From d5866fb224f641a41ae5edd4e7258f997081911b Mon Sep 17 00:00:00 2001 From: annoviko Date: Mon, 30 Oct 2017 16:14:50 +0300 Subject: [PATCH] #372: Parallel implementation of update centers procedure. --- ccore/src/cluster/xmeans.cpp | 57 +++++++++++++++++++--------- ccore/src/cluster/xmeans.hpp | 12 ++++++ pyclustering/core/x64/win/ccore.dll | Bin 282624 -> 327168 bytes 3 files changed, 51 insertions(+), 18 deletions(-) diff --git a/ccore/src/cluster/xmeans.cpp b/ccore/src/cluster/xmeans.cpp index 79e8796c..cfeec65a 100644 --- a/ccore/src/cluster/xmeans.cpp +++ b/ccore/src/cluster/xmeans.cpp @@ -21,6 +21,7 @@ #include +#include #include #include #include @@ -33,6 +34,9 @@ namespace cluster_analysis { +const std::size_t xmeans::DEFAULT_AMOUNT_THREADS = 10; + + xmeans::xmeans(const dataset & p_centers, const std::size_t p_kmax, const double p_tolerance, const splitting_type p_criterion) : m_centers(p_centers), m_maximum_clusters(p_kmax), @@ -67,6 +71,7 @@ void xmeans::process(const dataset & data, cluster_data & output_result) { } } + void xmeans::improve_parameters(cluster_sequence & improved_clusters, dataset & improved_centers, const index_sequence & available_indexes) { double current_change = std::numeric_limits::max(); @@ -185,40 +190,56 @@ std::size_t xmeans::find_proper_cluster(const dataset & analysed_centers, const return index_optimum; } +double xmeans::foo(cluster & p) { + return 0.0; +} double xmeans::update_centers(const cluster_sequence & analysed_clusters, dataset & analysed_centers) { double maximum_change = 0; /* for each cluster */ - for (unsigned int index_cluster = 0; index_cluster < analysed_clusters.size(); index_cluster++) { - std::vector total(analysed_centers[index_cluster].size(), 0); - - /* for each object in cluster */ - for (cluster::const_iterator object_index_iterator = analysed_clusters[index_cluster].begin(); object_index_iterator < analysed_clusters[index_cluster].end(); object_index_iterator++) { - /* for each dimension */ - for (std::size_t dimension = 0; dimension < total.size(); dimension++) { - total[dimension] += (*m_ptr_data)[*object_index_iterator][dimension]; - } - } + std::vector> pool_update_futures; - /* average for each dimension */ - for (auto & dimension : total) { - dimension = dimension / analysed_clusters[index_cluster].size(); - } - - double distance = euclidean_distance_sqrt( &(analysed_centers[index_cluster]), &total ); + for (std::size_t index_cluster = 0; index_cluster < analysed_clusters.size(); index_cluster++) { + auto update_functor = std::bind(&xmeans::update_center, this, std::cref(analysed_clusters[index_cluster]), std::ref(analysed_centers[index_cluster])); + pool_update_futures.emplace_back(std::async(std::launch::async, update_functor)); + } + for (auto & update_future : pool_update_futures) { + double distance = update_future.get(); if (distance > maximum_change) { maximum_change = distance; } - - std::copy(total.begin(), total.end(), analysed_centers[index_cluster].begin()); } return maximum_change; } +double xmeans::update_center(const cluster & p_cluster, point & p_center) { + std::vector total(p_center.size(), 0); + + /* for each object in cluster */ + for (auto & object_index : p_cluster) { + /* for each dimension */ + for (std::size_t dimension = 0; dimension < total.size(); dimension++) { + total[dimension] += (*m_ptr_data)[object_index][dimension]; + } + } + + /* average for each dimension */ + for (auto & dimension : total) { + dimension = dimension / p_cluster.size(); + } + + double distance = euclidean_distance_sqrt( &p_center, &total ); + + std::copy(total.begin(), total.end(), p_center.begin()); + + return distance; +} + + double xmeans::bayesian_information_criterion(const cluster_sequence & analysed_clusters, const dataset & analysed_centers) const { std::vector scores(analysed_centers.size(), 0.0); diff --git a/ccore/src/cluster/xmeans.hpp b/ccore/src/cluster/xmeans.hpp index 303bb73d..7d9696ea 100644 --- a/ccore/src/cluster/xmeans.hpp +++ b/ccore/src/cluster/xmeans.hpp @@ -22,6 +22,7 @@ #pragma once +#include #include #include "cluster/cluster_algorithm.hpp" @@ -38,6 +39,9 @@ enum class splitting_type { class xmeans : public cluster_algorithm { +private: + const static std::size_t DEFAULT_AMOUNT_THREADS; + private: dataset m_centers; @@ -51,6 +55,8 @@ class xmeans : public cluster_algorithm { splitting_type m_criterion; + std::mutex m_mutex; + public: /** * @@ -89,8 +95,14 @@ class xmeans : public cluster_algorithm { double update_centers(const cluster_sequence & clusters, dataset & centers); + double update_center(const cluster & p_cluster, point & p_center); + + double foo(cluster & p); + void improve_structure(void); + void improve_region_structure(void); + void improve_parameters(cluster_sequence & clusters, dataset & centers, const index_sequence & available_indexes); double splitting_criterion(const cluster_sequence & clusters, const dataset & centers) const; diff --git a/pyclustering/core/x64/win/ccore.dll b/pyclustering/core/x64/win/ccore.dll index 81153110cb5596421c00842006e20f9ca64a42db..15f6ed3de817766fcdfc40df215dd8dae98b8623 100755 GIT binary patch delta 138616 zcma&P2YeJ&_dmRMCJP(dCO}AN$pQfap#(w+gt8$C%)$mj2WbHjgGx`3zQKgD3@gC_ zFDOb;K|~RrDAf{*N$BlC>7YL9L_~^I3;X|`JG)6heSdF0pJZn4+E=2UBQNHCCtURZzTM>U#kcVMp>^Vg72=wH;T3Tme_@TdzI5R=TzhWa zcyT4JyzfgFLvb}($6k0xTqj(39appUwTpB$Stp6-e&e4_r!h>vpVVZNY3xEvq-jRj zgQ5PyTc-N9ic%GmDOEO^{=-CZT60;8W{sp&v(}%rZJYl}fXP|GWUAx|FnvN5V$7y% zRP$tjDX6VzVf?Y1O}_+~O!oI>)8ys#s)Z|?Wm6PhZ9~C|GWASpvT2*Vyk4!UEi#^) zk%2c_Z;T#K{P$&Tv)T+95}QQBhc=#0@Qv$VjUbr_OHSrMR3l4`od zj4(4(JCuEfYndNAwS9iv__5PWrZ!X_WHy;3T<`oty^NPo%VY|qKQ>>zyML>f-(u>t zsn4Q{fJltFrP1O2zg4uinEKpHlTedDWCEy6<#2tdRgq7>7Emp0Hh;l*>wK^%c#6344oLOn znbmk=YSYjVy?r=9lg!tpP5rf-<{DvNin`^EDcOBf`ZZM6>Xxe$rqWCF>}L1(vy2LR zEO@W)!OOnon#yiZK;FD^cbQzPimYW?>dO<<0PPJ+to&tVSvzS7O?oWj5MRi6hO6*ZxE&JwG>{rQ~DJ5?_=J)!@TC0_j(U1Gka*`tBydl+6#1fo9eZ>>< z(F+0Mg-!7|BW-#Go2<l}u7uw5tox^3k>?mHg!^?=_!(MKWo$BQYuq*qn$x3G;m#LlZ z?~lkR?+qD7?-aG$LnVIyR6O?*&(SB9?B6ZZ@Ek9mvwv?q9S<#x$|nIx05q!j*ZZ&8 z8V-BV4qf#01bl^EF+J7&MS54J`y=AHwEMl{+1LG6qjE|26YpzTwpe+5TUpy-3$LiO z6@3-yXYOfNZK2YhdwCCS2~3V}BWs=NKVNxfEWP(sI!p7=@@>^C4iP14k^cQ}qQ&9g z^7Q)eu)yLr1fJ|xvbG{}n7jbjl#E(6(_6_Vr`jEuTPa>q2SlbjqxXA5`r&QEhH3K6 z7+JfTQ7>R@Aq~ANi!|c74AO{aKhhYLOOfV+ zmenb?@_2AFLWY$k$e@T4Aj6sS2Kt=Od)R3`3%rO9ydjz3CL6l6lh@#Su}hSE9`h{M zwLxee-j-!OBx>}-S2TOqcJdC?nb}pb^td9Ka=|*a?L$MgYh6R-wzcHE-@7i6!khh9 zG7)1|EQNLp3BE#mCAxq)K1Ty~n-=}s1&O$mZP+qk+l7k);YPQys9^3SaN+i;*`X%&6BEY?J^}6DIrqr;~H05SNQ1|rtGPFG+5ToC=;a@duxe~4C(AqZMS2z^y?X|PS3cA zRYy@rJ)*=%WZqI#tG*b|dkAC-~3L!Vw!x_D~Rwoo$dCV{WtERaCz*NB@dvG)~sjN+ag zhF_bfcbI;6jzkrRgWjzDUzY6lfm}em?Hp7XreL_z|Yen+`R_ zq!*w>z}TT4)6afIuRZzHA4FYGymNZiLbQqT+C55`Ua(vHWq4Dm z_g{HoBNoZh_|LWVX{pkipK8CQwX@2Ps3zMjaDLXOTHNSHQn^Q3+UPw})rVT0G1H~# zd$ko~7FdSemoV#lceHxXuC#n{j~<55LksPfXRlk{x=RJ^Z|7Yd+gg&=ewO&eU+1~>h5+7c-=v$~rJ*TLlKwqcY!vZOwxL=A)^@gBz z{qZkL*}rISj*kc*^NX*O8y`|9GtkLT=%fdAa^XX*Gq0`vHvaUG!Bow$?^=Lk{=+9E zZx^F|iR5h|o=dr0xOnz)xnQGm370#yMXUQ_4{7n1ym2r7FF@L`QFBi2E!Ehlt(pA1 zRQ#T1p3+L1^_~_tWkj9Y?-4+O=zn8D9$ni$C8Lh|?!Q%NtLG(59my033UVV-k9EsN&DW`j=elQH1Av5hEkPJknQ33H2aLsmagc~8?yYe zwqV9K%UV?QhMd2Y*Lmh?Nm~Dg7Ch$#>ChEz?wncDdzZCGbB0Pg*5wVDTbar4gaqV` zo%dmRX-=+Ibzv`gQ{@0HZDF+Z#|F)_Fs=@dW?aYxaUMh0k!A;SNnEh z6M27Yrd3|lUQ(9jbzkIU=2})X&?X&duSJ|Mr~P;F8B6jhn#}V@wU6CSY39+qzuZ

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