{"id":15499,"date":"2024-01-16T18:43:40","date_gmt":"2024-01-16T09:43:40","guid":{"rendered":"https:\/\/www.tetsumag.com\/?p=15499"},"modified":"2026-08-01T13:39:06","modified_gmt":"2026-08-01T04:39:06","slug":"369","status":"publish","type":"post","link":"https:\/\/tetsumag.com\/blog\/2024\/01\/16\/369\/","title":{"rendered":"\u3010Gradio\u3011Python\u3067Web\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u7c21\u5358\u306b\u5b9f\u88c5\u3059\u308b"},"content":{"rendered":"\n<p>Gradio\u306f\u3001Python\u3067\u7c21\u5358\u306bWeb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306e\u7d20\u6674\u3089\u3057\u3044\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u6d3b\u7528\u3059\u308c\u3070\u3001\u30b3\u30fc\u30c9\u306e\u77e5\u8b58\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u65b9\u3067\u3082\u7c21\u5358\u306bWeb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u8fc5\u901f\u306b\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001Gradio\u3092\u4f7f\u3063\u305fWeb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u6d3b\u7528\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_38 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\">\u76ee\u6b21<\/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\" style=\"display: none;\"><label for=\"item\" aria-label=\"Table of Content\"><span style=\"display: flex;align-items: center;width: 35px;height: 30px;justify-content: center;\"><svg style=\"fill: #444444;color:#444444\" 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: #444444;color:#444444\" 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><\/label><input type=\"checkbox\" id=\"item\"><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/tetsumag.com\/blog\/2024\/01\/16\/369\/#Gradio%E3%81%A8%E3%81%AF%EF%BC%9F\" title=\"Gradio\u3068\u306f\uff1f\">Gradio\u3068\u306f\uff1f<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/tetsumag.com\/blog\/2024\/01\/16\/369\/#%E5%B0%82%E9%96%80%E7%9A%84%E3%81%AAWeb%E9%96%8B%E7%99%BA%E3%82%B9%E3%82%AD%E3%83%AB%E3%81%8C%E3%81%AA%E3%81%8F%E3%81%A6%E3%82%82%E7%B0%A1%E5%8D%98%E3%81%AB%E3%83%87%E3%83%A2%E3%82%92%E4%BD%9C%E6%88%90%E3%81%A7%E3%81%8D%E3%82%8B\" title=\"\u5c02\u9580\u7684\u306aWeb\u958b\u767a\u30b9\u30ad\u30eb\u304c\u306a\u304f\u3066\u3082\u7c21\u5358\u306b\u30c7\u30e2\u3092\u4f5c\u6210\u3067\u304d\u308b\">\u5c02\u9580\u7684\u306aWeb\u958b\u767a\u30b9\u30ad\u30eb\u304c\u306a\u304f\u3066\u3082\u7c21\u5358\u306b\u30c7\u30e2\u3092\u4f5c\u6210\u3067\u304d\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/tetsumag.com\/blog\/2024\/01\/16\/369\/#Gradio%E5%AE%9F%E8%A3%85%E3%81%AE%E5%9F%BA%E6%9C%AC%E7%9A%84%E3%81%AA%E3%82%B3%E3%83%BC%E3%83%89\" title=\"Gradio\u5b9f\u88c5\u306e\u57fa\u672c\u7684\u306a\u30b3\u30fc\u30c9\">Gradio\u5b9f\u88c5\u306e\u57fa\u672c\u7684\u306a\u30b3\u30fc\u30c9<\/a><ul class='ez-toc-list-level-4'><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/tetsumag.com\/blog\/2024\/01\/16\/369\/#%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\" title=\"\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\">\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-5\" href=\"https:\/\/tetsumag.com\/blog\/2024\/01\/16\/369\/#%E9%96%A2%E6%95%B0%E3%81%AE%E5%AE%9A%E7%BE%A9\" title=\"\u95a2\u6570\u306e\u5b9a\u7fa9\">\u95a2\u6570\u306e\u5b9a\u7fa9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/tetsumag.com\/blog\/2024\/01\/16\/369\/#Interface%E3%83%A1%E3%82%BD%E3%83%83%E3%83%89%E3%81%A7%E3%81%AE%E5%85%A5%E5%87%BA%E5%8A%9B%E5%BD%A2%E5%BC%8F%E3%81%AE%E6%8C%87%E5%AE%9A\" title=\"Interface\u30e1\u30bd\u30c3\u30c9\u3067\u306e\u5165\u51fa\u529b\u5f62\u5f0f\u306e\u6307\u5b9a\">Interface\u30e1\u30bd\u30c3\u30c9\u3067\u306e\u5165\u51fa\u529b\u5f62\u5f0f\u306e\u6307\u5b9a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/tetsumag.com\/blog\/2024\/01\/16\/369\/#launch%E3%81%A7%E3%82%A4%E3%83%B3%E3%82%BF%E3%83%BC%E3%83%95%E3%82%A7%E3%83%BC%E3%82%B9%E3%81%AE%E8%A1%A8%E7%A4%BA\" title=\"launch\u3067\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306e\u8868\u793a\">launch\u3067\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306e\u8868\u793a<\/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-8\" href=\"https:\/\/tetsumag.com\/blog\/2024\/01\/16\/369\/#Gradio%E3%82%92%E4%BD%BF%E3%81%A3%E3%81%A6%E3%83%87%E3%83%A2%E3%82%92%E4%BD%9C%E6%88%90%E3%81%99%E3%82%8B\" title=\"Gradio\u3092\u4f7f\u3063\u3066\u30c7\u30e2\u3092\u4f5c\u6210\u3059\u308b\">Gradio\u3092\u4f7f\u3063\u3066\u30c7\u30e2\u3092\u4f5c\u6210\u3059\u308b<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/tetsumag.com\/blog\/2024\/01\/16\/369\/#Python%E3%81%AE%E3%82%A4%E3%83%B3%E3%82%B9%E3%83%88%E3%83%BC%E3%83%AB\" title=\"Python\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\">Python\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/tetsumag.com\/blog\/2024\/01\/16\/369\/#%E5%BF%85%E8%A6%81%E3%81%AA%E3%83%A9%E3%82%A4%E3%83%96%E3%83%A9%E3%83%AA%E3%82%92requirementstxt%E3%81%AB%E3%81%BE%E3%81%A8%E3%82%81%E3%81%A6%E3%82%A4%E3%83%B3%E3%82%B9%E3%83%88%E3%83%BC%E3%83%AB\" title=\"\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092requirements.txt\u306b\u307e\u3068\u3081\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\">\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092requirements.txt\u306b\u307e\u3068\u3081\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/tetsumag.com\/blog\/2024\/01\/16\/369\/#Pycharm%E3%81%A7mainpy%E3%82%92%E5%AE%9F%E8%A1%8C%E3%81%99%E3%82%8B\" title=\"Pycharm\u3067main.py\u3092\u5b9f\u884c\u3059\u308b\">Pycharm\u3067main.py\u3092\u5b9f\u884c\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/tetsumag.com\/blog\/2024\/01\/16\/369\/#%E5%96%B6%E6%A5%AD%E3%81%AE%E9%9A%9B%E3%81%ABGradio%E3%81%AE%E3%83%87%E3%83%A2%E3%82%92%E5%85%AC%E9%96%8B%E3%81%99%E3%82%8C%E3%81%B0%E5%85%B7%E4%BD%93%E7%9A%84%E3%81%AA%E3%82%A4%E3%83%A1%E3%83%BC%E3%82%B8%E3%81%AB%E3%81%A4%E3%81%AA%E3%81%8C%E3%82%8B\" title=\"\u55b6\u696d\u306e\u969b\u306bGradio\u306e\u30c7\u30e2\u3092\u516c\u958b\u3059\u308c\u3070\u5177\u4f53\u7684\u306a\u30a4\u30e1\u30fc\u30b8\u306b\u3064\u306a\u304c\u308b\">\u55b6\u696d\u306e\u969b\u306bGradio\u306e\u30c7\u30e2\u3092\u516c\u958b\u3059\u308c\u3070\u5177\u4f53\u7684\u306a\u30a4\u30e1\u30fc\u30b8\u306b\u3064\u306a\u304c\u308b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/tetsumag.com\/blog\/2024\/01\/16\/369\/#%E3%81%BE%E3%81%A8%E3%82%81\" title=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Gradio%E3%81%A8%E3%81%AF%EF%BC%9F\"><\/span>Gradio\u3068\u306f\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2024\/01\/202401161848.jpg\" alt=\"\" width=\"1920\" height=\"1080\" class=\"aligncenter size-full wp-image-15523\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2024\/01\/202401161848.jpg 1920w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2024\/01\/202401161848-1024x576.jpg 1024w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2024\/01\/202401161848-768x432.jpg 768w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2024\/01\/202401161848-1536x864.jpg 1536w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2024\/01\/202401161848-1320x743.jpg 1320w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2024\/01\/202401161848-600x338.jpg 600w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><br \/>\n\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\uff01<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%B0%82%E9%96%80%E7%9A%84%E3%81%AAWeb%E9%96%8B%E7%99%BA%E3%82%B9%E3%82%AD%E3%83%AB%E3%81%8C%E3%81%AA%E3%81%8F%E3%81%A6%E3%82%82%E7%B0%A1%E5%8D%98%E3%81%AB%E3%83%87%E3%83%A2%E3%82%92%E4%BD%9C%E6%88%90%E3%81%A7%E3%81%8D%E3%82%8B\"><\/span>\u5c02\u9580\u7684\u306aWeb\u958b\u767a\u30b9\u30ad\u30eb\u304c\u306a\u304f\u3066\u3082\u7c21\u5358\u306b\u30c7\u30e2\u3092\u4f5c\u6210\u3067\u304d\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Gradio\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u7c21\u5358\u306b\u4f5c\u6210\u3057\u3001\u5171\u6709\u3059\u308b\u305f\u3081\u306ePython\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/p>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u958b\u767a\u8005\u3084\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304c\u3001\u81ea\u5206\u306e\u30e2\u30c7\u30eb\u3092\u4ed6\u306e\u4eba\u3005\u3068\u7c21\u5358\u306b\u5171\u6709\u3057\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u53d7\u3051\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>Gradio\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5c02\u9580\u7684\u306aWeb\u958b\u767a\u30b9\u30ad\u30eb\u304c\u306a\u304f\u3066\u3082\u3001\u308f\u305a\u304b\u6570\u884c\u306e\u30b3\u30fc\u30c9\u3067\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30c7\u30e2\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Gradio%E5%AE%9F%E8%A3%85%E3%81%AE%E5%9F%BA%E6%9C%AC%E7%9A%84%E3%81%AA%E3%82%B3%E3%83%BC%E3%83%89\"><\/span>Gradio\u5b9f\u88c5\u306e\u57fa\u672c\u7684\u306a\u30b3\u30fc\u30c9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u516c\u5f0f\u30b5\u30a4\u30c8\u306e\u7c21\u5358\u306a\u30c7\u30e2\u3092\u5b9f\u88c5\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<div class=\"linkcard\"><div class=\"lkc-external-wrap\"><a class=\"lkc-link no_icon\" href=\"https:\/\/www.gradio.app\" target=\"_blank\" rel=\"external noopener\"><div class=\"lkc-card\"><div class=\"lkc-info\"><div class=\"lkc-domain\">www.gradio.app<\/div>&nbsp;<div class=\"lkc-share\"> <div class=\"lkc-sns-hb\">59 Users<\/div> <div class=\"lkc-sns-po\">2821 Pockets<\/div><\/div><\/div><div class=\"lkc-content\"><figure class=\"lkc-thumbnail\"><img class=\"lkc-thumbnail-img\" src=\"\/\/tetsumag.com\/blog\/wp-content\/uploads\/pz-linkcard\/cache\/f2957c47ea56a37dd2686c42f544f93de1443f4da99e53bd6c39cd27f2255074.jpeg\" alt=\"\" \/><\/figure><div class=\"lkc-title\"><div class=\"lkc-title-text\">Gradio<\/div><\/div><div class=\"lkc-url\">https:\/\/www.gradio.app<\/div><div class=\"lkc-excerpt\">Build &amp; Share Delightful Machine Learning Apps<\/div><\/div><div class=\"clear\"><\/div><\/div><\/a><\/div><\/div>\n<p>\u540d\u524d\u3092\u6253\u3064\u3068\u300chello\u3000\u540d\u524d!!\u300d\u3068\u8fd4\u3057\u3066\u304f\u308c\u308b\u30c7\u30e2\u3067\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">\r\n\r\nimport gradio as gr\r\n\r\ndef greet(name):\r\n    return \"Hello \" + name + \"!\"\r\n\r\ndemo = gr.Interface(fn=greet, inputs=\"text\", outputs=\"text\")\r\ndemo.launch()   \r\n\r\n<\/pre>\n<div style=\"width: 940px;\" class=\"wp-video\"><!--[if lt IE 9]><script>document.createElement('video');<\/script><![endif]-->\n<video class=\"wp-video-shortcode\" id=\"video-15499-1\" width=\"940\" height=\"788\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/mp4\" src=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2024\/01\/202401161559.mp4?_=1\" \/><a href=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2024\/01\/202401161559.mp4\">http:\/\/www.tetsumag.com\/wp-content\/uploads\/2024\/01\/202401161559.mp4<\/a><\/video><\/div>\n<p>\u30b3\u30fc\u30c9\u306e\u5185\u5bb9\u306f\u975e\u5e38\u306b\u7c21\u5358\u306a\u306e\u3067\u3001\u76f4\u611f\u7684\u306b\u3082\u7406\u89e3\u3067\u304d\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\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<p>\u6700\u521d\u306b\u3001Gradio\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">\r\n\r\nimport gradio as gr\u3000\r\n\r\n<\/pre>\n<h4><span class=\"ez-toc-section\" id=\"%E9%96%A2%E6%95%B0%E3%81%AE%E5%AE%9A%E7%BE%A9\"><\/span>\u95a2\u6570\u306e\u5b9a\u7fa9<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Gradio\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306b\u3088\u3063\u3066\u4f7f\u7528\u3055\u308c\u308b\u95a2\u6570\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u95a2\u6570\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u5165\u529b\u3092\u53d7\u3051\u53d6\u308a\u3001\u4f55\u3089\u304b\u306e\u51e6\u7406\u3092\u884c\u3063\u305f\u5f8c\u306b\u7d50\u679c\u3092\u8fd4\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u95a2\u6570\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u3001\u30c7\u30fc\u30bf\u306e\u5909\u63db\u3001\u753b\u50cf\u306e\u51e6\u7406\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7528\u9014\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">\r\n\r\ndef greet(name):\r\n    return \"Hello \" + name + \"!\"\r\n\r\n<\/pre>\n<h4><span class=\"ez-toc-section\" id=\"Interface%E3%83%A1%E3%82%BD%E3%83%83%E3%83%89%E3%81%A7%E3%81%AE%E5%85%A5%E5%87%BA%E5%8A%9B%E5%BD%A2%E5%BC%8F%E3%81%AE%E6%8C%87%E5%AE%9A\"><\/span>Interface\u30e1\u30bd\u30c3\u30c9\u3067\u306e\u5165\u51fa\u529b\u5f62\u5f0f\u306e\u6307\u5b9a<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u95a2\u6570\u304c\u5b9a\u7fa9\u3055\u308c\u305f\u3089\u3001`gr.Interface` \u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u969b\u3001`inputs` \u3068 `outputs` \u306e\u5f15\u6570\u3092\u4f7f\u3063\u3066\u3001\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306e\u5165\u529b\u3068\u51fa\u529b\u306e\u5f62\u5f0f\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u5f62\u5f0f\u306b\u306f\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u97f3\u58f0\u306a\u3069\u3001\u591a\u69d8\u306a\u30aa\u30d7\u30b7\u30e7\u30f3\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">\r\n\r\ndemo = gr.Interface(fn=greet, inputs=\"text\", outputs=\"text\")\r\n\r\n<\/pre>\n<h4><span class=\"ez-toc-section\" id=\"launch%E3%81%A7%E3%82%A4%E3%83%B3%E3%82%BF%E3%83%BC%E3%83%95%E3%82%A7%E3%83%BC%E3%82%B9%E3%81%AE%E8%A1%A8%E7%A4%BA\"><\/span>launch\u3067\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306e\u8868\u793a<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u6700\u5f8c\u306b\u3001`launch` \u30e1\u30bd\u30c3\u30c9\u3092\u547c\u3073\u51fa\u3059\u3053\u3068\u3067\u3001\u4f5c\u6210\u3057\u305f\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u8868\u793a\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001Web\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u304c\u8d77\u52d5\u3057\u3001\u7d50\u679c\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">\r\n\r\ndemo.launch()   \r\n\r\n<\/pre>\n<h2><span class=\"ez-toc-section\" id=\"Gradio%E3%82%92%E4%BD%BF%E3%81%A3%E3%81%A6%E3%83%87%E3%83%A2%E3%82%92%E4%BD%9C%E6%88%90%E3%81%99%E3%82%8B\"><\/span>Gradio\u3092\u4f7f\u3063\u3066\u30c7\u30e2\u3092\u4f5c\u6210\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u3053\u3061\u3089\u306f\u3001Gradio\u3092\u4f7f\u7528\u3057\u305f\u9244\u7b4b\u30ab\u30a6\u30f3\u30c8\u306e\u30c7\u30e2\u3067\u3059\u3002<br \/>\n<div style=\"width: 1920px;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-15499-2\" width=\"1920\" height=\"1080\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/mp4\" src=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2024\/01\/demotekkincount.mp4?_=2\" \/><a href=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2024\/01\/demotekkincount.mp4\">http:\/\/www.tetsumag.com\/wp-content\/uploads\/2024\/01\/demotekkincount.mp4<\/a><\/video><\/div><\/p>\n<p>udemy\u8b1b\u5ea7\u300eAI\u958b\u767a\u306e\u30ca\u30d3\u30b2\u30fc\u30bf\u30fc\u7269\u4f53\u691c\u77e5AI\u7de8\u300f\u3067\u7d39\u4ecb\u3057\u305f\u9244\u7b4b\u30ab\u30a6\u30f3\u30c8\u306e\u5185\u5bb9\u3092Gradio\u3067\u5b9f\u88c5\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/www.udemy.com\/course\/tetsumag-objectdetection\/?couponCode=KASOKU001\"target=\"_blank\"><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2024\/01\/\u7269\u4f53\u691c\u77e5AI-\uff08\u7d0d\u54c1\uff09.gif\" alt=\"\" width=\"1600\" height=\"900\" class=\"aligncenter size-full wp-image-15516\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Python%E3%81%AE%E3%82%A4%E3%83%B3%E3%82%B9%E3%83%88%E3%83%BC%E3%83%AB\"><\/span>Python\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Python\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3001Pycharm\u4e0a\u3067\u5b9f\u884c\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"2Gl1HBrzzD\"><p><a href=\"https:\/\/www.tetsumag.com\/2023\/01\/31\/306\/\">\u3010PyCharm\u3011python\u306e\u4eee\u60f3\u74b0\u5883\u306e\u69cb\u7bc9\u306b\u3064\u3044\u3066<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;\u3010PyCharm\u3011python\u306e\u4eee\u60f3\u74b0\u5883\u306e\u69cb\u7bc9\u306b\u3064\u3044\u3066&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2023\/01\/31\/306\/embed\/#?secret=q8HxbiQSIa#?secret=2Gl1HBrzzD\" data-secret=\"2Gl1HBrzzD\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%BF%85%E8%A6%81%E3%81%AA%E3%83%A9%E3%82%A4%E3%83%96%E3%83%A9%E3%83%AA%E3%82%92requirementstxt%E3%81%AB%E3%81%BE%E3%81%A8%E3%82%81%E3%81%A6%E3%82%A4%E3%83%B3%E3%82%B9%E3%83%88%E3%83%BC%E3%83%AB\"><\/span>\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092requirements.txt\u306b\u307e\u3068\u3081\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>requirements.txt\u306b\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u96c6\u3081\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">\r\n\r\ngradio==4.10.0\r\ntorch==1.11.0\r\ntorchvision==0.12.0\r\nsegmentation-models-pytorch==0.2.0\r\nalbumentations==1.1.0\r\nopencv-python==4.8.1.78\r\nscikit-image\r\nscikit-learn\r\nscipy\r\nPillow\r\nmatplotlib\r\npandas\r\n\r\n<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"Pycharm%E3%81%A7mainpy%E3%82%92%E5%AE%9F%E8%A1%8C%E3%81%99%E3%82%8B\"><\/span>Pycharm\u3067main.py\u3092\u5b9f\u884c\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>main.py\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<p>\u5185\u5bb9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">\r\n\r\nimport random\r\nimport gradio as gr\r\nfrom detect_tekkin_count import TekkinCount\r\n\r\ndef predict(inp):\r\n    import cv2\r\n    # import matplotlib.pyplot as plt\r\n    import numpy as np\r\n\r\n    models_conf = {\r\n        \"test1\": [\"resnet34\", \"Unet\"],\r\n    }\r\n    # inp = Image.fromarray(inp.astype('uint8'), 'RGB')\r\n    img = cv2.cvtColor(inp, cv2.COLOR_BGR2RGB)\r\n    for key in models_conf:\r\n        ENCODER, DECODER = models_conf[key]\r\n        tekkin = TekkinCount(ENCODER, DECODER, \".\")\r\n        # img = cv2.imread(\"test.jpg\")\r\n        count, max_points = tekkin.count(img)\r\n        mask = np.full(img.shape[:2], 255, dtype=img.dtype)\r\n        for p in max_points:\r\n            cv2.circle(mask, p, 15, color=0, thickness=-1)\r\n        img[mask == 0] = [0, 0, 255]\r\n    #     plt.figure(figsize=(25, 25), dpi=50)\r\n    #     plt.imshow(img)\r\n    # plt.show()\r\n    result_image = cv2.cvtColor(np.array(img), cv2.COLOR_RGB2BGR)\r\n    return result_image, count\r\n\r\ndemo = gr.Interface(fn=predict,\r\n                    inputs=gr.Image(type=\"numpy\", label=\"Upload an Image or Select a Sample\"),\r\n                    outputs=[\r\n                        gr.Image(type=\"numpy\", label=\"Image with point\"),\r\n                        gr.Textbox(label=\"Tekkin Count\")\r\n                    ],\r\n                    examples=[\r\n                        [\"sample1.JPG\"],\r\n                        [\"sample2.JPG\"]\r\n                    ],\r\n                    title=\"\u9244\u7b4b\u30ab\u30a6\u30f3\u30c8\u30b5\u30f3\u30d7\u30eb\",\r\n                    allow_flagging='never'\r\n                    )\r\n\r\ndemo.launch(share=True, inbrowser=True)\r\n\r\n<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%E5%96%B6%E6%A5%AD%E3%81%AE%E9%9A%9B%E3%81%ABGradio%E3%81%AE%E3%83%87%E3%83%A2%E3%82%92%E5%85%AC%E9%96%8B%E3%81%99%E3%82%8C%E3%81%B0%E5%85%B7%E4%BD%93%E7%9A%84%E3%81%AA%E3%82%A4%E3%83%A1%E3%83%BC%E3%82%B8%E3%81%AB%E3%81%A4%E3%81%AA%E3%81%8C%E3%82%8B\"><\/span>\u55b6\u696d\u306e\u969b\u306bGradio\u306e\u30c7\u30e2\u3092\u516c\u958b\u3059\u308c\u3070\u5177\u4f53\u7684\u306a\u30a4\u30e1\u30fc\u30b8\u306b\u3064\u306a\u304c\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u55b6\u696d\u6d3b\u52d5\u306b\u304a\u3044\u3066Gradio\u306e\u30c7\u30e2\u3092\u516c\u958b\u3059\u308b\u3053\u3068\u306f\u3001\u304a\u5ba2\u69d8\u306b\u5177\u4f53\u7684\u306a\u30a4\u30e1\u30fc\u30b8\u3092\u63d0\u4f9b\u3059\u308b\u512a\u308c\u305f\u65b9\u6cd5\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>Gradio\u3092\u6d3b\u7528\u3057\u305f\u30c7\u30e2\u306f\u3001\u88fd\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u306e\u6a5f\u80fd\u3084\u5229\u70b9\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u8996\u899a\u5316\u3057\u3001\u7406\u89e3\u3057\u3084\u3059\u304f\u4f1d\u3048\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n<p>AI\u3092\u958b\u767a\u3057\u305f\u3089Gradio\u3092\u4f7f\u3063\u3066\u5546\u54c1\u8ca9\u4fc3\u3092\u3057\u3066\u307f\u3066\u306f\u3044\u304b\u304c\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\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<p>Gradio\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001Python\u3067\u7c21\u5358\u306bWeb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u305c\u3072Gradio\u3092\u4f7f\u7528\u3057\u3066\u81ea\u5206\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u8ca9\u4fc3\u306b\u6d3b\u7528\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\uff01<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"cnNDICc94c\"><p><a href=\"https:\/\/www.tetsumag.com\/2020\/07\/15\/33\/\">AI\u306b\u3088\u308b\u90e8\u8cc7\u6750\uff08\u9244\u7b4b\uff09\u306e\u500b\u6570\u30ab\u30a6\u30f3\u30c8\u306b\u3064\u3044\u3066\u8ab2\u984c\u304b\u3089\u958b\u767a\u624b\u9806\u307e\u3067\u89e3\u8aac\uff01<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;AI\u306b\u3088\u308b\u90e8\u8cc7\u6750\uff08\u9244\u7b4b\uff09\u306e\u500b\u6570\u30ab\u30a6\u30f3\u30c8\u306b\u3064\u3044\u3066\u8ab2\u984c\u304b\u3089\u958b\u767a\u624b\u9806\u307e\u3067\u89e3\u8aac\uff01&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2020\/07\/15\/33\/embed\/#?secret=goxLcbDPUm#?secret=cnNDICc94c\" data-secret=\"cnNDICc94c\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Gradio\u306f\u3001Python\u3067\u7c21\u5358\u306bWeb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306e\u7d20\u6674\u3089\u3057\u3044\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002 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