{"id":74447,"date":"2018-10-04T13:54:14","date_gmt":"2018-10-04T04:54:14","guid":{"rendered":"https:\/\/www.sejuku.net\/blog\/?p=74447"},"modified":"2024-05-06T11:52:36","modified_gmt":"2024-05-06T02:52:36","slug":"%e3%80%90python%e5%85%a5%e9%96%80%e3%80%91%e3%83%a1%e3%83%a2%e3%83%aa%e3%81%ae%e8%a7%a3%e6%94%be%e3%82%84%e5%8a%b9%e7%8e%87%e7%9a%84%e3%81%ab%e4%bd%bf%e3%81%86%e6%96%b9%e6%b3%95%e3%82%92%e3%83%9e","status":"publish","type":"post","link":"https:\/\/www.sejuku.net\/blog\/74447","title":{"rendered":"\u3010Python\u5165\u9580\u3011\u30e1\u30e2\u30ea\u306e\u89e3\u653e\u3084\u52b9\u7387\u7684\u306b\u4f7f\u3046\u65b9\u6cd5\u3092\u30de\u30b9\u30bf\u30fc\u3057\u3088\u3046\uff01"},"content":{"rendered":"\n<p>\u3053\u3093\u306b\u3061\u306f! \u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u306eakira\u3067\u3059\u3002<\/p>\n\n\n\n<p>Python\u3067\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5feb\u9069\u306b\u52d5\u4f5c\u3055\u305b\u308b\u305f\u3081\u306b\u306f\u3001\u30e1\u30e2\u30ea\u306e\u64cd\u4f5c\u30fb\u958b\u653e\u306b\u3064\u3044\u3066\u306e\u77e5\u8b58\u306f\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><div class=\"box_voice\">\u30ac\u30d9\u30fc\u30b8\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3063\u3066\u306a\u3093\u3060\u308d\u3046\uff1f<br>\u30e1\u30e2\u30ea\u89e3\u653e\u3063\u3066\u3069\u3046\u3084\u3063\u3066\u3084\u308b\u3093\u3060\u308d\u3046\uff1f<br>\u3069\u3046\u3084\u3063\u3066\u30e1\u30e2\u30ea\u3092\u52b9\u7387\u7684\u306b\u4f7f\u7528\u3059\u308c\u3070\u3044\u3044\u306e\u3060\u308d\u3046\uff1f<\/div><\/p>\n\n\n\n<p>\u3068\u7591\u554f\u306b\u601d\u3063\u305f\u3053\u3068\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f\u305d\u3093\u306a\u65b9\u306b\u5411\u3051\u3066\u3001\u57fa\u790e\u304b\u3089\u30e1\u30e2\u30ea\u306e\u958b\u653e\u3084\u52b9\u7387\u7684\u306b\u4f7f\u3046\u65b9\u6cd5\u306b\u3064\u3044\u3066\u4ee5\u4e0b\u306e\u5185\u5bb9\u3067\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n<div class=\"box01\">\n\n\n\n<ul class=\"wp-block-list\">\n<li><b>\u3010\u57fa\u790e\u3011\u30e1\u30e2\u30ea\u306e\u57fa\u790e<\/b><\/li>\n\n\n\n<li><b>\u3010\u5b9f\u8df5\u3011Python\u3067\u30e1\u30e2\u30ea\u3092\u958b\u653e\u3059\u308b\u65b9\u6cd5<\/b><\/li>\n\n\n\n<li><b>\u3010\u5b9f\u8df5\u3011\u30e1\u30e2\u30ea\u3092\u52b9\u7387\u7684\u306b\u4f7f\u3046\u65b9\u6cd5<\/b><\/li>\n<\/ul>\n\n\n<\/div>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306fPython\u3067\u30e1\u30e2\u30ea\u3092\u6271\u3046\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3001\u521d\u5fc3\u8005\u3067\u3082\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u305c\u3072\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\uff01<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3092\u8aad\u3080\u524d\u306b\u3001Python\u304c\u3069\u3093\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306a\u306e\u304b\u3092\u304a\u3055\u3089\u3044\u3057\u3066\u304a\u304d\u305f\u3044\u4eba\u306f\u6b21\u306e\u8a18\u4e8b\u3092\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u2192\u00a0<a href=\"https:\/\/www.sejuku.net\/blog\/7720\">Python\u3068\u306f\uff1f\u7279\u5fb4\u3084\u3067\u304d\u308b\u3053\u3068\u3001\u6d3b\u7528\u4f8b\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u7c21\u5358\u306b\u89e3\u8aac<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30e1\u30e2\u30ea\u306b\u3064\u3044\u3066\u8003\u3048\u3066\u307f\u3088\u3046\uff01<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e1\u30e2\u30ea\u3068\u306f<\/h3>\n\n\n\n<p>\u30e1\u30e2\u30ea\u3068\u306fPC\u4e0a\u3067\u30c7\u30fc\u30bf\u3092\u4e00\u6642\u7684\u306b\u8a18\u61b6\u3057\u3066\u304a\u304f\u5834\u6240\u3067\u3059\u3002\u5909\u6570\u306a\u3069\u306b\u683c\u7d0d\u3057\u305f\u30c7\u30fc\u30bf\u3092\u9ad8\u901f\u306b\u51e6\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u51e6\u7406\u3067\u306f\u30e1\u30e2\u30ea\u3068\u3046\u307e\u304f\u4ed8\u304d\u5408\u3063\u3066\u3044\u304f\u3053\u3068\u304c\u91cd\u8981\u306b\u306a\u308b\u306e\u3067\u3059\uff01<\/p>\n\n\n\n<p>\u305d\u308c\u3067\u306f\u3053\u308c\u304b\u3089\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3068\u30e1\u30e2\u30ea\u306e\u95a2\u4fc2\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ac\u30d9\u30fc\u30b8\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3068\u306f<\/h3>\n\n\n\n<p>\u30ac\u30d9\u30fc\u30b8\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3068\u306f\u3042\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u78ba\u4fdd\u3057\u305f\u30e1\u30e2\u30ea\u306e\u5185\u3001\u4e0d\u8981\u306b\u306a\u3063\u305f\u30e1\u30e2\u30ea\u3092\u81ea\u52d5\u7684\u306b\u89e3\u653e\u3057\u3066\u304f\u308c\u308b\u6a5f\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u3057\u3066\u3044\u308b\u3068\u5909\u6570\u306b\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3057\u305f\u308a\u3001\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u3053\u3093\u3060\u308a\u3057\u3066\u3001\u30e1\u30e2\u30ea\u4e0a\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3093\u3067\u3001\u69d8\u3005\u306a\u51e6\u7406\u3092\u5b9f\u884c\u3057\u307e\u3059\uff01<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u30e1\u30e2\u30ea\u3078\u8aad\u307f\u8fbc\u3093\u3060\u30c7\u30fc\u30bf\u306f\u5fc5\u8981\u306a\u51e6\u7406\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u305d\u306e\u5f8c\u306e\u51e6\u7406\u3067\u306f\u5fc5\u8981\u306e\u306a\u3044\u30b4\u30df\u30c7\u30fc\u30bf\u3068\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3088\u306d\uff1f\u305d\u3053\u3067Python\u306a\u3069\u306e\u8a00\u8a9e\u3067\u306f\u3001Garbage Collector(\u3054\u307f\u3092\u96c6\u3081\u308b\u4eba)\u304c\u767b\u5834\u3059\u308b\u308f\u3051\u3067\u3059\u3002PC\u306a\u3069\u306e\u30e1\u30e2\u30ea\u306f\u7121\u9650\u306b\u4f7f\u3048\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u6570\u30ae\u30ac\u30d0\u30a4\u30c8\u306a\u3069\u306e\u9650\u754c\u304c\u3042\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30ac\u30d9\u30fc\u30b8\u30b3\u30ec\u30af\u30bf\u304c\u4e0d\u8981\u306b\u306a\u3063\u305f\u30b4\u30df\u30c7\u30fc\u30bf\u3092\u30e1\u30e2\u30ea\u304b\u3089\u958b\u653e\u3057\u3066\u304f\u308c\u308b\u3053\u3068\u3067\u3001\u30e1\u30e2\u30ea\u4e0a\u306b\u30b4\u30df\u30c7\u30fc\u30bf\u304c\u6ea2\u308c\u3066\u3057\u307e\u3046\u3053\u3068\u3092\u9632\u3050\u306e\u3067\u3059\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e1\u30e2\u30ea\u30ea\u30fc\u30af\u3068\u306f<\/h3>\n\n\n\n<p>\u300c\u30ac\u30d9\u30fc\u30b8\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3068\u306f\u300d\u3067\u3001\u30ac\u30d9\u30fc\u30b8\u30b3\u30ec\u30af\u30bf\u304c\u4e0d\u8981\u306b\u306a\u3063\u305f\u30b4\u30df\u30c7\u30fc\u30bf\u3092\u30e1\u30e2\u30ea\u304b\u3089\u958b\u653e\u3057\u3066\u304f\u308c\u308b\u5f79\u5272\u3092\u62c5\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u8aac\u660e\u3057\u307e\u3057\u305f\u3002\u305d\u308c\u3067\u306f\u3001\u30e1\u30e2\u30ea\u4e0a\u306b\u30b4\u30df\u30c7\u30fc\u30bf\u304c\u6ea2\u308c\u3066\u3057\u307e\u3063\u305f\u5834\u5408\u306f\u3069\u3046\u306a\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\u30e1\u30e2\u30ea\u306e\u4f7f\u7528\u53ef\u80fd\u306a\u5bb9\u91cf\u304c\u3069\u3093\u3069\u3093\u6e1b\u3063\u3066\u3044\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3088\u306d\uff1f<\/p>\n\n\n\n<p>\u3053\u306e\u4f7f\u7528\u53ef\u80fd\u306a\u30e1\u30e2\u30ea\u9818\u57df\u304c\u3069\u3093\u3069\u3093\u6e1b\u3063\u3066\u3044\u304d\u3001PC\u3084\u30b5\u30fc\u30d0\u306a\u3069\u306e\u4e0d\u5177\u5408\u3092\u62db\u304f\u30d0\u30b0\u3092\u30e1\u30e2\u30ea\u30ea\u30fc\u30af\u3068\u3044\u3046\u306e\u3067\u3059\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Python\u3067\u30e1\u30e2\u30ea\u89e3\u653e\u306e\u65b9\u6cd5\u3092\u78ba\u8a8d\u3057\u3088\u3046\uff01<\/h2>\n\n\n\n<p>\u3053\u308c\u307e\u3067\u8aac\u660e\u3057\u3066\u304d\u305f\u3088\u3046\u306bPython\u306b\u306fGC(\u30ac\u30d9\u30fc\u30b8\u30b3\u30ec\u30af\u30b7\u30e7\u30f3)\u306e\u6a5f\u80fd\u304c\u3042\u308b\u305f\u3081\u3001\u30e1\u30e2\u30ea\u958b\u653e\u306fC\u8a00\u8a9e\u306a\u3069\u306e\u3088\u3046\u306b\u624b\u52d5\u3067\u5b9f\u65bd\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u5927\u62b5\u306fGC\u304c\u81ea\u52d5\u3067\u884c\u3063\u3066\u304f\u308c\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u666e\u6bb5\u306f\u30e1\u30e2\u30ea\u306b\u3064\u3044\u3066\u5927\u304d\u304f\u610f\u8b58\u3059\u308b\u3053\u3068\u306a\u304f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u51e6\u7406\u3092\u66f8\u304f\u3053\u3068\u306b\u5c02\u5ff5\u3067\u304d\u308b\u306e\u3067\u3059\uff01<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5834\u5408\u3084\u30e1\u30e2\u30ea\u5236\u9650\u306e\u3042\u308b\u74b0\u5883\u3067\u306f\u3001GC\u306e\u5224\u65ad\u3067\u958b\u653e\u3092\u884c\u3046\u306e\u3067\u306f\u306a\u304f\u3001\u5fc5\u8981\u306a\u304f\u306a\u3063\u305f\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u5373\u5ea7\u306b\u958b\u653e\u3057\u305f\u3044\u5834\u5408\u3082\u51fa\u3066\u304d\u307e\u3059\u3002\u6b21\u9805\u3067Python\u306e\u30e1\u30e2\u30ea\u3092\u624b\u52d5\u3067\u958b\u653e\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">del\u3067\u8981\u7d20\u3092\u524a\u9664\u3057\u3066\u307f\u3088\u3046\uff01<\/h3>\n\n\n\n<p>\u305d\u308c\u3067\u306fdel\u3067\u8981\u7d20\u3092\u524a\u9664\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u3001del\u3067\u8981\u7d20\u3092\u524a\u9664\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">del \u8981\u7d20<\/pre>\n\n\n\n<p>\u305d\u308c\u3067\u306f\u6b21\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\uff01<br>del\u3067del_test\u3092\u524a\u9664\u5f8c\u3001del_test\u304c\u53c2\u7167\u3067\u304d\u306a\u304f\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308b\u304b\u3068\u601d\u3044\u307e\u3059\uff01<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">del_test = [\"memory del test\"] * 10\nprint(del_test)\n\ndel del_test\n\nprint(del_test)<\/pre>\n\n\n\n<p>\u5b9f\u884c\u7d50\u679c<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">['memory del test', 'memory del test', 'memory del test', 'memory del test', 'memory del test', 'memory del test', 'memory del test', 'memory del test', 'memory del test', 'memory del test']\nTraceback (most recent call last):\n  File \"del.py\", line 6, in &lt;module&gt;\n    print(del_test)\nNameError: name 'del_test' is not defined<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">gc.collect\u3067\u30e1\u30e2\u30ea\u89e3\u653e\u3057\u3066\u307f\u3088\u3046\uff01<\/h3>\n\n\n\n<p>\u305d\u308c\u3067\u306f\u3001\u30e1\u30e2\u30ea\u3092\u958b\u653e\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\uff01<\/p>\n\n\n\n<p>\u307e\u305adel\u3067\u89e3\u653e\u3057\u305f\u3044\u8981\u7d20\u3092\u524a\u9664\u3057\u3001gc.collect()\u3067\u30e1\u30e2\u30ea\u3092\u5f37\u5236\u7684\u306b\u958b\u653e\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u30e1\u30e2\u30ea\u3092\u518d\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\uff01<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">import gc\n\ngc_test = [\"memory del test\"] * 10\ndel gc_test\ngc.collect()<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u30e1\u30e2\u30ea\u3092\u52b9\u7387\u7684\u306b\u4f7f\u3046\u65b9\u6cd5\u3092\u691c\u8a0e\u3057\u3066\u307f\u3088\u3046\uff01<\/h2>\n\n\n\n<p>\u4eca\u5ea6\u306f\u30e1\u30e2\u30ea\u3092\u52b9\u7387\u7684\u306b\u4f7f\u3046\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8003\u3048\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u30e1\u30e2\u30ea\u554f\u984c\u3092\u5f15\u304d\u8d77\u3053\u3059\u3082\u306e\u306e\u4e00\u3064\u3068\u3057\u3066\u3001\u5de8\u5927\u306a\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u304c\u3042\u308a\u307e\u3059\u3002\u30e1\u30e2\u30ea\u306b\u4e57\u3089\u306a\u3044\u3088\u3046\u306a\u6570\u5341GB\u306e\u5de8\u5927\u306a\u30d5\u30a1\u30a4\u30eb\u3092\u4e00\u6c17\u306b\u958b\u304d\u30e1\u30e2\u30ea\u304c\u8db3\u308a\u306a\u304f\u306a\u3063\u3066\u3057\u307e\u3046\u3068\u3001\u30e1\u30e2\u30ea\u30ea\u30fc\u30af\u306a\u3069\u306e\u4e0d\u5177\u5408\u3092\u5f15\u304d\u8d77\u3053\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\uff01<\/p>\n\n\n\n<p>\u6700\u60aa\u306e\u5834\u5408\u3001\u30b5\u30fc\u30d0\u4e0a\u306e\u51e6\u7406\u5168\u4f53\u304c\u505c\u6b62\u3057\u3001\u30b5\u30fc\u30d3\u30b9\u6b62\u307e\u3063\u3066\u3057\u307e\u3046\u5834\u5408\u3082\u3042\u308b\u306e\u3067\u3059\u3002Python\u3067\u30e1\u30e2\u30ea\u3092\u52b9\u7387\u7684\u306b\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u30de\u30b9\u30bf\u30fc\u3057\u3066\u3001\u30e1\u30e2\u30ea\u30a8\u30e9\u30fc\u3092\u672a\u7136\u306b\u9632\u3052\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046\uff01<\/p>\n\n\n\n<p>\u305d\u308c\u3067\u306f\u3001\u6b21\u9805\u4ee5\u964d\u3067\u8aad\u307f\u8fbc\u307f\u306b\u4f7f\u7528\u3059\u308b\u30b5\u30f3\u30d7\u30eb\u306eCSV\u3092\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3088\u308a\u4f5c\u6210\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\uff01<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">l = []\nfor i in range(100):\n    l.append(str(i) + ',sample,csv')\n\nwith open('sample.csv', 'w') as f:\n    f.write('n'.join(l))<\/pre>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5185\u5bb9\u304c\u8a18\u8f09\u3055\u308c\u305fCSV\u30d5\u30a1\u30a4\u30eb\u304c\u4f5c\u6210\u3055\u308c\u307e\u3059\uff01<\/p>\n\n\n\n<p>sample.csv<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">0,sample,csv\n1,sample,csv\n2,sample,csv\n.\n.\n98,sample,csv\n99,sample,csv<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">yield\u3092\u4f7f\u3046<\/h3>\n\n\n\n<p>\u305d\u308c\u3067\u306f\u3001yield\u3092\u4f7f\u7528\u3057\u3066\u30e1\u30e2\u30ea\u3092\u52b9\u7387\u7684\u306b\u4f7f\u3046\u65b9\u6cd5\u3092\u8003\u3048\u3066\u3044\u304d\u307e\u3057\u3087\u3046\uff01<\/p>\n\n\n\n<p>yield\u3068\u306f\u51e6\u7406\u3092\u4e00\u6642\u7684\u306b\u505c\u6b62\u3055\u305b\u3066\u5024\u3092\u8fd4\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u6a5f\u80fd\u3067\u3059\u3002\u307e\u305f\u3053\u306eyield\u3092\u4f7f\u7528\u3059\u308b\u3068\u30b8\u30a7\u30cd\u30ec\u30fc\u30bf\u3068\u3044\u3046\u53cd\u5fa9\u53ef\u80fd\u306a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff01<\/p>\n\n\n\n<p>yield\u3084\u30b8\u30a7\u30cd\u30ec\u30fc\u30bf\u3063\u3066\u4f55\uff1f\u3068\u3044\u3046\u65b9\u306f\u3053\u3061\u3089\u306e\u8a18\u4e8b\u3092\u898b\u3066\u304f\u3060\u3055\u3044\uff01<br>            <a href=\"https:\/\/www.sejuku.net\/blog\/23716\" class=\"blog-card-anchor\">\n                <div class=\"blog-card\">\n                <div class=\"blog-card-content\">\n                    <div class=\"blog-card-thumbnail\">\n                    <img decoding=\"async\" class=\"blog-card-thumbnail-img\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/02\/image2-150x86.jpg\">\n                    <\/div>\n                    <div class=\"blog-card-title-wrap\">\n                    <div class=\"blog-card-title\">\u3010Python\u5165\u9580\u3011yield\u6587\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u3092\u89e3\u8aac<\/div>\n                    <div class=\"blog-card-update-date\">\u66f4\u65b0\u65e5\uff1a2024\u5e745\u67086\u65e5<\/div>\n                    <\/div>\n                <\/div>\n                <\/div>\n            <\/a>\n            <\/p>\n\n\n\n<p>\u3067\u306f\u3001\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u898b\u3066\u3044\u304d\u307e\u3059\uff01<\/p>\n\n\n\n<p>\u95a2\u6570file_generator\u3067\u306f\u30d5\u30a1\u30a4\u30eb\u3092\u6e21\u3059\u3068\u30d5\u30a1\u30a4\u30eb\u306e\u4e2d\u8eab\u3092\u4e00\u884c\u305a\u3064\u8fd4\u3057\u3066\u304f\u308c\u308b\u30b8\u30a7\u30cd\u30ec\u30fc\u30bf\u30fc\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u5b9f\u884c\u7d50\u679c\u306f\u3001print(next(gen))\u3067sample.csv\u306e1\u30012\u30013\u884c\u76ee\u3092\u8868\u793a\u3057\u3066\u3044\u307e\u3059\uff01<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">def file_generator(file):\n    with open(file, encoding=\"utf-8\") as f:\n        for line in f:\n            yield line\n\nfile_path = 'sample.csv'\ngen = file_generator(file_path)\n\nprint(next(gen))\nprint(next(gen))\nprint(next(gen))<\/pre>\n\n\n\n<p>\u5b9f\u884c\u7d50\u679c<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">0,sample,csv\n\n1,sample,csv\n\n2,sample,csv<\/pre>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306byield\u3092\u4f7f\u7528\u3057\u3066\u30d5\u30a1\u30a4\u30eb\u306e\u4e2d\u8eab\u3092\u4e00\u884c\u305a\u3064\u8fd4\u3059\u30b8\u30a7\u30cd\u30ec\u30fc\u30bf\u30fc\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u30d5\u30a1\u30a4\u30eb\u5168\u4f53\u3092\u30e1\u30e2\u30ea\u4e0a\u306b\u8aad\u307f\u8fbc\u3080\u5fc5\u8981\u304c\u306a\u304f\u306a\u308b\u306e\u3067\u3059\uff01<\/p>\n\n\n\n<p>\u6b21\u306f\u4f5c\u6210\u3057\u305f\u30b8\u30a7\u30cd\u30ec\u30fc\u30bf\u30fc\u3092for\u6587\u3067\u30eb\u30fc\u30d7\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff01<br>\u30d5\u30a1\u30a4\u30eb\u306e\u4e2d\u8eab\u3092\u4e00\u884c\u305a\u3064\u53d6\u5f97\u3057\u3001\u5168\u884c\u8868\u793a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff01<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">def file_generator(file):\n    with open(file, encoding=\"utf-8\") as f:\n        for line in f:\n            yield line\n\nfile_path = 'sample.csv'\ngen = file_generator(file_path)\n\nfor line in gen:\n    print(line)<\/pre>\n\n\n\n<p>\u5b9f\u884c\u7d50\u679c<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">0,sample,csv\n\n1,sample,csv\n\n2,sample,csv\n.\n.\n.\n97,sample,csv\n\n98,sample,csv\n\n99,sample,csv<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">pandas\u3067chunksize\u3092\u6307\u5b9a\u3059\u308b<\/h3>\n\n\n\n<p>\u6b21\u306f\u3001pandas\u3092\u4f7f\u7528\u3057\u3066\u30e1\u30e2\u30ea\u3092\u52b9\u7387\u7684\u306b\u4f7f\u3046\u65b9\u6cd5\u3092\u8003\u3048\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002pandas\u3068\u306f\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3067\u304d\u308bPython\u306e\u30c7\u30fc\u30bf\u5206\u6790\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/p>\n\n\n\n<p>pandas\u3063\u3066\u4f55\uff1f\u3068\u3044\u3046\u65b9\u306f\u3001\u4ee5\u4e0b\u306e\u30da\u30fc\u30b8\u306b\u8a73\u3057\u304f\u89e3\u8aac\u3055\u308c\u3066\u3044\u307e\u3059\uff01<br>            <a href=\"https:\/\/www.sejuku.net\/blog\/40241\" class=\"blog-card-anchor\">\n                <div class=\"blog-card\">\n                <div class=\"blog-card-content\">\n                    <div class=\"blog-card-thumbnail\">\n                    <img decoding=\"async\" class=\"blog-card-thumbnail-img\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2017\/12\/python_pandas-150x86.jpg\">\n                    <\/div>\n                    <div class=\"blog-card-title-wrap\">\n                    <div class=\"blog-card-title\">\u3010Python\u5165\u9580\u3011pandas\u3067\u30c7\u30fc\u30bf\u3092\u6271\u304a\u3046<\/div>\n                    <div class=\"blog-card-update-date\">\u66f4\u65b0\u65e5\uff1a2024\u5e745\u67086\u65e5<\/div>\n                    <\/div>\n                <\/div>\n                <\/div>\n            <\/a>\n            <\/p>\n\n\n\n<p>\u307e\u305fpandas\u306eread_csv\u3067CSV\u3092\u6271\u3046\u65b9\u6cd5\u306f\u3001\u4ee5\u4e0b\u306e\u30da\u30fc\u30b8\u306b\u89e3\u8aac\u3055\u308c\u3066\u3044\u307e\u3059\uff01<br>            <a href=\"https:\/\/www.sejuku.net\/blog\/71831\" class=\"blog-card-anchor\">\n                <div class=\"blog-card\">\n                <div class=\"blog-card-content\">\n                    <div class=\"blog-card-thumbnail\">\n                    <img decoding=\"async\" class=\"blog-card-thumbnail-img\" src=\"https:\/\/www.sejuku.net\/blog\/wp-content\/uploads\/2018\/09\/pd.read_csv-150x86.png\">\n                    <\/div>\n                    <div class=\"blog-card-title-wrap\">\n                    <div class=\"blog-card-title\">\u3010Pandas\u5165\u9580 pd.read_csv\u3011CSV\u30d5\u30a1\u30a4\u30eb\u3092\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306b\u8aad\u307f\u8fbc\u3080!<\/div>\n                    <div class=\"blog-card-update-date\">\u66f4\u65b0\u65e5\uff1a2025\u5e744\u670823\u65e5<\/div>\n                    <\/div>\n                <\/div>\n                <\/div>\n            <\/a>\n            <\/p>\n\n\n\n<p>\u305d\u308c\u3067\u306f\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002pandas\u306f\u3001csv\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3080\u969b\u306bchunksize\u3068\u3044\u3046\u4e00\u5ea6\u306b\u30e1\u30e2\u30ea\u4e0a\u306b\u8aad\u307f\u8fbc\u3080\u884c\u6570\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002\u4eca\u56de\u306f\u3001chunksize\u309210\u306b\u6307\u5b9a\u3057\u3066\u3044\u308b\u305f\u3081\u4e00\u5ea6\u306b10\u884c\u305a\u3064\u8aad\u307f\u8fbc\u3080\u4e8b\u304b\u3067\u304d\u307e\u3059\uff01<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">import pandas as pd\n\nreader = pd.read_csv('sample.csv', encoding='utf-8', chunksize=10, header=None)\n\nprint(next(reader))\nprint(next(reader))<\/pre>\n\n\n\n<p>\u5b9f\u884c\u7d50\u679c<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">   0       1    2\n0  0  sample  csv\n1  1  sample  csv\n2  2  sample  csv\n3  3  sample  csv\n4  4  sample  csv\n5  5  sample  csv\n6  6  sample  csv\n7  7  sample  csv\n8  8  sample  csv\n9  9  sample  csv\n     0       1    2\n10  10  sample  csv\n11  11  sample  csv\n12  12  sample  csv\n13  13  sample  csv\n14  14  sample  csv\n15  15  sample  csv\n16  16  sample  csv\n17  17  sample  csv\n18  18  sample  csv\n19  19  sample  csv<\/pre>\n\n\n\n<p>print(next(reader))\u3092\uff12\u56de\u5b9f\u884c\u3057\u3066\u3044\u308b\u305f\u3081\u300110\u884c\u305a\u30640~9\u300110\u301c19\u884c\u3092\u8aad\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u3066\u3044\u307e\u3059\u306d\u3002\u6b21\u306e\u3088\u3046\u306b\u5168\u884c\u53d6\u5f97\u3057\u305f\u3044\u5834\u5408\u306f\u3001for\u6587\u3067\u30eb\u30fc\u30d7\u3059\u308b\u3053\u3068\u306b\u3088\u308a10\u884c\u305a\u3064\u5168\u884c\u3092\u53d6\u5f97\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff01<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">import pandas as pd\n\nreader = pd.read_csv('sample.csv', encoding='utf-8', chunksize=10, header=None)\n\nfor i in reader:\n    print(i)<\/pre>\n\n\n\n<p>\u5b9f\u884c\u7d50\u679c<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">   0       1    2\n0  0  sample  csv\n1  1  sample  csv\n2  2  sample  csv\n3  3  sample  csv\n4  4  sample  csv\n5  5  sample  csv\n6  6  sample  csv\n7  7  sample  csv\n8  8  sample  csv\n9  9  sample  csv\n     0       1    2\n10  10  sample  csv\n11  11  sample  csv\n12  12  sample  csv\n.\n.\n.\n87  87  sample  csv\n88  88  sample  csv\n89  89  sample  csv\n     0       1    2\n90  90  sample  csv\n91  91  sample  csv\n92  92  sample  csv\n93  93  sample  csv\n94  94  sample  csv\n95  95  sample  csv\n96  96  sample  csv\n97  97  sample  csv\n98  98  sample  csv\n99  99  sample  csv<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">dask\u3092\u4f7f\u7528\u3059\u308b<\/h3>\n\n\n\n<p>\u4eca\u5ea6\u306fdask\u3092\u4f7f\u7528\u3057\u305f\u52b9\u7387\u5316\u306e\u65b9\u6cd5\u3092\u8003\u3048\u3066\u3044\u304d\u307e\u3057\u3087\u3046\uff01<\/p>\n\n\n\n<p>dask\u3068\u306f\u67d4\u8edf\u306a\u4e26\u5217\u8a08\u7b97\u3092\u884c\u3046\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u3064\u307e\u308a\u3001dask\u3067\u306f\u30e1\u30e2\u30ea\u306b\u4e57\u3089\u306a\u3044\u3088\u3046\u306a\u30d5\u30a1\u30a4\u30eb\u3067\u3082dask\u5074\u3067\u8abf\u6574\u3057\u3066\u5206\u6563\u51e6\u7406\u3092\u884c\u3063\u3066\u304f\u308c\u308b\u305f\u3081\u3001\u5de8\u5927\u306a\u30d5\u30a1\u30a4\u30eb\u3082\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u30e1\u30e2\u30ea\u4e0a\u306b\u8aad\u307f\u8fbc\u3080\u91cf\u3082dask\u5074\u3067\u8abf\u6574\u3057\u3066\u304f\u308c\u308b\u305f\u3081\u67d4\u8edf\u306a\u51e6\u7406\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\uff01<\/p>\n\n\n\n<p>\u305d\u308c\u3067\u306f\u3001dask\u3092\u4f7f\u7528\u3057\u3066\u30b5\u30f3\u30d7\u30eb\u306eCSV\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3093\u3067\u307f\u307e\u3057\u3087\u3046\uff01<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">import dask.dataframe as dd\n\nreader = dd.read_csv('sample.csv', encoding='utf-8', header=None)\n\nprint(reader.compute())<\/pre>\n\n\n\n<p>\u5b9f\u884c\u7d50\u679c<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">     0       1    2\n0    0  sample  csv\n1    1  sample  csv\n2    2  sample  csv\n.\n.\n.\n98  98  sample  csv\n99  99  sample  csv\n\n[100 rows x 3 columns]<\/pre>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306bdask\u304c\u8abf\u6574\u3057\u3066\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u3001\u5206\u6563\u51e6\u7406\u3092\u3057\u3066\u304f\u308c\u308b\u305f\u3081\u5de8\u5927\u306a\u30d5\u30a1\u30a4\u30eb\u3082\u9ad8\u901f\u306b\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3059\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u3044\u304b\u304c\u3067\u3057\u305f\u3067\u3057\u3087\u3046\u304b\u3002\u4eca\u56de\u306f\u3001Python\u306e\u30e1\u30e2\u30ea\u306b\u3064\u3044\u3066\u5b66\u7fd2\u3057\u307e\u3057\u305f!<\/p>\n\n\n\n<p>\u30e1\u30e2\u30ea\u306b\u3064\u3044\u3066\u8003\u3048\u305f\u308a\u3001\u30e1\u30e2\u30ea\u3092\u610f\u8b58\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u3059\u308b\u3053\u3068\u306f\u3001\u521d\u7d1a\u304b\u3089\u4e2d\u7d1a\u30d7\u30ed\u30b0\u30e9\u30de\u306b\u30b9\u30c6\u30c3\u30d7\u30a2\u30c3\u30d7\u3059\u308b\u4e0a\u3067\u3082\u5927\u5207\u306a\u3053\u3068\u3067\u3059\u306e\u3067\u3001\u3057\u3063\u304b\u308a\u7406\u89e3\u3057\u3066\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3053\u3093\u306b\u3061\u306f! \u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u306eakira\u3067\u3059\u3002 Python\u3067\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5feb\u9069\u306b\u52d5\u4f5c\u3055\u305b\u308b\u305f\u3081\u306b\u306f\u3001\u30e1\u30e2\u30ea\u306e\u64cd\u4f5c\u30fb\u958b\u653e\u306b\u3064\u3044\u3066\u306e\u77e5\u8b58\u306f\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002 \u30ac\u30d9\u30fc\u30b8\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3063\u3066\u306a\u3093\u3060\u308d\u3046\uff1f\u30e1\u30e2\u30ea\u89e3\u653e\u3063\u3066\u3069\u3046\u3084\u3063\u3066\u3084\u308b [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":67376,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"swell_btn_cv_data":"","footnotes":""},"categories":[2350],"tags":[49],"class_list":["post-74447","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python-study","tag-python"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u3010Python\u5165\u9580\u3011\u30e1\u30e2\u30ea\u306e\u89e3\u653e\u3084\u52b9\u7387\u7684\u306b\u4f7f\u3046\u65b9\u6cd5\u3092\u30de\u30b9\u30bf\u30fc\u3057\u3088\u3046\uff01 | \u4f8d\u30a8\u30f3\u30b8\u30cb\u30a2\u30d6\u30ed\u30b0<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300c \u3010Python\u5165\u9580\u3011\u30e1\u30e2\u30ea\u306e\u89e3\u653e\u3084\u52b9\u7387\u7684\u306b\u4f7f\u3046\u65b9\u6cd5\u3092\u30de\u30b9\u30bf\u30fc\u3057\u3088\u3046\uff01 \u300d\u306b\u3064\u3044\u3066\u3001\u8ab0\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u3001\u3042\u306a\u305f\u306e\u60a9\u307f\u304c\u89e3\u6c7a\u3059\u308b\u3060\u3051\u3058\u3083\u306a\u304f\u3001\u65b0\u305f\u306a\u6c17\u4ed8\u304d\u3082\u767a\u898b\u3067\u304d\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u304a\u60a9\u307f\u306e\u65b9\u306f\u305c\u3072\u3054\u4e00\u8aad\u304f\u3060\u3055\u3044\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.sejuku.net\/blog\/74447\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" 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