Berkeley View on Parallelism

By: Ray (a.delete@this.b.c), February 20, 2008 3:20 pm
Room: Moderated Discussions
JasonB ( on 2/15/08 wrote:
>David Kanter ( on 2/15/08 wrote:
>>>Of course "easy" and "efficient" are opposed goals.
>>Of course, but python is a reasonably efficient language and it is easy.
>Although Python definitely has its place, and is relatively easy, I think
>it is more of an example in support of Howard's point than a counter-example that you can have both:
>It is definitely efficient enough for a whole bunch of tasks, just like
>a classic Pentium running C code is, but I don't consider
an average of 50 times slower to be "reasonably efficient".

I do performance sensitive work in python, and it is possible to get within shouting distance of C with a little extra work. The numeric and scientific libraries are pretty efficient, so any problem that spends most of its time crunching large arrays is easy to do efficiently in python. For other problems I use psyco or pyrex. Psyco is a JIT specializing recompiler that usually speeds up python code by a factor of two to three. Pyrex lets you interace to C code quickly and easily, or to write a static version of python code that gets compiled to C, but is seen by the rest of your code as a python object.

There is also the "Instant" library that lets you inline C code into your python code.

Usually it is only necessary to optimize a few bottlenecks to speed up the entire program substantially.

For a nice writeup, have a look at:

I have no stake in the current thread, but I think it worth pointing out that the "python is 50x slower than C" argument is somewhat misleading, as it is only true for first-cut solutions to a problem. For not very much effort it is possible to get large speed gains. For me at least, I spend far less time programming in python than I would in C, including the extra time taken to optimize my code.

(Who has written more lines of C in his life than in any other language, regrettably)
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TopicPosted ByDate
Multicore is unlikely to be the ideal answer.Anders Jensen2008/02/14 04:24 AM
  And the links..Anders Jensen2008/02/14 04:25 AM
    Disappointing..Linus Torvalds2008/02/14 10:17 AM
      Disappointing..Mark Roulo2008/02/14 11:03 AM
        LOL (NT)Linus Torvalds2008/02/14 05:43 PM
      Disappointing..David Patterson2008/02/15 11:53 AM
        Disappointing..Linus Torvalds2008/02/15 05:01 PM
          Disappointing..anon2008/02/15 08:54 PM
            Disappointing..JasonB2008/02/19 07:45 PM
          Disappointing..Ilya Lipovsky2008/02/22 06:27 PM
          Disappointing..Scott Bolt2008/03/16 11:36 AM
        Need for new programming languagesVincent Diepeveen2008/02/19 06:18 AM
          Need for new programming languagesPete Wilson2008/02/24 11:41 AM
        Disappointing..Zan2008/02/25 10:52 PM
      Disappointing..Robert Myers2008/02/19 09:47 PM
        Disappointing..Fred Bosick2008/02/22 06:38 PM
          Disappointing..Robert Myers2008/03/01 01:17 PM
        The limits of single CPU speed are here.John Nagle2008/03/14 10:55 AM
          The limits of single CPU speed are here.Howard Chu2008/03/15 01:02 AM
            The limits of single CPU speed are here.slacker2008/03/15 08:08 AM
              The limits of single CPU speed are here.Howard Chu2008/03/17 01:47 AM
                The limits of single CPU speed are here.slacker2008/03/17 10:04 AM
    And the links..Howard Chu2008/02/14 12:58 PM
      I take some of that backHoward Chu2008/02/14 01:55 PM
      And the links..Jesper Frimann2008/02/14 02:02 PM
      And the links..Ilya Lipovsky2008/02/15 02:24 PM
        And the links..iz2008/02/17 10:55 AM
          And the links..JasonB2008/02/17 07:09 PM
            And the links..Ilya Lipovsky2008/02/18 01:54 PM
              And the links..JasonB2008/02/18 10:34 PM
                And the links..Thiago Kurovski2008/02/19 07:01 PM
                  And the links..iz2008/02/20 10:36 AM
                And the links..Ilya Lipovsky2008/02/20 03:37 PM
                  And the links..JasonB2008/02/20 06:28 PM
        And the links..JasonB2008/02/17 06:47 PM
          And the links..Ilya Lipovsky2008/02/18 02:27 PM
            And the links..JasonB2008/02/18 10:00 PM
              And the links..JasonB2008/02/19 03:14 AM
              And the links..Ilya Lipovsky2008/02/20 04:29 PM
                And the links..JasonB2008/02/20 06:14 PM
                  And the links..Ilya Lipovsky2008/02/21 11:07 AM
    And the links..Howard Chu2008/02/14 01:16 PM
      And the links..Jukka Larja2008/02/15 03:00 AM
      Berkeley View on ParallelismDavid Kanter2008/02/15 11:41 AM
        Berkeley View on ParallelismHoward Chu2008/02/15 12:49 PM
          Berkeley View on ParallelismDavid Kanter2008/02/15 03:48 PM
            Berkeley View on ParallelismHoward Chu2008/02/17 05:42 PM
              Berkeley View on Parallelismnick2008/02/17 09:15 PM
                Berkeley View on ParallelismHoward Chu2008/02/18 04:23 PM
                  Berkeley View on Parallelismnick2008/02/18 10:03 PM
                    Berkeley View on ParallelismHoward Chu2008/02/19 01:39 AM
                  Berkeley View on Parallelismrcf2008/02/19 12:44 PM
                    Berkeley View on ParallelismHoward Chu2008/02/19 03:25 PM
              Average programmersanon2008/02/18 12:40 PM
        Berkeley View on ParallelismJasonB2008/02/15 08:02 PM
        Berkeley View on ParallelismJasonB2008/02/15 08:02 PM
          Berkeley View on ParallelismDean Kent2008/02/15 08:07 PM
          Berkeley View on ParallelismRay2008/02/20 03:20 PM
            Berkeley View on ParallelismJasonB2008/02/20 06:11 PM
              Berkeley View on ParallelismFritzR2008/02/24 03:08 PM
          rubyinline, etc.nordsieck2008/02/22 03:38 PM
            rubyinline, etc.JasonB2008/02/23 05:53 AM
              rubyinline, etc.nordsieck2008/03/02 01:40 AM
                rubyinline, etc.Michael S2008/03/02 02:49 AM
                  rubyinline, etc.Dean Kent2008/03/02 07:41 AM
                    rubyinline, etc.Michael S2008/03/02 08:19 AM
                      rubyinline, etc.Dean Kent2008/03/02 08:30 AM
                        rubyinline, etc.JasonB2008/03/02 05:26 PM
                rubyinline, etc.JasonB2008/03/02 06:01 PM
                  rubyinline, etc.Anonymous2008/03/03 02:11 AM
                    rubyinline, etc.JasonB2008/03/03 09:40 AM
                      rubyinline, etc.Foo_2008/03/09 09:59 AM
                        rubyinline, etc.JasonB2008/03/10 01:12 AM
                        rubyinline, etc.Gabriele Svelto2008/03/10 02:22 AM
                          rubyinline, etc.JasonB2008/03/10 04:35 AM
                            C++ for beginnersMichael S2008/03/10 05:16 AM
                              C++ for beginnersJasonB2008/03/10 06:35 AM
                          C++Michael S2008/03/10 04:55 AM
                rubyinline, etc.Linus Torvalds2008/03/03 11:35 AM
                  rubyinline, etc.Dean Kent2008/03/03 02:35 PM
                    rubyinline, etc.JasonB2008/03/03 03:57 PM
                      rubyinline, etc.Dean Kent2008/03/03 08:10 PM
                        rubyinline, etc.Michael S2008/03/04 01:53 AM
                          rubyinline, etc.Dean Kent2008/03/04 07:51 AM
                            rubyinline, etc.Michael S2008/03/04 08:29 AM
                              rubyinline, etc.Dean Kent2008/03/04 08:53 AM
                                rubyinline, etc.Michael S2008/03/04 11:20 AM
                                  rubyinline, etc.Dean Kent2008/03/04 02:13 PM
                                    read it. thanks (NT)Michael S2008/03/04 04:31 PM
                  efficient HLL'sPatrik Hägglund2008/03/04 03:34 PM
                    efficient HLL'sWes Felter2008/03/04 09:33 PM
                      efficient HLL'sPatrik Hägglund2008/03/05 01:23 AM
                        efficient HLL'sMichael S2008/03/05 02:45 AM
                          efficient HLL'sWilco2008/03/05 05:34 PM
                            efficient HLL'sHoward Chu2008/03/05 07:11 PM
                              efficient HLL'sWilco2008/03/06 02:27 PM
                    efficient HLL'sanon2008/03/05 08:20 AM
      And the links..Groo2008/02/17 04:28 PM
        And the links..Vincent Diepeveen2008/02/18 02:33 AM
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