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Subject: Re: [Boost-users] [Thread] (Newb) shared memory in multithread process
From: gabe_rosser (gabriel.rosser_at_[hidden])
Date: 2009-07-10 03:30:30
Steven Watanabe-4 wrote:
>
> AMDG
>
> gabe_rosser wrote:
>> Apologies for my ignorance but I would be extremely grateful if someone
>> would kindly point me in the right direction.
>>
>> I am trying to parallelize my Monte Carlo simulation. The bottleneck in
>> the
>> process is the generation of Normally distributed random numbers (using
>> boost.random libraries), so I was hoping to substantially improve the
>> efficiency of the process by setting 2 or 3 cores of my quad core
>> processor
>> to the the task of generating these numbers while one core gets on with
>> the
>> rest of the algorithm.
>>
>> The simplest way I can envisage doing this is by allocating shared memory
>> that is simultaneously written (by rand number generating threads) and
>> read
>> (by main thread), with some method of ensuring that the main thread
>> doesn't
>> read too far ahead (perhaps locking or just a simple while loop?).
>>
>> Boost.thread alone doesn't seem to be enough - an attempt to do exactly
>> this
>> resulted in a substantial slow down (with or without locking - without
>> may
>> result in undefined behaviour but I tried it anyway to see if it was
>> causing
>> the slowdown). Do I need to investigate shared pointers? I really need
>> some large container in shared memory which I can fill in any order, much
>> as
>> would be the case if I were appending to and reading from a file, but
>> hopefully faster!
>>
>> Any suggestions please? Sorry for the lack of understanding!
>>
>>
>
> The synchronization is too fine-grained. Even without the
> overhead of locking, the cache is probably unhappy because
> of the false-sharing.
>
> The following is slightly faster for me using the multi threaded version.
>
> #include <boost/thread/mutex.hpp>
> #include <boost/thread/condition.hpp>
> #include <boost/spirit/home/phoenix/stl/container.hpp>
> #include <boost/spirit/home/phoenix/operator/logical.hpp>
> #include <boost/spirit/home/phoenix/core/reference.hpp>
> #include <boost/random.hpp>
> #include <boost/timer.hpp>
> #include <boost/noncopyable.hpp>
> #include <deque>
>
> template<class T>
> class queue_writer;
>
> template<class T>
> class simple_queue {
> public:
> simple_queue(T* buffer) : data(buffer), index(0), size_(0) {}
> void push_back(const T& arg) {
> data[size_++] = arg;
> }
> T& front() { return(data[index]); }
> void pop_front() { ++index; }
> bool empty() const { return(index == size_); }
> std::size_t size() const { return(size_ - index); }
> private:
> T* data;
> std::size_t index;
> std::size_t size_;
> };
>
> template<class T>
> class queue_reader : boost::noncopyable {
> template<class T>
> friend class queue_writer;
> public:
> queue_reader() {}
> T pop() {
> if(local_data.empty()) {
> boost::unique_lock<boost::mutex> l(mutex);
> condition.wait(l,
> !boost::phoenix::empty(boost::phoenix::ref(shared_data)));
> std::swap(shared_data, local_data);
> }
> T result = local_data.front().front();
> local_data.front().pop_front();
> if(local_data.front().empty()) {
> local_data.pop_front();
> }
> return(result);
> }
> private:
> // strong guarantee
> void push_impl(simple_queue<T>& arg) {
> if(!arg.empty()) {
> boost::unique_lock<boost::mutex> l(mutex);
> shared_data.push_back(arg);
> condition.notify_all();
> }
> }
>
> boost::mutex mutex;
> boost::condition condition;
> std::deque<simple_queue<T> > shared_data;
>
> std::deque<simple_queue<T> > local_data;
> };
>
> template<class T>
> class queue_writer {
> public:
> queue_writer(queue_reader<T>& q, std::size_t s)
> : data(new T[s]), index(0), impl(&q), block_size(s) {}
> void push(const T& arg) {
> data.push_back(arg);
> if(data.size() == block_size) {
> impl->push_impl(data);
> data = simple_queue<T>(new T[block_size]);
> }
> }
> ~queue_writer() {
> impl->push_impl(data);
> }
> private:
> simple_queue<T> data;
> std::size_t index;
> queue_reader<T>* impl;
> std::size_t block_size;
> };
>
> static const int N = 100000000;
>
> void reader_thread(queue_reader<double>& q) {
> for(int i = 0; i < N; ++i) {
> q.pop();
> }
> }
>
> void writer_thread(queue_reader<double>& qr, boost::mt19937& prng) {
> boost::variate_generator<boost::mt19937&,
> boost::exponential_distribution<> >
> gen(prng, boost::exponential_distribution<>());
> queue_writer<double> q(qr, 1024);
>
> for(int i = 0; i < N / 2; ++i) {
> q.push(gen());
> }
> }
>
> int main() {
> boost::timer timer;
> #if 0
> boost::mt19937 prng;
> boost::variate_generator<boost::mt19937&,
> boost::exponential_distribution<> >
> gen(prng, boost::exponential_distribution<>());
> for(int i = 0; i < N; ++i) {
> gen();
> }
> #else
> boost::mt19937 prng1(57);
> boost::mt19937 prng2(38);
> queue_reader<double> queue;
> boost::thread t1(&writer_thread, boost::ref(queue), prng1);
> boost::thread t2(&writer_thread, boost::ref(queue), prng2);
> reader_thread(queue);
> t1.join();
> t2.join();
> #endif
> std::cout << timer.elapsed() << std::endl;
> }
>
> In Christ,
> Steven Watanabe
>
> _______________________________________________
> Boost-users mailing list
> Boost-users_at_[hidden]
> http://lists.boost.org/mailman/listinfo.cgi/boost-users
>
>
Hi Steven,
Thanks for the suggestion. I've run into a couple of problems compiling
this. Firstly I got an error: shadows template parm `class T' from the line
I've placed in bold type above (line 33). Fixed that by renaming
template<class U>. Now I have an error from main() (also shown in bold
above):
main.cpp:123: error: variable âboost::thread t1â has initialiser but
incomplete type
main.cpp:124: error: variable âboost::thread t2â has initialiser but
incomplete type
Sorry but I'm not sure how to fix this.
Gabe
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