diff options
Diffstat (limited to 'a3')
-rw-r--r-- | a3/concurrency.cc | 82 | ||||
-rw-r--r-- | a3/console.log | 136 | ||||
-rw-r--r-- | a3/exercise.tex | 110 | ||||
-rw-r--r-- | a3/int.eps | 279 | ||||
-rw-r--r-- | a3/int.pdf | bin | 0 -> 9577 bytes | |||
-rw-r--r-- | a3/string.eps | 279 | ||||
-rw-r--r-- | a3/string.pdf | bin | 0 -> 8835 bytes |
7 files changed, 845 insertions, 41 deletions
diff --git a/a3/concurrency.cc b/a3/concurrency.cc index da7b51e..9838212 100644 --- a/a3/concurrency.cc +++ b/a3/concurrency.cc @@ -41,6 +41,47 @@ void measure(const std::string& text, Callable c) } } +template<typename T> +std::vector<T> get_random_vector(std::size_t size, + T min = std::numeric_limits<T>::min(), + T max = std::numeric_limits<T>::max()) +{ + std::default_random_engine generator; + // Randomly generate T-values from the range [min; max] + std::uniform_int_distribution<T> distrib(min, max); + + std::vector<T> v; + v.resize(size); + for(auto& item : v) + { + item = distrib(generator); + } + + return v; +} + +std::vector<std::string> get_random_strings(std::size_t size, + std::size_t length, + char min, char max) +{ + std::default_random_engine generator; + // Randomly generate T-values from the range [min; max] + std::uniform_int_distribution<char> distrib(min, max); + + std::vector<std::string> v; + v.resize(size); + for(auto& str : v) + { + str.reserve(length); + for(auto i = 0u; i < str.capacity(); ++i) + { + str += distrib(generator); + } + } + + return v; +} + template<typename C, typename T> // requires std::forward_iterator<Iter> requires std:: ranges::input_range<C> @@ -116,47 +157,6 @@ std::vector<const T*> find_all(const C& v, const T& key, std::size_t n) return res; } -template<typename T> -std::vector<T> get_random_vector(std::size_t size, - T min = std::numeric_limits<T>::min(), - T max = std::numeric_limits<T>::max()) -{ - std::default_random_engine generator; - // Randomly generate T-values from the range [min; max] - std::uniform_int_distribution<T> distrib(min, max); - - std::vector<T> v; - v.resize(size); - for(auto& item : v) - { - item = distrib(generator); - } - - return v; -} - -std::vector<std::string> get_random_strings(std::size_t size, - std::size_t length, - char min, char max) -{ - std::default_random_engine generator; - // Randomly generate T-values from the range [min; max] - std::uniform_int_distribution<char> distrib(min, max); - - std::vector<std::string> v; - v.resize(size); - for(auto& str : v) - { - str.reserve(length); - for(auto i = 0u; i < str.capacity(); ++i) - { - str += distrib(generator); - } - } - - return v; -} - int main() { { diff --git a/a3/console.log b/a3/console.log new file mode 100644 index 0000000..cc6ca55 --- /dev/null +++ b/a3/console.log @@ -0,0 +1,136 @@ +Single threaded search for int: + 99.0755 ms passed + 99.502 ms passed + 98.4946 ms passed +Multi threaded (1) search for int: + 100.361 ms passed + 101.444 ms passed + 99.3357 ms passed +Multi threaded (2) search for int: + 51.6977 ms passed + 51.4575 ms passed + 51.7779 ms passed +Multi threaded (3) search for int: + 34.7178 ms passed + 34.4771 ms passed + 34.3003 ms passed +Multi threaded (4) search for int: + 25.9185 ms passed + 25.8058 ms passed + 25.7757 ms passed +Multi threaded (5) search for int: + 32.3892 ms passed + 31.1645 ms passed + 32.3938 ms passed +Multi threaded (6) search for int: + 26.9827 ms passed + 27.004 ms passed + 26.9901 ms passed +Multi threaded (7) search for int: + 23.3415 ms passed + 23.2642 ms passed + 23.6421 ms passed +Multi threaded (8) search for int: + 21.0321 ms passed + 26.3786 ms passed + 20.651 ms passed +Multi threaded (9) search for int: + 26.4053 ms passed + 26.0672 ms passed + 25.8895 ms passed +Multi threaded (10) search for int: + 25.8863 ms passed + 29.3205 ms passed + 24.2901 ms passed +Multi threaded (11) search for int: + 28.1128 ms passed + 27.3005 ms passed + 24.1081 ms passed +Multi threaded (12) search for int: + 26.8832 ms passed + 26.7973 ms passed + 25.3346 ms passed +Multi threaded (13) search for int: + 24.995 ms passed + 23.6564 ms passed + 24.9819 ms passed +Multi threaded (14) search for int: + 23.1928 ms passed + 23.1057 ms passed + 23.4752 ms passed +Multi threaded (15) search for int: + 23.096 ms passed + 24.1333 ms passed + 22.1936 ms passed +Multi threaded (16) search for int: + 24.4629 ms passed + 20.9868 ms passed + 22.8824 ms passed +Single threaded search for string: + 266.31 ms passed + 264.754 ms passed + 265.04 ms passed +Multi threaded (1) search for string: + 262.007 ms passed + 261.643 ms passed + 260.548 ms passed +Multi threaded (2) search for string: + 136.218 ms passed + 136.152 ms passed + 136.74 ms passed +Multi threaded (3) search for string: + 91.529 ms passed + 91.1464 ms passed + 91.6109 ms passed +Multi threaded (4) search for string: + 77.8617 ms passed + 80.5186 ms passed + 68.423 ms passed +Multi threaded (5) search for string: + 76.2207 ms passed + 70.712 ms passed + 76.2605 ms passed +Multi threaded (6) search for string: + 63.9025 ms passed + 63.9237 ms passed + 63.8663 ms passed +Multi threaded (7) search for string: + 55.3068 ms passed + 55.0763 ms passed + 55.4004 ms passed +Multi threaded (8) search for string: + 51.9505 ms passed + 50.4089 ms passed + 51.307 ms passed +Multi threaded (9) search for string: + 59.1842 ms passed + 60.9649 ms passed + 61.4107 ms passed +Multi threaded (10) search for string: + 58.4679 ms passed + 58.8267 ms passed + 57.1795 ms passed +Multi threaded (11) search for string: + 60.2347 ms passed + 55.0205 ms passed + 61.8008 ms passed +Multi threaded (12) search for string: + 59.427 ms passed + 54.7694 ms passed + 57.2314 ms passed +Multi threaded (13) search for string: + 57.0578 ms passed + 56.0438 ms passed + 52.5656 ms passed +Multi threaded (14) search for string: + 54.9454 ms passed + 53.1546 ms passed + 56.7422 ms passed +Multi threaded (15) search for string: + 54.7158 ms passed + 55.0651 ms passed + 56.6704 ms passed +Multi threaded (16) search for string: + 50.825 ms passed + 55.0096 ms passed + 53.4777 ms passed diff --git a/a3/exercise.tex b/a3/exercise.tex new file mode 100644 index 0000000..92e5cc4 --- /dev/null +++ b/a3/exercise.tex @@ -0,0 +1,110 @@ +\title{A3: Concurrency} +\input{preamble.tex} +In this assignment experiments with doing multithreaded searches in +containers is performed measured and evaluated. + +A few attempts at using concepts for some generalized utility +functions were made and any comments on the (success or lack thereof) +on these is highly welcome. + +The utility functions are the following: +\begin{itemize} +\item The \texttt{measure} function and \texttt{Measure} class from + previous assignment, doing time measurement and printing the result. +\item \texttt{get\_random\_vector} which is a templated function that + generates and returns a \texttt{std::vector} of a given size with + random values in a specified range. +\item \texttt{get\_random\_strings} which is a function that generates + a \texttt{std::vector} og \texttt{std::string}s of a specified + length (all the same length) and with random characters picked from + a specified range. +\end{itemize} + +The two generator function are likely far more generalized than +necessary for this exercise, but the idea is to be able to re-use them +in future exercises, facilitate good readability of the code in the +\texttt{main} function and play around a bit with concepts. + +\bigskip + +The first task is to implement a \texttt{find\_all} function that +returns a \texttt{std::vector<T*>} of found keys in the supplied input +container. +As the wording later in the assignment are ``How large must the +\textbf{array} be,...'', I decided to make the function work on any +container type by using the range concept instead of hard-coding it to +\texttt{std::vector}. Any comments on how this has been done are more +than welcome. +At the top of the \texttt{main} function there are two examples of +other container types I tried using with the functions (commented +out); \texttt{std::array} and c-style array. + +\bigskip + +The next task was to write a 10-way parallel \texttt{find\_all} with +the same functionality as the first one but executing 10 threads +working on a 10th of the input container. +I generalized this to \textit{n} threads in my first implementation (I +hadn't seen that this was a requirement further down in the +assignment). + +The threads are running through \texttt{std::async(std::launch::async, ...)} +and each thread is initially blocking on a +\texttt{std::condition\_variable} to make it possible to start +measureing the execution time only after spawning all the threads. +Each threads then simply executes the initial non-threaded +implementation of \texttt{find\_all} with their respective sub-ranges +and returns their result in each its own \texttt{std::vector<T*>} +through a \texttt{std::future}. +Finally all sub-range results are accumulated in on +\texttt{std::vector<T*>} and returned to the \texttt{main} function. + +\bigskip + +Vectors of 10 million elements of both \texttt{int}s and +\texttt{std::string}s are used for the tests and each of the two are +tested in single-threaded \texttt{find\_all}, and multithreaded +\texttt{find\_all} with 1 through 16 threads. + +Each run is timed and printed to the console and since the output is +rather large is is attached in the \texttt{console.log} file alongside +this report. + +\bigskip + +The machine used for the tests is an Intel i7 with 4 cores, each hyper +threaded, so 8 ``virtual'' cores, each sharing parts of the cache with +one of the others. + +\bigskip + +Looking at the results for \texttt{int}; non-threaded search took +about 100ms and (not surprising really) so did the 1-threaded search. From +there the search performed better and better flattening out. + +\begin{figure} + \caption{\label{ints} Showing execution times vs number of threads + searching for \texttt{int}s.} + \includegraphics[scale=0.55]{a3/int.pdf} +\end{figure} + +\begin{figure} + \caption{\label{strings} Showing execution times vs number of threads + searching for \texttt{std::string}s.} + \includegraphics[scale=0.55]{a3/string.pdf} +\end{figure} + +As seen in figure \ref{ints} the performance increase stagnates +already at around 4 threads, suggesting that the memory pipeline/cache +is a bottleneck that makes the threads do a lot of waiting for data +rather than execute instructions. + +\bigskip + +Similar results are seen on the \texttt{std::string} +searches. Although there seem to be more calculation going on so the +memory/cache bottleneck is less dominating. This can be seen in figure +\ref{strings} the graph seem to flatten out at bit at around 4 threads +but keeps performing better until all 8 hyperthreads are active. + +\end{document} diff --git a/a3/int.eps b/a3/int.eps new file mode 100644 index 0000000..493e3a9 --- /dev/null +++ b/a3/int.eps @@ -0,0 +1,279 @@ +%!PS-Adobe-3.0 EPSF-3.0 +%%Title: gl2ps_renderer figure +%%Creator: GL2PS 1.4.2, (C) 1999-2020 C. 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