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57 <!-- Add your slides here. Delete or comment out the slides below. -->
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59 <article class='cover'>
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60 <h1>
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61 分散 Database Jungle に関する研究
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62 <br>
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63
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64 </h1>
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65 <p>
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66 大城 信康
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67 <br>
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68 Feb 3, 2013
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69 </p>
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70 </article>
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71
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72 <article>
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73 <h3>
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74 概要
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75 </h3>
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76 <small>
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81
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77 <p>非破壊的木構造データベースJungleに分散実装を行い掲示板システムに特化したデーターベースを作成し、その評価を行った。</p>
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78 <p>分散データベースCassandraより2倍以上速く、分散環境下においては10倍以上速い結果も確認された。</p>
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79 <br/>
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80 <p>ウェブサービスにとってデータベースは必須であり、ウェブサービスの規模に比例してデータベースへの負荷も高まる。</p>
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81 <p>データベースの処理能力の高さはそのままウェブサービスの質に繋がるため、データベースのスケーラビリティの確保は重要である。</p>
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82 <p>スケーラビリティ確保の方法としてデータ分散があるが、分散する方法により性能も変わってくる。</p>
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83 </small>
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84 </article>
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85
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86 <article>
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87 <h3>
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88 ウェブサービスにおけるデータベースの重要性
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89 </h3>
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90 <p>ウェブサービスへの負荷が高まることは、データベースへの負荷が高まることでもある。</p>
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91 <p>データベースの性能が低ければ負荷に耐え切れずサービスはダウンする</p>
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92 <p style="text-align:center;">
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93 <img src="./images/service_down.png">
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94 </p>
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95 <p>そのため、データベースにはスケーラビリティが必要</p>
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96 </article>
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97
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98 <article>
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99 <h3>
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100 スケーラビリティとは
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101 </h3>
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102 <p>システムが負荷の増大に対して柔軟に拡張して対応できる性質</p>
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103 <p>主に次の2つの方法によりシステムはスケールされる</p>
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104 <ul>
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105 <li><font color="blue">スケールアップ</font>：<br/>高価な単一マシンによる性能アップ</li>
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106 <br/>
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107 <li><font color="red">スケールアウト</font>：<br/>汎用的なマシンを複数台用意することで性能アップ</li>
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108 </ul>
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109 <p>分散システムにおいては<font color="red">スケールアウト</font>によりスケーラビリティを高める</p>
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110 </article>
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111
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112 <article>
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113 <h3>
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114 データベースのスケーラビリティ
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115 </h3>
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116 <p>データベースのスケーラビリティを考えるとき、どういう用途で使用するかを考えるのが重要。</p>
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117 <li>例えば銀行の口座の情報を扱うデータベースは、データの整合性が最優先である。違う値がみられてはいけない。</li>
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118 <br/>
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119 <p>ウェブサービスにおいても、どのようなサービスを行うかによってスケーラビリティの確保の仕方も変わってくる。</p>
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120 <p>本研究で開発しているデータベースはコンテンツマネジメントシステム（CMS）を対象としている。</p>
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121 </article>
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122
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123 <article>
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124 <h3>
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125 コンテンツマネジメントシステム(CMS)
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126 </h3>
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127 <p>Webコンテンツを構成するテキストや画像などのデジタルコンテンツを管理し配信するシステム。</p>
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128 <li>例：ブログツール、Wiki</li>
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78
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129 <p>分散コンテンツマネジメントシステムに求められること。</p>
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77
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130 <li>Webコンテンツを分散して管理</li>
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131 <li>スケールアウトするシステム</li>
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78
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132 <p>データ全体の整合性に遅延がある、結果整合性でもよい。書き込みや読み込みを優先としたデータベースが必要。</p>
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133 <p>そこで、非破壊的木構造データベースJungleの提案を行った。</p>
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134 </article>
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135
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136 <article>
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137 <h3>非破壊的木構造データベースJungle</h3>
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138 <p>JungleはスケーラビリティのあるCMSの設計を目指して当研究室で開発されているデータベース。</p>
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139 <p>データを木構造で、さらに非破壊で保持する。</p>
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140 <br/>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
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141 <p>まず、破壊的木構造と非破壊的木構造について説明する。</p>
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parents:
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142 </article>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
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143
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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144 <article>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
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145 <h3>破壊的木構造</h3>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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146 <p>木構造の通常のデータ表現</p>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
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147 <p>破壊的木構造は、木構造により保持しているデータの編集をデータを直接書き換えることで行う</p>
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148 <p style="text-align:center;">
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149 <img style="height:300px;" src="./images/destructive_tree_slide.png">
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
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150 </p>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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151 </article>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
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152
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
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153 <article>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
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154 <h3>破壊的木構造</h3>
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155 <p>破壊的木構造ではデータの編集中にそのデータを読むことができない</p>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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156 <p>編集が完了するまでまたなければならない</p>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
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157 <p style="text-align:center;">
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158 <img style="width:500px;" src="./images/destructive_tree_demerit.png">
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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159 </p>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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160 </article>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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161
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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162 <article>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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163 <h3>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
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164 非破壊的木構造
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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165 </h3>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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166 <p>非破壊的木構造は一度作成したデータは変更しない</p>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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167 <p>新しい木構造を作成することでデータの編集を行う</p>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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168 <p style="text-align:center;">
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169 <img style="height:300px;" src="./images/non_destructive_tree_slide.png">
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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170 </p>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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171 <p></p>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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172 </article>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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173
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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174 <article>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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175 <h3>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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176 非破壊的木構造におけるデータ編集
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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177 </h3>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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178 <p>目的とするノード5ををコピーして内容を編集する。ノード100となる</p>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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179 <p>ルートノードから目的のノード5までに続くルートノードとノード2のコピーとりノード100と繋げる</p>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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180
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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181 <p style="text-align:center;">
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parents:
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182 <img style="width:700px;" src="./images/non_destructive_tree_edit.png">
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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183 </p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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184 </article>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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185
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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186 <article>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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187 <h3>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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188 非破壊的木構造におけるデータ編集と読み込み
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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189 </h3>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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190 <p>新しく作成したルートノードに変更を加えていないノードへの参照を持たせる。新しい木構造のデータができる</p>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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191 <p>最新のルートノードの登録を新しく作成した側のルートノードへと登録する</p>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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192 <p style="text-align:center;">
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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193 <img style="width:700px;" src="./images/non_destructive_tree_edit2.png">
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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194 </p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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195 </article>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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196
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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197 <article>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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198 <h3>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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199 非破壊的木構造の利点
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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200 </h3>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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201 <p>非破壊的木構造は通常の木構造である破壊的木構造に比べ、以下のような利点を持つ</p>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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202 <ul>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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203 <li>一度作成したデータは変更されない</li>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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204 <li>データが変更されないため自由にコピーを作ることができる(いつでも読み込みが可能)</li>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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205 <li>ロックがすくない。ロックが必要なのは最新のルートノードを登録するときだけ</li>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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206 </ul>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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207 <p>ロックが少なく、いつでもコピーが可能なことから、非破壊的木構造はスケーラブルなシステムに有用となる</p>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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208 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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209
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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210 <article>
|
|
79
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211 <h3>
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|
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212 Jungleの分散設計
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|
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213 </h3>
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|
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214 <p>ここまでJungleに実装されている非破壊的木構造の利点について述べた。</p>
|
|
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215 <p>次に、Jungleにおける分散設計について述べる。</p>
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|
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216 <p>データ分散を行うにあたり、まず考えることはトポロジーの形成と他のノードからデータの伝搬の仕方である。</p>
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|
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217 <p>Jungleはこの問題に対し、ツリートポロジーを形成し、データ編集の際に発生するcommit logを他のノードに流すことで解決する。</p>
|
77
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parents:
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218 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
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219
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
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220 <article>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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221 <h3>
|
|
79
|
222 Jungleの分散設計：トポロジー形成とログによるデータ分散
|
77
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parents:
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223 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
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224 <small>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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225 <table>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
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226 <tr>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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227 <th>ツリートポロジーを形成</th>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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228 <th>commit log伝搬によるデータ分散</th>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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229 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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230 <tr>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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231 <td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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232 <img src="./images/tree_topology.png">
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
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233 </td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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234 <td>
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Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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235 <img src="./images/distributed_jungle.png">
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
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236 </td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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237 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
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238 </table>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
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239 <p>サーバノード同士でツリートポロジーを形成する。データ編集をどのように行ったのかを示すログ commit log を伝搬させデータの分散を行う。</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
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240 </small>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
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241 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
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242
|
|
78
|
243 <article>
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|
79
|
244 <h3>
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|
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245 データ更新衝突の解決
|
|
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246 </h3>
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|
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247 <p>トポロジー形成とデータ伝搬手段については述べた。</p>
|
|
81
|
248 <p>次に問題になることはデータの整合性をどのようにとるか。</p>
|
|
79
|
249 <p>例えば、ノードの持つデータが全て同じ値にしなければならない場合は、データを持つノード全てにロックを掛けて
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250 変更を加える必要がある。この方法はスケールしない。</p>
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251 <p>多少古い値を読んでも問題無く、結果整合性でよいというのなら幾つかのノードに書き込むだけで良い。こちらの方法はスケールする。</p>
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|
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252 </article>
|
|
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253
|
|
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254 <article>
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|
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255 <h3>
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256 非破壊的木構造の利点を活かした分散設計
|
|
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257 </h3>
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|
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258 <p>Jungleで扱うつもりのデータは結果整合性でもよいCMSを想定していることを始めに説明した。</p>
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|
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259 <p>そこでJungleはMergeを使うことでデータの整合性をとることにした。</p>
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|
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260 <p>Mergeとは、2つ以上の変更を1つの変更にまとめることである。</p>
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|
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261 <p>分散システムにおいては、2つ以上のデータの更新が同じデータに対して行われていた場合、
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262 更新を受け取って新しいデータを作ることを指す。</p>
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|
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263 <p>Mergeは自動で解決出来る場合とそうでない場合がある。</p>
|
|
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264 </article>
|
|
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265
|
|
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266
|
|
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267 <article>
|
|
78
|
268 <h3>
|
|
79
|
269 Mergeによる更新の衝突を自然に解決
|
|
78
|
270 </h3>
|
|
|
271 <small>
|
|
|
272 <table style="font-size: 0.7em; width:100%;" >
|
|
|
273 <tr>
|
|
|
274 <td><p style="margin-top:-5px; margin-bottom:-5px; text-align:center;"><img src="./images/tree_conflict.png"></p></td>
|
|
|
275 </tr>
|
|
|
276 <tr>
|
|
|
277 <td><p style="margin-top:-5px; margin-bottom:-5px; text-align:center;"><img src="./images/tree_conflict3.png"></p></td>
|
|
|
278 </tr>
|
|
|
279 </table>
|
|
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280 <p style="margin-top:0px;">上の図は通常のデータ更新を示す</p>
|
|
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281 <p style="margin-top:-20px;">下の図は、同じ木に対して2つのデータの更新があったが編集を無事終えるケースを示す</p>
|
|
|
282 </small>
|
|
|
283 </article>
|
|
|
284
|
|
79
|
285
|
|
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286
|
|
78
|
287 <article>
|
|
|
288 <h3>
|
|
79
|
289 Mergeによる更新の衝突が自然に解決できない場合
|
|
78
|
290 </h3>
|
|
|
291 <table style="font-size: 0.7em; width:100%;" >
|
|
|
292 <tr>
|
|
|
293 <td><p style="margin-top:-5px; margin-bottom:-5px; text-align:center;"><img src="./images/tree_conflict2.png"></p></td>
|
|
|
294 </tr>
|
|
|
295 </table>
|
|
|
296 <p>木の同じノードに対してデータの編集が行われた場合、どのような編集結果にすればよいかわからない。</p>
|
|
|
297 <p>どのような木が組まれ、どのようにデータを保存するかはアプリケーション毎に変わってくる。そのため、アプリケーション毎に
|
|
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298 Mergeアルゴリズムは考えなくてはならない。</p>
|
|
|
299
|
|
|
300 </article>
|
77
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
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301
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
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|
302 <article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
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303 <h3>
|
|
79
|
304 JungleとMergeの相性
|
|
|
305 </h3>
|
|
|
306 <p>Jungleは非破壊で過去のデータも保持しているため、更新時に過去のデータを参照して自然なMergeを行うことが可能。</p>
|
|
|
307 <p>自然にMergeできない場合においても、アプリケーション毎にMergeアルゴリズムを設計することで対応する。</p>
|
|
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308 <p>Mergeが自動で行われるようになれば、Jungleで扱う木構造データは編集を自由に行うことができる。</p>
|
|
|
309 <p>木構造データが自由に行えるようになれば、Jungleはデータのリクエストに対して手元のデータを返すことができる。</p>
|
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|
310 <p>古いデータを編集されたものが更新されても、いずれはMergeにより最新のデータと合わせられるから。</p>
|
|
|
311 <p></p>
|
|
|
312 </article>
|
|
|
313
|
|
|
314
|
|
|
315 <article>
|
|
|
316 <h3>
|
|
|
317 Jungleの分散実装
|
|
|
318 </h3>
|
|
|
319 <p>以上がJungleにおける分散設計になる。</p>
|
|
|
320 <br/>
|
|
|
321 <p>この分散設計を元にJungleのサーバノード同士でツリトポロジーを構成し、ログによるデータ分散を実装した。</p>
|
|
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322 <p>また、Mergeの例として掲示板プログラムにおけるMergeの実装も行った。</p>
|
|
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323 </article>
|
|
|
324
|
|
|
325
|
|
|
326
|
|
|
327 <article>
|
|
|
328 <h3>
|
77
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
329 Jungleの分散実装:掲示板システムにおけるMerge
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
330 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
331 <p>Jungleではアプリケーション毎にMergeアルゴリズムを設計</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
332 <p>後述する性能比較に用いた掲示板システムにおけるMergeの実装を考える</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
333 <p>掲示板システムにおけるデータ構造を以下に示す</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
334 <p style="text-align:center;">
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
335 <img src="./images/bulletinboard.png">
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
336 </p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
337 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
338
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
339 <article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
340 <h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
341 Jungleの分散実装:掲示板システムにおけるMerge
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
342 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
343 <small>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
344 <table style="font-size: 0.7em; width:100%;" >
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
345 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
346 <td><p>1</p></td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
347 <td><p style="margin-top:-5px; margin-bottom:-5px; text-align:center;"><img src="./images/merge_impl1.png"></p></td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
348 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
349 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
350 <td>2</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
351 <td><p style="margin-top:-5px; margin-bottom:-5px; text-align:center;"><img src="./images/merge_impl2.png"></p></td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
352 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
353 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
354 <td>3</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
355 <td><p style="margin-top:-5px; margin-bottom:-5px; text-align:center;"><img src="./images/merge_impl3.png"></p></td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
356 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
357 </table>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
358 </small>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
359 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
360
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
361 <article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
362 <h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
363 分散データベースJungleの評価
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
364 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
365 <p>分散データベースとしてJungleの性能を評価する。</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
366 <p>分散Key-ValueデーターべースCassandraと比較を行う。</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
367 <p>比較方法は、Jungle, Cassandra をそれぞれバックエンドとした簡易掲示板を作成する。</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
368 <p>掲示板に対してHTTP Requestで並列に読み込みと書き込みの負荷をかけ計測する。</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
369 <p>レスポンスが返る平均時間と標準偏差を求めグラフ化する</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
370 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
371
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
372
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
373 <article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
374 <h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
375 JungleとCassandraの比較方法
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
376 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
377 <p>実験は以下の2つを行う</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
378 <small>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
379 <table style="font-size: 0.7em; width:100%;">
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
380 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
381 <th>実験1:サーバ単体への負荷</th><th>実験2:複数台のサーバに対する負荷</th>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
382 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
383 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
384 <td><img style="width:400px;" src="./images/cluster_request_server.png"></td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
385 <td><img style="width:400px;" src="./images/clients_request_servers.png"></td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
386 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
387 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
388 <td><p>複数のクライアントから単体のサーバへ負荷をかける</p></td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
389 <td><p>複数のクライアントから複数のサーバへ負荷をかける</p></td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
390 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
391 </table>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
392 <p>サーバ単体の性能と, 分散環境下における性能の2つを調べる。</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
393 <p>分散環境下におけるノードは全て繋がっている</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
394 </small>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
395 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
396
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
397 <article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
398 <h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
399 実験に使用するサーバの仕様
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
400 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
401 <!--
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
402 <p>実験1:単体サーバへの負荷で使用するサーバ側</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
403 -->
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
404 <table style="font-size: 0.7em;">
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
405 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
406 <th></th><th>ブレードサーバ</th>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
407 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
408 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
409 <td>CPU</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
410 <td>Intel(R) Xeon(R) CPU X5650@2.67GHz</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
411 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
412 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
413 <td>コア数</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
414 <td>24</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
415 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
416 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
417 <td>Memory</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
418 <td>132GB</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
419 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
420 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
421 <td>OS</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
422 <td>Fedora 16</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
423 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
424 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
425 <td>HyperVisor</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
426 <td>なし（物理マシン）</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
427 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
428 </table>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
429 <small>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
430 <p style="">並列環境</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
431 </small>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
432 <table style="font-size: 0.7em; margin-top:-20px; ">
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
433 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
434 <th></th><th>VMWareクラスタ</th><th>KVMクラスタ</th>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
435 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
436 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
437 <td>台数</td><td>48</td><td>12</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
438 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
439 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
440 <td>CPU</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
441 <td>Intel(R) Xeon(R) CPU X5650@2.67GHz</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
442 <td>Intel(R) Xeon(R) CPU X5650@2.67GHz</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
443 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
444 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
445 <td>コア数</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
446 <td>4</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
447 <td>4</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
448 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
449 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
450 <td>Memory</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
451 <td>8GB</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
452 <td>8GB</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
453 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
454 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
455 <td>OS</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
456 <td>Fedora 16</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
457 <td>Fedora 16</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
458 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
459 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
460 <td>HyperVisor</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
461 <td>VMWare ESXi</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
462 <td>KVM (Linux Fedora 16)</td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
463 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
464 </table>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
465
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
466 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
467
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
468
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
469 <article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
470 <h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
471 実験1:単体サーバへの負荷
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
472 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
473 <p style="text-align:center;">
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
474 <img style="width:80%;" src="./images/cluster_request_server.png">
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
475 </p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
476 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
477
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
478 <article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
479 <h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
480 実験1：単体サーバへの負荷（読み込み）
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
481 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
482 <small>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
483 <p>ブレードサーバ一台に対して複数のクライアントからの負荷</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
484 <table style="text-align:center;font-size:0.7em;">
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
485 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
486 <td><img style="height:350px;" src="./images/bldsv12_read_bench.png"/></td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
487 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
488 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
489 <th style="text-align:center;">読み込みの実験結果</th>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
490 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
491 </table>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
492 <p style="margin-top:0px;">JungleがCassandraより良い結果を示している</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
493 <p style="margin-top:-20px;">クライアントが55台のときのJungleの最速とCassandraの最遅は3倍近く離れている</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
494 </small>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
495 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
496
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
497 <article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
498 <h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
499 実験1：単体サーバへの負荷（書き込み）
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
500 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
501 <small>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
502 <p>ブレードサーバ一台に対して複数のクライアントからの負荷</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
503 <table style="text-align:center;font-size:0.7em;">
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
504 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
505 <td><img style="height:350px;" src="./images/bldsv12_write_bench.png"/></td>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
506 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
507 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
508 <th style="text-align:center;">書き込みの実験結果</th>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
509 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
510 </table>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
511 <p>読み込み同様Jungleのほうが良い結果を示している</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
512 <p>読み込みよりJungleとCassandraの結果が重なる部分が減っている</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
513 </small>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
514 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
515
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
516 <article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
517 <h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
518 実験1の考察
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
519 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
520 <p>読み込み、書き込みともにJungleの性能がよく。平均だけみても2倍以上早い部分もある。</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
521 <p>特に書き込みに関してはクライアントの数が増えるにつれ差が開いている。</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
522 <!--
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
523 <p>要因の1つとしてCassandraはディスクへ書き込みを行うが、Jungleは全てのデータをオンメモリで扱っていることもある</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
524 <p>これはある意味当然だが、もう1つ要因をあげられる</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
525 -->
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
526 <p>これはJungleが全体的にロックが少ないことが要因としてあげられる。</li>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
527 <p>Jungleは非破壊でデータの保持をするため、読み込みは自由に行える。書き込み時には木のコピーをとりルートノードを入れ替える
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
528 ときのみロックが発生する。</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
529 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
530
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
531 <article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
532 <h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
533 実験2:分散環境下における負荷
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
534 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
535 <p style="text-align:center;">
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
536 <img style="width:80%;" src="./images/clients_request_servers.png">
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
537 </p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
538 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
539
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
540 <article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
541 <h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
542 実験2：分散環境下における読み込み
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
543 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
544 <small>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
545 <table style="text-align:center;font-size:0.7em;">
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
546 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
547 <td><img style="height:350px;" src="./images/distributed_read_bench.png">
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
548 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
549 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
550 <th style="text-align:center;">読み込みの実験結果</th>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
551 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
552 </table>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
553 <p>CassandraはConsistency Level ONE(赤)とQUORUM(緑)両方を測定</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
554 <p>Jungleは1秒から5秒をキープ</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
555 </small>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
556 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
557
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
558 <article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
559 <h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
560 実験2：分散環境下における書き込み
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
561 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
562 <small>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
563 <table style="text-align:center;font-size:0.7em;">
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
564 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
565 <td><img style="height:350px;" src="./images/distributed_write_bench.png">
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
566 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
567 <tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
568 <th style="text-align:center;">書き込みの実験結果</th>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
569 </tr>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
570 </table>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
571 <p>CassandraはConsistency Level ONE(赤)とQUORUM(緑)両方を測定</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
572 <p>Jungleは5.5秒から7.3秒をキープ</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
573 </small>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
574 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
575
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
576
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
577 <article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
578 <h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
579 実験2の考察
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
580 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
581 <p>こちらもJungleがCassadraより良い結果を示した。実験1よりも差がでている。</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
582 <p>Jungleのグラフが横ばいになっていることに注目したい。</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
583 <!--
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
584 <p>Cassandraはノードの数が増えるに従いデータを取りにいくノードも増えることでレスポンスが遅くなっている。</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
585 -->
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
586 <p>Jungleはリクエストに対し手元にあるデータを返す。そのためノードの数が増えてもレスポンスの早さを維持できる。</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
587 <p>Cassandraはデータを持っている数台のノードに読み込みに行くという作業が入るためJungleより遅くなってしまう</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
588 <p>Jungleは同期を取らないためデータ全体の整合性は落ちるが、分散管理システムを参考にした設計の有用性を示すことができた。</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
589 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
590
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
591
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
592 <article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
593 <h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
594 まとめ
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
595 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
596 <p>本研究では非破壊的木構造Jungleに分散データベースの実装を行った</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
597 <p>非破壊的木構造における利点を述べ、スケーラビリティの高い分散版管理システムとの類似性を述べた</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
598 <p>Mergeアルゴリズムの1つとして掲示板プログラムにおけるMergeについて設計・実装を行った</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
599 <p>性能比較の実験のためJungle、Cassandraで利用できる簡易掲示板の作成を行った</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
600 <p>実験は単体サーバと分散環境下において行い、どちらともCassandraよりよい結果をえることができた</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
601 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
602
|
|
80
|
603 <!--
|
77
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
604 <article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
605 <h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
606 今後の課題
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
607 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
608 <p>push/pull方式による分断耐性の実装</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
609 <ul>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
610 <li>現実装ではJungleはデータ編集が行われた際に発生するログを非同期で他サーバノードへと送信している</li>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
611 <li>だがこの方法では接続が切れた際に再接続を行ったノードが全てのデータをとることができない</li>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
612 <li>そこで非同期とは別に同期をとり他ノードとに差分となるデータを送るということを行いたい</li>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
613 <li>これは分散管理システムにおけるpush/pull APIにあたる</li>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
614 </ul>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
615 </article>
|
|
80
|
616 -->
|
77
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
617 <article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
618 <h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
619 今後の課題
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
620 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
621 <p>データ分割の実装</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
622 <ul>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
623 <li>現在の実装は全てのノードで全てのデータを持たせている</li>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
624 <li>この方法ではメモリの使用量が高いこととネットワーク帯域への負荷が懸念される</li>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
625 <li>ノード単位で保持するデータを分ける実装が必要</li>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
626 <li>その場合、木構造単位でノード毎にデータを分ける</li>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
627 <li>持っていないデータの要求が来た場合は、データを持っているノードに取りに行くようにする</li>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
628 </ul>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
629 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
630
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
631 <article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
632 <h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
633 今後の課題
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
634 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
635 <p>Mergeアルゴリズムの設計</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
636 <ul>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
637 <li>JungleはMergeを使うことで更新データ衝突の問題を解決する。</li>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
638 <li>今回実装した掲示板プログラムにおけるMergeは単純なもの。</li>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
639 <li>他のアプリケーションではどのようにMergeを行うのか考察が必要。</li>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
640 </ul>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
641 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
642
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
643
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
644 <article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
645 <h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
646 今後の課題
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
647 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
648 <p>過去のデータの掃除について</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
649 <ul>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
650 <li>Jungleは非破壊でデータを保持するため過去のメモリの使用量が大きい</li>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
651 <li>ある程度の単位で過去のデータの掃除を行いたい</li>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
652 <li>そのためにはどのノードがどのデータを持っているかという情報を扱うことが必要</li>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
653 <li>どれくらいデータが古くなると掃除を行うか判断が必要</li>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
654 </ul>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
655 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
656
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
657 <article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
658 <h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
659 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
660 <p></p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
661 <ul>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
662 </ul>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
663 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
664
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
665 <article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
666 <h3>
|
|
78
|
667 Mergeは必ずできるのか
|
|
|
668 </h3>
|
|
|
669 <p>Mergeを必ず行うことは難しい</p>
|
|
|
670 <p>例えば、更新するデータが画像だった場合、2つの画像のデータから新しい画像を作るわけにはいかない。</p>
|
|
|
671 <p>後に更新したものを優先するといった方法をとるか、ユーザの選択に委ねるしかない。</p>
|
|
|
672 </article>
|
|
|
673
|
|
|
674
|
|
|
675 <article>
|
|
|
676 <h3>
|
77
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
677 分散Key-ValueストアCassandraの特徴
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
678 </h3>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
679 <small style="line-height:30px;">
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
680 <p>ring型トポロジーを形成。ring上にはHash値があり、書き込むデータのキーのハッシュ値により書き込むノードを決定</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
681 <p>1つのデータの複製を最大何とるかというReplication factorの設定がある。</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
682 <p>Consistency Levelというデータの読み書きの際に何台のノードから読み書きするかを決定できる</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
683 <p>Consistency LevelにはONE,QUORUM,ALLがある。QUORUMはReplication factorの数/2+1 のノードに読み書きする。</p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
684 </small>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
685 <p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
686 <img style="margin-top:-30px;" src="./images/consistency_quorum.png">
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
687 </p>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
688 </article>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
689
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
690
|
|
79
|
691 <article>
|
|
|
692 <h3>
|
|
|
693 Jungleの分散設計:分散版管理システム
|
|
|
694 </h3>
|
|
|
695 <p>Jungleは分散設計を行うにあたってGitやMercurialといった分散版管理システムを意識している</p>
|
|
|
696 <p style="margin-top:-10px;">分散版管理システムとは多人数によるソフトウェア開発において変更履歴を管理するシステム</p>
|
|
|
697 <p style="margin-top:-10px;">分散版管理システムは次の特徴とAPIを持つ</p>
|
|
|
698 <ul>
|
|
|
699 <li>開発者それぞれがリポジトリのクローンしてローカルに持ち、開発はローカルのリポジトリを通すことで行われる</li>
|
|
|
700 <li>ローカルのリポジトリは独立に存在し、サーバ上にある他人のリポジトリから変更履歴をとることができる。また自身の変更履歴を伝えることもできる</li>
|
|
|
701 <li>データ更新時に先に別の更新が入っていた(衝突)場合はMergeによりデータの整合性をとる</li>
|
|
|
702 </ul>
|
|
|
703 </article>
|
|
|
704
|
|
|
705 <article>
|
|
|
706 <h3>
|
|
|
707 Jungleの分散設計:分散版管理システム
|
|
|
708 </h3>
|
|
|
709 <p>分散版管理システムAPI</p>
|
|
|
710 <ul style="margin-top:-20px;">
|
|
|
711 <li>commit:データに変更を加えたことをリポジトリに登録</li>
|
|
|
712 <li>push:ローカルのリポジトリで行った変更履歴を他のリポジトリへまとめて送る</li>
|
|
|
713 <li>pull:他のリポジトリからの変更履歴をまとめて受け取る</li>
|
|
|
714 </ul>
|
|
|
715 <p style="text-align:center;">
|
|
|
716 <img style="height:200px;" src="./images/distributed_repository.png">
|
|
|
717 </p>
|
|
|
718 <small>
|
|
|
719 <p>分版版管理システムはリポジトリが壊れても別のリポジトリよりデータを復旧できることと、push/pullそれとMergeによる整合性
|
|
|
720 の確保で、高いスケーラビリティを持っている</p>
|
|
|
721 </small>
|
|
|
722 </article>
|
|
|
723
|
|
|
724 <article>
|
|
|
725 <h3>
|
|
|
726 Jungleの分散設計:分散版管理システム
|
|
|
727 </h3>
|
|
|
728 <p>Jungleと分散版管理システムには似通った点がある</p>
|
|
|
729 <li>どちらもデータのコピーが自由</li>
|
|
|
730 <li>データ更新しても過去のデータに影響を与えない</li>
|
|
|
731 <br/>
|
|
|
732 <p><font color="red">同じAPIを実装することで、分散版管理システムと同じく高いスケーラビリティが期待できる</font></p>
|
|
|
733 <p>具体的には</p>
|
|
|
734 <ul>
|
|
|
735 <li>pushやpullによる定期的なデータの更新</li>
|
|
|
736 <li>Mergeによる更新データ衝突の解決</li>
|
|
|
737 </ul>
|
|
|
738 </article>
|
|
|
739
|
77
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
740
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
741 </section>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
742
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
743 </body>
|
Nobuyasu Oshiro <dimolto@cr.ie.u-ryukyu.ac.jp>
parents:
diff
changeset
|
744 </html>
|
