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<title>lab_note</title>
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<description>my laboratory</description>
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<item>
  <title>Vibe Codingでサイクロイド減速機を作る</title>
  <link>https://lab.ar90n.net/posts/2026-03-13-vive-modeling-with-kitty-cad.html</link>
  <description><![CDATA[ 




<section id="はじめに" class="level2">
<h2 class="anchored" data-anchor-id="はじめに">はじめに</h2>
<p>サイクロイド減速機の理論を十分に理解していない状態から、Codex と対話しつつ KCL で設計を進めました。<br>
本記事では、3Dプリントした実機が実際に動作するところまで到達する過程で行った試行錯誤をまとめます。</p>
</section>
<section id="結論" class="level2">
<h2 class="anchored" data-anchor-id="結論">結論</h2>
<p>理論を先に固めなくても、次の流れで進めることで形にできました。</p>
<ol type="1">
<li>まず最小構成を作る</li>
<li>失敗を現象のまま伝える</li>
<li>寸法をパラメータ化して回す</li>
<li>干渉と文法エラーを順に潰す</li>
</ol>
<p>この反復を通じて、3Dプリントした実機が動作する状態まで到達できました。</p>
</section>
<section id="やったこと" class="level2">
<h2 class="anchored" data-anchor-id="やったこと">やったこと</h2>
<ul>
<li><code>housing</code>, <code>rotor</code>, <code>input_drive</code>, <code>center_disc</code>, <code>cover</code> の 5 部品構成を KCL で実装しました</li>
<li>KCL / Zoo のエラーをそのまま入力し、構文、形状分割、拘束の問題を順に修正しました</li>
<li>実機の組み付けで発生した干渉を、クリアランスのパラメータ調整によって解消しました</li>
<li>各部品を STL 化し、3D プリントと検証を反復しました</li>
</ul>
</section>
<section id="つくったもの" class="level2">
<h2 class="anchored" data-anchor-id="つくったもの">つくったもの</h2>
<p><img src="https://lab.ar90n.net/assets/img/2026-03-13-vive-modeling-with-kitty-cad/thumbnail.png" class="img-fluid" alt="KittyCADでレンダリングしたサイクロイド減速機"></p>
<p>KCL のソースコードは <a href="https://github.com/ar90n/lab/blob/main/sandbox/kittycad_practice/cycloidal_drive/main.kcl">main.kcl</a> に置いてあります。</p>
<p>部品の STL は、次の 5 つに分けて出力しました。</p>
<ol type="1">
<li><code>stl_parts/housing.stl</code></li>
<li><code>stl_parts/rotor.stl</code></li>
<li><code>stl_parts/input_drive.stl</code></li>
<li><code>stl_parts/center_disc.stl</code></li>
<li><code>stl_parts/cover.stl</code></li>
</ol>
</section>
<section id="動作確認" class="level2">
<h2 class="anchored" data-anchor-id="動作確認">動作確認</h2>
<video controls="" playsinline="" preload="metadata" style="width:auto;max-width:100%;height:auto;">
<source src="../assets/video/2026-03-13-vive-modeling-with-kitty-cad/cycloid.mp4" type="video/mp4">
Your browser does not support the video tag.
</video>


</section>

 ]]></description>
  <category>AI</category>
  <category>CAD</category>
  <category>3Dプリンタ</category>
  <guid>https://lab.ar90n.net/posts/2026-03-13-vive-modeling-with-kitty-cad.html</guid>
  <pubDate>Fri, 13 Mar 2026 00:00:00 GMT</pubDate>
  <media:content url="https://lab.ar90n.net/assets/img/2026-03-13-vive-modeling-with-kitty-cad/thumbnail.png" medium="image" type="image/png" height="75" width="144"/>
</item>
<item>
  <title>EasyThreed K10にネットワーク経由でファイルを送信する</title>
  <link>https://lab.ar90n.net/posts/2026-01-04-esp32-as-sd-card-gateway.html</link>
  <description><![CDATA[ 




<section id="はじめに" class="level2">
<h2 class="anchored" data-anchor-id="はじめに">はじめに</h2>
<p>EasyThreed K10という非常に安価な3Dプリンタがあります。本機はマザーボードの機能が限定的であり、ネットワーク経由で制御することができません。そのため、microSDカードを都度抜き差しする運用が必要でした。そこで、microSDカードにネットワーク経由でファイルを書き込むことで運用の簡易化を試みます。</p>
</section>
<section id="やったこと" class="level2">
<h2 class="anchored" data-anchor-id="やったこと">やったこと</h2>
<ul>
<li>XIAO ESP32C3を使用してHTTP PUTでmicroSDにファイルを書き込み</li>
<li>microSD スニッファーボードを使用してmicroSDを共有</li>
<li>EasyThreed K10に対してネットワーク経由でgcodeファイルを送信</li>
</ul>
</section>
<section id="ハードウェアの準備" class="level2">
<h2 class="anchored" data-anchor-id="ハードウェアの準備">ハードウェアの準備</h2>
<p>microSDを制御するマイコンにはXIAO ESP32C3を、ターゲットデバイスのmicroSDソケットへのアクセスには<a href="https://www.google.com/search?q=microSD+%E3%82%B9%E3%83%8B%E3%83%83%E3%83%95%E3%82%A1%E3%83%BC%E3%83%9C%E3%83%BC%E3%83%89">microSD スニッファーボード</a>を使用しました。</p>
<section id="microsd-スニッファーボードのパターンカットと抵抗の挿入" class="level3">
<h3 class="anchored" data-anchor-id="microsd-スニッファーボードのパターンカットと抵抗の挿入">microSD スニッファーボードのパターンカットと抵抗の挿入</h3>
<p>ターゲットデバイスとのmicroSDの共有方法はESPWebDAVを参考にします。これは、<code>CS</code>、<code>MOSI</code>、<code>SCK</code>に抵抗を挿入するというものです。これにより、デバイス側の状態によらず、これらのピンの制御が可能となるはずです。</p>
<p>しかしながら、microSD スニッファーボードにはこれらの抵抗を挿入するパターンがありません。したがって、以下のようにレジストの剥離とパターンのカットを行い、そこに抵抗を挿入します。レジストの剥離は超音波カッターにて該当箇所をなぞると簡単にできます。</p>
<p><img src="https://lab.ar90n.net/assets/img/2026-01-04-esp32-as-sd-card-gateway/sniffer_board.jpg" class="img-fluid"></p>
</section>
<section id="xiao-esp32c3の接続" class="level3">
<h3 class="anchored" data-anchor-id="xiao-esp32c3の接続">XIAO ESP32C3の接続</h3>
<p>以下に示すようにmicroSD スニッファーボードと接続を行いました。</p>
<p><img src="https://lab.ar90n.net/assets/img/2026-01-04-esp32-as-sd-card-gateway/schematics.png" class="img-fluid"></p>
<p>また、ESPWebDAVにある回路と異なる点は以下の通りです。</p>
<ul>
<li>空いているピンにステータス表示用のLEDを追加</li>
<li>microSDリセット用のMOS FETを追加</li>
</ul>
<p>なお、後者のmicroSDリセット用MOS FETは想定通りに機能しなかったため、本実装では使用していません。</p>
</section>
</section>
<section id="ソフトウェアの準備" class="level2">
<h2 class="anchored" data-anchor-id="ソフトウェアの準備">ソフトウェアの準備</h2>
<p>PlatformIOを用いて環境構築を行いました。環境一式は以下の通りです。</p>
<p><a href="https://github.com/ar90n/lab/tree/main/sandbox/esp_put_store">GitHubリポジトリ</a></p>
<p><code>secrets.h.template</code>を修正して<code>secrets.h</code>を作成し、以下のコマンドでファームウェアを書き込みます。</p>
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb1" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb1-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> pio run <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-t</span> upload</span></code></pre></div></div>
<section id="http-putによるファイルの書き込み" class="level3">
<h3 class="anchored" data-anchor-id="http-putによるファイルの書き込み">HTTP PUTによるファイルの書き込み</h3>
<p>上述のハードウェアとソフトウェアの準備が完了したら、<code>curl</code>を用いてファイルをPUTすると以下のような結果が得られます。ここでは、<code>10.0.0.24</code>がESP32-C3のIPアドレスとして割り当てられているものとします。</p>
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb2" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb2-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">❯</span> curl <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-v</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--http1.1</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-T</span> test6.gcode http://10.0.0.24/upload</span>
<span id="cb2-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">*</span>   Trying 10.0.0.24:80...</span>
<span id="cb2-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">*</span> Connected to 10.0.0.24 <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">10.0.0.24</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">)</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">port</span> 80</span>
<span id="cb2-4"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> PUT <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">/upload</span> HTTP/1.1</span>
<span id="cb2-5"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> Host: <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">10.0.0.24</span></span>
<span id="cb2-6"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> User-Agent: <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">curl/8.7.1</span></span>
<span id="cb2-7"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> Accept: <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">*/*</span></span>
<span id="cb2-8"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> Content-Length: <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">149446</span></span>
<span id="cb2-9"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span></span>
<span id="cb2-10"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">*</span> upload completely sent off: 149446 bytes</span>
<span id="cb2-11"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> HTTP/1.1 <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">200</span> OK</span>
<span id="cb2-12"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> Connection: <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">close</span></span>
<span id="cb2-13"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> Content-Type: <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">text/plain</span></span>
<span id="cb2-14"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> Content-Length: <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">22</span></span>
<span id="cb2-15"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span></span>
<span id="cb2-16"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">OK</span> saved /model.gcode</span>
<span id="cb2-17"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">*</span> Closing connection</span></code></pre></div></div>
</section>
<section id="webdavの検討と諦め" class="level3">
<h3 class="anchored" data-anchor-id="webdavの検討と諦め">WebDAVの検討と諦め</h3>
<p>当初、ESPWebDAVをそのまま使用することを想定していました。しかしながら、私の環境ではファイルサイズが1MB程度になるとアップロードに失敗しました。したがって、WebDAVの使用を諦めました。</p>
</section>
</section>
<section id="動作確認" class="level2">
<h2 class="anchored" data-anchor-id="動作確認">動作確認</h2>
<p>ESP32-C3からはSPIモードでmicroSDにファイルを書き込みますが、EasyThreed K10はネイティブモードでmicroSDからファイルを読み込みます。したがって、ファイルのアップロードが完了したら、プリント開始前にmicroSDの電源（EasyThreed K10の電源）をOFFにする必要があります。</p>
<p>以下はペンプロッタとして動かした例になります。<code>curl</code>にてgcodeを送信したのちにスタートボタンを押下しました。ペンプロッタ用の治具は<a href="https://www.printables.com/model/1285208-easythreed-k10-cute-pen-plotter-head-mod">こちら</a>からお借りしました。</p>
<div class="quarto-video"><video id="video_shortcode_videojs_video1" class="video-js vjs-default-skin vjs-fluid" controls="" preload="auto" data-setup="{}" title=""><source src="../assets/video/2026-01-04-esp32-as-sd-card-gateway/k10.mp4"></video></div>
</section>
<section id="参考" class="level2">
<h2 class="anchored" data-anchor-id="参考">参考</h2>
<div id="refs" class="references csl-bib-body" data-entry-spacing="0">
<div id="ref-ESPWevDAV" class="csl-entry">
<div class="csl-left-margin">[1] </div><div class="csl-right-inline">ESPWevDAV. <em>GitHub repository</em>. <a href="https://github.com/ardyesp/ESPWebDAV" class="uri">https://github.com/ardyesp/ESPWebDAV</a>; GitHub.</div>
</div>
</div>


</section>

 ]]></description>
  <category>組み込み</category>
  <category>ESP32</category>
  <category>3Dプリンタ</category>
  <guid>https://lab.ar90n.net/posts/2026-01-04-esp32-as-sd-card-gateway.html</guid>
  <pubDate>Sun, 04 Jan 2026 00:00:00 GMT</pubDate>
  <media:content url="https://lab.ar90n.net/assets/img/2026-01-04-esp32-as-sd-card-gateway/thumb.jpg" medium="image" type="image/jpeg"/>
</item>
<item>
  <title>ADX-Sをネットワーク経由で使う</title>
  <link>https://lab.ar90n.net/posts/2025-11-29-ft8-over-ip-with-roc.html</link>
  <description><![CDATA[ 




<section id="はじめに" class="level2">
<h2 class="anchored" data-anchor-id="はじめに">はじめに</h2>
<p>非常にレイテンシの小さい音響信号配信プロトコルとして、<a href="https://roc-streaming.org/">ROC</a>があります。ここでは、このROCを用いてFT8信号をIPネットワーク経由で無線機（ADX-S）とやり取りする構成を紹介します。</p>
</section>
<section id="やったこと" class="level2">
<h2 class="anchored" data-anchor-id="やったこと">やったこと</h2>
<ul>
<li><a href="https://github.com/roc-streaming/roc-vad">roc-vad</a>を用いて無線機(ADX-S)をmacサウンドデバイスとして認識</li>
<li><a href="https://wsjt.sourceforge.io/wsjtx.html">wsjtx</a>を用いてFT8信号を送受信</li>
</ul>
</section>
<section id="roc-vadによるroc仮想デバイスの作成" class="level2">
<h2 class="anchored" data-anchor-id="roc-vadによるroc仮想デバイスの作成">roc-vadによるROC仮想デバイスの作成</h2>
<p>まず、ホスト側でROCの仮想オーディオデバイスを用意します。送信側は次のように作成しました。</p>
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb1" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb1-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> roc-vad device add sender <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-r</span> 48000 <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-c</span> mono <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--fec-encoding</span> rs8m <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--resampler-backend</span> speex <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--resampler-profile</span> low</span></code></pre></div></div>
<p>受信側は、以下のようにデバイスを追加し、ROCのストリームにバインドします。</p>
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb2" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb2-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> roc-vad device add receiver</span>
<span id="cb2-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> roc-vad device bind <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span>device index<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> --source rtp+rs8m://0.0.0.0:10001 <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--repair</span> rs8m://0.0.0.0:10002 <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--control</span> rtcp://0.0.0.0:10003</span></code></pre></div></div>
</section>
<section id="wsjtxによるft8信号の送受信" class="level2">
<h2 class="anchored" data-anchor-id="wsjtxによるft8信号の送受信">wsjtxによるFT8信号の送受信</h2>
<p>WSJT-Xの「設定」→「オーディオ」から、入力と出力のデバイスに上で作成したRoc Virtual Deviceを指定します。設定が正しければ、通常と同様にウォーターフォールが表示され、FT8の送受信をネットワーク越しのADX-Sで行えるようになります。</p>
<p><img src="https://lab.ar90n.net/assets/img/2025-11-29-ft8-over-ip-with-roc/wsjt_x_water_fall.png" class="img-fluid"></p>


</section>

 ]]></description>
  <category>組み込み</category>
  <category>無線</category>
  <guid>https://lab.ar90n.net/posts/2025-11-29-ft8-over-ip-with-roc.html</guid>
  <pubDate>Sat, 29 Nov 2025 00:00:00 GMT</pubDate>
  <media:content url="https://lab.ar90n.net/assets/img/2025-11-29-ft8-over-ip-with-roc/wsjt_x_water_fall.png" medium="image" type="image/png" height="100" width="144"/>
</item>
<item>
  <title>ADX-Sに対してJARDの新スプリアス確認保証を取得する</title>
  <link>https://lab.ar90n.net/posts/2025-10-19-jard-cert-for-adx-s.html</link>
  <description><![CDATA[ 




<section id="はじめに" class="level2">
<h2 class="anchored" data-anchor-id="はじめに">はじめに</h2>
<p>ADX-SはFT8やWSPRに対応した安価な無線機キットです。自作無線機器でアマチュア無線局を開局するには、JARDによる新スプリアス確認保証の取得が必要です。今回、作成した無線機（ADX-S）に対して新スプリアス確認保証を取得した内容を簡潔にまとめます。</p>
</section>
<section id="やったこと" class="level2">
<h2 class="anchored" data-anchor-id="やったこと">やったこと</h2>
<ul>
<li>ADX-Sの組み立て</li>
<li>tinySAを用いてJARDの新スプリアス確認保証を取得</li>
</ul>
</section>
<section id="adx-sについて" class="level2">
<h2 class="anchored" data-anchor-id="adx-sについて">ADX-Sについて</h2>
<p><a href="https://jl1kra.sakura.ne.jp/ADX-S.html">ADX-S</a>は、FT8やWSPRに対応した安価な無線機キットです。 表面実装部品を用いないため製作が容易で、制御はホスト端末のオーディオ出力とマイク入力を使うため追加の専用機器を必要としません。さらに、フィルタモジュールを交換することで複数バンドに対応できます。</p>
</section>
<section id="新スプリアス確認保証の取得" class="level2">
<h2 class="anchored" data-anchor-id="新スプリアス確認保証の取得">新スプリアス確認保証の取得</h2>
<section id="新スプリアス規格について" class="level3">
<h3 class="anchored" data-anchor-id="新スプリアス規格について">新スプリアス規格について</h3>
<p>新スプリアス規格では、スプリアス領域だけでなく帯域外領域も含めた不要発射全体の許容値をクリアする必要があります。この際、スプリアス領域の測定は実際に変調をかけた状態で、帯域外領域の測定は無変調で行います。なかなか厳しい基準です。</p>
</section>
<section id="新スプリアス規格の許容値" class="level3">
<h3 class="anchored" data-anchor-id="新スプリアス規格の許容値">新スプリアス規格の許容値</h3>
<p>アマチュア無線の新スプリアス規格の許容値を以下にまとめました。</p>
<table class="caption-top table">
<colgroup>
<col style="width: 21%">
<col style="width: 43%">
<col style="width: 35%">
</colgroup>
<thead>
<tr class="header">
<th>空中線電力</th>
<th>スプリアス領域の許容値</th>
<th>帯域外領域の許容値</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td><strong>1W以下</strong></td>
<td>100μW(-10dBm)以下</td>
<td>50μW (-13dBm) 以下</td>
</tr>
<tr class="even">
<td><strong>1Wを超え50W以下</strong></td>
<td>1mW以下 &amp; 基本周波数の平均電力より60dB低い値</td>
<td>基本周波数の搬送波電力より60dB低い値</td>
</tr>
<tr class="odd">
<td><strong>50Wを超える</strong></td>
<td>1mW (0dBm)以下 &amp; 基本周波数の平均電力より60dB低い値</td>
<td>50μW (-13dBm)以下 or 基本周波数の搬送波電力より70dB低い値</td>
</tr>
</tbody>
</table>
<p>また、帯域外領域とスプリアス領域の境界は必要周波数帯幅の±250%で定義されます。この境界は周波数帯によって変わります。</p>
</section>
<section id="測定上の課題と対策" class="level3">
<h3 class="anchored" data-anchor-id="測定上の課題と対策">測定上の課題と対策</h3>
<p>今回使用したtinySAはコストパフォーマンスが非常に優れている測定器です。しかしながら、ノイズフロアが-50dB程度という制約があります。そのため、1Wを超える出力では帯域外領域での-60dBcという規格値を正確に測定できません。</p>
<p>ここで重要な点に気づきました。1W以下なら許容値が絶対値（dBm）で規定されています。具体的には、スプリアス領域では-10dBm以下、対域外領域では-13dBm以下です。従って、これならtinySAでも測定可能です。</p>
</section>
<section id="測定条件と実施内容" class="level3">
<h3 class="anchored" data-anchor-id="測定条件と実施内容">測定条件と実施内容</h3>
<p>以下の条件で測定を実施しました。</p>
<ul>
<li><strong>送信出力設定</strong>：0.5W（約27dBm）に制限</li>
<li><strong>測定周波数</strong>：7MHz（fc）</li>
<li><strong>必要周波数帯幅（Bn）</strong>：8kHz</li>
<li><strong>外部固定減衰器</strong>：30dB（基準レベル補正用）</li>
<li><strong>スペアナ内部ATT</strong>：0dB</li>
<li><strong>測定範囲</strong>：
<ul>
<li>帯域外領域：fc ±20kHz（Span 40kHz）</li>
<li>スプリアス領域：9kHz～350MHz</li>
</ul></li>
</ul>
<p>必要周波数帯幅について触れておきます。本来FT8の無変調信号は急峻なスペクトルを持つはずです。しかしながら、実際に測ってみるとある程度の広がりを持っていました。これはADX-Sのクロック系の歪みが原因と考えています。したがって、今回の測定ではBnを8kHzとしました。このことから、私の無線機は無変調時にBn=8kHzの信号を出力する無線機として認証をいただきました。</p>
<p>測定系はシンプルです。送信機の出力に30dBの固定減衰器を入れます。それをスペアナに接続するだけです。</p>
<div style="text-align: center;">
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://lab.ar90n.net/assets/img/2025-10-19-jard-cert-for-adx-s/measurement.png" class="img-fluid figure-img"></p>
<figcaption>測定系統図</figcaption>
</figure>
</div>
</div>
</section>
<section id="測定結果" class="level3">
<h3 class="anchored" data-anchor-id="測定結果">測定結果</h3>
<section id="帯域外領域fc20khz" class="level4">
<h4 class="anchored" data-anchor-id="帯域外領域fc20khz">帯域外領域（fc±20kHz）</h4>
<p>まずは帯域外領域の測定結果です。Span 40kHz、RBW 3kHzで測定しました。</p>
<div style="text-align: center;">
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://lab.ar90n.net/assets/img/2025-10-19-jard-cert-for-adx-s/spectol_0.jpg" class="img-fluid figure-img"></p>
<figcaption>帯域外領域スペクトル（Span 40kHz, RBW3kHz）</figcaption>
</figure>
</div>
</div>
<p>青線が許容値の-10dBmを示しています。最大ピークは-12.7dBmです。許容値に対して約3dBのマージンがあることが確認できます。</p>
</section>
<section id="スプリアス領域9khz350mhz" class="level4">
<h4 class="anchored" data-anchor-id="スプリアス領域9khz350mhz">スプリアス領域（9kHz～350MHz）</h4>
<p>スプリアス領域の測定は広い周波数範囲をカバーする必要があります。そのため、2段階に分けて測定しました。</p>
<p>まずは9kHz～30MHzの範囲です。</p>
<div style="text-align: center;">
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://lab.ar90n.net/assets/img/2025-10-19-jard-cert-for-adx-s/spectol_1.jpg" class="img-fluid figure-img"></p>
<figcaption>スプリアス領域スペクトル（9kHz–30MHz, RBW10kHz）</figcaption>
</figure>
</div>
</div>
<p>最大ピークは-25.9dBmです。許容値の-13dBmに対して12dB以上のマージンがあることを確認できます。基本波の2次高調波（14MHz）と3次高調波（21MHz）が見えます。しかし、これらも十分に抑制されています。</p>
<p>続いて9kHz～350MHzの全体像です。</p>
<div style="text-align: center;">
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://lab.ar90n.net/assets/img/2025-10-19-jard-cert-for-adx-s/spectol_2.jpg" class="img-fluid figure-img"></p>
<figcaption>スプリアス領域スペクトル（9kHz–350MHz, RBW100kHz）</figcaption>
</figure>
</div>
</div>
<p>最大ピークは-24.9dBmです。許容値をに対して十分なマージンがあることが確認できます。100MHz付近まではスプリアスが見えますが、それ以降はノイズフロアに埋もれるレベルまで減衰しています。</p>
</section>
</section>
<section id="提出資料の準備" class="level3">
<h3 class="anchored" data-anchor-id="提出資料の準備">提出資料の準備</h3>
<p>以上の測定結果を元に、その他参考資料として<a href="../assets/pdf/2025-10-19-jard-cert-for-adx-s/soushinki.pdf">この資料</a>をJARDへ提出しました。</p>
<p>また、<code>電波の強度の関する安全施設の届出書</code>も同様に提出する必要があります。今回は<a href="https://www.tele.soumu.go.jp/j/others/amateur/confirmation/safety/index.htm">電波の強度に対する安全施設について</a>のページにある<code>簡易な適合確認書（半波長ダイポールアンテナ）</code>を用いて作成しました。</p>
</section>
<section id="jardによる基本保証の申込み" class="level3">
<h3 class="anchored" data-anchor-id="jardによる基本保証の申込み">JARDによる基本保証の申込み</h3>
<p>準備した資料を元に、<a href="https://www.jard.or.jp/warranty/kihonmail/index.html">基本保証業務のご案内</a>に従って申し込みを行いました。 私のケースでは迅速に対応頂くことができ、申請から１週間程度で保証書を送付して頂けました。</p>
</section>
</section>
<section id="参考" class="level2">
<h2 class="anchored" data-anchor-id="参考">参考</h2>
<div id="refs" class="references csl-bib-body" data-entry-spacing="0">
<div id="ref-anritsu_spec_analy" class="csl-entry">
<div class="csl-left-margin">[1] </div><div class="csl-right-inline">新スプリアス規格対応、狭帯域無線スプリアス測定可能なスペクトラムアナライザ. <a href="https://www.anritsu.com/ja-jp/test-measurement/solutions/ja-jp/14/ms2720t-2830a/index" class="uri">https://www.anritsu.com/ja-jp/test-measurement/solutions/ja-jp/14/ms2720t-2830a/index</a>.</div>
</div>
</div>


</section>

 ]]></description>
  <category>無線</category>
  <guid>https://lab.ar90n.net/posts/2025-10-19-jard-cert-for-adx-s.html</guid>
  <pubDate>Sun, 19 Oct 2025 00:00:00 GMT</pubDate>
  <media:content url="https://lab.ar90n.net/assets/img/common/radio.jpg" medium="image" type="image/jpeg"/>
</item>
<item>
  <title>Milk-V DUO S をrocサーバーに仕立てる</title>
  <link>https://lab.ar90n.net/posts/2025-10-15-setup-milkv-duos-as-roc-server.html</link>
  <description><![CDATA[ 




<section id="はじめに" class="level2">
<h2 class="anchored" data-anchor-id="はじめに">はじめに</h2>
<p>RISC‑Vベースの低価格SBCであるMilk‑V DUO Sを使い、ライン入力／出力をネットワークに載せるオーディオサーバーを作りました。プロトコルは低レイテンシなroc（<a href="https://github.com/roc-streaming/roc-toolkit">roc‑toolkit</a>）を採用し、システムは<a href="https://github.com/milkv-duo/duo-buildroot-sdk-v2">duo-buildroot-sdk-v2</a>で構築しています。技適の観点からオンボードWi‑Fiは使わず、USBのWi‑Fiドングル（rtl8xxxu系）を利用しました。</p>
</section>
<section id="やったこと" class="level2">
<h2 class="anchored" data-anchor-id="やったこと">やったこと</h2>
<ul>
<li>duo-buildroot-sdk-v2でカーネルとrootfsを最小構成＋必要機能にカスタマイズ</li>
<li>roc‑toolkitでALSAのLine In/Outをネットワーク公開</li>
<li><a href="https://github.com/lwfinger/rtl8xxxu">rtl8xxxu</a>ドライバでUSB Wi‑Fiドングルを有効化（オンボードは未使用）</li>
<li>作業内容と設定を<a href="https://github.com/ar90n/roc-audio-conv-milkv-duos">公開</a></li>
</ul>
</section>
<section id="duo-buildroot-sdk-v2を使用した開発環境構築" class="level2">
<h2 class="anchored" data-anchor-id="duo-buildroot-sdk-v2を使用した開発環境構築">duo-buildroot-sdk-v2を使用した開発環境構築</h2>
<p>SDK本体はサブモジュールとして<code>vendor/duo-buildroot-sdk-v2</code>に置き、カスタマイズはすべてSDK外（<code>external/</code>）に集約しました。ビルドはDocker前提で、一部の設定はファイルシステムをマウント機能を利用してSDK内に反映させています。基本的な操作は<a href="https://milkv.io/ja/docs/duo/getting-started/buildroot-sdk">公式ドキュメント</a>に準拠します。</p>
<p>今回のリポジトリ構成は次の通りです。</p>
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb1" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb1-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">duo-buildroot-sdk-v2</span></span>
<span id="cb1-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">├──</span> .env</span>
<span id="cb1-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">├──</span> docker</span>
<span id="cb1-4"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">│&nbsp;&nbsp;</span> └── Dockerfile</span>
<span id="cb1-5"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">├──</span> docker-compose.yml</span>
<span id="cb1-6"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">├──</span> external</span>
<span id="cb1-7"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">│&nbsp;&nbsp;</span> ├── config</span>
<span id="cb1-8"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">│&nbsp;&nbsp;</span> │&nbsp;&nbsp; ├── buildroot_dot_config</span>
<span id="cb1-9"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">│&nbsp;&nbsp;</span> │&nbsp;&nbsp; ├── kernel_dot_config</span>
<span id="cb1-10"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">│&nbsp;&nbsp;</span> │&nbsp;&nbsp; └── system-users.txt</span>
<span id="cb1-11"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">│&nbsp;&nbsp;</span> ├── Config.in</span>
<span id="cb1-12"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">│&nbsp;&nbsp;</span> ├── external.desc</span>
<span id="cb1-13"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">│&nbsp;&nbsp;</span> ├── external.mk</span>
<span id="cb1-14"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">│&nbsp;&nbsp;</span> ├── overlay</span>
<span id="cb1-15"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">│&nbsp;&nbsp;</span> │&nbsp;&nbsp; ├── etc</span>
<span id="cb1-16"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">│&nbsp;&nbsp;</span> │&nbsp;&nbsp; └── mnt</span>
<span id="cb1-17"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">│&nbsp;&nbsp;</span> ├── package</span>
<span id="cb1-18"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">│&nbsp;&nbsp;</span> │&nbsp;&nbsp; ├── roc-toolkit</span>
<span id="cb1-19"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">│&nbsp;&nbsp;</span> │&nbsp;&nbsp; └── rtl8xxxu</span>
<span id="cb1-20"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">│&nbsp;&nbsp;</span> └── template</span>
<span id="cb1-21"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">│&nbsp;&nbsp;</span>     ├── roc-aoip</span>
<span id="cb1-22"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">│&nbsp;&nbsp;</span>     └── wpa_supplicant.conf</span>
<span id="cb1-23"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">├──</span> LICENSE</span>
<span id="cb1-24"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">├──</span> Makefile</span>
<span id="cb1-25"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">└──</span> vendor</span>
<span id="cb1-26">    <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">└──</span> duo-buildroot-sdk-v2</span></code></pre></div></div>
<p><code>external/</code>配下は、<code>config/</code>にBuildrootとカーネルの設定、<code>overlay/</code>にrootfsへ展開するファイル、<code>package/</code>に追加パッケージ（<code>roc-toolkit</code>, <code>rtl8xxxu</code>）を配置しています。テンプレート類（<code>template/</code>）には<code>wpa_supplicant.conf</code>やroc用のサンプルを置き、<code>.env</code>の情報を元に設定ファイルを生成します。</p>
<p>ビルド環境は<code>docker/Dockerfile</code>で定義し、<code>docker-compose.yml</code>から初期化とビルドを実行できるようにしています。これによりホスト差分の影響を抑えつつ、コンフィグやオーバーレイを外部ツリーで安全に管理できます。</p>
<section id="環境の初期化" class="level3">
<h3 class="anchored" data-anchor-id="環境の初期化">環境の初期化</h3>
<p>環境の初期化は<code>docker compose run init</code>で実施します（内部では<code>make init</code>）。コンテナ定義をコード化して起動設定を一元管理しています。<code>make init</code>ではSDKの追加データ取得と初回ビルドを行います。これは公式の<a href="https://milkv.io/ja/docs/duo/getting-started/buildroot-sdk#1-one-click-compilation-using-docker">One-click compilation using Docker</a>に相当し、本来は初回フルビルドを避けたいところですが、必要ディレクトリの自動作成方法が不明だったため、この方式にしています。</p>
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb2" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb2-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">docker</span> compose run <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--rm</span> init</span></code></pre></div></div>
</section>
<section id="成果物sdイメージのビルド" class="level3">
<h3 class="anchored" data-anchor-id="成果物sdイメージのビルド">成果物(SDイメージ)のビルド</h3>
<p>成果物のビルドは<code>docker compose run build</code>で実施します（内部では<code>make all</code>）。</p>
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb3" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb3-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">docker</span> compose run <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--rm</span> build</span></code></pre></div></div>
<p><code>make all</code>の処理内容は以下のとおりです。</p>
<ol type="1">
<li>生成物の削除</li>
<li>templateから設定ファイルの生成</li>
<li>.configファイルのロード</li>
<li>カーネルとルートファイルシステムのビルド</li>
<li>SDイメージのパック</li>
</ol>
</section>
</section>
<section id="外部パッケージのビルド" class="level2">
<h2 class="anchored" data-anchor-id="外部パッケージのビルド">外部パッケージのビルド</h2>
<p>Buildrootに無いソフトは、外部ツリー（<code>external/</code>）にパッケージを用意して組み込みます。ここでは<code>roc-toolkit</code>と<code>rtl8xxxu</code>を追加しています。今回のケースにおける外部ツリーの構成は以下の通りです。</p>
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb4" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb4-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">external/</span></span>
<span id="cb4-2">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Config.in</span>           <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># 外部パッケージをmenuconfigに出す</span></span>
<span id="cb4-3">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">external.desc</span>       <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># 外部ツリーのメタ情報</span></span>
<span id="cb4-4">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">external.mk</span>         <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># 任意のフックや共通設定</span></span>
<span id="cb4-5">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">package/</span></span>
<span id="cb4-6">    <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">roc-toolkit/</span></span>
<span id="cb4-7">      <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Config.in</span>       <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># roc-toolkitをmenuconfigに出す</span></span>
<span id="cb4-8">      <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">roc-toolkit.mk</span>  <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># roc-toolkitのビルド手順</span></span>
<span id="cb4-9">    <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">rtl8xxxu/</span></span>
<span id="cb4-10">      <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Config.in</span>       <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># rtl8xxxuをmenuconfigに出す</span></span>
<span id="cb4-11">      <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">rtl8xxxu.mk</span>     <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># rtl8xxxuのビルド手順</span></span></code></pre></div></div>
<p><code>Config.in</code>には<code>menuconfig</code>などコンフィグレーションツールに対する設定を記述します。以下に<code>external/Config.in</code>と<code>rtl8xxxu/Config.in</code>を示します。<code>external/Config.in</code>には各パッケージのConfig.inへのリンクが、<code>rtl8xxxu/Config.in</code>にはrtl8xxxuパッケージの詳細が記述されていることが確認できます。</p>
<p><strong>external/Config.in</strong></p>
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb5" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb5-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">menu</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"roc-audio-conv external"</span></span>
<span id="cb5-2">    <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">source</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$BR2_EXTERNAL_ROC_AUDIO_CONV_PATH</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">/package/rtl8xxxu/Config.in"</span></span>
<span id="cb5-3">    <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">source</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$BR2_EXTERNAL_ROC_AUDIO_CONV_PATH</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">/package/roc-toolkit/Config.in"</span></span>
<span id="cb5-4"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">endmenu</span></span></code></pre></div></div>
<p><strong>rtl8xxxu/Config.in</strong></p>
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb6" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb6-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">config</span> BR2_PACKAGE_RTL8XXXU</span>
<span id="cb6-2">    <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">bool</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"rtl8xxxu (out-of-tree kernel module)"</span></span>
<span id="cb6-3">    <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">help</span></span>
<span id="cb6-4">      <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Realtek</span> 8xxxu USB Wi-Fi driver from lwfinger/rtl8xxxu.</span></code></pre></div></div>
<p>また、<code>roc-toolkit.mk</code>や<code>rtl8xxxu.mk</code>には各パッケージのビルド方法を記述します。以下に<code>rtl8xxxu.mk</code>を示します。<code>rtl8xxxu</code>はmakeを使ってビルドするため<code>generic-package</code>を使用します。他のビルドツールに対しては専用のツールが用意されており、設定が簡易化されています。</p>
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb7" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb7-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">RTL8XXXU_VERSION</span>      = refs/heads/main</span>
<span id="cb7-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">RTL8XXXU_SITE</span>         = https://github.com/lwfinger/rtl8xxxu.git</span>
<span id="cb7-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">RTL8XXXU_SITE_METHOD</span>  = git</span>
<span id="cb7-4"></span>
<span id="cb7-5"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Require the SDK-provided kernel build tree (exposed by Buildroot as LINUX_DIR).</span></span>
<span id="cb7-6"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Do not add any Kconfig dependency; fail fast at build time if missing.</span></span>
<span id="cb7-7"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">RTL8XXXU_KERNEL_DIR</span>  := <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">strip</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">KERNEL_PATH</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">))</span></span>
<span id="cb7-8"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">RTL8XXXU_BUILD_DIR</span>   := <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${RTL8XXXU_KERNEL_DIR}</span>/build/<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${MV_BOARD_LINK}</span></span>
<span id="cb7-9"></span>
<span id="cb7-10"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">define</span> RTL8XXXU_BUILD_CMDS</span>
<span id="cb7-11">    <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">env</span></span>
<span id="cb7-12">    <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">env</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">grep</span> sg2000</span>
<span id="cb7-13">    <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">MAKE</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">)</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-C</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">RTL8XXXU_KERNEL_DIR</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">)</span> O=<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">RTL8XXXU_BUILD_DIR</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb7-14">        M=<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">@D</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">)</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span> ARCH=<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">KERNEL_ARCH</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">)</span> CROSS_COMPILE=<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">TARGET_CROSS</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">)</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb7-15">        modules</span>
<span id="cb7-16"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">endef</span></span>
<span id="cb7-17"></span>
<span id="cb7-18"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">define</span> RTL8XXXU_INSTALL_TARGET_CMDS</span>
<span id="cb7-19">    <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">mkdir</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-p</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">TARGET_DIR</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">)</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">/mnt/system/ko"</span></span>
<span id="cb7-20">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">{</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb7-21">        <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">mod</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$$</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">(find "</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">@D</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">)</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">" -maxdepth 1 -type f -name '*.ko' | head -n1)"</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">;</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb7-22">        <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">test</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-n</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$$</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">mod"</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">||</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">{</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">echo</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"ERROR: no .ko built"</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">;</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">exit</span> 1<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">;</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">};</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb7-23">        <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">INSTALL</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">)</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-m</span> 0644 <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$$</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">mod"</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">TARGET_DIR</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">)</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">/mnt/system/ko/rtl8xxxu.ko"</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">;</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb7-24">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">}</span></span>
<span id="cb7-25"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">endef</span></span>
<span id="cb7-26"></span>
<span id="cb7-27"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">eval</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">generic-package</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">))</span></span></code></pre></div></div>
<p>外部パッケージは上述した<code>docker compose run --rm build</code>でビルドされます。しかしながら、以下のように特定の外部パッケージのみをビルドすることも可能です。外部パッケージのビルド設定を調整する時に重宝します。(この例では<code>/home/work</code>にリポジトリを配置しています)</p>
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb8" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb8-1"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">export</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">BR2_EXTERNAL</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>/home/work/external</span>
<span id="cb8-2"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">O</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>/home/work/vendor/duo-buildroot-sdk-v2/buildroot/output/milkv-duos-musl-riscv64-sd</span>
<span id="cb8-3"><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">make</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-C</span> /home/work/vendor/duo-buildroot-sdk-v2/buildroot O=“<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$O</span>” roc-toolkit-dirclean</span>
<span id="cb8-4"><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">make</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-C</span> /home/work/vendor/duo-buildroot-sdk-v2/buildroot O=“<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$O</span>” roc-toolkit-rebuild V=1</span></code></pre></div></div>
</section>
<section id="設定ファイルの追加" class="level2">
<h2 class="anchored" data-anchor-id="設定ファイルの追加">設定ファイルの追加</h2>
<ul>
<li>設定ファイルはオーバーレイ機能を用いてルートファイルシステムにコピーする</li>
<li>オーバーレイ機能は所定の位置にあるディレクトリ構造をルートファイルシステムにコピーする機能</li>
<li>今回のケースでは主に<code>/etc</code>以下のファイル群をコピーするのに使用</li>
</ul>
</section>
<section id="参考" class="level2">
<h2 class="anchored" data-anchor-id="参考">参考</h2>
<div id="refs" class="references csl-bib-body" data-entry-spacing="0">
<div id="ref-milkvIntroductionMilkV" class="csl-entry">
<div class="csl-left-margin">[1] </div><div class="csl-right-inline"><span>I</span>ntroduction | <span>M</span>ilk-<span>V</span> — milkv.io. <a href="https://milkv.io/ja/docs/duo/getting-started/buildroot-sdk" class="uri">https://milkv.io/ja/docs/duo/getting-started/buildroot-sdk</a>.</div>
</div>
</div>


</section>

 ]]></description>
  <category>Linux</category>
  <category>組み込み</category>
  <category>SBC</category>
  <guid>https://lab.ar90n.net/posts/2025-10-15-setup-milkv-duos-as-roc-server.html</guid>
  <pubDate>Wed, 15 Oct 2025 00:00:00 GMT</pubDate>
  <media:content url="https://lab.ar90n.net/assets/img/common/milkv.jpg" medium="image" type="image/jpeg"/>
</item>
<item>
  <title>Claude CodeをWebブラウザから使う</title>
  <link>https://lab.ar90n.net/posts/2025-07-11-claude-code-via-browser.html</link>
  <description><![CDATA[ 




<section id="はじめに" class="level2">
<h2 class="anchored" data-anchor-id="はじめに">はじめに</h2>
<p>Claude Codeはターミナルからの利用が前提となっています。しかし、モバイル環境からの利用には中々不便だったりします。そこで、ここではブラウザ経由でClaude Codeを利用することでこの問題の解決をここみます。</p>
</section>
<section id="やったこと" class="level2">
<h2 class="anchored" data-anchor-id="やったこと">やったこと</h2>
<ul>
<li>ttydを用いてClaude Codeを実行しブラウザからttyアクセス</li>
<li>モバイル環境で特殊キーを入力するためのオーバーレイキーボードを含むHTMLファイルを作成</li>
<li>ブラウザ環境でのClaude Code利用体験の検証</li>
</ul>
</section>
<section id="ttydによるclaude-code実行環境の構築" class="level2">
<h2 class="anchored" data-anchor-id="ttydによるclaude-code実行環境の構築">ttydによるClaude Code実行環境の構築</h2>
<section id="ttydのインストール" class="level3">
<h3 class="anchored" data-anchor-id="ttydのインストール">ttydのインストール</h3>
<p><a href="https://github.com/tsl0922/ttyd">ttyd</a>を使用するとWebブラウザからターミナルの操作や共有が可能となります。導入には以下のように環境に応じた複数の方法があります。</p>
<p><strong>apt</strong></p>
<div class="sourceCode" id="cb1" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb1-1"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$sudo</span> apt update</span>
<span id="cb1-2"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$sudo</span> apt install ttyd</span></code></pre></div>
<p><strong>brew</strong></p>
<div class="sourceCode" id="cb2" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb2-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> brew install ttyd</span></code></pre></div>
<p><strong>直接ダウンロード</strong></p>
<div class="sourceCode" id="cb3" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb3-1"><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">wget</span> https://github.com/tsl0922/ttyd/releases/download/1.7.3/ttyd.x86_64</span>
<span id="cb3-2"><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">chmod</span> +x ttyd.x86_64</span>
<span id="cb3-3"><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">sudo</span> mv ttyd.x86_64 /usr/local/bin/ttyd</span></code></pre></div>
</section>
<section id="claude-codeの起動" class="level3">
<h3 class="anchored" data-anchor-id="claude-codeの起動">Claude Codeの起動</h3>
<p>ttydは</p>
<div class="sourceCode" id="cb4" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb4-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> ttyd <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--writable</span> claude</span></code></pre></div>
<p>起動後、<code>http://localhost:7681</code>にアクセスすることでブラウザからClaude Codeを利用できます。</p>
</section>
</section>
<section id="モバイル対応のための工夫" class="level2">
<h2 class="anchored" data-anchor-id="モバイル対応のための工夫">モバイル対応のための工夫</h2>
<p>ブラウザ環境でClaude Codeを使用することはできたのですが、モバイル環境からの使用を考慮すると特殊キーの入力が課題となります。実際の運用を考えると、</p>
<ul>
<li>Shift+Tab</li>
<li>Up</li>
<li>Down</li>
<li>Esc</li>
</ul>
<p>などの入力が必須となります。しかしながら、これらのキーをモバイル環境のキーボードから入力することは容易ではありません。</p>
<section id="オーバーレイキーボードの実装" class="level3">
<h3 class="anchored" data-anchor-id="オーバーレイキーボードの実装">オーバーレイキーボードの実装</h3>
<p>モバイル環境での操作を改善するため、上述の特殊キーを入力するためのバーチャルキーボードを含むHTMLファイルを作成しました。実装したHTMLファイルは以下のリポジトリで公開しています。</p>
<p><strong><a href="https://github.com/ar90n/ttyd-overlay-keys-html">ttyd-overlay-keys-html</a></strong></p>
<p>このHTMLファイルを使用すると、以下のようにモバイル環境からClaude Codeを操作することが可能となります。</p>
<p><img src="https://raw.githubusercontent.com/ar90n/ttyd-overlay-keys-html/assets/demo.gif" class="img-fluid"></p>
</section>
<section id="htmlファイルの使用方法" class="level3">
<h3 class="anchored" data-anchor-id="htmlファイルの使用方法">HTMLファイルの使用方法</h3>
<p>ttydは起動時に<code>--index</code>オプションにて使用するHTMLファイルを指定することが可能です。そこで、上述したHTMLファイルを指定します。</p>
<div class="sourceCode" id="cb5" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb5-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> ttyd <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--index</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span>path to html<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> --writable claude</span></code></pre></div>
</section>
</section>
<section id="更新履歴" class="level2">
<h2 class="anchored" data-anchor-id="更新履歴">更新履歴</h2>
<ul>
<li>2025-07-12: ttydの機能について誤りがあったため修正。（ttyの共有機能は存在しなかった）</li>
<li>2025-07-11: 公開</li>
</ul>


</section>

 ]]></description>
  <category>開発環境</category>
  <category>Claude Code</category>
  <category>Web</category>
  <guid>https://lab.ar90n.net/posts/2025-07-11-claude-code-via-browser.html</guid>
  <pubDate>Fri, 11 Jul 2025 00:00:00 GMT</pubDate>
  <media:content url="https://lab.ar90n.net/assets/img/2025-07-11-claude-code-via-browser/main-image.png" medium="image" type="image/png" height="81" width="144"/>
</item>
<item>
  <title>Ubuntu Server on RP4 をネットワークブートで運用する</title>
  <link>https://lab.ar90n.net/posts/2025-05-16-ubuntu-server-with-netboot-on-rp4.html</link>
  <description><![CDATA[ 




<section id="はじめに" class="level2">
<h2 class="anchored" data-anchor-id="はじめに">はじめに</h2>
<p>Raspberry Piをネットワークブートで運用するための環境構築を行いました。 ブートに必要なファイルは、<a href="https://lab.ar90n.net/posts/2025-05-09-setup-cubie-a5e-as-gateway.html">先日構築したゲートウェイ</a>上でホスティングしています。</p>
</section>
<section id="やったこと" class="level2">
<h2 class="anchored" data-anchor-id="やったこと">やったこと</h2>
<ul>
<li>Ubuntu Serverのイメージからルートファイルシステムを作成しました</li>
<li>NFSでルートファイルシステムをマウントするための <code>initrd.img</code> を作成しました</li>
<li>作成したファイル群をゲートウェイに配置し、ネットワークブートできる環境を整備しました</li>
</ul>
</section>
<section id="ルートファイルシステムの作成" class="level2">
<h2 class="anchored" data-anchor-id="ルートファイルシステムの作成">ルートファイルシステムの作成</h2>
<p>ルートファイルシステムは NFS 経由でマウントします。 マウントポイントの構成は以下の通りです。</p>
<ul>
<li><code>/var</code>: 書き込み可能。マシンごとに専用ディレクトリを用意します</li>
<li><code>/home</code>: 書き込み可能。全マシンで共有します</li>
<li><code>/</code>: 読み取り専用。全マシンで共通です</li>
</ul>
<hr>
<section id="ubuntu-serverのイメージからファイルをコピーする" class="level3">
<h3 class="anchored" data-anchor-id="ubuntu-serverのイメージからファイルをコピーする">Ubuntu Serverのイメージからファイルをコピーする</h3>
<p>まず、<code>ubuntu-25.04-preinstalled-server-arm64+raspi.img</code> を <code>kpartx</code> を使ってマウントします。</p>
<div class="sourceCode" id="cb1" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb1-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> sudo /sbin/kpartx <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-av</span> ubuntu-25.04-preinstalled-server-arm64+raspi.img</span>
<span id="cb1-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">add</span> map loop0p1 <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">253:0</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">)</span><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">:</span> 0 1048576 linear 7:0 2048</span>
<span id="cb1-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">add</span> map loop0p2 <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">253:1</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">)</span><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">:</span> 0 6991396 linear 7:0 1050624</span>
<span id="cb1-4"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> sudo mount /dev/mapper/loop0p1 /mnt/boot</span>
<span id="cb1-5"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> sudo mount /dev/mapper/loop0p2 /mnt/root</span></code></pre></div>
<p>そして、<code>/mnt/boot</code>を<code>/var/tftpboot</code>にコピーします。</p>
<div class="sourceCode" id="cb2" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb2-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> sudo rsync <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-av</span> /mnt/boot/ /var/tftpboot/</span></code></pre></div>
<p>続いて、ファイルのコピー先となる NFS 公開用のディレクトリを作成します。 <code>${SERIAL}</code> は各 Raspberry Pi の CPU シリアル番号を想定しています。</p>
<div class="sourceCode" id="cb3" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb3-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> sudo mkdir <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-p</span> /var/nfsroot/home</span>
<span id="cb3-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> sudo mkdir <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-p</span> /var/nfsroot/root</span>
<span id="cb3-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> sudo mkdir <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-p</span> /var/nfsroot/clients/<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${SERIAL}</span>/</span></code></pre></div>
<p><code>/var/nfsroot/home</code> と <code>/var/nfsroot/clients/${SERIAL}/</code> を <code>/root</code> 以下に bind マウントしてからファイルをコピーします。</p>
<div class="sourceCode" id="cb4" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb4-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">%</span> mkdir <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-p</span> /var/nfsroot/root/{home, var}</span>
<span id="cb4-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">%</span> sudo mount <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--bind</span> /var/nfsroot/clients/<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${SERIAL}</span>/var /var/nfsroot/root/var/</span>
<span id="cb4-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">%</span> sudo mount <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--bind</span> /var/nfsroot/home /var/nfsroot/root/home</span>
<span id="cb4-4"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">%</span> sudo rsync <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-av</span> /mnt/root/ /var/nfsroot/root/</span></code></pre></div>
<p>これで、ベースとなるルートファイルシステムが作成されました。</p>
<hr>
</section>
<section id="必要なパッケージの導入と初期設定" class="level3">
<h3 class="anchored" data-anchor-id="必要なパッケージの導入と初期設定">必要なパッケージの導入と初期設定</h3>
<p>このルートファイルシステムは読み取り専用で運用するため、<code>chroot</code> 環境内で必要なパッケージの導入や設定を行います。</p>
<p>まず、作業用のユーザーとグループを作成します。</p>
<div class="sourceCode" id="cb5" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb5-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">%</span> sudo chroot /var/nfsroot/root/ /bin/bash</span>
<span id="cb5-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> groupadd <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-g</span> 6809 <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${GROUP_NAME}</span></span>
<span id="cb5-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> useradd <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-m</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-u</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${USER_ID}</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-g</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${GROUP_ID}</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-s</span> /usr/bin/zsh  <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${USER_NAME}</span></span>
<span id="cb5-4"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> passwd <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${USER_NAME}</span></span>
<span id="cb5-5"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> usermod <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-aG</span> sudo <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${USER_NAME}</span></span>
<span id="cb5-6"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> mkdir <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-p</span> /home/argon/.ssh</span>
<span id="cb5-7"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> curl  https://github.com/ar90n.keys <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> /home/<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${USER_NAME}</span>/.ssh/authorized_keys</span>
<span id="cb5-8"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> chown <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-R</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${USER_NAME}</span>:<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${GROUP_NAME}</span> /home/<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${USER_NAME}</span>/</span></code></pre></div>
<p>次に、必要なパッケージのインストールと <code>avahi-daemon</code> の有効化を行います。</p>
<div class="sourceCode" id="cb6" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb6-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> apt-get update</span>
<span id="cb6-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> apt install avahi-daemon avahi-utils zsh chrony moreutils git nfs-common</span>
<span id="cb6-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> systemctl <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--no-reload</span> enable avahi-daemon.service</span>
<span id="cb6-4"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> systemctl <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--no-reload</span> disable avahi-daemon.socket</span></code></pre></div>
<p>また、<code>cloud-init</code> を無効化し、fstab の内容をクリアします。</p>
<div class="sourceCode" id="cb7" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb7-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> head <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-n</span> 1 ./etc/fstab <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">sudo</span> sponge etc/fstab</span>
<span id="cb7-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> touch /etc/cloud/cloud-init.disabled</span></code></pre></div>
<p>ネームサーバーの設定も行います。</p>
<div class="sourceCode" id="cb8" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb8-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> chroot /var/nfsroot/root /usr/bin/systemctl <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--no-reload</span> disable systemd-resolved.service</span>
<span id="cb8-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> rm /var/nfsroot/root/etc/resolv.conf</span>
<span id="cb8-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> echo <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'nameserver 8.8.8.8\nnameserver 8.8.4.4'</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">sudo</span> tee  /var/nfsroot/root/etc/resolv.conf</span></code></pre></div>
<p>最後に、SSHホスト鍵を作成します。</p>
<div class="sourceCode" id="cb9" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb9-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> ssh-keygen <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-A</span></span></code></pre></div>
</section>
</section>
<section id="initrd.imgの作成" class="level2">
<h2 class="anchored" data-anchor-id="initrd.imgの作成">initrd.imgの作成</h2>
<p>Ubuntu Server に付属している <code>initrd.img</code> では、NFSを用いたルートファイルシステムのマウントができません。 そのため、NFSマウントに対応した独自の <code>initrd.img</code> を作成します。</p>
<hr>
<section id="必要なファイルのコピー" class="level3">
<h3 class="anchored" data-anchor-id="必要なファイルのコピー">必要なファイルのコピー</h3>
<p>まず、作業用のディレクトリ <code>/tmp/initrd</code> を作成します。</p>
<div class="sourceCode" id="cb10" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb10-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> mkdir <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-p</span> /tmp/initrd/<span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">{bin</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">dev</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">lib/modules</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">lower</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">newroot</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">proc</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">sbin</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">sys</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">upper</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">work}</span></span></code></pre></div>
<p>続いて <code>busybox</code> を導入します。通常の <code>busybox</code> はいくつかのライブラリと動的リンクしているため、静的リンクされた <code>busybox-static</code> を使用します。</p>
<div class="sourceCode" id="cb11" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb11-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> sudo apt install <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-y</span> busybox-static</span>
<span id="cb11-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> cp <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">which</span> busybox<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">)</span> /tmp/initrd/bin</span>
<span id="cb11-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> chroot /tmp/initrd/ /bin/busybox <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--install</span> /bin <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-s</span></span></code></pre></div>
<p>次に、ルートファイルシステムから必要なカーネルモジュールを抽出して配置します。</p>
<div class="sourceCode" id="cb12" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb12-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> cd /var/nfsroot/root/lib/modules/6.14.0-1005-raspi/kernel</span>
<span id="cb12-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> unzstd ./fs/nfs_common/grace.ko.zst <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-o</span> /tmp/initrd/lib/modules/grace.ko</span>
<span id="cb12-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> unzstd ./fs/lockd/lockd.ko.zst <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-o</span> /tmp/initrd/lib/modules/lockd.ko</span>
<span id="cb12-4"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> unzstd ./fs/netfs/netfs.ko.zst <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-o</span> /tmp/initrd/lib/modules/netfs.ko</span>
<span id="cb12-5"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> unzstd ./fs/nfs/nfs.ko.zst <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-o</span> /tmp/initrd/lib/modules/nfs.ko</span>
<span id="cb12-6"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> unzstd ./fs/nfs_common/nfs_acl.ko.zst <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-o</span> /tmp/initrd/lib/modules/nfs_acl.ko</span>
<span id="cb12-7"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> unzstd ./fs/overlayfs/overlay.ko.zst <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-o</span> /tmp/initrd/lib/modules/overlay.ko</span>
<span id="cb12-8"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> unzstd ./fs/nfs/nfsv4.ko.zst <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-o</span> /tmp/initrd/lib/modules/nfsv4.ko</span>
<span id="cb12-9"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> unzstd ./net/sunrpc/sunrpc.ko.zst <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-o</span> /tmp/initrd/lib/modules/sunrpc.ko</span></code></pre></div>
<hr>
</section>
<section id="initスクリプトの作成" class="level3">
<h3 class="anchored" data-anchor-id="initスクリプトの作成">initスクリプトの作成</h3>
<p>次に、<code>init</code> スクリプトを作成します。このスクリプトでは以下の処理を行います。</p>
<ul>
<li>仮想ファイルシステム（<code>proc</code>, <code>sysfs</code>, <code>devtmpfs</code>）のマウント</li>
<li>CPUシリアルに基づいたホスト名の設定</li>
<li>必要なカーネルモジュールのロード</li>
<li>NFS上のルートファイルシステムを読み取り専用でマウント</li>
<li>Overlayfsで書き込み可能に構成</li>
<li><code>/home</code>, <code>/var</code> の書き込み領域を個別にマウント</li>
<li><code>switch_root</code> により本来のinitへ移行</li>
</ul>
<div class="sourceCode" id="cb13" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb13-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> cat <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;&lt; EOF</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> /tmp/initrd/init</span>
<span id="cb13-2"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">#!/bin/sh</span></span>
<span id="cb13-3"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">mount -t proc none /proc</span></span>
<span id="cb13-4"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">mount -t sysfs none /sys</span></span>
<span id="cb13-5"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">mount -t devtmpfs none /dev</span></span>
<span id="cb13-6"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">mknod -m 600 /dev/console c 5 1</span></span>
<span id="cb13-7"></span>
<span id="cb13-8"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">echo "INITRD: start" &gt; /dev/console</span></span>
<span id="cb13-9"></span>
<span id="cb13-10"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">SERIAL="</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">awk</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'/Serial/ {print substr($3,9)}'</span> /proc/cpuinfo<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">)</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span></span>
<span id="cb13-11"></span>
<span id="cb13-12"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">HOSTNAME=""</span></span>
<span id="cb13-13"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">case "</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$SERIAL</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">" in</span></span>
<span id="cb13-14"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">  1bd6823c) HOSTNAME="caramel-01" ;;</span></span>
<span id="cb13-15"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">  a9f552e2) HOSTNAME="caramel-02" ;;</span></span>
<span id="cb13-16"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">  *)        HOSTNAME="caramel-</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$SERIAL</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">" ;;</span></span>
<span id="cb13-17"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">esac</span></span>
<span id="cb13-18"></span>
<span id="cb13-19"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">insmod /lib/modules/sunrpc.ko</span></span>
<span id="cb13-20"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">insmod /lib/modules/nfs_acl.ko</span></span>
<span id="cb13-21"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">insmod /lib/modules/netfs.ko</span></span>
<span id="cb13-22"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">insmod /lib/modules/grace.ko</span></span>
<span id="cb13-23"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">insmod /lib/modules/lockd.ko</span></span>
<span id="cb13-24"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">insmod /lib/modules/nfs.ko</span></span>
<span id="cb13-25"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">insmod /lib/modules/nfsv4.ko</span></span>
<span id="cb13-26"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">insmod /lib/modules/overlay.ko</span></span>
<span id="cb13-27"></span>
<span id="cb13-28"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">mkdir -p /run/overlay</span></span>
<span id="cb13-29"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">mount -t tmpfs -o mode=755,size=128M tmpfs /run/overlay</span></span>
<span id="cb13-30"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">mkdir -p /run/overlay/upper</span></span>
<span id="cb13-31"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">mkdir -p /run/overlay/work</span></span>
<span id="cb13-32"></span>
<span id="cb13-33"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">mount -t nfs4 -o vers=4.2,nolock,ro,nosharecache 10.0.1.1:/root /lower</span></span>
<span id="cb13-34"></span>
<span id="cb13-35"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">mount -t overlay overlay -o lowerdir=/lower,upperdir=/run/overlay/upper,workdir=/run/overlay/work /newroot</span></span>
<span id="cb13-36"></span>
<span id="cb13-37"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">mkdir -p /newroot/etc</span></span>
<span id="cb13-38"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">echo </span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${HOSTNAME}</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;"> &gt; /newroot/etc/hostname</span></span>
<span id="cb13-39"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">echo "127.0.0.1       </span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${HOSTNAME}</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">" &gt;&gt; /newroot/etc/hosts</span></span>
<span id="cb13-40"></span>
<span id="cb13-41"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">mkdir -p /newroot/home</span></span>
<span id="cb13-42"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">mount -t nfs4 -o vers=4.2,nolock,rw 10.0.1.1:/home /newroot/home</span></span>
<span id="cb13-43"></span>
<span id="cb13-44"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">mkdir -p /newroot/var</span></span>
<span id="cb13-45"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">mount -t nfs4 -o vers=4.2,nolock,rw 10.0.1.1:/clients/</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${SERIAL}</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">/var /newroot/var</span></span>
<span id="cb13-46"></span>
<span id="cb13-47"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">exec switch_root /newroot /sbin/init</span></span>
<span id="cb13-48"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">EOF</span></span>
<span id="cb13-49"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> chmod +x /var/initrd/init</span></code></pre></div>
<hr>
</section>
<section id="initrd.imgのパッキング" class="level3">
<h3 class="anchored" data-anchor-id="initrd.imgのパッキング">initrd.imgのパッキング</h3>
<p>準備が完了したら、以下の手順で <code>initrd.img</code> を作成します。</p>
<div class="sourceCode" id="cb14" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb14-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> cd /tmp/intird</span>
<span id="cb14-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> find . <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">cpio</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-H</span> newc <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-o</span>  <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> /var/tftpboot/initrd.img</span></code></pre></div>
<p>これで、NFSマウントに対応したカスタム <code>initrd.img</code> の作成が完了しました。</p>
</section>
</section>
<section id="必要なファイルの配置とネットブートの確認" class="level2">
<h2 class="anchored" data-anchor-id="必要なファイルの配置とネットブートの確認">必要なファイルの配置とネットブートの確認</h2>
<p>最後に、<code>initrd.img</code> を使用して起動するための <code>cmdline.txt</code> を用意します。以下のコマンドで、必要なカーネルパラメータを含む <code>cmdline.txt</code> を生成します。</p>
<div class="sourceCode" id="cb15" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb15-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> echo <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'console=serial0,115200 root=/dev/ram0 rw ip=dhcp rootwait cloud-init=disabled apparmor=0'</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> /var/tftpboot/cmdline.txt</span></code></pre></div>
<p>この時点で、<code>/var/tftpboot/</code> 以下に必要なファイルが揃っていれば、ネットワーク経由での起動準備は完了です。</p>
<p>あとは、対象デバイスをネットブート可能な状態にし、TFTP サーバと DHCP サーバの動作を確認すれば、ルートファイルシステムの初期化およびブートシーケンスの動作確認が行えます。</p>


</section>

 ]]></description>
  <category>Linux</category>
  <category>組み込み</category>
  <category>SBC</category>
  <guid>https://lab.ar90n.net/posts/2025-05-16-ubuntu-server-with-netboot-on-rp4.html</guid>
  <pubDate>Fri, 16 May 2025 00:00:00 GMT</pubDate>
  <media:content url="https://lab.ar90n.net/assets/img/common/ubuntu-logo.svg" medium="image" type="image/svg+xml"/>
</item>
<item>
  <title>Radxa Cubie A5Eゲートウェイをとして仕立てる</title>
  <link>https://lab.ar90n.net/posts/2025-05-09-setup-cubie-a5e-as-gateway.html</link>
  <description><![CDATA[ 




<section id="はじめに" class="level2">
<h2 class="anchored" data-anchor-id="はじめに">はじめに</h2>
<p>Ethernetポートを2つ備えた低価格なSBCとして、Radxa Cubie A5E があります。 今回はこのSBCを用いて、以下のネットワークサービスを提供するシンプルなゲートウェイとして構築しました。</p>
<ul>
<li>DHCP</li>
<li>TFTP</li>
<li>NFS</li>
</ul>
<p>技術基準適合証明（技適）に関しては、対象の無線機能を無効化することにより問題ないと判断しました。 具体的には、ドライバを削除することで該当の無線機能を有効化しない構成としています。この方針は文献 <span class="citation" data-cites="maclineto_giteki_wifi_ble">[2]</span> を参考にしています。</p>
</section>
<section id="やったこと" class="level2">
<h2 class="anchored" data-anchor-id="やったこと">やったこと</h2>
<ul>
<li>利用目的に合わせたカーネルの再構築を行いました</li>
<li>カスタムカーネルを反映したインストールメディアを作成しました</li>
<li>dnsmasq による DHCP・TFTPサーバー、および NFS サーバーのセットアップを行いました</li>
</ul>
</section>
<section id="ユースケースに合わせたカーネルの再構築" class="level2">
<h2 class="anchored" data-anchor-id="ユースケースに合わせたカーネルの再構築">ユースケースに合わせたカーネルの再構築</h2>
<p>カーネルの再構築にあたっては、<span class="citation" data-cites="radxa_a5e_build">[1]</span> を参考に、無線機能を無効化した上でシステムを構成しました。</p>
<p>まず、Radxaが提供しているSDK（<code>t527_tina5.0_aiot_sdk.repo.tar.gz</code>）を取得し、展開します。このSDKは <code>repo</code> によって構成されているため、展開後に各リポジトリの同期を行います。</p>
<div class="sourceCode" id="cb1" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb1-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> tar <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-zxvf</span> t527_tina5.0_aiot_sdk.repo.tar.gz</span>
<span id="cb1-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> repo sync <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-l</span></span></code></pre></div>
<p>続いて、置き換えが必要なリポジトリを指定のブランチでクローンします。</p>
<div class="sourceCode" id="cb2" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb2-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> cd target</span>
<span id="cb2-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> rm <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-rf</span> a527</span>
<span id="cb2-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> git clone <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--depth</span> 1 <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--branch</span> target-a527 git@github.com:radxa/allwinner-target.git a527</span>
<span id="cb2-4"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> cd ../device/config/chips</span>
<span id="cb2-5"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> rm <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-rf</span> a527</span>
<span id="cb2-6"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> git clone <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--depth</span> 1 <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--branch</span> device-a527 git@github.com:radxa/allwinner-device.git a527</span>
<span id="cb2-7"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> cd ../../../</span>
<span id="cb2-8"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> rm <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-rf</span> bsp</span>
<span id="cb2-9"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> git clone <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--depth</span> 1 <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--branch</span> product-t527-linux git@github.com:radxa/allwinner-bsp.git bsp</span>
<span id="cb2-10"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> cd kernel</span>
<span id="cb2-11"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> rm <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-rf</span> linux-5.15</span>
<span id="cb2-12"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> git clone <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--depth</span> 1 <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--branch</span> allwinner-aiot-linux-5.15 git@github.com:radxa/kernel.git linux-5.15</span>
<span id="cb2-13"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> cd ../brandy/brandy-2.0</span>
<span id="cb2-14"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> rm <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-rf</span> u-boot-2018</span>
<span id="cb2-15"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> git clone <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--depth</span> 1 <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--branch</span> allwinner-aiot-v2018.07 git@github.com:radxa/u-boot.git u-boot-2018</span></code></pre></div>
<p>提供されている <code>quick.sh</code> スクリプトには条件式の誤りがあるため、以下のように修正を行います。</p>
<div class="sourceCode" id="cb3" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb3-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> cat quick.sh.diff</span>
<span id="cb3-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">735c735</span></span>
<span id="cb3-3"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> if <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">[</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">!</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">-f</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$1</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">]</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">&amp;&amp;</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">[</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$1</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">=</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"build_help"</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">]</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">;</span> <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">then</span></span>
<span id="cb3-4"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">---</span></span>
<span id="cb3-5"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> if <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">[</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">!</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">-f</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$1</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">]</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">&amp;&amp;</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">[</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$1</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">==</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"build_help"</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">]</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">;</span> <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">then</span></span></code></pre></div>
<p>これで、ビルドに必要なファイルが揃いました。次に、ビルド環境の初期化と必要なパッケージの導入を行います。Radxaのドキュメントに記載された <code>source build/envsetup.sh</code> に加えて、32bitアーキテクチャ向けのライブラリ群を導入します。</p>
<div class="sourceCode" id="cb4" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb4-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> source build/envsetup.sh</span>
<span id="cb4-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">NOTE:</span> The SDK<span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">/home/argon/workspace/radxa</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">)</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">was</span> successfully loaded</span>
<span id="cb4-3"></span>
<span id="cb4-4"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">...</span></span>
<span id="cb4-5"></span>
<span id="cb4-6"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> sudo dpkg <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--add-architecture</span> i386</span>
<span id="cb4-7"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> sudo apt install libc6-i386 libz1:i386</span>
<span id="cb4-8"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> sudo apt-get install libc6:i386 libstdc++6:i386 zlib1g:i386</span>
<span id="cb4-9"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> export PATH=<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$PATH</span>:<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">pwd</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">)</span>/brandy/arisc/ar100s/tools/or32-elf-gcc/toolchain/bin</span></code></pre></div>
<p>次に、システムの全体構成を設定します。 <code>./build.sh config</code> を実行し、ルートファイルシステムとして <code>linaro-bullseye-lite-arm64.tar.gz</code> を選択します。</p>
<div class="sourceCode" id="cb5" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb5-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> ./build.sh config</span>
<span id="cb5-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">...</span></span>
<span id="cb5-3"></span>
<span id="cb5-4"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">You</span> read time left 8 seconds....</span>
<span id="cb5-5"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">I</span> have already read, understood and accepted the above terms<span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">?</span> <span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">[</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">Y/N</span><span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">]</span>Y</span>
<span id="cb5-6"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">You</span> select Yes, Build continue....</span>
<span id="cb5-7"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">========ACTION</span> List: mk_config <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">;</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">========</span></span>
<span id="cb5-8"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">options</span> :</span>
<span id="cb5-9"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">All</span> available platform:</span>
<span id="cb5-10">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">0.</span> android</span>
<span id="cb5-11">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">1.</span> linux</span>
<span id="cb5-12"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Choice</span> <span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">[</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">android</span><span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">]</span>: 1</span>
<span id="cb5-13"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">All</span> available linux_dev:</span>
<span id="cb5-14">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">0.</span> bsp</span>
<span id="cb5-15">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">1.</span> dragonboard</span>
<span id="cb5-16">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">2.</span> buildroot</span>
<span id="cb5-17">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">3.</span> debian</span>
<span id="cb5-18"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Choice</span> <span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">[</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">bsp</span><span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">]</span>: 3</span>
<span id="cb5-19"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">All</span> available kern_name:</span>
<span id="cb5-20">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">0.</span> linux-5.10</span>
<span id="cb5-21">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">1.</span> linux-5.15</span>
<span id="cb5-22"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Choice</span> <span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">[</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">linux</span><span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">-</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">5.10</span><span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">]</span>: 1</span>
<span id="cb5-23"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">All</span> available ic:</span>
<span id="cb5-24">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">0.</span> a523</span>
<span id="cb5-25">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">1.</span> a527</span>
<span id="cb5-26">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">2.</span> t527</span>
<span id="cb5-27"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Choice</span> <span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">[</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">a523</span><span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">]</span>: 1</span>
<span id="cb5-28"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">All</span> available board:</span>
<span id="cb5-29">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">0.</span> cubie_a5e</span>
<span id="cb5-30">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">1.</span> d10_linux_aiot</span>
<span id="cb5-31">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">2.</span> demo_linux_aiot</span>
<span id="cb5-32">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">3.</span> pro2_linux_aiot</span>
<span id="cb5-33"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Choice</span> <span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">[</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">cubie_a5e</span><span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">]</span>: 0</span>
<span id="cb5-34"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">All</span> available flash:</span>
<span id="cb5-35">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">0.</span> default</span>
<span id="cb5-36">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">1.</span> nor</span>
<span id="cb5-37"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Choice</span> <span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">[</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">default</span><span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">]</span>: 0</span>
<span id="cb5-38"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">cat:</span> /home/argon/workspace/radxa_blog/debian/.config: No such file or directory</span>
<span id="cb5-39"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">All</span> available rootfs files:</span>
<span id="cb5-40">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">0.</span> linaro-bullseye-gnome-arm64.tar.gz</span>
<span id="cb5-41">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">1.</span> linaro-bullseye-lite-arm64.tar.gz</span>
<span id="cb5-42">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">2.</span> linaro-bullseye-lxde-arm64.tar.gz</span>
<span id="cb5-43">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">3.</span> linaro-bullseye-xfce-arm64.tar.gz</span>
<span id="cb5-44"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Choice</span> <span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">[</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">linaro</span><span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">-</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">bullseye</span><span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">-</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">gnome</span><span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">-</span><span class="ss" style="color: #20794D;
background-color: null;
font-style: inherit;">arm64.tar.gz</span><span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">]</span>: 1</span>
<span id="cb5-45"></span>
<span id="cb5-46"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">...</span></span></code></pre></div>
<p>カーネル設定は <code>./build.sh menuconfig</code> から行います。ローカルバージョンの指定、Wi-Fi/Bluetoothの無効化、NFSの有効化、loopデバイスの有効化などを行います。具体的な変更項目は以下の通りです。</p>
<ul>
<li>ローカルバージョンの指定</li>
</ul>
<div class="sourceCode" id="cb6" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb6-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">General</span> setup  <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">---</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span></span>
<span id="cb6-2">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">-cubie-A5E-giteki</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">)</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Local</span> version <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-</span> append to kernel release</span></code></pre></div>
<ul>
<li>Wifiを無効化</li>
</ul>
<div class="sourceCode" id="cb7" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb7-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Device</span> Drivers  <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">---</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span></span>
<span id="cb7-2">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Network</span> device support  <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">---</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span></span>
<span id="cb7-3">    <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">[</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">]</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Wireless</span> LAN  <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">---</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span></span></code></pre></div>
<ul>
<li>BlueToothを無効化</li>
</ul>
<div class="sourceCode" id="cb8" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb8-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Networking</span> support  <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">---</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span></span>
<span id="cb8-2">   <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> Bluetooth <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">subsystem</span> support  <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">---</span></span></code></pre></div>
<ul>
<li>nfsを有効化</li>
</ul>
<div class="sourceCode" id="cb9" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb9-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">File</span> systems  <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">---</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span></span>
<span id="cb9-2">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Network</span> File Systems  <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">---</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span></span>
<span id="cb9-3">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">*</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> NFS client support</span>
<span id="cb9-4">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">*</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span>   NFS client support for NFS version 2</span>
<span id="cb9-5">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">*</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span>   NFS client support for NFS version 3</span>
<span id="cb9-6">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">*</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> NFS server support</span>
<span id="cb9-7">    <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">-*-</span>   NFS server support for NFS version 3</span>
<span id="cb9-8">    <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">[*]</span>   NFS server support for NFS version 4</span></code></pre></div>
<ul>
<li>loopデバイスのマウントを有効化</li>
</ul>
<div class="sourceCode" id="cb10" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb10-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Device</span> Drivers  <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">---</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span></span>
<span id="cb10-2">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Block</span> devices  <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">---</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span></span>
<span id="cb10-3">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">*</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> Loopback device support</span></code></pre></div>
<p>システム初期化用のファイルは、<code>target/a527/debian/cubie_a5e/overlay</code> に配置し、ルートファイルシステム内の設定を上書きします。以下の例のように、APTソース、ホスト名、DNS、ユーザー環境、ネットワーク設定などを行います。</p>
<div class="sourceCode" id="cb11" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb11-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> cat <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;&gt;</span> /etc/apt/sources.list</span>
<span id="cb11-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">deb</span> http://deb.debian.org/debian/ stable main contrib non-free</span>
<span id="cb11-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">deb</span> http://deb.debian.org/debian/ stable-updates main contrib non-free</span>
<span id="cb11-4"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">deb</span> http://security.debian.org/debian-security stable-security main contrib non-free</span></code></pre></div>
<p>今回はホスト名を<code>mochi</code>という名前にします。</p>
<div class="sourceCode" id="cb12" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb12-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> echo mochi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> /etc/hostname</span></code></pre></div>
<div class="sourceCode" id="cb13" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb13-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> cat <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> /etc/resolv.conf</span>
<span id="cb13-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">nameserver</span> 8.8.8.8</span>
<span id="cb13-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">nameserver</span> 8.8.4.4</span></code></pre></div>
<p>これらの環境変数は後述する<code>config.sh</code>で使用します</p>
<div class="sourceCode" id="cb14" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb14-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> cat <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> environment</span>
<span id="cb14-2"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">USERNAME</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>argon</span>
<span id="cb14-3"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">GROUPNAME</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>nebarinet</span>
<span id="cb14-4"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">USER_ID</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>501</span>
<span id="cb14-5"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">GROUP_ID</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>6809</span>
<span id="cb14-6"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">GITHUB_ID</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>ar90n</span></code></pre></div>
<div class="sourceCode" id="cb15" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb15-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> cat <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> network/interfaces.d/eth0.conf</span>
<span id="cb15-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">auto</span> eth0</span>
<span id="cb15-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">iface</span> eth0 inet static</span>
<span id="cb15-4">    <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">address</span> 10.0.1.1</span>
<span id="cb15-5">    <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">netmask</span> 255.255.255.0</span>
<span id="cb15-6"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> cat <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> network/interfaces.d/eth1.conf</span>
<span id="cb15-7"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">auto</span> eth1</span>
<span id="cb15-8"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">iface</span> eth1 inet dhcp</span></code></pre></div>
<div class="sourceCode" id="cb16" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb16-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> cat <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> sysctl.conf</span>
<span id="cb16-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">net.ipv4.ip_forward=1</span></span></code></pre></div>
<p>初回起動時にのみ実行される初期化スクリプト <code>config.sh</code> も同様に配置します。このスクリプトは3段階で構成され、パーティショニング・ユーザー作成・Docker導入などを自動化します。各ステージの詳細を以下に述べます。</p>
<p><strong>ステージ1: ディスクの初期化とマウント設定</strong></p>
<p>NVMeディスク <code>/dev/nvme0n1</code> を初期化し、以下の構成でパーティションを作成します。</p>
<ul>
<li>p1: swap</li>
<li>p2: <code>/home</code></li>
<li>p3: <code>/usr</code></li>
<li>p4: <code>/var</code></li>
</ul>
<p>各パーティションには対応ディレクトリの内容を <code>rsync</code> でコピーし、<code>fstab</code> に登録します。また、無線関連の systemd サービス（<code>wpa_supplicant</code>、<code>hostapd</code>、<code>bluetooth</code> など）を無効化します。</p>
<p>処理完了後、<code>stage2</code> を記録し再起動します。</p>
<p><strong>ステージ2: パッケージ導入とユーザー作成</strong></p>
<p><code>zsh</code>、<code>chrony</code>、<code>avahi-daemon</code> などをインストールし、環境変数で定義されたユーザー・グループを作成します。 <code>GITHUB_ID</code> が指定されていれば、SSH公開鍵を GitHub から取得して登録します。また、タイムゾーンを <code>Asia/Tokyo</code> に設定し、<code>guest</code> ユーザーを削除します。</p>
<p>完了後、<code>stage3</code> に移行して再起動します。</p>
<p><strong>ステージ3: Dockerのインストールと後処理</strong></p>
<p>APTを通じて Docker CE をインストールし、対象ユーザーを <code>docker</code> グループに追加します。処理完了後、スクリプト自身と <code>/etc/rc.local</code> からの呼び出しを削除し、初期化を終了します。</p>
<p>以下に実際の<code>config.sh</code>を示します。</p>
<div class="sourceCode" id="cb17" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb17-1"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">#!/bin/bash</span></span>
<span id="cb17-2"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># /etc/config.sh - 3-stage init script for direct partitioning and user setup</span></span>
<span id="cb17-3"></span>
<span id="cb17-4"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">export</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">DEBIAN_FRONTEND</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>noninteractive</span>
<span id="cb17-5"></span>
<span id="cb17-6"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">STAGE_FILE</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"/etc/config-stage"</span></span>
<span id="cb17-7"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">ENV</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"/etc/environment"</span></span>
<span id="cb17-8"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">[</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">-f</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$ENV</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">]</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">&amp;&amp;</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">source</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$ENV</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span></span>
<span id="cb17-9"></span>
<span id="cb17-10"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">DISK</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"/dev/nvme0n1"</span></span>
<span id="cb17-11"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">MOUNT_BASE</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"/mnt/ssd"</span></span>
<span id="cb17-12"></span>
<span id="cb17-13"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># === Stage 1: Partition, format, and copy from SD ===</span></span>
<span id="cb17-14"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">[</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">!</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">-f</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$STAGE_FILE</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">]</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">;</span> <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">then</span></span>
<span id="cb17-15">  <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">echo</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"[Stage 1] Partitioning and copying rootfs..."</span></span>
<span id="cb17-16"></span>
<span id="cb17-17">  <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Disable services</span></span>
<span id="cb17-18">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">systemctl</span> mask wpa_supplicant.service</span>
<span id="cb17-19">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">systemctl</span> stop hostapd.service</span>
<span id="cb17-20">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">systemctl</span> disable hostapd.service</span>
<span id="cb17-21">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">systemctl</span> stop bluetooth.target</span>
<span id="cb17-22">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">systemctl</span> disable bluetooth.target</span>
<span id="cb17-23">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">systemctl</span> stop wpa_supplicant-nl80211@.service</span>
<span id="cb17-24">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">systemctl</span> disable wpa_supplicant-nl80211@.service</span>
<span id="cb17-25">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">systemctl</span> stop wpa_supplicant-wired@.service</span>
<span id="cb17-26">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">systemctl</span> disable wpa_supplicant-wired@.service</span>
<span id="cb17-27">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">systemctl</span> stop wpa_supplicant@.service</span>
<span id="cb17-28">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">systemctl</span> disable wpa_supplicant@.service</span>
<span id="cb17-29">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">systemctl</span> stop dbus-fi.w1.wpa_supplicant1.service</span>
<span id="cb17-30">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">systemctl</span> disable dbus-fi.w1.wpa_supplicant1.service</span>
<span id="cb17-31">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">systemctl</span> stop NetworkManager</span>
<span id="cb17-32">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">systemctl</span> disable NetworkManager</span>
<span id="cb17-33"></span>
<span id="cb17-34">  <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Install packages</span></span>
<span id="cb17-35">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">ntpdate</span> pool.ntp.org</span>
<span id="cb17-36">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">dpkg</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--configure</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-a</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">||</span> <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">true</span></span>
<span id="cb17-37">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">apt</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--fix-broken</span> install <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-y</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">||</span> <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">true</span></span>
<span id="cb17-38">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">apt-get</span> update</span>
<span id="cb17-39">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">apt-get</span> install <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-y</span> rsync</span>
<span id="cb17-40"></span>
<span id="cb17-41">  <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Uninstall packages</span></span>
<span id="cb17-42">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">apt-get</span> purge <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-y</span> x11-common hostapd wpasupplicant bluez pulseaudio</span>
<span id="cb17-43"></span>
<span id="cb17-44">  <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Partition the disk (swap, home, usr, var)</span></span>
<span id="cb17-45">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">wipefs</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-a</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$DISK</span></span>
<span id="cb17-46">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">parted</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-s</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$DISK</span> mklabel gpt</span>
<span id="cb17-47">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">parted</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-s</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$DISK</span> mkpart primary linux-swap 1MiB 4097MiB</span>
<span id="cb17-48">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">parted</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-s</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$DISK</span> mkpart primary ext4 4097MiB 20481MiB     <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># home</span></span>
<span id="cb17-49">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">parted</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-s</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$DISK</span> mkpart primary ext4 20481MiB 36865MiB    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># usr</span></span>
<span id="cb17-50">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">parted</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-s</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$DISK</span> mkpart primary ext4 36865MiB 100%</span>
<span id="cb17-51"></span>
<span id="cb17-52">  <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Wait for partitions to settle</span></span>
<span id="cb17-53">  <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">sleep</span> 2</span>
<span id="cb17-54">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">partprobe</span></span>
<span id="cb17-55">  <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">sleep</span> 1</span>
<span id="cb17-56"></span>
<span id="cb17-57">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">mkswap</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${DISK}</span>p1</span>
<span id="cb17-58">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">mkfs.ext4</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-F</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${DISK}</span>p2  <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># home</span></span>
<span id="cb17-59">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">mkfs.ext4</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-F</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${DISK}</span>p3  <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># usr</span></span>
<span id="cb17-60">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">mkfs.ext4</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-F</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${DISK}</span>p4  <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># var</span></span>
<span id="cb17-61"></span>
<span id="cb17-62">  <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">mkdir</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-p</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$MOUNT_BASE</span>/home <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$MOUNT_BASE</span>/usr <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$MOUNT_BASE</span>/var</span>
<span id="cb17-63">  <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">mount</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${DISK}</span>p2 <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$MOUNT_BASE</span>/home</span>
<span id="cb17-64">  <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">rsync</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-aAX</span> /home/ <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$MOUNT_BASE</span>/home/ <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">||</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">exit</span> 0</span>
<span id="cb17-65">  <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">umount</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$MOUNT_BASE</span>/home</span>
<span id="cb17-66"></span>
<span id="cb17-67">  <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">mount</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${DISK}</span>p3 <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$MOUNT_BASE</span>/usr</span>
<span id="cb17-68">  <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">rsync</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-aAX</span> /usr/ <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$MOUNT_BASE</span>/usr/ <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">||</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">exit</span> 0</span>
<span id="cb17-69">  <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">umount</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$MOUNT_BASE</span>/usr</span>
<span id="cb17-70"></span>
<span id="cb17-71">  <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">mount</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${DISK}</span>p4 <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$MOUNT_BASE</span>/var</span>
<span id="cb17-72">  <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">rsync</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-aAX</span> /var/ <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$MOUNT_BASE</span>/var/ <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">||</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">exit</span> 0</span>
<span id="cb17-73">  <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">umount</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$MOUNT_BASE</span>/var</span>
<span id="cb17-74"></span>
<span id="cb17-75">  <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">echo</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"UUID=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">blkid</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-s</span> UUID <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-o</span> value <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${DISK}</span>p1<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">)</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;"> none swap sw 0 0"</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;&gt;</span> /etc/fstab</span>
<span id="cb17-76">  <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">echo</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"UUID=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">blkid</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-s</span> UUID <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-o</span> value <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${DISK}</span>p2<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">)</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;"> /home ext4 defaults 0 2"</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;&gt;</span> /etc/fstab</span>
<span id="cb17-77">  <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">echo</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"UUID=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">blkid</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-s</span> UUID <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-o</span> value <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${DISK}</span>p3<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">)</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;"> /usr  ext4 defaults 0 2"</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;&gt;</span> /etc/fstab</span>
<span id="cb17-78">  <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">echo</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"UUID=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">blkid</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-s</span> UUID <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-o</span> value <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">${DISK}</span>p4<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">)</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;"> /var  ext4 defaults 0 2"</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;&gt;</span> /etc/fstab</span>
<span id="cb17-79"></span>
<span id="cb17-80">  <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">echo</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"stage2"</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$STAGE_FILE</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span></span>
<span id="cb17-81">  <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">sync</span></span>
<span id="cb17-82">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">reboot</span></span>
<span id="cb17-83">  <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">exit</span> 0</span>
<span id="cb17-84"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fi</span></span>
<span id="cb17-85"></span>
<span id="cb17-86"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># === Stage 2: Install base packages and create user ===</span></span>
<span id="cb17-87"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">grep</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-q</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"stage2"</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$STAGE_FILE</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">;</span> <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">then</span></span>
<span id="cb17-88">  <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">echo</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"[Stage 2] Installing base packages and creating user..."</span></span>
<span id="cb17-89"></span>
<span id="cb17-90">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">apt</span> install <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-y</span> avahi-daemon avahi-utils zsh chrony curl gnupg ca-certificates lsb-release</span>
<span id="cb17-91">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">systemctl</span> enable avahi-daemon</span>
<span id="cb17-92">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">systemctl</span> disable avahi-daemon.socket</span>
<span id="cb17-93">  <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">cp</span> /lib/systemd/system/avahi-daemon.service /etc/systemd/system/avahi-daemon.service</span>
<span id="cb17-94"></span>
<span id="cb17-95">  <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">[</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">-n</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$USERNAME</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">]</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">&amp;&amp;</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">[</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">-n</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$GROUPNAME</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">]</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">&amp;&amp;</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">[</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">-n</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$USER_ID</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">]</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">&amp;&amp;</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">[</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">-n</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$GROUP_ID</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">]</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">;</span> <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">then</span></span>
<span id="cb17-96">    <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">groupadd</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-g</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$GROUP_ID</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$GROUPNAME</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span></span>
<span id="cb17-97">    <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">useradd</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-m</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-u</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$USER_ID</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-g</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$GROUP_ID</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-s</span> /usr/bin/zsh <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$USERNAME</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span></span>
<span id="cb17-98">    <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">echo</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$USERNAME</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">:</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$USERNAME</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">chpasswd</span></span>
<span id="cb17-99">    <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">usermod</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-aG</span> sudo <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$USERNAME</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span></span>
<span id="cb17-100"></span>
<span id="cb17-101">    <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">mkdir</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-p</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"/home/</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$USERNAME</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">/.ssh"</span></span>
<span id="cb17-102">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">[</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">-n</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$GITHUB_ID</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">]</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">;</span> <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">then</span></span>
<span id="cb17-103">      <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">curl</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-sL</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"https://github.com/</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$GITHUB_ID</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">.keys"</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"/home/</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$USERNAME</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">/.ssh/authorized_keys"</span></span>
<span id="cb17-104">      <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">chown</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$USERNAME</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">:</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$GROUPNAME</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"/home/</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$USERNAME</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">/.ssh/authorized_keys"</span></span>
<span id="cb17-105">      <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">chmod</span> 600 <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"/home/</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$USERNAME</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">/.ssh/authorized_keys"</span></span>
<span id="cb17-106">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fi</span></span>
<span id="cb17-107">    <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">chown</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-R</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$USERNAME</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">:</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$GROUPNAME</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"/home/</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$USERNAME</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">/.ssh"</span></span>
<span id="cb17-108">  <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fi</span></span>
<span id="cb17-109"></span>
<span id="cb17-110">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">userdel</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-r</span> guest</span>
<span id="cb17-111"></span>
<span id="cb17-112">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">timedatectl</span> set-timezone Asia/Tokyo</span>
<span id="cb17-113"></span>
<span id="cb17-114">  <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">echo</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"stage3"</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$STAGE_FILE</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span></span>
<span id="cb17-115">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">reboot</span></span>
<span id="cb17-116">  <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">exit</span> 0</span>
<span id="cb17-117"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fi</span></span>
<span id="cb17-118"></span>
<span id="cb17-119"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># === Stage 3: Install Docker CE and finalize user setup ===</span></span>
<span id="cb17-120"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">grep</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-q</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"stage3"</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$STAGE_FILE</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">;</span> <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">then</span></span>
<span id="cb17-121">  <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">echo</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"[Stage 3] Installing Docker CE..."</span></span>
<span id="cb17-122"></span>
<span id="cb17-123">  <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">install</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-m</span> 0755 <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-d</span> /etc/apt/keyrings</span>
<span id="cb17-124">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">curl</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-fsSL</span> https://download.docker.com/linux/debian/gpg <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">gpg</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--dearmor</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-o</span> /etc/apt/keyrings/docker.gpg</span>
<span id="cb17-125">  <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">chmod</span> a+r /etc/apt/keyrings/docker.gpg</span>
<span id="cb17-126"></span>
<span id="cb17-127">  <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">echo</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb17-128">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"deb [arch=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">dpkg</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--print-architecture</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">)</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;"> signed-by=/etc/apt/keyrings/docker.gpg] https://download.docker.com/linux/debian </span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb17-129"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">    </span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">lsb_release</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-cs</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">)</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;"> stable"</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb17-130">    <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">tee</span> /etc/apt/sources.list.d/docker.list <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> /dev/null</span>
<span id="cb17-131"></span>
<span id="cb17-132">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">apt</span> update</span>
<span id="cb17-133">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">apt</span> install <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-y</span> docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin</span>
<span id="cb17-134">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">systemctl</span> enable docker</span>
<span id="cb17-135"></span>
<span id="cb17-136">  <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">[</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">-n</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$USERNAME</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">]</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">;</span> <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">then</span></span>
<span id="cb17-137">    <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">usermod</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-aG</span> docker <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$USERNAME</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span></span>
<span id="cb17-138">  <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fi</span></span>
<span id="cb17-139"></span>
<span id="cb17-140">  <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">echo</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"cleanup"</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$STAGE_FILE</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span></span>
<span id="cb17-141">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">reboot</span></span>
<span id="cb17-142">  <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">exit</span> 0</span>
<span id="cb17-143"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fi</span></span>
<span id="cb17-144"></span>
<span id="cb17-145"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># === Cleanup state: remove self and rc.local entry ===</span></span>
<span id="cb17-146"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">grep</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-q</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"cleanup"</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$STAGE_FILE</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">;</span> <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">then</span></span>
<span id="cb17-147">  <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">echo</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"[Stage Cleanup] Removing config.sh and rc.local entry"</span></span>
<span id="cb17-148">  <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">rm</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-f</span> /etc/config.sh</span>
<span id="cb17-149">  <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">sed</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-i</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'/\/etc\/config.sh/d'</span> /etc/rc.local</span>
<span id="cb17-150">  <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">rm</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-f</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">$STAGE_FILE</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span></span>
<span id="cb17-151">  <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">exit</span> 0</span>
<span id="cb17-152"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fi</span></span></code></pre></div>
<p>最後に、全体のビルドとパッケージングを行い、SDカードイメージを作成します。</p>
<div class="sourceCode" id="cb18" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb18-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> ./buils.sh</span>
<span id="cb18-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> ./buils.sh kernel</span>
<span id="cb18-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> ./buils.sh pack</span></code></pre></div>
</section>
<section id="dhcptftpnfsサーバーの構築" class="level2">
<h2 class="anchored" data-anchor-id="dhcptftpnfsサーバーの構築">DHCP・TFTP・NFSサーバーの構築</h2>
<p>このゲートウェイは、他のSBC（シングルボードコンピュータ）に対してネットブート環境を提供することも目的としています。 そのため、DHCP、TFTP、NFS といった基本的なネットワークブート用サービスを構成します。</p>
<p>今回構築したサービス群の設定は、<a href="https://github.com/ar90n/lab/tree/main/infra/mochi_gateway">GitHubリポジトリ</a> にまとめてあります。 この構成では、以下の各サービスを <code>docker-compose.yml</code> によってコンテナとしてホスティングします。</p>
<section id="dnsmasqによるdhcptftpサーバーの構築" class="level3">
<h3 class="anchored" data-anchor-id="dnsmasqによるdhcptftpサーバーの構築">dnsmasqによるDHCP・TFTPサーバーの構築</h3>
<p>DHCPとTFTPは、<code>dnsmasq</code> を利用して構築します。 <code>dnsmasq</code> は、以下の <code>Dockerfile</code> に基づいた軽量コンテナで提供します。</p>
<div class="sourceCode" id="cb19" style="background: #f1f3f5;"><pre class="sourceCode dockerfile code-with-copy"><code class="sourceCode dockerfile"><span id="cb19-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">FROM</span> debian:bookworm-slim</span>
<span id="cb19-2"></span>
<span id="cb19-3"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">RUN</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">apt-get</span> update <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">&amp;&amp;</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">apt-get</span> install <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-y</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--no-install-recommends</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb19-4">    dnsmasq <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb19-5">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">&amp;&amp;</span> <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">rm</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-rf</span> /var/lib/apt/lists/<span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">*</span></span>
<span id="cb19-6"></span>
<span id="cb19-7"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">CMD</span> [<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"dnsmasq"</span>, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"--no-daemon"</span>, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"--conf-file=/etc/dnsmasq.conf"</span>]</span></code></pre></div>
<p>設定ファイル（<code>dnsmasq.conf</code>）の内容は以下の通りです。</p>
<div class="sourceCode" id="cb20" style="background: #f1f3f5;"><pre class="sourceCode conf code-with-copy"><code class="sourceCode toml"><span id="cb20-1"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># TFTP</span></span>
<span id="cb20-2"><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">enable-tftp</span></span>
<span id="cb20-3"><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">tftp-root</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">/</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">var</span><span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">/</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">tftpboot</span></span>
<span id="cb20-4"><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">tftp-no-blocksize</span></span>
<span id="cb20-5"><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">tftp-max</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">65535</span></span>
<span id="cb20-6"></span>
<span id="cb20-7"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># DHCP</span></span>
<span id="cb20-8"><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">interface</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">eth0</span></span>
<span id="cb20-9"><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">bind-interfaces</span></span>
<span id="cb20-10"><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">dhcp-range</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">10.0</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">.1.100</span><span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">,</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">10.0.1.200</span><span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">,</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">12h</span></span>
<span id="cb20-11"></span>
<span id="cb20-12"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># DHCP option</span></span>
<span id="cb20-13"><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">dhcp-option</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">66</span><span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">,</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">"10.0.1.1"</span>   <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># TFTPサーバIP</span></span>
<span id="cb20-14"><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">dhcp-option</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">67</span><span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">,</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">"kernel8.img"</span> <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># ブートファイル名</span></span></code></pre></div>
</section>
<section id="nfsサーバーの構築" class="level3">
<h3 class="anchored" data-anchor-id="nfsサーバーの構築">NFSサーバーの構築</h3>
<p>NFSサーバーも同様に、以下の <code>Dockerfile</code> によって構築します。 公開ディレクトリは <code>/var/nfsroot</code> とし、<code>/etc/exports</code> によってエクスポート設定を行います。</p>
<div class="sourceCode" id="cb21" style="background: #f1f3f5;"><pre class="sourceCode dockerfile code-with-copy"><code class="sourceCode dockerfile"><span id="cb21-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">FROM</span> debian:stable-slim</span>
<span id="cb21-2"></span>
<span id="cb21-3"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">RUN</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">apt-get</span> update <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">&amp;&amp;</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb21-4">    <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">apt-get</span> install <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-y</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--no-install-recommends</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb21-5">    nfs-kernel-server <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">&amp;&amp;</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb21-6">    <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">apt-get</span> clean <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">&amp;&amp;</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb21-7">    <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">rm</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-rf</span> /var/lib/apt/lists/<span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">*</span></span>
<span id="cb21-8"></span>
<span id="cb21-9"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">RUN</span> <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">mkdir</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-p</span> /var/nfsroot</span>
<span id="cb21-10"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">VOLUME</span> [<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"/var/nfsroot"</span>]</span>
<span id="cb21-11"></span>
<span id="cb21-12"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">COPY</span> exports /etc/exports</span>
<span id="cb21-13"></span>
<span id="cb21-14"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">EXPOSE</span> 2049 111/udp 111/tcp</span>
<span id="cb21-15"></span>
<span id="cb21-16"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">CMD</span> [<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"/bin/sh"</span>, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"-c"</span>, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb21-17"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">  mkdir -p /run/rpcbind &amp;&amp; </span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb21-18"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">  rpcbind &amp;&amp; </span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb21-19"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">  exportfs -rv &amp;&amp; </span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb21-20"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">  /usr/sbin/rpc.nfsd &amp;&amp; </span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb21-21"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">  /usr/sbin/rpc.mountd -F -N 2 &amp;&amp; </span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">\</span></span>
<span id="cb21-22"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">  tail -f /dev/null"</span>]</span></code></pre></div>
<p>エクスポート設定ファイルは以下の通りです。</p>
<div class="sourceCode" id="cb22" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb22-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">/var/nfsroot</span> <span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">*(</span>rw,sync,no_subtree_check,no_root_squash,fsid=0<span class="pp" style="color: #AD0000;
background-color: null;
font-style: inherit;">)</span></span></code></pre></div>
<p>このように、DHCP・TFTP・NFS の各サービスはコンテナ化されており、<code>docker-compose</code> を使って一括で管理できる構成としています。 設定の移植性・再現性を高める目的で、ホスト上ではなくコンテナベースで提供しています。</p>



</section>
</section>

<div id="quarto-appendix" class="default"><section class="quarto-appendix-contents" id="quarto-bibliography"><h2 class="anchored quarto-appendix-heading">References</h2><div id="refs" class="references csl-bib-body" data-entry-spacing="0">
<div id="ref-radxa_a5e_build" class="csl-entry">
<div class="csl-left-margin">[1] </div><div class="csl-right-inline">Radxa cubie A5E low-level build guide: 2024. <a href="https://docs.radxa.com/en/cubie/a5e/low-level-dev/build"><em>https://docs.radxa.com/en/cubie/a5e/low-level-dev/build</em></a>.</div>
</div>
<div id="ref-maclineto_giteki_wifi_ble" class="csl-entry">
<div class="csl-left-margin">[2] </div><div class="csl-right-inline">ハードはそのまま技適を通ってないWi-fi、BLEボードを合法的に使う: 2022. <a href="https://qiita.com/maclineto/items/8939e703f844e95b820e"><em>https://qiita.com/maclineto/items/8939e703f844e95b820e</em></a>.</div>
</div>
</div></section></div> ]]></description>
  <category>Linux</category>
  <category>組み込み</category>
  <category>SBC</category>
  <guid>https://lab.ar90n.net/posts/2025-05-09-setup-cubie-a5e-as-gateway.html</guid>
  <pubDate>Fri, 09 May 2025 00:00:00 GMT</pubDate>
  <media:content url="https://lab.ar90n.net/assets/img/common/cubie_a5e.jpg" medium="image" type="image/jpeg"/>
</item>
<item>
  <title>PICO-SDKによるシンプルなタスクスケジューラーの実装</title>
  <link>https://lab.ar90n.net/posts/2025-04-26-simple-task-scheduler-with-pico-sdk.html</link>
  <description><![CDATA[ 




<section id="はじめに" class="level2">
<h2 class="anchored" data-anchor-id="はじめに">はじめに</h2>
<p>マイコン開発において、RTOSを導入するほどではないものの、ループベースの実装では複数の周期処理が煩雑になる場面があります。 そのようなケースに対応するため、PICO-SDKが提供するAPIを利用して、簡易的なタスクスケジューラーを実装しました。</p>
</section>
<section id="やったこと" class="level2">
<h2 class="anchored" data-anchor-id="やったこと">やったこと</h2>
<ul>
<li>PICO-SDKが提供する周期処理のためのAPIを調査しました</li>
<li>async_contextを使用して軽量なスケジューラーを設計・実装しました</li>
<li>実装をOSSとして公開しました</li>
</ul>
</section>
<section id="pico-sdkで提供される周期処理の方法" class="level2">
<h2 class="anchored" data-anchor-id="pico-sdkで提供される周期処理の方法">PICO-SDKで提供される周期処理の方法</h2>
<p>PICO-SDKでは、周期処理を実現するために以下の3つのAPIが提供されています。</p>
<section id="alarm" class="level3">
<h3 class="anchored" data-anchor-id="alarm">Alarm</h3>
<p><code>add_alarm_at</code> や <code>alarm_pool_add_alarm_at</code> 等により、指定時刻に一度だけコールバックを実行することができます。<code>alarm_pool</code>を用いることでスケジューリングの調整が可能です。 AlarmではコールバックはISRとして実行されます。</p>
</section>
<section id="repeating-timer" class="level3">
<h3 class="anchored" data-anchor-id="repeating-timer">Repeating Timer</h3>
<p><code>add_repeating_timer_ms</code> 等を使うことで、一定周期で処理を繰り返すタイマーを設定できます。Repeating TimerでもコールバックはISRとして実行されます。</p>
</section>
<section id="async-context" class="level3">
<h3 class="anchored" data-anchor-id="async-context">Async Context</h3>
<p><code>async_context_add_at_time_worker</code> などの関数を使用して、コールバック関数を一定時刻に実行するよう登録できます。登録されたコールバックは、<code>async_context</code>の実装に応じて実行されます。</p>
<p><code>async_context_poll_t</code> を使用する場合は、ユーザーが明示的に <code>poll</code> 関数を呼び出すことでコールバックが実行されます。 一方、<code>async_context_threadsafe_background_t</code> を使用する場合は、タイマー割り込みを利用してISRとして自動的に実行されます。</p>
</section>
</section>
<section id="async-contextを使用したタスクスケジューラーの実装" class="level2">
<h2 class="anchored" data-anchor-id="async-contextを使用したタスクスケジューラーの実装">Async Contextを使用したタスクスケジューラーの実装</h2>
<p>タスクを周期的に実行する場合、割り込みハンドラ（ISR）内でタスク本体を実行してしまうと、他の割り込み処理を妨げてしまします。そのため、今回の用途では <code>async_context_poll_t</code> を使用します。<code>async_context_add_at_time_worker</code> は、1回分のコールバックのみ登録できます。従って、タスクの実行後に都度 <code>async_context_add_at_time_worker</code> を呼び出して次回実行分を登録します。登録されたコールバックは、メインループ上で <code>poll</code> 関数を明示的に呼び出すことで実行します。</p>
<p>以下に<code>async_context_poll_t</code> と <code>async_context_add_at_time_worker_in_ms</code> とを使用したタスクスケジューラーの具体的な実装を紹介します。この実装は、タスクそのものを表す<code>SceduledTask</code>クラスと、それを実行する<code>TaskRunner</code>クラスからなります。</p>
<p><code>ScheduledTask</code>の実装概要を以下に示します。</p>
<div class="sourceCode" id="cb1" style="background: #f1f3f5;"><pre class="sourceCode cpp code-with-copy"><code class="sourceCode cpp"><span id="cb1-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">template</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span>TaskCallable F<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span></span>
<span id="cb1-2"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">class</span> ScheduledTask</span>
<span id="cb1-3"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-4"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">private</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span></span>
<span id="cb1-5">  <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">async_at_time_worker_t</span> worker<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span>
<span id="cb1-6">  F                      callback<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span>
<span id="cb1-7">  <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">unsigned</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">const</span>         interval<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span>
<span id="cb1-8"></span>
<span id="cb1-9"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">public</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span></span>
<span id="cb1-10">  ScheduledTask<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">unsigned</span> interval<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> F<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&amp;&amp;</span> callback<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb1-11">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> callback<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">std::</span>forward<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span>F<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;(</span>callback<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">))</span></span>
<span id="cb1-12">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> interval<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>interval<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb1-13">  <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-14">    worker <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>do_work <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span></span>
<span id="cb1-15">                 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[](</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">async_context_t</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> context<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">async_at_time_worker_t</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> worker<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb1-16">               <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-17">                 <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">auto</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> self <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">reinterpret_cast</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span>ScheduledTask<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*&gt;(</span>worker<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-&gt;</span>user_data<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">);</span></span>
<span id="cb1-18">                 self<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-&gt;</span>callback<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">();</span></span>
<span id="cb1-19">                 async_context_add_at_time_worker_in_ms<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>context<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> worker<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> self<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-&gt;</span>interval<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">);</span></span>
<span id="cb1-20">               <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">},</span></span>
<span id="cb1-21">               <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>user_data <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">reinterpret_cast</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">void</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*&gt;(</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">this</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">};</span></span>
<span id="cb1-22">  <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb1-23"></span>
<span id="cb1-24">  <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">auto</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&amp;</span> get_native_worker<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">()</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span> <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> worker<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb1-25"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">};</span></span></code></pre></div>
<p><code>ScheduledTask</code> は、コンストラクタの引数としてタスクの実行周期を <code>interval</code> として受け取り、タスク本体を <code>callback</code> として受け取ります。ここで、<code>callback</code> の型 <code>F</code> はテンプレート引数として指定されます。型 <code>F</code> は以下のコンセプトを満たす必要があります。</p>
<div class="sourceCode" id="cb2" style="background: #f1f3f5;"><pre class="sourceCode cpp code-with-copy"><code class="sourceCode cpp"><span id="cb2-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">template</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">typename</span> F<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span></span>
<span id="cb2-2"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">concept</span> TaskCallable <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">requires</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>F f<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-3">  <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span> f<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">()</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-&gt;</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">std::</span>same_as<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">void</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;;</span></span>
<span id="cb2-4"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">};</span></span></code></pre></div>
<p>このコンセプトは、引数なし・戻り値なしで呼び出し可能な関数であることを要求します。</p>
<p><code>ScheduledTask</code> のコンストラクタでは、<code>async_at_time_worker_t</code> 型の <code>worker</code> を初期化します。この際、タスクの実行と次回登録の処理をまとめたラムダ関数を <code>do_work</code> に設定します。 タスク実行時に <code>callback</code> を呼び出すため、<code>ScheduledTask</code> インスタンス自身を <code>user_data</code> に格納します。</p>
<p>また、<code>get_native_worker</code> 関数により、この <code>worker</code> への参照を外部から取得できるようにしています。スケジューラー側ではこの関数を通じてタスクに対応する <code>async_at_time_worker_t</code> を取得し、<code>async_context</code> への登録に利用します。</p>
<p>次に<code>TaskRunner</code>の実装概要を以下に示します。</p>
<div class="sourceCode" id="cb3" style="background: #f1f3f5;"><pre class="sourceCode cpp code-with-copy"><code class="sourceCode cpp"><span id="cb3-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">template</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span>ScheduledTaskInterface<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">...</span> Tasks<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span></span>
<span id="cb3-2"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">class</span> TaskRunner</span>
<span id="cb3-3"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-4"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">private</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span></span>
<span id="cb3-5">  <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">async_context_poll_t</span> context<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span>
<span id="cb3-6">  <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">std::</span>tuple<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span>Tasks<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">...&gt;</span> tasks<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span>
<span id="cb3-7"></span>
<span id="cb3-8"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">public</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span></span>
<span id="cb3-9">  TaskRunner<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>Tasks<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&amp;&amp;...</span> args<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb3-10">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> tasks<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">std::</span>make_tuple<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">std::</span>forward<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span>Tasks<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;(</span>args<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)...))</span></span>
<span id="cb3-11">  <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-12">    async_context_poll_init_with_defaults<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(&amp;</span>context<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">);</span></span>
<span id="cb3-13"></span>
<span id="cb3-14">    <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">std::</span>apply<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span></span>
<span id="cb3-15">      <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">this</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">](</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">auto</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&amp;...</span> task<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb3-16">      <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>async_context_add_at_time_worker_in_ms<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(&amp;</span>context<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>core<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&amp;</span>task<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>get_native_worker<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(),</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">),</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">...);</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">},</span></span>
<span id="cb3-17">      tasks</span>
<span id="cb3-18">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">);</span></span>
<span id="cb3-19">  <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb3-20"></span>
<span id="cb3-21">  <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">void</span> poll<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">()</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span> async_context_poll<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(&amp;</span>context<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>core<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">);</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb3-22"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">};</span></span></code></pre></div>
<p><code>TaskRunner</code> は、コンストラクタ引数として任意の数のタスクを受け取ります。 この際、タスクの所有権も引き継ぎ、内部の <code>std::tuple</code> に保持します。<br>
ここで受け取るタスクの型はテンプレートパラメータ <code>Tasks...</code> により与えられ、それぞれが次のコンセプトを満たす必要があります。</p>
<div class="sourceCode" id="cb4" style="background: #f1f3f5;"><pre class="sourceCode cpp code-with-copy"><code class="sourceCode cpp"><span id="cb4-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">template</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">typename</span> T<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span></span>
<span id="cb4-2"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">concept</span> ScheduledTaskInterface <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">requires</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>T t<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb4-3">  <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span> t<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>get_native_worker<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">()</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-&gt;</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">std::</span>same_as<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">async_at_time_worker_t</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&amp;&gt;;</span></span>
<span id="cb4-4"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">};</span></span></code></pre></div>
<p>このコンセプトは、タスク型が <code>get_native_worker</code> 関数を持ち、その戻り値が <code>async_at_time_worker_t&amp;</code> 型であることを要求します。<br>
これにより、<code>ScheduledTask</code> クラスに限らず、同様のインターフェースを持つ独自タスク型にも対応できるようになっています。</p>
<p><code>TaskRunner</code> のコンストラクタでは、渡されたタスクそれぞれから <code>worker</code> を取得し、<code>async_context</code> に登録します。この登録には、<code>async_context_add_at_time_worker_in_ms</code> を用い、初回登録時は即時実行（0ミリ秒後）として設定しています。 登録後は、<code>poll</code> 関数を呼び出すことで、<code>async_context</code> に登録されたタスクが所定の周期で順次実行されます。</p>
<p>使用例は以下のとおりです。</p>
<div class="sourceCode" id="cb5" style="background: #f1f3f5;"><pre class="sourceCode cpp code-with-copy"><code class="sourceCode cpp"><span id="cb5-1">  TaskRunner runner<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">std::</span>move<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>task<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">));</span></span>
<span id="cb5-2">  runner<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>poll<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">();</span></span></code></pre></div>
<p>このようにすることで、タスク群をまとめて管理し、メインループ上で制御することができます。</p>
</section>
<section id="ossとしての公開" class="level2">
<h2 class="anchored" data-anchor-id="ossとしての公開">OSSとしての公開</h2>
<p>本実装は、<a href="https://github.com/ar90n/mameTask-pico">mameTask-pico</a> としてGitHub上で公開しています。より具体的な使用方法については、リポジトリ内の <a href="https://github.com/ar90n/mameTask-pico/blob/main/example">example/main.cpp</a> を参照してください。</p>
<p>導入は、<code>mameTaskPico.hpp</code> をプロジェクトにコピーするだけで完了します。外部ライブラリへの依存はなく、単体で使用可能です。</p>
</section>
<section id="参考" class="level2">
<h2 class="anchored" data-anchor-id="参考">参考</h2>
<div id="refs" class="references csl-bib-body" data-entry-spacing="0">
<div id="ref-raspberrypi_pico_sdk" class="csl-entry">
<div class="csl-left-margin">[1] </div><div class="csl-right-inline">Raspberry Pi Ltd 2023. <em><a href="https://datasheets.raspberrypi.com/pico/raspberry-pi-pico-c-sdk.pdf">Raspberry pi pico c/c++ SDK</a></em>. Raspberry Pi Ltd.</div>
</div>
</div>


</section>

 ]]></description>
  <category>C++</category>
  <category>組み込み</category>
  <category>RP2xxx</category>
  <guid>https://lab.ar90n.net/posts/2025-04-26-simple-task-scheduler-with-pico-sdk.html</guid>
  <pubDate>Sat, 26 Apr 2025 00:00:00 GMT</pubDate>
  <media:content url="https://lab.ar90n.net/assets/img/common/cpp_logo.png" medium="image" type="image/png" height="162" width="144"/>
</item>
<item>
  <title>M推定を用いたPCAについてのメモ</title>
  <link>https://lab.ar90n.net/posts/2025-03-16-memo-about-robust-estimation.html</link>
  <description><![CDATA[ 




<section id="はじめに" class="level2">
<h2 class="anchored" data-anchor-id="はじめに">はじめに</h2>
<p>外乱を含むデータに対して、精度よく統計量を推定する方法にロバスト推定があります。このロバスト推定の代表的な方法の一つに M推定があります。</p>
<p>直近、外乱を含むデータに対して M推定を用いた PCA を適用する機会があったので、このことに関する覚書を残します。</p>
</section>
<section id="やったこと" class="level2">
<h2 class="anchored" data-anchor-id="やったこと">やったこと</h2>
<ul>
<li>M推定の基本 (ロバスト損失関数やスコア方程式など) を軽く振り返りました。<br>
</li>
<li>PCAをM推定で定式化する手順を、二乗誤差をロバスト損失に置き換えるイメージでまとめました。<br>
</li>
<li>IRLS (Iteratively Reweighted Least Squares) の考え方を使って、ロバスト損失を重み付き最小二乗へ落とし込む流れを示しました。<br>
</li>
<li>ノイズを含む２次元データに対してロバストPCAを実行し、外れ値があっても安定した直線が推定可能なことを確認しました。</li>
</ul>
</section>
<section id="ロバストpcaの概略" class="level2">
<h2 class="anchored" data-anchor-id="ロバストpcaの概略">ロバストPCAの概略</h2>
<p>通常のPCAは、二乗誤差を最小化する形で主成分を求めるため、外乱 (外れ値) に対して頑健ではありません。これは、外れ値が1つでもあると、主成分方向が大きく変化してしまう場合があることを意味します。</p>
<p>一方、ロバストPCAは、ロバスト推定により外れ値があっても推定結果が極端に変化しないように工夫されています。手法の種類は複数ありますが、本記事では <strong>M推定</strong> と呼ばれるロバスト推定の代表的枠組みをPCAに適用しました。</p>
</section>
<section id="m推定の基本" class="level2">
<h2 class="anchored" data-anchor-id="m推定の基本">M推定の基本</h2>
<p>通常の二乗誤差最小化は、以下の損失を最小化する形です。</p>
<p><img src="https://latex.codecogs.com/png.latex?%0A%5Csum_i%20%5CBigl(y_i%20-%20x_i%5E%5Ctop%20%5Cbeta%5CBigr)%5E2%0A"></p>
<p>これは外れ値の二乗誤差が大きく計上されるため、外れ値に敏感になります。</p>
<p>M推定では一般化した損失 <img src="https://latex.codecogs.com/png.latex?%5Crho(%5Ccdot)"> を導入し、これを最小化します。この <img src="https://latex.codecogs.com/png.latex?%5Crho(%5Ccdot)"> にはHuber損失やTukey Biweight損失などが良く用いられます。これらの損失は、一定範囲までは二乗誤差に近い振る舞いをしつつ、大きな残差を持つ点については重みを小さくすることで外れ値の影響を抑えます。</p>
<p>ここで、<img src="https://latex.codecogs.com/png.latex?%5Crho'(r)%20=%20%5Cpsi(r)"> と定義すると、損失の最小化は以下のように表現できます。</p>
<p><img src="https://latex.codecogs.com/png.latex?%0A%5Csum_i%20%5Cpsi%5Cbigl(r_i(%5Cbeta)%5Cbigr)%20%5C;=%5C;%200%0A"></p>
<p>この時、<img src="https://latex.codecogs.com/png.latex?r_i(%5Cbeta)">は目的値とパラメータ <img src="https://latex.codecogs.com/png.latex?%5Cbeta"> による推定値との残差を表します。 具体的には、回帰の場合は <img src="https://latex.codecogs.com/png.latex?y_i%20-%20x_i%5E%5Ctop%20%5Cbeta"> が、PCAの場合は <img src="https://latex.codecogs.com/png.latex?%5C%7Cx_i%20-%20%5Cmu%20-%20W%20z_i%5C%7C"> が該当します。</p>
<p>また、上式は対して <img src="https://latex.codecogs.com/png.latex?w_i%20=%20%5Cfrac%7B%5Cpsi%5Cbigl(r_i(%5Cbeta)%5Cbigr)%7D%7B(r_i(%5Cbeta)%7D"> を導入すると</p>
<p><img src="https://latex.codecogs.com/png.latex?%0A%5Csum_i%20%5Cfrac%7B%5Cpsi%5Cbigl(r_i(%5Cbeta)%5Cbigr)%7D%7B(r_i(%5Cbeta)%7D%20r_i(%5Cbeta)%20%5C;=%5C;%20%20%5Csum_i%20w_i%20r_i(%5Cbeta)%20%20%5C;=%5C;%200%0A"></p>
<p>と記述することが可能です。これは、「重み付き最小二乗」の勾配条件と同等であることが解ります。</p>
</section>
<section id="m推定によるpcaの定式化" class="level2">
<h2 class="anchored" data-anchor-id="m推定によるpcaの定式化">M推定によるPCAの定式化</h2>
<p>通常のPCAでは、以下のように再構成誤差の二乗和を最小化します。</p>
<p><img src="https://latex.codecogs.com/png.latex?%0A%5Cmin_%7B%5Cmu,%5C,W,%5C,%5C%7Bz_i%5C%7D%7D%0A%5Cquad%0A%5Csum_%7Bi=1%7D%5EN%20%5C%7C%5C,x_i%20-%20%5Cmu%20-%20W%20z_i%5C%7C%5E2%0A"></p>
<p>これを、より一般的なロバスト損失に置き換えると、以下のように表現できます。</p>
<p><img src="https://latex.codecogs.com/png.latex?%0A%5Cmin_%7B%5Cmu,%5C,W,%5C,%5C%7Bz_i%5C%7D%7D%0A%5Cquad%0A%5Csum_%7Bi=1%7D%5EN%20%5Crho%20%5CBigl(%5C%7C%5C,x_i%20-%20%5Cmu%20-%20W%20z_i%5C%7C%5CBigr)%0A"></p>
<p>ロバスト損失 <img src="https://latex.codecogs.com/png.latex?%5Crho"> を用いることで、大きい残差 (外れ値) に対して損失が飽和します。 これにより、結果として外れ値の影響が二乗誤差よりも抑えられます。</p>
<p>今回は、このロバスト損失として <strong>Huber 損失</strong> を採用します。Huber 損失の定義は以下の通りです。</p>
<p><img src="https://latex.codecogs.com/png.latex?%0A%5Crho_%7B%5Cdelta%7D(r)%20%5C;=%5C;%0A%5Cbegin%7Bcases%7D%0A%5Cdisplaystyle%0A%5Cfrac%7B1%7D%7B2%7D%5C,r%5E2,%0A&amp;%20%5Cquad%20%7Cr%7C%20%5Cle%20%5Cdelta,%5C%5C%5B1em%5D%0A%5Cdisplaystyle%0A%5Cdelta%5C,%7Cr%7C%20%5C;-%5C;%5Cfrac%7B1%7D%7B2%7D%5C,%5Cdelta%5E2,%0A&amp;%20%5Cquad%20%7Cr%7C%20%3E%20%5Cdelta.%0A%5Cend%7Bcases%7D%0A"></p>
<p>以上のことから、Huber 損失は <img src="https://latex.codecogs.com/png.latex?%7Cr%7C"> が小さい領域では通常の二乗誤差に、<img src="https://latex.codecogs.com/png.latex?%7Cr%7C"> が十分大きい領域では絶対値誤差になります。</p>
</section>
<section id="irls-iteratively-reweighted-least-squares-によるm推定の実現" class="level2">
<h2 class="anchored" data-anchor-id="irls-iteratively-reweighted-least-squares-によるm推定の実現">IRLS (Iteratively Reweighted Least Squares) によるM推定の実現</h2>
<p>ロバスト損失を含む問題は、解を直接求めることが難しい場合が多いです。 今回も解を直接求めることが困難であるため、以下のような <strong>反復法 (IRLS)</strong> を使用します。</p>
<ol type="1">
<li>現在の推定値 (例: <img src="https://latex.codecogs.com/png.latex?%5Cmu%5E%7B(k)%7D,%20W%5E%7B(k)%7D,%20z_i%5E%7B(k)%7D">) で各サンプルの残差を計算する<br>
</li>
<li>ロバスト損失の微分 <img src="https://latex.codecogs.com/png.latex?%5Cpsi(r)"> に基づき、重み <img src="https://latex.codecogs.com/png.latex?w_i%20=%20%5Cdfrac%7B%5Cpsi(r_i)%7D%7B%5C,r_i%5C,%7D"> を計算する</li>
<li>「重み付き最小二乗問題」として<br>
<img src="https://latex.codecogs.com/png.latex?%0A%20%20%5Csum_%7Bi=1%7D%5EN%0A%20%20w_i%20%5C,%5Cbigl%5C%7C%5C,x_i%20-%20%5Cmu%20-%20W%20z_i%5Cbigr%5C%7C%5E2%0A"> を最小化する</li>
<li>解が得られたら再び残差を計算し、1. から 3. を繰り返す</li>
</ol>
<p>以下にHuber損失を採用した際の重み <img src="https://latex.codecogs.com/png.latex?w_i"> について具体例を示します。 まず、Huber損失 <img src="https://latex.codecogs.com/png.latex?%5Crho_%7B%5Cdelta%7D(r)"> の微分 <img src="https://latex.codecogs.com/png.latex?%5Cpsi_%7B%5Cdelta%7D(r)"> は以下のように記述されます。</p>
<p><img src="https://latex.codecogs.com/png.latex?%0A%5Cpsi_%7B%5Cdelta%7D(r)%0A%5C;=%5C;%0A%5Cbegin%7Bcases%7D%0Ar,%20&amp;%20%5Cquad%20%7Cr%7C%20%5Cle%20%5Cdelta,%5C%5C%5B0.5em%5D%0A%5Cdelta%20%5C,%5Cmathrm%7Bsign%7D(r),%20&amp;%20%5Cquad%20%7Cr%7C%20%3E%20%5Cdelta.%0A%5Cend%7Bcases%7D%0A"></p>
<p>したがって、重み <img src="https://latex.codecogs.com/png.latex?w_i"> は</p>
<p><img src="https://latex.codecogs.com/png.latex?%0Aw_i(r_i)%0A%5C;=%5C;%0A%5Cbegin%7Bcases%7D%0A%5Cdisplaystyle%0A%5Cfrac%7Br_i%7D%7Br_i%7D%20%5C;=%5C;%201,%20&amp;%20%5Cquad%20%7Cr_i%7C%5Cle%20%5Cdelta,%5C%5C%5B1em%5D%0A%5Cdisplaystyle%0A%5Cfrac%7B%5Cdelta%5C,%5Cmathrm%7Bsign%7D(r_i)%7D%7Br_i%7D%20%5C;=%5C;%5Cfrac%7B%5Cdelta%7D%7B%5C,%7Cr_i%7C%5C,%7D,%0A&amp;%20%5Cquad%20%7Cr_i%7C%20%3E%20%5Cdelta,%0A%5Cend%7Bcases%7D%0A"></p>
<p>となります。これは、残差の絶対値が <img src="https://latex.codecogs.com/png.latex?%5Cdelta"> 以下なら <img src="https://latex.codecogs.com/png.latex?1"> に、<img src="https://latex.codecogs.com/png.latex?%5Cdelta"> より大きい場合は <img src="https://latex.codecogs.com/png.latex?%5Cdelta%20/%20%7Cr_i%7C"> になります。これにより、外れ値は重みが極端に小さくなり影響が抑制されます。</p>
</section>
<section id="pythonによる実装" class="level2">
<h2 class="anchored" data-anchor-id="pythonによる実装">Pythonによる実装</h2>
<p>ここではノイズを含む2次元データに対して前述のロバストPCAを適用し、主成分を推定します。</p>
<section id="データ生成" class="level3">
<h3 class="anchored" data-anchor-id="データ生成">データ生成</h3>
<p>実験に用いるデータは以下のように生成しました。</p>
<div id="d64755d4" class="cell" data-execution_count="2">
<div class="sourceCode cell-code" id="cb1" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb1-1"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> numpy <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">as</span> np</span>
<span id="cb1-2"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> matplotlib.pyplot <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">as</span> plt</span>
<span id="cb1-3"></span>
<span id="cb1-4"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> numpy <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">as</span> np</span>
<span id="cb1-5"></span>
<span id="cb1-6"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">def</span> make_cov_matrix(theta_deg<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">30</span>, lambda1<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">4.0</span>, lambda2<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1.0</span>):</span>
<span id="cb1-7">    theta <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.radians(theta_deg)</span>
<span id="cb1-8">    c <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.cos(theta)</span>
<span id="cb1-9">    s <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.sin(theta)</span>
<span id="cb1-10">    R <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.array([[c, <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span>s],</span>
<span id="cb1-11">                  [s,  c]])</span>
<span id="cb1-12">    D <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.diag([lambda1, lambda2])</span>
<span id="cb1-13">    Sigma <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> R <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">@</span> D <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">@</span> R.T <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># Σ = R D R^T</span></span>
<span id="cb1-14">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> Sigma</span>
<span id="cb1-15"></span>
<span id="cb1-16"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">def</span> generate_2d_gaussian_with_outliers(n<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">100</span>, outlier_ratio<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.15</span>, random_seed<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">42</span>):</span>
<span id="cb1-17">    np.random.seed(random_seed)</span>
<span id="cb1-18">    </span>
<span id="cb1-19">    mu <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.array([<span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">2.0</span>, <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1.0</span>])</span>
<span id="cb1-20">    Sigma <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> make_cov_matrix(theta_deg<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">30</span>, lambda1<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">6.5</span>, lambda2<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1.0</span>)</span>
<span id="cb1-21"></span>
<span id="cb1-22">    X <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.random.multivariate_normal(mean<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>mu, cov<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>Sigma, size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>n)</span>
<span id="cb1-23"></span>
<span id="cb1-24">    num_outliers <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">int</span>(n <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> outlier_ratio)</span>
<span id="cb1-25">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> num_outliers <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>:</span>
<span id="cb1-26">        idx_out <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.random.choice(n, size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>num_outliers, replace<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">False</span>)</span>
<span id="cb1-27">        X[idx_out] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> np.random.uniform(<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">15</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">15</span>, size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>(num_outliers, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span>))</span>
<span id="cb1-28"></span>
<span id="cb1-29">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> X</span>
<span id="cb1-30"></span>
<span id="cb1-31">X_data <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> generate_2d_gaussian_with_outliers(n<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">200</span>, outlier_ratio<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.15</span>, random_seed<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">42</span>)</span>
<span id="cb1-32">plt.scatter(X_data[:,<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>], X_data[:,<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>], alpha<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.6</span>)</span>
<span id="cb1-33">plt.title(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"2D Gaussian (rotated cov) + Outliers"</span>)</span>
<span id="cb1-34">plt.axis(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"equal"</span>)</span>
<span id="cb1-35">plt.show()</span></code></pre></div>
</div>
</section>
<section id="ロバストpca" class="level3">
<h3 class="anchored" data-anchor-id="ロバストpca">ロバストPCA</h3>
<p>通常のPCAによる推定結果を初期値とし、IRLSを適用します。</p>
<div id="87713025" class="cell" data-execution_count="3">
<div class="sourceCode cell-code" id="cb2" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb2-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">def</span> huber_loss_deriv(r, delta<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1.0</span>):</span>
<span id="cb2-2">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> np.where(np.<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">abs</span>(r) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;=</span> delta, r, delta <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> np.sign(r))</span>
<span id="cb2-3"></span>
<span id="cb2-4"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">def</span> robust_pca_1d(</span>
<span id="cb2-5">    X,</span>
<span id="cb2-6">    max_iter<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">20</span>,</span>
<span id="cb2-7">    delta<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1.0</span>,</span>
<span id="cb2-8">    tol<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1e-5</span></span>
<span id="cb2-9">):</span>
<span id="cb2-10">    n, d <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> X.shape</span>
<span id="cb2-11">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">assert</span> d <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">==</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span>, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"This function is for 2D data only."</span></span>
<span id="cb2-12"></span>
<span id="cb2-13">    <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># 初期値の推定</span></span>
<span id="cb2-14">    mu <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.mean(X, axis<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>)</span>
<span id="cb2-15">    X_centered <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> X <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> mu</span>
<span id="cb2-16">    cov_init <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> (X_centered.T <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">@</span> X_centered) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> n</span>
<span id="cb2-17">    eigvals, eigvecs <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.linalg.eig(cov_init)</span>
<span id="cb2-18">    v <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> eigvecs[:, np.argmax(eigvals)]</span>
<span id="cb2-19">    v <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> v <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> np.linalg.norm(v)</span>
<span id="cb2-20"></span>
<span id="cb2-21">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> iter_id <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">in</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">range</span>(max_iter):</span>
<span id="cb2-22">        <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># (1) 残差: ri = ||(I - v v^T)(x_i - mu)||</span></span>
<span id="cb2-23">        r_list <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> []</span>
<span id="cb2-24">        <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> i <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">in</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">range</span>(n):</span>
<span id="cb2-25">            diff <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> X[i] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> mu</span>
<span id="cb2-26">            orth <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> diff <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> (diff <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">@</span> v)<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span>v</span>
<span id="cb2-27">            r_list.append(np.linalg.norm(orth))</span>
<span id="cb2-28">        r_arr <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.array(r_list)</span>
<span id="cb2-29"></span>
<span id="cb2-30">        <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># (2) Huber損失勾配 ψ(r_i) で重みを計算</span></span>
<span id="cb2-31">        psi_r <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> huber_loss_deriv(r_arr, delta<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>delta)</span>
<span id="cb2-32">        w <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> psi_r <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> (r_arr <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1e-9</span>)</span>
<span id="cb2-33"></span>
<span id="cb2-34">        <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># (3) 重み付き平均 mu_new</span></span>
<span id="cb2-35">        W_sum <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">sum</span>(w)</span>
<span id="cb2-36">        mu_new <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> (w.reshape(<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>,<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> X).<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">sum</span>(axis<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> (W_sum <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1e-9</span>)</span>
<span id="cb2-37"></span>
<span id="cb2-38">        <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># (4) 重み付き共分散行列を作って最大固有値ベクトルを得る</span></span>
<span id="cb2-39">        X_shifted <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> X <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> mu_new</span>
<span id="cb2-40">        sqrt_w <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.sqrt(w)</span>
<span id="cb2-41">        X_w <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> X_shifted <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> sqrt_w.reshape(<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>,<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>)</span>
<span id="cb2-42">        S <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> (X_w.T <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">@</span> X_w) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> (np.<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">sum</span>(w) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1e-9</span>)</span>
<span id="cb2-43"></span>
<span id="cb2-44">        eigvals_w, eigvecs_w <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.linalg.eig(S)</span>
<span id="cb2-45">        v_new <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> eigvecs_w[:, np.argmax(eigvals_w)]</span>
<span id="cb2-46">        v_new <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> v_new <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> np.linalg.norm(v_new)</span>
<span id="cb2-47"></span>
<span id="cb2-48">        <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># --- 収束判定 ---</span></span>
<span id="cb2-49">        delta_mu <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.linalg.norm(mu_new <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> mu)</span>
<span id="cb2-50">        delta_v  <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.linalg.norm(v_new <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> v)</span>
<span id="cb2-51">        mu <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> mu_new</span>
<span id="cb2-52">        v  <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> v_new</span>
<span id="cb2-53">        <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> delta_mu <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> tol <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">and</span> delta_v <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> tol:</span>
<span id="cb2-54">            <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">break</span></span>
<span id="cb2-55">    </span>
<span id="cb2-56">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> mu, v</span>
<span id="cb2-57"></span>
<span id="cb2-58"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">def</span> normal_pca_1d(</span>
<span id="cb2-59">    X,</span>
<span id="cb2-60">    max_iter<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">20</span>,</span>
<span id="cb2-61">    delta<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1.0</span>,</span>
<span id="cb2-62">    tol<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1e-5</span></span>
<span id="cb2-63">):</span>
<span id="cb2-64">    mu <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> X_data.mean(axis<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>)</span>
<span id="cb2-65">    Xc <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> X_data <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> mu</span>
<span id="cb2-66">    cov_ <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> (Xc.T <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">@</span> Xc) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> Xc.shape[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>]</span>
<span id="cb2-67">    eigvals_, eigvecs_ <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.linalg.eig(cov_)</span>
<span id="cb2-68">    v <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> eigvecs_[:, np.argmax(eigvals_)]</span>
<span id="cb2-69">    v <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> v <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> np.linalg.norm(v)</span>
<span id="cb2-70"></span>
<span id="cb2-71">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> mu, v</span></code></pre></div>
</div>
</section>
<section id="実行結果確認" class="level3">
<h3 class="anchored" data-anchor-id="実行結果確認">実行結果確認</h3>
<p>サンプル数を <img src="https://latex.codecogs.com/png.latex?200">、その内 <img src="https://latex.codecogs.com/png.latex?15%5C%25"> を外れ値としました。以下の結果から、ロバストPCAの方が良い結果を推定できていることが確認できます。</p>
<div id="5f4104fb" class="cell" data-execution_count="4">
<div class="sourceCode cell-code" id="cb3" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb3-1">X_data <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> generate_2d_gaussian_with_outliers(n<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">200</span>, outlier_ratio<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.15</span>, random_seed<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">42</span>)</span>
<span id="cb3-2"></span>
<span id="cb3-3">mu_robust, v_robust <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> robust_pca_1d(X_data, max_iter<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">50</span>, delta<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">2.0</span>, tol<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1e-6</span>)</span>
<span id="cb3-4">mu_normal, v_normal  <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> normal_pca_1d(X_data)</span>
<span id="cb3-5"></span>
<span id="cb3-6"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">print</span>(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Robust PCA:"</span>)</span>
<span id="cb3-7"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">print</span>(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"  mu ="</span>, mu_robust)</span>
<span id="cb3-8"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">print</span>(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"  v  ="</span>, v_robust)</span>
<span id="cb3-9"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">print</span>(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Normal PCA:"</span>)</span>
<span id="cb3-10"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">print</span>(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"  mu ="</span>, mu_normal)</span>
<span id="cb3-11"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">print</span>(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"  v  ="</span>, v_normal)</span>
<span id="cb3-12"></span>
<span id="cb3-13">plt.scatter(X_data[:,<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>], X_data[:,<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>], alpha<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.6</span>, label<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"data"</span>)</span>
<span id="cb3-14"></span>
<span id="cb3-15"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">def</span> plot_vector(mu, v, color, label):</span>
<span id="cb3-16">    t <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.linspace(<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">20</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">20</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">200</span>)</span>
<span id="cb3-17">    line <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> mu[<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">None</span>,:] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> t[:,<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">None</span>]<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span>v[<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">None</span>,:]</span>
<span id="cb3-18">    plt.plot(line[:,<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>], line[:,<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>], color<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>color, label<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>label, linewidth<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span>)</span>
<span id="cb3-19"></span>
<span id="cb3-20">plot_vector(mu_robust, v_robust, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"red"</span>, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"robust PCA"</span>)</span>
<span id="cb3-21">plot_vector(mu_normal, v_normal, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"blue"</span>, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"normal PCA"</span>)</span>
<span id="cb3-22"></span>
<span id="cb3-23">plt.axis(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"equal"</span>)</span>
<span id="cb3-24">plt.legend()</span>
<span id="cb3-25">plt.title(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Robust PCA vs Normal PCA (with convergence check)"</span>)</span>
<span id="cb3-26">plt.show()</span></code></pre></div>
<div class="cell-output cell-output-stdout">
<pre><code>Robust PCA:
  mu = [ 1.79561083 -1.00272666]
  v  = [0.88451553 0.46651075]
Normal PCA:
  mu = [ 1.51322481 -0.85757259]
  v  = [0.9802391  0.19781633]</code></pre>
</div>
<div class="cell-output cell-output-display">
<div>
<figure class="figure">
<p><img src="https://lab.ar90n.net/posts/2025-03-16-memo-about-robust-estimation_files/figure-html/cell-4-output-2.png" width="577" height="431" class="figure-img"></p>
</figure>
</div>
</div>
</div>
</section>
</section>
<section id="参考" class="level2">
<h2 class="anchored" data-anchor-id="参考">参考</h2>
<div id="refs" class="references csl-bib-body" data-entry-spacing="0">
<div id="ref-藤澤洋徳2017-07-31" class="csl-entry">
<div class="csl-left-margin">[1] </div><div class="csl-right-inline">藤澤洋徳. 2017. <em><a href="https://lead.to/amazon/jp/?op=bt&amp;la=ja&amp;key=B0749G4NPS">ロバスト統計：外れ値への対処の仕方 ＩＳＭシリーズ：進化する統計数理</a></em>. 近代科学社.</div>
</div>
</div>


</section>

 ]]></description>
  <category>Python</category>
  <category>機械学習</category>
  <guid>https://lab.ar90n.net/posts/2025-03-16-memo-about-robust-estimation.html</guid>
  <pubDate>Sun, 16 Mar 2025 00:00:00 GMT</pubDate>
</item>
<item>
  <title>devcontainersでCUDA環境を整える</title>
  <link>https://lab.ar90n.net/posts/2023-09-30-devcontainer-nvidia-cuda.html</link>
  <description><![CDATA[ 




<section id="はじめに" class="level2">
<h2 class="anchored" data-anchor-id="はじめに">はじめに</h2>
<p>devcontainersのFeaturesを使用していい感じにCUDA開発環境を整えることができたので、そのメモです。</p>
</section>
<section id="やったこと" class="level2">
<h2 class="anchored" data-anchor-id="やったこと">やったこと</h2>
<ul>
<li>CUDA開発環境を一式導入する<code>devcontainer.json</code>を作成</li>
<li>Visual Studio CodeでPython + Poetry + CUDAな環境を手軽に作成</li>
</ul>
</section>
<section id="devcontainer.jsonを用いたcuda開発環境の設定" class="level2">
<h2 class="anchored" data-anchor-id="devcontainer.jsonを用いたcuda開発環境の設定"><code>devcontainer.json</code>を用いたCUDA開発環境の設定</h2>
<p>devcontainersのFeaturesを利用すると、事前に準備されている各種機能を手軽に開発用コンテナに導入することができます。ここでは、 <a href="https://github.com/devcontainers/features/tree/main/src/nvidia-cuda">ghcr.io/devcontainers/features/nvidia-cuda</a> を使用して、CUDAを開発用コンテナに導入します。</p>
<p>今回作成した<code>devcontainer.json</code>を以下に示します。以下の設定では、PythonのベースイメージにCUDA開発環境を導入しています。この際、cuDNNの開発環境とCUDA Toolkitを追加で導入しています。</p>
<p>また、CUDAのバージョンは12.2を、cuDNNのバージョンは8.9.5.29をそれぞれ指定しています。<code>runArgs</code>にはコンテナ内部からGPUを使用するため、<code>--gpus all</code>オプションを指定しています。<code>remoteEnv</code>には<code>nvcc</code>を実行するためのパスを追加しています。</p>
<div class="sourceCode" id="cb1" style="background: #f1f3f5;"><pre class="sourceCode json code-with-copy"><code class="sourceCode json"><span id="cb1-1"><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-2">    <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">"name"</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"python3"</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">,</span></span>
<span id="cb1-3">    <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">"image"</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"mcr.microsoft.com/devcontainers/python:3.10"</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">,</span></span>
<span id="cb1-4">    <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">"features"</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">:</span> <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-5">            <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">"ghcr.io/devcontainers/features/nvidia-cuda:1"</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">:</span> <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-6">                <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">"installCudnnDev"</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">:</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">true</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">,</span></span>
<span id="cb1-7">                <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">"installToolkit"</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">:</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">true</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">,</span></span>
<span id="cb1-8">                <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">"cudaVersion"</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"12.2"</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">,</span></span>
<span id="cb1-9">                <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">"cudnnVersion"</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"8.9.5.29"</span></span>
<span id="cb1-10">            <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb1-11">    <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">},</span></span>
<span id="cb1-12">    <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">"runArgs"</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">:</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">[</span></span>
<span id="cb1-13">        <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"--gpus"</span><span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">,</span></span>
<span id="cb1-14">        <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"all"</span></span>
<span id="cb1-15">    <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">]</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">,</span></span>
<span id="cb1-16">    <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">"hostRequirements"</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">:</span> <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-17">        <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">"gpu"</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"optional"</span></span>
<span id="cb1-18">    <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">},</span></span>
<span id="cb1-19">    <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">"remoteEnv"</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">:</span> <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-20">        <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">"PATH"</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"${containerEnv:PATH}:/usr/local/cuda/bin"</span></span>
<span id="cb1-21">    <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">},</span></span>
<span id="cb1-22">    <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">"remoteUser"</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"root"</span></span>
<span id="cb1-23"><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>
<p>実際に<code>devcontainer cli</code>を使用してコンテナを起動していみます。</p>
<div class="sourceCode" id="cb2" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb2-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> find .</span>
<span id="cb2-2"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">.</span></span>
<span id="cb2-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">./.devcontainer</span></span>
<span id="cb2-4"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">./.devcontainer/devcontainer.json</span></span>
<span id="cb2-5"></span>
<span id="cb2-6"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> devcontainer up <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--workspace-folder</span> .</span>
<span id="cb2-7"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">[1</span> ms] @devcontainers/cli 0.51.3. Node.js v16.20.0. linux 6.2.0-33-generic x64.</span>
<span id="cb2-8"><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">{</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"outcome"</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">:</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"success"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"containerId"</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">:</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"1619d2fb2382a658276da2775602097b69c1157a65938485089f8ffa2c643e3e"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"remoteUser"</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">:</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"root"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"remoteWorkspaceFolder"</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">:</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"/workspaces/lab/sandbox/nvidia_cuda_devcontainer"</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb2-9"></span>
<span id="cb2-10"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> devcontainer exec  <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--workspace-folder</span> .  nvidia-smi</span>
<span id="cb2-11"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Sat</span> Sep 30 12:57:23 2023</span>
<span id="cb2-12"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">+-----------------------------------------------------------------------------+</span></span>
<span id="cb2-13"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">NVIDIA-SMI</span> 525.125.06   Driver Version: 525.125.06   CUDA Version: 12.0     <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb2-14"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">-------------------------------+----------------------+----------------------+</span></span>
<span id="cb2-15"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">GPU</span>  Name        Persistence-M<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Bus-Id</span>        Disp.A <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Volatile</span> Uncorr. ECC <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb2-16"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Fan</span>  Temp  Perf  Pwr:Usage/Cap<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>         <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Memory-Usage</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">GPU-Util</span>  Compute M. <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb2-17"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>                               <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>                      <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>               <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">MIG</span> M. <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb2-18"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">===============================+======================+======================</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb2-19"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">0</span>  NVIDIA GeForce ...  Off  <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">00000000:06:00.0</span> Off <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>                  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">N/A</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb2-20"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">40%</span>   29C    P8    N/A /  75W <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>      <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">1MiB</span> /  4096MiB <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>      <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">0%</span>      Default <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb2-21"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>                               <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>                      <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>                  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">N/A</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb2-22"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">+-------------------------------+----------------------+----------------------+</span></span>
<span id="cb2-23"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">1</span>  NVIDIA GeForce ...  Off  <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">00000000:0A:00.0</span> Off <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>                  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">N/A</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb2-24"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">0%</span>   34C    P8    14W / 170W <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>      <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">1MiB</span> / 12288MiB <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>      <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">0%</span>      Default <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb2-25"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>                               <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>                      <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>                  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">N/A</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb2-26"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">+-------------------------------+----------------------+----------------------+</span></span>
<span id="cb2-27"></span>
<span id="cb2-28"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">+-----------------------------------------------------------------------------+</span></span>
<span id="cb2-29"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Processes:</span>                                                                  <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb2-30"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">GPU</span>   GI   CI        PID   Type   Process name                  GPU Memory <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb2-31"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>        <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">ID</span>   ID                                                   Usage      <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb2-32"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">=============================================================================</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb2-33"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">No</span> running processes found                                                 <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb2-34"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">+-----------------------------------------------------------------------------+</span></span></code></pre></div>
<p><code>nvidia-smi</code>が適切に動作していることが確認できます。</p>
</section>
<section id="visual-studio-codeを用いたpython-poetry-cudaな環境の構築" class="level2">
<h2 class="anchored" data-anchor-id="visual-studio-codeを用いたpython-poetry-cudaな環境の構築">Visual Studio Codeを用いたPython + Poetry + CUDAな環境の構築</h2>
<p><code>devcontainer cli</code>を使用した方法も十分便利なのですが、Visual Studio Codeから利用するとさらに捗るので、こちらの方法も紹介します。</p>
<p>まず、コマンドパレットより<code>Dev Containers: Open Folder in Container ...</code>を選択して作業フォルダを入力します。</p>
<p><img src="https://lab.ar90n.net/assets/img/2023-09-30-devcontainer-nvidia-cuda/sc0.jpg" class="img-fluid"></p>
<p>次にベースとなる環境として<code>python with poetry</code>を選択します。</p>
<p><img src="https://lab.ar90n.net/assets/img/2023-09-30-devcontainer-nvidia-cuda/sc2.jpg" class="img-fluid"></p>
<p>そして、使用するPythonのバージョンと</p>
<p><img src="https://lab.ar90n.net/assets/img/2023-09-30-devcontainer-nvidia-cuda/sc3.jpg" class="img-fluid"></p>
<p>ホストOSのバージョンを指定します。</p>
<p><img src="https://lab.ar90n.net/assets/img/2023-09-30-devcontainer-nvidia-cuda/sc4.jpg" class="img-fluid"></p>
<p>次に使用するFeatureを選択します。ここでは、<code>NVIDIA CUDA</code>を選択します。</p>
<p><img src="https://lab.ar90n.net/assets/img/2023-09-30-devcontainer-nvidia-cuda/sc5.jpg" class="img-fluid"></p>
<p>今回は<code>cuDNN</code>と<code>CUDA Toolkit</code>を追加で導入するため、<code>Configure Options</code>を選択します。</p>
<p><img src="https://lab.ar90n.net/assets/img/2023-09-30-devcontainer-nvidia-cuda/sc6.jpg" class="img-fluid"></p>
<p>オプションとして、<code>installCudnnDev</code>と<code>installToolkit</code>を選択します。</p>
<p><img src="https://lab.ar90n.net/assets/img/2023-09-30-devcontainer-nvidia-cuda/sc7.jpg" class="img-fluid"></p>
<p>そして、CUDAのバージョンを指定します。今回は<code>12.2</code>を選択しました。</p>
<p><img src="https://lab.ar90n.net/assets/img/2023-09-30-devcontainer-nvidia-cuda/sc8.jpg" class="img-fluid"></p>
<p>同様に<code>cuDNN</code>のバージョンも指定します。今回は<code>8.9.5.29</code>を選択しました。</p>
<p><img src="https://lab.ar90n.net/assets/img/2023-09-30-devcontainer-nvidia-cuda/sc9.jpg" class="img-fluid"></p>
<p>以上の操作を完了すると、実際にコンテナイメージの作成が始まります。 しばらく時間がかかりますが、イメージ作成が完了すると以下のようにコンテナが起動します。</p>
<p><img src="https://lab.ar90n.net/assets/img/2023-09-30-devcontainer-nvidia-cuda/sc10.jpg" class="img-fluid"></p>
<p>作成された<code>devcontainer.json</code>を以下に示します。</p>
<div class="sourceCode" id="cb3" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb3-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">{</span></span>
<span id="cb3-2">        <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"name"</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"poetry3-poetry-pyenv"</span>,</span>
<span id="cb3-3">        <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"build"</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">:</span> {</span>
<span id="cb3-4">                <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"dockerfile"</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Dockerfile"</span></span>
<span id="cb3-5">        <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">},</span></span>
<span id="cb3-6"></span>
<span id="cb3-7">        <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">//</span> 👇 Features to add to the Dev Container. More info: https://containers.dev/implementors/features.</span>
<span id="cb3-8">        <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">//</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"features"</span>: {},</span>
<span id="cb3-9"></span>
<span id="cb3-10">        <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">//</span> 👇 Use <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'forwardPorts'</span> to make a list of ports inside the container available locally.</span>
<span id="cb3-11">        <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">//</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"forwardPorts"</span>: [],</span>
<span id="cb3-12"></span>
<span id="cb3-13">        <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">//</span> 👇 Use <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'postCreateCommand'</span> to run commands after the container is created.</span>
<span id="cb3-14">        <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">//</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"postCreateCommand"</span>: <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">""</span>,</span>
<span id="cb3-15"></span>
<span id="cb3-16">        <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">//</span> 👇 Configure tool-specific properties.</span>
<span id="cb3-17">        <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"customizations"</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">:</span> {</span>
<span id="cb3-18">        <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"vscode"</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">:</span> {</span>
<span id="cb3-19">            <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"extensions"</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">:[</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"ms-python.python"</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">,</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"njpwerner.autodocstring"</span>]</span>
<span id="cb3-20">            <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">}</span></span>
<span id="cb3-21">                <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">}</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">,</span></span>
<span id="cb3-22">                <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"features"</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">:</span> {</span>
<span id="cb3-23">                        <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"ghcr.io/devcontainers/features/nvidia-cuda:1"</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">:</span> {</span>
<span id="cb3-24">                                <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"installCudnnDev"</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">:</span> true,</span>
<span id="cb3-25">                                <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"installToolkit"</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">:</span> true,</span>
<span id="cb3-26">                                <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"cudaVersion"</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"12.2"</span>,</span>
<span id="cb3-27">                                <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"cudnnVersion"</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"8.9.5.29"</span></span>
<span id="cb3-28">                        <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb3-29">                <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb3-30"></span>
<span id="cb3-31">        <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">//</span> 👇 Uncomment to connect as root instead. More info: https://aka.ms/dev-containers-non-root.</span>
<span id="cb3-32">        <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">//</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"remoteUser"</span>: <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"root"</span></span>
<span id="cb3-33"><span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>
<p>このままでは設定が不十分であるため、コンテナ内からGPUを使用することはできません。そこで以下のように修正します。 以下の設定では、<code>remoteUser</code>を<code>root</code>としていますが、これは私の環境では必要なため設定しています。従いまして、必須というわけではありません。</p>
<div class="sourceCode" id="cb4" style="background: #f1f3f5;"><pre class="sourceCode diff code-with-copy"><code class="sourceCode diff"><span id="cb4-1"><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">29,30c29,36</span></span>
<span id="cb4-2"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">&lt;               }</span></span>
<span id="cb4-3"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">&lt;</span></span>
<span id="cb4-4"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">---</span></span>
<span id="cb4-5"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">&gt;               },</span></span>
<span id="cb4-6"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">&gt;       "runArgs": [</span></span>
<span id="cb4-7"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">&gt;               "--gpus",</span></span>
<span id="cb4-8"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">&gt;               "all"</span></span>
<span id="cb4-9"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">&gt;       ],</span></span>
<span id="cb4-10"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">&gt;       "remoteEnv": {</span></span>
<span id="cb4-11"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">&gt;               "PATH": "${containerEnv:PATH}:/usr/local/cuda/bin"</span></span>
<span id="cb4-12"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">&gt;       },</span></span>
<span id="cb4-13"><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">32c38</span></span>
<span id="cb4-14"><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">&lt;       // "remoteUser": "root"</span></span>
<span id="cb4-15"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">---</span></span>
<span id="cb4-16"><span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">&gt;       "remoteUser": "root"</span></span></code></pre></div>
<p>その後、再度コンテナ作り直す（Rebuild…を実行）とGPUがコンテナ内から利用可能になっています。 この、コンテナ再作成は本来は必要無い気がするので、コンテナを立ち上げ直すだけでも十分だった気がします。</p>
<p>実際にPyTorchを使ってmnistを学習してみると以下のような感じになりました。今更ですが、PyTorchでの運用を考えるとCUDAのバージョンは11.8にしておくのが良かったかもしれません。</p>
<div class="sourceCode" id="cb5" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb5-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> poetry init <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-q</span></span>
<span id="cb5-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> poetry source add torch_cu118 <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--priority</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>explicit https://download.pytorch.org/whl/cu118</span>
<span id="cb5-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Adding</span> source with name torch_cu118.</span>
<span id="cb5-4"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> poetry add torch torchvision <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--source</span> torch_cu118</span>
<span id="cb5-5"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Creating</span> virtualenv nvidia-cuda-demo-4E4T6yr2-py3.10 in /root/.cache/pypoetry/virtualenvs</span>
<span id="cb5-6"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Using</span> version ^2.0.1+cu118 for torch</span>
<span id="cb5-7"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Using</span> version ^0.15.2+cu118 for torchvision</span>
<span id="cb5-8"></span>
<span id="cb5-9"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Updating</span> dependencies</span>
<span id="cb5-10"></span>
<span id="cb5-11"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">...</span></span>
<span id="cb5-12"></span>
<span id="cb5-13"></span>
<span id="cb5-14">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">•</span> Installing numpy <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">1.25.2</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">)</span></span>
<span id="cb5-15">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">•</span> Installing pillow <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">10.0.1</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">)</span></span>
<span id="cb5-16">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">•</span> Installing requests <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">2.31.0</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">)</span></span>
<span id="cb5-17">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">•</span> Installing torch <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">2.0.1+cu118</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">)</span></span>
<span id="cb5-18">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">•</span> Installing torchvision <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">0.15.2+cu118</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">)</span></span>
<span id="cb5-19"></span>
<span id="cb5-20"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Writing</span> lock file</span>
<span id="cb5-21"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> curl <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-L</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-O</span> https://raw.githubusercontent.com/pytorch/examples/main/mnist/main.py</span>
<span id="cb5-22">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">%</span> Total    % Received % Xferd  Average Speed   Time    Time     Time  Current</span>
<span id="cb5-23">                                 <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Dload</span>  Upload   Total   Spent    Left  Speed</span>
<span id="cb5-24"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">100</span>  5644  100  5644    0     0  14481      0 <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--:--:--</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--:--:--</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">--:--:--</span> 14471</span>
<span id="cb5-25"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> poetry run python main.py</span>
<span id="cb5-26"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Downloading</span> http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz</span>
<span id="cb5-27"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Downloading</span> http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to ../data/MNIST/raw/train-images-idx3-ubyte.gz</span>
<span id="cb5-28"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">100.0%</span></span>
<span id="cb5-29"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Extracting</span> ../data/MNIST/raw/train-images-idx3-ubyte.gz to ../data/MNIST/raw</span>
<span id="cb5-30"></span>
<span id="cb5-31"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">...</span></span>
<span id="cb5-32"></span>
<span id="cb5-33"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Train</span> Epoch: 14 [58240/60000 <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">97%</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">)</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">]</span>     Loss: 0.014492</span>
<span id="cb5-34"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Train</span> Epoch: 14 [58880/60000 <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">98%</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">)</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">]</span>     Loss: 0.004552</span>
<span id="cb5-35"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Train</span> Epoch: 14 [59520/60000 <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">99%</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">)</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">]</span>     Loss: 0.001017</span>
<span id="cb5-36"></span>
<span id="cb5-37"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Test</span> set: Average loss: 0.0252, Accuracy: 9924/10000 <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">99%</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">)</span></span></code></pre></div>
<p>この際、ホスト側から<code>nvidia-smi</code>を実行すると以下の様な結果が得られました。このことから、適切にGPUを使用した学習が行われていることが確認できます。</p>
<div class="sourceCode" id="cb6" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb6-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> nvidia-smi</span>
<span id="cb6-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Sat</span> Sep 30 13:57:07 2023</span>
<span id="cb6-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">+-----------------------------------------------------------------------------+</span></span>
<span id="cb6-4"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">NVIDIA-SMI</span> 525.125.06   Driver Version: 525.125.06   CUDA Version: 12.0     <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb6-5"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">-------------------------------+----------------------+----------------------+</span></span>
<span id="cb6-6"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">GPU</span>  Name        Persistence-M<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Bus-Id</span>        Disp.A <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Volatile</span> Uncorr. ECC <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb6-7"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Fan</span>  Temp  Perf  Pwr:Usage/Cap<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>         <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Memory-Usage</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">GPU-Util</span>  Compute M. <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb6-8"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>                               <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>                      <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>               <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">MIG</span> M. <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb6-9"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">===============================+======================+======================</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb6-10"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">0</span>  NVIDIA GeForce ...  Off  <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">00000000:06:00.0</span> Off <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>                  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">N/A</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb6-11"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">40%</span>   29C    P8    N/A /  75W <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>      <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">3MiB</span> /  4096MiB <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>      <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">0%</span>      Default <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb6-12"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>                               <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>                      <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>                  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">N/A</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb6-13"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">+-------------------------------+----------------------+----------------------+</span></span>
<span id="cb6-14"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">1</span>  NVIDIA GeForce ...  Off  <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">00000000:0A:00.0</span> Off <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>                  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">N/A</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb6-15"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">0%</span>   42C    P2    54W / 170W <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">1905MiB</span> / 12288MiB <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>     <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">24%</span>      Default <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb6-16"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>                               <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>                      <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>                  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">N/A</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb6-17"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">+-------------------------------+----------------------+----------------------+</span></span>
<span id="cb6-18"></span>
<span id="cb6-19"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">+-----------------------------------------------------------------------------+</span></span>
<span id="cb6-20"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Processes:</span>                                                                  <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb6-21"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">GPU</span>   GI   CI        PID   Type   Process name                  GPU Memory <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb6-22"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>        <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">ID</span>   ID                                                   Usage      <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb6-23"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">=============================================================================</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb6-24"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span>    <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">1</span>   N/A  N/A     77582      C   ...E4T6yr2-py3.10/bin/python     1902MiB <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span></span>
<span id="cb6-25"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">+-----------------------------------------------------------------------------+</span></span></code></pre></div>
<p>このようにVisual Studio CodeからはPython + Poetry + CUDAの環境を簡単に作成することができます。また、今回はCUDAの開発環境も合わせて導入しましたが、任意のバージョンのPythonを簡単に導入できるため、Python + Poetryだけでも十分便利だと思います。</p>


</section>

 ]]></description>
  <category>開発環境</category>
  <guid>https://lab.ar90n.net/posts/2023-09-30-devcontainer-nvidia-cuda.html</guid>
  <pubDate>Sat, 30 Sep 2023 00:00:00 GMT</pubDate>
  <media:content url="https://lab.ar90n.net/assets/img/common/devcontainers.png" medium="image" type="image/png" height="144" width="144"/>
</item>
<item>
  <title>Zigで多態性を表現する</title>
  <link>https://lab.ar90n.net/posts/2023-07-17-polymorphism-in-zig.html</link>
  <description><![CDATA[ 




<section id="unionenumによる方法" class="level2">
<h2 class="anchored" data-anchor-id="unionenumによる方法"><code>union(enum)</code>による方法</h2>
<p>実体を表現する構造体を<code>union(enum)</code>でまとめ、関数の呼び出しの際に自身を<code>switch</code>で分岐することで呼び出す関数を判別します。 この際<code>switch</code>の対象に<code>inline else</code>を指定することで記述を簡略化することができます。</p>
<p>以下に<code>union(enum)</code>による方法のサンプルを示します。</p>
<div class="sourceCode" id="cb1" style="background: #f1f3f5;"><pre class="sourceCode zig code-with-copy"><code class="sourceCode zig"><span id="cb1-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> std = <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@import</span>(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"std"</span>);</span>
<span id="cb1-2"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> stdout = std.io.getStdOut().writer();</span>
<span id="cb1-3"></span>
<span id="cb1-4"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Animal = <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">union</span>(<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">enum</span>) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-5">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Self = <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@This</span>();</span>
<span id="cb1-6">    dog: Dog,</span>
<span id="cb1-7">    cat: Cat,</span>
<span id="cb1-8"></span>
<span id="cb1-9">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> bark(self: Self) []<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-10">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">switch</span> (self) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-11">            <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">inline</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">else</span> =&gt; |n| n.bark(),</span>
<span id="cb1-12">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb1-13">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb1-14"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb1-15"></span>
<span id="cb1-16"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Dog = <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">struct</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-17">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Self = <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@This</span>();</span>
<span id="cb1-18"></span>
<span id="cb1-19">    buffer: [<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">64</span>]<span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span>,</span>
<span id="cb1-20">    len: <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">usize</span>,</span>
<span id="cb1-21"></span>
<span id="cb1-22">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> init(name: []<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span>) !Animal <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-23">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> dog = blk: <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-24">            <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">var</span> dog = Self<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-25">                .buffer = <span class="cn" style="color: #8f5902;
background-color: null;
font-style: inherit;">undefined</span>,</span>
<span id="cb1-26">                .len = <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>,</span>
<span id="cb1-27">            <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb1-28"></span>
<span id="cb1-29">            <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> s = <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">try</span> std.fmt.bufPrint(&amp;dog.buffer, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"{s} - {s}"</span>, .<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span> name, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"wan wan"</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>);</span>
<span id="cb1-30">            dog.len = s.len;</span>
<span id="cb1-31">            <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">break</span> :blk dog;</span>
<span id="cb1-32">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb1-33"></span>
<span id="cb1-34">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> .<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span> .dog = dog <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb1-35">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb1-36"></span>
<span id="cb1-37">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> bark(self: Self) []<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-38">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> self.buffer[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>..self.len];</span>
<span id="cb1-39">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb1-40"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb1-41"></span>
<span id="cb1-42"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Cat = <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">struct</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-43">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Self = <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@This</span>();</span>
<span id="cb1-44"></span>
<span id="cb1-45">    buffer: [<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">64</span>]<span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span>,</span>
<span id="cb1-46">    len: <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">usize</span>,</span>
<span id="cb1-47"></span>
<span id="cb1-48">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> init(name: []<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span>) !Animal <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-49">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> cat = blk: <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-50">            <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">var</span> cat = Self<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-51">                .buffer = <span class="cn" style="color: #8f5902;
background-color: null;
font-style: inherit;">undefined</span>,</span>
<span id="cb1-52">                .len = <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>,</span>
<span id="cb1-53">            <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb1-54"></span>
<span id="cb1-55">            <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> s = <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">try</span> std.fmt.bufPrint(&amp;cat.buffer, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"{s} - {s}"</span>, .<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span> name, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"nyan nyan"</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>);</span>
<span id="cb1-56">            cat.len = s.len;</span>
<span id="cb1-57">            <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">break</span> :blk cat;</span>
<span id="cb1-58">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb1-59"></span>
<span id="cb1-60">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> .<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span> .cat = cat <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb1-61">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb1-62"></span>
<span id="cb1-63">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> bark(self: Self) []<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-64">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> self.buffer[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>..self.len];</span>
<span id="cb1-65">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb1-66"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb1-67"></span>
<span id="cb1-68"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">test</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"tagged_union"</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-69">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> animals = [_]Animal<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-70">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">try</span> Dog.init(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"pochi"</span>),</span>
<span id="cb1-71">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">try</span> Cat.init(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"mike"</span>),</span>
<span id="cb1-72">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb1-73"></span>
<span id="cb1-74">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">try</span> std.testing.expectEqualStrings(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"pochi - wan wan"</span>, animals[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>].bark());</span>
<span id="cb1-75">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">try</span> std.testing.expectEqualStrings(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"mike - nyan nyan"</span>, animals[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>].bark());</span>
<span id="cb1-76"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>
<ol type="1">
<li>aaa</li>
</ol>
</section>
<section id="anyopaqueによる方法" class="level2">
<h2 class="anchored" data-anchor-id="anyopaqueによる方法"><code>*anyopaque</code>による方法</h2>
<p>抽象を表現する構造体で実体を表現する構造体を型情報を削除し<code>*anyopaque</code>でポインタを保持します。 関数呼び出し時に<code>*anyopaque</code>を実体を表現する型へのポインタにキャストすることで所望の処理を実行します。</p>
<p>以下に<code>*anyopaque</code>による方法のサンプルを示します。</p>
<div class="sourceCode" id="cb2" style="background: #f1f3f5;"><pre class="sourceCode zig code-with-copy"><code class="sourceCode zig"><span id="cb2-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> std = <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@import</span>(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"std"</span>);</span>
<span id="cb2-2"></span>
<span id="cb2-3"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Animal = <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">struct</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-4">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Self = <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@This</span>();</span>
<span id="cb2-5">    ptr: *<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> anyopaque,</span>
<span id="cb2-6">    barkFn: *<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> (self: *<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> anyopaque) []<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span>,</span>
<span id="cb2-7"></span>
<span id="cb2-8">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> bark(self: Self) []<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-9">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> self.barkFn(self.ptr);</span>
<span id="cb2-10">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb2-11"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb2-12"></span>
<span id="cb2-13"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Dog = <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">struct</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-14">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Self = <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@This</span>();</span>
<span id="cb2-15"></span>
<span id="cb2-16">    buffer: [<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">64</span>]<span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span>,</span>
<span id="cb2-17">    len: <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">usize</span>,</span>
<span id="cb2-18"></span>
<span id="cb2-19">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> init(name: []<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span>) !Dog <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-20">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> dog = blk: <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-21">            <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">var</span> dog = Self<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-22">                .buffer = <span class="cn" style="color: #8f5902;
background-color: null;
font-style: inherit;">undefined</span>,</span>
<span id="cb2-23">                .len = <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>,</span>
<span id="cb2-24">            <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb2-25"></span>
<span id="cb2-26">            <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> s = <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">try</span> std.fmt.bufPrint(&amp;dog.buffer, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"{s} - {s}"</span>, .<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span> name, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"wan wan"</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>);</span>
<span id="cb2-27">            dog.len = s.len;</span>
<span id="cb2-28">            <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">break</span> :blk dog;</span>
<span id="cb2-29">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb2-30"></span>
<span id="cb2-31">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> dog;</span>
<span id="cb2-32">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb2-33"></span>
<span id="cb2-34">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> interface(self: *<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Self) Animal <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-35">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> .<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-36">            .ptr = self,</span>
<span id="cb2-37">            .barkFn = Dog.bark,</span>
<span id="cb2-38">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb2-39">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb2-40"></span>
<span id="cb2-41">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> bark(ctx: *<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> anyopaque) []<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-42">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> self: *<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Self = <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@ptrCast</span>(<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@alignCast</span>(<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@constCast</span>(ctx)));</span>
<span id="cb2-43">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> self.buffer[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>..self.len];</span>
<span id="cb2-44">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb2-45"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb2-46"></span>
<span id="cb2-47"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Cat = <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">struct</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-48">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Self = <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@This</span>();</span>
<span id="cb2-49"></span>
<span id="cb2-50">    buffer: [<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">64</span>]<span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span>,</span>
<span id="cb2-51">    len: <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">usize</span>,</span>
<span id="cb2-52"></span>
<span id="cb2-53">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> init(name: []<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span>) !Cat <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-54">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> cat = blk: <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-55">            <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">var</span> cat = Self<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span> .buffer = <span class="cn" style="color: #8f5902;
background-color: null;
font-style: inherit;">undefined</span>, .len = <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb2-56"></span>
<span id="cb2-57">            <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> s = <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">try</span> std.fmt.bufPrint(&amp;cat.buffer, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"{s} - {s}"</span>, .<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span> name, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"nyan nyan"</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>);</span>
<span id="cb2-58">            cat.len = s.len;</span>
<span id="cb2-59">            <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">break</span> :blk cat;</span>
<span id="cb2-60">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb2-61"></span>
<span id="cb2-62">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> cat;</span>
<span id="cb2-63">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb2-64"></span>
<span id="cb2-65">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> interface(self: *<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Self) Animal <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-66">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> .<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-67">            .ptr = self,</span>
<span id="cb2-68">            .barkFn = Cat.bark,</span>
<span id="cb2-69">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb2-70">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb2-71"></span>
<span id="cb2-72">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> bark(ctx: *<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> anyopaque) []<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-73">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> self: *Self = <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@ptrCast</span>(<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@alignCast</span>(<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@constCast</span>(ctx)));</span>
<span id="cb2-74">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> self.buffer[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>..self.len];</span>
<span id="cb2-75">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb2-76"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb2-77"></span>
<span id="cb2-78"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">test</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"fat_ptr"</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-79">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> dog = <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">try</span> Dog.init(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"pochi"</span>);</span>
<span id="cb2-80">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> cat = <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">try</span> Cat.init(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"tama"</span>);</span>
<span id="cb2-81">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> animals = [_]Animal<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-82">        dog.interface(),</span>
<span id="cb2-83">        cat.interface(),</span>
<span id="cb2-84">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb2-85"></span>
<span id="cb2-86">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">try</span> std.testing.expectEqualStrings(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"pochi - wan wan"</span>, animals[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>].bark());</span>
<span id="cb2-87">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">try</span> std.testing.expectEqualStrings(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"tama - nyan nyan"</span>, animals[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>].bark());</span>
<span id="cb2-88"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>
</section>
<section id="fieldparentptrによる方法" class="level2">
<h2 class="anchored" data-anchor-id="fieldparentptrによる方法"><code>@fieldParentPtr</code>による方法</h2>
<p>この方法では、実体を表現する構造体のフィールドに抽象を表現する構造体を保持します。 そして、その抽象を表現する構造体へのポインタに対して操作することで多態性を実現します。</p>
<p><code>@fieldParentPtr</code>は指定された要素を含む構造体へのポインタを返します。 今回のケースでは、抽象を表現する構造体のポインタから実体を表現する構造体を取得することができます。 この処理を関数呼び出し時に行うことにより、実体を表現する構造体に対して所望の処理を実行することができます。</p>
<p>以前は本手法による実装は主流でしたが、LLVMによるパフォーマンス上の懸念が発生するため、上述の<code>*anyopaque</code>による方法が主流のようです。</p>
<p>以下に<code>*anyopaque</code>による方法のサンプルを示します。</p>
<div class="sourceCode" id="cb3" style="background: #f1f3f5;"><pre class="sourceCode zig code-with-copy"><code class="sourceCode zig"><span id="cb3-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> std = <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@import</span>(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"std"</span>);</span>
<span id="cb3-2"></span>
<span id="cb3-3"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Animal = <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">struct</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-4">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Self = <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@This</span>();</span>
<span id="cb3-5"></span>
<span id="cb3-6">    barkFn: <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> (self: *<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@This</span>()) []<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span>,</span>
<span id="cb3-7"></span>
<span id="cb3-8">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> init(<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">comptime</span> barkFn: <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> (self: *<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@This</span>()) []<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span>) Animal <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-9">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> .<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span> .barkFn = barkFn <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb3-10">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb3-11"></span>
<span id="cb3-12">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> bark(<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">comptime</span> self: *<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Self) []<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-13">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> self.barkFn(self);</span>
<span id="cb3-14">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb3-15"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb3-16"></span>
<span id="cb3-17"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Dog = <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">struct</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-18">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Self = <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@This</span>();</span>
<span id="cb3-19"></span>
<span id="cb3-20">    animal: Animal,</span>
<span id="cb3-21">    buffer: [<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">64</span>]<span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span>,</span>
<span id="cb3-22">    len: <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">usize</span>,</span>
<span id="cb3-23"></span>
<span id="cb3-24">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> init(<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">comptime</span> name: []<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span>) !Dog <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-25">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> dog = blk: <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-26">            <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">var</span> dog = Self<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-27">                .animal = Animal.init(Dog.bark),</span>
<span id="cb3-28">                .buffer = <span class="cn" style="color: #8f5902;
background-color: null;
font-style: inherit;">undefined</span>,</span>
<span id="cb3-29">                .len = <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>,</span>
<span id="cb3-30">            <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb3-31"></span>
<span id="cb3-32">            <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> s = <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">try</span> std.fmt.bufPrint(&amp;dog.buffer, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"{s} - {s}"</span>, .<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span> name, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"wan wan"</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>);</span>
<span id="cb3-33">            dog.len = s.len;</span>
<span id="cb3-34">            <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">break</span> :blk dog;</span>
<span id="cb3-35">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb3-36"></span>
<span id="cb3-37">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> dog;</span>
<span id="cb3-38">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb3-39"></span>
<span id="cb3-40">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> interface(<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">comptime</span> self: *<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Self) *<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Animal <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-41">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> &amp;self.animal;</span>
<span id="cb3-42">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb3-43"></span>
<span id="cb3-44">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> bark(<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">comptime</span> animal: *<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Animal) []<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-45">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> self = <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@fieldParentPtr</span>(Self, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"animal"</span>, animal);</span>
<span id="cb3-46">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> self.buffer[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>..self.len];</span>
<span id="cb3-47">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb3-48"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb3-49"></span>
<span id="cb3-50"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Cat = <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">struct</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-51">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Self = <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@This</span>();</span>
<span id="cb3-52"></span>
<span id="cb3-53">    animal: Animal,</span>
<span id="cb3-54">    buffer: [<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">64</span>]<span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span>,</span>
<span id="cb3-55">    len: <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">usize</span>,</span>
<span id="cb3-56"></span>
<span id="cb3-57">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> init(<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">comptime</span> name: []<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span>) !Cat <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-58">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> cat = blk: <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-59">            <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">var</span> cat = Self<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-60">                .animal = Animal.init(Cat.bark),</span>
<span id="cb3-61">                .buffer = <span class="cn" style="color: #8f5902;
background-color: null;
font-style: inherit;">undefined</span>,</span>
<span id="cb3-62">                .len = <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>,</span>
<span id="cb3-63">            <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb3-64"></span>
<span id="cb3-65">            <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> s = <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">try</span> std.fmt.bufPrint(&amp;cat.buffer, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"{s} - {s}"</span>, .<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span> name, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"nyan nyan"</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>);</span>
<span id="cb3-66">            cat.len = s.len;</span>
<span id="cb3-67">            <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">break</span> :blk cat;</span>
<span id="cb3-68">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb3-69"></span>
<span id="cb3-70">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> cat;</span>
<span id="cb3-71">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb3-72"></span>
<span id="cb3-73">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> interface(<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">comptime</span> self: *<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Self) *<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Animal <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-74">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> &amp;self.animal;</span>
<span id="cb3-75">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb3-76"></span>
<span id="cb3-77">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">pub</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">fn</span> bark(<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">comptime</span> animal: *<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Animal) []<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">u8</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-78">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> self = <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">@fieldParentPtr</span>(Self, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"animal"</span>, animal);</span>
<span id="cb3-79">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> self.buffer[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>..self.len];</span>
<span id="cb3-80">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb3-81"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb3-82"></span>
<span id="cb3-83"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">test</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"field_parent_ptr"</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-84">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> dog = <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">try</span> Dog.init(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"pochi"</span>);</span>
<span id="cb3-85">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> cat = <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">try</span> Cat.init(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"tama"</span>);</span>
<span id="cb3-86">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> animals = [_]*<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> Animal<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-87">        dog.interface(),</span>
<span id="cb3-88">        cat.interface(),</span>
<span id="cb3-89">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span>;</span>
<span id="cb3-90"></span>
<span id="cb3-91">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">try</span> std.testing.expectEqualStrings(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"pochi - wan wan"</span>, animals[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>].bark());</span>
<span id="cb3-92">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">try</span> std.testing.expectEqualStrings(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"tama - nyan nyan"</span>, animals[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>].bark());</span>
<span id="cb3-93"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>



</section>

<div id="quarto-appendix" class="default"><section class="quarto-appendix-contents" id="quarto-bibliography"><h2 class="anchored quarto-appendix-heading">References</h2><div id="refs" class="references csl-bib-body" data-entry-spacing="0">
<div id="ref-allocgate_is_comming_in_zig_0.9" class="csl-entry">
<div class="csl-left-margin">[1] </div><div class="csl-right-inline">Allocgate is coming in zig 0.9, and you will have to change your code. <a href="https://pithlessly.github.io/allocgate.html" class="uri">https://pithlessly.github.io/allocgate.html</a>.</div>
</div>
</div></section></div> ]]></description>
  <category>Zig</category>
  <guid>https://lab.ar90n.net/posts/2023-07-17-polymorphism-in-zig.html</guid>
  <pubDate>Mon, 17 Jul 2023 00:00:00 GMT</pubDate>
  <media:content url="https://lab.ar90n.net/assets/img/common/zig-mark.svg" medium="image" type="image/svg+xml"/>
</item>
<item>
  <title>Zigでレイトレーシングをしてみる</title>
  <link>https://lab.ar90n.net/posts/2023-06-29-comptime-ray-tracing-in-weekend.html</link>
  <description><![CDATA[ 




<section id="はじめに" class="level2">
<h2 class="anchored" data-anchor-id="はじめに">はじめに</h2>
<p>Rustの場合と同様に、Zigの勉強を兼ねて，<a href="http://in1weekend.blogspot.com/">こちら</a>を参考にレイトレーシングを写経してみました． 単純に写経するだけでは面白く無いので、comptimeでレイトレーシング処理を実行することにしました。</p>
<div class="github-card" data-github="ar90n/comptime-ray-tracing" data-width="400" data-height="153" data-theme="default">

</div>
<script src="//cdn.jsdelivr.net/github-cards/latest/widget.js"></script>
</section>
<section id="メモ" class="level2">
<h2 class="anchored" data-anchor-id="メモ">メモ</h2>
<ul>
<li>一度にそれなりに綺麗な絵を出そうとするとメモリが足りない</li>
<li>出力画像を複数回に分けてレンダリングすることでメモリ不足を解決</li>
<li>comptimeを使用するとかなり自然にコンパイル時計算が可能</li>
</ul>
</section>
<section id="一括レンダリング" class="level2">
<h2 class="anchored" data-anchor-id="一括レンダリング">一括レンダリング</h2>
<p>画像全体を一括でレンダリングした結果です。開発環境（メモリ64GB）では幅128、高さ64、ピクセルあたりのレイの数2というのが限界でした。</p>
<p><img src="https://raw.githubusercontent.com/ar90n/comptime-ray-tracing/assets/out_128_64.jpg" class="img-fluid"></p>
</section>
<section id="行単位レンダリング" class="level2">
<h2 class="anchored" data-anchor-id="行単位レンダリング">行単位レンダリング</h2>
<p>画像を１行単位でレンダリングした結果です。指定したn行目を出力するプログラムの出力結果を複数個統合することで最終出力画像を作成します。 以下の画像は幅300、高さ200、ピクセルあたりのレイの数32でレンダリングしました。</p>
<p><img src="https://raw.githubusercontent.com/ar90n/comptime-ray-tracing/assets/out_300_200.jpg" class="img-fluid"></p>
</section>
<section id="参考" class="level2">
<h2 class="anchored" data-anchor-id="参考">参考</h2>
<div id="refs" class="references csl-bib-body" data-entry-spacing="0">
<div id="ref-Shirley2020RTW1" class="csl-entry">
<div class="csl-left-margin">[1] </div><div class="csl-right-inline">Shirley, P. 2020. <a href="https://raytracing.github.io/books/RayTracingInOneWeekend.html">Ray tracing in one weekend</a>.</div>
</div>
</div>


</section>

 ]]></description>
  <category>Zig</category>
  <category>コンピュータグラフィックス</category>
  <guid>https://lab.ar90n.net/posts/2023-06-29-comptime-ray-tracing-in-weekend.html</guid>
  <pubDate>Thu, 29 Jun 2023 00:00:00 GMT</pubDate>
  <media:content url="https://raw.githubusercontent.com/ar90n/comptime-ray-tracing/assets/out_300_200.jpg" medium="image" type="image/jpeg"/>
</item>
<item>
  <title>ほとんどPythonで作るWebアプリケーション</title>
  <link>https://lab.ar90n.net/posts/2022-11-30-pypypy.html</link>
  <description><![CDATA[ 




<section id="はじめに" class="level2">
<h2 class="anchored" data-anchor-id="はじめに">はじめに</h2>
<p>少し前にGoでWebアプリを作成する<a href="https://github.com/koki-develop/gogogo">gogogo</a>というプロジェクトに倣って、 ほとんどPythonのみでWebアプリケーションを作成してみました。</p>
</section>
<section id="やったこと" class="level2">
<h2 class="anchored" data-anchor-id="やったこと">やったこと</h2>
<ul>
<li><a href="https://github.com/ar90n/pypypy">pypypy</a>というPythonによるWebアプリケーションを作成</li>
</ul>
</section>
<section id="作ったものについて" class="level2">
<h2 class="anchored" data-anchor-id="作ったものについて">作ったものについて</h2>
<p>Websocketでメッセージをやり取りするシンプルなチャットを作成しました。</p>
<p><a href="https://pypypy-static-files.s3.ap-northeast-1.amazonaws.com/index.html">demo</a></p>
<p><img src="https://lab.ar90n.net/assets/img/2022-11-30-pypypy/sc.png" class="img-fluid"></p>
<section id="フロントエンド" class="level3">
<h3 class="anchored" data-anchor-id="フロントエンド">フロントエンド</h3>
<p>フロントエンドは<a href="https://github.com/ar90n/alfort-dom">alfort-dom</a>というElm-likeな自作フレームワークを使用しています。 CSSは得意では無いため、<a href="https://andybrewer.github.io/mvp/">MVP.css</a>を使用しています。</p>
</section>
<section id="バックエンド" class="level3">
<h3 class="anchored" data-anchor-id="バックエンド">バックエンド</h3>
<p>Apigateway + Lambdaという構成です。ほぼほぼ<a href="https://github.com/aws-samples/simple-websockets-chat-app">サンプルのチャットアプリケーション</a>をそのまま流用しています。</p>
</section>
<section id="インフラ" class="level3">
<h3 class="anchored" data-anchor-id="インフラ">インフラ</h3>
<p>構成管理にはAWS CDKを使用しています。構成管理の設定は<code>deploy.py</code>というファイルに必要なスタックをベタ書きしています。</p>
</section>
</section>
<section id="参考" class="level2">
<h2 class="anchored" data-anchor-id="参考">参考</h2>
<div id="refs" class="references csl-bib-body" data-entry-spacing="0">
<div id="ref-gogogo" class="csl-entry">
<div class="csl-left-margin">[1] </div><div class="csl-right-inline">Gogogo. <em>GitHub repository</em>. <a href="https://github.com/koki-develop/gogogo" class="uri">https://github.com/koki-develop/gogogo</a>; GitHub.</div>
</div>
</div>


</section>

 ]]></description>
  <category>Python</category>
  <category>Web</category>
  <guid>https://lab.ar90n.net/posts/2022-11-30-pypypy.html</guid>
  <pubDate>Wed, 30 Nov 2022 00:00:00 GMT</pubDate>
</item>
<item>
  <title>続・Goによるdot積のベンチマーク</title>
  <link>https://lab.ar90n.net/posts/2022-11-16-dot-benchmark-in-go-again.html</link>
  <description><![CDATA[ 




<section id="はじめに" class="level2">
<h2 class="anchored" data-anchor-id="はじめに">はじめに</h2>
<p><a href="https://github.com/semi-technologies/weaviate">Weaviate</a>というGo実装の類似ベクトル検索エンジンで使用しているdot積が非常に早そうだったので再度ベンチマークを取ってみました。</p>
</section>
<section id="やったこと" class="level2">
<h2 class="anchored" data-anchor-id="やったこと">やったこと</h2>
<ul>
<li>Weaviateのdot積をベンチマーク対象に追加</li>
<li>ベンチマーク条件変更
<ul>
<li>データ型をfloat32に変更</li>
<li>GOMAXPROCSを1に設定</li>
</ul></li>
</ul>
</section>
<section id="weaviateのdot積について" class="level2">
<h2 class="anchored" data-anchor-id="weaviateのdot積について">Weaviateのdot積について</h2>
<p>Weaviateの<a href="https://github.com/semi-technologies/weaviate/blob/master/adapters/repos/db/vector/hnsw/distancer/asm/dot_amd64.s">dot積</a>、<a href="">avo</a>に生成されたアセンブリコードとして提供されています。 動作環境はAVX2がサポートされている必要がありますが、環境では非常に高速な動作が期待できます。</p>
</section>
<section id="対象コード" class="level2">
<h2 class="anchored" data-anchor-id="対象コード">対象コード</h2>
<p>単純なループによる実装</p>
<div id="d1cc3125" class="cell" data-execution_count="3">
<div class="sourceCode cell-code" id="cb1" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb1-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> CalcDot<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-2">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">var</span> dot <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.0</span></span>
<span id="cb1-3">    size <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">len</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb1-4">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">++</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-5">        dot <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb1-6">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb1-7">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> dot</span>
<span id="cb1-8"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>
</div>
<p>ループアンロールによる実装（N=2）</p>
<div id="4a1fe5bf" class="cell" data-execution_count="4">
<div class="sourceCode cell-code" id="cb2" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb2-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> CalcDotUnroll2<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-2">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> N <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span></span>
<span id="cb2-3">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">var</span> dot <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.0</span></span>
<span id="cb2-4"></span>
<span id="cb2-5">    i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span></span>
<span id="cb2-6">    size <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">len</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb2-7">    prologue_size <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> size <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">%</span> N</span>
<span id="cb2-8">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> prologue_size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">++</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-9">        dot <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb2-10">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb2-11"></span>
<span id="cb2-12">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> N <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-13">        mul0 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb2-14">        mul1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb2-15">        dot <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> mul0 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul1</span>
<span id="cb2-16">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb2-17"></span>
<span id="cb2-18">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> dot</span>
<span id="cb2-19"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>
</div>
<p>ループアンロールによる実装（N=4）</p>
<div id="e542d3e3" class="cell" data-execution_count="5">
<div class="sourceCode cell-code" id="cb3" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb3-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> CalcDotUnroll4<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-2">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> N <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">4</span></span>
<span id="cb3-3">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">var</span> dot <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.0</span></span>
<span id="cb3-4"></span>
<span id="cb3-5">    i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span></span>
<span id="cb3-6">    size <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">len</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb3-7">    prologue_size <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> size <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">%</span> N</span>
<span id="cb3-8">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> prologue_size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">++</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-9">        dot <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb3-10">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb3-11"></span>
<span id="cb3-12">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> N <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-13">        mul0 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb3-14">        mul1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb3-15">        mul2 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb3-16">        mul3 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">3</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">3</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb3-17">        dot <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> mul0 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul2 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul3</span>
<span id="cb3-18">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb3-19"></span>
<span id="cb3-20">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> dot</span>
<span id="cb3-21"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>
</div>
<p>ループアンロールによる実装（N=8）</p>
<div id="d2d35b02" class="cell" data-execution_count="6">
<div class="sourceCode cell-code" id="cb4" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb4-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> CalcDotUnroll8<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb4-2">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> N <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">8</span></span>
<span id="cb4-3">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">var</span> dot <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.0</span></span>
<span id="cb4-4"></span>
<span id="cb4-5">    i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span></span>
<span id="cb4-6">    size <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">len</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb4-7">    prologue_size <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> size <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">%</span> N</span>
<span id="cb4-8">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> prologue_size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">++</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb4-9">        dot <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb4-10">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb4-11"></span>
<span id="cb4-12">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> N <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb4-13">        mul0 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb4-14">        mul1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb4-15">        mul2 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb4-16">        mul3 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">3</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">3</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb4-17">        mul4 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">4</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">4</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb4-18">        mul5 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">5</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">5</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb4-19">        mul6 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">6</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">6</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb4-20">        mul7 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">7</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">7</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb4-21">        dot <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> mul0 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul2 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul3 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul4 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul5 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul6 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul7 </span>
<span id="cb4-22">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb4-23"></span>
<span id="cb4-24">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> dot</span>
<span id="cb4-25"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>
</div>
<p>Gonumによる実装（blas）</p>
<div id="27bb81f6" class="cell" data-execution_count="7">
<div class="sourceCode cell-code" id="cb5" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb5-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">import</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span></span>
<span id="cb5-2">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"gonum.org/v1/gonum/blas/blas32"</span></span>
<span id="cb5-3"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb5-4"></span>
<span id="cb5-5"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> CalcDotByGonumBlas<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb5-6">    size <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">len</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb5-7">    av <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> blas32<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Vector<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb5-8">        N<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span></span>
<span id="cb5-9">        Inc<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span>  <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span></span>
<span id="cb5-10">        Data<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span></span>
<span id="cb5-11">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb5-12">    bv <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> blas32<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Vector<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb5-13">        N<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span></span>
<span id="cb5-14">        Inc<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span>  <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span></span>
<span id="cb5-15">        Data<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span></span>
<span id="cb5-16">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb5-17">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> blas32<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Dot<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>av<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> bv<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb5-18"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>
</div>
<p>Weaviateによる実装（asm）</p>
<div id="de3ce235" class="cell" data-execution_count="8">
<div class="sourceCode cell-code" id="cb6" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb6-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">import</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span></span>
<span id="cb6-2">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"github.com/semi-technologies/weaviate/adapters/repos/db/vector/hnsw/distancer/asm"</span></span>
<span id="cb6-3"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb6-4"></span>
<span id="cb6-5"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> CalcDotByWeaviateAsm<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb6-6">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> asm<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Dot<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb6-7"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>
</div>
</section>
<section id="ベンチマーク" class="level2">
<h2 class="anchored" data-anchor-id="ベンチマーク">ベンチマーク</h2>
<p>実行環境</p>
<div id="39a611a2" class="cell" data-execution_count="10">
<div class="sourceCode cell-code" id="cb7" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb7-1">$lscpu</span></code></pre></div>
<div class="cell-output cell-output-stdout">
<pre><code>Architecture:                    x86_64
CPU op-mode(s):                  32-bit, 64-bit
Byte Order:                      Little Endian
Address sizes:                   43 bits physical, 48 bits virtual
CPU(s):                          32
On-line CPU(s) list:             0-31
Thread(s) per core:              2
Core(s) per socket:              16
Socket(s):                       1
NUMA node(s):                    1
Vendor ID:                       AuthenticAMD
CPU family:                      23
Model:                           113
Model name:                      AMD Ryzen 9 3950X 16-Core Processor
Stepping:                        0
Frequency boost:                 enabled
CPU MHz:                         2680.379
CPU max MHz:                     4761.2300
CPU min MHz:                     2200.0000
BogoMIPS:                        6986.90
Virtualization:                  AMD-V
L1d cache:                       512 KiB
L1i cache:                       512 KiB
L2 cache:                        8 MiB
L3 cache:                        64 MiB
NUMA node0 CPU(s):               0-31
Vulnerability Itlb multihit:     Not affected
Vulnerability L1tf:              Not affected
Vulnerability Mds:               Not affected
Vulnerability Meltdown:          Not affected
Vulnerability Mmio stale data:   Not affected
Vulnerability Retbleed:          Mitigation; untrained return thunk; SMT enabled with STIBP protection
Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl and seccomp
Vulnerability Spectre v1:        Mitigation; usercopy/swapgs barriers and __user pointer sanitization
Vulnerability Spectre v2:        Mitigation; Retpolines, IBPB conditional, STIBP always-on, RSB filling
Vulnerability Srbds:             Not affected
Vulnerability Tsx async abort:   Not affected
Flags:                           fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 sse4_1 sse4_2 movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba ibpb stibp vmmcall fsgsbase bmi1 avx2 smep bmi2 cqm rdt_a rdseed adx smap clflushopt clwb sha_ni xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local clzero irperf xsaveerptr rdpru wbnoinvd arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif v_spec_ctrl umip rdpid overflow_recov succor smca sme sev sev_es</code></pre>
</div>
</div>
<p>検証用データ生成</p>
<div id="3db48532" class="cell" data-execution_count="11">
<div class="sourceCode cell-code" id="cb9" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb9-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">import</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span></span>
<span id="cb9-2">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"math/rand"</span></span>
<span id="cb9-3"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb9-4"></span>
<span id="cb9-5">N <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2048</span></span>
<span id="cb9-6">veca <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">make</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">([]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> N<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb9-7">vecb <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">make</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">([]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> N<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb9-8"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> N<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">++</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb9-9">    veca<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> rand<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Float32<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">()</span></span>
<span id="cb9-10">    vecb<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> rand<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Float32<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">()</span></span>
<span id="cb9-11"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>
</div>
<p>ベンチマークコード</p>
<div id="d2e423b1" class="cell" data-execution_count="12">
<div class="sourceCode cell-code" id="cb10" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb10-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">import</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span></span>
<span id="cb10-2">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"testing"</span></span>
<span id="cb10-3">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"reflect"</span></span>
<span id="cb10-4">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"runtime"</span></span>
<span id="cb10-5"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb10-6"></span>
<span id="cb10-7">runtime<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>GOMAXPROCS<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb10-8"></span>
<span id="cb10-9"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> bench<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>f <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">()</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span>testing<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>B<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb10-10">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span>testing<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>B<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb10-11">        <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>N<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">++</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb10-12">            f<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">()</span></span>
<span id="cb10-13">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb10-14">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb10-15"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb10-16"></span>
<span id="cb10-17"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">type</span> Result <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">struct</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb10-18">    Size <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">int</span></span>
<span id="cb10-19">    Benchmark <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">map</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">string</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span>testing<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>BenchmarkResult</span>
<span id="cb10-20"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb10-21"></span>
<span id="cb10-22">results <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span>Result<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{}</span></span>
<span id="cb10-23"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> _<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> size <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">range</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">int</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">32</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">256</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2048</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb10-24">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">type</span> BenchmarkFunc <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">struct</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb10-25">        Name <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">string</span></span>
<span id="cb10-26">        Func <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span></span>
<span id="cb10-27">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb10-28"></span>
<span id="cb10-29">    curVeca <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> veca<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[:</span>size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb10-30">    curVecb <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> vecb<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[:</span>size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb10-31">    bs <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">map</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">string</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span>testing<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>BenchmarkResult<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{}</span></span>
<span id="cb10-32">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> _<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> e <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">range</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span>BenchmarkFunc<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb10-33">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>Name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"CalcDot"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span>            Func<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> CalcDot<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">},</span></span>
<span id="cb10-34">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>Name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"CalcDotUnroll2"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span>     Func<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> CalcDotUnroll2<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">},</span></span>
<span id="cb10-35">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>Name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"CalcDotUnroll4"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span>     Func<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> CalcDotUnroll4<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">},</span></span>
<span id="cb10-36">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>Name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"CalcDotUnroll8"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span>     Func<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> CalcDotUnroll8<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">},</span></span>
<span id="cb10-37">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>Name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"CalcDotByGonumBlas"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> Func<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> CalcDotByGonumBlas<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">},</span></span>
<span id="cb10-38">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>Name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"CalcDotByWeaviateAsm"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> Func<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> CalcDotByWeaviateAsm<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">},</span></span>
<span id="cb10-39">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb10-40">        bs<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>e<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> testing<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Benchmark<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>bench<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">()</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float32</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb10-41">            e<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Func<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>curVeca<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> curVecb<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb10-42">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}))</span></span>
<span id="cb10-43">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb10-44">    results <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">append</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>results<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> Result<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>Size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> Benchmark<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> bs<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">})</span></span>
<span id="cb10-45"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>
</div>
<p>ベンチマーク結果</p>
<div id="d82ead74" class="cell" data-execution_count="13">
<details class="code-fold">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb11" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb11-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">import</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span></span>
<span id="cb11-2">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"fmt"</span></span>
<span id="cb11-3">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"sort"</span></span>
<span id="cb11-4">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"strings"</span></span>
<span id="cb11-5"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb11-6"></span>
<span id="cb11-7"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> calcNsPerOp<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span>testing<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>BenchmarkResult<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">uint64</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb11-8">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">uint64</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>T<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">uint64</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>N<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb11-9"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb11-10"></span>
<span id="cb11-11"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> makeRow<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>funcName <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">string</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> benchmark <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span>testing<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>BenchmarkResult<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">string</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb11-12">    nsPerOp <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> calcNsPerOp<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>benchmark<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb11-13">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> fmt<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Sprintf<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"&lt;tr&gt;&lt;td&gt;%s&lt;/td&gt;&lt;td&gt;%d&lt;/td&gt;&lt;td&gt;%d&lt;/td&gt;&lt;td&gt;%d&lt;/td&gt;&lt;/tr&gt;"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> funcName<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span>  benchmark<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>N<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> benchmark<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>T<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> nsPerOp<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb11-14"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb11-15"></span>
<span id="cb11-16"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> makeTable<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>results <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">map</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">string</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span>testing<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>BenchmarkResult<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> size <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">int</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">string</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb11-17">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">var</span> rows <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">string</span></span>
<span id="cb11-18">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> result <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">range</span> results <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb11-19">        rows <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">append</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>rows<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> makeRow<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&amp;</span>result<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">))</span></span>
<span id="cb11-20">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb11-21">    sort<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Strings<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>rows<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb11-22">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> fmt<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Sprintf<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">`&lt;table class="dataframe"&gt;&lt;caption&gt;size=%d&lt;/caption&gt;&lt;tr&gt;&lt;th&gt;関数名&lt;/th&gt;&lt;th&gt;回数&lt;/th&gt;&lt;th&gt;時間[ns]&lt;/th&gt;&lt;th&gt;1回あたりの時間[ns]&lt;/th&gt;&lt;/tr&gt;%s&lt;/table&gt;`</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> strings<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Join<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>rows<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="ch" style="color: #20794D;
background-color: null;
font-style: inherit;">\n</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">))</span></span>
<span id="cb11-23"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb11-24"></span>
<span id="cb11-25">tables <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">string</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{}</span></span>
<span id="cb11-26"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> _<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> r <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">range</span> results <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb11-27">    tables <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">append</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>tables<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> makeTable<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>r<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Benchmark<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> r<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">))</span></span>
<span id="cb11-28"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb11-29">display<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>HTML<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>strings<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Join<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>tables<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="ch" style="color: #20794D;
background-color: null;
font-style: inherit;">\n</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">))</span></span></code></pre></div>
</details>
<div class="cell-output cell-output-display" data-execution_count="12">
<table class="dataframe caption-top table table-sm table-striped small" data-quarto-postprocess="true">
<caption>size=32</caption>
<tbody>
<tr class="odd">
<td data-quarto-table-cell-role="th">関数名</td>
<td data-quarto-table-cell-role="th">回数</td>
<td data-quarto-table-cell-role="th">時間[ns]</td>
<td data-quarto-table-cell-role="th">1回あたりの時間[ns]</td>
</tr>
<tr class="even">
<td>CalcDot</td>
<td>346974</td>
<td>1179908231</td>
<td>3400</td>
</tr>
<tr class="odd">
<td>CalcDotByGonumBlas</td>
<td>336958</td>
<td>1204222744</td>
<td>3573</td>
</tr>
<tr class="even">
<td>CalcDotByWeaviateAsm</td>
<td>457072</td>
<td>1118602599</td>
<td>2447</td>
</tr>
<tr class="odd">
<td>CalcDotUnroll2</td>
<td>319407</td>
<td>1289024805</td>
<td>4035</td>
</tr>
<tr class="even">
<td>CalcDotUnroll4</td>
<td>353758</td>
<td>1322124380</td>
<td>3737</td>
</tr>
<tr class="odd">
<td>CalcDotUnroll8</td>
<td>375663</td>
<td>1259082336</td>
<td>3351</td>
</tr>
</tbody>
</table>


<table class="dataframe caption-top table table-sm table-striped small" data-quarto-postprocess="true">
<caption>size=256</caption>
<tbody>
<tr class="odd">
<td data-quarto-table-cell-role="th">関数名</td>
<td data-quarto-table-cell-role="th">回数</td>
<td data-quarto-table-cell-role="th">時間[ns]</td>
<td data-quarto-table-cell-role="th">1回あたりの時間[ns]</td>
</tr>
<tr class="even">
<td>CalcDot</td>
<td>92368</td>
<td>1205821911</td>
<td>13054</td>
</tr>
<tr class="odd">
<td>CalcDotByGonumBlas</td>
<td>341826</td>
<td>1239509464</td>
<td>3626</td>
</tr>
<tr class="even">
<td>CalcDotByWeaviateAsm</td>
<td>458673</td>
<td>1126861958</td>
<td>2456</td>
</tr>
<tr class="odd">
<td>CalcDotUnroll2</td>
<td>72632</td>
<td>1251829756</td>
<td>17235</td>
</tr>
<tr class="even">
<td>CalcDotUnroll4</td>
<td>86812</td>
<td>1227783225</td>
<td>14143</td>
</tr>
<tr class="odd">
<td>CalcDotUnroll8</td>
<td>93368</td>
<td>1228300326</td>
<td>13155</td>
</tr>
</tbody>
</table>


<table class="dataframe caption-top table table-sm table-striped small" data-quarto-postprocess="true">
<caption>size=2048</caption>
<tbody>
<tr class="odd">
<td data-quarto-table-cell-role="th">関数名</td>
<td data-quarto-table-cell-role="th">回数</td>
<td data-quarto-table-cell-role="th">時間[ns]</td>
<td data-quarto-table-cell-role="th">1回あたりの時間[ns]</td>
</tr>
<tr class="even">
<td>CalcDot</td>
<td>13098</td>
<td>1214307203</td>
<td>92709</td>
</tr>
<tr class="odd">
<td>CalcDotByGonumBlas</td>
<td>320077</td>
<td>1216720203</td>
<td>3801</td>
</tr>
<tr class="even">
<td>CalcDotByWeaviateAsm</td>
<td>439030</td>
<td>1119375941</td>
<td>2549</td>
</tr>
<tr class="odd">
<td>CalcDotUnroll2</td>
<td>9525</td>
<td>1176658556</td>
<td>123533</td>
</tr>
<tr class="even">
<td>CalcDotUnroll4</td>
<td>12124</td>
<td>1188543785</td>
<td>98032</td>
</tr>
<tr class="odd">
<td>CalcDotUnroll8</td>
<td>13207</td>
<td>1200212236</td>
<td>90876</td>
</tr>
</tbody>
</table>
</div>
</div>
<div id="79eda677" class="cell" data-execution_count="14">
<details class="code-fold">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb12" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb12-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">import</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span></span>
<span id="cb12-2">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"math"</span></span>
<span id="cb12-3">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"bytes"</span></span>
<span id="cb12-4">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"gonum.org/v1/plot"</span></span>
<span id="cb12-5">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"gonum.org/v1/plot/plotter"</span></span>
<span id="cb12-6">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"gonum.org/v1/plot/plotutil"</span></span>
<span id="cb12-7">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"gonum.org/v1/plot/vg"</span></span>
<span id="cb12-8">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"gonum.org/v1/plot/vg/draw"</span></span>
<span id="cb12-9"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-10"></span>
<span id="cb12-11"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> displayPlot<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>p <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span>plot<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Plot<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb12-12">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">var</span> buf bytes<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Buffer</span>
<span id="cb12-13">    c<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> err <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>WriterTo<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">6</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span>vg<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Inch<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">6</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span>vg<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Inch<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"png"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-14">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> err <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">!=</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">nil</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb12-15">        <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">panic</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>err<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-16">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb12-17">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> _<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> err <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> c<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>WriteTo<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(&amp;</span>buf<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">);</span> err <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">!=</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">nil</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb12-18">        <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">panic</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>err<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-19">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb12-20">    Display<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>display<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>PNG<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>buf<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Bytes<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">()))</span></span>
<span id="cb12-21"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb12-22"></span>
<span id="cb12-23"></span>
<span id="cb12-24">p <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> plot<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>New<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">()</span></span>
<span id="cb12-25">p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Title<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Text <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Benchmark of dot product"</span></span>
<span id="cb12-26">p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>X<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Label<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Text <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Function"</span></span>
<span id="cb12-27">p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Y<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Label<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Text <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Duration per op[ns]"</span></span>
<span id="cb12-28">p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>X<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Tick<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Label<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Rotation <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> math<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Pi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">2.5</span></span>
<span id="cb12-29">p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>X<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Tick<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Label<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>XAlign <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> draw<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>XRight</span>
<span id="cb12-30">p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Legend<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Top <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">true</span></span>
<span id="cb12-31"></span>
<span id="cb12-32">names <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">string</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{}</span></span>
<span id="cb12-33"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> _ <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">range</span> results<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">].</span>Benchmark <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb12-34">    names <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">append</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>names<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-35"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb12-36">sort<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Strings<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>names<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-37">p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>NominalX<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>names<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">...)</span></span>
<span id="cb12-38"></span>
<span id="cb12-39"></span>
<span id="cb12-40"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> r <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">range</span> results <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb12-41">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">var</span> values plotter<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Values</span>
<span id="cb12-42">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> _<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> name <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">range</span> names <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb12-43">        b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> r<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Benchmark<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb12-44">        values <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">append</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>values<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>calcNsPerOp<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(&amp;</span>b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)))</span></span>
<span id="cb12-45">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb12-46">    bar<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> _ <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> plotter<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>NewBarChart<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>values<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> vg<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Points<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">20</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">))</span></span>
<span id="cb12-47">    bar<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>LineStyle<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Width <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> vg<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Length<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-48">    bar<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Color <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> plotutil<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Color<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-49">    bar<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Offset <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> vg<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Points<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">20</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-50">    p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Add<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>bar<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-51">    p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Legend<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Add<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>fmt<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Sprintf<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"size=%d"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> r<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">),</span> bar<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-52"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb12-53"></span>
<span id="cb12-54">displayPlot<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span></code></pre></div>
</details>
<div class="cell-output cell-output-display">
<div>
<figure class="figure">
<p><img src="https://lab.ar90n.net/posts/2022-11-16-dot-benchmark-in-go-again_files/figure-html/cell-14-output-1.png" class="img-fluid figure-img"></p>
</figure>
</div>
</div>
</div>
</section>
<section id="まとめ" class="level2">
<h2 class="anchored" data-anchor-id="まとめ">まとめ</h2>
<p>すべての測定でWeaviateのアセンブリ実装が最速であることがわかりました。</p>
</section>
<section id="参考" class="level2">
<h2 class="anchored" data-anchor-id="参考">参考</h2>
<div id="refs" class="references csl-bib-body" data-entry-spacing="0">
<div id="ref-Weaviate" class="csl-entry">
<div class="csl-left-margin">[1] </div><div class="csl-right-inline">Weavite. <em>GitHub repository</em>. <a href="https://github.com/semi-technologies/weaviate" class="uri">https://github.com/semi-technologies/weaviate</a>; GitHub.</div>
</div>
<div id="ref-tokyo2021go" class="csl-entry">
<div class="csl-left-margin">[2] </div><div class="csl-right-inline">Tokyo, W.W.G. 2021. <em><a href="https://books.google.co.jp/books?id=nVM5EAAAQBAJ">Go言語を楽しむ5つのレシピ: コタツと蜜柑とゴーファーとわたし</a></em>. インプレスR&amp;D.</div>
</div>
</div>


</section>

 ]]></description>
  <category>Go</category>
  <category>線形代数</category>
  <guid>https://lab.ar90n.net/posts/2022-11-16-dot-benchmark-in-go-again.html</guid>
  <pubDate>Wed, 16 Nov 2022 00:00:00 GMT</pubDate>
  <media:content url="https://lab.ar90n.net/_freeze/posts/2022-11-16-dot-benchmark-in-go-again/figure-html/cell-14-output-1.png" medium="image" type="image/png" height="144" width="144"/>
</item>
<item>
  <title>Goによるdot積のベンチマーク</title>
  <link>https://lab.ar90n.net/posts/2022-11-08-dot-benchmark-in-go.html</link>
  <description><![CDATA[ 




<section id="はじめに" class="level2">
<h2 class="anchored" data-anchor-id="はじめに">はじめに</h2>
<p>Goにて<a href="https://github.com/ar90n/countrymaam">類似ベクトル検索</a>を実装したところ、dot積の速度がパフォーマンスの律速となりました。 そこで、Goにてドット積のベンチマークを行い、各種実装方法の速度を比較してみました。</p>
</section>
<section id="やったこと" class="level2">
<h2 class="anchored" data-anchor-id="やったこと">やったこと</h2>
<ul>
<li>Goでベクトルのdot積を計算する関数を実装</li>
<li>各種実装方法のベンチマークを取得</li>
</ul>
</section>
<section id="対象コード" class="level2">
<h2 class="anchored" data-anchor-id="対象コード">対象コード</h2>
<p>単純なループによる実装</p>
<div id="6338b3e2" class="cell" data-execution_count="3">
<div class="sourceCode cell-code" id="cb1" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb1-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> CalcDot<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> size <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">int</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-2">    dot <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.0</span></span>
<span id="cb1-3">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">++</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb1-4">        dot <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb1-5">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb1-6">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> dot</span>
<span id="cb1-7"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>
</div>
<p>ループアンロールによる実装（N=2）</p>
<div id="02520a23" class="cell" data-execution_count="4">
<div class="sourceCode cell-code" id="cb2" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb2-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> CalcDotUnroll2<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> size <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">int</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-2">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> N <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span></span>
<span id="cb2-3">    dot <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.0</span></span>
<span id="cb2-4"></span>
<span id="cb2-5">    i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span></span>
<span id="cb2-6">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> size <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">%</span> N<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">++</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-7">        dot <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb2-8">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb2-9"></span>
<span id="cb2-10">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> N <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb2-11">        mul0 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb2-12">        mul1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb2-13">        dot <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> mul0 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul1</span>
<span id="cb2-14">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb2-15"></span>
<span id="cb2-16">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> dot</span>
<span id="cb2-17"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>
</div>
<p>ループアンロールによる実装（N=4）</p>
<div id="fa0eb501" class="cell" data-execution_count="5">
<div class="sourceCode cell-code" id="cb3" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb3-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> CalcDotUnroll4<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> size <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">int</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-2">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> N <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">4</span></span>
<span id="cb3-3">    dot <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.0</span></span>
<span id="cb3-4"></span>
<span id="cb3-5">    i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span></span>
<span id="cb3-6">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> size <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">%</span> N<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">++</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-7">        dot <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb3-8">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb3-9"></span>
<span id="cb3-10">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> N <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb3-11">        mul0 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb3-12">        mul1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb3-13">        mul2 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb3-14">        mul3 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">3</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">3</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb3-15">        dot <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> mul0 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul2 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul3</span>
<span id="cb3-16">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb3-17"></span>
<span id="cb3-18">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> dot</span>
<span id="cb3-19"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>
</div>
<p>ループアンロールによる実装（N=8）</p>
<div id="e791d3de" class="cell" data-execution_count="6">
<div class="sourceCode cell-code" id="cb4" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb4-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> CalcDotUnroll8<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> size <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">int</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb4-2">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> N <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">8</span></span>
<span id="cb4-3">    dot <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.0</span></span>
<span id="cb4-4"></span>
<span id="cb4-5">    i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span></span>
<span id="cb4-6">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> size <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">%</span> N<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">++</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb4-7">        dot <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb4-8">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb4-9"></span>
<span id="cb4-10">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> N <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb4-11">        mul0 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb4-12">        mul1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb4-13">        mul2 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb4-14">        mul3 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">3</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">3</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb4-15">        mul4 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">4</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">4</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb4-16">        mul5 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">5</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">5</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb4-17">        mul6 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">6</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">6</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb4-18">        mul7 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">7</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">7</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb4-19">        dot <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> mul0 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul1 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul2 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul3 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul4 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul5 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul6 <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> mul7 </span>
<span id="cb4-20">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb4-21"></span>
<span id="cb4-22">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> dot</span>
<span id="cb4-23"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>
</div>
<p>Gonumによる実装</p>
<div id="4c59512f" class="cell" data-execution_count="7">
<div class="sourceCode cell-code" id="cb5" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb5-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">import</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span></span>
<span id="cb5-2">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"gonum.org/v1/gonum/mat"</span></span>
<span id="cb5-3"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb5-4"></span>
<span id="cb5-5"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> CalcDotByGonum<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> size <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">int</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb5-6">    av <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> mat<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>NewVecDense<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[:</span>size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">])</span></span>
<span id="cb5-7">    bv <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> mat<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>NewVecDense<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[:</span>size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">])</span></span>
<span id="cb5-8">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> mat<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Dot<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>av<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> bv<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb5-9"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>
</div>
<p>Gonumによる実装（blas）</p>
<div id="c7166048" class="cell" data-execution_count="8">
<div class="sourceCode cell-code" id="cb6" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb6-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">import</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span></span>
<span id="cb6-2">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"gonum.org/v1/gonum/blas/blas64"</span></span>
<span id="cb6-3"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb6-4"></span>
<span id="cb6-5"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> CalcDotByGonumBlas<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> size <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">int</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb6-6">    av <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> blas64<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Vector<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb6-7">        N<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span></span>
<span id="cb6-8">        Inc<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span>  <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span></span>
<span id="cb6-9">        Data<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span></span>
<span id="cb6-10">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb6-11">    bv <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> blas64<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Vector<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb6-12">        N<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span></span>
<span id="cb6-13">        Inc<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span>  <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span></span>
<span id="cb6-14">        Data<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span></span>
<span id="cb6-15">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb6-16">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> blas64<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Dot<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>av<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> bv<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb6-17"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>
</div>
</section>
<section id="ベンチマーク" class="level2">
<h2 class="anchored" data-anchor-id="ベンチマーク">ベンチマーク</h2>
<p>実行環境</p>
<div id="9d9514ed" class="cell" data-execution_count="10">
<div class="sourceCode cell-code" id="cb7" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb7-1">$lscpu</span></code></pre></div>
<div class="cell-output cell-output-stdout">
<pre><code>Architecture:                    x86_64
CPU op-mode(s):                  32-bit, 64-bit
Byte Order:                      Little Endian
Address sizes:                   43 bits physical, 48 bits virtual
CPU(s):                          32
On-line CPU(s) list:             0-31
Thread(s) per core:              2
Core(s) per socket:              16
Socket(s):                       1
NUMA node(s):                    1
Vendor ID:                       AuthenticAMD
CPU family:                      23
Model:                           113
Model name:                      AMD Ryzen 9 3950X 16-Core Processor
Stepping:                        0
Frequency boost:                 enabled
CPU MHz:                         3500.000
CPU max MHz:                     4761.2300
CPU min MHz:                     2200.0000
BogoMIPS:                        6986.90
Virtualization:                  AMD-V
L1d cache:                       512 KiB
L1i cache:                       512 KiB
L2 cache:                        8 MiB
L3 cache:                        64 MiB
NUMA node0 CPU(s):               0-31
Vulnerability Itlb multihit:     Not affected
Vulnerability L1tf:              Not affected
Vulnerability Mds:               Not affected
Vulnerability Meltdown:          Not affected
Vulnerability Mmio stale data:   Not affected
Vulnerability Retbleed:          Mitigation; untrained return thunk; SMT enabled with STIBP protection
Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl and seccomp
Vulnerability Spectre v1:        Mitigation; usercopy/swapgs barriers and __user pointer sanitization
Vulnerability Spectre v2:        Mitigation; Retpolines, IBPB conditional, STIBP always-on, RSB filling
Vulnerability Srbds:             Not affected
Vulnerability Tsx async abort:   Not affected
Flags:                           fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good nopl nonstop_tsc cpuid extd_apicid aperfmperf rapl pni pclmulqdq monitor ssse3 fma cx16 sse4_1 sse4_2 movbe popcnt aes xsave avx f16c rdrand lahf_lm cmp_legacy svm extapic cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw ibs skinit wdt tce topoext perfctr_core perfctr_nb bpext perfctr_llc mwaitx cpb cat_l3 cdp_l3 hw_pstate ssbd mba ibpb stibp vmmcall fsgsbase bmi1 avx2 smep bmi2 cqm rdt_a rdseed adx smap clflushopt clwb sha_ni xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local clzero irperf xsaveerptr rdpru wbnoinvd arat npt lbrv svm_lock nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold avic v_vmsave_vmload vgif v_spec_ctrl umip rdpid overflow_recov succor smca sme sev sev_es</code></pre>
</div>
</div>
<p>検証用データ生成</p>
<div id="5c7ab4e4" class="cell" data-execution_count="11">
<div class="sourceCode cell-code" id="cb9" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb9-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">import</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span></span>
<span id="cb9-2">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"math/rand"</span></span>
<span id="cb9-3"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb9-4"></span>
<span id="cb9-5">N <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2048</span></span>
<span id="cb9-6">veca <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">make</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">([]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> N<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb9-7">vecb <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">make</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">([]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> N<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb9-8"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> N<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">++</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb9-9">    veca<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> rand<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Float64<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">()</span></span>
<span id="cb9-10">    vecb<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> rand<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Float64<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">()</span></span>
<span id="cb9-11"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>
</div>
<p>ベンチマークコード</p>
<div id="a4eb5d13" class="cell" data-execution_count="12">
<div class="sourceCode cell-code" id="cb10" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb10-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">import</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span></span>
<span id="cb10-2">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"testing"</span></span>
<span id="cb10-3">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"reflect"</span></span>
<span id="cb10-4">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"runtime"</span></span>
<span id="cb10-5"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb10-6"></span>
<span id="cb10-7"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> bench<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>f <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> size <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">int</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> size <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">int</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span>testing<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>B<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb10-8">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span>testing<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>B<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb10-9">        <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>N<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span> i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">++</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb10-10">            f<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>veca<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> vecb<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb10-11">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb10-12">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb10-13"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb10-14"></span>
<span id="cb10-15"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">type</span> Result <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">struct</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb10-16">    Size <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">int</span></span>
<span id="cb10-17">    Benchmark <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">map</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">string</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span>testing<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>BenchmarkResult</span>
<span id="cb10-18"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb10-19"></span>
<span id="cb10-20">results <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span>Result<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{}</span></span>
<span id="cb10-21"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> _<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> size <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">range</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">int</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">32</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">256</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2048</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb10-22">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">type</span> BenchmarkFunc <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">struct</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb10-23">        Name <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">string</span></span>
<span id="cb10-24">        Func <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>a<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> size <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">int</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span></span>
<span id="cb10-25">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb10-26"></span>
<span id="cb10-27">    bs <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">map</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">string</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span>testing<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>BenchmarkResult<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{}</span></span>
<span id="cb10-28">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> _<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> e <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">range</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span>BenchmarkFunc<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb10-29">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>Name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"CalcDot"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span>            Func<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> CalcDot<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">},</span></span>
<span id="cb10-30">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>Name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"CalcDotUnroll2"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span>     Func<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> CalcDotUnroll2<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">},</span></span>
<span id="cb10-31">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>Name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"CalcDotUnroll4"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span>     Func<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> CalcDotUnroll4<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">},</span></span>
<span id="cb10-32">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>Name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"CalcDotUnroll8"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span>     Func<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> CalcDotUnroll8<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">},</span></span>
<span id="cb10-33">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>Name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"CalcDotByGonum"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span>     Func<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> CalcDotByGonum<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">},</span></span>
<span id="cb10-34">        <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>Name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"CalcDotByGonumBlas"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> Func<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> CalcDotByGonumBlas<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">},</span></span>
<span id="cb10-35">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb10-36">        bs<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>e<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> testing<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Benchmark<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>bench<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>e<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Func<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">))</span></span>
<span id="cb10-37">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb10-38">    results <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">append</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>results<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> Result<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span>Size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> Benchmark<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> bs<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">})</span></span>
<span id="cb10-39"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span></code></pre></div>
</div>
<p>ベンチマーク結果</p>
<div id="5a3c93f6" class="cell" data-execution_count="13">
<details class="code-fold">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb11" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb11-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">import</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span></span>
<span id="cb11-2">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"fmt"</span></span>
<span id="cb11-3">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"sort"</span></span>
<span id="cb11-4">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"strings"</span></span>
<span id="cb11-5"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb11-6"></span>
<span id="cb11-7"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> calcNsPerOp<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span>testing<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>BenchmarkResult<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">uint64</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb11-8">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">uint64</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>T<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">uint64</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>N<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb11-9"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb11-10"></span>
<span id="cb11-11"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> makeRow<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>funcName <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">string</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> benchmark <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span>testing<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>BenchmarkResult<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">string</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb11-12">    nsPerOp <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> calcNsPerOp<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>benchmark<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb11-13">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> fmt<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Sprintf<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"&lt;tr&gt;&lt;td&gt;%s&lt;/td&gt;&lt;td&gt;%d&lt;/td&gt;&lt;td&gt;%d&lt;/td&gt;&lt;td&gt;%d&lt;/td&gt;&lt;/tr&gt;"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> funcName<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span>  benchmark<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>N<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> benchmark<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>T<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> nsPerOp<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb11-14"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb11-15"></span>
<span id="cb11-16"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> makeTable<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>results <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">map</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">string</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span>testing<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>BenchmarkResult<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> size <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">int</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">string</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb11-17">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">var</span> rows <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">string</span></span>
<span id="cb11-18">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> result <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">range</span> results <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb11-19">        rows <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">append</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>rows<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> makeRow<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&amp;</span>result<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">))</span></span>
<span id="cb11-20">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb11-21">    sort<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Strings<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>rows<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb11-22">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> fmt<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Sprintf<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">`&lt;table class="dataframe"&gt;&lt;caption&gt;size=%d&lt;/caption&gt;&lt;tr&gt;&lt;th&gt;関数名&lt;/th&gt;&lt;th&gt;回数&lt;/th&gt;&lt;th&gt;時間[ns]&lt;/th&gt;&lt;th&gt;1回あたりの時間[ns]&lt;/th&gt;&lt;/tr&gt;%s&lt;/table&gt;`</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> strings<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Join<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>rows<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="ch" style="color: #20794D;
background-color: null;
font-style: inherit;">\n</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">))</span></span>
<span id="cb11-23"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb11-24"></span>
<span id="cb11-25">tables <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">string</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{}</span></span>
<span id="cb11-26"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> _<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> r <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">range</span> results <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb11-27">    tables <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">append</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>tables<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> makeTable<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>r<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Benchmark<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> r<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">))</span></span>
<span id="cb11-28"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb11-29">display<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>HTML<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>strings<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Join<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>tables<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="ch" style="color: #20794D;
background-color: null;
font-style: inherit;">\n</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">))</span></span></code></pre></div>
</details>
<div class="cell-output cell-output-display" data-execution_count="51">
<table class="dataframe caption-top table table-sm table-striped small" data-quarto-postprocess="true">
<caption>size=32</caption>
<tbody>
<tr class="odd">
<td data-quarto-table-cell-role="th">関数名</td>
<td data-quarto-table-cell-role="th">回数</td>
<td data-quarto-table-cell-role="th">時間[ns]</td>
<td data-quarto-table-cell-role="th">1回あたりの時間[ns]</td>
</tr>
<tr class="even">
<td>CalcDot</td>
<td>257150</td>
<td>1172960235</td>
<td>4561</td>
</tr>
<tr class="odd">
<td>CalcDotByGonum</td>
<td>154552</td>
<td>1262189639</td>
<td>8166</td>
</tr>
<tr class="even">
<td>CalcDotByGonumBlas</td>
<td>186232</td>
<td>1031773081</td>
<td>5540</td>
</tr>
<tr class="odd">
<td>CalcDotUnroll2</td>
<td>252372</td>
<td>1247609758</td>
<td>4943</td>
</tr>
<tr class="even">
<td>CalcDotUnroll4</td>
<td>269863</td>
<td>1246890684</td>
<td>4620</td>
</tr>
<tr class="odd">
<td>CalcDotUnroll8</td>
<td>264232</td>
<td>1220492800</td>
<td>4619</td>
</tr>
</tbody>
</table>


<table class="dataframe caption-top table table-sm table-striped small" data-quarto-postprocess="true">
<caption>size=256</caption>
<tbody>
<tr class="odd">
<td data-quarto-table-cell-role="th">関数名</td>
<td data-quarto-table-cell-role="th">回数</td>
<td data-quarto-table-cell-role="th">時間[ns]</td>
<td data-quarto-table-cell-role="th">1回あたりの時間[ns]</td>
</tr>
<tr class="even">
<td>CalcDot</td>
<td>75538</td>
<td>1128265829</td>
<td>14936</td>
</tr>
<tr class="odd">
<td>CalcDotByGonum</td>
<td>136138</td>
<td>1091619136</td>
<td>8018</td>
</tr>
<tr class="even">
<td>CalcDotByGonumBlas</td>
<td>197648</td>
<td>1163284407</td>
<td>5885</td>
</tr>
<tr class="odd">
<td>CalcDotUnroll2</td>
<td>60063</td>
<td>1143204405</td>
<td>19033</td>
</tr>
<tr class="even">
<td>CalcDotUnroll4</td>
<td>70314</td>
<td>1041701688</td>
<td>14814</td>
</tr>
<tr class="odd">
<td>CalcDotUnroll8</td>
<td>73861</td>
<td>1120812558</td>
<td>15174</td>
</tr>
</tbody>
</table>


<table class="dataframe caption-top table table-sm table-striped small" data-quarto-postprocess="true">
<caption>size=2048</caption>
<tbody>
<tr class="odd">
<td data-quarto-table-cell-role="th">関数名</td>
<td data-quarto-table-cell-role="th">回数</td>
<td data-quarto-table-cell-role="th">時間[ns]</td>
<td data-quarto-table-cell-role="th">1回あたりの時間[ns]</td>
</tr>
<tr class="even">
<td>CalcDot</td>
<td>12385</td>
<td>1223137585</td>
<td>98759</td>
</tr>
<tr class="odd">
<td>CalcDotByGonum</td>
<td>134955</td>
<td>1221132298</td>
<td>9048</td>
</tr>
<tr class="even">
<td>CalcDotByGonumBlas</td>
<td>319032</td>
<td>1985753111</td>
<td>6224</td>
</tr>
<tr class="odd">
<td>CalcDotUnroll2</td>
<td>8714</td>
<td>1126122663</td>
<td>129231</td>
</tr>
<tr class="even">
<td>CalcDotUnroll4</td>
<td>11245</td>
<td>1151313155</td>
<td>102384</td>
</tr>
<tr class="odd">
<td>CalcDotUnroll8</td>
<td>12462</td>
<td>1148902713</td>
<td>92192</td>
</tr>
</tbody>
</table>
</div>
</div>
<div id="994869bc" class="cell" data-execution_count="14">
<details class="code-fold">
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb12" style="background: #f1f3f5;"><pre class="sourceCode go code-with-copy"><code class="sourceCode go"><span id="cb12-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">import</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span></span>
<span id="cb12-2">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"math"</span></span>
<span id="cb12-3">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"bytes"</span></span>
<span id="cb12-4">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"gonum.org/v1/plot"</span></span>
<span id="cb12-5">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"gonum.org/v1/plot/plotter"</span></span>
<span id="cb12-6">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"gonum.org/v1/plot/plotutil"</span></span>
<span id="cb12-7">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"gonum.org/v1/plot/vg"</span></span>
<span id="cb12-8">    <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"gonum.org/v1/plot/vg/draw"</span></span>
<span id="cb12-9"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-10"></span>
<span id="cb12-11"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">func</span> displayPlot<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>p <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span>plot<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Plot<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb12-12">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">var</span> buf bytes<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Buffer</span>
<span id="cb12-13">    c<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> err <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>WriterTo<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">6</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span>vg<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Inch<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">6</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span>vg<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Inch<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"png"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-14">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> err <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">!=</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">nil</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb12-15">        <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">panic</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>err<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-16">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb12-17">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> _<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> err <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> c<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>WriteTo<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(&amp;</span>buf<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">);</span> err <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">!=</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">nil</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb12-18">        <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">panic</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>err<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-19">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb12-20">    Display<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>display<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>PNG<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>buf<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Bytes<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">()))</span></span>
<span id="cb12-21"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb12-22"></span>
<span id="cb12-23"></span>
<span id="cb12-24">p <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> plot<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>New<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">()</span></span>
<span id="cb12-25">p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Title<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Text <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Benchmark of dot product"</span></span>
<span id="cb12-26">p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>X<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Label<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Text <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Function"</span></span>
<span id="cb12-27">p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Y<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Label<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Text <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"Duration per op[ns]"</span></span>
<span id="cb12-28">p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>X<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Tick<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Label<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Rotation <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> math<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Pi <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">2.5</span></span>
<span id="cb12-29">p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>X<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Tick<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Label<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>XAlign <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> draw<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>XRight</span>
<span id="cb12-30">p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Legend<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Top <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="ot" style="color: #003B4F;
background-color: null;
font-style: inherit;">true</span></span>
<span id="cb12-31"></span>
<span id="cb12-32">names <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[]</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">string</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{}</span></span>
<span id="cb12-33"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> _ <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">range</span> results<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">].</span>Benchmark <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb12-34">    names <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">append</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>names<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-35"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb12-36">sort<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Strings<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>names<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-37">p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>NominalX<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>names<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">...)</span></span>
<span id="cb12-38"></span>
<span id="cb12-39"></span>
<span id="cb12-40"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> r <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">range</span> results <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb12-41">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">var</span> values plotter<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Values</span>
<span id="cb12-42">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> _<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> name <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">range</span> names <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">{</span></span>
<span id="cb12-43">        b <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> r<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Benchmark<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">[</span>name<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">]</span></span>
<span id="cb12-44">        values <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">append</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>values<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> <span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>calcNsPerOp<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(&amp;</span>b<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)))</span></span>
<span id="cb12-45">    <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb12-46">    bar<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> _ <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:=</span> plotter<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>NewBarChart<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>values<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> vg<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Points<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">20</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">))</span></span>
<span id="cb12-47">    bar<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>LineStyle<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Width <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> vg<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Length<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-48">    bar<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Color <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> plotutil<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Color<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>i<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-49">    bar<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Offset <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> vg<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Points<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">float64</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>i <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">20</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-50">    p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Add<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>bar<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-51">    p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Legend<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Add<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>fmt<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Sprintf<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"size=%d"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> r<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span>Size<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">),</span> bar<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span>
<span id="cb12-52"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span></span>
<span id="cb12-53"></span>
<span id="cb12-54">displayPlot<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">(</span>p<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">)</span></span></code></pre></div>
</details>
<div class="cell-output cell-output-display">
<div>
<figure class="figure">
<p><img src="https://lab.ar90n.net/posts/2022-11-08-dot-benchmark-in-go_files/figure-html/cell-14-output-1.png" class="img-fluid figure-img"></p>
</figure>
</div>
</div>
</div>
</section>
<section id="まとめ" class="level2">
<h2 class="anchored" data-anchor-id="まとめ">まとめ</h2>
<p>ベクトルが小さい場合(size=32)は単純にループして計算するのが一番速い。しかしながら、ベクトルが一定サイス(size=128)を超えるとgonumを使用したほうが高速となる。 ループのアンローリングは効果がない。gonumを使用する場合は、blasを使用するとより高速になる。</p>
</section>
<section id="参考" class="level2">
<h2 class="anchored" data-anchor-id="参考">参考</h2>
<div id="refs" class="references csl-bib-body" data-entry-spacing="0">
<div id="ref-tokyo2021go" class="csl-entry">
<div class="csl-left-margin">[1] </div><div class="csl-right-inline">Tokyo, W.W.G. 2021. <em><a href="https://books.google.co.jp/books?id=nVM5EAAAQBAJ">Go言語を楽しむ5つのレシピ: コタツと蜜柑とゴーファーとわたし</a></em>. インプレスR&amp;D.</div>
</div>
</div>


</section>

 ]]></description>
  <category>Go</category>
  <category>線形代数</category>
  <guid>https://lab.ar90n.net/posts/2022-11-08-dot-benchmark-in-go.html</guid>
  <pubDate>Tue, 08 Nov 2022 00:00:00 GMT</pubDate>
  <media:content url="https://lab.ar90n.net/_freeze/posts/2022-11-08-dot-benchmark-in-go/figure-html/cell-14-output-1.png" medium="image" type="image/png" height="144" width="144"/>
</item>
<item>
  <title>OctoPrintのプラグインを作ってみる</title>
  <link>https://lab.ar90n.net/posts/2022-11-05-develop-octoprint-plugin.html</link>
  <description><![CDATA[ 




<section id="はじめに" class="level2">
<h2 class="anchored" data-anchor-id="はじめに">はじめに</h2>
<p>OctoPrintからSwitchBot PlugのOn/Offを制御する<a href="https://github.com/ar90n/OctoPrint-SwitchBot-Plug">プラグイン</a>を作ってみました。 今回、このプラグインの作成を通してハマった点のメモを残しておきます。</p>
</section>
<section id="やったこと" class="level2">
<h2 class="anchored" data-anchor-id="やったこと">やったこと</h2>
<ul>
<li>OctoPrintからSwitchBot PlugのOn/Offを制御するプラグインを作成</li>
</ul>
</section>
<section id="作ったものについて" class="level2">
<h2 class="anchored" data-anchor-id="作ったものについて">作ったものについて</h2>
<p>常時3Dプリンタを起動しているのは無駄なので、電源の管理にSwitchBot Plugを使ってみました。スマホからSwitchBot Plugを操作することはできるのですが、折角なのでOctoPrintから操作したいと思いプラグインを作成しました。</p>
<p><a href="https://github.com/ar90n/OctoPrint-SwitchBot-Plug"><img src="https://gh-card.dev/repos/ar90n/OctoPrint-SwitchBot-Plug.svg" class="img-fluid"></a></p>
<p>このプラグインを導入すると、以下の様にSwitchBot PlugのOn/Offを制御するボタンがサイドバーに出現します。</p>
<p><img src="https://lab.ar90n.net/assets/img/2022-11-05-develop-octoprint-plugin/sidebar.png" class="img-fluid"></p>
<p>仕組みとしては、シンプルにフロントエンドのボタン押下に応じてSwitchBot APIを叩くだけです。SwitchBot APIはサーバー側から呼び出しています。後から振り返ってみると、フロントエンド側から直接SwitchBot APIを叩いても良かったかなと思っています。</p>
</section>
<section id="octoprintプラグインについて" class="level2">
<h2 class="anchored" data-anchor-id="octoprintプラグインについて">OctoPrintプラグインについて</h2>
<p>OctoPrintプラグインの作成については、<a href="https://docs.octoprint.org/en/master/plugins/gettingstarted.html">Plugin Tutorial</a>を参考にするのが手っ取り早いと思います。 このチュートリアルでは、プラグインの保存先として<code>~/.octoprint/plugins</code>が紹介されています。 しかしながら、私の環境では上記ディレクトリに配置したプラグインは読み込まれませんでした。 その様な場合、プラグインの保存先ディレクトリはOctoPrintのブートログから確認することができます。</p>
<div class="sourceCode" id="cb1" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb1-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">...</span></span>
<span id="cb1-2"></span>
<span id="cb1-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">2022-11-02</span> 01:18:22,845 <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-</span> octoprint.util.connectivity.connectivity_checker <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-</span> INFO <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-</span> Resolving octoprint.org is working</span>
<span id="cb1-4"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">2022-11-02</span> 01:18:22,846 <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-</span> octoprint.plugin.core <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-</span> INFO <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-</span> Loading plugins from /Users/argon/workspace/OctoPrint/src/octoprint/plugins, /Users/argon/Library/Application Support/OctoPrint/plugins and installed plugin packages...</span>
<span id="cb1-5"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">2022-11-02</span> 01:18:23,148 <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-</span> octoprint.plugin.core <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-</span> INFO <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-</span> Plugin Pi Support Plugin <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">2022.6.13</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">)</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">did</span> not pass check, not loading.</span>
<span id="cb1-6"></span>
<span id="cb1-7"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">...</span></span></code></pre></div>
<p>また、上記チュートリアルで作成するプラグインはフロントエンド側の処理のみで完結しています。 そこで、ここではサーバー側との連携について少しだけメモを残しておくことにします。</p>
<section id="サーバー側で処理を行う" class="level3">
<h3 class="anchored" data-anchor-id="サーバー側で処理を行う">サーバー側で処理を行う</h3>
<p>OctoPrintプラグインにおいて、フロントエンド&lt;-&gt;サーバー間の連携は単純にWebAPIを介して行われます。 サーバー側で処理を行う場合、以下の何かのクラスを継承して必要なメソッドを実装します。</p>
<ul>
<li>octoprint.plugin.SimpleApiPlugin</li>
<li>octoprint.plugin.BlueprintPlugin</li>
</ul>
<p>前者は、<code>GET</code>と<code>POST</code>に応じた<code>get_api_commands</code>と<code>on_api_command</code>とを実装することでAPIを提供します。 後者はFlaskのBlueprintを利用してAPIを提供します。</p>
<p>今回は以下の様に<code>BlueprintPlugin</code>を継承してAPIを提供しています。</p>
<div class="sourceCode" id="cb2" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb2-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">class</span> SwitchBotPlugPlugin(</span>
<span id="cb2-2">    octoprint.plugin.SettingsPlugin,</span>
<span id="cb2-3">    octoprint.plugin.AssetPlugin,</span>
<span id="cb2-4">    octoprint.plugin.TemplatePlugin,</span>
<span id="cb2-5">    octoprint.plugin.BlueprintPlugin,</span>
<span id="cb2-6">):</span>
<span id="cb2-7"></span>
<span id="cb2-8">    ...</span>
<span id="cb2-9"></span>
<span id="cb2-10">    <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">@octoprint.plugin.BlueprintPlugin.route</span>(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"/turnon"</span>, methods<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"POST"</span>])</span>
<span id="cb2-11">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">def</span> turnon(<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">self</span>):</span>
<span id="cb2-12">        <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">self</span>._logger.info(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"turnon"</span>)</span>
<span id="cb2-13">        ...</span>
<span id="cb2-14"></span>
<span id="cb2-15">    <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">@octoprint.plugin.BlueprintPlugin.route</span>(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"/turnoff"</span>, methods<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"POST"</span>])</span>
<span id="cb2-16">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">def</span> turnoff(<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">self</span>):</span>
<span id="cb2-17">        <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">self</span>._logger.info(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"turnoff"</span>)</span>
<span id="cb2-18">        ...</span>
<span id="cb2-19"></span>
<span id="cb2-20">    <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">@octoprint.plugin.BlueprintPlugin.route</span>(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"/status"</span>, methods<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"GET"</span>])</span>
<span id="cb2-21">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">def</span> status(<span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">self</span>):</span>
<span id="cb2-22">        <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">self</span>._logger.info(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"status"</span>)</span>
<span id="cb2-23">        ...</span></code></pre></div>
</section>
<section id="javascript-clientについて" class="level3">
<h3 class="anchored" data-anchor-id="javascript-clientについて">JavaScript Clientについて</h3>
<p>サーバー側から提供されるのは単純なWeb APIであるため、フロントエンドからは<code>fetch</code>や<code>axios</code>などを用いて呼び出すことももちろん可能です。 しかしながら、OctoPrintでは<code>OctoPrintClient</code>というクラスが提供されており、準備したWeb API用のクライアントをinjectionして、このクラスを経由して使用することが推奨されてるようです。</p>
<p>以下にサンプルコードを参考に自作プラグイン用クライアントをinjectionする例を示します。</p>
<div class="sourceCode" id="cb3" style="background: #f1f3f5;"><pre class="sourceCode javascript code-with-copy"><code class="sourceCode javascript"><span id="cb3-1">(<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">function</span> (<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">global</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> factory) {</span>
<span id="cb3-2">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> (<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">typeof</span> define <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">===</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"function"</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&amp;&amp;</span> define<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span><span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">amd</span>) {</span>
<span id="cb3-3">        <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">define</span>([<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"OctoPrintClient"</span>]<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> factory)<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span>
<span id="cb3-4">    } <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">else</span> {</span>
<span id="cb3-5">        <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">factory</span>(<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">window</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span><span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">OctoPrintClient</span>)<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span>
<span id="cb3-6">    }</span>
<span id="cb3-7">})(<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">window</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">||</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">this</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">function</span>(OctoPrintClient) {</span>
<span id="cb3-8">    <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">var</span> SwitchBotPlug <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">function</span>(base) {</span>
<span id="cb3-9">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">this</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span><span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">base</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> base<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span>
<span id="cb3-10">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">this</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span><span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">baseUrl</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> OctoPrint<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">getBlueprintUrl</span>(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"switchbot_plug"</span>)<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span>
<span id="cb3-11">    }<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span>
<span id="cb3-12"></span>
<span id="cb3-13">    SwitchBotPlug<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span><span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">prototype</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span><span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">turnon</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">function</span>() {</span>
<span id="cb3-14">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> url <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="vs" style="color: #20794D;
background-color: null;
font-style: inherit;">`</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">${</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">this</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span><span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">baseUrl</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span><span class="vs" style="color: #20794D;
background-color: null;
font-style: inherit;">/turnon`</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span>
<span id="cb3-15">        <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> OctoPrint<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">post</span>(url<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> {}<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> {<span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">contentType</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"application/json"</span>})<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span>
<span id="cb3-16">    }<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span>
<span id="cb3-17"></span>
<span id="cb3-18">    SwitchBotPlug<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span><span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">prototype</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span><span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">turnoff</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">function</span>() {</span>
<span id="cb3-19">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> url <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="vs" style="color: #20794D;
background-color: null;
font-style: inherit;">`</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">${</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">this</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span><span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">baseUrl</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span><span class="vs" style="color: #20794D;
background-color: null;
font-style: inherit;">/turnoff`</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span>
<span id="cb3-20">        <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> OctoPrint<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">post</span>(url<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> {}<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> {<span class="dt" style="color: #AD0000;
background-color: null;
font-style: inherit;">contentType</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">:</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"application/json"</span>})<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span>
<span id="cb3-21">    }<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span>
<span id="cb3-22"></span>
<span id="cb3-23">    SwitchBotPlug<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span><span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">prototype</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span><span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">status</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">function</span>() {</span>
<span id="cb3-24">        <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">const</span> url <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="vs" style="color: #20794D;
background-color: null;
font-style: inherit;">`</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">${</span><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">this</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span><span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">baseUrl</span><span class="sc" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">}</span><span class="vs" style="color: #20794D;
background-color: null;
font-style: inherit;">/status`</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span>
<span id="cb3-25">        <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> OctoPrint<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">get</span>(url)</span>
<span id="cb3-26">    }<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span>
<span id="cb3-27"></span>
<span id="cb3-28">    OctoPrintClient<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">.</span><span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">registerPluginComponent</span>(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"switchbot_plug"</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">,</span> SwitchBotPlug)<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span>
<span id="cb3-29">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> SwitchBotPlug<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span>
<span id="cb3-30">})<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">;</span></span></code></pre></div>
</section>
</section>
<section id="参考" class="level2">
<h2 class="anchored" data-anchor-id="参考">参考</h2>
<div id="refs" class="references csl-bib-body" data-entry-spacing="0">
<div id="ref-octoprint" class="csl-entry">
<div class="csl-left-margin">[1] </div><div class="csl-right-inline">Häußge, G. 2022. OctoPrint. <a href="https://docs.octoprint.org/en/master/" class="uri">https://docs.octoprint.org/en/master/</a>.</div>
</div>
</div>


</section>

 ]]></description>
  <category>Python</category>
  <category>3Dプリンタ</category>
  <guid>https://lab.ar90n.net/posts/2022-11-05-develop-octoprint-plugin.html</guid>
  <pubDate>Sat, 05 Nov 2022 00:00:00 GMT</pubDate>
  <media:content url="https://lab.ar90n.net/assets/img/2022-11-05-develop-octoprint-plugin/sidebar.png" medium="image" type="image/png" height="46" width="144"/>
</item>
<item>
  <title>ARモデルによるシンプルなボイスチェンジャ</title>
  <link>https://lab.ar90n.net/posts/2022-10-24-simple-voice-changer.html</link>
  <description><![CDATA[ 




<section id="はじめに" class="level2">
<h2 class="anchored" data-anchor-id="はじめに">はじめに</h2>
<p>音声の生成過程をソースとフィルタによってモデル化する手法として、ソースフィルタモデル<span class="citation" data-cites="1130289132726961410">[4]</span>が知られています。 今回、このフィルタをARモデルを用いて実装し、ソースフィルタモデルによるシンプルなボイスチェンジャを作成しました。</p>
</section>
<section id="やったこと" class="level2">
<h2 class="anchored" data-anchor-id="やったこと">やったこと</h2>
<ul>
<li>ARモデルを用いてスペクトル包絡を推定</li>
<li>そのスペクトル包絡を用いてボイスチェンジャを実装</li>
</ul>
</section>
<section id="ソースフィルタモデルによる音声合成" class="level2">
<h2 class="anchored" data-anchor-id="ソースフィルタモデルによる音声合成">ソースフィルタモデルによる音声合成</h2>
<p>ソースフィルタモデルは、音声の生成仮定をソースとフィルタによってモデル化します。 ここで、ソースとは声帯による生成音を、フィルタとは声道による音響的な変化をそれぞれ表します。 この時、ソースとフィルタの関係を線形であると仮定すると、以下の様に表現することができます。</p>
<p><img src="https://latex.codecogs.com/png.latex?%0AY%5Cleft(z%5Cright)%20=%20H%5Cleft(z%5Cright)X%5Cleft(z%5Cright)%0A"></p>
<p>上式において、<img src="https://latex.codecogs.com/png.latex?Y%5Cleft(z%5Cright)">は音声信号を、<img src="https://latex.codecogs.com/png.latex?X%5Cleft(s%5Cright)">はソースを、<img src="https://latex.codecogs.com/png.latex?H%5Cleft(z%5Cright)">はフィルタをそれぞれ表します。 また、フィルタ<img src="https://latex.codecogs.com/png.latex?H%5Cleft(z%5Cright)">はスペクトル包絡を、ソース<img src="https://latex.codecogs.com/png.latex?X%5Cleft(z%5Cright)">は基本周波数成分をそれぞれ表現していると考えることができます。</p>
</section>
<section id="arモデルによるフィルタの実装" class="level2">
<h2 class="anchored" data-anchor-id="arモデルによるフィルタの実装">ARモデルによるフィルタの実装</h2>
<p>ソースフィルタモデルにおけるフィルタの実装方法には様々な手法ががあります。 ここでは、シンプルな手法であるARモデル<span class="citation" data-cites="wiki:自己回帰モデル">[3]</span>を用いました。 ARモデルは、以下の様に表現することができます。</p>
<p><img src="https://latex.codecogs.com/png.latex?%0Ay%5Cleft(n%5Cright)%20=%20%5Csum_%7Bk=1%7D%5E%7Bp%7Da_%7Bk%7Dy%5Cleft(n-k%5Cright)%20+%20%5Cepsilon%5Cleft(n%5Cright)%0A"></p>
<p>ここで、<img src="https://latex.codecogs.com/png.latex?y%5Cleft(n%5Cright)">はフィルタの出力および観測信号を、<img src="https://latex.codecogs.com/png.latex?a_%7Bk%7D">はAR係数を、<img src="https://latex.codecogs.com/png.latex?%5Cepsilon%5Cleft(n%5Cright)">はノイズをそれぞれ表します。 一般的に、AR係数の推定は誤差<img src="https://latex.codecogs.com/png.latex?e%5Cleft(n%5Cright)">を最小化するように行われます。 このAR係数の推定には様々な手法があります。最も単純な方法は、以下の様にN個の関係式から最小二乗法を用いて推定する方法です。</p>
<p><img src="https://latex.codecogs.com/png.latex?%5Cbegin%7Balign%7D%0A%5Cmathbf%7By%7D&amp;=%0A%5Cbegin%7Bpmatrix%7D%0Ay%5Cleft(p%5Cright)%20%5C%5C%0Ay%5Cleft(p%20+%201%5Cright)%20%5C%5C%0A%5Cvdots%20%5C%5C%0Ay%5Cleft(N%20-%201%5Cright)%20%5C%5C%0A%5Cend%7Bpmatrix%7D%20%5C%5C%0A&amp;=%20%5Cbegin%7Bpmatrix%7D%0Ay%5Cleft(p%20-%201%5Cright)%20&amp;%20%20%5Ccdots%20&amp;%20y%5Cleft(0%5Cright)%20%5C%5C%0A%5Cvdots%20&amp;%20%5Cddots%20&amp;%20%5Cvdots%20%5C%5C%0Ay%5Cleft(N%20-%202%5Cright)%20&amp;%20%20%5Ccdots%20&amp;%20y%5Cleft(N%20-%201%20-%20p%5Cright)%20%5C%5C%0A%5Cend%7Bpmatrix%7D%0A%5Cbegin%7Bpmatrix%7D%0Aa_%7B1%7D%20%5C%5C%0A%5Cvdots%20%5C%5C%0Aa_%7Bp%7D%20%5C%5C%0A%5Cend%7Bpmatrix%7D%5C%5C%0A&amp;=%20%5Cmathbf%7BD%7D%20%5Cmathbf%7Ba%7D%20%5C%5C%0A%5Cmathbf%7Ba%7D%20&amp;=%20%5Cleft(%5Cmathbf%7BD%7D%5E%7BT%7D%5Cmathbf%7BD%7D%5Cright)%5E%7B-1%7D%5Cmathbf%7BD%7D%5E%7BT%7D%5Cmathbf%7By%7D%0A%5Cend%7Balign%7D"></p>
<p>しかしながら、この最小二乗法によって推定されたAR係数は必ずしも安定ではありません。 そのため、自己相関関数を用いてAR係数を推定する方法がよく用いられます。 自己相関法では、以下の様に定義する信号<img src="https://latex.codecogs.com/png.latex?y'%5Cleft(n%5Cright)">を用いてAR係数の推定を行います。</p>
<p><img src="https://latex.codecogs.com/png.latex?%5Cbegin%7Balign%7D%0Ay'%5Cleft(n%5Cright)%20=%20%5Cleft%5C%7B%0A%5Cbegin%7Barray%7D%7Bll%7D%0Ay%5Cleft(n%5Cright)%20&amp;%20%5Cmathrm%7Bif%7D%5C%20n%20=%200,%20%5Cdots%20,%20N%20-%201%20%5C%5C%0A0%20&amp;%20%5Cmathrm%7Bothers%7D%0A%5Cend%7Barray%7D%0A%5Cright.%0A%5Cend%7Balign%7D"></p>
<p>また、自己相関関数<img src="https://latex.codecogs.com/png.latex?r%5Cleft(k%5Cright)">を以下の様に定義します。</p>
<p><img src="https://latex.codecogs.com/png.latex?%5Cbegin%7Balign%7D%0Ar%5Cleft(k%5Cright)%20&amp;=%20%5Csum_%7Bn=-%5Cinfty%7D%5E%7B%5Cinfty%7Dy'%5Cleft(n%5Cright)y'%5Cleft(n%20+%20k%5Cright)%0A%5Cend%7Balign%7D"></p>
<p>すると、AR係数は以下の様に推定することができます。</p>
<p><img src="https://latex.codecogs.com/png.latex?%5Cbegin%7Balign%7D%0A%5Cmathbf%7Br%7D&amp;=%0A%5Cbegin%7Bpmatrix%7D%0Ar%5Cleft(1%5Cright)%20%5C%5C%0Ar%5Cleft(2%5Cright)%20%5C%5C%0A%5Cvdots%20%5C%5C%0Ar%5Cleft(p%5Cright)%20%5C%5C%0A%5Cend%7Bpmatrix%7D%20%5C%5C%0A&amp;=%20%5Cbegin%7Bpmatrix%7D%0Ar%5Cleft(0%5Cright)%20&amp;%20r%5Cleft(1%5Cright)%20&amp;%20%5Ccdots%20&amp;%20y%5Cleft(p%20-%201%5Cright)%20%5C%5C%0Ar%5Cleft(1%5Cright)%20&amp;%20r%5Cleft(0%5Cright)%20&amp;%20%5Ccdots%20&amp;%20y%5Cleft(p%20-%202%5Cright)%20%5C%5C%0A%5Cvdots%20&amp;%20%5Cvdots%20&amp;%20%5Cddots%20&amp;%20%5Cvdots%20%5C%5C%0Ay%5Cleft(p%20-%201%5Cright)%20&amp;%20r%5Cleft(p%20-%202%5Cright)%20&amp;%20%5Ccdots%20&amp;%20y%5Cleft(0%5Cright)%20%5C%5C%0A%5Cend%7Bpmatrix%7D%0A%5Cbegin%7Bpmatrix%7D%0Aa_%7B1%7D%20%5C%5C%0A%5Cvdots%20%5C%5C%0Aa_%7Bp%7D%20%5C%5C%0A%5Cend%7Bpmatrix%7D%5C%5C%0A&amp;=%20%5Cmathbf%7BR%7D%20%5Cmathbf%7Ba%7D%20%5C%5C%0A%5Cmathbf%7Ba%7D%20&amp;=%20%5Cmathbf%7BR%7D%5E%7B-1%7D%5Cmathbf%7Br%7D%0A%5Cend%7Balign%7D"></p>
<p>なお、上述の行列<img src="https://latex.codecogs.com/png.latex?%5Cmathbf%7BR%7D">はテプリッツ行列<span class="citation" data-cites="wiki:テプリッツ行列">[2]</span>と呼ばれる特殊な形式となります。 今回は取り扱いませんが、テプリッツ行列の逆行列はレビンソン・ダービンのアルゴリズムを用いることで高速に計算することが可能です。</p>
<p>以下に、最小二乗法と自己相関法によるAR係数の推定を行うコードとその実行結果を示します。</p>
<div id="3faf2218" class="cell" data-execution_count="2">
<div class="sourceCode cell-code" id="cb1" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb1-1"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> numpy <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">as</span> np</span>
<span id="cb1-2"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> numpy.typing <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">as</span> npt</span>
<span id="cb1-3"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">from</span> scipy <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> signal</span>
<span id="cb1-4"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> matplotlib.pyplot <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">as</span> plt</span>
<span id="cb1-5"></span>
<span id="cb1-6"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">def</span> calc_ar_coeff_by_lsm(y: npt.NDArray[np.float32], p: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">int</span>) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-&gt;</span> npt.NDArray[np.float32]:</span>
<span id="cb1-7">    stride <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> y.strides[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>]</span>
<span id="cb1-8">    D <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.fliplr(np.lib.stride_tricks.as_strided(y, (<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">len</span>(x) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> p, p), (stride, stride)))</span>
<span id="cb1-9">    Y <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> y[p:]</span>
<span id="cb1-10">    A <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span>np.linalg.solve(D.T <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">@</span> D, D.T <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">@</span> Y).astype(np.float32)</span>
<span id="cb1-11">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> np.concatenate([np.array([<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>]), A])</span>
<span id="cb1-12"></span>
<span id="cb1-13"></span>
<span id="cb1-14"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">def</span> calc_ar_coeff_by_autocorrelation(y: npt.NDArray[np.float32], p: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">int</span>) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-&gt;</span> npt.NDArray[np.float32]:</span>
<span id="cb1-15">    y <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.concatenate([np.zeros(p <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>, dtype<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>np.float32), y, np.zeros(p <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>, dtype<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>np.float32)])</span>
<span id="cb1-16">    Y <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.fliplr(np.lib.stride_tricks.sliding_window_view(y, p))</span>
<span id="cb1-17">    r <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> Y.T <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">@</span> np.concatenate([y[p:], np.array([<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>])])</span>
<span id="cb1-18">    R <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> Y.T <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">@</span> Y</span>
<span id="cb1-19">    A <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span>np.linalg.solve(R, r).astype(np.float32)</span>
<span id="cb1-20">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> np.concatenate([np.array([<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>]), A])</span>
<span id="cb1-21"></span>
<span id="cb1-22">ns <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">4096</span></span>
<span id="cb1-23">t <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.linspace(<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> np.pi, ns)</span>
<span id="cb1-24">x <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.8</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> np.sin(<span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.1</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> ns <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> t) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.5</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> np.sin(<span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.2</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> ns <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> t) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.3</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> np.sin(<span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.4</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> ns <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> t)</span>
<span id="cb1-25"></span>
<span id="cb1-26">a_lsm <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> calc_ar_coeff_by_lsm(x, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">6</span>)</span>
<span id="cb1-27">a_autocorr <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> calc_ar_coeff_by_autocorrelation(x, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">6</span>)</span>
<span id="cb1-28"></span>
<span id="cb1-29">fig <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> plt.figure()</span>
<span id="cb1-30">ax <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> fig.add_subplot(<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">111</span>)</span>
<span id="cb1-31">w_lsm, h_lsm <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> signal.freqz(<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>, a_lsm)</span>
<span id="cb1-32">ax.plot(w_lsm <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> (<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> np.pi), <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">20</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> np.log10(np.<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">abs</span>(h_lsm)), label<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'lsm'</span>)</span>
<span id="cb1-33">w_autocorr, h_autocorr <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> signal.freqz(<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>, a_lsm)</span>
<span id="cb1-34">ax.plot(w_autocorr <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> (<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> np.pi), <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">20</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> np.log10(np.<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">abs</span>(h_autocorr)), label<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'autocorr'</span>)</span>
<span id="cb1-35">ax.plot(w_lsm <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> (<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> np.pi), <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">20</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> np.log10(np.<span class="bu" style="color: null;
background-color: null;
font-style: inherit;">abs</span>(np.fft.fft(x))[:<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2048</span>:<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">4</span>]), label<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'fft'</span>)</span>
<span id="cb1-36">ax.set_xlabel(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'normalized frequency'</span>)</span>
<span id="cb1-37">ax.set_ylabel(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'gain [dB]'</span>)</span>
<span id="cb1-38">ax.legend()</span>
<span id="cb1-39">plt.show()</span></code></pre></div>
<div class="cell-output cell-output-display">
<div>
<figure class="figure">
<p><img src="https://lab.ar90n.net/posts/2022-10-24-simple-voice-changer_files/figure-html/cell-2-output-1.png" width="596" height="429" class="figure-img"></p>
</figure>
</div>
</div>
</div>
</section>
<section id="パルス列と白色雑音によるソースの実装" class="level2">
<h2 class="anchored" data-anchor-id="パルス列と白色雑音によるソースの実装">パルス列と白色雑音によるソースの実装</h2>
<p>参考文献<span class="citation" data-cites="1130289132726961410">[4]</span>によると、音声合成では有声音をパルス列で、無声音を白色雑音で表現すると良いとされているようです。 しかしながら、今回の目的はボイスチェンジャの実装であるため、これらの区別は行わずそれぞれを単一のソースとして扱います。</p>
<p>以下にパルス列と白色雑音を生成するコードを示します。</p>
<div id="5de54d58" class="cell" data-execution_count="3">
<div class="sourceCode cell-code" id="cb2" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb2-1"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">def</span> gen_pulse(ns: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">int</span>, f: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span>) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-&gt;</span> npt.NDArray[np.float32]:</span>
<span id="cb2-2">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">while</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>:</span>
<span id="cb2-3">        x <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.zeros(ns, dtype<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>np.float32)</span>
<span id="cb2-4">        interval <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">int</span>(<span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1.0</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> f)</span>
<span id="cb2-5">        <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> i <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">in</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">range</span>(<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>, ns, interval):</span>
<span id="cb2-6">            x[i] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">1.0</span></span>
<span id="cb2-7">        <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">yield</span> x</span>
<span id="cb2-8"></span>
<span id="cb2-9"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">def</span> gen_white_noise(ns: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">int</span>) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-&gt;</span> npt.NDArray[np.float32]:</span>
<span id="cb2-10">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">while</span> <span class="va" style="color: #111111;
background-color: null;
font-style: inherit;">True</span>:</span>
<span id="cb2-11">        <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">yield</span> np.random.normal(<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>, ns)</span></code></pre></div>
</div>
</section>
<section id="ボイスチェンジャの実装" class="level2">
<h2 class="anchored" data-anchor-id="ボイスチェンジャの実装">ボイスチェンジャの実装</h2>
<p>フィルタとソースの実装が完了したので、それらを組み合わせてボイスチェンジャを実装します。 以下にコードを示します。</p>
<div id="b5513254" class="cell" data-execution_count="4">
<div class="sourceCode cell-code" id="cb3" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb3-1"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">from</span> datasets <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> load_dataset</span>
<span id="cb3-2"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">from</span> typing <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> Literal</span>
<span id="cb3-3"></span>
<span id="cb3-4">common_voice <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> load_dataset(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"common_voice"</span>, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"ja"</span>)</span>
<span id="cb3-5">audio <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> common_voice[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"train"</span>][<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>][<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"audio"</span>][<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"array"</span>]</span>
<span id="cb3-6">sampling_rate <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> common_voice[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"train"</span>][<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">0</span>][<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"audio"</span>][<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"sampling_rate"</span>]</span>
<span id="cb3-7"></span>
<span id="cb3-8"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">def</span> synth_voice(clip: npt.NDArray[np.float32], <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span>, sampling_freq: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span>, source_freq: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="fl" style="color: #AD0000;
background-color: null;
font-style: inherit;">0.00001</span>, chunk_ms: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">6</span>, p: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">int</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">64</span>, source_type: Literal[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'pluse'</span>, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'noise'</span>] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'pluse'</span>) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-&gt;</span> npt.NDArray[np.float32]:</span>
<span id="cb3-9">    chunk_size <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">int</span>(sampling_rate <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> chunk_ms <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1000</span>)</span>
<span id="cb3-10">    clip_length <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> (clip.size <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">//</span> chunk_size) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">*</span> chunk_size</span>
<span id="cb3-11">    clip <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> clip[:clip_length]</span>
<span id="cb3-12">    chunks <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> clip.reshape((<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>, chunk_size))</span>
<span id="cb3-13"></span>
<span id="cb3-14">    ret <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> []</span>
<span id="cb3-15">    source <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> gen_white_noise(chunk_size) <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">if</span> source_type <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">==</span> <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">'noise'</span> <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">else</span> gen_pulse(chunk_size, source_freq)</span>
<span id="cb3-16">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> chunk, source <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">in</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">zip</span>(chunks, source):</span>
<span id="cb3-17">        a <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> calc_ar_coeff_by_autocorrelation(chunk, p)</span>
<span id="cb3-18">        source <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.concatenate([source, np.zeros(source.size, dtype<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>np.float32)])</span>
<span id="cb3-19">        y <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> signal.lfilter(np.array([<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>]), a, source)</span>
<span id="cb3-20">        ret.append(y)</span>
<span id="cb3-21">    ret <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.vstack(ret)</span>
<span id="cb3-22">    ret[<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>:, :chunk_size] <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+=</span> ret[:<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>, chunk_size:]  <span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># overlap add</span></span>
<span id="cb3-23">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> np.concatenate(ret[:, :chunk_size])</span></code></pre></div>
</div>
</section>
<section id="結果" class="level2">
<h2 class="anchored" data-anchor-id="結果">結果</h2>
<p>パルスで駆動したデータは雑音が目立ちますね。やはり単純にパルスやノイズで駆動するだけでは綺麗な音声にはならない様です。 あとは、もう少しチャンク間の結合を工夫すれば良いのかもしれません。</p>
<ul>
<li>白色雑音</li>
</ul>
<div id="9ab1b216" class="cell" data-execution_count="5">
<div class="cell-output cell-output-display" data-execution_count="4">

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" 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</div>
<ul>
<li>パルス列(<img src="https://latex.codecogs.com/png.latex?200%5Cmathrm%7BHz%7D">)</li>
</ul>
<div id="5c8ba029" class="cell" data-execution_count="6">
<div class="cell-output cell-output-display" data-execution_count="5">

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" 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</div>
</div>
<ul>
<li>パルス列(<img src="https://latex.codecogs.com/png.latex?300%5Cmathrm%7BHz%7D">)</li>
</ul>
<div id="386c7c66" class="cell" data-execution_count="7">
<div class="cell-output cell-output-display" data-execution_count="6">

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" 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</div>
</div>
<ul>
<li>パルス列(<img src="https://latex.codecogs.com/png.latex?400%5Cmathrm%7BHz%7D">)</li>
</ul>
<div id="9215ce42" class="cell" data-execution_count="8">
<div class="cell-output cell-output-display" data-execution_count="7">

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" 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</div>
</div>
</section>
<section id="参考" class="level2">
<h2 class="anchored" data-anchor-id="参考">参考</h2>
<div id="refs" class="references csl-bib-body" data-entry-spacing="0">
<div id="ref-1130000796657917952" class="csl-entry">
<div class="csl-left-margin">[1] </div><div class="csl-right-inline">Lim, J.S. et al. 1992. <em><a href="https://cir.nii.ac.jp/crid/1130000796657917952">現代ディジタル信号処理理論とその応用</a></em>. 丸善.</div>
</div>
<div id="ref-wiki:テプリッツ行列" class="csl-entry">
<div class="csl-left-margin">[2] </div><div class="csl-right-inline">Wikipedia 2022. <span>テプリッツ行列</span> — <span>W</span>ikipedia<span>,</span> the free encyclopedia. <a href="http://ja.wikipedia.org/w/index.php?title=テプリッツ行列" class="uri">http://ja.wikipedia.org/w/index.php?title=テプリッツ行列</a>.</div>
</div>
<div id="ref-wiki:自己回帰モデル" class="csl-entry">
<div class="csl-left-margin">[3] </div><div class="csl-right-inline">Wikipedia 2022. <span>自己回帰モデル</span> — <span>W</span>ikipedia<span>,</span> the free encyclopedia. <a href="http://ja.wikipedia.org/w/index.php?title=自己回帰モデル&amp;oldid=90026540" class="uri">http://ja.wikipedia.org/w/index.php?title=自己回帰モデル&amp;oldid=90026540</a>.</div>
</div>
<div id="ref-1130289132726961410" class="csl-entry">
<div class="csl-left-margin">[4] </div><div class="csl-right-inline">山本龍一. and 高道慎之介. 2021. <em><a href="https://cir.nii.ac.jp/crid/1130289132726961410">Pythonで学ぶ音声合成</a></em>. インプレス.</div>
</div>
</div>


</section>

 ]]></description>
  <category>Python</category>
  <category>信号処理</category>
  <guid>https://lab.ar90n.net/posts/2022-10-24-simple-voice-changer.html</guid>
  <pubDate>Mon, 24 Oct 2022 00:00:00 GMT</pubDate>
  <media:content url="https://lab.ar90n.net/_freeze/posts/2022-10-24-simple-voice-changer/figure-html/cell-2-output-1.png" medium="image" type="image/png" height="104" width="144"/>
</item>
<item>
  <title>XG-C100Cを追加してオンボードNICとブリッジ接続する</title>
  <link>https://lab.ar90n.net/posts/2022-08-12-xg-c100c-in-ubuntu-server.html</link>
  <description><![CDATA[ 




<section id="はじめに" class="level2">
<h2 class="anchored" data-anchor-id="はじめに">はじめに</h2>
<p>Ubuntu 22.04で運用している開発用マシンに<a href="https://www.asus.com/jp/Networking-IoT-Servers/Wired-Networking/All-series/XG-C100C/">XG-C100C</a>を追加した記録です。 最終的に以下のような環境を構築します。</p>
<pre><code>┌───────────────┐                     ┌──────────────┐              ┌────────────────┐
│               │                     │              │              │                │
│               │ 10.0.0.100/24       │              │ Dynamic      │                │
│  MacBook Pro  ├─────────────────────┤  Dev Server  ├──────────────┤  Home Network  │
│               │                     │              │              │                │
│               │                     │              │              │                │
└───────────────┘                     └──────────────┘              └────────────────┘</code></pre>
</section>
<section id="やったこと" class="level2">
<h2 class="anchored" data-anchor-id="やったこと">やったこと</h2>
<ul>
<li>Ubuntu22.04にXG-C100Cを導入</li>
<li>既存のNIC（オンボード）とXG-C100Cとの間をブリッジ接続</li>
</ul>
</section>
<section id="xg-c100cの導入" class="level2">
<h2 class="anchored" data-anchor-id="xg-c100cの導入">XG-C100Cの導入</h2>
<p>ASUSの<a href="https://www.asus.com/jp/Networking-IoT-Servers/Wired-Networking/All-series/XG-C100C/HelpDesk_Download/">サイト</a>にあるドライバはバージョンが古い（5.0.3.3）ため私の環境（kernel 5.15.0-43）でコンパイルすることができませんでした。 そこで、 <a href="https://www.marvell.com/support/downloads.html">Marvellのダウンロードページ</a>からAQC107Cを選択してドライバを取得します。</p>
<p>ダウンロード完了後、以下のように指示通り作業を行うとドライバを導入します。</p>
<div class="sourceCode" id="cb2" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb2-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> unzip Marvell_Linux_2.5.5.zip</span>
<span id="cb2-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">Archive:</span>  Marvell_Linux_2.5.5.zip</span>
<span id="cb2-3">   <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">creating:</span> 05-23-22_Marvell_Linux_2.5.5/</span>
<span id="cb2-4">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">inflating:</span> 05-23-22_Marvell_Linux_2.5.5/atlantic-2.5.5.0-1.noarch.rpm</span>
<span id="cb2-5"> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">extracting:</span> 05-23-22_Marvell_Linux_2.5.5/atlantic.tar.gz</span>
<span id="cb2-6">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">inflating:</span> 05-23-22_Marvell_Linux_2.5.5/README.txt</span>
<span id="cb2-7">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">inflating:</span> 05-23-22_Marvell_Linux_2.5.5/Release_Notes_Linux_2.5.5.txt</span>
<span id="cb2-8"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> cd 05-23-22_Marvell_Linux_2.5.5</span>
<span id="cb2-9"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> tar <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-zxf</span> atlantic.tar.gz</span>
<span id="cb2-10"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> sudo ./dkms.sh install</span></code></pre></div>
<p>追加したNICの名称を確認します。正しい方法がわからないので、<code>dmesg</code> からそれっぽいものを持ってきます。 今回追加したNICは<code>enp4s0</code>という名称が付けられているようです。</p>
<div class="sourceCode" id="cb3" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb3-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> sudo dmesg<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">|</span> <span class="fu" style="color: #4758AB;
background-color: null;
font-style: inherit;">grep</span> atlantic</span>
<span id="cb3-2"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">[</span>    2.502420] atlantic 0000:04:00.0: <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">enabling</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">device</span> <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">(</span><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">0000</span> <span class="at" style="color: #657422;
background-color: null;
font-style: inherit;">-</span><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> 0002<span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">)</span></span>
<span id="cb3-3"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">[</span>    2.540366] atlantic: Detect <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">ATL2FW</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">1030012</span></span>
<span id="cb3-4"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">[</span>    5.859800] atlantic 0000:04:00.0 <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">enp4s0:</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">renamed</span> from eth1</span>
<span id="cb3-5"><span class="bu" style="color: null;
background-color: null;
font-style: inherit;">[</span>   17.700034] atlantic 0000:04:00.0 <span class="er" style="color: #AD0000;
background-color: null;
font-style: inherit;">enp4s0:</span> <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">atlantic:</span> link change old 0 new 1000</span></code></pre></div>
</section>
<section id="nic間のブリッジ接続" class="level2">
<h2 class="anchored" data-anchor-id="nic間のブリッジ接続">NIC間のブリッジ接続</h2>
<p>’/etc/netplan/00-installer-config.yaml’を修正して既存のNIC(<code>eno1</code>)とブリッジ接続します。</p>
<div class="sourceCode" id="cb4" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb4-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> cat /etc/netplan/00-installer-config.yaml</span>
<span id="cb4-2"><span class="co" style="color: #5E5E5E;
background-color: null;
font-style: inherit;"># This is the network config written by 'subiquity'</span></span>
<span id="cb4-3"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">network:</span></span>
<span id="cb4-4">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">ethernets:</span></span>
<span id="cb4-5">    <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">eno1:</span> {}</span>
<span id="cb4-6">    <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">enp4s0:</span> {}</span>
<span id="cb4-7">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">bridges:</span></span>
<span id="cb4-8">    <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">br0:</span></span>
<span id="cb4-9">      <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">interfaces:</span></span>
<span id="cb4-10">        <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">-</span> eno1</span>
<span id="cb4-11">        <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">-</span> enp4s0</span>
<span id="cb4-12">      <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">dhcp4:</span> true</span>
<span id="cb4-13">  <span class="ex" style="color: null;
background-color: null;
font-style: inherit;">version:</span> 2</span></code></pre></div>
<p>MacBook Pro &lt;-&gt; Home Network間の通信を透過的に行うためufwを設定します。</p>
<div class="sourceCode" id="cb5" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb5-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> sudo ufw allow from 10.0.0.0/24</span></code></pre></div>
<p><code>/etc/default/ufw ufw.org</code>も以下のように修正します。</p>
<div class="sourceCode" id="cb6" style="background: #f1f3f5;"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb6-1"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">$</span> diff /etc/default/ufw ufw.org</span>
<span id="cb6-2"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">19c19</span></span>
<span id="cb6-3"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&lt;</span> DEFAULT_FORWARD_POLICY=<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"ACCEPT"</span></span>
<span id="cb6-4"><span class="ex" style="color: null;
background-color: null;
font-style: inherit;">---</span></span>
<span id="cb6-5"><span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">&gt;</span> DEFAULT_FORWARD_POLICY=<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"DROP"</span></span></code></pre></div>
</section>
<section id="参考" class="level2">
<h2 class="anchored" data-anchor-id="参考">参考</h2>
<ul>
<li><a href="https://www.marvell.com/support/downloads.html">Marvell Drivers</a></li>
<li><a href="https://netplan.io/reference">Netplan reference</a></li>
</ul>


</section>

 ]]></description>
  <category>Ubuntu</category>
  <guid>https://lab.ar90n.net/posts/2022-08-12-xg-c100c-in-ubuntu-server.html</guid>
  <pubDate>Fri, 12 Aug 2022 00:00:00 GMT</pubDate>
</item>
<item>
  <title>KD木と次元の呪い</title>
  <link>https://lab.ar90n.net/posts/2022-02-16-kdtree-and-curse-of-dimensionality.html</link>
  <description><![CDATA[ 




<section id="はじめに" class="level2">
<h2 class="anchored" data-anchor-id="はじめに">はじめに</h2>
<p>取り扱うデータが高次元になると次元の呪いと呼ばれる問題が生じることが広く知られています． この次元の呪いが示す問題は, 使用される文脈に応じて様々であると思います． ここでは，KD木<span class="citation" data-cites="wiki:Kd木">[2]</span>を用いた近傍探索における問題について考察します．</p>
</section>
<section id="やったこと" class="level2">
<h2 class="anchored" data-anchor-id="やったこと">やったこと</h2>
<ul>
<li>データの次元が高くなるにつれてKD木による近傍探索の効率が低下することを実験的に検証</li>
<li>高次元データの特徴からKD木の探索が非効率的になる原因を考察</li>
</ul>
</section>
<section id="kd木による近傍探索" class="level2">
<h2 class="anchored" data-anchor-id="kd木による近傍探索">KD木による近傍探索</h2>
<p>ここでは，KD木を用いた近傍探索について考えます．KD木は軸並行な超平面を分離平面として，探索空間を再帰的に二つの超矩形に分割します． 従って，近傍探索は根からクエリが存在する側の超矩形を選択する深さ優先探索によって実現します．</p>
<p>選ばれなかった側の超矩形に対する探索は，<strong>現在の最近傍までの距離<img src="https://latex.codecogs.com/png.latex?r_q">が，クエリから分離平面までの距離<img src="https://latex.codecogs.com/png.latex?r_d">より小さい場合（最近傍がクエリから半径<img src="https://latex.codecogs.com/png.latex?r_d">の超球内に存在）</strong>は省略することができます．これは，分離平面の向こう側には現状の最近傍よりも良いデータは存在しないためです．この性質により，KD木を用いることで探索範囲を狭めることができます．</p>
</section>
<section id="次元の変化に対する近傍探索のパフォーマンス検証" class="level2">
<h2 class="anchored" data-anchor-id="次元の変化に対する近傍探索のパフォーマンス検証">次元の変化に対する近傍探索のパフォーマンス検証</h2>
<p>データ数Nを32768, データ次元Dを<img src="https://latex.codecogs.com/png.latex?1%20%5Cdots%201024">まで変化させた時，線形探索およびKD木による最近傍点探索に必要な時間を測定しました． データのサンプルとクエリは，各次元の値が<img src="https://latex.codecogs.com/png.latex?%5B0.0%20%5Cdots%201.0%5D">に一様に分布する乱数としました．</p>
<p>以下に上述の測定を行うコードとその結果を示します．</p>
<div id="cell-5" class="cell" data-execution_count="86">
<div class="sourceCode cell-code" id="cb1" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb1-1"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> numpy <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">as</span> np</span>
<span id="cb1-2"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> timeit</span>
<span id="cb1-3"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">from</span> scipy.spatial <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> KDTree</span>
<span id="cb1-4"></span>
<span id="cb1-5"></span>
<span id="cb1-6">N <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">32768</span></span>
<span id="cb1-7">n <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">32</span></span>
<span id="cb1-8"></span>
<span id="cb1-9">result <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> []</span>
<span id="cb1-10"><span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> i <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">in</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">range</span>(<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">11</span>):</span>
<span id="cb1-11">    D <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">**</span> i</span>
<span id="cb1-12">    heystack <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.random.random((N,D))</span>
<span id="cb1-13">    kd_tree <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> KDTree(heystack)</span>
<span id="cb1-14">    needle <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.random.random(D)</span>
<span id="cb1-15">    </span>
<span id="cb1-16">    flat_scan <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">lambda</span>:np.argmin(np.linalg.norm(heystack <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-</span> needle, axis<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span><span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>))</span>
<span id="cb1-17">    kd_tree_search <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">lambda</span>: kd_tree.query(needle)</span>
<span id="cb1-18">    </span>
<span id="cb1-19">    flat_scan_time <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> timeit.timeit(flat_scan, number<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>n) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> n</span>
<span id="cb1-20">    kd_tree_time <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> timeit.timeit(kd_tree_search, number<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>n) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> n</span>
<span id="cb1-21">    result.append((flat_scan_time, kd_tree_time))</span>
<span id="cb1-22">result <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span> np.array(result)</span></code></pre></div>
</div>
<div id="cell-6" class="cell" data-execution_count="98">
<div class="cell-output cell-output-display">
<div>
<figure class="figure">
<p><img src="https://lab.ar90n.net/posts/2022-02-16-kdtree-and-curse-of-dimensionality_files/figure-html/cell-3-output-1.png" class="img-fluid figure-img"></p>
</figure>
</div>
</div>
</div>
<p>上図からデータの次元が高くなるにつれて，線形探索とKD木による探索との探索時間の差が小さくなっていることが確認できます． このことから，高次元データに対してはKD木が上手く機能していないことがわかります．</p>
</section>
<section id="高次元データの性質" class="level2">
<h2 class="anchored" data-anchor-id="高次元データの性質">高次元データの性質</h2>
<p>d次元における1辺の長さが<img src="https://latex.codecogs.com/png.latex?2r">の超立方体と半径<img src="https://latex.codecogs.com/png.latex?r">の超球の体積をそれぞれ<img src="https://latex.codecogs.com/png.latex?V_C%5Cleft(d%5Cright)">および<img src="https://latex.codecogs.com/png.latex?V_S%5Cleft(d%5Cright)">とします．するとこれらは以下のように表されます．</p>
<p><img src="https://latex.codecogs.com/png.latex?%0A%5Cbegin%7Baligned%7D%0AV_C%5Cleft(d%5Cright)%20&amp;=%20%5Cleft(2r%5Cright)%5E%7Bd%7D%20%5C%5C%0AV_S%5Cleft(d%5Cright)%20&amp;=%20%5Cfrac%7Br%5E%7Bd%7D%5Cpi%5E%7B%5Cfrac%7Bd%7D%7B2%7D%7D%7D%7B%5Cfrac%7Bd%7D%7B2%7D%5CGamma%5Cleft(%5Cfrac%7Bd%7D%7B2%7D%5Cright)%7D%0A%5Cend%7Baligned%7D%0A"></p>
<p>次にこれらの比<img src="https://latex.codecogs.com/png.latex?%5Cfrac%7BV_S%7D%7BV_C%7D">を考えます．</p>
<p><img src="https://latex.codecogs.com/png.latex?%0A%5Cbegin%7Baligned%7D%0A%5Cfrac%7BV_S%5Cleft(d%5Cright)%7D%7BV_C%5Cleft(d%5Cright)%7D%20&amp;=%20%5Cfrac%7B%5Cfrac%7Br%5E%7Bd%7D%5Cpi%5E%7B%5Cfrac%7Bd%7D%7B2%7D%7D%7D%7B%5Cfrac%7Bd%7D%7B2%7D%5CGamma%5Cleft(%5Cfrac%7Bd%7D%7B2%7D%5Cright)%7D%7D%7B%20%5Cleft(2r%5Cright)%5E%7Bd%7D%7D%5C%5C%0A&amp;=%20%5Cleft(%5Cfrac%7B%5Csqrt%7B%5Cpi%7D%7D%7B2%7D%5Cright)%5E%7Bd%7D%5Cfrac%7B1%7D%7B%5Cfrac%7Bd%7D%7B2%7D%5CGamma%5Cleft(%5Cfrac%7Bd%7D%7B2%7D%5Cright)%7D%0A%5Cend%7Baligned%7D%0A"></p>
<p>ここで</p>
<p><img src="https://latex.codecogs.com/png.latex?%0A%5Cbegin%7Baligned%7D%0A%5Cfrac%7B%5Cpi%7D%7B2%7D%20&amp;%5Csimeq%200.886%5C%5C%0A&amp;%20%5Clt%201%0A%5Cend%7Baligned%7D%0A"></p>
<p>となるので，</p>
<p><img src="https://latex.codecogs.com/png.latex?%0A%5Cbegin%7Baligned%7D%0A%5Clim_%7Bd%20%5Crightarrow%20%5Cinfty%7D%20%5Cfrac%7BV_S%5Cleft(d%5Cright)%7D%7BV_C%5Cleft(d%5Cright)%7D%20&amp;=%200%0A%5Cend%7Baligned%7D%0A"></p>
<p>となります．　また，実際に<img src="https://latex.codecogs.com/png.latex?%5Cfrac%7BV_S%5Cleft(d%5Cright)%7D%7BV_C%5Cleft(d%5Cright)%7D">を計算した結果を以下に示します．この結果より，<img src="https://latex.codecogs.com/png.latex?%5Cfrac%7BV_S%5Cleft(d%5Cright)%7D%7BV_C%5Cleft(d%5Cright)%7D">は高速に<img src="https://latex.codecogs.com/png.latex?0">へ収束することが確認できます．</p>
<div id="cell-9" class="cell" data-execution_count="131">
<div class="sourceCode cell-code" id="cb2" style="background: #f1f3f5;"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb2-1"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> math</span>
<span id="cb2-2"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">from</span> scipy.special <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> gamma</span>
<span id="cb2-3"><span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">import</span> pandas <span class="im" style="color: #00769E;
background-color: null;
font-style: inherit;">as</span> pd</span>
<span id="cb2-4"></span>
<span id="cb2-5"><span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">def</span> vs_over_vc(d: <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">int</span>) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">-&gt;</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">float</span>:</span>
<span id="cb2-6">    <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">return</span> ((math.sqrt(math.pi) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span>) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">**</span> d) <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> gamma(d <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">/</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">2</span> <span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">+</span> <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>)</span>
<span id="cb2-7"></span>
<span id="cb2-8">pd.DataFrame([(i, vs_over_vc(i)) <span class="cf" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">for</span> i <span class="kw" style="color: #003B4F;
background-color: null;
font-weight: bold;
font-style: inherit;">in</span> <span class="bu" style="color: null;
background-color: null;
font-style: inherit;">range</span>(<span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">1</span>, <span class="dv" style="color: #AD0000;
background-color: null;
font-style: inherit;">10</span>)], columns<span class="op" style="color: #5E5E5E;
background-color: null;
font-style: inherit;">=</span>[<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"d"</span>, <span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"vs/vc"</span>]).set_index(<span class="st" style="color: #20794D;
background-color: null;
font-style: inherit;">"d"</span>)</span></code></pre></div>
<div class="cell-output cell-output-display" data-execution_count="131">
<div>


<table class="dataframe caption-top table table-sm table-striped small" data-quarto-postprocess="true" data-border="1">
<thead>
<tr class="header">
<th data-quarto-table-cell-role="th"></th>
<th data-quarto-table-cell-role="th">vs/vc</th>
</tr>
<tr class="even">
<th data-quarto-table-cell-role="th">d</th>
<th data-quarto-table-cell-role="th"></th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td data-quarto-table-cell-role="th">1</td>
<td>1.000000</td>
</tr>
<tr class="even">
<td data-quarto-table-cell-role="th">2</td>
<td>0.785398</td>
</tr>
<tr class="odd">
<td data-quarto-table-cell-role="th">3</td>
<td>0.523599</td>
</tr>
<tr class="even">
<td data-quarto-table-cell-role="th">4</td>
<td>0.308425</td>
</tr>
<tr class="odd">
<td data-quarto-table-cell-role="th">5</td>
<td>0.164493</td>
</tr>
<tr class="even">
<td data-quarto-table-cell-role="th">6</td>
<td>0.080746</td>
</tr>
<tr class="odd">
<td data-quarto-table-cell-role="th">7</td>
<td>0.036912</td>
</tr>
<tr class="even">
<td data-quarto-table-cell-role="th">8</td>
<td>0.015854</td>
</tr>
<tr class="odd">
<td data-quarto-table-cell-role="th">9</td>
<td>0.006442</td>
</tr>
</tbody>
</table>

</div>
</div>
</div>
<p>次に，KD木において探索領域が1辺の長さが<img src="https://latex.codecogs.com/png.latex?2r_d">の超立方体に区切られ，クエリがその中心に位置する場合を考えます． ここで，データは探索領域中に一様に分布するものとします．すると，クエリを中心とした半径<img src="https://latex.codecogs.com/png.latex?r_d">の超球内にデータが存在する確率は$ <img src="https://latex.codecogs.com/png.latex?%E3%81%A8%E3%81%AA%E3%82%8A%E3%81%BE%E3%81%99%EF%BC%8E%E3%81%93%E3%81%AE%E5%80%A4%E3%81%AF%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E6%AC%A1%E5%85%83%E3%81%8C%E9%AB%98%E3%81%8F%E3%81%AA%E3%82%8B%E3%81%BB%E3%81%A9%E5%B0%8F%E3%81%95%E3%81%8F%E3%81%AA%E3%82%8A%E3%81%BE%E3%81%99%EF%BC%8E%E3%81%97%E3%81%9F%E3%81%8C%E3%81%A3%E3%81%A6%E3%80%81%E9%AB%98%E6%AC%A1%E5%85%83%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AB%E3%81%8A%E3%81%84%E3%81%A6%E3%81%AF%EF%BC%8C%E3%82%AF%E3%82%A8%E3%83%AA%E3%82%92%E4%B8%AD%E5%BF%83%E3%81%A8%E3%81%97%E3%81%9F%E5%8D%8A%E5%BE%84">r_d$の超球内にはほとんどデータが存在せず，大多数は超立方体の角に存在すると考えられます．</p>
<p>また，上述の結果について超立方体の対角線に着目すると非常に面白い性質を確認できます．ここで，d次元における１辺の長さが<img src="https://latex.codecogs.com/png.latex?r">である超立方体の対角線の長さ<img src="https://latex.codecogs.com/png.latex?d_%7Bd%7D%5Cleft(r%5Cright)">を考えます．この<img src="https://latex.codecogs.com/png.latex?d_%7Bd%7D%5Cleft(r%5Cright)">は以下の様に求めることができます．</p>
<p><img src="https://latex.codecogs.com/png.latex?%0A%5Cbegin%7Baligned%7D%0Ad_%7Bd%7D%5Cleft(r%5Cright)%20&amp;=%20%5Csqrt%7B%5Csum%5E%7Bd%7Dr%5E%7B2%7D%7D%5C%5C%0A&amp;=%20%5Csqrt%7Bd%7Dr%0A%5Cend%7Baligned%7D%0A"></p>
<p>以上の結果より，<img src="https://latex.codecogs.com/png.latex?d">次元の超立方体の対角線の長さは<img src="https://latex.codecogs.com/png.latex?%5Csqrt%7Bd%7D">に比例して大きくなることがわかります．これは，データの大多数が超立方体の角に存在するという前述の結果とも一致します．この性質について非常に興味深い図があったので紹介します<span class="citation" data-cites="15-496/15-859X">[1]</span>．</p>
<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img src="https://lab.ar90n.net/assets/img/2022-02-16-kdtree-and-curse-of-dimensionality/relationship_sphere_and_cube.png" title="2次元， ４次元，$d$次元における超球と超立方体との関係．(d/2)^(1/2)は誤りです．正しくはd^(1/2)/2" class="img-fluid figure-img"></p>
<figcaption>class</figcaption>
</figure>
</div>
<p>上図は左から，2次元，4次元，<img src="https://latex.codecogs.com/png.latex?d">次元における超立方体と超球との関係のイメージです．<img src="https://latex.codecogs.com/png.latex?d_%7B2%7D%5Cleft(1%5Cright)%20=%20%5Csqrt%7B2%7D">であることから，超立方体が超球に内包されています．また<img src="https://latex.codecogs.com/png.latex?d_%7B4%7D%5Cleft(1%5Cright)%20=%202">であることから，超立方体が超球に内接しています．同様に<img src="https://latex.codecogs.com/png.latex?d_%7Bd%7D%5Cleft(1%5Cright)=%5Csqrt%7Bd%7D">であることから，超立方体の角が超球の外へ飛び出しています．</p>
<p>この図はあくまでもイメージです．従って実際の高次元空間はこんなにも単純ではないのかもしれません．しかしながら， <strong>低次元では超球に内包されていた超立方体が 高次元ではその角が超球をはみ出してしまう</strong> という性質は直感に反しており非常に興味深いと思いました．</p>
<p>先に述べた通り，KD木による高速な近傍探索は最近傍がクエリから半径<img src="https://latex.codecogs.com/png.latex?r_d">の超球内に存在する場合に探索を省略することができるためでした．従って，この条件が成立しない高次元データでは探索を省略することはできません．この結果，KD木による探索の効率はデータの次元が高くなるにつれて低下します．</p>
</section>
<section id="参考文献" class="level2">
<h2 class="anchored" data-anchor-id="参考文献">参考文献</h2>
<div id="refs" class="references csl-bib-body" data-entry-spacing="0">
<div id="ref-15-496/15-859X" class="csl-entry">
<div class="csl-left-margin">[1] </div><div class="csl-right-inline">Guruswami, V. and Kannanb, R. 2012. Computer science theory for the information age, spring 2012. <a href="https://www.cs.cmu.edu/~venkatg/teaching/CStheory-infoage/" class="uri">https://www.cs.cmu.edu/~venkatg/teaching/CStheory-infoage/</a>.</div>
</div>
<div id="ref-wiki:Kd木" class="csl-entry">
<div class="csl-left-margin">[2] </div><div class="csl-right-inline">Wikipedia 2022. <span>Kd木</span> — <span>W</span>ikipedia<span>,</span> the free encyclopedia. <a href="http://ja.wikipedia.org/w/index.php?title=Kd%E6%9C%A8" class="uri">http://ja.wikipedia.org/w/index.php?title=Kd%E6%9C%A8</a>.</div>
</div>
</div>


</section>

 ]]></description>
  <category>機械学習</category>
  <category>数学</category>
  <category>Python</category>
  <guid>https://lab.ar90n.net/posts/2022-02-16-kdtree-and-curse-of-dimensionality.html</guid>
  <pubDate>Wed, 16 Feb 2022 00:00:00 GMT</pubDate>
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