_PATH=$STARPU_PATH/lib:$LD_LIBRARY_PATH
  156. \endverbatim
  157. And it is useful to get access to the StarPU tools:
  158. \verbatim
  159. $ export PATH=$PATH:$STARPU_PATH/bin
  160. \endverbatim
  161. It is then useful to check that StarPU executes correctly and finds your hardware:
  162. \verbatim
  163. $ starpu_machine_display
  164. \endverbatim
  165. If it does not, please check the output of \c lstopo from \c hwloc and report
  166. the issue to the \c hwloc project, since this is what StarPU uses to detect the hardware.
  167. \subsection IntegratingStarPUInABuildSystem Integrating StarPU in a Build System
  168. \subsubsection StarPUInMake Integrating StarPU in a Make Build System
  169. When using a Makefile, the following lines can be added to set the
  170. options for the compiler and the linker:
  171. \verbatim
  172. CFLAGS += $$(pkg-config --cflags starpu-1.3)
  173. LDLIBS += $$(pkg-config --libs starpu-1.3)
  174. \endverbatim
  175. If you have a \c test-starpu.c file containing for instance:
  176. \code{.c}
  177. #include <starpu.h>
  178. #include <stdio.h>
  179. int main(void)
  180. {
  181. int ret;
  182. ret = starpu_init(NULL);
  183. if (ret != 0)
  184. {
  185. return 1;
  186. }
  187. printf("%d CPU cores\n", starpu_worker_get_count_by_type(STARPU_CPU_WORKER));
  188. printf("%d CUDA GPUs\n", starpu_worker_get_count_by_type(STARPU_CUDA_WORKER));
  189. printf("%d OpenCL GPUs\n", starpu_worker_get_count_by_type(STARPU_OPENCL_WORKER));
  190. starpu_shutdown();
  191. return 0;
  192. }
  193. \endcode
  194. You can build it with <code>make test-starpu</code> and run it with <code>./test-starpu</code>
  195. \subsubsection StarPUInCMake Integrating StarPU in a CMake Build System
  196. This section shows a minimal example integrating StarPU in an existing application's CMake build system.
  197. Let's assume we want to build an executable from the following source code using CMake:
  198. \code{.c}
  199. #include <starpu.h>
  200. #include <stdio.h>
  201. int main(void)
  202. {
  203. int ret;
  204. ret = starpu_init(NULL);
  205. if (ret != 0)
  206. {
  207. return 1;
  208. }
  209. printf("%d CPU cores\n", starpu_worker_get_count_by_type(STARPU_CPU_WORKER));
  210. printf("%d CUDA GPUs\n", starpu_worker_get_count_by_type(STARPU_CUDA_WORKER));
  211. printf("%d OpenCL GPUs\n", starpu_worker_get_count_by_type(STARPU_OPENCL_WORKER));
  212. starpu_shutdown();
  213. return 0;
  214. }
  215. \endcode
  216. The \c CMakeLists.txt file below uses the Pkg-Config support from CMake to
  217. autodetect the StarPU installation and library dependences (such as
  218. <c>libhwloc</c>) provided that the <c>PKG_CONFIG_PATH</c> variable is set, and
  219. is sufficient to build a statically-linked executable. This example has been
  220. successfully tested with CMake 3.2, though it may work with earlier CMake 3.x
  221. versions.
  222. \code{File CMakeLists.txt}
  223. cmake_minimum_required (VERSION 3.2)
  224. project (hello_starpu)
  225. find_package(PkgConfig)
  226. pkg_check_modules(STARPU REQUIRED starpu-1.3)
  227. if (STARPU_FOUND)
  228. include_directories (${STARPU_INCLUDE_DIRS})
  229. link_directories (${STARPU_STATIC_LIBRARY_DIRS})
  230. link_libraries (${STARPU_STATIC_LIBRARIES})
  231. else (STARPU_FOUND)
  232. message(FATAL_ERROR "StarPU not found")
  233. endif()
  234. add_executable(hello_starpu hello_starpu.c)
  235. \endcode
  236. The following \c CMakeLists.txt implements an alternative, more complex
  237. strategy, still relying on Pkg-Config, but also taking into account additional
  238. flags. While more complete, this approach makes CMake's build types (Debug,
  239. Release, ...) unavailable because of the direct affectation to variable
  240. <c>CMAKE_C_FLAGS</c>. If both the full flags support and the build types
  241. support are needed, the \c CMakeLists.txt below may be altered to work with
  242. <c>CMAKE_C_FLAGS_RELEASE</c>, <c>CMAKE_C_FLAGS_DEBUG</c>, and others as needed.
  243. This example has been successfully tested with CMake 3.2, though it may work
  244. with earlier CMake 3.x versions.
  245. \code{File CMakeLists.txt}
  246. cmake_minimum_required (VERSION 3.2)
  247. project (hello_starpu)
  248. find_package(PkgConfig)
  249. pkg_check_modules(STARPU REQUIRED starpu-1.3)
  250. # This section must appear before 'add_executable'
  251. if (STARPU_FOUND)
  252. # CFLAGS other than -I
  253. foreach(CFLAG ${STARPU_CFLAGS_OTHER})
  254. set (CMAKE_C_FLAGS "${CMAKE_C_FLAGS} ${CFLAG}")
  255. endforeach()
  256. # Static LDFLAGS other than -L
  257. foreach(LDFLAG ${STARPU_STATIC_LDFLAGS_OTHER})
  258. set (CMAKE_EXE_LINKER_FLAGS "${CMAKE_EXE_LINKER_FLAGS} ${LDFLAG}")
  259. endforeach()
  260. # -L directories
  261. link_directories(${STARPU_STATIC_LIBRARY_DIRS})
  262. else (STARPU_FOUND)
  263. message(FATAL_ERROR "StarPU not found")
  264. endif()
  265. add_executable(hello_starpu hello_starpu.c)
  266. # This section must appear after 'add_executable'
  267. if (STARPU_FOUND)
  268. # -I directories
  269. target_include_directories(hello_starpu PRIVATE ${STARPU_INCLUDE_DIRS})
  270. # Static -l libs
  271. target_link_libraries(hello_starpu PRIVATE ${STARPU_STATIC_LIBRARIES})
  272. endif()
  273. \endcode
  274. \subsection RunningABasicStarPUApplication Running a Basic StarPU Application
  275. Basic examples using StarPU are built in the directory
  276. <c>examples/basic_examples/</c> (and installed in
  277. <c>$STARPU_PATH/lib/starpu/examples/</c>). You can for example run the example
  278. <c>vector_scal</c>.
  279. \verbatim
  280. $ ./examples/basic_examples/vector_scal
  281. BEFORE: First element was 1.000000
  282. AFTER: First element is 3.140000
  283. \endverbatim
  284. When StarPU is used for the first time, the directory
  285. <c>$STARPU_HOME/.starpu/</c> is created, performance models will be stored in
  286. this directory (\ref STARPU_HOME).
  287. Please note that buses are benchmarked when StarPU is launched for the
  288. first time. This may take a few minutes, or less if <c>libhwloc</c> is
  289. installed. This step is done only once per user and per machine.
  290. \subsection RunningABasicStarPUApplicationOnMicrosoft Running a Basic StarPU Application on Microsoft Visual C
  291. Batch files are provided to run StarPU applications under Microsoft
  292. Visual C. They are installed in <c>$STARPU_PATH/bin/msvc</c>.
  293. To execute a StarPU application, you first need to set the environment
  294. variable \ref STARPU_PATH.
  295. \verbatim
  296. c:\....> cd c:\cygwin\home\ci\starpu\
  297. c:\....> set STARPU_PATH=c:\cygwin\home\ci\starpu\
  298. c:\....> cd bin\msvc
  299. c:\....> starpu_open.bat starpu_simple.c
  300. \endverbatim
  301. The batch script will run Microsoft Visual C with a basic project file
  302. to run the given application.
  303. The batch script <c>starpu_clean.bat</c> can be used to delete all
  304. compilation generated files.
  305. The batch script <c>starpu_exec.bat</c> can be used to compile and execute a
  306. StarPU application from the command prompt.
  307. \verbatim
  308. c:\....> cd c:\cygwin\home\ci\starpu\
  309. c:\....> set STARPU_PATH=c:\cygwin\home\ci\starpu\
  310. c:\....> cd bin\msvc
  311. c:\....> starpu_exec.bat ..\..\..\..\examples\basic_examples\hello_world.c
  312. \endverbatim
  313. \verbatim
  314. MSVC StarPU Execution
  315. ...
  316. /out:hello_world.exe
  317. ...
  318. Hello world (params = {1, 2.00000})
  319. Callback function got argument 0000042
  320. c:\....>
  321. \endverbatim
  322. \subsection KernelThreadsStartedByStarPU Kernel Threads Started by StarPU
  323. StarPU automatically binds one thread per CPU core. It does not use
  324. SMT/hyperthreading because kernels are usually already optimized for using a
  325. full core, and using hyperthreading would make kernel calibration rather random.
  326. Since driving GPUs is a CPU-consuming task, StarPU dedicates one core
  327. per GPU.
  328. While StarPU tasks are executing, the application is not supposed to do
  329. computations in the threads it starts itself, tasks should be used instead.
  330. If the application needs to reserve some cores for its own computations, it
  331. can do so with the field starpu_conf::reserve_ncpus, get the core IDs with
  332. starpu_get_next_bindid(), and bind to them with starpu_bind_thread_on().
  333. Another option is for the application to pause StarPU by calling
  334. starpu_pause(), then to perform its own computations, and then to
  335. resume StarPU by calling starpu_resume() so that StarPU can execute
  336. tasks.
  337. \subsection EnablingOpenCL Enabling OpenCL
  338. When both CUDA and OpenCL drivers are enabled, StarPU will launch an
  339. OpenCL worker for NVIDIA GPUs only if CUDA is not already running on them.
  340. This design choice was necessary as OpenCL and CUDA can not run at the
  341. same time on the same NVIDIA GPU, as there is currently no interoperability
  342. between them.
  343. To enable OpenCL, you need either to disable CUDA when configuring StarPU:
  344. \verbatim
  345. $ ./configure --disable-cuda
  346. \endverbatim
  347. or when running applications:
  348. \verbatim
  349. $ STARPU_NCUDA=0 ./application
  350. \endverbatim
  351. OpenCL will automatically be started on any device not yet used by
  352. CUDA. So on a machine running 4 GPUS, it is therefore possible to
  353. enable CUDA on 2 devices, and OpenCL on the 2 other devices by doing
  354. so:
  355. \verbatim
  356. $ STARPU_NCUDA=2 ./application
  357. \endverbatim
  358. \section BenchmarkingStarPU Benchmarking StarPU
  359. Some interesting benchmarks are installed among examples in
  360. <c>$STARPU_PATH/lib/starpu/examples/</c>. Make sure to try various
  361. schedulers, for instance <c>STARPU_SCHED=dmda</c>.
  362. \subsection TaskSizeOverhead Task Size Overhead
  363. This benchmark gives a glimpse into how long a task should be (in µs) for StarPU overhead
  364. to be low enough to keep efficiency. Running
  365. <c>tasks_size_overhead.sh</c> generates a plot
  366. of the speedup of tasks of various sizes, depending on the number of CPUs being
  367. used.
  368. \image html tasks_size_overhead.png
  369. \image latex tasks_size_overhead.eps "" width=\textwidth
  370. \subsection DataTransferLatency Data Transfer Latency
  371. <c>local_pingpong</c> performs a ping-pong between the first two CUDA nodes, and
  372. prints the measured latency.
  373. \subsection MatrixMatrixMultiplication Matrix-Matrix Multiplication
  374. <c>sgemm</c> and <c>dgemm</c> perform a blocked matrix-matrix
  375. multiplication using BLAS and cuBLAS. They output the obtained GFlops.
  376. \subsection CholeskyFactorization Cholesky Factorization
  377. <c>cholesky_*</c> perform a Cholesky factorization (single precision). They use different dependency primitives.
  378. \subsection LUFactorization LU Factorization
  379. <c>lu_*</c> perform an LU factorization. They use different dependency primitives.
  380. \subsection SimulatedBenchmarks Simulated Benchmarks
  381. It can also be convenient to try simulated benchmarks, if you want to give a try
  382. at CPU-GPU scheduling without actually having a GPU at hand. This can be done by
  383. using the SimGrid version of StarPU: first install the SimGrid simulator from
  384. http://simgrid.gforge.inria.fr/ (we tested with SimGrid from 3.11 to 3.16, and
  385. 3.18 to 3.22, other versions may have compatibility issues, 3.17 notably does
  386. not build at all. MPI simulation does not work with version 3.22),
  387. then configure StarPU with \ref enable-simgrid
  388. "--enable-simgrid" and rebuild and install it, and then you can simulate the performance for a
  389. few virtualized systems shipped along StarPU: attila, mirage, idgraf, and sirocco.
  390. For instance:
  391. \verbatim
  392. $ export STARPU_PERF_MODEL_DIR=$STARPU_PATH/share/starpu/perfmodels/sampling
  393. $ export STARPU_HOSTNAME=attila
  394. $ $STARPU_PATH/lib/starpu/examples/cholesky_implicit -size $((960*20)) -nblocks 20
  395. \endverbatim
  396. Will show the performance of the cholesky factorization with the attila
  397. system. It will be interesting to try with different matrix sizes and
  398. schedulers.
  399. Performance models are available for <c>cholesky_*</c>, <c>lu_*</c>, <c>*gemm</c>, with block sizes
  400. 320, 640, or 960 (plus 1440 for sirocco), and for <c>stencil</c> with block size 128x128x128, 192x192x192, and
  401. 256x256x256.
  402. Read the chapter \ref SimGridSupport for more information on the SimGrid support.
  403. */