Skip to content
Snippets Groups Projects
mic_environment.md 13.5 KiB
Newer Older
  • Learn to ignore specific revisions
  • Lukáš Krupčík's avatar
    fix
    Lukáš Krupčík committed
    1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536
    # Intel Xeon Phi Environment
    
    Intel Xeon Phi accelerator can be programmed in several modes. The default mode on the cluster is offload mode, but all modes described in this document are supported.
    
    ## Intel Utilities for Xeon Phi
    
    To get access to a compute node with Intel Xeon Phi accelerator, use the PBS interactive session
    
    ```console
    $ qsub -I -q qprod -l select=1:ncpus=24:accelerator=True -A NONE-0-0
    ```
    
    To set up the environment module "intel" has to be loaded, without specifying the version, default version is loaded (at time of writing this, it's 2017b)
    
    ```console
    $ ml intel/2017b
    ```
    
    Information about the hardware can be obtained by running the micinfo program on the host.
    
    ```console
    $ /usr/bin/micinfo
    ```
    
    The output of the "micinfo" utility executed on one of the cluster node is as follows. (note: to get PCIe related details the command has to be run with root privileges)
    
    ```console
    MicInfo Utility Log
    Created Thu Dec  7 09:19:43 2017
    
    
       System Info
          HOST OS       : Linux
          OS Version         : 2.6.32-696.10.3.el6.x86_64
          Driver Version     : 3.8.2-1
          MPSS Version       : 3.8.2
          Host Physical Memory    : 128838 MB
    
    Device No: 0, Device Name: mic0
    
       Version
          Flash Version       : 2.1.02.0391
          SMC Firmware Version     : 1.17.6900
    ...
    ```
    
    ## Offload Mode
    
    To compile a code for Intel Xeon Phi a MPSS stack has to be installed on the machine where compilation is executed. Currently the MPSS stack is only installed on compute nodes equipped with accelerators.
    
    ```console
    $ qsub -I -q qprod -l select=1:ncpus=24:accelerator=True -A NONE-0-0
    ```
    
    A very basic example of code that employs offload programming technique is shown in the next listing. Please note that this code is sequential and utilizes only single core of the accelerator.
    
    ```cpp
    #include <iostream>
    
    int main(int argc, char* argv[])
    {
        const int niter = 100000;
        double result = 0;
    
     #pragma offload target(mic)
        for (int i = 0; i < niter; ++i) {
       const double t = (i + 0.5) / niter;
       result += 4.0 / (t * t + 1.0);
        }
        result /= niter;
        std::cout << "Pi ~ " << result << '\n';
    }
    ```
    
    ### Intel
    
    To compile a code using Intel compiler run.
    
    * Create source-offload.cpp
    
    ```console
    $ vim source-offload.cpp
    ```
    
    ```cpp
    #include <iostream>
    
    int main(int argc, char* argv[])
    {
        const int niter = 100000;
        double result = 0;
    
     #pragma offload target(mic)
        for (int i = 0; i < niter; ++i) {
       const double t = (i + 0.5) / niter;
       result += 4.0 / (t * t + 1.0);
        }
        result /= niter;
        std::cout << "Pi ~ " << result << '\n';
    }
    ```
    
    * Compile
    
    ```console
    $ ml intel/2017b
    $ icc source-offload.cpp -o bin-offload
    ```
    
    * To execute the code, run the following command on the host
    
    ```console
    $ ./bin-offload
    Pi ~ 3.14159
    ```
    
    ### GCC With KNC Support
    
    On Salomon cluster we have module `GCC/5.1.1-knc` with cross-compiled support. (gcc, g++ and gfortran)
    
    To compile a code using GCC compiler run.
    
    * Create `reduce_mul.c`
    
    ```console
    $ vim reduce_mul.c
    ```
    
    ```c
    #include <immintrin.h>
    
    double reduce(double* values)
    {
       __m512d val = _mm512_load_pd(values);
       return _mm512_reduce_mul_pd(val);
    }
    ```
    
    * A create main.c
    
    ```console
    vim main.c
    ```
    
    ```c
    #include <immintrin.h>
    #include <stdio.h>
    #include <stdlib.h>
    
    double reduce(double* values);
    
    int main(int argc, char* argv[])
    {
       // Generate random input vector of [-1, 1] values.
       double values[8] __attribute__((aligned(64)));
       for (int i = 0; i < 8; i++)
          values[i] = 2 * (0.5 - rand() / (double)RAND_MAX);
    
       double vector = reduce(values);
       double scalar = values[0];
       for (int i = 1; i < 8; i++)
          scalar *= values[i];
    
       printf("%f vs %f\n", vector, scalar);
    
       fflush(stdout);
    
       return 0;
    }
    ```
    
    * Compile
    
    ```console
    $ ml GCC/5.1.1-knc
    $ gcc -mavx512f -O3 -c reduce_mul.c -o reduce_mul.s -S
    $ gcc -O3 -c reduce_mul.s -o reduce_mul.o
    $ gcc -std=c99 -O3 -c main.c -o main_gcc.o
    $ gcc -O3 reduce_mul.o main_gcc.o -o reduce_mul
    ```
    
    * To execute the code, run the following command on the host
    
    ```console
    $ micnativeloadex ./reduce_mul
    -0.004276 vs -0.004276
    ```
    
    ## Native Mode
    
    In the native mode a program is executed directly on Intel Xeon Phi without involvement of the host machine. Similarly to offload mode, the code is compiled on the host computer with Intel compilers.
    
    To compile a code user has to be connected to a compute with MIC and load Intel compilers module. To get an interactive session on a compute node with an Intel Xeon Phi and load the module use following commands
    
    ```console
    $ qsub -I -q qprod -l select=1:ncpus=24:accelerator=True -A NONE-0-0
    $ ml intel/2017b
    ```
    
    To produce a binary compatible with Intel Xeon Phi architecture user has to specify "-mmic" compiler flag. Two compilation examples are shown below. The first example shows how to compile OpenMP parallel code "vect-add.c" for host only
    
    ```c
    #include <stdio.h>
    
    typedef int T;
    
    #define SIZE 1000
    
    #pragma offload_attribute(push, target(mic))
    T in1[SIZE];
    T in2[SIZE];
    T res[SIZE];
    #pragma offload_attribute(pop)
    
    // MIC function to add two vectors
    __attribute__((target(mic))) add_mic(T *a, T *b, T *c, int size) {
      int i = 0;
      #pragma omp parallel for
        for (i = 0; i < size; i++)
          c[i] = a[i] + b[i];
    }
    
    // CPU function to add two vectors
    void add_cpu (T *a, T *b, T *c, int size) {
      int i;
      for (i = 0; i < size; i++)
        c[i] = a[i] + b[i];
    }
    
    // CPU function to generate a vector of random numbers
    void random_T (T *a, int size) {
      int i;
      for (i = 0; i < size; i++)
        a[i] = rand() % 10000; // random number between 0 and 9999
    }
    
    // CPU function to compare two vectors
    int compare(T *a, T *b, T size ){
      int pass = 0;
      int i;
      for (i = 0; i < size; i++){
        if (a[i] != b[i]) {
          printf("Value mismatch at location %d, values %d and %dn",i, a[i], b[i]);
          pass = 1;
        }
      }
      if (pass == 0) printf ("Test passedn"); else printf ("Test Failedn");
      return pass;
    }
    
    int main()
    {
      int i;
      random_T(in1, SIZE);
      random_T(in2, SIZE);
    
      #pragma offload target(mic) in(in1,in2)  inout(res)
      {
    
        // Parallel loop from main function
        #pragma omp parallel for
        for (i=0; i<SIZE; i++)
          res[i] = in1[i] + in2[i];
    
        // or parallel loop is called inside the function
        add_mic(in1, in2, res, SIZE);
    
      }
    
      //Check the results with CPU implementation
      T res_cpu[SIZE];
      add_cpu(in1, in2, res_cpu, SIZE);
      compare(res, res_cpu, SIZE);
    
    }
    ```
    
    ```console
    $ icc -xhost -no-offload -fopenmp vect-add.c -o vect-add-host
    ```
    
    * To run this code on host, use
    
    ```console
    $ ./vect-add-host
    Test passed
    ```
    
    * The second example shows how to compile the same code for Intel Xeon Phi
    
    ```console
    $ icc -mmic -fopenmp vect-add.c -o vect-add-mic
    ```
    
    * Execution of the Program in Native Mode on Intel Xeon Phi
    
    The user access to the Intel Xeon Phi is through the SSH. Since user home directories are mounted using NFS on the accelerator, users do not have to copy binary files or libraries between the host and accelerator. Get the PATH of MIC enabled libraries for currently used Intel Compiler.
    
    * To run this code on Intel Xeon Phi
    
    ```console
    $ ssh mic0
    $ ./vect-add-mic
    ./vect-add-mic: error while loading shared libraries: libiomp5.so: cannot open shared object file: No such file or directory
    $ export LD_LIBRARY_PATH=LD_LIBRARY_PATH:/apps/all/icc/2017.4.196-GCC-6.4.0-2.28/compilers_and_libraries/linux/lib/mic
    $ ./vect-add-mic
    Test passed
    ```
    
    !!! tip
        Or use the procedure from the chapter Devel Environment.
    
    ## Only Intel Xeon Phi Cards
    
    Execute native job
    
    ```console
    $ qsub -A NONE-0-0 -q qmic -l select=1 -l walltime=10:00:00 -I
    r21u01n577-mic1:~$
    ```
    
    ## Devel Environment
    
    To get an overview of the currently loaded modules, use `module list` or `ml` (without specifying extra arguments).
    
    ```console
    r21u02n578-mic0:~$ ml
    No modules loaded
    ```
    
    To get an overview of all available modules, you can use `ml avail` or simply `ml av`
    
    ```console
    r21u02n578-mic0:~$ ml av
    
    -------------- /apps/phi/system/devel --------------------------
       devel_environment/1.0 (S)
    
      Where:
       S:  Module is Sticky, requires --force to unload or purge
    
    ```
    
    Activate devel environment
    
    ```console
    r21u02n578-mic0:~$ ml devel_environment
    ```
    
    And again to get an overview of all available modules, you can use `ml avail` or simply `ml av`
    
    ```console
    r21u02n578-mic0:~$ ml av
    
    -------------- /apps/phi/modules/compiler --------------------------
       icc/2017.4.196-GCC-6.4.0-2.28
    
    -------------- /apps/phi/modules/devel --------------------------
       M4/1.4.18    devel_environment/1.0 (S)    ncurses/6.0
    
    -------------- /apps/phi/modules/lang --------------------------
       Bison/3.0.4    Tcl/8.6.6    flex/2.6.4
    
    -------------- /apps/phi/modules/lib --------------------------
       libreadline/7.0    zlib/1.2.11
    
    -------------- /apps/phi/modules/math --------------------------
       Octave/3.8.2
    
    -------------- /apps/phi/modules/mpi --------------------------
       impi/2017.3.196-iccifort-2017.4.196-GCC-6.4.0-2.28
    
    -------------- /apps/phi/modules/toolchain --------------------------
       iccifort/2017.4.196-GCC-6.4.0-2.28    ifort/2017.4.196-GCC-6.4.0-2.28
    
    -------------- /apps/phi/modules/tools --------------------------
       bzip2/1.0.6    cURL/7.53.1    expat/2.2.5
    
    -------------- /apps/phi/modules/vis --------------------------
       gettext/0.19.8
    
      Where:
       S:  Module is Sticky, requires --force to unload or purge
    
    ```
    
    After load module `devel_environment` are available modules for architecture k10m-mpss-linux and now exists systems software (gcc, cmake, make, git, htop, vim, ...).
    
    * Example
    
    ```console
    r21u02n578-mic0:~$ gcc --version
    gcc (GCC) 5.1.1
    Copyright (C) 2015 Free Software Foundation, Inc.
    This is free software; see the source for copying conditions.  There is NO
    warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
    
    @r21u02n578-mic0:~$ cmake --version
    cmake version 2.8.7
    
    r21u02n578-mic0:~$ git --version
    git version 1.7.7
    
    r21u02n578-mic0:~$ make --version
    GNU Make 3.82
    Built for k1om-mpss-linux-gnu
    Copyright (C) 2010  Free Software Foundation, Inc.
    License GPLv3+: GNU GPL version 3 or later <http://gnu.org/licenses/gpl.html>
    This is free software: you are free to change and redistribute it.
    There is NO WARRANTY, to the extent permitted by law.
    
    r21u02n578-mic0:~$ perl --version
    
    This is perl 5, version 14, subversion 2 (v5.14.2) built for k1om-linux
    
    Copyright 1987-2011, Larry Wall
    
    Perl may be copied only under the terms of either the Artistic License or the
    GNU General Public License, which may be found in the Perl 5 source kit.
    
    Complete documentation for Perl, including FAQ lists, should be found on
    this system using "man perl" or "perldoc perl".  If you have access to the
    Internet, point your browser at http://www.perl.org/, the Perl Home Page.
    
    ...
    ```
    
    * Execute previous cross-compiled code `vect-add-mic`
    
    ```console
    r21u01n577-mic1:~$ ml devel_environment
    r21u01n577-mic1:~$ ml icc
    r21u01n577-mic1:~$ ./vect-add-mic
    Test passed
    ```
    
    !!! tip
        PATH of MIC libraries for Intel Compiler set automatically.
    
    ## MPI
    
    Load module for devel environment `devel_environment` and load mpi module `impi/2017.3.196-iccifort-2017.4.196-GCC-6.4.0-2.28` (intel/2017b)
    
    Execute test
    
    ```console
    $ qsub -A SERVICE -q qmic -l select=4 -l walltime=01:00:00 -I
    r21u01n577-mic0:~$ ml devel_environment
    r21u01n577-mic0:~$ ml impi
    r21u01n577-mic0:~$ ml
    
    Currently Loaded Modules:
      1) devel_environment/1.0    (S)   3) ifort/2017.4.196-GCC-6.4.0-2.28      5) impi/2017.3.196-iccifort-2017.4.196-GCC-6.4.0-2.28
      2) icc/2017.4.196-GCC-6.4.0-2.28       4) iccifort/2017.4.196-GCC-6.4.0-2.28
    
      Where:
       S:  Module is Sticky, requires --force to unload or purge
    r21u01n577-mic0:~$ mpirun -n 244 hostname | sort | uniq -c | sort -n
         61 r21u01n577-mic0
         61 r21u01n577-mic1
         61 r21u02n578-mic0
         61 r21u02n578-mic1
    r21u01n577-mic0:~$ mpirun -n 976 hostname | sort | uniq -c | sort -n
        244 r21u01n577-mic0
        244 r21u01n577-mic1
        244 r21u02n578-mic0
        244 r21u02n578-mic1
    r21u01n577-mic0:~$ mpirun hostname | sort | uniq -c | sort -n
          1 r21u01n577-mic0
          1 r21u01n577-mic1
          1 r21u02n578-mic0
          1 r21u02n578-mic1
    ```
    
    !!! warning
        Modules icc, ifort and iccifort are only libraries and headers, not compilers... For compile use the procedure from the chapter Native Mode
    
    ## Octave/3.8.2
    
    Load module for devel environment `devel_environment`, load module `Octave/3.8.2` and run test
    
    ```console
    r21u01n577-mic0:~$ ml devel_environment
    r21u01n577-mic0:~$ ml Octave/3.8.2
    r21u01n577-mic0:~$ octave -q /apps/phi/software/Octave/3.8.2/example/test0.m
    warning: docstring file '/apps/phi/software/Octave/3.8.2/share/octave/3.8.2/etc/built-in-docstrings' not found
    warning: readline is not linked, so history control is not available
    Use some basic operators ...
    Work with some small matrixes ...
    Save matrix to file ...
    Load matrix from file ...
    Display matrix ...
    m3 =
    
        39.200    19.600    39.200
        58.800   117.600   156.800
       254.800   411.600   686.000
    
    Work with some big matrixes ...
    Sum ...
    Multiplication ...
    r21u01n577-mic0:~$ cat test.mat
    # Created by Octave 3.8.2, Thu Dec 07 11:11:09 2017 CET <kru0052@r21u01n577-mic0>
    # name: m3
    # type: matrix
    # rows: 3
    # columns: 3
     39.2 19.6 39.2
     58.8 117.6 156.8
     254.8 411.6 686
    ```
    
    ## Native Build Software With Devel Environment
    
    Compiler
    
    * gcc (GCC) 5.1.1 without gfortran support
    
    Architecture (depends on compiled software):
    
    * k1om-unknown-linux-gnu
    * k1om-mpss-linux-gnu
    * x86_64-k1om-linux
    * k1om-mpss-linux
    
    Configure (for `configure`,`make` and `make install` software)
    
    * specify architecture `--build=`
    
    ```console
    ./configure --prefix=/apps/phi/software/ncurses/6.0 --build=k1om-mpss-linux
    ```
    
    Modulefile and Lmod
    
    * Read [Lmod](../modules/lmod/)