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>hwloc</c> is available in major free operating system
  37. distributions, and for most operating systems. Make sure to not only install
  38. a <c>hwloc</c> or <c>libhwloc</c> package, but also <c>hwloc-devel</c> or
  39. <c>libhwloc-dev</c> so as to have hwloc headers etc.
  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. If you have let StarPU install in <c>/usr/local/</c>, you additionally need to run
  119. \verbatim
  120. $ sudo ldconfig
  121. \endverbatim
  122. so the libraries can be found by the system.
  123. Libtool interface versioning information are included in
  124. libraries names (<c>libstarpu-1.3.so</c>, <c>libstarpumpi-1.3.so</c> and
  125. <c>libstarpufft-1.3.so</c>).
  126. \section SettingUpYourOwnCode Setting up Your Own Code
  127. \subsection SettingFlagsForCompilingLinkingAndRunningApplications Setting Flags for Compiling, Linking and Running Applications
  128. StarPU provides a <c>pkg-config</c> executable to obtain relevant compiler
  129. and linker flags. As compiling and linking an application against
  130. StarPU may require to use specific flags or libraries (for instance
  131. <c>CUDA</c> or <c>libspe2</c>).
  132. If StarPU was not installed at some standard location, the path of StarPU's
  133. library must be specified in the environment variable
  134. <c>PKG_CONFIG_PATH</c> to allow <c>pkg-config</c> to find it. For
  135. example if StarPU was installed in
  136. <c>$STARPU_PATH</c>:
  137. \verbatim
  138. $ export PKG_CONFIG_PATH=$PKG_CONFIG_PATH:$STARPU_PATH/lib/pkgconfig
  139. \endverbatim
  140. The flags required to compile or link against StarPU are then
  141. accessible with the following commands:
  142. \verbatim
  143. $ pkg-config --cflags starpu-1.3 # options for the compiler
  144. $ pkg-config --libs starpu-1.3 # options for the linker
  145. \endverbatim
  146. Note that it is still possible to use the API provided in the version
  147. 1.0 of StarPU by calling <c>pkg-config</c> with the <c>starpu-1.0</c> package.
  148. Similar packages are provided for <c>starpumpi-1.0</c> and <c>starpufft-1.0</c>.
  149. It is also possible to use the API provided in the version
  150. 0.9 of StarPU by calling <c>pkg-config</c> with the <c>libstarpu</c> package.
  151. Similar packages are provided for <c>libstarpumpi</c> and <c>libstarpufft</c>.
  152. Make sure that <c>pkg-config --libs starpu-1.3</c> actually produces some output
  153. before going further: <c>PKG_CONFIG_PATH</c> has to point to the place where
  154. <c>starpu-1.3.pc</c> was installed during <c>make install</c>.
  155. Also pass the option <c>--static</c> if the application is to be
  156. linked statically.
  157. It is also necessary to set the environment variable <c>LD_LIBRARY_PATH</c> to
  158. locate dynamic libraries at runtime.
  159. \verbatim
  160. $ export LD_LIBRARY_PATH=$STARPU_PATH/lib:$LD_LIBRARY_PATH
  161. \endverbatim
  162. And it is useful to get access to the StarPU tools:
  163. \verbatim
  164. $ export PATH=$PATH:$STARPU_PATH/bin
  165. \endverbatim
  166. It is then useful to check that StarPU executes correctly and finds your hardware:
  167. \verbatim
  168. $ starpu_machine_display
  169. \endverbatim
  170. If it does not, please check the output of \c lstopo from \c hwloc and report
  171. the issue to the \c hwloc project, since this is what StarPU uses to detect the hardware.
  172. <br>
  173. A tool is provided to help setting all the environment variables
  174. needed by StarPU. Once StarPU is installed in a specific directory,
  175. calling the script <c>bin/starpu_env</c> will set in your current
  176. environment the variables <c>STARPU_PATH</c>, <c>LD_LIBRARY_PATH</c>,
  177. <c>PKG_CONFIG_PATH</c>, <c>PATH</c> and <c>MANPATH</c>.
  178. \verbatim
  179. $ source $STARPU_PATH/bin/starpu_env
  180. \endverbatim
  181. \subsection IntegratingStarPUInABuildSystem Integrating StarPU in a Build System
  182. \subsubsection StarPUInMake Integrating StarPU in a Make Build System
  183. When using a Makefile, the following lines can be added to set the
  184. options for the compiler and the linker:
  185. \verbatim
  186. CFLAGS += $$(pkg-config --cflags starpu-1.3)
  187. LDLIBS += $$(pkg-config --libs starpu-1.3)
  188. \endverbatim
  189. If you have a \c test-starpu.c file containing for instance:
  190. \code{.c}
  191. #include <starpu.h>
  192. #include <stdio.h>
  193. int main(void)
  194. {
  195. int ret;
  196. ret = starpu_init(NULL);
  197. if (ret != 0)
  198. {
  199. return 1;
  200. }
  201. printf("%d CPU cores\n", starpu_worker_get_count_by_type(STARPU_CPU_WORKER));
  202. printf("%d CUDA GPUs\n", starpu_worker_get_count_by_type(STARPU_CUDA_WORKER));
  203. printf("%d OpenCL GPUs\n", starpu_worker_get_count_by_type(STARPU_OPENCL_WORKER));
  204. starpu_shutdown();
  205. return 0;
  206. }
  207. \endcode
  208. You can build it with <code>make test-starpu</code> and run it with <code>./test-starpu</code>
  209. \subsubsection StarPUInCMake Integrating StarPU in a CMake Build System
  210. This section shows a minimal example integrating StarPU in an existing application's CMake build system.
  211. Let's assume we want to build an executable from the following source code using CMake:
  212. \code{.c}
  213. #include <starpu.h>
  214. #include <stdio.h>
  215. int main(void)
  216. {
  217. int ret;
  218. ret = starpu_init(NULL);
  219. if (ret != 0)
  220. {
  221. return 1;
  222. }
  223. printf("%d CPU cores\n", starpu_worker_get_count_by_type(STARPU_CPU_WORKER));
  224. printf("%d CUDA GPUs\n", starpu_worker_get_count_by_type(STARPU_CUDA_WORKER));
  225. printf("%d OpenCL GPUs\n", starpu_worker_get_count_by_type(STARPU_OPENCL_WORKER));
  226. starpu_shutdown();
  227. return 0;
  228. }
  229. \endcode
  230. The \c CMakeLists.txt file below uses the Pkg-Config support from CMake to
  231. autodetect the StarPU installation and library dependences (such as
  232. <c>libhwloc</c>) provided that the <c>PKG_CONFIG_PATH</c> variable is set, and
  233. is sufficient to build a statically-linked executable. This example has been
  234. successfully tested with CMake 3.2, though it may work with earlier CMake 3.x
  235. versions.
  236. \code{File CMakeLists.txt}
  237. cmake_minimum_required (VERSION 3.2)
  238. project (hello_starpu)
  239. find_package(PkgConfig)
  240. pkg_check_modules(STARPU REQUIRED starpu-1.3)
  241. if (STARPU_FOUND)
  242. include_directories (${STARPU_INCLUDE_DIRS})
  243. link_directories (${STARPU_STATIC_LIBRARY_DIRS})
  244. link_libraries (${STARPU_STATIC_LIBRARIES})
  245. else (STARPU_FOUND)
  246. message(FATAL_ERROR "StarPU not found")
  247. endif()
  248. add_executable(hello_starpu hello_starpu.c)
  249. \endcode
  250. The following \c CMakeLists.txt implements an alternative, more complex
  251. strategy, still relying on Pkg-Config, but also taking into account additional
  252. flags. While more complete, this approach makes CMake's build types (Debug,
  253. Release, ...) unavailable because of the direct affectation to variable
  254. <c>CMAKE_C_FLAGS</c>. If both the full flags support and the build types
  255. support are needed, the \c CMakeLists.txt below may be altered to work with
  256. <c>CMAKE_C_FLAGS_RELEASE</c>, <c>CMAKE_C_FLAGS_DEBUG</c>, and others as needed.
  257. This example has been successfully tested with CMake 3.2, though it may work
  258. with earlier CMake 3.x versions.
  259. \code{File CMakeLists.txt}
  260. cmake_minimum_required (VERSION 3.2)
  261. project (hello_starpu)
  262. find_package(PkgConfig)
  263. pkg_check_modules(STARPU REQUIRED starpu-1.3)
  264. # This section must appear before 'add_executable'
  265. if (STARPU_FOUND)
  266. # CFLAGS other than -I
  267. foreach(CFLAG ${STARPU_CFLAGS_OTHER})
  268. set (CMAKE_C_FLAGS "${CMAKE_C_FLAGS} ${CFLAG}")
  269. endforeach()
  270. # Static LDFLAGS other than -L
  271. foreach(LDFLAG ${STARPU_STATIC_LDFLAGS_OTHER})
  272. set (CMAKE_EXE_LINKER_FLAGS "${CMAKE_EXE_LINKER_FLAGS} ${LDFLAG}")
  273. endforeach()
  274. # -L directories
  275. link_directories(${STARPU_STATIC_LIBRARY_DIRS})
  276. else (STARPU_FOUND)
  277. message(FATAL_ERROR "StarPU not found")
  278. endif()
  279. add_executable(hello_starpu hello_starpu.c)
  280. # This section must appear after 'add_executable'
  281. if (STARPU_FOUND)
  282. # -I directories
  283. target_include_directories(hello_starpu PRIVATE ${STARPU_INCLUDE_DIRS})
  284. # Static -l libs
  285. target_link_libraries(hello_starpu PRIVATE ${STARPU_STATIC_LIBRARIES})
  286. endif()
  287. \endcode
  288. \subsection RunningABasicStarPUApplication Running a Basic StarPU Application
  289. Basic examples using StarPU are built in the directory
  290. <c>examples/basic_examples/</c> (and installed in
  291. <c>$STARPU_PATH/lib/starpu/examples/</c>). You can for example run the example
  292. <c>vector_scal</c>.
  293. \verbatim
  294. $ ./examples/basic_examples/vector_scal
  295. BEFORE: First element was 1.000000
  296. AFTER: First element is 3.140000
  297. \endverbatim
  298. When StarPU is used for the first time, the directory
  299. <c>$STARPU_HOME/.starpu/</c> is created, performance models will be stored in
  300. this directory (\ref STARPU_HOME).
  301. Please note that buses are benchmarked when StarPU is launched for the
  302. first time. This may take a few minutes, or less if <c>libhwloc</c> is
  303. installed. This step is done only once per user and per machine.
  304. \subsection RunningABasicStarPUApplicationOnMicrosoft Running a Basic StarPU Application on Microsoft Visual C
  305. Batch files are provided to run StarPU applications under Microsoft
  306. Visual C. They are installed in <c>$STARPU_PATH/bin/msvc</c>.
  307. To execute a StarPU application, you first need to set the environment
  308. variable \ref STARPU_PATH.
  309. \verbatim
  310. c:\....> cd c:\cygwin\home\ci\starpu\
  311. c:\....> set STARPU_PATH=c:\cygwin\home\ci\starpu\
  312. c:\....> cd bin\msvc
  313. c:\....> starpu_open.bat starpu_simple.c
  314. \endverbatim
  315. The batch script will run Microsoft Visual C with a basic project file
  316. to run the given application.
  317. The batch script <c>starpu_clean.bat</c> can be used to delete all
  318. compilation generated files.
  319. The batch script <c>starpu_exec.bat</c> can be used to compile and execute a
  320. StarPU application from the command prompt.
  321. \verbatim
  322. c:\....> cd c:\cygwin\home\ci\starpu\
  323. c:\....> set STARPU_PATH=c:\cygwin\home\ci\starpu\
  324. c:\....> cd bin\msvc
  325. c:\....> starpu_exec.bat ..\..\..\..\examples\basic_examples\hello_world.c
  326. \endverbatim
  327. \verbatim
  328. MSVC StarPU Execution
  329. ...
  330. /out:hello_world.exe
  331. ...
  332. Hello world (params = {1, 2.00000})
  333. Callback function got argument 0000042
  334. c:\....>
  335. \endverbatim
  336. \subsection KernelThreadsStartedByStarPU Kernel Threads Started by StarPU
  337. StarPU automatically binds one thread per CPU core. It does not use
  338. SMT/hyperthreading because kernels are usually already optimized for using a
  339. full core, and using hyperthreading would make kernel calibration rather random.
  340. Since driving GPUs is a CPU-consuming task, StarPU dedicates one core
  341. per GPU.
  342. While StarPU tasks are executing, the application is not supposed to do
  343. computations in the threads it starts itself, tasks should be used instead.
  344. If the application needs to reserve some cores for its own computations, it
  345. can do so with the field starpu_conf::reserve_ncpus, get the core IDs with
  346. starpu_get_next_bindid(), and bind to them with starpu_bind_thread_on().
  347. Another option is for the application to pause StarPU by calling
  348. starpu_pause(), then to perform its own computations, and then to
  349. resume StarPU by calling starpu_resume() so that StarPU can execute
  350. tasks.
  351. \subsection EnablingOpenCL Enabling OpenCL
  352. When both CUDA and OpenCL drivers are enabled, StarPU will launch an
  353. OpenCL worker for NVIDIA GPUs only if CUDA is not already running on them.
  354. This design choice was necessary as OpenCL and CUDA can not run at the
  355. same time on the same NVIDIA GPU, as there is currently no interoperability
  356. between them.
  357. To enable OpenCL, you need either to disable CUDA when configuring StarPU:
  358. \verbatim
  359. $ ./configure --disable-cuda
  360. \endverbatim
  361. or when running applications:
  362. \verbatim
  363. $ STARPU_NCUDA=0 ./application
  364. \endverbatim
  365. OpenCL will automatically be started on any device not yet used by
  366. CUDA. So on a machine running 4 GPUS, it is therefore possible to
  367. enable CUDA on 2 devices, and OpenCL on the 2 other devices by doing
  368. so:
  369. \verbatim
  370. $ STARPU_NCUDA=2 ./application
  371. \endverbatim
  372. \section BenchmarkingStarPU Benchmarking StarPU
  373. Some interesting benchmarks are installed among examples in
  374. <c>$STARPU_PATH/lib/starpu/examples/</c>. Make sure to try various
  375. schedulers, for instance <c>STARPU_SCHED=dmda</c>.
  376. \subsection TaskSizeOverhead Task Size Overhead
  377. This benchmark gives a glimpse into how long a task should be (in µs) for StarPU overhead
  378. to be low enough to keep efficiency. Running
  379. <c>tasks_size_overhead.sh</c> generates a plot
  380. of the speedup of tasks of various sizes, depending on the number of CPUs being
  381. used.
  382. \image html tasks_size_overhead.png
  383. \image latex tasks_size_overhead.eps "" width=\textwidth
  384. \subsection DataTransferLatency Data Transfer Latency
  385. <c>local_pingpong</c> performs a ping-pong between the first two CUDA nodes, and
  386. prints the measured latency.
  387. \subsection MatrixMatrixMultiplication Matrix-Matrix Multiplication
  388. <c>sgemm</c> and <c>dgemm</c> perform a blocked matrix-matrix
  389. multiplication using BLAS and cuBLAS. They output the obtained GFlops.
  390. \subsection CholeskyFactorization Cholesky Factorization
  391. <c>cholesky_*</c> perform a Cholesky factorization (single precision). They use different dependency primitives.
  392. \subsection LUFactorization LU Factorization
  393. <c>lu_*</c> perform an LU factorization. They use different dependency primitives.
  394. \subsection SimulatedBenchmarks Simulated Benchmarks
  395. It can also be convenient to try simulated benchmarks, if you want to give a try
  396. at CPU-GPU scheduling without actually having a GPU at hand. This can be done by
  397. using the SimGrid version of StarPU: first install the SimGrid simulator from
  398. http://simgrid.gforge.inria.fr/ (we tested with SimGrid from 3.11 to 3.16, and
  399. 3.18 to 3.25. SimGrid versions 3.25 and above need to be configured with -Denable_msg=ON.
  400. Other versions may have compatibility issues, 3.17 notably does
  401. not build at all. MPI simulation does not work with version 3.22).
  402. Then configure StarPU with \ref enable-simgrid
  403. "--enable-simgrid" and rebuild and install it, and then you can simulate the performance for a
  404. few virtualized systems shipped along StarPU: attila, mirage, idgraf, and sirocco.
  405. For instance:
  406. \verbatim
  407. $ export STARPU_PERF_MODEL_DIR=$STARPU_PATH/share/starpu/perfmodels/sampling
  408. $ export STARPU_HOSTNAME=attila
  409. $ $STARPU_PATH/lib/starpu/examples/cholesky_implicit -size $((960*20)) -nblocks 20
  410. \endverbatim
  411. Will show the performance of the cholesky factorization with the attila
  412. system. It will be interesting to try with different matrix sizes and
  413. schedulers.
  414. Performance models are available for <c>cholesky_*</c>, <c>lu_*</c>, <c>*gemm</c>, with block sizes
  415. 320, 640, or 960 (plus 1440 for sirocco), and for <c>stencil</c> with block size 128x128x128, 192x192x192, and
  416. 256x256x256.
  417. Read the chapter \ref SimGridSupport for more information on the SimGrid support.
  418. */