101_building.doxy 19 KB

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  1. /* StarPU --- Runtime system for heterogeneous multicore architectures.
  2. *
  3. * Copyright (C) 2009-2020 Université de Bordeaux, CNRS (LaBRI UMR 5800), Inria
  4. *
  5. * StarPU is free software; you can redistribute it and/or modify
  6. * it under the terms of the GNU Lesser General Public License as published by
  7. * the Free Software Foundation; either version 2.1 of the License, or (at
  8. * your option) any later version.
  9. *
  10. * StarPU is distributed in the hope that it will be useful, but
  11. * WITHOUT ANY WARRANTY; without even the implied warranty of
  12. * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
  13. *
  14. * See the GNU Lesser General Public License in COPYING.LGPL for more details.
  15. */
  16. /*! \page BuildingAndInstallingStarPU Building and Installing StarPU
  17. \section InstallingABinaryPackage Installing a Binary Package
  18. One of the StarPU developers being a Debian Developer, the packages
  19. are well integrated and very uptodate. To see which packages are
  20. available, simply type:
  21. \verbatim
  22. $ apt-cache search starpu
  23. \endverbatim
  24. To install what you need, type for example:
  25. \verbatim
  26. $ sudo apt-get install libstarpu-1.3 libstarpu-dev
  27. \endverbatim
  28. \section InstallingFromSource Installing from Source
  29. StarPU can be built and installed by the standard means of the GNU
  30. autotools. The following chapter is intended to briefly remind how these tools
  31. can be used to install StarPU.
  32. \subsection OptionalDependencies Optional Dependencies
  33. The <c>hwloc</c> (http://www.open-mpi.org/software/hwloc) topology
  34. discovery library is not mandatory to use StarPU but strongly
  35. recommended. It allows for topology aware scheduling, which improves
  36. performance. <c>libhwloc</c> is available in major free operating system
  37. distributions, and for most operating systems.
  38. If <c>libhwloc</c> is installed in a standard
  39. location, no option is required, it will be detected automatically,
  40. otherwise \ref with-hwloc "--with-hwloc=<directory>" should be used to specify its
  41. location.
  42. If <c>libhwloc</c> is not available on your system, the option
  43. \ref without-hwloc "--without-hwloc" should be explicitely given when calling the
  44. script <c>configure</c>.
  45. \subsection GettingSources Getting Sources
  46. StarPU's sources can be obtained from the download page of
  47. the StarPU website (http://starpu.gforge.inria.fr/files/).
  48. All releases and the development tree of StarPU are freely available
  49. on Inria's gforge under the LGPL license. Some releases are available
  50. under the BSD license.
  51. The latest release can be downloaded from the Inria's gforge (http://gforge.inria.fr/frs/?group_id=1570) or
  52. directly from the StarPU download page (http://starpu.gforge.inria.fr/files/).
  53. The latest nightly snapshot can be downloaded from the StarPU gforge website (http://starpu.gforge.inria.fr/testing/).
  54. \verbatim
  55. $ wget http://starpu.gforge.inria.fr/testing/starpu-nightly-latest.tar.gz
  56. \endverbatim
  57. And finally, current development version is also accessible via git.
  58. It should only be used if you need the very latest changes (i.e. less
  59. than a day old!).
  60. \verbatim
  61. $ git clone https://scm.gforge.inria.fr/anonscm/git/starpu/starpu.git
  62. \endverbatim
  63. \subsection ConfiguringStarPU Configuring StarPU
  64. Running <c>autogen.sh</c> is not necessary when using the tarball
  65. releases of StarPU. However when using the source code from the git
  66. repository, you first need to generate the script <c>configure</c> and the
  67. different Makefiles. This requires the availability of <c>autoconf</c> and
  68. <c>automake</c> >= 2.60.
  69. \verbatim
  70. $ ./autogen.sh
  71. \endverbatim
  72. You then need to configure StarPU. Details about options that are
  73. useful to give to <c>configure</c> are given in \ref CompilationConfiguration.
  74. \verbatim
  75. $ ./configure
  76. \endverbatim
  77. If <c>configure</c> does not detect some software or produces errors, please
  78. make sure to post the contents of the file <c>config.log</c> when
  79. reporting the issue.
  80. By default, the files produced during the compilation are placed in
  81. the source directory. As the compilation generates a lot of files, it
  82. is advised to put them all in a separate directory. It is then
  83. easier to cleanup, and this allows to compile several configurations
  84. out of the same source tree. To do so, simply enter the directory
  85. where you want the compilation to produce its files, and invoke the
  86. script <c>configure</c> located in the StarPU source directory.
  87. \verbatim
  88. $ mkdir build
  89. $ cd build
  90. $ ../configure
  91. \endverbatim
  92. By default, StarPU will be installed in <c>/usr/local/bin</c>,
  93. <c>/usr/local/lib</c>, etc. You can specify an installation prefix
  94. other than <c>/usr/local</c> using the option <c>--prefix</c>, for
  95. instance:
  96. \verbatim
  97. $ ../configure --prefix=$HOME/starpu
  98. \endverbatim
  99. \subsection BuildingStarPU Building StarPU
  100. \verbatim
  101. $ make
  102. \endverbatim
  103. Once everything is built, you may want to test the result. An
  104. extensive set of regression tests is provided with StarPU. Running the
  105. tests is done by calling <c>make check</c>. These tests are run every night
  106. and the result from the main profile is publicly available (http://starpu.gforge.inria.fr/testing/master/).
  107. \verbatim
  108. $ make check
  109. \endverbatim
  110. \subsection InstallingStarPU Installing StarPU
  111. In order to install StarPU at the location which was specified during
  112. configuration:
  113. \verbatim
  114. $ sudo make install
  115. $ sudo ldconfig
  116. \endverbatim
  117. Libtool interface versioning information are included in
  118. libraries names (<c>libstarpu-1.3.so</c>, <c>libstarpumpi-1.3.so</c> and
  119. <c>libstarpufft-1.3.so</c>).
  120. \section SettingUpYourOwnCode Setting up Your Own Code
  121. \subsection SettingFlagsForCompilingLinkingAndRunningApplications Setting Flags for Compiling, Linking and Running Applications
  122. StarPU provides a <c>pkg-config</c> executable to obtain relevant compiler
  123. and linker flags. As compiling and linking an application against
  124. StarPU may require to use specific flags or libraries (for instance
  125. <c>CUDA</c> or <c>libspe2</c>).
  126. If StarPU was not installed at some standard location, the path of StarPU's
  127. library must be specified in the environment variable
  128. <c>PKG_CONFIG_PATH</c> to allow <c>pkg-config</c> to find it. For
  129. example if StarPU was installed in
  130. <c>$STARPU_PATH</c>:
  131. \verbatim
  132. $ export PKG_CONFIG_PATH=$PKG_CONFIG_PATH:$STARPU_PATH/lib/pkgconfig
  133. \endverbatim
  134. The flags required to compile or link against StarPU are then
  135. accessible with the following commands:
  136. \verbatim
  137. $ pkg-config --cflags starpu-1.3 # options for the compiler
  138. $ pkg-config --libs starpu-1.3 # options for the linker
  139. \endverbatim
  140. Note that it is still possible to use the API provided in the version
  141. 1.0 of StarPU by calling <c>pkg-config</c> with the <c>starpu-1.0</c> package.
  142. Similar packages are provided for <c>starpumpi-1.0</c> and <c>starpufft-1.0</c>.
  143. It is also possible to use the API provided in the version
  144. 0.9 of StarPU by calling <c>pkg-config</c> with the <c>libstarpu</c> package.
  145. Similar packages are provided for <c>libstarpumpi</c> and <c>libstarpufft</c>.
  146. Make sure that <c>pkg-config --libs starpu-1.3</c> actually produces some output
  147. before going further: <c>PKG_CONFIG_PATH</c> has to point to the place where
  148. <c>starpu-1.3.pc</c> was installed during <c>make install</c>.
  149. Also pass the option <c>--static</c> if the application is to be
  150. linked statically.
  151. It is also necessary to set the environment variable <c>LD_LIBRARY_PATH</c> to
  152. locate dynamic libraries at runtime.
  153. \verbatim
  154. $ export LD_LIBRARY_PATH=$STARPU_PATH/lib:$LD_LIBRARY_PATH
  155. \endverbatim
  156. And it is useful to get access to the StarPU tools:
  157. \verbatim
  158. $ export PATH=$PATH:$STARPU_PATH/bin
  159. \endverbatim
  160. It is then useful to check that StarPU executes correctly and finds your hardware:
  161. \verbatim
  162. $ starpu_machine_display
  163. \endverbatim
  164. If it does not, please check the output of \c lstopo from \c hwloc and report
  165. the issue to the \c hwloc project, since this is what StarPU uses to detect the hardware.
  166. <br>
  167. A tool is provided to help setting all the environment variables
  168. needed by StarPU. Once StarPU is installed in a specific directory,
  169. calling the script <c>bin/starpu_env</c> will set in your current
  170. environment the variables <c>STARPU_PATH</c>, <c>LD_LIBRARY_PATH</c>,
  171. <c>PKG_CONFIG_PATH</c>, <c>PATH</c> and <c>MANPATH</c>.
  172. \verbatim
  173. $ source $STARPU_PATH/bin/starpu_env
  174. \endverbatim
  175. \subsection IntegratingStarPUInABuildSystem Integrating StarPU in a Build System
  176. \subsubsection StarPUInMake Integrating StarPU in a Make Build System
  177. When using a Makefile, the following lines can be added to set the
  178. options for the compiler and the linker:
  179. \verbatim
  180. CFLAGS += $$(pkg-config --cflags starpu-1.3)
  181. LDLIBS += $$(pkg-config --libs starpu-1.3)
  182. \endverbatim
  183. If you have a \c test-starpu.c file containing for instance:
  184. \code{.c}
  185. #include <starpu.h>
  186. #include <stdio.h>
  187. int main(void)
  188. {
  189. int ret;
  190. ret = starpu_init(NULL);
  191. if (ret != 0)
  192. {
  193. return 1;
  194. }
  195. printf("%d CPU cores\n", starpu_worker_get_count_by_type(STARPU_CPU_WORKER));
  196. printf("%d CUDA GPUs\n", starpu_worker_get_count_by_type(STARPU_CUDA_WORKER));
  197. printf("%d OpenCL GPUs\n", starpu_worker_get_count_by_type(STARPU_OPENCL_WORKER));
  198. starpu_shutdown();
  199. return 0;
  200. }
  201. \endcode
  202. You can build it with <code>make test-starpu</code> and run it with <code>./test-starpu</code>
  203. \subsubsection StarPUInCMake Integrating StarPU in a CMake Build System
  204. This section shows a minimal example integrating StarPU in an existing application's CMake build system.
  205. Let's assume we want to build an executable from the following source code using CMake:
  206. \code{.c}
  207. #include <starpu.h>
  208. #include <stdio.h>
  209. int main(void)
  210. {
  211. int ret;
  212. ret = starpu_init(NULL);
  213. if (ret != 0)
  214. {
  215. return 1;
  216. }
  217. printf("%d CPU cores\n", starpu_worker_get_count_by_type(STARPU_CPU_WORKER));
  218. printf("%d CUDA GPUs\n", starpu_worker_get_count_by_type(STARPU_CUDA_WORKER));
  219. printf("%d OpenCL GPUs\n", starpu_worker_get_count_by_type(STARPU_OPENCL_WORKER));
  220. starpu_shutdown();
  221. return 0;
  222. }
  223. \endcode
  224. The \c CMakeLists.txt file below uses the Pkg-Config support from CMake to
  225. autodetect the StarPU installation and library dependences (such as
  226. <c>libhwloc</c>) provided that the <c>PKG_CONFIG_PATH</c> variable is set, and
  227. is sufficient to build a statically-linked executable. This example has been
  228. successfully tested with CMake 3.2, though it may work with earlier CMake 3.x
  229. versions.
  230. \code{File CMakeLists.txt}
  231. cmake_minimum_required (VERSION 3.2)
  232. project (hello_starpu)
  233. find_package(PkgConfig)
  234. pkg_check_modules(STARPU REQUIRED starpu-1.3)
  235. if (STARPU_FOUND)
  236. include_directories (${STARPU_INCLUDE_DIRS})
  237. link_directories (${STARPU_STATIC_LIBRARY_DIRS})
  238. link_libraries (${STARPU_STATIC_LIBRARIES})
  239. else (STARPU_FOUND)
  240. message(FATAL_ERROR "StarPU not found")
  241. endif()
  242. add_executable(hello_starpu hello_starpu.c)
  243. \endcode
  244. The following \c CMakeLists.txt implements an alternative, more complex
  245. strategy, still relying on Pkg-Config, but also taking into account additional
  246. flags. While more complete, this approach makes CMake's build types (Debug,
  247. Release, ...) unavailable because of the direct affectation to variable
  248. <c>CMAKE_C_FLAGS</c>. If both the full flags support and the build types
  249. support are needed, the \c CMakeLists.txt below may be altered to work with
  250. <c>CMAKE_C_FLAGS_RELEASE</c>, <c>CMAKE_C_FLAGS_DEBUG</c>, and others as needed.
  251. This example has been successfully tested with CMake 3.2, though it may work
  252. with earlier CMake 3.x versions.
  253. \code{File CMakeLists.txt}
  254. cmake_minimum_required (VERSION 3.2)
  255. project (hello_starpu)
  256. find_package(PkgConfig)
  257. pkg_check_modules(STARPU REQUIRED starpu-1.3)
  258. # This section must appear before 'add_executable'
  259. if (STARPU_FOUND)
  260. # CFLAGS other than -I
  261. foreach(CFLAG ${STARPU_CFLAGS_OTHER})
  262. set (CMAKE_C_FLAGS "${CMAKE_C_FLAGS} ${CFLAG}")
  263. endforeach()
  264. # Static LDFLAGS other than -L
  265. foreach(LDFLAG ${STARPU_STATIC_LDFLAGS_OTHER})
  266. set (CMAKE_EXE_LINKER_FLAGS "${CMAKE_EXE_LINKER_FLAGS} ${LDFLAG}")
  267. endforeach()
  268. # -L directories
  269. link_directories(${STARPU_STATIC_LIBRARY_DIRS})
  270. else (STARPU_FOUND)
  271. message(FATAL_ERROR "StarPU not found")
  272. endif()
  273. add_executable(hello_starpu hello_starpu.c)
  274. # This section must appear after 'add_executable'
  275. if (STARPU_FOUND)
  276. # -I directories
  277. target_include_directories(hello_starpu PRIVATE ${STARPU_INCLUDE_DIRS})
  278. # Static -l libs
  279. target_link_libraries(hello_starpu PRIVATE ${STARPU_STATIC_LIBRARIES})
  280. endif()
  281. \endcode
  282. \subsection RunningABasicStarPUApplication Running a Basic StarPU Application
  283. Basic examples using StarPU are built in the directory
  284. <c>examples/basic_examples/</c> (and installed in
  285. <c>$STARPU_PATH/lib/starpu/examples/</c>). You can for example run the example
  286. <c>vector_scal</c>.
  287. \verbatim
  288. $ ./examples/basic_examples/vector_scal
  289. BEFORE: First element was 1.000000
  290. AFTER: First element is 3.140000
  291. \endverbatim
  292. When StarPU is used for the first time, the directory
  293. <c>$STARPU_HOME/.starpu/</c> is created, performance models will be stored in
  294. this directory (\ref STARPU_HOME).
  295. Please note that buses are benchmarked when StarPU is launched for the
  296. first time. This may take a few minutes, or less if <c>libhwloc</c> is
  297. installed. This step is done only once per user and per machine.
  298. \subsection RunningABasicStarPUApplicationOnMicrosoft Running a Basic StarPU Application on Microsoft Visual C
  299. Batch files are provided to run StarPU applications under Microsoft
  300. Visual C. They are installed in <c>$STARPU_PATH/bin/msvc</c>.
  301. To execute a StarPU application, you first need to set the environment
  302. variable \ref STARPU_PATH.
  303. \verbatim
  304. c:\....> cd c:\cygwin\home\ci\starpu\
  305. c:\....> set STARPU_PATH=c:\cygwin\home\ci\starpu\
  306. c:\....> cd bin\msvc
  307. c:\....> starpu_open.bat starpu_simple.c
  308. \endverbatim
  309. The batch script will run Microsoft Visual C with a basic project file
  310. to run the given application.
  311. The batch script <c>starpu_clean.bat</c> can be used to delete all
  312. compilation generated files.
  313. The batch script <c>starpu_exec.bat</c> can be used to compile and execute a
  314. StarPU application from the command prompt.
  315. \verbatim
  316. c:\....> cd c:\cygwin\home\ci\starpu\
  317. c:\....> set STARPU_PATH=c:\cygwin\home\ci\starpu\
  318. c:\....> cd bin\msvc
  319. c:\....> starpu_exec.bat ..\..\..\..\examples\basic_examples\hello_world.c
  320. \endverbatim
  321. \verbatim
  322. MSVC StarPU Execution
  323. ...
  324. /out:hello_world.exe
  325. ...
  326. Hello world (params = {1, 2.00000})
  327. Callback function got argument 0000042
  328. c:\....>
  329. \endverbatim
  330. \subsection KernelThreadsStartedByStarPU Kernel Threads Started by StarPU
  331. StarPU automatically binds one thread per CPU core. It does not use
  332. SMT/hyperthreading because kernels are usually already optimized for using a
  333. full core, and using hyperthreading would make kernel calibration rather random.
  334. Since driving GPUs is a CPU-consuming task, StarPU dedicates one core
  335. per GPU.
  336. While StarPU tasks are executing, the application is not supposed to do
  337. computations in the threads it starts itself, tasks should be used instead.
  338. If the application needs to reserve some cores for its own computations, it
  339. can do so with the field starpu_conf::reserve_ncpus, get the core IDs with
  340. starpu_get_next_bindid(), and bind to them with starpu_bind_thread_on().
  341. Another option is for the application to pause StarPU by calling
  342. starpu_pause(), then to perform its own computations, and then to
  343. resume StarPU by calling starpu_resume() so that StarPU can execute
  344. tasks.
  345. \subsection EnablingOpenCL Enabling OpenCL
  346. When both CUDA and OpenCL drivers are enabled, StarPU will launch an
  347. OpenCL worker for NVIDIA GPUs only if CUDA is not already running on them.
  348. This design choice was necessary as OpenCL and CUDA can not run at the
  349. same time on the same NVIDIA GPU, as there is currently no interoperability
  350. between them.
  351. To enable OpenCL, you need either to disable CUDA when configuring StarPU:
  352. \verbatim
  353. $ ./configure --disable-cuda
  354. \endverbatim
  355. or when running applications:
  356. \verbatim
  357. $ STARPU_NCUDA=0 ./application
  358. \endverbatim
  359. OpenCL will automatically be started on any device not yet used by
  360. CUDA. So on a machine running 4 GPUS, it is therefore possible to
  361. enable CUDA on 2 devices, and OpenCL on the 2 other devices by doing
  362. so:
  363. \verbatim
  364. $ STARPU_NCUDA=2 ./application
  365. \endverbatim
  366. \section BenchmarkingStarPU Benchmarking StarPU
  367. Some interesting benchmarks are installed among examples in
  368. <c>$STARPU_PATH/lib/starpu/examples/</c>. Make sure to try various
  369. schedulers, for instance <c>STARPU_SCHED=dmda</c>.
  370. \subsection TaskSizeOverhead Task Size Overhead
  371. This benchmark gives a glimpse into how long a task should be (in µs) for StarPU overhead
  372. to be low enough to keep efficiency. Running
  373. <c>tasks_size_overhead.sh</c> generates a plot
  374. of the speedup of tasks of various sizes, depending on the number of CPUs being
  375. used.
  376. \image html tasks_size_overhead.png
  377. \image latex tasks_size_overhead.eps "" width=\textwidth
  378. \subsection DataTransferLatency Data Transfer Latency
  379. <c>local_pingpong</c> performs a ping-pong between the first two CUDA nodes, and
  380. prints the measured latency.
  381. \subsection MatrixMatrixMultiplication Matrix-Matrix Multiplication
  382. <c>sgemm</c> and <c>dgemm</c> perform a blocked matrix-matrix
  383. multiplication using BLAS and cuBLAS. They output the obtained GFlops.
  384. \subsection CholeskyFactorization Cholesky Factorization
  385. <c>cholesky_*</c> perform a Cholesky factorization (single precision). They use different dependency primitives.
  386. \subsection LUFactorization LU Factorization
  387. <c>lu_*</c> perform an LU factorization. They use different dependency primitives.
  388. \subsection SimulatedBenchmarks Simulated Benchmarks
  389. It can also be convenient to try simulated benchmarks, if you want to give a try
  390. at CPU-GPU scheduling without actually having a GPU at hand. This can be done by
  391. using the SimGrid version of StarPU: first install the SimGrid simulator from
  392. http://simgrid.gforge.inria.fr/ (we tested with SimGrid from 3.11 to 3.16, and
  393. 3.18 to 3.22, other versions may have compatibility issues, 3.17 notably does
  394. not build at all. MPI simulation does not work with version 3.22),
  395. then configure StarPU with \ref enable-simgrid
  396. "--enable-simgrid" and rebuild and install it, and then you can simulate the performance for a
  397. few virtualized systems shipped along StarPU: attila, mirage, idgraf, and sirocco.
  398. For instance:
  399. \verbatim
  400. $ export STARPU_PERF_MODEL_DIR=$STARPU_PATH/share/starpu/perfmodels/sampling
  401. $ export STARPU_HOSTNAME=attila
  402. $ $STARPU_PATH/lib/starpu/examples/cholesky_implicit -size $((960*20)) -nblocks 20
  403. \endverbatim
  404. Will show the performance of the cholesky factorization with the attila
  405. system. It will be interesting to try with different matrix sizes and
  406. schedulers.
  407. Performance models are available for <c>cholesky_*</c>, <c>lu_*</c>, <c>*gemm</c>, with block sizes
  408. 320, 640, or 960 (plus 1440 for sirocco), and for <c>stencil</c> with block size 128x128x128, 192x192x192, and
  409. 256x256x256.
  410. Read the chapter \ref SimGridSupport for more information on the SimGrid support.
  411. */