{"id":7189,"date":"2024-04-15T19:35:14","date_gmt":"2024-04-15T10:35:14","guid":{"rendered":"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/?p=7189"},"modified":"2024-04-15T19:35:14","modified_gmt":"2024-04-15T10:35:14","slug":"%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89","status":"publish","type":"post","link":"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/","title":{"rendered":"\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306b\u3088\u308b\u4f5c\u66f2\uff08\u30e1\u30ed\u30c7\u30a3\u306e\u751f\u6210\uff09"},"content":{"rendered":"<p><a href=\"https:\/\/colab.research.google.com\/github\/T-QARD\/t-wave\/blob\/main\/notebooks\/music_composition\/\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306b\u3088\u308b\u4f5c\u66f2(\u30e1\u30ed\u30c7\u30a3\u306e\u751f\u6210).ipynb\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" src=\"https:\/\/colab.research.google.com\/assets\/colab-badge.svg\" alt=\"Open in Colab\" \/><\/a><\/p>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-white ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title ez-toc-toggle\" style=\"cursor:pointer\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list 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class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E5%88%B6%E7%B4%84_2_%E5%90%8C%E3%81%98%E9%9F%B3%E3%82%92_3_%E5%9B%9E%E4%BB%A5%E4%B8%8A%E9%80%A3%E7%B6%9A%E3%81%97%E3%81%A6%E5%87%BA%E3%81%95%E3%81%AA%E3%81%84\" >\u5236\u7d04 2 : \u540c\u3058\u97f3\u3092 3 \u56de\u4ee5\u4e0a\u9023\u7d9a\u3057\u3066\u51fa\u3055\u306a\u3044<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" 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class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E3%83%9E%E3%83%AB%E3%82%B3%E3%83%95%E7%A2%BA%E7%8E%87%E5%A0%B4%E3%81%A8%E3%81%AF\" >\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u3068\u306f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E3%83%9E%E3%83%AB%E3%82%B3%E3%83%95%E7%A2%BA%E7%8E%87%E5%A0%B4%E3%81%A8%E9%87%8F%E5%AD%90%E3%82%A2%E3%83%8B%E3%83%BC%E3%83%AA%E3%83%B3%E3%82%B0\" 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class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E3%83%A9%E3%82%A4%E3%83%96%E3%83%A9%E3%83%AA%E3%81%AE%E3%82%A4%E3%83%B3%E3%82%B9%E3%83%88%E3%83%BC%E3%83%AB\" >\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E6%A5%BD%E6%9B%B2%E3%81%AE%E5%86%8D%E7%94%9F\" >\u697d\u66f2\u306e\u518d\u751f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E5%AE%9F%E9%A8%93_1_%E7%9F%AD%E3%81%84%E3%83%95%E3%83%AC%E3%83%BC%E3%82%BA%E3%81%AE%E4%BD%BF%E7%94%A8\" >\u5b9f\u9a13 1 : \u77ed\u3044\u30d5\u30ec\u30fc\u30ba\u306e\u4f7f\u7528<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E5%A4%89%E6%95%B0%E3%81%A8%E9%9B%86%E5%90%88%E3%81%AE%E5%AE%9A%E7%BE%A9\" >\u5909\u6570\u3068\u96c6\u5408\u306e\u5b9a\u7fa9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E9%87%8D%E3%81%BF%E8%A1%8C%E5%88%97%E3%81%AE%E4%BD%9C%E6%88%90\" >\u91cd\u307f\u884c\u5217\u306e\u4f5c\u6210<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#QUBO%E3%81%AE%E5%AE%9A%E5%BC%8F%E5%8C%96\" >QUBO\u306e\u5b9a\u5f0f\u5316<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E7%B5%90%E6%9E%9C%E3%81%AE%E5%87%BA%E5%8A%9B\" >\u7d50\u679c\u306e\u51fa\u529b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E5%AE%9F%E9%A8%93_2_%E5%A4%9A%E6%95%B0%E3%81%AE%E6%9B%B2%E3%81%AE%E4%BD%BF%E7%94%A8\" >\u5b9f\u9a13 2 : \u591a\u6570\u306e\u66f2\u306e\u4f7f\u7528<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E9%87%8D%E3%81%BF%E8%A1%8C%E5%88%97%E3%81%AE%E4%BD%9C%E6%88%90-2\" >\u91cd\u307f\u884c\u5217\u306e\u4f5c\u6210<\/a><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#Midi_%E3%83%95%E3%82%A1%E3%82%A4%E3%83%AB%E3%81%AE%E8%AA%AD%E3%81%BF%E8%BE%BC%E3%81%BF\" >Midi \u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E3%83%A1%E3%83%AD%E3%83%87%E3%82%A3%E3%81%AE%E6%8A%BD%E5%87%BA\" >\u30e1\u30ed\u30c7\u30a3\u306e\u62bd\u51fa<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E9%87%8D%E3%81%BF%E8%A1%8C%E5%88%97%E3%81%AE%E4%BD%9C%E6%88%90-3\" >\u91cd\u307f\u884c\u5217\u306e\u4f5c\u6210<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#QUBO%E3%81%AE%E5%AE%9A%E5%BC%8F%E5%8C%96-2\" >QUBO\u306e\u5b9a\u5f0f\u5316<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E7%B5%90%E6%9E%9C%E3%81%AE%E5%87%BA%E5%8A%9B-2\" >\u7d50\u679c\u306e\u51fa\u529b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E5%AE%9F%E9%A8%93_3_%E3%83%9E%E3%83%AB%E3%82%B3%E3%83%95%E7%A2%BA%E7%8E%87%E5%A0%B4%E3%81%AE%E4%BD%BF%E7%94%A8\" >\u5b9f\u9a13 3 : \u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u306e\u4f7f\u7528<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E9%87%8D%E3%81%BF%E8%A1%8C%E5%88%97_W_%E3%82%92%E7%94%A8%E3%81%84%E3%81%9F%E3%83%9D%E3%83%86%E3%83%B3%E3%82%B7%E3%83%A3%E3%83%AB%E3%81%AE%E5%AE%9A%E7%BE%A9\" >\u91cd\u307f\u884c\u5217 $W$ \u3092\u7528\u3044\u305f\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u306e\u5b9a\u7fa9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E3%83%9E%E3%83%AB%E3%82%B3%E3%83%95%E7%A2%BA%E7%8E%87%E5%A0%B4%E3%81%AE%E7%94%9F%E6%88%90\" >\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u306e\u751f\u6210<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E7%B5%90%E6%9E%9C%E3%81%AE%E5%87%BA%E5%8A%9B-3\" >\u7d50\u679c\u306e\u51fa\u529b<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-34\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E3%81%BE%E3%81%A8%E3%82%81\" >\u307e\u3068\u3081<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-35\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E3%81%82%E3%81%A8%E6%9B%B8%E3%81%8D\" >\u3042\u3068\u66f8\u304d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-36\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e4%bd%9c%e6%9b%b2%ef%bc%88%e3%83%a1%e3%83%ad%e3%83%87%e3%82%a3%e3%81%ae%e7%94%9f%e6%88%90%ef%bc%89\/#%E5%8F%82%E8%80%83\" >\u53c2\u8003<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E6%A6%82%E8%A6%81\"><\/span>\u6982\u8981<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p><a href=\"\/T-Wave\/?p=3093\">\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306b\u3088\u308b\u4f5c\u66f2 ( \u30e1\u30ed\u30c7\u30a3\u306e\u751f\u6210 ) <\/a>\u306e\u518d\u73fe\u5b9f\u9a13\u3092\u884c\u3044\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001OpenJij \u3092\u7528\u3044\u3066\u8907\u6570\u500b\u306e\u97f3\u7b26\u3092\u540c\u6642\u751f\u6210\u3057\u3001\u30e1\u30ed\u30c7\u30a3\u304c\u751f\u6210\u3055\u308c\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u307e\u305f\u3001<a href=\"https:\/\/docs.ocean.dwavesys.com\/en\/stable\/\">D-Wave Ocean<\/a> \u306e\u6a5f\u80fd\u3092\u4f7f\u7528\u3057\u3066\u3001\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u3092\u7528\u3044\u305f\u30e1\u30ed\u30c7\u30a3\u306e\u751f\u6210\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h2><span class=\"ez-toc-section\" id=\"%E6%96%87%E7%8C%AE%E6%83%85%E5%A0%B1\"><\/span>\u6587\u732e\u60c5\u5831<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\u30bf\u30a4\u30c8\u30eb : Music Composition Using Quantum Annealing<\/li>\n<li>\u8457\u8005 : Ashish Arya, Ludmila Botelho, Fabiola Ca\u00f1ete, Dhruvi Kapadia, \u00d6zlem Salehi<\/li>\n<li>\u66f8\u8a8c\u60c5\u5831 : <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2201.10557\">https:\/\/doi.org\/10.48550\/arXiv.2201.10557<\/a><\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h2><span class=\"ez-toc-section\" id=\"%E5%95%8F%E9%A1%8C\"><\/span>\u554f\u984c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h3><span class=\"ez-toc-section\" id=\"%E5%A4%89%E6%95%B0%E3%81%AE%E5%AE%9A%E7%BE%A9\"><\/span>\u5909\u6570\u306e\u5b9a\u7fa9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u307e\u305a\u306f\u3001\u5909\u6570 $x_{i,j}$ \u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>$$<br \/>\n\\begin{equation}x_{i,j} = \\left \\{\\begin{array}{l}1 \\ \\ {\\rm if}\\ \\ (\\ i\\ \u756a\u76ee\u306e\u97f3\u7b26\u306f\\ j\\ ) \\\\0 \\ \\ {\\rm otherwize} \\end{array}\\right.\\end{equation}<br \/>\n$$<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u3053\u3053\u3067\u3001$i \\in [n]$ \u304b\u3064 $j \\in P$ \u3068\u3057\u307e\u3059\u3002$[n]$ \u306f\u96c6\u5408 $\\{ 1,2,\\dots n \\}$ \u3067\u3001$n$ \u306f\u751f\u6210\u3059\u308b\u97f3\u7b26\u306e\u6570\u3092\u8868\u3057\u307e\u3059\u3002\u307e\u305f\u3001$P$ \u306f\u30d4\u30c3\u30c1 ( $C$ \u3084 $D$ \u306a\u3069\u306e\u97f3\u540d )\u306e\u96c6\u5408\u3067\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h3><span class=\"ez-toc-section\" id=\"%E5%88%B6%E7%B4%84\"><\/span>\u5236\u7d04<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u6b21\u306b\u3001\u30e1\u30ed\u30c7\u30a3\u306e\u751f\u6210\u306b\u5fc5\u8981\u306a 4 \u3064\u306e\u97f3\u697d\u898f\u5247\u3092\u3001\u6700\u9069\u5316\u554f\u984c\u306b\u304a\u3051\u308b\u5236\u7d04\u3068\u3057\u3066\u5b9a\u5f0f\u5316\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h4><span class=\"ez-toc-section\" id=\"%E5%88%B6%E7%B4%84_1_i_%E7%95%AA%E7%9B%AE%E3%81%AE%E9%9F%B3%E7%AC%A6%E3%81%AE%E3%83%94%E3%83%83%E3%83%81%E3%81%AF_1_%E3%81%A4%E3%81%A0%E3%81%91\"><\/span>\u5236\u7d04 1 : $i$ \u756a\u76ee\u306e\u97f3\u7b26\u306e\u30d4\u30c3\u30c1\u306f 1 \u3064\u3060\u3051<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>$n$ \u500b\u306e\u97f3\u7b26\u305d\u308c\u305e\u308c\u306b 1 \u3064\u305a\u3064\u30d4\u30c3\u30c1\u3092\u6307\u5b9a\u3059\u308b\u5236\u7d04\u3067\u3059\u3002\u3053\u306e\u5236\u7d04\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5b9a\u5f0f\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>$$ \\sum_{j\\in P} x_{i,j}=1, \\forall i \\in [n] $$<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u3053\u306e\u7b49\u5f0f\u5236\u7d04\u306f\u3001\u4ee5\u4e0b\u306e\u6700\u5c0f\u5316\u554f\u984c\u306b\u7de9\u548c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>$$\\min_{\\vec{x}} \\ \\lambda_1 \\sum_{i\\in [n]} \\left( 1-\\sum_{j\\in P}{x_{i,j}} \\right)^2$$<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h4><span class=\"ez-toc-section\" id=\"%E5%88%B6%E7%B4%84_2_%E5%90%8C%E3%81%98%E9%9F%B3%E3%82%92_3_%E5%9B%9E%E4%BB%A5%E4%B8%8A%E9%80%A3%E7%B6%9A%E3%81%97%E3%81%A6%E5%87%BA%E3%81%95%E3%81%AA%E3%81%84\"><\/span>\u5236\u7d04 2 : \u540c\u3058\u97f3\u3092 3 \u56de\u4ee5\u4e0a\u9023\u7d9a\u3057\u3066\u51fa\u3055\u306a\u3044<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>3 \u56de\u4ee5\u4e0a\u540c\u3058\u97f3\u304c\u9023\u7d9a\u3057\u306a\u3044\u3088\u3046\u306b\u3059\u308b\u5236\u7d04\u3067\u3059\u3002\u3053\u306e\u5236\u7d04\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5b9a\u5f0f\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>$$\\exists i \\in [n],\\ \\ \\forall j \\in P,\\ \\ x_{i,j}=x_{i+1,j}=x_{i+2,j}=1$$<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u4eca\u3001$x \\in \\{0,1 \\}$ \u3067\u3042\u308b\u306e\u3067\u3001\u4e0a\u306e\u5f0f\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8868\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>$$\\forall i \\in [n-2],\\ \\ \\forall j \\in P,\\ \\ x_{i,j}+x_{i+1,j}+x_{i+2,j} \\le 2$$<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u3053\u306e\u4e0d\u7b49\u5f0f\u306f\u3001\u88dc\u52a9\u5909\u6570 $y_{i,j} \\in \\{ 0,1,2\\}$ \u3092\u7528\u3044\u3066\u4ee5\u4e0b\u306e\u6700\u5c0f\u5316\u554f\u984c\u306b\u7de9\u548c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>$$ \\min_{\\vec{x}} \\ \\lambda_2 \\sum_{i\\in [n-2]} \\sum_{j \\in P} \\left(x_{i,j}+x_{i+1,j}+x_{i+2,j}-y_{i,j} \\right)^2 $$<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u3055\u3089\u306b\u3001\u88dc\u52a9\u5909\u6570 $ y \\in \\{ 0,1,2\\} $ \u3092\u65b0\u305f\u306a 2 \u3064\u306e\u4e8c\u5024\u5909\u6570 $ z_{i,j},z&#8217;_{i,j} \\in \\{0,1\\}$ \u3092\u7528\u3044\u3066\u8868\u3059\u3053\u3068\u306b\u3088\u308a\u3001\u6700\u7d42\u7684\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6700\u5c0f\u5316\u554f\u984c\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>$$ \\min_{\\vec{x}} \\ \\lambda_2 \\sum_{i\\in [n-2]} \\sum_{j \\in P} \\left\\{ \\left(x_{i,j}+x_{i+1,j}+x_{i+2,j}-2^1z_{i,j}-2^0z&#8217;_{i,j}\\right)^2 + \\lambda_2&#8217;z_{i,j}z&#8217;_{i,j} \\right\\}$$<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h4><span class=\"ez-toc-section\" id=\"%E5%88%B6%E7%B4%84_3_%E6%9C%80%E5%88%9D%E3%81%A8%E6%9C%80%E5%BE%8C%E3%81%AE%E9%9F%B3%E3%82%92%E6%8C%87%E5%AE%9A\"><\/span>\u5236\u7d04 3 : \u6700\u521d\u3068\u6700\u5f8c\u306e\u97f3\u3092\u6307\u5b9a<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u6700\u521d\u3068\u6700\u5f8c\u306e\u97f3\u7b26\u3092\u97f3\u968e\u306e 1 \u5ea6 ( \u4eca\u56de\u306f $C$ ) \u306b\u6307\u5b9a\u3059\u308b\u5236\u7d04\u3067\u3059\u3002\u3053\u306e\u5236\u7d04\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5b9a\u5f0f\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>$$x_{1, 1}=x_{n,1}=1$$<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u3053\u306e\u7b49\u5f0f\u5236\u7d04\u306f\u4ee5\u4e0b\u306e\u6700\u5c0f\u5316\u554f\u984c\u306b\u7de9\u548c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>$$\\min_{\\vec{x}} \\ \\lambda_3 (-x_{1,C}-x_{n,C})$$<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h4><span class=\"ez-toc-section\" id=\"%E5%88%B6%E7%B4%84_4_%E5%82%BE%E6%80%A7%E9%9F%B3%E3%81%AE%E5%8F%96%E3%82%8A%E6%89%B1%E3%81%84\"><\/span>\u5236\u7d04 4 : \u50be\u6027\u97f3\u306e\u53d6\u308a\u6271\u3044<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u97f3\u968e\u306e \uff62 2\u30014\u30016 \u5ea6\u306e\u6b21\u306b\u306f 1 \u5ea6\u3060\u3051\u4e0b\u306e\u97f3 \uff63 \u3092\u3001\uff62 7 \u5ea6\u306e\u6b21\u306b\u306f 1 \u5ea6\u3060\u3051\u4e0a\u306e\u97f3 \uff63 \u3092\u6307\u5b9a\u3059\u308b\u5236\u7d04\u3067\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001$D$ \u306e\u5f8c\u306b\u306f $C$ \u3092\u3001$E$ \u306e\u5f8c\u306b\u306f $D$ \u3092\u3001 $G$ \u306e\u5f8c\u306b\u306f $F$ \u3092\u3001 $B$ \u306e\u5f8c\u306b\u306f $C$ \u304c\u9cf4\u308b\u3088\u3046\u306b\u3057\u307e\u3059 ( \u4eca\u56de\u306f 1 \u30aa\u30af\u30bf\u30fc\u30d6\u306e\u534a\u97f3\u968e\u3092\u4f7f\u7528\u3059\u308b\u306e\u3067\u3001$B$ \u306e\u5f8c\u306f\u30aa\u30af\u30bf\u30fc\u30d6\u4e0a\u306e $C$ \u3067\u306f\u306a\u304f 1 \u5ea6\u306e C \u306b\u623b\u3057\u307e\u3059 )\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>$$\\begin{equation} \\left \\{\\begin{array}{l} x_{i,D}=1\\ \u306a\u3089\u3070\\ x_{i+1,C}=1 \\\\ x_{i,E}=1\\ \u306a\u3089\u3070\\ x_{i+1,D}=1 \\\\ x_{i,G}=1\\ \u306a\u3089\u3070\\ x_{i+1,F}=1 \\\\ x_{i,B}=1\\ \u306a\u3089\u3070\\ x_{i+1,C}=1 \\end{array}\\right.\\end{equation}$$<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u3053\u306e\u7b49\u5f0f\u5236\u7d04\u306f\u4ee5\u4e0b\u306e\u6700\u5c0f\u5316\u554f\u984c\u306b\u7de9\u548c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>$$\\min_{\\vec{x}} \\ \\lambda_4 \\sum_{i \\in [n-1]} \\left\\{ x_{i,D}\\ \\left(1-x_{i+1,C} \\right) + x_{i,E}\\ \\left(1-x_{i+1,D} \\right) + x_{i,G}\\ \\left(1-x_{i+1,F}\\right) + x_{i,B}\\ \\left(1-x_{i+1,C}\\right) \\right\\}$$<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h3><span class=\"ez-toc-section\" id=\"%E5%A0%B1%E9%85%AC\"><\/span>\u5831\u916c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u7279\u5b9a\u306e\u97f3\u7b26\u306e\u30da\u30a2\u304c\u73fe\u308c\u305f\u6642\u306b\u76ee\u7684\u95a2\u6570\u3092\u6e1b\u5c11\u3055\u305b\u308b\u5831\u916c\u9805\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>$$\\min_{\\vec{x}} \\left( -\\lambda&#8217; \\sum_{ \\substack {i \\in [n-1] \\\\ j, j&#8217; \\in P} }{W_{j, j&#8217;} \\\u00a0 x_{i,j} \\\u00a0 x_{i+1, j&#8217;}}\\right)$$<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>$W_{j, j&#8217;}$ \u306f $i$ \u756a\u76ee\u306e\u97f3\u304c $j$\u3001$i+1$ \u756a\u76ee\u306e\u97f3\u304c $j&#8217;$ \u3067\u3042\u3063\u305f\u3068\u304d\u306e\u5831\u916c\u306e\u5927\u304d\u3055 ( \u91cd\u307f ) \u3092\u8868\u3059\u4fc2\u6570\u884c\u5217\u3067\u3059\u3002\u3053\u306e\u884c\u5217\u306f\u65e2\u5b58\u306e\u697d\u66f2\u3092\u5206\u6790\u3057\u3001\u9023\u7d9a\u3059\u308b\u30d4\u30c3\u30c1\u306e\u30da\u30a2\u3092\u8abf\u3079\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u306a\u304a\u3001\u3053\u308c\u307e\u3067\u5c0e\u5165\u3057\u3066\u304d\u305f\u5236\u7d04\u9805\u30fb\u5831\u916c\u9805\u306e\u5148\u982d\u306b\u3042\u308b\u4fc2\u6570 $\\lambda_1, \\lambda_2, \\lambda_3, \\lambda_4, \\lambda&#8217; $ \u306f\u3001\u5404\u9805\u306e\u5f71\u97ff\u306e\u5f37\u3055\u3092\u6c7a\u3081\u308b\u4fc2\u6570\u3067\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h3><span class=\"ez-toc-section\" id=\"%E3%83%9E%E3%83%AB%E3%82%B3%E3%83%95%E7%A2%BA%E7%8E%87%E5%A0%B4\"><\/span>\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h4><span class=\"ez-toc-section\" id=\"%E3%83%9E%E3%83%AB%E3%82%B3%E3%83%95%E7%A2%BA%E7%8E%87%E5%A0%B4%E3%81%A8%E3%81%AF\"><\/span>\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u3068\u306f<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u3068\u306f\u3001\u30de\u30eb\u30b3\u30d5\u7279\u6027\u3092\u6e80\u305f\u3059\u3001\u7121\u52b9\u30b0\u30e9\u30d5\u3067\u8868\u3055\u308c\u308b\u78ba\u7387\u5909\u6570\u306e\u96c6\u5408\u306e\u3053\u3068\u3092\u8a00\u3044\u307e\u3059\u3002\u78ba\u7387\u5909\u6570\u306f\u30b0\u30e9\u30d5\u306e\u9802\u70b9\u306b\u5272\u308a\u5f53\u3066\u3089\u308c\u3001\u8fba\u306b\u3088\u3063\u3066\u7e4b\u304c\u3063\u305f\u9802\u70b9\u540c\u58eb\u306f\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u3068\u547c\u3070\u308c\u308b\u5024\u306b\u3088\u3063\u3066\u4f9d\u5b58\u95a2\u4fc2\u3092\u6301\u3064\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u4ee5\u4e0b\u306b\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u306e\u4e00\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p><img decoding=\"async\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2022-04-12 10.45.40.png\" 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\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\" \/><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u306e\u4e00\u4f8b ( <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2201.10557\">https:\/\/doi.org\/10.48550\/arXiv.2201.10557<\/a> )<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u3067\u306f\u300c\u30af\u30ea\u30fc\u30af\u300d\u3068\u547c\u3070\u308c\u308b\u3001\u5168\u3066\u306e\u9802\u70b9 ( \u30ce\u30fc\u30c9 ) \u304c\u7e4b\u304c\u3063\u3066\u3044\u308b\u90e8\u5206\u96c6\u5408\u3092\u8003\u3048\u307e\u3059\u3002\u4e0a\u306e\u30b0\u30e9\u30d5\u3067\u306f\u3001{ A, B } \u3084 { C, E }, { A, C, D } \u306a\u3069\u304c\u30af\u30ea\u30fc\u30af\u306b\u3042\u305f\u308a\u307e\u3059\u3002<\/p>\n<p>\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u306b\u304a\u3051\u308b\u30a8\u30cd\u30eb\u30ae\u30fc\u306f\u3001\u3053\u308c\u3089\u30af\u30ea\u30fc\u30af\u306b\u5bfe\u3057\u3066\u5b9a\u7fa9\u3055\u308c\u308b\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u306e\u5408\u8a08\u3067\u3059\u3002\u3053\u306e\u30a8\u30cd\u30eb\u30ae\u30fc\u304c\u4f4e\u3044\u307b\u3069\u3001\u3042\u308b\u78ba\u7387\u5909\u6570\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u8d77\u3053\u308b\u78ba\u7387\u306f\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u4e0a\u306e\u30b0\u30e9\u30d5\u306e\u30af\u30ea\u30fc\u30af { C, E } \u3092\u9078\u3073\u3001C $\\in$ { 0, 1 }, E $\\in$ { 0, 1 } \u3068\u3059\u308b\u3068\u3001\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<table>\n<thead>\n<tr>\n<th style=\"text-align: center;\">\u00a0C<\/th>\n<th style=\"text-align: center;\">\u00a0 D<\/th>\n<th style=\"text-align: center;\">\u00a0 p(C,E)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align: center;\">0<\/td>\n<td style=\"text-align: center;\">0<\/td>\n<td style=\"text-align: center;\">0.3<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">0<\/td>\n<td style=\"text-align: center;\">1<\/td>\n<td style=\"text-align: center;\">0.9<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">1<\/td>\n<td style=\"text-align: center;\">0<\/td>\n<td style=\"text-align: center;\">2.6<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">1<\/td>\n<td style=\"text-align: center;\">1<\/td>\n<td style=\"text-align: center;\">5.0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u3067\u306f\u3001\u6700\u3082\u767a\u751f\u78ba\u7387\u306e\u9ad8\u3044 ( \u30a8\u30cd\u30eb\u30ae\u30fc\u306e\u4f4e\u3044 ) \u69cb\u6210\u306b\u6ce8\u76ee\u3057\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u95a2\u5fc3\u306e\u3042\u308b\u72b6\u614b ( \u4eca\u56de\u306f\u5909\u6570 $x_{i,j}$ ) \u3092\u30ce\u30fc\u30c9\u3068\u3057\u3066\u7b26\u53f7\u5316\u3057\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306a\u3069\u306e\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u3066\u6700\u3082\u30a8\u30cd\u30eb\u30ae\u30fc\u306e\u4f4e\u3044\u72b6\u614b\u304c\u5f97\u3089\u308c\u308b\u3088\u3046\u306b\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h4><span class=\"ez-toc-section\" id=\"%E3%83%9E%E3%83%AB%E3%82%B3%E3%83%95%E7%A2%BA%E7%8E%87%E5%A0%B4%E3%81%A8%E9%87%8F%E5%AD%90%E3%82%A2%E3%83%8B%E3%83%BC%E3%83%AA%E3%83%B3%E3%82%B0\"><\/span>\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u3068\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u30a4\u30b8\u30f3\u30b0\u30e2\u30c7\u30eb\u306f\u3001\u30af\u30ea\u30fc\u30af\u306e\u30b5\u30a4\u30ba\u304c 1 \u307e\u305f\u306f 2 \u3067\u3001\u72b6\u614b\u7a7a\u9593\u304c { -1, +1 } \u3067\u3042\u308b\u3088\u3046\u306a\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u306e\u7279\u6b8a\u30b1\u30fc\u30b9\u3068\u898b\u306a\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u95a2\u9023\u6027\u304b\u3089\u3001D-Wave \u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u306e\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u304b\u3089 QUBO \u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001$\\phi_{ij}$ \u3092 $ X_1=i $ \u3068 $ X_2=j $ \u306b\u5bfe\u3059\u308b\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u3068\u3059\u308b\u3068\u3001\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb $ \\phi_{00}, \\ \\phi_{01} \\ \\phi_{10} \\ \\phi_{11} $ \u3092\u6301\u3064\u78ba\u7387\u5909\u6570 $X_1$ \u304a\u3088\u3073 $X_2$ \u306b\u5bfe\u5fdc\u3059\u308b QUBO \u5f62\u5f0f\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u4e0e\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>$$<br \/>\n\\left(\\phi_{10}-\\phi_{00}\\right)x_1+\\left(\\phi_{10}-\\phi_{00}\\right)x_2+\\left(\\phi_{11}-\\phi_{10}-\\phi_{01}+\\phi_{00}\\right)x_1x_2+\\phi_{00}<br \/>\n$$<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u5f93\u3063\u3066\u3001\u5168\u3066\u306e\u7e4b\u304c\u3063\u3066\u3044\u308b\u30ce\u30fc\u30c9\u9593\u306e\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u3092\u5b9a\u7fa9\u3057\u3055\u3048\u3059\u308c\u3070\u3001D-Wave \u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u3067\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u3055\u3089\u306b\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306b\u3088\u3063\u3066\u30a8\u30cd\u30eb\u30ae\u30fc\u304c\u6700\u3082\u4f4e\u3044\u78ba\u7387\u5909\u6570\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u53d6\u5f97\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h2><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%A8%93\"><\/span>\u5b9f\u9a13<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h3><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%A8%93_0_%E6%BA%96%E5%82%99\"><\/span>\u5b9f\u9a13 0 : \u6e96\u5099<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h4><span class=\"ez-toc-section\" id=\"%E3%83%A9%E3%82%A4%E3%83%96%E3%83%A9%E3%83%AA%E3%81%AE%E3%82%A4%E3%83%B3%E3%82%B9%E3%83%88%E3%83%BC%E3%83%AB\"><\/span>\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u306f\u3058\u3081\u306b\u3001\u5b9f\u9a13\u3092\u884c\u3046\u305f\u3081\u306b\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"err\">!<\/span><span class=\"n\">pip<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"n\">install<\/span> <span class=\"n\">numpy<\/span>\n<span class=\"err\">!<\/span><span class=\"n\">pip<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"n\">install<\/span> <span class=\"n\">matplotlib<\/span>\n<span class=\"err\">!<\/span><span class=\"n\">pip<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"n\">install<\/span> <span class=\"n\">mido<\/span> <span class=\"n\">python<\/span><span class=\"o\">-<\/span><span class=\"n\">rtmidi<\/span>  <span class=\"c1\"># Midi\u5f62\u5f0f\u306e\u697d\u66f2\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea<\/span>\n<span class=\"err\">!<\/span><span class=\"n\">pip<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"n\">install<\/span> <span class=\"n\">openjij<\/span>\n<span class=\"err\">!<\/span><span class=\"n\">pip<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"n\">install<\/span> <span class=\"n\">dwave<\/span><span class=\"o\">-<\/span><span class=\"n\">ocean<\/span><span class=\"o\">-<\/span><span class=\"n\">sdk<\/span>\n<span class=\"err\">!<\/span><span class=\"n\">pip<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"n\">install<\/span> <span class=\"n\">pyqubo<\/span>\n<span class=\"err\">!<\/span><span class=\"n\">pip<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"o\">-<\/span><span class=\"n\">q<\/span> <span class=\"n\">install<\/span> <span class=\"o\">--<\/span><span class=\"n\">upgrade<\/span> <span class=\"n\">music21<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"kn\">import<\/span> <span class=\"nn\">re<\/span>\n\n<span class=\"kn\">import<\/span> <span class=\"nn\">numpy<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">np<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">IPython<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">matplotlib.pyplot<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">plt<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">openjij<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">oj<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">dwave_networkx<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">dnx<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">networkx<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">nx<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">mido<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">MidiFile<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">pyqubo<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">Array<\/span><span class=\"p\">,<\/span> <span class=\"n\">Constraint<\/span><span class=\"p\">,<\/span> <span class=\"n\">solve_qubo<\/span><span class=\"p\">,<\/span> <span class=\"n\">Placeholder<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u7d9a\u3044\u3066\u3001\u697d\u8b5c\u3092\u4e94\u7dda\u8b5c\u3068\u3057\u3066\u8868\u793a\u3059\u308b\u305f\u3081\u306e\u8a2d\u5b9a\u3092\u884c\u3044\u307e\u3059\u3002\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306e\u9014\u4e2d\u3067\u30a8\u30f3\u30bf\u30fc\u306e\u5165\u529b\u3092\u6c42\u3081\u3089\u308c\u308b\u306e\u3067\u3001\u30a8\u30f3\u30bf\u30fc\u30ad\u30fc\u3092\u62bc\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u7d9a\u884c\u3057\u307e\u3059\u3002\u3053\u306e\u90e8\u5206\u306f<a href=\"https:\/\/qiita.com\/Dr_Sin1\/items\/335999844e5a17fd7b6c\">\u3053\u3061\u3089\u306e\u30da\u30fc\u30b8<\/a>\u3092\u53c2\u8003\u306b\u3057\u307e\u3057\u305f\u3002[1]<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"err\">!<\/span><span class=\"n\">sudo<\/span> <span class=\"n\">add<\/span><span class=\"o\">-<\/span><span class=\"n\">apt<\/span><span class=\"o\">-<\/span><span class=\"n\">repository<\/span> <span class=\"n\">ppa<\/span><span class=\"p\">:<\/span><span class=\"n\">mscore<\/span><span class=\"o\">-<\/span><span class=\"n\">ubuntu<\/span><span class=\"o\">\/<\/span><span class=\"n\">mscore<\/span><span class=\"o\">-<\/span><span class=\"n\">stable<\/span>\n<span class=\"err\">!<\/span><span class=\"n\">sudo<\/span> <span class=\"n\">apt<\/span><span class=\"o\">-<\/span><span class=\"n\">get<\/span> <span class=\"n\">update<\/span>\n<span class=\"err\">!<\/span><span class=\"n\">sudo<\/span> <span class=\"n\">apt<\/span><span class=\"o\">-<\/span><span class=\"n\">get<\/span> <span class=\"n\">install<\/span> <span class=\"n\">musescore<\/span> <span class=\"o\">-<\/span><span class=\"n\">y<\/span>\n\n<span class=\"c1\"># \u4eee\u60f3\u30d5\u30ec\u30fc\u30e0\u30d0\u30c3\u30d5\u30a1\u306e\u8a2d\u5b9a<\/span>\n<span class=\"err\">!<\/span><span class=\"n\">apt<\/span><span class=\"o\">-<\/span><span class=\"n\">get<\/span> <span class=\"n\">install<\/span> <span class=\"n\">xvfb<\/span> <span class=\"o\">-<\/span><span class=\"n\">y<\/span>\n<span class=\"err\">!<\/span><span class=\"n\">sh<\/span> <span class=\"o\">-<\/span><span class=\"n\">e<\/span> <span class=\"o\">\/<\/span><span class=\"n\">etc<\/span><span class=\"o\">\/<\/span><span class=\"n\">init<\/span><span class=\"o\">.<\/span><span class=\"n\">d<\/span><span class=\"o\">\/<\/span><span class=\"n\">x11<\/span><span class=\"o\">-<\/span><span class=\"n\">common<\/span> <span class=\"n\">start<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">os<\/span>\n\n<span class=\"n\">os<\/span><span class=\"o\">.<\/span><span class=\"n\">putenv<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"DISPLAY\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\":99.0\"<\/span><span class=\"p\">)<\/span>\n<span class=\"err\">!<\/span><span class=\"n\">start<\/span><span class=\"o\">-<\/span><span class=\"n\">stop<\/span><span class=\"o\">-<\/span><span class=\"n\">daemon<\/span> <span class=\"o\">--<\/span><span class=\"n\">start<\/span> <span class=\"o\">--<\/span><span class=\"n\">pidfile<\/span> <span class=\"o\">\/<\/span><span class=\"n\">var<\/span><span class=\"o\">\/<\/span><span class=\"n\">run<\/span><span class=\"o\">\/<\/span><span class=\"n\">xvfb<\/span><span class=\"o\">.<\/span><span class=\"n\">pid<\/span> <span class=\"o\">--<\/span><span class=\"n\">make<\/span><span class=\"o\">-<\/span><span class=\"n\">pidfile<\/span> <span class=\"o\">--<\/span><span class=\"n\">background<\/span> <span class=\"o\">--<\/span><span class=\"n\">exec<\/span> <span class=\"o\">\/<\/span><span class=\"n\">usr<\/span><span class=\"o\">\/<\/span><span class=\"nb\">bin<\/span><span class=\"o\">\/<\/span><span class=\"n\">Xvfb<\/span> <span class=\"o\">--<\/span> <span class=\"p\">:<\/span><span class=\"mi\">99<\/span> <span class=\"o\">-<\/span><span class=\"n\">screen<\/span> <span class=\"mi\">0<\/span> <span class=\"mi\">1024<\/span><span class=\"n\">x768x24<\/span> <span class=\"o\">-<\/span><span class=\"n\">ac<\/span> <span class=\"o\">+<\/span><span class=\"n\">extension<\/span> <span class=\"n\">GLX<\/span> <span class=\"o\">+<\/span><span class=\"n\">render<\/span> <span class=\"o\">-<\/span><span class=\"n\">noreset<\/span>\n\n<span class=\"c1\"># \u30d1\u30b9\u306e\u8a2d\u5b9a<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">music21<\/span> <span class=\"kn\">import<\/span> <span class=\"o\">*<\/span>\n\n<span class=\"n\">us<\/span> <span class=\"o\">=<\/span> <span class=\"n\">environment<\/span><span class=\"o\">.<\/span><span class=\"n\">UserSettings<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">us<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"musescoreDirectPNGPath\"<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"s2\">\"\/usr\/bin\/mscore\"<\/span>\n<span class=\"n\">us<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"musicxmlPath\"<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"s2\">\"\/usr\/bin\/mscore\"<\/span>\n<span class=\"n\">us<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"directoryScratch\"<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"s2\">\"\/tmp\"<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h4><span class=\"ez-toc-section\" id=\"%E6%A5%BD%E6%9B%B2%E3%81%AE%E5%86%8D%E7%94%9F\"><\/span>\u697d\u66f2\u306e\u518d\u751f<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u697d\u66f2\u3092\u518d\u751f\u3059\u308b\u305f\u3081\u306e\u95a2\u6570 play_music \u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u306a\u304a\u3001\u3053\u306e\u95a2\u6570\u306f<a href=\"https:\/\/zenn.dev\/kaityo256\/articles\/python_play_sound\">\u3053\u3061\u3089\u306e\u30da\u30fc\u30b8<\/a>\u3092\u53c2\u8003\u306b\u3057\u3066\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002[2]<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">freqs<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span> <span class=\"o\">+<\/span> <span class=\"p\">[<\/span><span class=\"mf\">880.0<\/span> <span class=\"o\">*<\/span> <span class=\"mf\">2.0<\/span> <span class=\"o\">**<\/span> <span class=\"p\">((<\/span><span class=\"n\">i<\/span> <span class=\"o\">-<\/span> <span class=\"mi\">9<\/span><span class=\"p\">)<\/span> <span class=\"o\">\/<\/span> <span class=\"mf\">12.0<\/span><span class=\"p\">)<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"mi\">12<\/span><span class=\"p\">)]<\/span>\n<span class=\"n\">notes<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"s2\">\"R\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"C\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"C#\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"D\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"D#\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"E\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"F\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"F#\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"G\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"G#\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"A\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"A#\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"B\"<\/span><span class=\"p\">]<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"c1\"># \u97f3\u306e\u751f\u6210<\/span>\n<span class=\"k\">def<\/span> <span class=\"nf\">generate_sound<\/span><span class=\"p\">(<\/span><span class=\"n\">note<\/span><span class=\"p\">,<\/span> <span class=\"n\">bpm<\/span><span class=\"p\">,<\/span> <span class=\"n\">rate<\/span><span class=\"o\">=<\/span><span class=\"mi\">44100<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">dic<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"n\">s<\/span><span class=\"p\">:<\/span> <span class=\"n\">i<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span><span class=\"p\">,<\/span> <span class=\"n\">s<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">enumerate<\/span><span class=\"p\">(<\/span><span class=\"n\">notes<\/span><span class=\"p\">)}<\/span>\n    <span class=\"n\">freq<\/span> <span class=\"o\">=<\/span> <span class=\"n\">freqs<\/span><span class=\"p\">[<\/span><span class=\"n\">dic<\/span><span class=\"p\">[<\/span><span class=\"n\">note<\/span><span class=\"p\">]]<\/span>\n    <span class=\"n\">qn_duration<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">60.0<\/span> <span class=\"o\">\/<\/span> <span class=\"n\">bpm<\/span>\n    <span class=\"n\">t<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">linspace<\/span><span class=\"p\">(<\/span><span class=\"mf\">0.0<\/span><span class=\"p\">,<\/span> <span class=\"n\">qn_duration<\/span><span class=\"p\">,<\/span> <span class=\"nb\">int<\/span><span class=\"p\">(<\/span><span class=\"n\">rate<\/span> <span class=\"o\">*<\/span> <span class=\"n\">qn_duration<\/span><span class=\"p\">))<\/span>\n    <span class=\"n\">signal<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.5<\/span> <span class=\"o\">*<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">sin<\/span><span class=\"p\">(<\/span><span class=\"mi\">2<\/span> <span class=\"o\">*<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">pi<\/span> <span class=\"o\">*<\/span> <span class=\"n\">freq<\/span> <span class=\"o\">*<\/span> <span class=\"n\">t<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">signal<\/span>\n\n\n<span class=\"c1\"># \u97f3\u306e\u518d\u751f<\/span>\n<span class=\"k\">def<\/span> <span class=\"nf\">play_music<\/span><span class=\"p\">(<\/span><span class=\"n\">score<\/span><span class=\"p\">,<\/span> <span class=\"n\">bpm<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">melody<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">concatenate<\/span><span class=\"p\">(<\/span>\n        <span class=\"p\">[<\/span><span class=\"n\">generate_sound<\/span><span class=\"p\">(<\/span><span class=\"n\">note<\/span><span class=\"p\">,<\/span> <span class=\"n\">bpm<\/span><span class=\"p\">)<\/span> <span class=\"k\">for<\/span> <span class=\"n\">note<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">score<\/span><span class=\"p\">]<\/span>\n    <span class=\"p\">)<\/span>  <span class=\"c1\">#  \u5168\u4f53\u306e\u97f3\u306e\u5408\u6210<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">IPython<\/span><span class=\"o\">.<\/span><span class=\"n\">display<\/span><span class=\"o\">.<\/span><span class=\"n\">Audio<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">melody<\/span><span class=\"p\">,<\/span> <span class=\"n\">rate<\/span><span class=\"o\">=<\/span><span class=\"mi\">44100<\/span><span class=\"p\">)<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h3><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%A8%93_1_%E7%9F%AD%E3%81%84%E3%83%95%E3%83%AC%E3%83%BC%E3%82%BA%E3%81%AE%E4%BD%BF%E7%94%A8\"><\/span>\u5b9f\u9a13 1 : \u77ed\u3044\u30d5\u30ec\u30fc\u30ba\u306e\u4f7f\u7528<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u5b9f\u9a13 1 \u3067\u306f 12 \u500b\u306e\u97f3\u7b26\u304b\u3089\u306a\u308b\u77ed\u3044\u30d5\u30ec\u30fc\u30ba\u3092\u4f7f\u7528\u3057\u3066\u91cd\u307f\u884c\u5217 $ W_{j, j&#8217;} $ \u3092\u4f5c\u6210\u3057\u3001\u305d\u308c\u3092\u5143\u306b\u30e1\u30ed\u30c7\u30a3\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h4><span class=\"ez-toc-section\" id=\"%E5%A4%89%E6%95%B0%E3%81%A8%E9%9B%86%E5%90%88%E3%81%AE%E5%AE%9A%E7%BE%A9\"><\/span>\u5909\u6570\u3068\u96c6\u5408\u306e\u5b9a\u7fa9<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u307e\u305a\u306f\u3001\u4e8c\u5024\u5909\u6570 $x_{i,j} \\in \\{ 0,1 \\}$ \u304a\u3088\u3073\u88dc\u52a9\u5909\u6570 $ z_{i,j},\\ z&#8217;_{i,j} \\in \\{0,1\\}$ \u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u3053\u3067\u3001$i \\in [n], \\ j \\in P$ \u3067\u3042\u308b\u306e\u3067\u3001\u521d\u3081\u306b\u751f\u6210\u3059\u308b\u97f3\u7b26\u306e\u6570 $n$ \u3068\u30d4\u30c3\u30c1\u306e\u96c6\u5408 $P$ \u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u4eca\u56de\u306f\u3001$n=52$\u3001$P=\\left\\{ C,C\\#,D,D\\#,E,F,F\\#,G,G\\#,A,A\\#,B \\right\\}$ \u3068\u3057\u307e\u3059\u3002\u5f93\u3063\u3066\u300150 \u500b\u306e\u97f3\u7b26\u304b\u3089\u306a\u308b\u30e1\u30ed\u30c7\u30a3\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u305d\u306e\u97f3\u7b26\u306f 1 \u30aa\u30af\u30bf\u30fc\u30d6\u306e\u534a\u97f3\u968e\u304b\u3089\u9078\u629e\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">n<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">52<\/span>  <span class=\"c1\"># \u751f\u6210\u3059\u308b\u97f3\u7b26\u306e\u6570<\/span>\n<span class=\"n\">Pitch<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span>\n    <span class=\"s2\">\"C\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"C#\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"D\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"D#\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"E\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"F\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"F#\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"G\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"G#\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"A\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"A#\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"B\"<\/span><span class=\"p\">,<\/span>\n<span class=\"p\">]<\/span>  <span class=\"c1\"># \u30d4\u30c3\u30c1\u306e\u96c6\u5408<\/span>\n<span class=\"n\">len_pitch<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">len<\/span><span class=\"p\">(<\/span><span class=\"n\">Pitch<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># \u30d4\u30c3\u30c1\u306e\u6570\uff0812\u500b\uff09<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h4><span class=\"ez-toc-section\" id=\"%E9%87%8D%E3%81%BF%E8%A1%8C%E5%88%97%E3%81%AE%E4%BD%9C%E6%88%90\"><\/span>\u91cd\u307f\u884c\u5217\u306e\u4f5c\u6210<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u6b21\u306b\u3001\u91cd\u307f\u884c\u5217 $ W_{j, j&#8217;}$ \u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u672c\u5b9f\u9a13\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u30d5\u30ec\u30fc\u30ba\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">score1<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span>\n    <span class=\"s2\">\"E\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"D\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"C\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"E\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"D\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"C\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"C\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"C\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"D\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"E\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"E\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"F\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"E\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"C\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"E\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"E\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"D\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"C\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"C\"<\/span><span class=\"p\">,<\/span>\n<span class=\"p\">]<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u3053\u306e\u66f2\u3092\u4e0a\u3067\u5b9a\u7fa9\u3057\u305f play_music \u95a2\u6570\u3067\u518d\u751f\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff08\u3053\u306e\u30b5\u30a4\u30c8\u4e0a\u3067\u306f\u518d\u751f\u304c\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u97f3\u58f0\u3092\u9cf4\u3089\u3057\u305f\u3044\u5834\u5408\u306b\u306f Open in Colab \u30dc\u30bf\u30f3\u304b\u3089 Google Colab \u3092\u958b\u304d\u3001\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u307f\u3066\u4e0b\u3055\u3044\uff09\u3002\u4eca\u56de\u306f\u30e1\u30ed\u30c7\u30a3\u306e\u307f\u306b\u3064\u3044\u3066\u8003\u3048\u3066\u3044\u308b\u305f\u3081\u3001\u305d\u308c\u305e\u308c\u306e\u97f3\u7b26\u304c\u9cf4\u308b\u9577\u3055\u306f\u4e00\u5b9a\u3067\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">play_music<\/span><span class=\"p\">(<\/span>\n    <span class=\"n\">score1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">120<\/span>\n<span class=\"p\">)<\/span>  <span class=\"c1\"># \u7b2c\u4e00\u5f15\u6570\u306b\u30ea\u30b9\u30c8\uff0c \u7b2c\u4e8c\u5f15\u6570\u306bbpm ( \u66f2\u3092\u6d41\u3059\u901f\u3055 ) \u306e\u6570\u5b57\u3092\u5165\u308c\u308b<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt output_prompt\">Out[\u00a0]:<\/div>\n<div class=\"output_html rendered_html output_subarea output_execute_result\"><audio controls=\"controls\"><source type=\"audio\/wav\" \/>Your browser does not support the audio element.<\/audio><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u3053\u306e\u30d5\u30ec\u30fc\u30ba\u306e\u96a3\u308a\u5408\u3046\u97f3\u7b26\u306e\u30da\u30a2\u3092\u6570\u3048\u4e0a\u3052\u3001\u91cd\u307f\u884c\u5217\u3092\u4f5c\u6210\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">W1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">zeros<\/span><span class=\"p\">([<\/span><span class=\"n\">len_pitch<\/span><span class=\"p\">,<\/span> <span class=\"n\">len_pitch<\/span><span class=\"p\">])<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"nb\">len<\/span><span class=\"p\">(<\/span><span class=\"n\">score1<\/span><span class=\"p\">)<\/span> <span class=\"o\">-<\/span> <span class=\"mi\">1<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">W1<\/span><span class=\"p\">[<\/span><span class=\"n\">Pitch<\/span><span class=\"o\">.<\/span><span class=\"n\">index<\/span><span class=\"p\">(<\/span><span class=\"n\">score1<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">])][<\/span><span class=\"n\">Pitch<\/span><span class=\"o\">.<\/span><span class=\"n\">index<\/span><span class=\"p\">(<\/span><span class=\"n\">score1<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span> <span class=\"o\">+<\/span> <span class=\"mi\">1<\/span><span class=\"p\">])]<\/span> <span class=\"o\">+=<\/span> <span class=\"mi\">1<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u4f5c\u6210\u3057\u305f\u91cd\u307f\u884c\u5217 W1 \u3092\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">W1<\/span><span class=\"p\">)<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_subarea output_stream output_stdout output_text\">\n<pre>[[3. 0. 1. 0. 2. 0. 0. 0. 0. 0. 0. 0.]\n [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n [3. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.]\n [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n [1. 0. 3. 0. 2. 1. 0. 0. 0. 0. 0. 0.]\n [0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.]\n [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]]\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u4eca\u56de\u306e\u30d5\u30ec\u30fc\u30ba\u3067\u306f\u3001\u534a\u97f3\u968e $P=\\{ C,C\\#,D,D\\#,E,F,F\\#,G,G\\#,A,A\\#,B \\}$ \u306e\u3046\u3061 $C,D,E,F$ \u3068\u3044\u3046 4 \u3064\u306e\u30d4\u30c3\u30c1\u3057\u304b\u767b\u5834\u3057\u3066\u3044\u306a\u3044\u305f\u3081\u3001W1 \u306e\u8981\u7d20\u306e\u307b\u3068\u3093\u3069\u304c 0 \u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h4><span class=\"ez-toc-section\" id=\"QUBO%E3%81%AE%E5%AE%9A%E5%BC%8F%E5%8C%96\"><\/span>QUBO\u306e\u5b9a\u5f0f\u5316<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>4 \u3064\u306e\u5236\u7d04\u9805\u3068\u5831\u916c\u9805\u3092\u8db3\u3057\u5408\u308f\u305b\u305f\u30b3\u30b9\u30c8\u95a2\u6570\u3092 QUBO \u884c\u5217\u3068\u3057\u3066\u5b9a\u7fa9\u3059\u308b\u95a2\u6570 make_pyqubo_model \u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"k\">def<\/span> <span class=\"nf\">make_pyqubo_model<\/span><span class=\"p\">(<\/span><span class=\"n\">n<\/span><span class=\"p\">,<\/span> <span class=\"n\">len_pitch<\/span><span class=\"p\">,<\/span> <span class=\"n\">W<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Array<\/span><span class=\"o\">.<\/span><span class=\"n\">create<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"x\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">shape<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"n\">n<\/span><span class=\"p\">,<\/span> <span class=\"n\">len_pitch<\/span><span class=\"p\">),<\/span> <span class=\"n\">vartype<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"BINARY\"<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">z<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Array<\/span><span class=\"o\">.<\/span><span class=\"n\">create<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"z\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">shape<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"n\">n<\/span><span class=\"p\">,<\/span> <span class=\"n\">len_pitch<\/span><span class=\"p\">),<\/span> <span class=\"n\">vartype<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"BINARY\"<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">z_<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Array<\/span><span class=\"o\">.<\/span><span class=\"n\">create<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"z_\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">shape<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"n\">n<\/span><span class=\"p\">,<\/span> <span class=\"n\">len_pitch<\/span><span class=\"p\">),<\/span> <span class=\"n\">vartype<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"BINARY\"<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"c1\"># \u5236\u7d04\u9805<\/span>\n    <span class=\"n\">H1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">(<\/span>\n        <span class=\"p\">[(<\/span><span class=\"mi\">1<\/span> <span class=\"o\">-<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">([<\/span><span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span> <span class=\"n\">j<\/span><span class=\"p\">]<\/span> <span class=\"k\">for<\/span> <span class=\"n\">j<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"n\">len_pitch<\/span><span class=\"p\">)]))<\/span> <span class=\"o\">**<\/span> <span class=\"mi\">2<\/span> <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"n\">n<\/span><span class=\"p\">)]<\/span>\n    <span class=\"p\">)<\/span>\n    <span class=\"n\">H2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">(<\/span>\n        <span class=\"p\">[<\/span>\n            <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">(<\/span>\n                <span class=\"p\">[<\/span>\n                    <span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span> <span class=\"n\">j<\/span><span class=\"p\">]<\/span> <span class=\"o\">+<\/span> <span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span> <span class=\"o\">+<\/span> <span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"n\">j<\/span><span class=\"p\">]<\/span> <span class=\"o\">+<\/span> <span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span> <span class=\"o\">+<\/span> <span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"n\">j<\/span><span class=\"p\">]<\/span> <span class=\"o\">-<\/span> <span class=\"mi\">2<\/span> <span class=\"o\">*<\/span> <span class=\"n\">z<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span> <span class=\"n\">j<\/span><span class=\"p\">]<\/span> <span class=\"o\">-<\/span> <span class=\"n\">z_<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span> <span class=\"n\">j<\/span><span class=\"p\">])<\/span> <span class=\"o\">**<\/span> <span class=\"mi\">2<\/span>\n                    <span class=\"o\">+<\/span> <span class=\"mi\">3<\/span> <span class=\"o\">*<\/span> <span class=\"n\">z<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span> <span class=\"n\">j<\/span><span class=\"p\">]<\/span> <span class=\"o\">*<\/span> <span class=\"n\">z_<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span> <span class=\"n\">j<\/span><span class=\"p\">]<\/span>\n                    <span class=\"k\">for<\/span> <span class=\"n\">j<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"n\">len_pitch<\/span><span class=\"p\">)<\/span>\n                <span class=\"p\">]<\/span>\n            <span class=\"p\">)<\/span>\n            <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"n\">n<\/span> <span class=\"o\">-<\/span> <span class=\"mi\">2<\/span><span class=\"p\">)<\/span>\n        <span class=\"p\">]<\/span>\n    <span class=\"p\">)<\/span>\n    <span class=\"n\">H3<\/span> <span class=\"o\">=<\/span> <span class=\"o\">-<\/span><span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">]<\/span> <span class=\"o\">-<\/span> <span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">n<\/span> <span class=\"o\">-<\/span> <span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">]<\/span>\n    <span class=\"n\">H4<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">(<\/span>\n        <span class=\"p\">[<\/span>\n            <span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">]<\/span> <span class=\"o\">*<\/span> <span class=\"p\">(<\/span><span class=\"mi\">1<\/span> <span class=\"o\">-<\/span> <span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span> <span class=\"o\">+<\/span> <span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">])<\/span>\n            <span class=\"o\">+<\/span> <span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">]<\/span> <span class=\"o\">*<\/span> <span class=\"p\">(<\/span><span class=\"mi\">1<\/span> <span class=\"o\">-<\/span> <span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span> <span class=\"o\">+<\/span> <span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">2<\/span><span class=\"p\">])<\/span>\n            <span class=\"o\">+<\/span> <span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span> <span class=\"mi\">7<\/span><span class=\"p\">]<\/span> <span class=\"o\">*<\/span> <span class=\"p\">(<\/span><span class=\"mi\">1<\/span> <span class=\"o\">-<\/span> <span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span> <span class=\"o\">+<\/span> <span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5<\/span><span class=\"p\">])<\/span>\n            <span class=\"o\">+<\/span> <span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span> <span class=\"mi\">11<\/span><span class=\"p\">]<\/span> <span class=\"o\">*<\/span> <span class=\"p\">(<\/span><span class=\"mi\">1<\/span> <span class=\"o\">-<\/span> <span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span> <span class=\"o\">+<\/span> <span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">])<\/span>\n            <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"n\">n<\/span> <span class=\"o\">-<\/span> <span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n        <span class=\"p\">]<\/span>\n    <span class=\"p\">)<\/span>\n\n    <span class=\"c1\"># \u5831\u916c\u9805<\/span>\n    <span class=\"n\">H5<\/span> <span class=\"o\">=<\/span> <span class=\"o\">-<\/span><span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">(<\/span>\n        <span class=\"p\">[<\/span>\n            <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">(<\/span>\n                <span class=\"p\">[<\/span>\n                    <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">(<\/span>\n                        <span class=\"p\">[<\/span><span class=\"n\">W<\/span><span class=\"p\">[<\/span><span class=\"n\">j<\/span><span class=\"p\">,<\/span> <span class=\"n\">j2<\/span><span class=\"p\">]<\/span> <span class=\"o\">*<\/span> <span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span> <span class=\"n\">j<\/span><span class=\"p\">]<\/span> <span class=\"o\">*<\/span> <span class=\"n\">x<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span> <span class=\"o\">+<\/span> <span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"n\">j2<\/span><span class=\"p\">]<\/span> <span class=\"k\">for<\/span> <span class=\"n\">j<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"n\">len_pitch<\/span><span class=\"p\">)]<\/span>\n                    <span class=\"p\">)<\/span>\n                    <span class=\"k\">for<\/span> <span class=\"n\">j2<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"n\">len_pitch<\/span><span class=\"p\">)<\/span>\n                <span class=\"p\">]<\/span>\n            <span class=\"p\">)<\/span>\n            <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"n\">n<\/span> <span class=\"o\">-<\/span> <span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n        <span class=\"p\">]<\/span>\n    <span class=\"p\">)<\/span>\n\n    <span class=\"n\">H<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span>\n        <span class=\"n\">Placeholder<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"lambda_1\"<\/span><span class=\"p\">)<\/span> <span class=\"o\">*<\/span> <span class=\"n\">Constraint<\/span><span class=\"p\">(<\/span><span class=\"n\">H1<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"H1\"<\/span><span class=\"p\">)<\/span>\n        <span class=\"o\">+<\/span> <span class=\"n\">Placeholder<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"lambda_2\"<\/span><span class=\"p\">)<\/span> <span class=\"o\">*<\/span> <span class=\"n\">Constraint<\/span><span class=\"p\">(<\/span><span class=\"n\">H2<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"H2\"<\/span><span class=\"p\">)<\/span>\n        <span class=\"o\">+<\/span> <span class=\"n\">Placeholder<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"lambda_3\"<\/span><span class=\"p\">)<\/span> <span class=\"o\">*<\/span> <span class=\"n\">Constraint<\/span><span class=\"p\">(<\/span><span class=\"n\">H3<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"H3\"<\/span><span class=\"p\">)<\/span>\n        <span class=\"o\">+<\/span> <span class=\"n\">Placeholder<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"lambda_4\"<\/span><span class=\"p\">)<\/span> <span class=\"o\">*<\/span> <span class=\"n\">Constraint<\/span><span class=\"p\">(<\/span><span class=\"n\">H4<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"H4\"<\/span><span class=\"p\">)<\/span>\n        <span class=\"o\">+<\/span> <span class=\"n\">Placeholder<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"lambda_5\"<\/span><span class=\"p\">)<\/span> <span class=\"o\">*<\/span> <span class=\"n\">H5<\/span>\n    <span class=\"p\">)<\/span>\n\n    <span class=\"k\">return<\/span> <span class=\"n\">H<\/span><span class=\"o\">.<\/span><span class=\"n\">compile<\/span><span class=\"p\">()<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u3053\u306e\u95a2\u6570\u3092\u7528\u3044\u3066 QUBO \u884c\u5217\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u306e\u9805\u306b\u639b\u3051\u308b\u4fc2\u6570\u306f\u9069\u5207\u306b\u8abf\u6574\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">model<\/span> <span class=\"o\">=<\/span> <span class=\"n\">make_pyqubo_model<\/span><span class=\"p\">(<\/span><span class=\"n\">n<\/span><span class=\"p\">,<\/span> <span class=\"n\">len_pitch<\/span><span class=\"p\">,<\/span> <span class=\"n\">W1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">feed_dict<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">dict<\/span><span class=\"p\">(<\/span>\n    <span class=\"n\">lambda_1<\/span><span class=\"o\">=<\/span><span class=\"mf\">20.0<\/span><span class=\"p\">,<\/span> <span class=\"n\">lambda_2<\/span><span class=\"o\">=<\/span><span class=\"mf\">1.0<\/span><span class=\"p\">,<\/span> <span class=\"n\">lambda_3<\/span><span class=\"o\">=<\/span><span class=\"mf\">2.0<\/span><span class=\"p\">,<\/span> <span class=\"n\">lambda_4<\/span><span class=\"o\">=<\/span><span class=\"mf\">2.0<\/span><span class=\"p\">,<\/span> <span class=\"n\">lambda_5<\/span><span class=\"o\">=<\/span><span class=\"mf\">3.0<\/span>\n<span class=\"p\">)<\/span>  <span class=\"c1\"># \u5404\u9805\u306e\u4fc2\u6570\u3092\u8a2d\u5b9a<\/span>\n<span class=\"n\">bqm<\/span> <span class=\"o\">=<\/span> <span class=\"n\">model<\/span><span class=\"o\">.<\/span><span class=\"n\">to_bqm<\/span><span class=\"p\">(<\/span><span class=\"n\">feed_dict<\/span><span class=\"o\">=<\/span><span class=\"n\">feed_dict<\/span><span class=\"p\">)<\/span>\n<span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"num_variables:\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">bqm<\/span><span class=\"o\">.<\/span><span class=\"n\">num_variables<\/span><span class=\"p\">)<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_subarea output_stream output_stdout output_text\">\n<pre>num_variables: 1824\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h4><span class=\"ez-toc-section\" id=\"%E7%B5%90%E6%9E%9C%E3%81%AE%E5%87%BA%E5%8A%9B\"><\/span>\u7d50\u679c\u306e\u51fa\u529b<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>OpenJij \u306e SQASampler ( \u30b7\u30df\u30e5\u30ec\u30fc\u30c6\u30c3\u30c9\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0 ) \u3092\u7528\u3044\u3066\u3001\u4e0a\u3067\u5b9a\u7fa9\u3057\u305f QUBO \u884c\u5217\u306b\u5bfe\u3059\u308b\u6700\u9069\u5316\u554f\u984c\u3092\u89e3\u304d\u307e\u3059\u3002\u4eca\u56de\u306f\u3001\u305d\u306e\u7d50\u679c\u3092 10 \u56de\u8aad\u307f\u51fa\u3057\u3001\u305d\u306e\u4e2d\u3067\u30b3\u30b9\u30c8\u95a2\u6570\u304c\u6700\u3082\u5c0f\u3055\u304f\u306a\u3063\u305f\u89e3\uff08 decoded_sample[0] \uff09\u3092\u63a1\u7528\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">sampler<\/span> <span class=\"o\">=<\/span> <span class=\"n\">oj<\/span><span class=\"o\">.<\/span><span class=\"n\">SQASampler<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sampler<\/span><span class=\"o\">.<\/span><span class=\"n\">sample<\/span><span class=\"p\">(<\/span><span class=\"n\">bqm<\/span><span class=\"p\">,<\/span> <span class=\"n\">num_reads<\/span><span class=\"o\">=<\/span><span class=\"mi\">10<\/span><span class=\"p\">)<\/span><span class=\"o\">.<\/span><span class=\"n\">aggregate<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">decoded_sample<\/span> <span class=\"o\">=<\/span> <span class=\"n\">model<\/span><span class=\"o\">.<\/span><span class=\"n\">decode_sampleset<\/span><span class=\"p\">(<\/span><span class=\"n\">response<\/span><span class=\"p\">,<\/span> <span class=\"n\">feed_dict<\/span><span class=\"p\">)<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u5f97\u3089\u308c\u305f\u89e3\u306b\u304a\u3044\u3066\u3001\u5236\u7d04\u304c\u5b88\u3089\u308c\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">decoded_sample<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">constraints<\/span><span class=\"p\">(<\/span><span class=\"n\">only_broken<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">))<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_subarea output_stream output_stdout output_text\">\n<pre>{'H2': (False, 8.0), 'H3': (False, -1.0)}\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u5236\u7d04 2 \u306b\u5bfe\u5fdc\u3059\u308b\u9805\u304c\u6b63\u306e\u5024\u306b\u306a\u3063\u3066\u3044\u308b\u305f\u3081\u3001\u5236\u7d04 2 \u304c\u7834\u3089\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u6b21\u306b\u3001$\\vec{x} \u2208 \\{ 0,1 \\}^n$ \u3067\u5f97\u3089\u308c\u305f\u7d50\u679c\u3092\u30a2\u30eb\u30d5\u30a1\u30d9\u30c3\u30c8\u8868\u8a18\u306e\u697d\u8b5c\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"n\">n<\/span><span class=\"p\">):<\/span>\n    <span class=\"k\">for<\/span> <span class=\"n\">j<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"n\">len_pitch<\/span><span class=\"p\">):<\/span>\n        <span class=\"k\">if<\/span> <span class=\"n\">decoded_sample<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">array<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"x\"<\/span><span class=\"p\">,<\/span> <span class=\"p\">(<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span> <span class=\"n\">j<\/span><span class=\"p\">))<\/span> <span class=\"o\">==<\/span> <span class=\"mi\">1<\/span><span class=\"p\">:<\/span>\n            <span class=\"n\">result<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">Pitch<\/span><span class=\"p\">[<\/span><span class=\"n\">j<\/span><span class=\"p\">])<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u3067\u306f\u3001\u751f\u6210\u3055\u308c\u305f\u30e1\u30ed\u30c7\u30a3\u3092\u8074\u3044\u3066\u307f\u307e\u3057\u3087\u3046\uff08\u3053\u306e\u30b5\u30a4\u30c8\u4e0a\u3067\u306f\u518d\u751f\u304c\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u97f3\u58f0\u3092\u9cf4\u3089\u3057\u305f\u3044\u5834\u5408\u306b\u306f Open in Colab \u30dc\u30bf\u30f3\u304b\u3089 Google Colab \u3092\u958b\u304d\u3001\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u307f\u3066\u4e0b\u3055\u3044\uff09\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">play_music<\/span><span class=\"p\">(<\/span><span class=\"n\">result<\/span><span class=\"p\">,<\/span> <span class=\"mi\">120<\/span><span class=\"p\">)<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt output_prompt\">Out[\u00a0]:<\/div>\n<div class=\"output_html rendered_html output_subarea output_execute_result\"><audio controls=\"controls\"><source type=\"audio\/wav\" \/>Your browser does not support the audio element.<\/audio><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u751f\u6210\u3055\u308c\u305f\u30e1\u30ed\u30c7\u30a3\u3092\u4e94\u7dda\u8b5c\u3068\u3057\u3066\u8868\u793a\u3059\u308b\u95a2\u6570 show_music_score \u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u95a2\u6570\u5185\u3067\u306f\u3001&#8221;tinyNotation: 4\/4&#8243; \u304b\u3089\u59cb\u307e\u308b\u7279\u5b9a\u306e\u6587\u5b57\u5217\u306b\u66f8\u304d\u63db\u3048\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"k\">def<\/span> <span class=\"nf\">show_music_score<\/span><span class=\"p\">(<\/span><span class=\"n\">result<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">staff<\/span> <span class=\"o\">=<\/span> <span class=\"s2\">\"tinyNotation: 4\/4 \"<\/span>\n    <span class=\"k\">for<\/span> <span class=\"n\">res<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">result<\/span><span class=\"p\">:<\/span>\n        <span class=\"n\">staff<\/span> <span class=\"o\">+=<\/span> <span class=\"n\">res<\/span><span class=\"o\">.<\/span><span class=\"n\">lower<\/span><span class=\"p\">()<\/span> <span class=\"o\">+<\/span> <span class=\"s2\">\"4 \"<\/span>  <span class=\"c1\"># \u5168\u3066\u56db\u5206\u97f3\u7b26\u3067\u8868\u793a<\/span>\n    <span class=\"n\">cp<\/span> <span class=\"o\">=<\/span> <span class=\"n\">converter<\/span><span class=\"o\">.<\/span><span class=\"n\">parse<\/span><span class=\"p\">(<\/span><span class=\"n\">staff<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">cp<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u751f\u6210\u3055\u308c\u305f\u30e1\u30ed\u30c7\u30a3\u3092\u4e94\u7dda\u8b5c\u3067\u8868\u793a\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">show_music_score<\/span><span class=\"p\">(<\/span><span class=\"n\">result<\/span><span class=\"p\">)<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_png output_subarea\"><img loading=\"lazy\" decoding=\"async\" alt=\"No description has been provided for this image\" height=\"180\" 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K5C1nasiVlv\/XNLFbFxmoclWRdtjcdudYswjFtb9\/wpYy+IGtWDkqpMPxWysVYFJuTHJzFOD6u0\/okx6RUen6n5Sxdc1jKDxNfSznuWRRHpFzU9Mm0\/+Nc7zt2Du9cc1Bvv\/qNLN\/6x1qwS5LbpVx8\/IOWs9Shd+HRsOOUXv3PMJ+a5k3XpRSspYHbNdl+xcKgjUl+M6UZmsHXjbpdk9KczaYh85sXL0r5LI9sOUcXHJbyXVzQdpCOeHfK9zHsB6y15qyU7+LX2g5Sg0elfJbvth0k5df2pSSvbjtIi34t5Ts4q+0gLbog5Ts4rO0gLfphSv8y8+qFKcvwwraDJHlaSpZR\/3pcC96c8h3cse0gLbo4pVytVYtwTNvbN7y47SBJXp+S5S5tB+mYx6R8L7\/ZdpCO2ZzyvXyw5Rxd9KGU72bXtoPU7Aspn+sJbQdJWe+WUtbDta53rvlHbQfpiAtTvo9RdaJryV1SvovXtx2kBuuzvY76rkOef3hG12m\/dpo23o9IuYJw0B+kXFU46JCUzlZ\/P9v\/fjGOzUl+O8lnk5y0yowAAAAAADBT01S8nzDksesy\/JeuA5O8P6Ud60ndPsmHk9x3inkAAAAAAECjpql4H9Zp6vm5beeh65K8NclxU7xXz+Yk\/5y1\/bdeAAAAAAA6bJqK94OHPPbGIY89LctfpX59tnf0dl1W7gBkc5J\/iPa0AAAAAADooGkq3gfbaf9+SlMw\/TYm+a0hr706pa33OyfZI8l\/VI9fkNJD9QNTKvGvH\/Hexyc5d9WJAQAAAACgYdNUvG8auP+OJNsGHntoksMHHnt\/kmOTPDelw9RtST5WPXdKkmuTfCDJk1Mq2N894v2fkuSYSYIDAAAAAEBTpql4H\/ShIY89aOD+R5KcmeTSgcc\/Xg2PS7J73+PfqqZ\/1ZB5b0zyvNXHBAAAAACA5kxT8X7TwP2PDJnmTn3jtyR5UpKbh0zXu+J9fZK7DHn+mUleN+Txn0ypgAcAAAAAgE6YpuL9moH7Fw2ZZv++8X9J8pUR87qkuiWluZlhnpnSNE2\/vZLca5mMAAAAAAAwU9NUvF\/WN351kluHTLO1b3yw49VBveZmRlW835jk14c8fs8V5gsAAAAAADMzTcX7d\/rGrx5jmsEr5Ad9uhqevMw070ny3wOPbVlhvgAAAAAAMDOj2kc\/LckDVnjt7frG903ynCHT7NY3\/lMD9wcdXQ1PTvJbSbaNmO7ygftnjHjvLrl3NXxMdmz3fi3aqxoem+4vt1k4qho+M8kNbQbpgDtXwzOSbGgzSA2Or4ab0\/563ttWn5L2s7TlftXwx5Mc0WaQFh1bDZ+e5Ko2g7RoU8oFB\/NaDu5TDY9I+5\/htGr4sCT7tRmkRSdUw7Oz479A15I9k+yS9tfHtizCMW1v33C3tP8ZehdfPTnbmyAlOaka3j\/JUptBOmbnanh42l93u+awavjs\/6+9ew+WoyzzOP4NgSQkwYRLLiSHi+SKAgksFQIqrqjgImBxsQQ03pbaRc0WtS6WSnHZhd2landF1IiUgMgqVFmskgV2BUQBIRCUyypKlIsciBEhBAOSQ4AkZ\/94emrmnHTP9HS\/\/b59+X2qpnpypqfzzDPzvN3zTvf7YvPs1UVrGON3A7NCBoJ97gD+nvg5DJuk9V3zUFSLAHOi5XJ6n3xcd606PYjqfzbGdNz\/OHD0qMcXdHnuXkkd73vQ\/kKRZEds5z8G61BfxMihZWDkBKwHAM902d6kju0eRvqOgSkpYg1tWrTci5FvWBO1fnzZhfK\/bz5MjpYL0E57drScQfU\/G60D3rGEfy2t9mc3wscSyoxoOZvt91NNsUu0nAcMhQwkoLHYF\/Wq1kGrlicS\/jXsGS1nET6WUFqdrnNpvzdNM45y7OdCqcMxbWvfUIbvU7tGy\/2AqSEDKZnWMeV0wr9HZdLqx5iE8jLaztFyf+KHA66q8dEyTV9V0Vp9Vwup148bWei75kit\/p356MTK3aLlrlT\/s9HZjxt3nDKbZN1OQE\/lx1jn+zBwVIp13tFjexui9U7tss4hHdsbBi7rI95Q\/hGL9bjAcZTBAJaLlaEDKYlbsHzoC4bV\/TBwduhAHDgeey3rQgcCLMViWRE6kIDOpve+pe5WYjkY6LVijb0ADIYOIocLsPfw5tCBAGdisZwROpCAvovlYGHoQAIaxOqqqepwTNvaN1wYOhDgSiyWxaEDKZlTsLx8IXQgJTMZy8udgeMoo3uw3EwIHYhjv8Ze17LQgWCfu2HanaxN1vqueWnoQEriZiwfGhLb9ufD2P696nag3Qd9cMzjxzKyn7rzdnmeMd4Brui4f0LCOufRHjbmKtpnQZyJZwAADwRJREFUCMX5RbQ8sMs6o88KfqzLuiIiIiIiIiIiIiIiXuXteP8+7eFjltG+5KbTvbTPopiHTZA6PWF7a6Ll\/gmPQ3vIgJaf9w5TRERERERERERERMSPvB3vb2CXPoON3\/PZhPX+ifaQMEuAh7BT8UdL0\/G+pOP+BmB1qkhFRERERERERERERDzI2\/EO8J\/AfdH9c0juNP8M8Dls8onZwE1sP+7Rb6LlHGCnhO18qOP+VdRrwhARERERERERERERqbgde6\/S0zbgk9hZ7DsDN2ATLGyMWfc\/sKFmLgFeAtaPerx1xvtOWOf7b0Y9\/n5gUXT\/FTSBg4iImLnY\/CAzgfHAs9hQZ2tDBiVSYaopEZNUC8MhgxIRkULpOEhEnHDR8Q7WQX4GcC2wAPghcAzwcsy6vwTek7CddcAmbKz4eYzseH8TsKLj3+djjZ+IiDTTVOAs4CPYwfFow9jM8r\/2GZRIhaWtqZ\/5DEokgDS1cLvXiEREpGhpj4Mm+AxKRKrNVcc7wHXYWeoXYme8\/xz4INbR3o9B4K3Afh1\/GwtcDewb\/ftGdLa7iEiTLQcuwg6Qk4wBjgf+0kdAIhXXT02900tEImGkrYX3RvcnFh6RiIgUrZ\/joNe9RCQiteBijPdOF2Ed7wDzgfuBvyN5vPY4g9FyTrScAlwPnBT9+27gNHR5p4hIE00FVgJfo\/uBcaddigtHpPKy1NSbigtHJJgstQBwQDHhiIiIB1na\/nHFhSMideO64x3gAuATwGbsEpyvAo9jQ9FMSvH8wWj5FuBM4FfAidHfVgJ\/BQy5C1dERCpid+AnwAcyPr+fH4FFmkA1JWLy1MIM3F5FLCIifuQ9DhrvMBYRqamiDhK\/jZ3tfjVwGLAPcAXwdeCnwI+B3wPPYZ3oE7AzEmcB+0fbeHd0A5tI9TzgK+hMdxGRJpqI7TsW9VqxizccxSJSBy5qarOjWERCylsLO2AnF73kLCIRESmai+OgScAGN+GISF0VeXbGGuBwbJz3zwOHYJfkvIfkyVVH+yNwDXbZz7oCYhQRkWq4hHwHxtuAHziKRaQOXNTUtY5iEQnJRS284igWERHxw0Xb\/6yjWESkxsYk\/P1E4KOO\/68pwJ7AHtjZ7aMvy9kCvBotd43+diPWoFXBJGzM0wnYmS+bgRex17Qwuq3Gfkxosp2BY7Cd1P2BYymDI4DpwP+gs3EHgEOx4aWeCBxLXtOAxVj93xM4lt2AI4Hf0f9k12UxmfQ\/2CZ5GbuUtM667YcOw\/bBt0b\/bqJjsWOM20IHktF+2Pw3TwOP5dzWJNoTQ2bV9Jr6C2Av7Gy5P4cKMLCjsZN4\/jd0IDlMAd6VcxtVroXF2DHLg9hnu2jdaupg7CrpO9DVA51mAUuAR8nf9tfJjsBxwAuEP9Yum3dgQ6jcBGwNHItLR2BtyF3kn9y06W1\/v7q13a3vmk8Cj4QKsESWAjOBW9CVoa06exp4OHAseY2h3R+xmu2P\/ffAjmPi\/DTpjPdBiv9iOhYrXLAPZGunMBM4P7p\/F+XuINgZOAo7GJoW8\/gw1on4LNbx\/jBqjKZiHe\/rqW7nh0vzsY73n1Duz7oPh0a3x4DbA8fiwrVYJ1\/ocV\/fjB0MraW6Nfc+B9u4jXoeHKfdD72EdbzfBWz0Fl25vBd4jerWQcur2PueR94fskA19SLW8b6K5p5UcSR2Ik2Va+p0B9uoci203rtNpJuLK4u0NbUB63i\/DxuSVMzBWO4ep9q15tp4rOP9Tygvox2IdbzfTr1O7Gq9z0PYMDF5NL3tTyNt270aOx54BtUiwFysT\/NO7MeZJhvAOt7XUY\/Pxq09Hr8u4e+Pug7EhZlYEQ9jB19ltRzb0Q+nuL0SLY8LEmm5DGC5WBk6kJK4BctH2hnU6+xULBdnhw6kZpZieV0ROpAcriddW5t0ewq70qpu+tkPbY6WA0EiLYcXaE\/g3nTfQTUVp5+aejVaLgwSaTkMYnVVZWtQLRSpn5oaipaLg0RaXqdgeflC6EBKZjKWlzsDx1FG92C5mdBrxQZT299dP233hmh5aZBIy+dmLB8zQwdSAouxXFwZOpDQQp+JGWeo434ZG7Op2OSx\/cx8XdQZJCIiTbBnjuduAZZRr6EgsuyHRg\/vJs02I8dzVVNGHRr1kOcknzrWgitZairvlTwiImmp7Y+Xpe3erZhQROqjjB3vr3XcL9sB2O7Aj0geu6eXcQ5jERFpiqzDMG0BTqNeY3\/m3Q+pA14g+5iTqqntqaaqbRPZvm\/UsRZc0fclESk7tf3by9t2j3UYi0it7FDANo\/GhhF5HutE\/y1wHunPDOqcTHUnt6HlMhGbQCtrQwTWwIuISH+yTMT8EnAy8F+OYwnJxX6ojD+4i38PZHiOairesKNYJIwfZXhOHWvBFRc1VafJIEWknNT2j+Si7a760HMilbAjdllK0thP92BjsfUyqeM5S4oINKPLyTcO2FZ0BgdojPfRNMZ7m8Z4L0YdxnjfC5ucJm17uwrYN0SgBdN+KB+N8d42gGoKVFN5DVL9L9rzUC24pJpyT2O8x9MY78k0xntvavtHUtvtjsZ4b9MY7xGXZ76tAD7W5fG3AZcBH+2xnc5LfrIOL+DaQuBvc27jUeB1B7FUxVxsRvWZ2GXYzwL3YoXXNEm5WBsyqECUi2LUPa9rgWOwCSHndFnvIeBfgBuoX1uzGO2H0qh7Lbjye1RTi1BNpVH3mnoc1YIrB6GayqrudZZHUm7+FDKoEtBnJh+1\/W0DqO3ul+qvTblIwVXH+4HA36RY7yPARVhDl6RzQtWhxLX8OtXBNq5ysI2ymwqchb3Pc2MeHwZu9xpROGlycTPlm8egCGlz0ZTPhitp83qNz6AKdB+wADgKOBybcHUbdrblk8BdwNPBoivepxxso677obS1oLEnR2p6TZ3pYBtNr6m6DF3V9Fpw5a8dbKOuNRUnbZ3d6jOokkiTm1u8RlQOaT8zOtM9HbX95u0OttGEtjtt\/U30GVQgaXPxTZ9BNcG5pL8MpdcXnSM71t2lx7q+tC4XyXp7ivK8lqIsx848SJuT28KE6UU\/uXgtWtZ1qJl+crExWmqomd76yeuGaFnloWYE1qD9UJx+amErdqa3CMCvUE3F6aemtgAvhglTSugBVFNpZTk+bspQM\/1+p1wdJkzv+snL69FSHfCSRj99eU1tu\/upv83Rsq5DzfSTixeiZeOHmnHlMtIX5vk9tvWJaL0yHcg\/RPaG6A3c\/IpYVlOx8dr7zcsfQgRbsKy5GKZ+He95cqGO92R58qqO92obQvuhTllrQZOcS8ufUU11ylpTr4UIVkrpOVRTveQ5jqt7x3vW3KwPEaxHeT4z6niXNC5BbXeSPPVXt473PLlQx7sj\/0r6pPcaP+o70Xqrigo2g1Vkb4hOCRCvL7uT\/UeJrdTnEmXIl4thYIb\/kAuTNxd1\/2KRVd68fsN\/yOLQerQfaslTC9vQ5E9i\/ohqqiXv\/kU1JWBnPaqmkuWts3P9h+xN3v36Tv5D9iLvZ2aK\/5Clgi5GbXecvPW3j\/+QC5M3F1f7D7melpO+OLt9AMcBz0frnlNgvP36d\/r\/cG0ETggRrCcTgf8je\/HV6WDARS729h51MVzk4nTvUZefi7z+g\/eoxaXr0H4I3NTCNO9RSxl9F9UUuKmp6d6jljL6FqqpJC7qbJn3qP1wkZtdvUddPBd5me09aqmij6O2ezQX9bev76AL4iIXX\/QedcmMcbSdg4BfpFjvYrp3qJ8BXBHdfys2O3IZ7AM8Qvqxq+4FPgwMFhWQJycSP1kCwEnA0hzbbhXgto6\/DQFfz7HNIs3F8hHHRS7Owa4C6PQDbGKXMlpO\/MSwReXicezSprpbRvxlaUXl9XnqM\/lq3c0DHqQZ+6EjgLclPFbEvgfgcmzoEWmOJtXUEuCdCY8VtX+5EhsDVJpjDvAwzaipJJ8GJsX8vag6exL7vlB2x2Lf7eMUsV\/fBnwpxzZ92R84LuGxoj4z3wOeybFdqZ9pWFvStLZ7P+DkhMeKqr+VWL9GGZ0GDMT8vahcvEgzJuV17nck\/8KxDfgKsEOX50+mfYliGTvYDgeeoPsvOQ9iH0xXP2iE9t\/k+2Wr39vzfl5WJh\/Aby6GgeO9vLJsWhNl+Lrd4OdlBZd3YrJ+bw\/7eVniSFP2Qxfgv72NO9CU+mtKTX0O\/zU138srk7JpSk0lyTqEVdbbTX5eVm7X4Dcvr\/t5Wbmdjv+2+Sgvr0yqpolt97H4r7+TvLyybO7Gby7W+HlZ5eByjO2LgW9G9zcD38Z+8V8LXI9dntDNl7DLMbZiX7rL5j5gAdYoHYJdVrsNO5vnaeB+YF2w6IqRdJb\/AmBWzm0\/gX02Om3Muc0irQfuiPl7UbkA69wuq7vZfqig2eT\/op2Ui0dybrcqHgBeHvW36SSfJZRWUl6fyLld8asp+6FB\/Le3miCymZpSU8\/gv6aGcm5XqqkpNZVkFdsPezILy0keSXX2y5zb9WUNftugLTm36ctz+G+bdSWSxGli270B\/\/VX5smgH8KGBu80DTgg53aTcqErbzIai\/0K1voFYyXdz3Dv9PmO5zV+\/J8KWEO+X7eeIv2lTGWnXLStQLkowhdRXkVA7a2Ia6opkeJdiuosidqgeMqLSDiqv7bPolyU0t7YL7etRN9B91+LJmNjerfWv5H6XLpSZ0NkL743gLf7D7kwykXb91AuivBvKK8ioPZWxDXVlEjxrkV1lkRtUDzlRSQc1V\/bhSgXpXUQdjlKK+GbsGFnTgYOBRYB7we+zMhx8L4PjPMfrmSwnuzFd0qAeIukXLRlHb+xjrlw6Z9RXkVA7a2Ia6opkeJ9C9VZErVB8ZQXkXBUf23nolyU2gxshvU0b8ombCiFsUEilSyuo\/\/i2wicECLYgikXbVkuRaprLlxahvIqAmpvRVxTTYkU7yxUZ0nUBsVTXkTCUf21nYpyUQlLgSuBP7D9G7IGu3Rh72DRSVbzsAkg0xbfKmzi3DpSLtr2RLkowjSUVxFQeyvimmpKpHg6Pk6mNiie8iISjuqvbQ+Ui8qZAswH3gyMDxyL5Hc4NkNxt8J7EDiJ+o\/br1y0KRfFUF5FjGpBxC3VlEjxVGfJlJt4yotIOKq\/NuXCgf8HrYIZG85XdusAAAAASUVORK5CYII=\" width=\"751\" \/><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u97f3\u58f0\u30c7\u30fc\u30bf\u3084\u4e94\u7dda\u8b5c\u304b\u3089\u3001\u91cd\u307f\u884c\u5217\u306e\u5143\u306b\u3057\u305f\u30d5\u30ec\u30fc\u30ba\u306b\u591a\u304f\u767b\u5834\u3059\u308b $E,D,C$ \u3068\u3044\u3046\u30d1\u30bf\u30fc\u30f3\u304c\u7e70\u308a\u8fd4\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002\u307e\u305f\u3001$C$ \u304c\u4f55\u5ea6\u3082\u7d9a\u304f\u7b87\u6240\u304c\u591a\u304f\u898b\u3089\u308c\u307e\u3059\u3002\u3053\u308c\u306f\u3001$C,C$ \u306e\u30da\u30a2\u306b\u5bfe\u5fdc\u3059\u308b\u91cd\u307f\u304c W1[0][0] = 3 \u3068\u3044\u3046\u6700\u5927\u306e\u5024\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u8981\u56e0\u3060\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u5236\u7d04 2 \u306e\u52b9\u679c\u306b\u3088\u308a\u3001$C$ \u304c 3 \u3064\u4ee5\u4e0a\u7d9a\u304f\u306e\u306f 1 \u7b87\u6240\u3060\u3051\u306b\u5236\u9650\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h3><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%A8%93_2_%E5%A4%9A%E6%95%B0%E3%81%AE%E6%9B%B2%E3%81%AE%E4%BD%BF%E7%94%A8\"><\/span>\u5b9f\u9a13 2 : \u591a\u6570\u306e\u66f2\u306e\u4f7f\u7528<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u5b9f\u9a13 1 \u3067\u306f\u3001\u77ed\u3044\u30d5\u30ec\u30fc\u30ba\u3092\u4f7f\u7528\u3057\u3066\u91cd\u307f\u884c\u5217\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002\u305d\u306e\u7d50\u679c\u3001\u5143\u306b\u3057\u305f\u30d5\u30ec\u30fc\u30ba\u306b\u591a\u304f\u767b\u5834\u3059\u308b\u30d1\u30bf\u30fc\u30f3\u306e\u307f\u3092\u7e70\u308a\u8fd4\u3059\u3001\u5358\u8abf\u306a\u30e1\u30ed\u30c7\u30a3\u3068\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u3053\u3067\u3001\u5b9f\u9a13 2 \u3067\u306f\u3001\u91cd\u307f\u884c\u5217\u306b\u4f7f\u7528\u3059\u308b\u30e1\u30ed\u30c7\u30a3\u306e\u7d20\u6750\u3092\u5897\u3084\u3057\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u77ed\u3044\u30d5\u30ec\u30fc\u30ba\u306e\u4ee3\u308f\u308a\u306b 2 ~ 3 \u5206\u7a0b\u5ea6\u306e\u66f2\u306b\u3057\u3001\u3055\u3089\u306b 9 \u3064\u306e\u66f2\u3092\u4f7f\u7528\u3057\u307e\u3059\u30029 \u3064\u306e\u66f2\u306e\u30e1\u30ed\u30c7\u30a3\u304b\u3089\u3001\u96a3\u308a\u5408\u3046\u97f3\u7b26\u306e\u30da\u30a2\u306e\u51fa\u73fe\u56de\u6570\u3092\u6570\u3048\u4e0a\u3052\u3066\u91cd\u307f\u884c\u5217\u306b\u8db3\u3057\u8fbc\u3093\u3067\u3044\u304d\u307e\u3059\u3002\u5f93\u3063\u3066\u3001\u5b9f\u9a13 1 \u306b\u6bd4\u3079\u3066\u3001\u91cd\u307f\u884c\u5217\u306b\u53cd\u6620\u3055\u308c\u308b\u97f3\u7b26\u306e\u30da\u30a2\u306e\u7a2e\u985e\u304c\u5897\u3048\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h4><span class=\"ez-toc-section\" id=\"%E9%87%8D%E3%81%BF%E8%A1%8C%E5%88%97%E3%81%AE%E4%BD%9C%E6%88%90-2\"><\/span>\u91cd\u307f\u884c\u5217\u306e\u4f5c\u6210<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h5><span class=\"ez-toc-section\" id=\"Midi_%E3%83%95%E3%82%A1%E3%82%A4%E3%83%AB%E3%81%AE%E8%AA%AD%E3%81%BF%E8%BE%BC%E3%81%BF\"><\/span>Midi \u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u91cd\u307f\u884c\u5217 $W_{j, j&#8217;}$ \u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306b\u3001\u65e2\u5b58\u306e\u697d\u66f2\u304b\u3089\u30e1\u30ed\u30c7\u30a3\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002\u4eca\u56de\u306f Midi \u5f62\u5f0f\u306e\u697d\u66f2\u30d5\u30a1\u30a4\u30eb\u3092\u4f7f\u7528\u3057\u3001\u30e1\u30ed\u30c7\u30a3\u306b\u542b\u307e\u308c\u308b\u97f3\u7b26\u306e\u30da\u30a2\u306e\u51fa\u73fe\u56de\u6570\u3092\u6570\u3048\u4e0a\u3052\u3066\u3044\u304d\u307e\u3059\u3002\u672c\u5b9f\u9a13\u3067\u306f\u3001\u30c9\u30d3\u30e5\u30c3\u30b7\u30fc ( Debussy ) \u306b\u3088\u308b\u697d\u66f2\u306e Midi\u30d5\u30a1\u30a4\u30eb\u3092 9 \u3064\u5229\u7528\u3057\u307e\u3059\u3002<\/p>\n<p>wget \u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3001<a href=\"http:\/\/www.piano-midi.de\/zip\/debussy.zip\">\u3053\u3061\u3089\u306e\u30da\u30fc\u30b8<\/a>\u304b\u3089\u300cdebussy.zip\u300d\u3068\u3044\u3046\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002[3]<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"err\">!<\/span><span class=\"n\">wget<\/span> <span class=\"n\">http<\/span><span class=\"p\">:<\/span><span class=\"o\">\/\/<\/span><span class=\"n\">www<\/span><span class=\"o\">.<\/span><span class=\"n\">piano<\/span><span class=\"o\">-<\/span><span class=\"n\">midi<\/span><span class=\"o\">.<\/span><span class=\"n\">de<\/span><span class=\"o\">\/<\/span><span class=\"nb\">zip<\/span><span class=\"o\">\/<\/span><span class=\"n\">debussy<\/span><span class=\"o\">.<\/span><span class=\"n\">zip<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_subarea output_stream output_stdout output_text\">\n<pre>--2024-02-09 05:22:08--  http:\/\/www.piano-midi.de\/zip\/debussy.zip\nResolving www.piano-midi.de (www.piano-midi.de)... 82.165.134.185\nConnecting to www.piano-midi.de (www.piano-midi.de)|82.165.134.185|:80... connected.\nHTTP request sent, awaiting response... 200 OK\nLength: 56767 (55K) [application\/zip]\nSaving to: \u2018debussy.zip\u2019\n\ndebussy.zip         100%[===================&gt;]  55.44K  --.-KB\/s    in 0.004s  \n\n2024-02-09 05:22:08 (14.4 MB\/s) - \u2018debussy.zip\u2019 saved [56767\/56767]\n\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>Zip\u30d5\u30a1\u30a4\u30eb\u3092\u89e3\u51cd\u3057\u3001\u30d5\u30a9\u30eb\u30c0\u306b\u542b\u307e\u308c\u308b 9 \u3064\u306e\u30d5\u30a1\u30a4\u30eb ( DEB_CLAI.MID\u3001deb_menu.mid\u3001DEB_PASS.MID\u3001deb_prel.mid\u3001debussy_cc_1.mid\u3001debussy_cc_2.mid\u3001debussy_cc_3.mid\u3001debussy_cc_4.mid\u3001debussy_cc_6.mid ) \u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"err\">!<\/span><span class=\"n\">unzip<\/span> <span class=\"n\">debussy<\/span><span class=\"o\">.<\/span><span class=\"n\">zip<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_subarea output_stream output_stdout output_text\">\n<pre>Archive:  debussy.zip\n  inflating: DEB_CLAI.MID            \n  inflating: deb_menu.mid            \n  inflating: DEB_PASS.MID            \n  inflating: deb_prel.mid            \n  inflating: debussy_cc_1.mid        \n  inflating: debussy_cc_2.mid        \n  inflating: debussy_cc_3.mid        \n  inflating: debussy_cc_4.mid        \n  inflating: debussy_cc_6.mid        \n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h5><span class=\"ez-toc-section\" id=\"%E3%83%A1%E3%83%AD%E3%83%87%E3%82%A3%E3%81%AE%E6%8A%BD%E5%87%BA\"><\/span>\u30e1\u30ed\u30c7\u30a3\u306e\u62bd\u51fa<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u8aad\u307f\u8fbc\u3093\u3060 9 \u3064\u306e Midi \u30d5\u30a1\u30a4\u30eb\u304b\u3089\u30e1\u30ed\u30c7\u30a3\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002\u307e\u305a\u306f\u3001Midi \u30d5\u30a1\u30a4\u30eb\u5185\u306e\u97f3\u7b26\u3092\u8aad\u307f\u53d6\u308b\u95a2\u6570\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u672c\u5b9f\u9a13\u3067\u4f7f\u7528\u3059\u308b Midi \u30d5\u30a1\u30a4\u30eb\u3067\u306f\u3001tracks[1] \u304c &#8216;Piano right&#8217; ( \u53f3\u624b ) \u30d1\u30fc\u30c8\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u5f93\u3063\u3066\u3001tracks[1] \u306b\u542b\u307e\u308c\u308b note ( \u97f3\u7b26 ) \u306e\u5217\u3092\u30e1\u30ed\u30c7\u30a3\u3068\u307f\u306a\u3057\u3066\u629c\u304d\u51fa\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u306a\u304a\u3001note \u306f 0 \u304b\u3089 127 \u307e\u3067\u306e\u3044\u305a\u308c\u304b\u306e\u5024\u3092\u53d6\u308a\u300160 \u304c $C4$ \u306e\u97f3\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u5f93\u3063\u3066\u300172 \u306f 1 \u30aa\u30af\u30bf\u30fc\u30d6\u4e0a\u306e $C5$ \u306b\u306a\u308a\u307e\u3059\u3002[4]<\/p>\n<p>\u672c\u5b9f\u9a13\u3067\u306f 1 \u30aa\u30af\u30bf\u30fc\u30d6\u306e\u534a\u97f3\u968e\u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u3001note \u306e\u5024\u3092 12 \u3067\u5272\u3063\u305f\u4f59\u308a\u3092\u6c42\u3081\u308b\u3053\u3068\u306b\u3088\u3063\u3066 0 \u304b\u3089 11 \u307e\u3067\u306e\u5024\u306b\u76f4\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"k\">def<\/span> <span class=\"nf\">convert<\/span><span class=\"p\">(<\/span><span class=\"n\">mid<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">staff<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n    <span class=\"k\">for<\/span> <span class=\"n\">msg<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">mid<\/span><span class=\"o\">.<\/span><span class=\"n\">tracks<\/span><span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">]:<\/span>  <span class=\"c1\"># 'Piano right' \u304b\u3089\u629c\u304d\u51fa\u3059<\/span>\n        <span class=\"k\">if<\/span> <span class=\"n\">msg<\/span><span class=\"o\">.<\/span><span class=\"n\">type<\/span> <span class=\"o\">==<\/span> <span class=\"s2\">\"note_on\"<\/span><span class=\"p\">:<\/span>\n            <span class=\"n\">staff<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span>\n                <span class=\"n\">Pitch<\/span><span class=\"p\">[<\/span><span class=\"n\">msg<\/span><span class=\"o\">.<\/span><span class=\"n\">note<\/span> <span class=\"o\">%<\/span> <span class=\"n\">len_pitch<\/span><span class=\"p\">]<\/span>\n            <span class=\"p\">)<\/span>  <span class=\"c1\"># note \u306e\u5024\u3092 len_pitch = 12 \u3067\u5272\u3063\u305f\u4f59\u308a\u3092\u6c42\u3081\u308b<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">staff<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u4e0a\u3067\u5b9a\u7fa9\u3057\u305f convert \u95a2\u6570\u3092\u7528\u3044\u3066\u3001\u5b9f\u969b\u306b 9 \u3064\u306e Midi \u30d5\u30a1\u30a4\u30eb\u304b\u3089\u30e1\u30ed\u30c7\u30a3\u3092\u8aad\u307f\u51fa\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">midi_list<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span>\n    <span class=\"s2\">\"deb_menu.mid\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"DEB_CLAI.MID\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"DEB_PASS.MID\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"deb_prel.mid\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"debussy_cc_1.mid\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"debussy_cc_2.mid\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"debussy_cc_3.mid\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"debussy_cc_4.mid\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"s2\">\"debussy_cc_6.mid\"<\/span><span class=\"p\">,<\/span>\n<span class=\"p\">]<\/span>\n\n<span class=\"c1\"># \u30a2\u30eb\u30d5\u30a1\u30d9\u30c3\u30c8\u8868\u8a18\u306e\u97f3\u7b26\u5217<\/span>\n<span class=\"n\">score2<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"n\">convert<\/span><span class=\"p\">(<\/span><span class=\"n\">MidiFile<\/span><span class=\"p\">(<\/span><span class=\"n\">midi<\/span><span class=\"p\">))<\/span> <span class=\"k\">for<\/span> <span class=\"n\">midi<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">midi_list<\/span><span class=\"p\">]<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u30e1\u30ed\u30c7\u30a3\u304c\u62bd\u51fa\u3067\u304d\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306b\u3001score2[0] ( 1 \u756a\u76ee\u306e\u30d5\u30a1\u30a4\u30eb &#8216;deb_menu.mid&#8217; \u306e\u5185\u5bb9\u306b\u5bfe\u5fdc ) \u3092\u8868\u793a\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">score2<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">])<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_subarea output_stream output_stdout output_text\">\n<pre>['B', 'F', 'F', 'B', 'A', 'D', 'D', 'A', 'B', 'B', 'B', 'B', 'C', 'C', 'A', 'F', 'B', 'B', 'F', 'A', 'A', 'A', 'B', 'B', 'F', 'A', 'C', 'C', 'A', 'F', 'B', 'B', 'C', 'C', 'C', 'A', 'D', 'D', 'E', 'E', 'A', 'C', 'F#', 'F#', 'F#', 'F#', 'G', 'G', 'F#', 'F#', 'E', 'C', 'A', 'E', 'D', 'D', 'A', 'C', 'C', 'C', 'D', 'D', 'C', 'A', 'E', 'E', 'A', 'C', 'E', 'E', 'F#', 'F#', 'G#', 'B', 'G#', 'A', 'A', 'B', 'F#', 'F#', 'F#', 'F#', 'G#', 'G#', 'F#', 'D', 'D', 'F#', 'C', 'E', 'E', 'C', 'F#', 'D', 'D', 'F#', 'D', 'F#', 'A', 'A', 'F#', 'D', 'G#', 'E', 'E', 'G#', 'F#', 'A', 'A', 'F#', 'E', 'G#', 'G#', 'E', 'F#', 'A', 'A', 'F#', 'G#', 'B', 'B', 'G#', 'A', 'C', 'C', 'A', 'E', 'G#', 'G#', 'E', 'E', 'G', 'G', 'E', 'D', 'F', 'F', 'D', 'E', 'G', 'G', 'E', 'D', 'F', 'F', 'D', 'C', 'E', 'E', 'C', 'D', 'A#', 'A#', 'D', 'A', 'C', 'C', 'A', 'A#', 'D', 'D', 'A#', 'A', 'C', 'C', 'A', 'A#', 'D', 'D', 'A#', 'C', 'A', 'A', 'C', 'A#', 'G', 'G', 'A#', 'F', 'A', 'A', 'F', 'E', 'G', 'G', 'E', 'F', 'A', 'A', 'F', 'A', 'E', 'G', 'G', 'E', 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'C#', 'G#', 'G#', 'A', 'A', 'B', 'B', 'C#', 'C#', 'G#', 'G#', 'F#', 'G#', 'F#', 'G#', 'F#', 'F#', 'C#', 'E', 'E', 'D#', 'D#', 'E', 'E', 'F#', 'F#', 'G#', 'D', 'G#', 'A', 'A', 'B', 'B', 'C#', 'C#', 'G#', 'G#', 'A', 'A', 'D', 'B', 'B', 'C#', 'C#', 'D', 'D', 'E', 'E', 'F#', 'F#', 'G#', 'G#', 'A', 'C#', 'C#', 'D', 'D', 'A', 'A', 'A', 'G#', 'B', 'B', 'D', 'D', 'G#', 'G#', 'G#', 'F#', 'B', 'B', 'D', 'D', 'F#', 'F#', 'F#', 'E', 'A', 'A', 'C#', 'C#', 'E', 'E', 'C#', 'C#', 'A', 'A', 'E', 'F#', 'C#', 'C#', 'A', 'A', 'F#', 'F#', 'A', 'F#', 'C#', 'C#', 'A', 'A', 'C#', 'A', 'F#', 'F#', 'C#', 'A', 'C#', 'C#', 'D', 'D', 'A', 'A', 'A', 'G#', 'B', 'B', 'D', 'D', 'G#', 'G#', 'G#', 'F#', 'B', 'B', 'D', 'D', 'F#', 'F#', 'F#', 'E', 'A', 'A', 'C#', 'C#', 'E', 'E', 'C#', 'C#', 'A', 'A', 'E', 'C#', 'F#', 'C#', 'A', 'A', 'F#', 'F#', 'A', 'F#', 'C#', 'C#', 'A', 'A', 'C#', 'A', 'F#', 'F#', 'C#', 'E', 'C#', 'E', 'E', 'F#', 'F#', 'E', 'C#', 'A', 'C#', 'A', 'F#', 'C#', 'F#', 'A', 'C#', 'A', 'F#', 'F#', 'A', 'A', 'F#', 'C#', 'F#', 'F#', 'A', 'F#', 'D', 'D', 'A', 'A', 'C#', 'A', 'D', 'D', 'C#', 'G#', 'B', 'G#', 'D', 'D', 'B', 'G#', 'B', 'B', 'G#', 'F', 'A', 'A', 'F', 'G#', 'B', 'G#', 'D', 'D', 'G#', 'G#', 'D', 'D', 'B', 'G#', 'D', 'D', 'G#', 'B', 'G#', 'G#', 'D', 'D', 'B', 'E', 'C#', 'E', 'E', 'F#', 'F#', 'E', 'C#', 'A', 'C#', 'A', 'F#', 'C#', 'F#', 'A', 'C#', 'A', 'F#', 'F#', 'A', 'A', 'F#', 'C#', 'F#', 'A', 'F#', 'F#', 'D', 'D', 'A', 'A', 'C#', 'A', 'D', 'D', 'C#', 'B', 'D', 'B', 'F#', 'F#', 'B', 'B', 'F#', 'F#', 'B', 'B', 'F#', 'F#', 'B', 'B', 'F#', 'F#', 'D', 'F#', 'B', 'F#', 'D', 'D', 'B', 'B', 'D', 'B', 'F#', 'F#', 'D', 'D', 'F#', 'D', 'B', 'B', 'F#', 'F#', 'D', 'F#', 'B', 'D', 'B', 'D', 'B', 'B', 'F#', 'F#', 'B', 'D', 'B', 'C#', 'E', 'C#', 'B', 'B', 'E', 'D', 'F#', 'D', 'B', 'B', 'F#', 'F', 'G#', 'F', 'B', 'G#', 'F', 'G#', 'G#', 'F', 'D#', 'F#', 'F#', 'D#', 'B', 'F', 'G#', 'F', 'B', 'B', 'G#', 'C#', 'F', 'C#', 'B', 'B', 'F', 'D#', 'F#', 'D#', 'B', 'B', 'F#', 'F', 'G#', 'F', 'B', 'B', 'G#', 'F#', 'A', 'F#', 'C#', 'C#', 'A', 'C#', 'F#', 'C#', 'A', 'F#', 'A', 'C#', 'F#', 'C#', 'A', 'A', 'C#', 'C#', 'A', 'F#', 'A', 'F#', 'A', 'F#', 'C#', 'C#', 'A', 'A', 'C#', 'A', 'F#', 'F#', 'C#', 'D', 'F#', 'A', 'A', 'F#', 'D', 'D', 'F#', 'A', 'A', 'F#', 'D', 'D', 'F#', 'A', 'A', 'F#', 'D', 'D', 'A', 'F#', 'F#', 'A', 'D', 'D', 'A', 'F#', 'F#', 'A', 'D', 'D', 'F#', 'A', 'A', 'F#', 'D', 'D', 'F#', 'A', 'A', 'F#', 'D', 'D', 'F#', 'A', 'A', 'F#', 'D', 'D', 'D', 'A', 'D', 'E', 'D', 'A', 'E', 'E', 'A', 'D', 'D', 'A', 'E', 'E', 'E', 'A', 'D', 'F#', 'D', 'A', 'F#', 'F#', 'D', 'A', 'A', 'D', 'F#', 'F#', 'F#', 'A', 'D', 'F#', 'D', 'A', 'F#', 'F#', 'A', 'D', 'D', 'A', 'F#', 'F#', 'A', 'D', 'D', 'A', 'F#', 'F#', 'A', 'D', 'D', 'A', 'F#', 'F#', 'A', 'D', 'D', 'A', 'F#', 'F#', 'A', 'D', 'D', 'A', 'F#', 'F#', 'D', 'A', 'A', 'D', 'F#', 'F#', 'D', 'A', 'A', 'D', 'F#', 'F#', 'F#', 'D', 'F#', 'A', 'A', 'F#', 'D', 'D', 'F#', 'A', 'A', 'F#', 'D', 'D', 'D', 'F#', 'B', 'D', 'D', 'B', 'F#', 'F#', 'B', 'D', 'D', 'B', 'F#', 'F#', 'F#', 'A', 'E', 'A', 'A', 'E', 'A', 'E', 'A', 'A', 'E', 'D', 'D', 'A', 'E', 'E', 'A', 'E', 'A', 'A', 'E', 'B', 'G', 'B', 'B', 'G', 'B', 'C', 'G', 'C', 'C', 'G', 'C', 'G', 'C', 'C', 'G', 'F', 'F', 'G', 'C', 'C', 'G', 'G', 'C', 'C', 'G', 'B', 'G', 'B', 'B', 'G', 'B', 'A', 'E', 'A', 'A', 'E', 'A', 'E', 'A', 'A', 'E', 'E', 'E', 'E', 'A', 'A', 'E', 'E', 'A', 'A', 'E', 'B', 'G', 'B', 'B', 'G', 'B', 'C', 'G', 'C', 'C', 'G', 'C', 'G', 'C', 'C', 'G', 'F', 'F', 'G', 'C', 'C', 'G', 'G', 'C', 'C', 'G', 'B', 'G', 'B', 'B', 'G', 'B', 'B', 'G', 'B', 'B', 'G', 'B', 'E', 'E', 'F', 'F', 'G', 'G', 'A', 'A', 'B', 'B', 'C', 'C', 'D', 'D', 'E', 'E', 'F', 'F', 'G', 'G', 'A', 'A', 'B', 'B', 'C', 'C', 'D', 'D', 'E', 'E', 'F', 'F', 'G', 'G', 'A', 'A', 'B', 'B', 'C', 'C', 'D', 'D', 'E', 'E', 'F', 'F', 'G', 'G', 'A', 'A', 'A', 'A']\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u304d\u3061\u3093\u3068\u30a2\u30eb\u30d5\u30a1\u30d9\u30c3\u30c8\u8868\u8a18\u306e\u97f3\u7b26\u5217\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u307e\u305f\u3001score2[4] ( &#8216;debussy_cc_1.mid&#8217; \u306b\u5bfe\u5fdc ) \u306e 0 ~ 100 \u756a\u76ee\u306e\u97f3\u7b26\u3092\u518d\u751f\u3057\u3066\u307f\u307e\u3059\uff08\u3053\u306e\u30b5\u30a4\u30c8\u4e0a\u3067\u306f\u518d\u751f\u304c\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u97f3\u58f0\u3092\u9cf4\u3089\u3057\u305f\u3044\u5834\u5408\u306b\u306f Open in Colab \u30dc\u30bf\u30f3\u304b\u3089 Google Colab \u3092\u958b\u304d\u3001\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u307f\u3066\u4e0b\u3055\u3044\uff09\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">play_music<\/span><span class=\"p\">(<\/span><span class=\"n\">score2<\/span><span class=\"p\">[<\/span><span class=\"mi\">4<\/span><span class=\"p\">][<\/span><span class=\"mi\">0<\/span><span class=\"p\">:<\/span><span class=\"mi\">100<\/span><span class=\"p\">],<\/span> <span class=\"mi\">240<\/span><span class=\"p\">)<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt output_prompt\">Out[\u00a0]:<\/div>\n<div class=\"output_html rendered_html output_subarea output_execute_result\"><audio controls=\"controls\"><source type=\"audio\/wav\" \/>Your browser does not support the audio element.<\/audio><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h5><span class=\"ez-toc-section\" id=\"%E9%87%8D%E3%81%BF%E8%A1%8C%E5%88%97%E3%81%AE%E4%BD%9C%E6%88%90-3\"><\/span>\u91cd\u307f\u884c\u5217\u306e\u4f5c\u6210<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u62bd\u51fa\u3057\u305f\u30e1\u30ed\u30c7\u30a3\u304b\u3089\u3001\u9023\u7d9a\u3059\u308b\u97f3\u7b26\u306e\u30da\u30a2\u3092\u6570\u3048\u4e0a\u3052\u3066\u3044\u304d\u3001\u91cd\u307f\u884c\u5217 W2 \u3092\u69cb\u6210\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">W2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">zeros<\/span><span class=\"p\">([<\/span><span class=\"n\">len_pitch<\/span><span class=\"p\">,<\/span> <span class=\"n\">len_pitch<\/span><span class=\"p\">])<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">j<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"mi\">9<\/span><span class=\"p\">):<\/span>  <span class=\"c1\"># 9 \u66f2\u5206<\/span>\n    <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"nb\">len<\/span><span class=\"p\">(<\/span><span class=\"n\">score2<\/span><span class=\"p\">[<\/span><span class=\"n\">j<\/span><span class=\"p\">])<\/span> <span class=\"o\">-<\/span> <span class=\"mi\">1<\/span><span class=\"p\">):<\/span>\n        <span class=\"n\">W2<\/span><span class=\"p\">[<\/span><span class=\"n\">Pitch<\/span><span class=\"o\">.<\/span><span class=\"n\">index<\/span><span class=\"p\">(<\/span><span class=\"n\">score2<\/span><span class=\"p\">[<\/span><span class=\"n\">j<\/span><span class=\"p\">][<\/span><span class=\"n\">i<\/span><span class=\"p\">])][<\/span><span class=\"n\">Pitch<\/span><span class=\"o\">.<\/span><span class=\"n\">index<\/span><span class=\"p\">(<\/span><span class=\"n\">score2<\/span><span class=\"p\">[<\/span><span class=\"n\">j<\/span><span class=\"p\">][<\/span><span class=\"n\">i<\/span> <span class=\"o\">+<\/span> <span class=\"mi\">1<\/span><span class=\"p\">])]<\/span> <span class=\"o\">+=<\/span> <span class=\"mi\">1<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u4f5c\u6210\u3057\u305f\u91cd\u307f\u884c\u5217 W2 \u3092\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">W2<\/span><span class=\"p\">)<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_subarea output_stream output_stdout output_text\">\n<pre>[[442.   9. 149.  95. 123.  64.  21.  91.  35. 104. 117.  24.]\n [ 10. 413.  31.  66.  64.  35. 104.  22.  68. 100. 106.  64.]\n [133.  20. 487.  31. 129. 142.  80.  90.  22.  75. 120.  97.]\n [ 77.  61.  38. 357.  13.  42.  92.  48.  71.  17. 105.  60.]\n [111.  58. 112.  22. 531.  87.  70. 109.  81. 115.  29. 136.]\n [ 58.  37. 152.  59.  76. 464.  15. 151.  65.  75.  61.  36.]\n [ 36. 116.  76.  57.  50.  20. 446.  12.  86. 104.  83. 101.]\n [ 95.  16.  93.  54.  81. 138.  14. 449.  14. 108.  67.  85.]\n [ 49.  89.  23.  58.  91.  74.  67.  11. 421.  37.  76.  96.]\n [107.  95.  77.  15. 141.  75. 113.  79.  28. 504.  65.  83.]\n [118.  99. 108. 115.  24.  78.  66.  75.  83.  63. 562.  15.]\n [ 40.  71.  80.  53. 137.  30.  99.  75. 117.  82.  14. 470.]]\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u884c\u5217\u306e\u3069\u306e\u6210\u5206\u3082\u6b63\u306e\u5024\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u3001\u534a\u97f3\u968e $P=\\{ C,C\\#,D,D\\#,E,F,F\\#,G,G\\#,A,A\\#,B \\}$ \u3067\u53d6\u308a\u5f97\u308b\u5168\u3066\u306e\u30da\u30a2 ( $C,D$ \u3068 $D,C$ \u306e\u3088\u3046\u306b\u9806\u5e8f\u304c\u9006\u306b\u306a\u3063\u3066\u3044\u308b\u30da\u30a2\u3084\u3001$D,D$ \u306e\u3088\u3046\u306a\u540c\u3058\u30d4\u30c3\u30c1\u306e\u30da\u30a2\u3082\u542b\u3080 ) \u304c\u767b\u5834\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n<p>\u6b21\u306b\u3001W2 \u306e\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u3092\u8868\u793a\u3055\u305b\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">imshow<\/span><span class=\"p\">(<\/span><span class=\"n\">W2<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">colorbar<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_png output_subarea\"><img loading=\"lazy\" decoding=\"async\" alt=\"No description has been provided for this image\" height=\"413\" 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\" width=\"496\" \/><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u304b\u3089\u3001\u884c\u5217\u306e\u5bfe\u89d2\u6210\u5206\u306e\u5024\u304c\u5927\u304d\u3044\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001$C,C$ \u3084 $D\\#,D\\#$ \u3068\u3044\u3063\u305f\u540c\u3058\u30d4\u30c3\u30c1\u306e\u30da\u30a2\u304c\u591a\u304f\u767b\u5834\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h4><span class=\"ez-toc-section\" id=\"QUBO%E3%81%AE%E5%AE%9A%E5%BC%8F%E5%8C%96-2\"><\/span>QUBO\u306e\u5b9a\u5f0f\u5316<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u5b9f\u9a13 1 \u3068\u540c\u69d8\u306b\u3001make_pyqubo_model \u95a2\u6570\u3092\u7528\u3044\u3066 QUBO \u884c\u5217\u3092\u5b9a\u7fa9\u3057\u3001\u5404\u9805\u306e\u4fc2\u6570\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u4eca\u56de\u306f\u91cd\u307f\u884c\u5217 W2 \u306e\u8981\u7d20\u306e\u6700\u5927\u5024\u304c 562 \u3067\u3042\u308b\u305f\u3081\u3001\u305d\u306e\u5024\u3067\u5831\u916c\u9805\u3092\u5272\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">model2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">make_pyqubo_model<\/span><span class=\"p\">(<\/span><span class=\"n\">n<\/span><span class=\"p\">,<\/span> <span class=\"n\">len_pitch<\/span><span class=\"p\">,<\/span> <span class=\"n\">W2<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">feed_dict2<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">dict<\/span><span class=\"p\">(<\/span>\n    <span class=\"n\">lambda_1<\/span><span class=\"o\">=<\/span><span class=\"mf\">20.0<\/span><span class=\"p\">,<\/span> <span class=\"n\">lambda_2<\/span><span class=\"o\">=<\/span><span class=\"mf\">1.0<\/span><span class=\"p\">,<\/span> <span class=\"n\">lambda_3<\/span><span class=\"o\">=<\/span><span class=\"mf\">2.0<\/span><span class=\"p\">,<\/span> <span class=\"n\">lambda_4<\/span><span class=\"o\">=<\/span><span class=\"mf\">2.0<\/span><span class=\"p\">,<\/span> <span class=\"n\">lambda_5<\/span><span class=\"o\">=<\/span><span class=\"mi\">3<\/span> <span class=\"o\">\/<\/span> <span class=\"mi\">562<\/span>\n<span class=\"p\">)<\/span>\n<span class=\"n\">bqm2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">model2<\/span><span class=\"o\">.<\/span><span class=\"n\">to_bqm<\/span><span class=\"p\">(<\/span><span class=\"n\">feed_dict<\/span><span class=\"o\">=<\/span><span class=\"n\">feed_dict2<\/span><span class=\"p\">)<\/span>\n<span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"num_variables:\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">bqm2<\/span><span class=\"o\">.<\/span><span class=\"n\">num_variables<\/span><span class=\"p\">)<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_subarea output_stream output_stdout output_text\">\n<pre>num_variables: 1824\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h4><span class=\"ez-toc-section\" id=\"%E7%B5%90%E6%9E%9C%E3%81%AE%E5%87%BA%E5%8A%9B-2\"><\/span>\u7d50\u679c\u306e\u51fa\u529b<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u5b9f\u9a13 1 \u3068\u540c\u69d8\u306b OpenJij \u3092\u7528\u3044\u3066\u3001\u4e0a\u3067\u5b9a\u7fa9\u3057\u305f QUBO \u884c\u5217\u306b\u5bfe\u3059\u308b\u6700\u9069\u5316\u554f\u984c\u3092\u89e3\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">response2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sampler<\/span><span class=\"o\">.<\/span><span class=\"n\">sample<\/span><span class=\"p\">(<\/span><span class=\"n\">bqm2<\/span><span class=\"p\">,<\/span> <span class=\"n\">num_reads<\/span><span class=\"o\">=<\/span><span class=\"mi\">10<\/span><span class=\"p\">)<\/span><span class=\"o\">.<\/span><span class=\"n\">aggregate<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">decoded_sample2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">model<\/span><span class=\"o\">.<\/span><span class=\"n\">decode_sampleset<\/span><span class=\"p\">(<\/span><span class=\"n\">response2<\/span><span class=\"p\">,<\/span> <span class=\"n\">feed_dict2<\/span><span class=\"p\">)<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u5f97\u3089\u308c\u305f\u89e3\u306b\u304a\u3044\u3066\u3001\u5236\u7d04\u304c\u5b88\u3089\u308c\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">decoded_sample2<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">constraints<\/span><span class=\"p\">(<\/span><span class=\"n\">only_broken<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">))<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_subarea output_stream output_stdout output_text\">\n<pre>{'H4': (False, 7.0), 'H2': (False, 97.0)}\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u5236\u7d04 2 \u3068\u5236\u7d04 4 \u306b\u5bfe\u5fdc\u3059\u308b\u9805\u304c\u6b63\u306b\u306a\u3063\u3066\u3044\u308b\u305f\u3081\u3001\u5236\u7d04 2 \u3068\u5236\u7d04 4 \u304c\u7834\u3089\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>$\\vec{x} \u2208 \\{ 0,1 \\}^n$ \u3067\u5f97\u3089\u308c\u305f\u7d50\u679c\u3092\u30a2\u30eb\u30d5\u30a1\u30d9\u30c3\u30c8\u8868\u8a18\u306e\u697d\u8b5c\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">result2<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"n\">n<\/span><span class=\"p\">):<\/span>\n    <span class=\"k\">for<\/span> <span class=\"n\">j<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"n\">len_pitch<\/span><span class=\"p\">):<\/span>\n        <span class=\"k\">if<\/span> <span class=\"n\">decoded_sample2<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">array<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"x\"<\/span><span class=\"p\">,<\/span> <span class=\"p\">(<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span> <span class=\"n\">j<\/span><span class=\"p\">))<\/span> <span class=\"o\">==<\/span> <span class=\"mi\">1<\/span><span class=\"p\">:<\/span>\n            <span class=\"n\">result2<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">Pitch<\/span><span class=\"p\">[<\/span><span class=\"n\">j<\/span><span class=\"p\">])<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u751f\u6210\u3055\u308c\u305f\u30e1\u30ed\u30c7\u30a3\u3092\u518d\u751f\u3057\u307e\u3059\uff08\u3053\u306e\u30b5\u30a4\u30c8\u4e0a\u3067\u306f\u518d\u751f\u304c\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u97f3\u58f0\u3092\u9cf4\u3089\u3057\u305f\u3044\u5834\u5408\u306b\u306f Open in Colab \u30dc\u30bf\u30f3\u304b\u3089 Google Colab \u3092\u958b\u304d\u3001\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u307f\u3066\u4e0b\u3055\u3044\uff09\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">play_music<\/span><span class=\"p\">(<\/span><span class=\"n\">result2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">120<\/span><span class=\"p\">)<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt output_prompt\">Out[\u00a0]:<\/div>\n<div class=\"output_html rendered_html output_subarea output_execute_result\"><audio controls=\"controls\"><source type=\"audio\/wav\" \/>Your browser does not support the audio element.<\/audio><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u751f\u6210\u3055\u308c\u305f\u30e1\u30ed\u30c7\u30a3\u3092\u4e94\u7dda\u8b5c\u3067\u8868\u793a\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">show_music_score<\/span><span class=\"p\">(<\/span><span class=\"n\">result2<\/span><span class=\"p\">)<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_png output_subarea\"><img loading=\"lazy\" decoding=\"async\" alt=\"No description has been provided for this image\" height=\"187\" 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\u3068\u306f\u7570\u306a\u308a\u3001\u69d8\u3005\u306a\u30d4\u30c3\u30c1\u304c\u767b\u5834\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u540c\u3058\u30d1\u30bf\u30fc\u30f3\u3092\u4f55\u5ea6\u3082\u7e70\u308a\u8fd4\u3057\u3066\u3044\u308b\u7b87\u6240\u304c\u6e1b\u308a\u307e\u3057\u305f\u3002\u52a0\u3048\u3066\u3001\u534a\u97f3\u968e\u306e\u69d8\u3005\u306a\u30d4\u30c3\u30c1\u304c\u767b\u5834\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u91cd\u307f\u884c\u5217\u306b\u69d8\u3005\u306a\u30e1\u30ed\u30c7\u30a3\u3092\u53cd\u6620\u3055\u305b\u305f\u7d50\u679c\u3060\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u97f3\u58f0\u30c7\u30fc\u30bf\u3092\u8074\u304f\u3068\u3001\u5b9f\u9a13 1 \u306e\u30e1\u30ed\u30c7\u30a3\u306b\u6bd4\u3079\u3066\u8033\u969c\u308a\u306e\u60aa\u3044\u30e1\u30ed\u30c7\u30a3\u306b\u306a\u3063\u3066\u3044\u308b\u5370\u8c61\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u5358\u306a\u308b\u30d4\u30c3\u30c1\u306e\u30da\u30a2\u306b\u5bfe\u3057\u3066\u91cd\u307f\u4ed8\u3051\u3059\u308b\u5b9a\u5f0f\u5316\u3092\u3057\u3066\u3044\u308b\u305f\u3081\u3060\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u3059\u306a\u308f\u3061\u3001\u984c\u6750\u306b\u3057\u305f\u30e1\u30ed\u30c7\u30a3\u306b\u983b\u7e41\u306b\u767b\u5834\u3057\u305f\u30d4\u30c3\u30c1\u306e\u30da\u30a2\u304c\u6b21\u3005\u306b\u9cf4\u3063\u3066\u3044\u308b\u3060\u3051\u3067\u30019 \u66f2\u306e\u30e1\u30ed\u30c7\u30a3\u305d\u308c\u305e\u308c\u306e\u5168\u4f53\u7684\u306a\u7279\u5fb4\u3092\u6349\u3048\u3066\u3044\u308b\u3068\u306f\u8a00\u3044\u96e3\u3044\u305f\u3081\u3067\u3059\u3002<\/p>\n<p>\u5f93\u3063\u3066\u3001\u3088\u308a\u826f\u3044\u30e1\u30ed\u30c7\u30a3\u3092\u751f\u6210\u3057\u3066\u3044\u304f\u305f\u3081\u306b\u306f\u3001\u3069\u3093\u306a\u30e1\u30ed\u30c7\u30a3\u3092\u3069\u308c\u3060\u3051\u91cd\u307f\u884c\u5217\u306b\u5165\u308c\u308b\u304b\u3001\u3068\u3044\u3046\u3053\u3068\u3088\u308a\u3082\u3001\u91cd\u307f\u884c\u5217 $W$ \u306e\u6839\u672c\u7684\u306a\u5b9a\u5f0f\u5316\u3092\u898b\u76f4\u3059\u3053\u3068\u304c\u5fc5\u8981\u3060\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h3><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%A8%93_3_%E3%83%9E%E3%83%AB%E3%82%B3%E3%83%95%E7%A2%BA%E7%8E%87%E5%A0%B4%E3%81%AE%E4%BD%BF%E7%94%A8\"><\/span>\u5b9f\u9a13 3 : \u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u306e\u4f7f\u7528<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u5b9f\u9a13 3 \u3067\u306f\u3001D-Wave \u306e\u6a5f\u80fd\u3092\u7528\u3044\u3066\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u3092\u751f\u6210\u3057\u3001\u305d\u306e\u6700\u4f4e\u30a8\u30cd\u30eb\u30ae\u30fc\u72b6\u614b\u3092 OpenJij \u306b\u3088\u3063\u3066\u6c42\u3081\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u306e\u5404\u30ce\u30fc\u30c9\u306b\u5272\u308a\u5f53\u3066\u305f\u78ba\u7387\u5909\u6570\u306e\u5024\u3092 { 0, 1 } \u3067\u53d6\u5f97\u3057\u307e\u3059\u3002\u5f93\u3063\u3066\u3001\u5404\u30ce\u30fc\u30c9\u306b\u5909\u6570 $x_{i,j}$ \u3092\u5272\u308a\u5f53\u3066\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u30e1\u30ed\u30c7\u30a3\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>D-wave Ocean \u306b\u306f\u3001\u7e4b\u304c\u3063\u3066\u3044\u308b\u30ce\u30fc\u30c9\u9593\u306e\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u3092\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u305d\u308c\u306b\u5fdc\u3058\u305f\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u3092\u751f\u6210\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u304c\u3042\u308a\u307e\u3059\u3002\u5f93\u3063\u3066\u3001\u4ee5\u4e0b\u3067\u306f\u5404\u30ce\u30fc\u30c9\u9593\u306e\u5168\u3066\u306e\u63a5\u7d9a\u306b\u5bfe\u3059\u308b\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u3092\u5b9a\u7fa9\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>\u306a\u304a\u3001\u4eca\u56de\u306f\u5236\u7d04 1 ( $i$ \u756a\u76ee\u306e\u97f3\u7b26\u306e\u30d4\u30c3\u30c1\u306f 1 \u3064\u3060\u3051 ) \u306e\u307f\u304c\u5b88\u3089\u308c\u308b\u3088\u3046\u306b\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u3092\u8a2d\u5b9a\u3057\u3001\u305d\u306e\u4ed6 3 \u3064\u306e\u5236\u7d04\u306f\u8003\u616e\u3057\u306a\u3044\u3082\u306e\u3068\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u97f3\u7b26\u306e\u6570\u3092 20 \u500b\u3068\u3057\u307e\u3059\u3002\u5f93\u3063\u3066\u3001\u5909\u6570 $x_{i,j}$ \u306b\u3042\u305f\u308b\u30ce\u30fc\u30c9\u306e\u6570\u306f 20 ( \u97f3\u7b26\u306e\u6570 ) \u00d7 12 ( \u30d4\u30c3\u30c1\u306e\u6570 ) = 240 \u500b\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h4><span class=\"ez-toc-section\" id=\"%E9%87%8D%E3%81%BF%E8%A1%8C%E5%88%97_W_%E3%82%92%E7%94%A8%E3%81%84%E3%81%9F%E3%83%9D%E3%83%86%E3%83%B3%E3%82%B7%E3%83%A3%E3%83%AB%E3%81%AE%E5%AE%9A%E7%BE%A9\"><\/span>\u91cd\u307f\u884c\u5217 $W$ \u3092\u7528\u3044\u305f\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u306e\u5b9a\u7fa9<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u5b9f\u9a13 2 \u3067\u4f5c\u6210\u3057\u305f\u91cd\u307f\u884c\u5217\u3092\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u306b\u53cd\u6620\u3055\u305b\u308b\u3053\u3068\u3092\u8003\u3048\u307e\u3059\u3002\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u306f\u5927\u304d\u3044\u5024\u3067\u3042\u308b\u307b\u3069\u3001\u305d\u308c\u306b\u5bfe\u5fdc\u3059\u308b\u30ce\u30fc\u30c9\u306e\u30da\u30a2\u306b\u5272\u308a\u5f53\u3066\u3089\u308c\u305f\u78ba\u7387\u5909\u6570\u304c 1 \u3092\u53d6\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u5f93\u3063\u3066\u3001\u3053\u3053\u3067\u306f W2 \u306e\u9006\u6570\u3092\u53d6\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002W2 \u306e\u8981\u7d20\u306f\u3001\u305d\u308c\u305e\u308c\u306e\u30d4\u30c3\u30c1\u306e\u30da\u30a2\u306e\u51fa\u73fe\u56de\u6570\u306a\u306e\u3067\u3001W2 \u306e\u9006\u6570\u3092\u53d6\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u76f8\u6027\u306e\u826f\u3044\u30da\u30a2\u306e\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u306b\u5c0f\u3055\u3044\u5024\u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">values<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{}<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"n\">len_pitch<\/span><span class=\"p\">):<\/span>\n    <span class=\"k\">for<\/span> <span class=\"n\">j<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"n\">len_pitch<\/span><span class=\"p\">):<\/span>\n        <span class=\"n\">values<\/span><span class=\"p\">[(<\/span><span class=\"n\">Pitch<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">],<\/span> <span class=\"n\">Pitch<\/span><span class=\"p\">[<\/span><span class=\"n\">j<\/span><span class=\"p\">])]<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">562<\/span> <span class=\"o\">\/<\/span> <span class=\"n\">W2<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">]<\/span> <span class=\"o\">+<\/span> <span class=\"mi\">20<\/span>  <span class=\"c1\"># W2 \u306e\u9006\u6570\u3092\u53d6\u308b<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u306a\u304a\u3001\u5b9f\u969b\u306b\u306f W2 \u306e\u9006\u6570\u3092\u53d6\u308b\u3060\u3051\u3067\u306a\u304f\u3001562 ( W2 \u306e\u8981\u7d20\u306e\u6700\u5927\u5024 ) \u3092\u639b\u3051\u3066 20 \u3092\u8db3\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u5236\u7d04 1 \u3092\u5b88\u3063\u305f\u51fa\u529b\u304c OpenJij \u304b\u3089\u5f97\u3089\u308c\u308b\u3088\u3046\u306b\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u3092\u8abf\u6574\u3057\u305f\u7d50\u679c\u3067\u3059\u3002\u5f93\u3063\u3066\u3001\u3053\u308c\u3089\u306e\u6570\u3092\u5909\u3048\u305f\u5834\u5408\u3001\u5236\u7d04 1 \u304c\u3046\u307e\u304f\u5b88\u3089\u308c\u306a\u304f\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u4e0a\u3067\u5b9a\u7fa9\u3057\u305f\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u306f\u3001$i$ \u756a\u76ee\u306e\u97f3\u7b26\u3068 $i+1$ \u756a\u76ee\u306e\u97f3\u7b26\u306b\u5bfe\u5fdc\u3059\u308b\u30ce\u30fc\u30c9\u9593\u306e\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u3067\u3059\u3002\u5f93\u3063\u3066\u3001$i$ \u756a\u76ee\u306e\u97f3\u7b26\u540c\u58eb\u306e\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u3082\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u5236\u7d04 1 \u3088\u308a\u3001$i$ \u756a\u76ee\u306e\u97f3\u7b26\u304c 2 \u3064\u4ee5\u4e0a\u306a\u308b\u306e\u306f\u907f\u3051\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u5f93\u3063\u3066\u3001\u305d\u308c\u3089\u306e\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u306b\u306f\u5927\u304d\u3044\u5024 ( \u4ee5\u4e0b\u3067\u306f 150 ) \u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">n_nodes<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span>  <span class=\"c1\"># \u97f3\u7b26\u306e\u6570<\/span>\n\n<span class=\"n\">potential<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{}<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"n\">n_nodes<\/span> <span class=\"o\">-<\/span> <span class=\"mi\">1<\/span><span class=\"p\">):<\/span>\n    <span class=\"k\">for<\/span> <span class=\"n\">j<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">Pitch<\/span><span class=\"p\">:<\/span>\n        <span class=\"k\">for<\/span> <span class=\"n\">m<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">Pitch<\/span><span class=\"p\">:<\/span>\n            <span class=\"k\">for<\/span> <span class=\"n\">n<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">Pitch<\/span><span class=\"p\">[<\/span><span class=\"n\">Pitch<\/span><span class=\"o\">.<\/span><span class=\"n\">index<\/span><span class=\"p\">(<\/span><span class=\"n\">m<\/span><span class=\"p\">)<\/span> <span class=\"o\">+<\/span> <span class=\"mi\">1<\/span> <span class=\"p\">:<\/span> <span class=\"n\">len_pitch<\/span><span class=\"p\">]:<\/span>\n                <span class=\"n\">potential<\/span><span class=\"p\">[(<\/span><span class=\"sa\">f<\/span><span class=\"s2\">\"<\/span><span class=\"si\">{<\/span><span class=\"n\">i<\/span><span class=\"si\">}<\/span><span class=\"s2\">_<\/span><span class=\"si\">{<\/span><span class=\"n\">m<\/span><span class=\"si\">}<\/span><span class=\"s2\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sa\">f<\/span><span class=\"s2\">\"<\/span><span class=\"si\">{<\/span><span class=\"n\">i<\/span><span class=\"si\">}<\/span><span class=\"s2\">_<\/span><span class=\"si\">{<\/span><span class=\"n\">n<\/span><span class=\"si\">}<\/span><span class=\"s2\">\"<\/span><span class=\"p\">)]<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\n                    <span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">):<\/span> <span class=\"mi\">50<\/span><span class=\"p\">,<\/span>\n                    <span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">):<\/span> <span class=\"mi\">50<\/span><span class=\"p\">,<\/span>\n                    <span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">):<\/span> <span class=\"mi\">50<\/span><span class=\"p\">,<\/span>\n                    <span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">):<\/span> <span class=\"mi\">150<\/span><span class=\"p\">,<\/span>\n                <span class=\"p\">}<\/span>  <span class=\"c1\"># i \u756a\u76ee\u306e\u97f3\u7b26\u306e\u30d4\u30c3\u30c1\u306f 1 \u3064\u3060\u3051<\/span>\n        <span class=\"k\">for<\/span> <span class=\"n\">k<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">Pitch<\/span><span class=\"p\">:<\/span>\n            <span class=\"n\">potential<\/span><span class=\"p\">[(<\/span><span class=\"sa\">f<\/span><span class=\"s2\">\"<\/span><span class=\"si\">{<\/span><span class=\"n\">i<\/span><span class=\"si\">}<\/span><span class=\"s2\">_<\/span><span class=\"si\">{<\/span><span class=\"n\">j<\/span><span class=\"si\">}<\/span><span class=\"s2\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sa\">f<\/span><span class=\"s2\">\"<\/span><span class=\"si\">{<\/span><span class=\"n\">i<\/span><span class=\"o\">+<\/span><span class=\"mi\">1<\/span><span class=\"si\">}<\/span><span class=\"s2\">_<\/span><span class=\"si\">{<\/span><span class=\"n\">k<\/span><span class=\"si\">}<\/span><span class=\"s2\">\"<\/span><span class=\"p\">)]<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\n                <span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">):<\/span> <span class=\"mi\">50<\/span><span class=\"p\">,<\/span>\n                <span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">):<\/span> <span class=\"mi\">50<\/span><span class=\"p\">,<\/span>\n                <span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">):<\/span> <span class=\"mi\">50<\/span><span class=\"p\">,<\/span>\n                <span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">):<\/span> <span class=\"n\">values<\/span><span class=\"p\">[(<\/span><span class=\"n\">j<\/span><span class=\"p\">,<\/span> <span class=\"n\">k<\/span><span class=\"p\">)],<\/span>\n            <span class=\"p\">}<\/span>  <span class=\"c1\"># i \u756a\u76ee\u306e\u97f3\u7b26\u3068 i+1 \u756a\u76ee\u306e\u97f3\u7b26\u306e\u9593\u306e\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb<\/span>\n\n<span class=\"k\">for<\/span> <span class=\"n\">j<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">Pitch<\/span><span class=\"p\">:<\/span>\n    <span class=\"k\">for<\/span> <span class=\"n\">k<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">Pitch<\/span><span class=\"p\">[<\/span><span class=\"n\">Pitch<\/span><span class=\"o\">.<\/span><span class=\"n\">index<\/span><span class=\"p\">(<\/span><span class=\"n\">j<\/span><span class=\"p\">)<\/span> <span class=\"o\">+<\/span> <span class=\"mi\">1<\/span> <span class=\"p\">:<\/span> <span class=\"n\">len_pitch<\/span><span class=\"p\">]:<\/span>\n        <span class=\"n\">potential<\/span><span class=\"p\">[(<\/span><span class=\"sa\">f<\/span><span class=\"s2\">\"<\/span><span class=\"si\">{<\/span><span class=\"n\">n_nodes<\/span><span class=\"o\">-<\/span><span class=\"mi\">1<\/span><span class=\"si\">}<\/span><span class=\"s2\">_<\/span><span class=\"si\">{<\/span><span class=\"n\">j<\/span><span class=\"si\">}<\/span><span class=\"s2\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sa\">f<\/span><span class=\"s2\">\"<\/span><span class=\"si\">{<\/span><span class=\"n\">n_nodes<\/span><span class=\"o\">-<\/span><span class=\"mi\">1<\/span><span class=\"si\">}<\/span><span class=\"s2\">_<\/span><span class=\"si\">{<\/span><span class=\"n\">k<\/span><span class=\"si\">}<\/span><span class=\"s2\">\"<\/span><span class=\"p\">)]<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\n            <span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">):<\/span> <span class=\"mi\">50<\/span><span class=\"p\">,<\/span>\n            <span class=\"p\">(<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">):<\/span> <span class=\"mi\">50<\/span><span class=\"p\">,<\/span>\n            <span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">):<\/span> <span class=\"mi\">50<\/span><span class=\"p\">,<\/span>\n            <span class=\"p\">(<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">):<\/span> <span class=\"mi\">150<\/span><span class=\"p\">,<\/span>\n        <span class=\"p\">}<\/span>  <span class=\"c1\"># \u6700\u5f8c ( 20 \u756a\u76ee  \u203b 0 \u304b\u3089\u6570\u3048\u308b\u3068 19 \u756a\u76ee ) \u306e\u97f3\u7b26<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h4><span class=\"ez-toc-section\" id=\"%E3%83%9E%E3%83%AB%E3%82%B3%E3%83%95%E7%A2%BA%E7%8E%87%E5%A0%B4%E3%81%AE%E7%94%9F%E6%88%90\"><\/span>\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u306e\u751f\u6210<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>D-Wave \u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u7528\u3044\u3066\u3001\u4e0a\u3067\u5b9a\u7fa9\u3057\u305f\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u306b\u5bfe\u5fdc\u3059\u308b\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">MN<\/span> <span class=\"o\">=<\/span> <span class=\"n\">dnx<\/span><span class=\"o\">.<\/span><span class=\"n\">markov_network<\/span><span class=\"p\">(<\/span><span class=\"n\">potential<\/span><span class=\"p\">)<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u751f\u6210\u3055\u308c\u305f\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u306e\u30b0\u30e9\u30d5\u3092\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">nx<\/span><span class=\"o\">.<\/span><span class=\"n\">draw<\/span><span class=\"p\">(<\/span><span class=\"n\">MN<\/span><span class=\"p\">,<\/span> <span class=\"n\">node_size<\/span><span class=\"o\">=<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"n\">width<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.01<\/span><span class=\"p\">,<\/span> <span class=\"n\">node_color<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"magenta\"<\/span><span class=\"p\">)<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_png output_subarea\"><img loading=\"lazy\" decoding=\"async\" alt=\"No description has been provided for this image\" height=\"499\" 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\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\" width=\"660\" \/><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u30ce\u30fc\u30c9\u306e\u6570\u304c\u304d\u3061\u3093\u3068 240 \u500b\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u5404\u30ce\u30fc\u30c9\u306f 12 \u500b ( \u30d4\u30c3\u30c1\u306e\u500b\u6570\u5206 ) \u306e\u30ce\u30fc\u30c9\u304b\u3089\u306a\u308b\u5c64\u306b\u5206\u304b\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u5c64\u304c 20 \u5c64 ( \u97f3\u7b26\u306e\u500b\u6570\u5206 ) \u3042\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002\u3059\u306a\u308f\u3061\u3001\u53f3\u7aef ( \u3042\u308b\u3044\u306f\u5de6\u7aef ) \u304b\u3089\u6570\u3048\u3066 $i$ \u756a\u76ee\u306e\u5c64\u306f $ i $ \u756a\u76ee\u306e\u97f3\u7b26\u306e\u30d4\u30c3\u30c1\u3092\u8868\u3059\u30ce\u30fc\u30c9\u306e\u5c64\u3067\u3059\u3002\u305d\u3057\u3066\u3001\u4e00\u3064\u96a3\u306b\u305a\u308c\u308b\u3068\u3001$i+1$ \u756a\u76ee ( \u3042\u308b\u3044\u306f $i-1$ \u756a\u76ee ) \u306e\u97f3\u7b26\u306e\u30d4\u30c3\u30c1\u3092\u8868\u3059\u5c64\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u3001$i$ \u756a\u76ee\u306e\u5c64\u306b\u542b\u307e\u308c\u308b\u30ce\u30fc\u30c9 12 \u500b\u3068 $ i+1 $ \u756a\u76ee\u306e\u5c64\u306b\u542b\u307e\u308c\u308b\u30ce\u30fc\u30c9 12 \u500b\u306f\u5168\u3066\u7e4b\u304c\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u8fba\u305d\u308c\u305e\u308c\u306b\u3001\u4e0a\u3067\u5b9a\u7fa9\u3057\u3066\u304d\u305f\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u304c\u5272\u308a\u5f53\u3066\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h4><span class=\"ez-toc-section\" id=\"%E7%B5%90%E6%9E%9C%E3%81%AE%E5%87%BA%E5%8A%9B-3\"><\/span>\u7d50\u679c\u306e\u51fa\u529b<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>OpenJij \u3092\u7528\u3044\u3066\u3001\u4e0a\u3067\u4f5c\u6210\u3057\u305f\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u306e\u30a8\u30cd\u30eb\u30ae\u30fc ( \u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u306e\u7dcf\u548c ) \u3092\u6700\u5c0f\u306b\u3059\u308b\u3088\u3046\u306a\u78ba\u7387\u5909\u6570\u306e\u7d44\u307f\u5408\u308f\u305b\u3092 $\\{0,1\\} $ \u3067\u53d6\u5f97\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u30011 ~ 20 \u756a\u76ee\u307e\u3067\u306e\u97f3\u7b26\u306e\u30d4\u30c3\u30c1\u304c\u540c\u6642\u751f\u6210\u3055\u308c\u3001\u30e1\u30ed\u30c7\u30a3\u304c\u5f97\u3089\u308c\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u3082 10 \u56de\u7d50\u679c\u3092 10 \u56de\u8aad\u307f\u51fa\u3057\u3001\u305d\u306e\u4e2d\u3067\u30b3\u30b9\u30c8\u95a2\u6570\u304c\u6700\u3082\u5c0f\u3055\u304f\u306a\u3063\u305f\u89e3\u3092\u63a1\u7528\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">sampler<\/span> <span class=\"o\">=<\/span> <span class=\"n\">oj<\/span><span class=\"o\">.<\/span><span class=\"n\">SASampler<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">samples<\/span> <span class=\"o\">=<\/span> <span class=\"n\">dnx<\/span><span class=\"o\">.<\/span><span class=\"n\">sample_markov_network<\/span><span class=\"p\">(<\/span><span class=\"n\">MN<\/span><span class=\"p\">,<\/span> <span class=\"n\">sampler<\/span><span class=\"p\">)<\/span>\n<span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">samples<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">])<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_subarea output_stream output_stdout output_text\">\n<pre>{'0_A': 0, '0_A#': 1, '0_B': 0, '0_C': 0, '0_C#': 0, '0_D': 0, '0_D#': 0, '0_E': 0, '0_F': 0, '0_F#': 0, '0_G': 0, '0_G#': 0, '10_A': 0, '10_A#': 0, '10_B': 0, '10_C': 0, '10_C#': 0, '10_D': 0, '10_D#': 0, '10_E': 1, '10_F': 0, '10_F#': 0, '10_G': 0, '10_G#': 0, '11_A': 0, '11_A#': 0, '11_B': 0, '11_C': 0, '11_C#': 0, '11_D': 1, '11_D#': 0, '11_E': 0, '11_F': 0, '11_F#': 0, '11_G': 0, '11_G#': 0, '12_A': 0, '12_A#': 0, '12_B': 0, '12_C': 0, '12_C#': 0, '12_D': 1, '12_D#': 0, '12_E': 0, '12_F': 0, '12_F#': 0, '12_G': 0, '12_G#': 0, '13_A': 0, '13_A#': 0, '13_B': 0, '13_C': 0, '13_C#': 0, '13_D': 0, '13_D#': 0, '13_E': 0, '13_F': 0, '13_F#': 0, '13_G': 1, '13_G#': 0, '14_A': 0, '14_A#': 1, '14_B': 0, '14_C': 0, '14_C#': 0, '14_D': 0, '14_D#': 0, '14_E': 0, '14_F': 0, '14_F#': 0, '14_G': 0, '14_G#': 0, '15_A': 0, '15_A#': 1, '15_B': 0, '15_C': 0, '15_C#': 0, '15_D': 0, '15_D#': 0, '15_E': 0, '15_F': 0, '15_F#': 0, '15_G': 0, '15_G#': 0, '16_A': 0, '16_A#': 0, '16_B': 0, '16_C': 0, '16_C#': 1, '16_D': 0, '16_D#': 0, '16_E': 0, '16_F': 0, '16_F#': 0, '16_G': 0, '16_G#': 0, '17_A': 0, '17_A#': 0, '17_B': 0, '17_C': 0, '17_C#': 0, '17_D': 0, '17_D#': 0, '17_E': 0, '17_F': 0, '17_F#': 0, '17_G': 0, '17_G#': 1, '18_A': 0, '18_A#': 0, '18_B': 0, '18_C': 0, '18_C#': 1, '18_D': 0, '18_D#': 0, '18_E': 0, '18_F': 0, '18_F#': 0, '18_G': 0, '18_G#': 0, '19_A': 0, '19_A#': 0, '19_B': 0, '19_C': 0, '19_C#': 1, '19_D': 0, '19_D#': 0, '19_E': 0, '19_F': 0, '19_F#': 0, '19_G': 0, '19_G#': 0, '1_A': 0, '1_A#': 1, '1_B': 0, '1_C': 0, '1_C#': 0, '1_D': 0, '1_D#': 0, '1_E': 0, '1_F': 0, '1_F#': 0, '1_G': 0, '1_G#': 0, '2_A': 1, '2_A#': 0, '2_B': 0, '2_C': 0, '2_C#': 0, '2_D': 0, '2_D#': 0, '2_E': 0, '2_F': 0, '2_F#': 0, '2_G': 0, '2_G#': 0, '3_A': 0, '3_A#': 0, '3_B': 0, '3_C': 0, '3_C#': 0, '3_D': 1, '3_D#': 0, '3_E': 0, '3_F': 0, '3_F#': 0, '3_G': 0, '3_G#': 0, '4_A': 0, '4_A#': 0, '4_B': 0, '4_C': 0, '4_C#': 0, '4_D': 0, '4_D#': 0, '4_E': 0, '4_F': 0, '4_F#': 1, '4_G': 0, '4_G#': 0, '5_A': 0, '5_A#': 0, '5_B': 0, '5_C': 0, '5_C#': 1, '5_D': 0, '5_D#': 0, '5_E': 0, '5_F': 0, '5_F#': 0, '5_G': 0, '5_G#': 0, '6_A': 0, '6_A#': 0, '6_B': 0, '6_C': 0, '6_C#': 1, '6_D': 0, '6_D#': 0, '6_E': 0, '6_F': 0, '6_F#': 0, '6_G': 0, '6_G#': 0, '7_A': 0, '7_A#': 1, '7_B': 0, '7_C': 0, '7_C#': 0, '7_D': 0, '7_D#': 0, '7_E': 0, '7_F': 0, '7_F#': 0, '7_G': 0, '7_G#': 0, '8_A': 1, '8_A#': 0, '8_B': 0, '8_C': 0, '8_C#': 0, '8_D': 0, '8_D#': 0, '8_E': 0, '8_F': 0, '8_F#': 0, '8_G': 0, '8_G#': 0, '9_A': 1, '9_A#': 0, '9_B': 0, '9_C': 0, '9_C#': 0, '9_D': 0, '9_D#': 0, '9_E': 0, '9_F': 0, '9_F#': 0, '9_G': 0, '9_G#': 0}\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u5f97\u3089\u308c\u305f\u7d50\u679c\u3092\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"k\">for<\/span> <span class=\"n\">key<\/span><span class=\"p\">,<\/span> <span class=\"n\">value<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">samples<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">items<\/span><span class=\"p\">():<\/span>\n    <span class=\"k\">if<\/span> <span class=\"n\">value<\/span> <span class=\"o\">==<\/span> <span class=\"mi\">1<\/span><span class=\"p\">:<\/span>\n        <span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">key<\/span><span class=\"p\">)<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_subarea output_stream output_stdout output_text\">\n<pre>0_A#\n10_E\n11_D\n12_D\n13_G\n14_A#\n15_A#\n16_C#\n17_G#\n18_C#\n19_C#\n1_A#\n2_A\n3_D\n4_F#\n5_C#\n6_C#\n7_A#\n8_A\n9_A\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u5236\u7d04 1 \u3092\u6e80\u305f\u3059 20 \u500b\u306e\u97f3\u7b26\u304c\u5f97\u3089\u308c\u305f\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u73fe\u72b6\u3067\u306f &#8221; ( \u97f3\u7b26\u306e\u4f4d\u7f6e )_( \u30d4\u30c3\u30c1 ) &#8221; \u3068\u3044\u3046\u6587\u5b57\u5217\u306b\u306a\u3063\u3066\u3044\u308b\u306e\u3067\u3001( \u97f3\u7b26\u306e\u4f4d\u7f6e ) \u3092\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3001( \u30d4\u30c3\u30c1 ) \u3092\u8981\u7d20\u3068\u3059\u308b\u30ea\u30b9\u30c8\u306b\u66f8\u304d\u76f4\u3057\u3001\u5b9f\u9a13 1 \u3084\u5b9f\u9a13 2 \u3068\u540c\u69d8\u306e\u697d\u8b5c\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">score3<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"s2\">\"\"<\/span><span class=\"p\">]<\/span> <span class=\"o\">*<\/span> <span class=\"n\">n_nodes<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">key<\/span><span class=\"p\">,<\/span> <span class=\"n\">value<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">samples<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">items<\/span><span class=\"p\">():<\/span>\n    <span class=\"k\">if<\/span> <span class=\"n\">value<\/span> <span class=\"o\">==<\/span> <span class=\"mi\">0<\/span><span class=\"p\">:<\/span>\n        <span class=\"k\">continue<\/span>\n\n    <span class=\"n\">temp<\/span> <span class=\"o\">=<\/span> <span class=\"n\">re<\/span><span class=\"o\">.<\/span><span class=\"n\">sub<\/span><span class=\"p\">(<\/span><span class=\"sa\">r<\/span><span class=\"s2\">\"\\D\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">key<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># \u6570\u5b57\u90e8\u5206\u3092\u53d6\u308a\u51fa\u3059<\/span>\n    <span class=\"n\">idx<\/span> <span class=\"o\">=<\/span> <span class=\"n\">key<\/span><span class=\"o\">.<\/span><span class=\"n\">find<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"_\"<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">score3<\/span><span class=\"p\">[<\/span><span class=\"nb\">int<\/span><span class=\"p\">(<\/span><span class=\"n\">temp<\/span><span class=\"p\">)]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">key<\/span><span class=\"p\">[<\/span>\n        <span class=\"n\">idx<\/span> <span class=\"o\">+<\/span> <span class=\"mi\">1<\/span> <span class=\"p\">:<\/span>\n    <span class=\"p\">]<\/span>  <span class=\"c1\"># \u6570\u5b57\u90e8\u5206\u3092\u30ea\u30b9\u30c8\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306b\u3057\u3001\"_\" \u306e\u5f8c\u306e\u6587\u5b57\u3092\u305d\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u8981\u7d20\u306b\u3059\u308b<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u3067\u306f\u3001\u751f\u6210\u3055\u308c\u305f\u30e1\u30ed\u30c7\u30a3\u3092\u518d\u751f\u3057\u3066\u307f\u307e\u3059\uff08\u3053\u306e\u30b5\u30a4\u30c8\u4e0a\u3067\u306f\u518d\u751f\u304c\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u97f3\u58f0\u3092\u9cf4\u3089\u3057\u305f\u3044\u5834\u5408\u306b\u306f Open in Colab \u30dc\u30bf\u30f3\u304b\u3089 Google Colab \u3092\u958b\u304d\u3001\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u307f\u3066\u4e0b\u3055\u3044\uff09\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">play_music<\/span><span class=\"p\">(<\/span><span class=\"n\">score3<\/span><span class=\"p\">,<\/span> <span class=\"mi\">120<\/span><span class=\"p\">)<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt output_prompt\">Out[\u00a0]:<\/div>\n<div class=\"output_html rendered_html output_subarea output_execute_result\"><audio controls=\"controls\"><source type=\"audio\/wav\" \/>Your browser does not support the audio element.<\/audio><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u7d9a\u3044\u3066\u3001\u751f\u6210\u3055\u308c\u305f\u30e1\u30ed\u30c7\u30a3\u3092\u4e94\u7dda\u8b5c\u3067\u8868\u793a\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing code_cell rendered\">\n<div class=\"input\">\n<div class=\"inner_cell\">\n<div class=\"input_area\">\n<div class=\"highlight hl-python\">\n<pre><span><\/span><span class=\"n\">show_music_score<\/span><span class=\"p\">(<\/span><span class=\"n\">score3<\/span><span class=\"p\">)<\/span>\n<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"output_wrapper\">\n<div class=\"output\">\n<div class=\"output_area\">\n<div class=\"prompt\"><\/div>\n<div class=\"output_png output_subarea\"><img loading=\"lazy\" decoding=\"async\" alt=\"No description has been provided for this image\" height=\"56\" 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\" width=\"748\" \/><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u5b9f\u9a13 2 \u3068\u540c\u3058\u91cd\u307f\u884c\u5217 W2 \u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u306e\u306b\u3082\u95a2\u308f\u3089\u305a\u3001\u5b9f\u9a13 2 \u3067\u5f97\u3089\u308c\u305f\u30e1\u30ed\u30c7\u30a3\u3068\u306f\u7570\u306a\u308b\u96f0\u56f2\u6c17\u306e\u30e1\u30ed\u30c7\u30a3\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002\u305d\u306e\u7406\u7531\u3068\u3057\u3066\u3001\u4eca\u56de\u306f W2 \u3092\u30de\u30eb\u30b3\u30d5\u78ba\u7387\u5834\u306e\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u306b\u53cd\u6620\u3055\u305b\u3066\u3044\u308b\u305f\u3081\u3001\u91cd\u307f\u884c\u5217\u306e\u52b9\u304d\u65b9\u304c\u7570\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u307e\u305f\u3001\u5b9f\u9a13 3 \u3067\u306f\u5236\u7d04 1 \u4ee5\u5916\u3092\u8003\u616e\u3057\u3066\u3044\u306a\u3044\u3053\u3068\u3082\u4e00\u56e0\u3067\u3042\u308b\u3068\u4e88\u60f3\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h2><span class=\"ez-toc-section\" id=\"%E3%81%BE%E3%81%A8%E3%82%81\"><\/span>\u307e\u3068\u3081<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u5b9f\u9a13 1, 2, 3 \u3092\u901a\u3058\u3066\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306b\u3088\u308b\u30e1\u30ed\u30c7\u30a3\u306e\u751f\u6210\u3092\u884c\u3063\u3066\u304d\u307e\u3057\u305f\u3002\u3044\u305a\u308c\u306e\u5b9f\u9a13\u306b\u304a\u3044\u3066\u3082\u91cd\u307f\u884c\u5217 $W_{j, j&#8217;}$ \u3092\u4f7f\u7528\u3057\u3066\u304d\u307e\u3057\u305f\u304c\u3001\u3053\u306e $W_{j, j&#8217;}$ \u306f\u96a3\u308a\u5408\u3046\u97f3\u7b26\u306e\u30da\u30a2\u306e\u51fa\u73fe\u56de\u6570\u3092\u305d\u306e\u307e\u307e\u91cd\u307f\u306b\u3057\u3066\u3044\u308b\u306b\u904e\u304e\u306a\u3044\u305f\u3081\u3001\u5b9f\u9a13 1 \u3067\u306f\u3001\u91cd\u307f\u306e\u5927\u304d\u3044\u97f3\u7b26\u306e\u30da\u30a2\u3092\u7e70\u308a\u8fd4\u3059\u3060\u3051\u306e\u30e1\u30ed\u30c7\u30a3\u304c\u751f\u6210\u3055\u308c\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u5b9f\u9a13 2 , 3 \u306b\u304a\u3044\u3066\u3082\u3001\u5143\u306b\u3057\u305f\u697d\u66f2\u306e\u30e1\u30ed\u30c7\u30a3\u306e\u7279\u5fb4\u304c\u3046\u307e\u304f\u63b4\u3081\u3066\u3044\u308b\u3068\u306f\u8a00\u3044\u96e3\u3044\u7d50\u679c\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u5f93\u3063\u3066\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u7528\u3044\u3066\u3088\u308a\u826f\u3044\u30e1\u30ed\u30c7\u30a3\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u91cd\u307f\u884c\u5217 $W_{j, j&#8217;}$ \u306e\u5b9a\u5f0f\u5316\u3092\u898b\u76f4\u3059\u5fc5\u8981\u304c\u3042\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h2><span class=\"ez-toc-section\" id=\"%E3%81%82%E3%81%A8%E6%9B%B8%E3%81%8D\"><\/span>\u3042\u3068\u66f8\u304d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>\u672c\u5b9f\u9a13\u3067\u306f\u3001\u8ad6\u6587\u306b\u8a18\u8f09\u306e\u5b9a\u5f0f\u5316\u306e\u307f\u3092\u7528\u3044\u307e\u3057\u305f\u304c\u3001\u7279\u306b\u91cd\u307f\u884c\u5217\u306b\u95a2\u3057\u3066\u306f\u6539\u5584\u304c\u5fc5\u8981\u3060\u3068\u3044\u3046\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3057\u305f\u3002\u4eca\u56de\u306e\u5b9f\u88c5\u3092\u901a\u3057\u3066\u3001\u3053\u306e\u3088\u3046\u306a\u8ad6\u6587\u3092\u8aad\u3080\u3060\u3051\u3067\u306f\u6c17\u3065\u304f\u3053\u3068\u304c\u3067\u304d\u306a\u304b\u3063\u305f\u90e8\u5206\u304c\u898b\u3048\u3066\u304d\u305f\u3068\u3044\u3046\u70b9\u3067\u3001\u81ea\u5206\u3067\u624b\u3092\u52d5\u304b\u3057\u3066\u518d\u73fe\u5b9f\u9a13\u3092\u3057\u3066\u307f\u308b\u3053\u3068\u306e\u91cd\u8981\u6027\u3092\u611f\u3058\u307e\u3057\u305f\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<h2><span class=\"ez-toc-section\" id=\"%E5%8F%82%E8%80%83\"><\/span>\u53c2\u8003<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"cell border-box-sizing text_cell rendered\">\n<div class=\"inner_cell\">\n<div class=\"text_cell_render border-box-sizing rendered_html\">\n<p>[1] <a href=\"https:\/\/qiita.com\/Dr_Sin1\/items\/335999844e5a17fd7b6c\">Qiita\u3000Google Colaboratory\u4e0a\u3067music21\u3092\u5229\u7528<\/a><\/p>\n<p>[2] <a href=\"https:\/\/zenn.dev\/kaityo256\/articles\/python_play_sound\">Zenn\u3000Python\u3067\u97f3\u3092\u9cf4\u3089\u3059<\/a><\/p>\n<p>[3] <a href=\"http:\/\/www.piano-midi.de\/debuss.htm\">Classical Piano Midi Page<\/a><\/p>\n<p>[4] <a href=\"https:\/\/hjp.hatenablog.com\/entry\/2021\/03\/05\/105625\">HJP.log\u3000Mido\u3092\u4f7f\u3063\u3066Python\u3067midi\u3092\u8aad\u307f\u8fbc\u3080\u2461<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u6982\u8981 \u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306b\u3088\u308b\u4f5c\u66f2 ( \u30e1\u30ed\u30c7\u30a3\u306e\u751f\u6210 ) \u306e\u518d\u73fe\u5b9f\u9a13\u3092\u884c\u3044\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001OpenJij \u3092\u7528\u3044\u3066\u8907\u6570\u500b\u306e\u97f3\u7b26\u3092\u540c\u6642\u751f\u6210\u3057\u3001\u30e1\u30ed\u30c7\u30a3\u304c\u751f\u6210\u3055\u308c\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u307e\u305f\u3001D-Wave Ocean \u306e\u6a5f\u80fd\u3092 [&hellip;]<\/p>\n","protected":false},"author":12,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[67,80,122],"class_list":["post-7189","post","type-post","status-publish","format-standard","hentry","category-hands-on","tag-67","tag-80","tag-122"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306b\u3088\u308b\u4f5c\u66f2\uff08\u30e1\u30ed\u30c7\u30a3\u306e\u751f\u6210\uff09 - T-QARD Harbor<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2024\/04\/15\/\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306b\u3088\u308b\u4f5c\u66f2\uff08\u30e1\u30ed\u30c7\u30a3\u306e\u751f\u6210\uff09\/\" 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