{"id":10701,"date":"2026-07-13T20:14:47","date_gmt":"2026-07-13T11:14:47","guid":{"rendered":"https:\/\/techmania.jp\/blog\/?p=10701"},"modified":"2026-09-07T18:54:24","modified_gmt":"2026-09-07T09:54:24","slug":"hugging-face","status":"publish","type":"post","link":"https:\/\/techmania.jp\/blog\/hugging-face\/","title":{"rendered":"Hugging Face\u3068\u306f\uff1fAI\u30e2\u30c7\u30eb\u5171\u6709\u306e\u4ed5\u7d44\u307f\u3068\u4f7f\u3044\u65b9\u3092\u89e3\u8aac"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u8fd1\u5e74\u3001\u751f\u6210AI\u3084\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u306f\u3058\u3081\u3068\u3059\u308bAI\u6280\u8853\u306e\u767a\u5c55\u306b\u3088\u308a\u3001AI\u3092\u6d3b\u7528\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u3084\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u304c\u6025\u901f\u306b\u5e83\u304c\u3063\u3066\u3044\u307e\u3059\u3002<br>\u3057\u304b\u3057\u3001\u9ad8\u6027\u80fd\u306aAI\u30e2\u30c7\u30eb\u3092\u30bc\u30ed\u304b\u3089\u958b\u767a\u30fb\u5b66\u7fd2\u3059\u308b\u306b\u306f\u3001\u5927\u898f\u6a21\u306a\u8a08\u7b97\u74b0\u5883\u3084\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u3068\u306a\u308b\u305f\u3081\u3001\u500b\u4eba\u3084\u4f01\u696d\u306b\u3068\u3063\u3066\u4f9d\u7136\u3068\u3057\u3066\u9ad8\u3044\u30cf\u30fc\u30c9\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u3053\u3067\u5e83\u304f\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u3001\u4e16\u754c\u4e2d\u306e\u7814\u7a76\u8005\u3084\u958b\u767a\u8005\u304c\u516c\u958b\u3057\u305fAI\u30e2\u30c7\u30eb\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u691c\u7d22\u30fb\u5171\u6709\u30fb\u5229\u7528\u3067\u304d\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u300cHugging Face\u300d\u3067\u3059\u3002<br>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Hugging Face\u304a\u3088\u3073Hugging Face Spaces\u306e\u6982\u8981\u3092\u306f\u3058\u3081\u3001\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u3001\u7c21\u5358\u306aAI\u30a2\u30d7\u30ea\u306e\u4f5c\u6210\u624b\u9806\u3001\u6599\u91d1\u30d7\u30e9\u30f3\u3001\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u307e\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 id=\"outline__1\" class=\"wp-block-heading\">Hugging Face\u3068\u306f<\/h2>\n\n\n\n<style>\n.img-zoom{display:inline-block;line-height:0;cursor:zoom-in;}\n.img-zoom img{cursor:zoom-in;}\n.img-lightbox{position:fixed;inset:0;z-index:999999;display:none;align-items:center;justify-content:center;background:rgba(0,0,0,0.85);padding:24px;box-sizing:border-box;}\n.img-lightbox.is-open{display:flex;}\n.img-lightbox__image{display:block;max-width:95vw;max-height:90vh;width:auto;height:auto;object-fit:contain;cursor:zoom-out;box-shadow:0 8px 32px rgba(0,0,0,0.4);}\n.img-lightbox__close{position:absolute;top:16px;right:16px;width:44px;height:44px;border:none;border-radius:50%;background:rgba(255,255,255,0.15);color:#ffffff;font-size:28px;line-height:1;cursor:pointer;display:flex;align-items:center;justify-content:center;}\n.img-lightbox__close:hover,.img-lightbox__close:focus-visible{background:rgba(255,255,255,0.3);}\n@media (max-width:480px){.img-lightbox__close{top:8px;right:8px;width:36px;height:36px;font-size:22px;}}\n.img-row{display:flex;gap:10px;justify-content:center;align-items:stretch;flex-wrap:nowrap;margin:16px 0;}\n.img-row__cell{flex:1 1 0;min-width:0;display:flex;align-items:center;justify-content:center;background:#f5f5f5;border-radius:8px;overflow:hidden;aspect-ratio:4\/3;}\n.img-row__cell img{width:100%;height:100%;object-fit:contain;display:block;cursor:zoom-in;}\n@media (max-width:480px){.img-row{gap:6px;}}\n<\/style>\n<div class=\"img-lightbox\" id=\"img-lightbox\" role=\"dialog\" aria-modal=\"true\" aria-label=\"\u753b\u50cf\u306e\u62e1\u5927\u8868\u793a\" aria-hidden=\"true\">\n  <button type=\"button\" class=\"img-lightbox__close\" aria-label=\"\u62e1\u5927\u8868\u793a\u3092\u9589\u3058\u308b\">\u00d7<\/button>\n  <img decoding=\"async\" class=\"img-lightbox__image\" src=\"\" alt=\"\">\n<\/div>\n<script>\n(function () {\n  if (window.__imgLightboxInitialized) {\n    return;\n  }\n  window.__imgLightboxInitialized = true;\n\n  document.addEventListener('DOMContentLoaded', function () {\n    var lightbox = document.getElementById('img-lightbox');\n    if (!lightbox) {\n      return;\n    }\n    var lightboxImage = lightbox.querySelector('.img-lightbox__image');\n    var closeButton = lightbox.querySelector('.img-lightbox__close');\n    var triggers = document.querySelectorAll('[data-img-lightbox]');\n    var lastFocusedTrigger = null;\n\n    function openLightbox(trigger) {\n      var img = trigger.querySelector('img');\n      if (!img) {\n        return;\n      }\n      lastFocusedTrigger = trigger;\n      lightboxImage.src = img.src;\n      lightboxImage.alt = img.alt || '';\n      lightbox.classList.add('is-open');\n      lightbox.setAttribute('aria-hidden', 'false');\n      document.body.style.overflow = 'hidden';\n      closeButton.focus();\n    }\n\n    function closeLightbox() {\n      if (!lightbox.classList.contains('is-open')) {\n        return;\n      }\n      lightbox.classList.remove('is-open');\n      lightbox.setAttribute('aria-hidden', 'true');\n      lightboxImage.src = '';\n      document.body.style.overflow = '';\n      if (lastFocusedTrigger) {\n        lastFocusedTrigger.focus();\n      }\n    }\n\n    triggers.forEach(function (trigger) {\n      trigger.addEventListener('click', function (event) {\n        event.preventDefault();\n        openLightbox(trigger);\n      });\n    });\n\n    closeButton.addEventListener('click', closeLightbox);\n    lightboxImage.addEventListener('click', closeLightbox);\n\n    lightbox.addEventListener('click', function (event) {\n      if (event.target === lightbox) {\n        closeLightbox();\n      }\n    });\n\n    document.addEventListener('keydown', function (event) {\n      if (event.key === 'Escape') {\n        closeLightbox();\n      }\n    });\n  });\n})();\n<\/script>\n<figure style=\"margin:16px 0;text-align:center;\">\n  <a href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/HuggingFace_top.webp\" class=\"img-zoom\" data-img-lightbox aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1aHugging Face\u306e\u30c8\u30c3\u30d7\u753b\u9762\">\n  <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/HuggingFace_top.webp\" class=\"post-img\" alt=\"Hugging Face\u306e\u30c8\u30c3\u30d7\u753b\u9762\" loading=\"lazy\">\n  <\/a>\n  <figcaption style=\"font-size:13px;color:#666;text-align:center;margin-top:8px;\">Hugging Face\u516c\u5f0f\u30b5\u30a4\u30c8\u306e\u30c8\u30c3\u30d7\u30da\u30fc\u30b8<\/figcaption>\n<\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Hugging Face\u3068\u306f\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">AI\u30e2\u30c7\u30eb\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u516c\u958b\u30fb\u5171\u6709\u30fb\u5229\u7528\u3067\u304d\u308b\u3001AI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059<\/span>\u3002<br>\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u306eAI\u30e2\u30c7\u30eb\u3092\u691c\u7d22\u3057\u3066\u3059\u3050\u306b\u5229\u7528\u3067\u304d\u308b\u307b\u304b\u3001\u81ea\u5206\u304c\u958b\u767a\u3057\u305f\u30e2\u30c7\u30eb\u3084\u30a2\u30d7\u30ea\u3092\u516c\u958b\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u300cAI\u306eGitHub\u300d\u3068\u3082\u547c\u3070\u308c\u3066\u3044\u307e\u3059<\/span>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e2d\u5fc3\u3068\u306a\u308b\u300cHugging Face Hub\u300d\u3067\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u3084\u753b\u50cf\u751f\u6210\u3001\u97f3\u58f0\u8a8d\u8b58\u3001\u753b\u50cf\u5206\u985e\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebAI\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u306e\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hugging Face\u306f\u3082\u3068\u3082\u3068\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u958b\u767a\u3059\u308b\u4f01\u696d\u3068\u3057\u3066\u30b9\u30bf\u30fc\u30c8\u3057\u307e\u3057\u305f\u304c\u3001\u305d\u306e\u5f8c\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u300cTransformers\u300d\u3092\u516c\u958b\u3057\u305f\u3053\u3068\u3067\u5e83\u304f\u77e5\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<br>\u73fe\u5728\u3067\u306fMeta\u3001Mistral AI\u3001Google\u3001Microsoft\u306a\u3069\u3001\u591a\u304f\u306e\u4f01\u696d\u3084\u7814\u7a76\u6a5f\u95a2\u304cHugging Face\u4e0a\u3067\u30e2\u30c7\u30eb\u3092\u516c\u958b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hugging Face\u306e\u7279\u5fb4\u306f\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u6bd4\u8f03\u7684\u7c21\u5358\u306b\u5229\u7528\u3067\u304d\u308b\u3053\u3068\u3067\u3059<\/span>\u3002<br>\u30e2\u30c7\u30eb\u3054\u3068\u306b\u7570\u306a\u308b\u524d\u51e6\u7406\u3084\u63a8\u8ad6\u51e6\u7406\u3092\u4e00\u304b\u3089\u5b9f\u88c5\u3057\u306a\u304f\u3066\u3082\u3001\u6570\u884c\u306e\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u3060\u3051\u3067\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u3084\u7ffb\u8a33\u3001\u6587\u7ae0\u8981\u7d04\u3001\u611f\u60c5\u5206\u6790\u3001\u753b\u50cf\u5206\u985e\u306a\u3069\u3092\u8a66\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u30e2\u30c7\u30eb\u3092\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u306b\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u5b9f\u884c\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001API\u7d4c\u7531\u3067\u30af\u30e9\u30a6\u30c9\u4e0a\u306e\u30e2\u30c7\u30eb\u3092\u547c\u3073\u51fa\u3057\u3066\u5229\u7528\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<br>\u3053\u306e\u624b\u8efd\u3055\u304c\u3001\u591a\u304f\u306eAI\u958b\u767a\u8005\u304b\u3089\u652f\u6301\u3055\u308c\u308b\u7406\u7531\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__1_1\" class=\"wp-block-heading\">AI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u300cHugging Face\u300d\u306e\u6982\u8981<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Hugging Face\u306f\u5358\u4e00\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u306f\u306a\u304f\u3001AI\u30e2\u30c7\u30eb\u306e\u5171\u6709\u3084\u5b9f\u884c\u3001\u30a2\u30d7\u30ea\u516c\u958b\u306a\u3069\u3092\u652f\u63f4\u3059\u308b\u8907\u6570\u306e\u30b5\u30fc\u30d3\u30b9\u30fb\u30e9\u30a4\u30d6\u30e9\u30ea\u304b\u3089\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br>\u7528\u9014\u306b\u5fdc\u3058\u3066\u3053\u308c\u3089\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001AI\u30e2\u30c7\u30eb\u306e\u958b\u767a\u304b\u3089\u516c\u958b\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3078\u306e\u7d44\u307f\u8fbc\u307f\u307e\u3067\u5e45\u5e83\u304f\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"max-width: 900px; margin: 12px 0; font-family: -apple-system, BlinkMacSystemFont, 'Hiragino Kaku Gothic ProN', 'Yu Gothic', sans-serif;\">\n  <div style=\"border-radius: 16px; overflow: hidden; box-shadow: 0 2px 12px rgba(0,0,0,0.08); border: 1px solid #ececec;\">\n    <table style=\"width: 100%; border-collapse: collapse; background: #ffffff;\">\n      <thead>\n        <tr>\n          <th style=\"background: #1e3a9e; color: #ffffff; text-align: center; padding: 18px 16px; font-size: 16px; font-weight: 700; width: 23%;\">\u30b5\u30fc\u30d3\u30b9\u30fb\u6a5f\u80fd<\/th>\n          <th style=\"background: #2f6fd6; color: #ffffff; text-align: center; padding: 18px 16px; font-size: 16px; font-weight: 700; width: 37%;\">\u6982\u8981<\/th>\n          <th style=\"background: #17a8cf; color: #ffffff; text-align: center; padding: 18px 16px; font-size: 16px; font-weight: 700; width: 40%;\">\u4e3b\u306a\u7528\u9014\u30fb\u5f79\u5272<\/th>\n        <\/tr>\n      <\/thead>\n      <tbody>\n        <tr style=\"border-bottom: 1px solid #ececec;\">\n          <td style=\"padding: 18px 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">Hugging Face Hub<\/td>\n          <td style=\"padding: 18px 16px; font-size: 15px; color: #333333; vertical-align: middle; border-right: 1px solid #ececec;\">AI\u30e2\u30c7\u30eb\u30fb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u30fb\u30a2\u30d7\u30ea\u3092\u4e00\u5143\u7ba1\u7406\u3059\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/td>\n          <td style=\"padding: 18px 16px; font-size: 15px; color: #333333; vertical-align: middle;\">\u30e2\u30c7\u30eb\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u516c\u958b\u30fb\u5171\u6709\u30fb\u691c\u7d22<\/td>\n        <\/tr>\n        <tr style=\"border-bottom: 1px solid #ececec;\">\n          <td style=\"padding: 18px 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">Models<\/td>\n          <td style=\"padding: 18px 16px; font-size: 15px; color: #333333; vertical-align: middle; border-right: 1px solid #ececec;\">\u4e16\u754c\u4e2d\u306e\u958b\u767a\u8005\u304c\u516c\u958b\u3057\u305f\u5b66\u7fd2\u6e08\u307fAI\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3067\u304d\u308b\u6a5f\u80fd<\/td>\n          <td style=\"padding: 18px 16px; font-size: 15px; color: #333333; vertical-align: middle;\">\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u3001\u7ffb\u8a33\u3001\u753b\u50cf\u751f\u6210\u3001\u97f3\u58f0\u8a8d\u8b58\u306a\u3069<\/td>\n        <\/tr>\n        <tr style=\"border-bottom: 1px solid #ececec;\">\n          <td style=\"padding: 18px 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">Datasets<\/td>\n          <td style=\"padding: 18px 16px; font-size: 15px; color: #333333; vertical-align: middle; border-right: 1px solid #ececec;\">\u6a5f\u68b0\u5b66\u7fd2\u7528\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u516c\u958b\u30fb\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u308b\u6a5f\u80fd<\/td>\n          <td style=\"padding: 18px 16px; font-size: 15px; color: #333333; vertical-align: middle;\">\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u3084\u8a55\u4fa1\u306b\u5229\u7528<\/td>\n        <\/tr>\n        <tr style=\"border-bottom: 1px solid #ececec;\">\n          <td style=\"padding: 18px 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">Spaces<\/td>\n          <td style=\"padding: 18px 16px; font-size: 15px; color: #333333; vertical-align: middle; border-right: 1px solid #ececec;\">AI\u30a2\u30d7\u30ea\u3092\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067\u516c\u958b\u30fb\u5b9f\u884c\u3067\u304d\u308b\u74b0\u5883<\/td>\n          <td style=\"padding: 18px 16px; font-size: 15px; color: #333333; vertical-align: middle;\">\u30c7\u30e2\u30a2\u30d7\u30ea\u3084Web\u30a2\u30d7\u30ea\u306e\u516c\u958b\u30fb\u5171\u6709<\/td>\n        <\/tr>\n        <tr style=\"border-bottom: 1px solid #ececec;\">\n          <td style=\"padding: 18px 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">Transformers<\/td>\n          <td style=\"padding: 18px 16px; font-size: 15px; color: #333333; vertical-align: middle; border-right: 1px solid #ececec;\">\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u7c21\u5358\u306b\u5229\u7528\u3067\u304d\u308bPython\u30e9\u30a4\u30d6\u30e9\u30ea<\/td>\n          <td style=\"padding: 18px 16px; font-size: 15px; color: #333333; vertical-align: middle;\">LLM\u3084BERT\u306a\u3069\u3092\u6570\u884c\u306e\u30b3\u30fc\u30c9\u3067\u5b9f\u88c5<\/td>\n        <\/tr>\n        <tr style=\"border-bottom: 1px solid #ececec;\">\n          <td style=\"padding: 18px 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">Diffusers<\/td>\n          <td style=\"padding: 18px 16px; font-size: 15px; color: #333333; vertical-align: middle; border-right: 1px solid #ececec;\">\u62e1\u6563\u30e2\u30c7\u30eb\uff08Diffusion Model\uff09\u3092\u6271\u3046\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea<\/td>\n          <td style=\"padding: 18px 16px; font-size: 15px; color: #333333; vertical-align: middle;\">Stable Diffusion\u306a\u3069\u306e\u753b\u50cf\u751f\u6210AI\u306e\u5229\u7528<\/td>\n        <\/tr>\n        <tr style=\"border-bottom: 1px solid #ececec;\">\n          <td style=\"padding: 18px 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">Inference Providers<br>Inference Endpoints<\/td>\n          <td style=\"padding: 18px 16px; font-size: 15px; color: #333333; vertical-align: middle; border-right: 1px solid #ececec;\">\u30e2\u30c7\u30eb\u3092API\u7d4c\u7531\u3067\u5b9f\u884c\u3067\u304d\u308b\u63a8\u8ad6\u30b5\u30fc\u30d3\u30b9<\/td>\n          <td style=\"padding: 18px 16px; font-size: 15px; color: #333333; vertical-align: middle;\">AI\u6a5f\u80fd\u3092\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3078\u7d44\u307f\u8fbc\u3080<\/td>\n        <\/tr>\n        <tr>\n          <td style=\"padding: 18px 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">Community<\/td>\n          <td style=\"padding: 18px 16px; font-size: 15px; color: #333333; vertical-align: middle; border-right: 1px solid #ececec;\">\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u3084\u8cea\u554f\u3001\u60c5\u5831\u4ea4\u63db\u304c\u3067\u304d\u308b\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u6a5f\u80fd<\/td>\n          <td style=\"padding: 18px 16px; font-size: 15px; color: #333333; vertical-align: middle;\">\u6280\u8853\u5171\u6709\u3001\u5171\u540c\u958b\u767a\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af<\/td>\n        <\/tr>\n      <\/tbody>\n    <\/table>\n  <\/div>\n<\/div>\n\n\n\n<h3 id=\"outline__1_2\" class=\"wp-block-heading\">\u300cHugging Face Hub\u300d\u306e\u4ed5\u7d44\u307f\u3068\u5f79\u5272<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Hugging Face Hub\u3067\u306f\u3001200\u4e07\u4ee5\u4e0a\u306eAI\u30e2\u30c7\u30eb\u3084150\u4e07\u4ee5\u4e0a\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001AI\u30a2\u30d7\u30ea\u306a\u3069\u304c\u516c\u958b\u3055\u308c\u3066\u304a\u308a\u3001\u5fc5\u8981\u306a\u3082\u306e\u3092\u691c\u7d22\u3057\u3066\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hub\u3067\u306f\u3001\u4e3b\u306b\u4ee5\u4e0b\u306e3\u3064\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Models\uff1aAI\u30e2\u30c7\u30eb\u306e\u516c\u958b\u30fb\u5171\u6709<\/li>\n\n\n\n<li>Datasets\uff1a\u5b66\u7fd2\u30fb\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u516c\u958b\u30fb\u5171\u6709<\/li>\n\n\n\n<li>Spaces\uff1aAI\u30a2\u30d7\u30ea\u3084\u30c7\u30e2\u306e\u516c\u958b\u30fb\u5171\u6709<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Models\u30fbDatasets\u30fbSpaces\u306f\u30ea\u30dd\u30b8\u30c8\u30ea\u3068\u3057\u3066\u7ba1\u7406\u3055\u308c\u3066\u304a\u308a\u3001Git\u306b\u3088\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3084\u5171\u540c\u958b\u767a\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002<br>\u305d\u306e\u305f\u3081\u3001\u7814\u7a76\u7528\u9014\u3060\u3051\u3067\u306a\u304f\u3001\u4f01\u696d\u306b\u304a\u3051\u308b\u30e2\u30c7\u30eb\u904b\u7528\u306b\u3082\u5bfe\u5fdc\u3057\u3084\u3059\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u30e2\u30c7\u30eb\u306b\u306f\u300cModel Cards\u300d\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u300cDataset Cards\u300d\u3068\u547c\u3070\u308c\u308b\u60c5\u5831\u63d0\u4f9b\u30d5\u30a1\u30a4\u30eb\u3092\u8a2d\u5b9a\u3067\u304d\u3001\u7528\u9014\u3084\u30e9\u30a4\u30bb\u30f3\u30b9\u3001\u8a55\u4fa1\u7d50\u679c\u3001\u6ce8\u610f\u70b9\u306a\u3069\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<br>\u5358\u306b\u30e2\u30c7\u30eb\u3092\u516c\u958b\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u900f\u660e\u6027\u3092\u78ba\u4fdd\u3059\u308b\u4ed5\u7d44\u307f\u304c\u6574\u3048\u3089\u308c\u3066\u3044\u308b\u70b9\u3082\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u3001\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u64cd\u4f5c\u3084\u66f4\u65b0\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u304b\u3089\u81ea\u52d5\u5316\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u3001\u81ea\u793e\u30b5\u30fc\u30d3\u30b9\u304b\u3089\u76f4\u63a5\u30e2\u30c7\u30eb\u3092\u53d6\u5f97\u3057\u305f\u308a\u3001\u81ea\u52d5\u30c7\u30d7\u30ed\u30a4\u3092\u884c\u3063\u305f\u308a\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<br>\u8a73\u3057\u304f\u306f\u3001Hugging Face Hub\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__1_3\" class=\"wp-block-heading\">Hugging Face\u304c\u6ce8\u76ee\u3055\u308c\u308b\u80cc\u666f\u3068\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u91cd\u8981\u6027<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd1\u5e74\u3001AI\u958b\u767a\u3067\u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u5316\u304c\u6025\u901f\u306b\u9032\u3093\u3067\u3044\u307e\u3059\u3002<br>\u4ee5\u524d\u306f\u9ad8\u6027\u80fd\u306aAI\u30e2\u30c7\u30eb\u306f\u4e00\u90e8\u306e\u5927\u4f01\u696d\u3057\u304b\u6271\u3048\u307e\u305b\u3093\u3067\u3057\u305f\u304c\u3001\u73fe\u5728\u3067\u306fMeta\u306eLlama\u30b7\u30ea\u30fc\u30ba\u3092\u306f\u3058\u3081\u3001\u4e2d\u30fb\u5c0f\u4f01\u696d\u3084\u500b\u4eba\u958b\u767a\u3067\u3082\u5229\u7528\u3067\u304d\u308b\u9ad8\u6027\u80fd\u30e2\u30c7\u30eb\u304c\u591a\u304f\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u306e\u516c\u958b\u5148\u3068\u3057\u3066\u6700\u3082\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u3001Hugging Face\u3067\u3059\u3002<br>\u4e16\u754c\u4e2d\u306e\u7814\u7a76\u8005\u3084\u958b\u767a\u8005\u304c\u53c2\u52a0\u3057\u3066\u304a\u308a\u3001\u516c\u958b\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u3082\u3068\u306b\u3057\u305f\u6d3e\u751f\u30e2\u30c7\u30eb\u3084\u6539\u5584\u7248\u3082\u6570\u591a\u304f\u5171\u6709\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001Hugging Face Hub\u306b\u306f\u300cDiscussions\u300d\u3084\u300cPull Requests\u300d\u306a\u3069\u306e\u6a5f\u80fd\u304c\u3042\u308a\u3001\u4e0d\u5177\u5408\u306e\u5831\u544a\u3084\u6539\u5584\u63d0\u6848\u3001\u5171\u540c\u3067\u306e\u4fee\u6b63\u4f5c\u696d\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3046\u3057\u305f\u6d3b\u767a\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306b\u3088\u3063\u3066\u65b0\u3057\u3044\u6280\u8853\u304c\u7d20\u65e9\u304f\u5e83\u307e\u308b\u74b0\u5883\u304c\u6574\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u3001Hugging Face\u304c\u591a\u304f\u306e\u958b\u767a\u8005\u306b\u9078\u3070\u308c\u3066\u3044\u308b\u7406\u7531\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<h2 id=\"outline__2\" class=\"wp-block-heading\">Hugging Face Spaces\u3068\u306f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/huggingface.co\/docs\/hub\/spaces\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Hugging Face Spaces<\/a>\u3068\u306f\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067\u516c\u958b\u30fb\u5b9f\u884c\u3067\u304d\u308b\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u3067\u3059<\/span>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u5e38\u3001AI\u30a2\u30d7\u30ea\u3092\u516c\u958b\u3059\u308b\u306b\u306fWeb\u30b5\u30fc\u30d0\u30fc\u3084\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u3092\u69cb\u7bc9\u3057\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br>\u3057\u304b\u3057Spaces\u3067\u306f\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">GitHub\u306e\u3088\u3046\u306b\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3060\u3051\u3067\u3001\u30a2\u30d7\u30ea\u3092\u516c\u958b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059<\/span>\u3002<\/p>\n\n\n\n<h3 id=\"outline__2_1\" class=\"wp-block-heading\">\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067AI\u30a2\u30d7\u30ea\u3092\u52d5\u304b\u305b\u308b\u74b0\u5883\u300cSpaces\u300d\u306e\u4ed5\u7d44\u307f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Spaces\u306b\u516c\u958b\u3059\u308b\u30a2\u30d7\u30ea\u306f\u305d\u308c\u305e\u308c\u3001\u30e2\u30c7\u30eb\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u540c\u69d8\u306b\u5c02\u7528\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u7ba1\u7406\u3055\u308c\u307e\u3059\u3002<br>\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u65b0\u3057\u3044\u30b3\u30df\u30c3\u30c8\u304c\u30d7\u30c3\u30b7\u30e5\u3055\u308c\u308b\u5ea6\u306b\u3001\u81ea\u52d5\u3067\u30d3\u30eb\u30c9\u3068\u30c7\u30d7\u30ed\u30a4\u304c\u884c\u308f\u308c\u308b\u305f\u3081\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u66f4\u65b0\u3059\u308b\u3060\u3051\u3067\u30a2\u30d7\u30ea\u306e\u516c\u958b\u304c\u5b8c\u4e86\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Spaces\u3067\u306f\u73fe\u5728\u3001\u4ee5\u4e0b\u306e3\u3064\u306eSDK\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Gradio<\/li>\n\n\n\n<li>Docker<\/li>\n\n\n\n<li>static HTML<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u306b\u3001Spaces\u3068Gradio\u3068\u306e\u76f8\u6027\u306f\u975e\u5e38\u306b\u826f\u304f\u3001\u6570\u5341\u884c\u7a0b\u5ea6\u306ePython\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u3060\u3051\u3067\u3001\u753b\u50cf\u751f\u6210\u3084\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3001\u7ffb\u8a33\u30c4\u30fc\u30eb\u3001\u97f3\u58f0\u8a8d\u8b58\u30a2\u30d7\u30ea\u306a\u3069\u3092\u7c21\u5358\u306b\u30d6\u30e9\u30a6\u30b6\u304b\u3089\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<br>\u307e\u305f\u3001Docker\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001FastAPI\u306a\u3069Gradio\u4ee5\u5916\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3084\u72ec\u81ea\u306e\u5b9f\u884c\u74b0\u5883\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u516c\u958b\u3055\u308c\u305f\u30a2\u30d7\u30ea\uff08Spaces\uff09\u306b\u306f\u5c02\u7528URL\u304c\u5272\u308a\u5f53\u3066\u3089\u308c\u3066\u304a\u308a\u3001Public\u8a2d\u5b9a\u3067\u3042\u308c\u3070\u8ab0\u3067\u3082\u30d6\u30e9\u30a6\u30b6\u304b\u3089\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br>\u305d\u306e\u305f\u3081\u3001AI\u30e2\u30c7\u30eb\u306e\u30c7\u30e2\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3001\u7814\u7a76\u6210\u679c\u306e\u5171\u6709\u306a\u3069\u5e45\u5e83\u3044\u7528\u9014\u3067\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306f\u5b9f\u969b\u306bSpaces\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u30a2\u30d7\u30ea\u306e1\u3064\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\n<p class=\"wp-block-paragraph\"><p style=\"margin-top: 12px; text-align: center;\"><a href=\"https:\/\/huggingface.co\/spaces\/selfit-camera\/Omni-Image-Editor\"><img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/Omni_image_Editor.webp\" alt=\"Omni Editor 2.0\u306e\u753b\u9762\" loading=\"lazy\"><\/a><br>\u51fa\u5178\uff1a<a href=\"https:\/\/huggingface.co\/spaces\/selfit-camera\/Omni-Image-Editor\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Omni-Image-Editor<\/a><\/p><\/p>\n\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u4ed6\u306b\u3082\u3001\u6570\u591a\u304f\u306e\u30a2\u30d7\u30ea\u304cSpaces\u306b\u516c\u958b\u3055\u308c\u3066\u304a\u308a\u3001\u30a2\u30ab\u30a6\u30f3\u30c8\u4e0d\u8981\u3067\u64cd\u4f5c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001Spaces\u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u3067GPU\u74b0\u5883\u3082\u7528\u610f\u3057\u3066\u3044\u307e\u3059\u3002<br>\u57fa\u672c\u306f\u7121\u6599\u3067\u5229\u7528\u53ef\u80fd\u3067\u3059\u304c\u3001\u6709\u6599\u30aa\u30d7\u30b7\u30e7\u30f3\u3078\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u3088\u308a\u9ad8\u6027\u80fd\u306aGPU\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u306bGPU\u304c\u306a\u304f\u3066\u3082\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u9ad8\u6027\u80fd\u306aAI\u30e2\u30c7\u30eb\u3092\u52d5\u304b\u305b\u308b\u70b9\u306f\u5927\u304d\u306a\u9b45\u529b\u306e1\u3064\u3067\u3059<\/span>\u3002<\/p>\n\n\n\n<h3 id=\"outline__2_2\" class=\"wp-block-heading\">\u306a\u305c\u300cSpaces\u300d\u306f\u591a\u304f\u306eAI\u958b\u767a\u8005\u306b\u9078\u3070\u308c\u3066\u3044\u308b\u306e\u304b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Spaces\u304c\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u5927\u304d\u306a\u7406\u7531\u306f\u3001AI\u30e2\u30c7\u30eb\u306e\u516c\u958b\u304b\u3089\u30c7\u30e2\u4f5c\u6210\u307e\u3067\u3092\u4e00\u3064\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u4e0a\u3067\u5b8c\u7d50\u3067\u304d\u308b\u3053\u3068\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u5e38\u3001AI\u30a2\u30d7\u30ea\u3092\u4f5c\u6210\u3057\u3066\u516c\u958b\u3057\u3088\u3046\u3068\u3059\u308b\u5834\u5408\u3001\u30e2\u30c7\u30eb\u3092\u516c\u958b\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u7ba1\u7406\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3001\u30c7\u30e2\u3092\u516c\u958b\u3059\u308b\u30b5\u30fc\u30d0\u30fc\u3092\u5225\u3005\u306b\u7528\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br>\u4e00\u65b9\u3001Hugging Face\u306e\u5834\u5408\u306f\u3053\u308c\u3089\u3092\u4e00\u5143\u7ba1\u7406\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u3001Hub\u4e0a\u306e\u30e2\u30c7\u30eb\u3092\u305d\u306e\u307e\u307eSpaces\u3067\u5229\u7528\u3067\u304d\u308b\u305f\u3081\u3001\u30e2\u30c7\u30eb\u306e\u66f4\u65b0\u3082\u5bb9\u6613\u306b\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<br>\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u5909\u66f4\u3092\u53cd\u6620\u3059\u308b\u3068\u81ea\u52d5\u7684\u306b\u518d\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u308b\u4ed5\u7d44\u307f\u306e\u305f\u3081\u3001\u7d99\u7d9a\u7684\u306a\u6539\u5584\u304c\u3057\u3084\u3059\u3044\u306e\u3082\u30dd\u30a4\u30f3\u30c8\u306e1\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u3088\u3046\u306a\u958b\u767a\u52b9\u7387\u306e\u9ad8\u3055\u304b\u3089\u3001\u500b\u4eba\u958b\u767a\u8005\u3060\u3051\u3067\u306a\u304f\u3001\u4f01\u696d\u3084\u7814\u7a76\u6a5f\u95a2\u3067\u3082\u5e83\u304f\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 id=\"outline__3\" class=\"wp-block-heading\">Hugging Face\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u3068\u624b\u9806<\/h2>\n\n\n\n<h3 id=\"outline__3_1\" class=\"wp-block-heading\">\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210\u304b\u3089\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Hugging Face Hub\u3067\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u4f5c\u6210\u3084\u30e2\u30c7\u30eb\u306e\u516c\u958b\u306a\u3069\u3092\u884c\u3046\u306b\u306f\u3001\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br>\u5229\u7528\u3059\u308b\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u306f\u3001\u30a2\u30ab\u30a6\u30f3\u30c8\u767b\u9332\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u767a\u884c\u3067\u304d\u308b\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u3082\u3042\u308b\u306e\u3067\u3001<a href=\"https:\/\/huggingface.co\/join\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Hugging Face\u306e\u516c\u5f0f\u30b5\u30a4\u30c8<\/a>\u304b\u3089\u4e8b\u524d\u306b\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure style=\"margin:16px 0;text-align:center;\">\n  <a href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/SignUp.webp\" class=\"img-zoom\" data-img-lightbox aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1aHugging Face\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210\">\n  <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/SignUp.webp\" class=\"post-img\" alt=\"Hugging Face\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210\" loading=\"lazy\">\n  <\/a>\n  <figcaption style=\"font-size:13px;color:#666;text-align:center;margin-top:8px;\">Hugging Face\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u767b\u9332\u753b\u9762<\/figcaption>\n<\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Python\u304b\u3089Hugging Face\u306e\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u306f\u3001Transformers\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3059\u308b\u306e\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<br>Transformers\u306fPyTorch\u3068\u9023\u643a\u3057\u3066\u52d5\u4f5c\u3059\u308b\u305f\u3081\u3001\u5408\u308f\u305b\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u3001Transformers\u3068PyTorch\u3092\u305d\u308c\u305e\u308c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono-NL.ttf\" style=\"font-size:clamp(14px, .875rem, 21px);font-family:Code-Pro-JetBrains-Mono-NL,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:clamp(20px, 1.25rem, 30px);--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:flex;align-items:center;padding:10px 0px 10px 16px;margin-bottom:-2px;width:100%;text-align:left;background-color:#304047;color:#d5ffff\">Bash<\/span><span role=\"button\" tabindex=\"0\" style=\"color:#EEFFFF;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>pip install transformers torch<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M4.5 12.75l6 6 9-13.5\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M16.5 8.25V6a2.25 2.25 0 00-2.25-2.25H6A2.25 2.25 0 003.75 6v8.25A2.25 2.25 0 006 16.5h2.25m8.25-8.25H18a2.25 2.25 0 012.25 2.25V18A2.25 2.25 0 0118 20.25h-7.5A2.25 2.25 0 018.25 18v-1.5m8.25-8.25h-6a2.25 2.25 0 00-2.25 2.25v6\"><\/path><\/svg><\/span><pre class=\"shiki material-theme\" style=\"background-color: #263238\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #FFCB6B\">pip<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">install<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">transformers<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #C3E88D\">torch<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u306e\u4ed6\u3001<a href=\"https:\/\/huggingface.co\/docs\/huggingface_hub\/index\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">huggingface_hub <\/a>\u3084 <a href=\"https:\/\/huggingface.co\/docs\/datasets\/index\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">datasets<\/a> \u306a\u3069\u3001\u81ea\u8eab\u306e\u958b\u767a\u74b0\u5883\u306b\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u3042\u308c\u3070\u3001\u540c\u3058\u304f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 id=\"outline__3_2\" class=\"wp-block-heading\">\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u30e2\u30c7\u30eb\u3092\u30b3\u30fc\u30c9\u304b\u3089\u547c\u3073\u51fa\u3059\u624b\u9806<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Hub\u306b\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u30e2\u30c7\u30eb\u3092\u547c\u3073\u51fa\u3057\u3066\u4f7f\u3046\u5834\u5408\u306f\u3001pipeline\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<br>\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3001\u30bf\u30b9\u30af\u306e\u7a2e\u985e\uff08\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u3001\u8981\u7d04\u3001\u7ffb\u8a33\u3001\u611f\u60c5\u5206\u6790\u306a\u3069\uff09\u3068\u30e2\u30c7\u30eb\u540d\u3092\u6307\u5b9a\u3057\u3066\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3067\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u5bfe\u8c61\u306e\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059<\/span>\u3002<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono-NL.ttf\" style=\"font-size:clamp(14px, .875rem, 21px);font-family:Code-Pro-JetBrains-Mono-NL,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:clamp(20px, 1.25rem, 30px);--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:flex;align-items:center;padding:10px 0px 10px 16px;margin-bottom:-2px;width:100%;text-align:left;background-color:#304047;color:#d5ffff\">Python<\/span><span role=\"button\" tabindex=\"0\" style=\"color:#EEFFFF;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>from transformers import pipeline\n\ngenerator = pipeline(\n\"text-generation\",\nmodel=\"gpt2\"\n)\n\nresult = generator(\n\"Hello\",\nmax_new_tokens=50\n)\n\nprint(result)<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M4.5 12.75l6 6 9-13.5\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M16.5 8.25V6a2.25 2.25 0 00-2.25-2.25H6A2.25 2.25 0 003.75 6v8.25A2.25 2.25 0 006 16.5h2.25m8.25-8.25H18a2.25 2.25 0 012.25 2.25V18A2.25 2.25 0 0118 20.25h-7.5A2.25 2.25 0 018.25 18v-1.5m8.25-8.25h-6a2.25 2.25 0 00-2.25 2.25v6\"><\/path><\/svg><\/span><pre class=\"shiki material-theme\" style=\"background-color: #263238\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #89DDFF; font-style: italic\">from<\/span><span style=\"color: #EEFFFF\"> transformers <\/span><span style=\"color: #89DDFF; font-style: italic\">import<\/span><span style=\"color: #EEFFFF\"> pipeline<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #EEFFFF\">generator <\/span><span style=\"color: #89DDFF\">=<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #82AAFF\">pipeline<\/span><span style=\"color: #89DDFF\">(<\/span><\/span>\n<span class=\"line\"><span style=\"color: #89DDFF\">&quot;<\/span><span style=\"color: #C3E88D\">text-generation<\/span><span style=\"color: #89DDFF\">&quot;<\/span><span style=\"color: #89DDFF\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #EEFFFF; font-style: italic\">model<\/span><span style=\"color: #89DDFF\">=<\/span><span style=\"color: #89DDFF\">&quot;<\/span><span style=\"color: #C3E88D\">gpt2<\/span><span style=\"color: #89DDFF\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #89DDFF\">)<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #EEFFFF\">result <\/span><span style=\"color: #89DDFF\">=<\/span><span style=\"color: #EEFFFF\"> <\/span><span style=\"color: #82AAFF\">generator<\/span><span style=\"color: #89DDFF\">(<\/span><\/span>\n<span class=\"line\"><span style=\"color: #89DDFF\">&quot;<\/span><span style=\"color: #C3E88D\">Hello<\/span><span style=\"color: #89DDFF\">&quot;<\/span><span style=\"color: #89DDFF\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #EEFFFF; font-style: italic\">max_new_tokens<\/span><span style=\"color: #89DDFF\">=<\/span><span style=\"color: #F78C6C\">50<\/span><\/span>\n<span class=\"line\"><span style=\"color: #89DDFF\">)<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #82AAFF\">print<\/span><span style=\"color: #89DDFF\">(<\/span><span style=\"color: #82AAFF\">result<\/span><span style=\"color: #89DDFF\">)<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u6210\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u521d\u56de\u5b9f\u884c\u6642\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3001\u5fc5\u8981\u306a\u30e2\u30c7\u30eb\u3084\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u304c\u81ea\u52d5\u7684\u306b\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3055\u308c\u307e\u3059\u3002<br>\u4ee5\u964d\u306f\u540c\u3058\u74b0\u5883\u3067\u518d\u5229\u7528\u3067\u304d\u308b\u305f\u3081\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u6bce\u56de\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093<\/span>\u3002<\/p>\n\n\n\n<figure style=\"margin:16px 0;text-align:center;\">\n  <a href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/Download.webp\" class=\"img-zoom\" data-img-lightbox aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1aHugging Face\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u753b\u9762\">\n  <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/Download.webp\" class=\"post-img\" alt=\"Hugging Face\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u753b\u9762\" loading=\"lazy\">\n  <\/a>\n  <figcaption style=\"font-size:13px;color:#666;text-align:center;margin-top:8px;\">\u30e2\u30c7\u30eb\u30fb\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u306e\u81ea\u52d5\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u753b\u9762<\/figcaption>\n<\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u3088\u308a\u9ad8\u5ea6\u306a\u7528\u9014\u3067\u306f\u3001AutoTokenizer\u3084AutoModel\u306a\u3069\u306e\u30af\u30e9\u30b9\u3092\u5229\u7528\u3057\u3066\u7d30\u304b\u306a\u63a8\u8ad6\u8a2d\u5b9a\u3092\u884c\u3063\u305f\u308a\u3001datasets\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u516c\u958b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53d6\u5f97\u3057\u3066\u8ffd\u52a0\u5b66\u7fd2\uff08\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff09\u3092\u884c\u3063\u305f\u308a\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u81ea\u5206\u3067\u5b66\u7fd2\u3057\u305f\u30e2\u30c7\u30eb\u3092Hub\u3078\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308c\u3070\u3001\u4ed6\u306e\u30e6\u30fc\u30b6\u30fc\u3068\u5171\u6709\u3057\u305f\u308a\u3001Spaces\u304b\u3089\u76f4\u63a5\u5229\u7528\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<br>\u3053\u308c\u306b\u3088\u308a\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u30e2\u30c7\u30eb\u958b\u767a\u304b\u3089\u516c\u958b\u3001\u30c7\u30e2\u30a2\u30d7\u30ea\u306e\u63d0\u4f9b\u307e\u3067\u3092\u4e00\u9023\u306e\u6d41\u308c\u3068\u3057\u3066\u7ba1\u7406\u3067\u304d\u307e\u3059<\/span>\u3002<\/p>\n\n\n\n<h2 id=\"outline__4\" class=\"wp-block-heading\">\u3010\u5b9f\u8df5\u3011Hugging Face\u3092\u4f7f\u3063\u3066\u7c21\u5358\u306aAI\u30a2\u30d7\u30ea\u3092\u4f5c\u3063\u3066\u307f\u308b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u307e\u3067\u7d39\u4ecb\u3057\u305f\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u3092\u8e0f\u307e\u3048\u3066\u3001\u3053\u3053\u304b\u3089\u306f\u5b9f\u969b\u306bHugging Face\u306e\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3057\u3001\u7c21\u5358\u306aAI\u30a2\u30d7\u30ea\u3092\u4f5c\u6210\u3059\u308b\u624b\u9806\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u306f\u3001\u5165\u529b\u3057\u305f\u6587\u7ae0\u304c\u300c\u30dd\u30b8\u30c6\u30a3\u30d6\u300d\u307e\u305f\u306f\u300c\u30cd\u30ac\u30c6\u30a3\u30d6\u300d\u306e\u3069\u3061\u3089\u306b\u8fd1\u3044\u304b\u3092AI\u304c\u5224\u5b9a\u3059\u308b\u3001\u30b7\u30f3\u30d7\u30eb\u306a\u611f\u60c5\u5206\u6790\u30a2\u30d7\u30ea\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hugging Face\u306e\u300cInferenceClient\u300d\u3092\u5229\u7528\u3057\u3066AI\u30e2\u30c7\u30eb\u3092API\u7d4c\u7531\u3067\u547c\u3073\u51fa\u3057\u3001Web\u753b\u9762\u306b\u306f<span class=\"c-user01\" style=\"font-weight:bold;\">Python\u304b\u3089\u7c21\u5358\u306bUI\u3092\u4f5c\u6210\u3067\u304d\u308b\u300cGradio\u300d<\/span>\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<br>\u203b2026\/9\/01\u6642\u70b9\u3067\u7121\u6599\u3067\u5229\u7528\u3067\u304d\u308b\u7bc4\u56f2\u3067\u306e\u5b9f\u88c5\u624b\u9806\u3067\u3059\u3002\u63b2\u8f09\u65e5\u304b\u3089\u65e5\u6570\u304c\u7d4c\u904e\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001Hugging Face\u306e\u30b5\u30fc\u30d3\u30b9\u6982\u8981\u3092\u3042\u308f\u305b\u3066\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure style=\"margin:16px 0;text-align:center;\">\n  <a href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/hugging-face-sentiment-analysis-app.webp\" class=\"img-zoom\" data-img-lightbox aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1aHugging Face\u611f\u60c5\u5206\u6790\u30a2\u30d7\u30ea\u306e\u5b8c\u6210\u30a4\u30e1\u30fc\u30b8\">\n  <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/hugging-face-sentiment-analysis-app.webp\" class=\"post-img\" alt=\"Hugging Face\u611f\u60c5\u5206\u6790\u30a2\u30d7\u30ea\u306e\u5b8c\u6210\u30a4\u30e1\u30fc\u30b8\" loading=\"lazy\">\n  <\/a>\n  <figcaption style=\"font-size:13px;color:#666;text-align:center;margin-top:8px;\">\u4eca\u56de\u4f5c\u6210\u3059\u308b\u611f\u60c5\u5206\u6790\u30a2\u30d7\u30ea\u306e\u5b8c\u6210\u30a4\u30e1\u30fc\u30b8<\/figcaption>\n<\/figure>\n\n\n\n<h3 id=\"outline__4_1\" class=\"wp-block-heading\">\u4eca\u56de\u4f5c\u6210\u3059\u308b\u30a2\u30d7\u30ea\u306e\u4ed5\u7d44\u307f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u306e\u30a2\u30d7\u30ea\u3067\u306f\u3001\u30d6\u30e9\u30a6\u30b6\u306b\u5165\u529b\u3057\u305f\u6587\u7ae0\u3092Hugging Face\u306eAI\u30e2\u30c7\u30eb\u3078\u9001\u308a\u3001\u305d\u306e\u5224\u5b9a\u7d50\u679c\u3092\u753b\u9762\u3078\u8868\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u51e6\u7406\u306e\u6d41\u308c\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d6\u30e9\u30a6\u30b6<br>\u2193<br>Gradio<br>\u2193<br>Python<br>\u2193<br>InferenceClient<br>\u2193<br>Hugging Face\u306e\u63a8\u8ad6\u30b5\u30fc\u30d3\u30b9<br>\u2193<br>\u5b66\u7fd2\u6e08\u307fAI\u30e2\u30c7\u30eb<br>\u2193<br>\u611f\u60c5\u5206\u6790\u7d50\u679c\u3092\u753b\u9762\u3078\u8868\u793a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hugging Face\u306b\u306fTransformers\u3092\u5229\u7528\u3057\u3066\u30e2\u30c7\u30eb\u3092\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3078\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3082\u3042\u308a\u307e\u3059\u3002<br>\u3057\u304b\u3057\u4eca\u56de\u306f\u3001\u74b0\u5883\u69cb\u7bc9\u3092\u7c21\u7565\u5316\u3059\u308b\u305f\u3081\u3001\u30e2\u30c7\u30eb\u81ea\u4f53\u3092\u30ed\u30fc\u30ab\u30ebPC\u3078\u7528\u610f\u3059\u308b\u306e\u3067\u306f\u306a\u304fInferenceClient\u3092\u5229\u7528\u3057\u3001API\u7d4c\u7531\u3067\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<br>\u305d\u306e\u305f\u3081\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">PyTorch\u3084\u5927\u5bb9\u91cf\u306e\u30e2\u30c7\u30eb\u30d5\u30a1\u30a4\u30eb\u3092\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3078\u7528\u610f\u305b\u305a\u306b\u3001\u6bd4\u8f03\u7684\u7c21\u5358\u306a\u69cb\u6210\u3067AI\u30e2\u30c7\u30eb\u3092\u8a66\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059<\/span>\u3002<\/p>\n\n\n\n<h3 id=\"outline__4_2\" class=\"wp-block-heading\">Hugging Face\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305a\u3001Hugging Face\u306e\u516c\u5f0f\u30b5\u30a4\u30c8\u304b\u3089\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<br>\u4eca\u56de\u306e\u30a2\u30d7\u30ea\u3067\u306fHugging Face\u306e\u63a8\u8ad6\u30b5\u30fc\u30d3\u30b9\u3078\u30a2\u30af\u30bb\u30b9\u3059\u308b\u305f\u3081\u3001\u30a2\u30ab\u30a6\u30f3\u30c8\u304b\u3089\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u3092\u767a\u884c\u3057\u3066\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"img-row\">\n  <a class=\"img-row__cell img-zoom\" data-img-lightbox href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/hugging-face-account-signup-1.webp\" aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1aHugging Face\u306e\u30c8\u30c3\u30d7\u30da\u30fc\u30b8\u3067\u30b5\u30a4\u30f3\u30a2\u30c3\u30d7\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u753b\u9762\">\n    <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/hugging-face-account-signup-1.webp\" alt=\"Hugging Face\u306e\u30c8\u30c3\u30d7\u30da\u30fc\u30b8\u3067\u30b5\u30a4\u30f3\u30a2\u30c3\u30d7\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u753b\u9762\" loading=\"lazy\">\n  <\/a>\n  <a class=\"img-row__cell img-zoom\" data-img-lightbox href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/hugging-face-account-signup-2.webp\" aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1aHugging Face\u306e\u65b0\u898f\u767b\u9332\u30d5\u30a9\u30fc\u30e0\u306b\u5165\u529b\u3059\u308b\u753b\u9762\">\n    <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/hugging-face-account-signup-2.webp\" alt=\"Hugging Face\u306e\u65b0\u898f\u767b\u9332\u30d5\u30a9\u30fc\u30e0\u306b\u5165\u529b\u3059\u308b\u753b\u9762\" loading=\"lazy\">\n  <\/a>\n<\/div>\n\n\n\n<h3 id=\"outline__4_3\" class=\"wp-block-heading\">\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u3092\u4f5c\u6210\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Hugging Face\u3078\u30ed\u30b0\u30a4\u30f3\u3057\u305f\u3089\u3001\u30a2\u30ab\u30a6\u30f3\u30c8\u8a2d\u5b9a\u304b\u3089\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<br>Inference Providers\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u306f\u3001https:\/\/huggingface.co\/settings\/tokens\u30da\u30fc\u30b8\u306e\u300cCreate new token\u300d\u30dc\u30bf\u30f3\u3088\u308a\u5fc5\u8981\u306a\u6a29\u9650\u3092\u8a2d\u5b9a\u3057\u3001\u300cCreate token\u300d\u30dc\u30bf\u30f3\u3088\u308a\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u3092\u767a\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u304a\u305d\u3089\u304fhf_xxxxxxxxxxxxxxxxxx\u306e\u69d8\u306a\u30c8\u30fc\u30af\u30f3\u304c\u767a\u884c\u3055\u308c\u307e\u3059\u3002<br>\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u306f\u3001Hugging Face\u3078API\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u308b\u969b\u306e\u300c\u8a8d\u8a3c\u60c5\u5831\u300d\u3068\u3057\u3066\u4f7f\u7528\u3057\u307e\u3059\u3002<br><span class=\"c-user01\" style=\"font-weight:bold;\">\u30d1\u30b9\u30ef\u30fc\u30c9\u3068\u540c\u69d8\u306b\u91cd\u8981\u306a\u60c5\u5831\u3067\u3042\u308b\u305f\u3081\u3001GitHub\u306a\u3069\u306e\u516c\u958b\u30ea\u30dd\u30b8\u30c8\u30ea\u3078\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u306a\u3044\u3088\u3046\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044<\/span>\u3002<\/p>\n\n\n\n<div class=\"img-row\">\n  <a class=\"img-row__cell img-zoom\" data-img-lightbox href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/hugging-face-access-token-create-1.webp\" aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1a\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u30e1\u30cb\u30e5\u30fc\u304b\u3089Access Tokens\u3092\u958b\u304f\u753b\u9762\">\n    <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/hugging-face-access-token-create-1.webp\" alt=\"\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u30e1\u30cb\u30e5\u30fc\u304b\u3089Access Tokens\u3092\u958b\u304f\u753b\u9762\" loading=\"lazy\">\n  <\/a>\n  <a class=\"img-row__cell img-zoom\" data-img-lightbox href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/hugging-face-access-token-create-2.webp\" aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1aAccess Tokens\u30da\u30fc\u30b8\u3067\u65b0\u898f\u30c8\u30fc\u30af\u30f3\u3092\u4f5c\u6210\u3059\u308b\u30dc\u30bf\u30f3\">\n    <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/hugging-face-access-token-create-2.webp\" alt=\"Access Tokens\u30da\u30fc\u30b8\u3067\u65b0\u898f\u30c8\u30fc\u30af\u30f3\u3092\u4f5c\u6210\u3059\u308b\u30dc\u30bf\u30f3\" loading=\"lazy\">\n  <\/a>\n  <a class=\"img-row__cell img-zoom\" data-img-lightbox href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/hugging-face-access-token-create-3.webp\" aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1a\u30c8\u30fc\u30af\u30f3\u4f5c\u6210\u753b\u9762\u3067Inference\u306e\u6a29\u9650\u3092\u8a2d\u5b9a\u3059\u308b\u69d8\u5b50\">\n    <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/hugging-face-access-token-create-3.webp\" alt=\"\u30c8\u30fc\u30af\u30f3\u4f5c\u6210\u753b\u9762\u3067Inference\u306e\u6a29\u9650\u3092\u8a2d\u5b9a\u3059\u308b\u69d8\u5b50\" loading=\"lazy\">\n  <\/a>\n<\/div>\n\n\n\n<h3 id=\"outline__4_4\" class=\"wp-block-heading\">\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u6e96\u5099\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d9a\u3044\u3066\u3001\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067\u30a2\u30d7\u30ea\u3092\u4f5c\u6210\u3059\u308b\u6e96\u5099\u3092\u884c\u3044\u307e\u3059\u3002\u4eca\u56de\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u69cb\u6210\u3067\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"max-width: 900px; margin: 16px 0; border-radius: 10px; overflow: hidden; box-shadow: 0 2px 12px rgba(0,0,0,0.08);\">\n  <pre style=\"margin:0;padding:16px;background-color:#263238;color:#EEFFFF;font-family:ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;font-size:14px;line-height:1.6;overflow-x:auto;\"><code>hf-sentiment-app\/\n\u251c\u2500\u2500 .env\n\u251c\u2500\u2500 .gitignore\n\u251c\u2500\u2500 app.py\n\u2514\u2500\u2500 requirements.txt<\/code><\/pre>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u308c\u305e\u308c\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u306f\u4ee5\u4e0b\u306e\u5f79\u5272\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"max-width: 900px; margin: 12px 0; font-family: -apple-system, BlinkMacSystemFont, 'Hiragino Kaku Gothic ProN', 'Yu Gothic', sans-serif;\">\n  <div style=\"border-radius: 16px; overflow: hidden; box-shadow: 0 2px 12px rgba(0,0,0,0.08); border: 1px solid #ececec;\">\n    <table style=\"width: 100%; border-collapse: collapse; background: #ffffff;\">\n      <thead>\n        <tr>\n          <th style=\"background: #1e3a9e; color: #ffffff; text-align: center; padding: 16px; font-size: 15px; font-weight: 700; width: 30%;\">\u30d5\u30a1\u30a4\u30eb<\/th>\n          <th style=\"background: #2f6fd6; color: #ffffff; text-align: center; padding: 16px; font-size: 15px; font-weight: 700; width: 70%;\">\u5f79\u5272<\/th>\n        <\/tr>\n      <\/thead>\n      <tbody>\n        <tr style=\"border-bottom: 1px solid #ececec;\">\n          <td style=\"padding: 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">.env<\/td>\n          <td style=\"padding: 16px; font-size: 15px; color: #333333; vertical-align: middle;\">Hugging Face\u306e\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u3092\u7ba1\u7406\u3059\u308b<\/td>\n        <\/tr>\n        <tr style=\"border-bottom: 1px solid #ececec;\">\n          <td style=\"padding: 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">.gitignore<\/td>\n          <td style=\"padding: 16px; font-size: 15px; color: #333333; vertical-align: middle;\">Git\u3067\u7ba1\u7406\u3057\u306a\u3044\u30d5\u30a1\u30a4\u30eb\u3092\u6307\u5b9a\u3059\u308b<\/td>\n        <\/tr>\n        <tr style=\"border-bottom: 1px solid #ececec;\">\n          <td style=\"padding: 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">app.py<\/td>\n          <td style=\"padding: 16px; font-size: 15px; color: #333333; vertical-align: middle;\">\u611f\u60c5\u5206\u6790\u30a2\u30d7\u30ea\u672c\u4f53\u306e\u51e6\u7406\u3092\u8a18\u8ff0\u3059\u308b<\/td>\n        <\/tr>\n        <tr>\n          <td style=\"padding: 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">requirements.txt<\/td>\n          <td style=\"padding: 16px; font-size: 15px; color: #333333; vertical-align: middle;\">\u30a2\u30d7\u30ea\u3067\u4f7f\u7528\u3059\u308bPython\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u7ba1\u7406\u3059\u308b<\/td>\n        <\/tr>\n      <\/tbody>\n    <\/table>\n  <\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. Python\u306e\u4eee\u60f3\u74b0\u5883\u3092\u4f5c\u6210\u3059\u308b<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3078\u79fb\u52d5\u3057\u3001Python\u306e\u4eee\u60f3\u74b0\u5883\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"max-width: 900px; margin: 16px 0; border-radius: 10px; overflow: hidden; box-shadow: 0 2px 12px rgba(0,0,0,0.08);\">\n  <pre style=\"margin:0;padding:16px;background-color:#263238;color:#EEFFFF;font-family:ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;font-size:14px;line-height:1.6;overflow-x:auto;\"><code>python -m venv .venv<\/code><\/pre>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eee\u60f3\u74b0\u5883\u3092\u6709\u52b9\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"max-width: 900px; margin: 16px 0; border-radius: 10px; overflow: hidden; box-shadow: 0 2px 12px rgba(0,0,0,0.08);\">\n  <pre style=\"margin:0;padding:16px;background-color:#263238;color:#EEFFFF;font-family:ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;font-size:14px;line-height:1.6;overflow-x:auto;\"><code>source .venv\/bin\/activate<\/code><\/pre>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eee\u60f3\u74b0\u5883\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u306e\u30a2\u30d7\u30ea\u3067\u4f7f\u7528\u3059\u308bPython\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4ed6\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3068\u5206\u3051\u3066\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2. \u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u4f7f\u7528\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3092requirements.txt\u3078\u8a18\u8ff0\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"max-width: 900px; margin: 16px 0; border-radius: 10px; overflow: hidden; box-shadow: 0 2px 12px rgba(0,0,0,0.08);\">\n  <div style=\"display:flex;align-items:center;padding:10px 16px;background-color:#304047;color:#d5ffff;font-family:-apple-system,BlinkMacSystemFont,'Hiragino Kaku Gothic ProN','Yu Gothic',sans-serif;font-size:13px;font-weight:600;\">requirements.txt<\/div>\n  <pre style=\"margin:0;padding:16px;background-color:#263238;color:#EEFFFF;font-family:ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;font-size:14px;line-height:1.6;overflow-x:auto;\"><code>\u30fbgradio\n\u30fbhuggingface_hub\n\u30fbpython-dotenv<\/code><\/pre>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u308c\u305e\u308c\u306e\u5f79\u5272\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30fbgradio<br>\u2192Python\u304b\u3089\u7c21\u5358\u306bWeb\u753b\u9762\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea<\/li>\n\n\n\n<li>\u30fbhuggingface_hub<br>\u2192Python\u304b\u3089Hugging Face Hub\u3084\u63a8\u8ad6\u30b5\u30fc\u30d3\u30b9\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea<\/li>\n\n\n\n<li>\u30fbpython-dotenv<br>\u2192.env\u30d5\u30a1\u30a4\u30eb\u306b\u8a18\u8f09\u3057\u305f\u74b0\u5883\u5909\u6570\u3092Python\u304b\u3089\u8aad\u307f\u8fbc\u3080\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u30bf\u30fc\u30df\u30ca\u30eb\u3092\u958b\u304d\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"max-width: 900px; margin: 16px 0; border-radius: 10px; overflow: hidden; box-shadow: 0 2px 12px rgba(0,0,0,0.08);\">\n  <pre style=\"margin:0;padding:16px;background-color:#263238;color:#EEFFFF;font-family:ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;font-size:14px;line-height:1.6;overflow-x:auto;\"><code>pip install -r requirements.txt<\/code><\/pre>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u306e\u5b9f\u88c5\u3067\u306f\u3001Hugging Face\u4e0a\u306e\u63a8\u8ad6\u74b0\u5883\u3092API\u7d4c\u7531\u3067\u5229\u7528\u3059\u308b\u305f\u3081\u3001\u30ed\u30fc\u30ab\u30eb\u63a8\u8ad6\u3067\u4f7f\u7528\u3059\u308btransformers\u3084torch\u306f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<h3 id=\"outline__4_5\" class=\"wp-block-heading\">\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u3092.env\u3078\u8a2d\u5b9a\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. \u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u3092.env\u306b\u8a2d\u5b9a\u3059\u308b<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u76f4\u4e0b\u306b.env\u3092\u4f5c\u6210\u3057\u3001\u5148\u307b\u3069\u767a\u884c\u3057\u305f\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"max-width: 900px; margin: 16px 0; border-radius: 10px; overflow: hidden; box-shadow: 0 2px 12px rgba(0,0,0,0.08);\">\n  <div style=\"display:flex;align-items:center;padding:10px 16px;background-color:#304047;color:#d5ffff;font-family:-apple-system,BlinkMacSystemFont,'Hiragino Kaku Gothic ProN','Yu Gothic',sans-serif;font-size:13px;font-weight:600;\">.env<\/div>\n  <pre style=\"margin:0;padding:16px;background-color:#263238;color:#EEFFFF;font-family:ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;font-size:14px;line-height:1.6;overflow-x:auto;\"><code>HF_TOKEN=hf_xxxxxxxxxxxxxxxxx<\/code><\/pre>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">hf_xxxxxxxxxxxxxxxxx\u306e\u90e8\u5206\u306b\u306f\u3001\u5b9f\u969b\u306b\u767a\u884c\u3057\u305f\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<br>\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306bPython\u30b3\u30fc\u30c9\u3078\u76f4\u63a5\u8a18\u8ff0\u3059\u308b\u3053\u3068\u306f\u907f\u3051\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<div style=\"max-width: 900px; margin: 16px 0; border-radius: 10px; overflow: hidden; box-shadow: 0 2px 12px rgba(0,0,0,0.08);\">\n  <div style=\"display:flex;align-items:center;padding:10px 16px;background-color:#304047;color:#d5ffff;font-family:-apple-system,BlinkMacSystemFont,'Hiragino Kaku Gothic ProN','Yu Gothic',sans-serif;font-size:13px;font-weight:600;\">Python<\/div>\n  <pre style=\"margin:0;padding:16px;background-color:#263238;color:#EEFFFF;font-family:ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;font-size:14px;line-height:1.6;overflow-x:auto;\"><code># \u975e\u63a8\u5968\nhf_token = \"hf_xxxxxxxxxxxxxxxxx\"<\/code><\/pre>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092GitHub\u306a\u3069\u3078\u516c\u958b\u3057\u305f\u969b\u306b\u3001\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u307e\u3067\u5916\u90e8\u3078\u516c\u958b\u3055\u308c\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2. .env\u3092Git\u306e\u7ba1\u7406\u5bfe\u8c61\u304b\u3089\u9664\u5916\u3059\u308b<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u3092\u8aa4\u3063\u3066Git\u3078\u30b3\u30df\u30c3\u30c8\u3057\u306a\u3044\u3088\u3046\u306b\u3001.gitignore\u3078\u4ee5\u4e0b\u3092\u8a18\u8ff0\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"max-width: 900px; margin: 16px 0; border-radius: 10px; overflow: hidden; box-shadow: 0 2px 12px rgba(0,0,0,0.08);\">\n  <div style=\"display:flex;align-items:center;padding:10px 16px;background-color:#304047;color:#d5ffff;font-family:-apple-system,BlinkMacSystemFont,'Hiragino Kaku Gothic ProN','Yu Gothic',sans-serif;font-size:13px;font-weight:600;\">.gitignore<\/div>\n  <pre style=\"margin:0;padding:16px;background-color:#263238;color:#EEFFFF;font-family:ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;font-size:14px;line-height:1.6;overflow-x:auto;\"><code>.env\n.venv\/<\/code><\/pre>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u306b\u3088\u308a\u3001.env\u3068Python\u306e\u4eee\u60f3\u74b0\u5883.venv\u304cGit\u306e\u7ba1\u7406\u5bfe\u8c61\u304b\u3089\u9664\u5916\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__4_6\" class=\"wp-block-heading\">\u611f\u60c5\u5206\u6790\u30a2\u30d7\u30ea\u3092\u5b9f\u88c5\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d9a\u3044\u3066\u3001<strong>app.py<\/strong>\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u4eca\u56de\u306f\u3001\u5165\u529b\u3055\u308c\u305f\u65e5\u672c\u8a9e\u306e\u6587\u7ae0\u3092\u4ee5\u4e0b\u306e3\u7a2e\u985e\u306b\u5206\u985e\u3059\u308bAI\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30dd\u30b8\u30c6\u30a3\u30d6<\/li>\n\n\n\n<li>\u4e2d\u7acb<\/li>\n\n\n\n<li>\u30cd\u30ac\u30c6\u30a3\u30d6<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u7528\u3059\u308b\u30e2\u30c7\u30eb\u306f\u3001Hugging Face Hub\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u4ee5\u4e0b\u306e\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>lxyuan\/distilbert-base-multilingual-cased-sentiments-student<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30e2\u30c7\u30eb\u306f\u65e5\u672c\u8a9e\u3092\u542b\u3080\u8907\u6570\u306e\u8a00\u8a9e\u306b\u5bfe\u5fdc\u3057\u305f\u611f\u60c5\u5206\u6790\u30e2\u30c7\u30eb\u3067\u3001\u6587\u7ae0\u3092\u4ee5\u4e0b\u306e3\u3064\u306e\u30e9\u30d9\u30eb\u306b\u5206\u985e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>positive<\/li>\n\n\n\n<li>neutral<\/li>\n\n\n\n<li>negative<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u306f\u3053\u308c\u3089\u306e\u82f1\u8a9e\u30e9\u30d9\u30eb\u3092\u3001\u65e5\u672c\u8a9e\u306e\u300c\u30dd\u30b8\u30c6\u30a3\u30d6\u300d\u300c\u4e2d\u7acb\u300d\u300c\u30cd\u30ac\u30c6\u30a3\u30d6\u300d\u306b\u5909\u63db\u3057\u3066\u753b\u9762\u3078\u8868\u793a\u3057\u307e\u3059\u3002<br><a href=\"https:\/\/huggingface.co\/lxyuan\/distilbert-base-multilingual-cased-sentiments-student\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">https:\/\/huggingface.co\/lxyuan\/distilbert-base-multilingual-cased-sentiments-student<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">app.py\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8a18\u8ff0\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"max-width: 900px; margin: 16px 0; border-radius: 10px; overflow: hidden; box-shadow: 0 2px 12px rgba(0,0,0,0.08);\">\n  <div style=\"display:flex;align-items:center;padding:10px 16px;background-color:#304047;color:#d5ffff;font-family:-apple-system,BlinkMacSystemFont,'Hiragino Kaku Gothic ProN','Yu Gothic',sans-serif;font-size:13px;font-weight:600;\">app.py<\/div>\n  <pre style=\"margin:0;padding:16px;background-color:#263238;color:#EEFFFF;font-family:ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;font-size:14px;line-height:1.6;overflow-x:auto;\"><code>import os\n\nimport gradio as gr\nfrom dotenv import load_dotenv\nfrom huggingface_hub import InferenceClient\n\n# .env\u30d5\u30a1\u30a4\u30eb\u306b\u8a2d\u5b9a\u3057\u305f\u74b0\u5883\u5909\u6570\u3092\u8aad\u307f\u8fbc\u3080\nload_dotenv()\n\n# HF_TOKEN\u3068\u3044\u3046\u540d\u524d\u306e\u74b0\u5883\u5909\u6570\u304b\u3089\n# Hugging Face\u306e\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u3092\u53d6\u5f97\u3059\u308b\nhf_token = os.getenv(\"HF_TOKEN\")\n\n# \u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u3092\u53d6\u5f97\u3067\u304d\u306a\u304b\u3063\u305f\u5834\u5408\u306f\n# Hugging Face\u306eAPI\u3092\u5229\u7528\u3067\u304d\u306a\u3044\u305f\u3081\u51e6\u7406\u3092\u505c\u6b62\u3059\u308b\nif not hf_token:\n    raise RuntimeError(\n        \"HF_TOKEN\u304c\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002.env\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\"\n    )\n\n# \u4eca\u56de\u5229\u7528\u3059\u308b\u611f\u60c5\u5206\u6790\u30e2\u30c7\u30eb\u306eID\nMODEL_ID = (\n    \"lxyuan\/\"\n    \"distilbert-base-multilingual-cased-sentiments-student\"\n)\n\n# Hugging Face\u306e\u63a8\u8ad6\u30b5\u30fc\u30d3\u30b9\u3078\u30a2\u30af\u30bb\u30b9\u3059\u308b\u305f\u3081\u306e\n# \u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u4f5c\u6210\u3059\u308b\nclient = InferenceClient(\n    provider=\"hf-inference\",\n    api_key=hf_token,\n)\n\n\ndef analyze_sentiment(text: str) -&gt; str:\n    \"\"\"\n    \u5165\u529b\u3055\u308c\u305f\u65e5\u672c\u8a9e\u306e\u6587\u7ae0\u3092Hugging Face\u3078\u9001\u308a\u3001\n    \u30dd\u30b8\u30c6\u30a3\u30d6\u30fb\u4e2d\u7acb\u30fb\u30cd\u30ac\u30c6\u30a3\u30d6\u3092\u5224\u5b9a\u3059\u308b\n    \"\"\"\n\n    # \u7a7a\u6587\u5b57\u3084\u30b9\u30da\u30fc\u30b9\u3060\u3051\u306e\u5834\u5408\u306f\n    # Hugging Face\u3078\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u4fe1\u3057\u306a\u3044\n    if not text.strip():\n        return \"\u6587\u7ae0\u3092\u5165\u529b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\"\n\n    # Hugging Face\u4e0a\u306e\u611f\u60c5\u5206\u6790\u30e2\u30c7\u30eb\u3078\u6587\u7ae0\u3092\u9001\u308a\u3001\n    # \u30c6\u30ad\u30b9\u30c8\u5206\u985e\u3092\u5b9f\u884c\u3059\u308b\n    results = client.text_classification(\n        text,\n        model=MODEL_ID,\n    )\n\n    # \u8fd4\u3055\u308c\u305f\u5224\u5b9a\u7d50\u679c\u306e\u4e2d\u304b\u3089\u3001\n    # \u6700\u3082\u30b9\u30b3\u30a2\u304c\u9ad8\u3044\u3082\u306e\u3092\u53d6\u5f97\u3059\u308b\n    result = max(\n        results,\n        key=lambda item: item.score,\n    )\n\n    # AI\u30e2\u30c7\u30eb\u304b\u3089\u8fd4\u3055\u308c\u305f\u82f1\u8a9e\u30e9\u30d9\u30eb\u3092\n    # \u65e5\u672c\u8a9e\u8868\u793a\u3078\u5909\u63db\u3059\u308b\n    label_map = {\n        \"positive\": \"\u30dd\u30b8\u30c6\u30a3\u30d6 \ud83d\ude0a\",\n        \"neutral\": \"\u4e2d\u7acb \ud83d\ude10\",\n        \"negative\": \"\u30cd\u30ac\u30c6\u30a3\u30d6 \ud83d\ude22\",\n    }\n\n    sentiment = label_map.get(\n        result.label.lower(),\n        result.label,\n    )\n\n    # \u5224\u5b9a\u7d50\u679c\u3068\u4fe1\u983c\u5ea6\u3092\u753b\u9762\u3078\u8fd4\u3059\n    return (\n        f\"\u5224\u5b9a: {sentiment}\\n\"\n        f\"\u4fe1\u983c\u5ea6: {result.score:.1%}\"\n    )\n\n\n# Gradio\u3092\u5229\u7528\u3057\u3066Web\u753b\u9762\u3092\u4f5c\u6210\u3059\u308b\ndemo = gr.Interface(\n    fn=analyze_sentiment,\n    inputs=gr.Textbox(\n        lines=3,\n        label=\"\u6587\u7ae0\",\n        placeholder=\"\u4f8b: \u3053\u306e\u6620\u753b\u306f\u672c\u5f53\u306b\u6700\u9ad8\u3067\u3057\u305f\uff01\",\n    ),\n    outputs=gr.Textbox(\n        label=\"AI\u306e\u5224\u5b9a\u7d50\u679c\",\n    ),\n    title=\"Hugging Face \u611f\u60c5\u5206\u6790\u30a2\u30d7\u30ea\",\n    description=(\n        \"\u6587\u7ae0\u3092\u5165\u529b\u3059\u308b\u3068\u3001AI\u304c\"\n        \"\u30dd\u30b8\u30c6\u30a3\u30d6\u30fb\u4e2d\u7acb\u30fb\u30cd\u30ac\u30c6\u30a3\u30d6\u3092\u5224\u5b9a\u3057\u307e\u3059\u3002\"\n    ),\n    examples=[\n        [\"\u3053\u306e\u6620\u753b\u306f\u672c\u5f53\u306b\u6700\u9ad8\u3067\u3057\u305f\uff01\"],\n        [\"\u3053\u306e\u5546\u54c1\u306b\u306f\u3068\u3066\u3082\u304c\u3063\u304b\u308a\u3057\u307e\u3057\u305f\u3002\"],\n        [\"\u4eca\u65e5\u306f\u7279\u306b\u5909\u308f\u3063\u305f\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\"],\n    ],\n)\n\nif __name__ == \"__main__\":\n    demo.launch()<\/code><\/pre>\n<\/div>\n\n\n\n<h3 id=\"outline__4_7\" class=\"wp-block-heading\">\u30a2\u30d7\u30ea\u3092\u8d77\u52d5\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u88c5\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u30bf\u30fc\u30df\u30ca\u30eb\u3067\u4ee5\u4e0b\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"max-width: 900px; margin: 16px 0; border-radius: 10px; overflow: hidden; box-shadow: 0 2px 12px rgba(0,0,0,0.08);\">\n  <pre style=\"margin:0;padding:16px;background-color:#263238;color:#EEFFFF;font-family:ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;font-size:14px;line-height:1.6;overflow-x:auto;\"><code>python app.py<\/code><\/pre>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b63\u5e38\u306b\u8d77\u52d5\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306aURL\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"max-width: 900px; margin: 16px 0; border-radius: 10px; overflow: hidden; box-shadow: 0 2px 12px rgba(0,0,0,0.08);\">\n  <pre style=\"margin:0;padding:16px;background-color:#263238;color:#EEFFFF;font-family:ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;font-size:14px;line-height:1.6;overflow-x:auto;\"><code>Running on local URL: http:\/\/127.0.0.1:7860<\/code><\/pre>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d6\u30e9\u30a6\u30b6\u304b\u3089 http:\/\/127.0.0.1:7860 \u3078\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3068\u3001\u4eca\u56de\u4f5c\u6210\u3057\u305f\u611f\u60c5\u5206\u6790\u30a2\u30d7\u30ea\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure style=\"margin:16px 0;text-align:center;\">\n  <a href=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/hugging-face-sentiment-analysis-demo.webp\" class=\"img-zoom\" data-img-lightbox aria-label=\"\u753b\u50cf\u3092\u62e1\u5927\u8868\u793a\uff1a\u611f\u60c5\u5206\u6790\u30a2\u30d7\u30ea\u306e\u5b9f\u884c\u7d50\u679c\u753b\u9762\">\n  <img decoding=\"async\" src=\"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/hugging-face-sentiment-analysis-demo.webp\" class=\"post-img\" alt=\"\u611f\u60c5\u5206\u6790\u30a2\u30d7\u30ea\u306e\u5b9f\u884c\u7d50\u679c\u753b\u9762\" loading=\"lazy\">\n  <\/a>\n  <figcaption style=\"font-size:13px;color:#666;text-align:center;margin-top:8px;\">\u6587\u7ae0\u3092\u5165\u529b\u3057\u305f\u969b\u306e\u611f\u60c5\u5206\u6790\u30a2\u30d7\u30ea\u306e\u5b9f\u884c\u7d50\u679c<\/figcaption>\n<\/figure>\n\n\n\n<h2 id=\"outline__5\" class=\"wp-block-heading\">Hugging Face\u306e\u6599\u91d1\u30d7\u30e9\u30f3<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Hugging Face\u306f\u57fa\u672c\u6a5f\u80fd\u306e\u591a\u304f\u3092\u7121\u6599\u3067\u5229\u7528\u3067\u304d\u307e\u3059\u304c\u3001\u6709\u6599\u30d7\u30e9\u30f3\u3084\u4e00\u90e8\u6a5f\u80fd\u306b\u304a\u3051\u308b\u8ab2\u91d1\u8981\u7d20\u3082\u5099\u308f\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div style=\"max-width: 900px; margin: 12px 0; font-family: -apple-system, BlinkMacSystemFont, 'Hiragino Kaku Gothic ProN', 'Yu Gothic', sans-serif;\">\n  <div style=\"border-radius: 16px; overflow: hidden; box-shadow: 0 2px 12px rgba(0,0,0,0.08); border: 1px solid #ececec;\">\n    <table style=\"width: 100%; border-collapse: collapse; background: #ffffff;\">\n      <thead>\n        <tr>\n          <th style=\"background: #1e3a9e; color: #ffffff; text-align: center; padding: 16px; font-size: 15px; font-weight: 700; width: 28%;\">\u30d7\u30e9\u30f3\u30fb\u30b5\u30fc\u30d3\u30b9<\/th>\n          <th style=\"background: #2f6fd6; color: #ffffff; text-align: center; padding: 16px; font-size: 15px; font-weight: 700; width: 26%;\">\u6599\u91d1<\/th>\n          <th style=\"background: #17a8cf; color: #ffffff; text-align: center; padding: 16px; font-size: 15px; font-weight: 700; width: 46%;\">\u5185\u5bb9<\/th>\n        <\/tr>\n      <\/thead>\n      <tbody>\n        <tr>\n          <td colspan=\"3\" style=\"background: #eaf3fc; padding: 10px 16px; font-size: 14px; font-weight: 700; color: #1450c9;\">\u25a0 \u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3<\/td>\n        <\/tr>\n        <tr style=\"border-bottom: 1px solid #ececec;\">\n          <td style=\"padding: 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">Free (Hugging Face Hub)<\/td>\n          <td style=\"padding: 16px; font-size: 15px; font-weight: 700; color: #1450c9; text-align: center; vertical-align: middle; border-right: 1px solid #ececec;\">\u7121\u6599<\/td>\n          <td style=\"padding: 16px; font-size: 15px; color: #333333; vertical-align: middle;\">\u57fa\u672c\u6a5f\u80fd\u304c\u5229\u7528\u53ef\u80fd<\/td>\n        <\/tr>\n        <tr style=\"border-bottom: 1px solid #ececec;\">\n          <td style=\"padding: 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">Pro Account<\/td>\n          <td style=\"padding: 16px; font-size: 15px; font-weight: 700; color: #1450c9; text-align: center; vertical-align: middle; border-right: 1px solid #ececec;\">$9\/\u6708<\/td>\n          <td style=\"padding: 16px; font-size: 15px; color: #333333; vertical-align: middle;\">GPU\u5229\u7528\u67a0\u5897\u52a0\u30fb\u9ad8\u901f\u30ad\u30e5\u30fc<br>Pro\u30d0\u30c3\u30b8\u8868\u793a\u306a\u3069<\/td>\n        <\/tr>\n        <tr style=\"border-bottom: 1px solid #ececec;\">\n          <td style=\"padding: 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">Team<\/td>\n          <td style=\"padding: 16px; font-size: 15px; font-weight: 700; color: #1450c9; text-align: center; vertical-align: middle; border-right: 1px solid #ececec;\">$20\/\u30e6\u30fc\u30b6\u30fc\/\u6708<\/td>\n          <td style=\"padding: 16px; font-size: 15px; color: #333333; vertical-align: middle;\">\u30c1\u30fc\u30e0\u5411\u3051\u30d7\u30e9\u30f3<br>\u76e3\u67fb\u30ed\u30b0\u30fbSSO\u30b5\u30dd\u30fc\u30c8\u306a\u3069<\/td>\n        <\/tr>\n        <tr style=\"border-bottom: 1px solid #ececec;\">\n          <td style=\"padding: 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">Enterprise<\/td>\n          <td style=\"padding: 16px; font-size: 15px; font-weight: 700; color: #1450c9; text-align: center; vertical-align: middle; border-right: 1px solid #ececec;\">$50~\/\u30e6\u30fc\u30b6\u30fc\/\u6708<\/td>\n          <td style=\"padding: 16px; font-size: 15px; color: #333333; vertical-align: middle;\">\u6cd5\u4eba\u5411\u3051\u30d7\u30e9\u30f3<br>\u5c02\u4efb\u30b5\u30dd\u30fc\u30c8\u30fb\u9ad8\u5ea6\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/td>\n        <\/tr>\n        <tr>\n          <td colspan=\"3\" style=\"background: #fdf1e8; padding: 10px 16px; font-size: 14px; font-weight: 700; color: #d9822b;\">\u25a0 \u5f93\u91cf\u8ab2\u91d1\u30b5\u30fc\u30d3\u30b9<\/td>\n        <\/tr>\n        <tr style=\"border-bottom: 1px solid #ececec;\">\n          <td style=\"padding: 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">Spaces Hardware<\/td>\n          <td style=\"padding: 16px; font-size: 15px; font-weight: 700; color: #d9822b; text-align: center; vertical-align: middle; border-right: 1px solid #ececec;\">$0~23.5\/\u6642\u9593<\/td>\n          <td style=\"padding: 16px; font-size: 15px; color: #333333; vertical-align: middle;\">GPU\u30fbCPU\u74b0\u5883<\/td>\n        <\/tr>\n        <tr style=\"border-bottom: 1px solid #ececec;\">\n          <td style=\"padding: 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">Inference Endpoints<\/td>\n          <td style=\"padding: 16px; font-size: 15px; font-weight: 700; color: #d9822b; text-align: center; vertical-align: middle; border-right: 1px solid #ececec;\">$0.03~\/\u6642\u9593<\/td>\n          <td style=\"padding: 16px; font-size: 15px; color: #333333; vertical-align: middle;\">API\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/td>\n        <\/tr>\n        <tr>\n          <td style=\"padding: 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">Storage<\/td>\n          <td style=\"padding: 16px; font-size: 15px; font-weight: 700; color: #d9822b; text-align: center; vertical-align: middle; border-right: 1px solid #ececec;\">$8~12<\/td>\n          <td style=\"padding: 16px; font-size: 15px; color: #333333; vertical-align: middle;\">\u6c38\u7d9a\u30b9\u30c8\u30ec\u30fc\u30b8<\/td>\n        <\/tr>\n      <\/tbody>\n    <\/table>\n  <\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a73\u3057\u3044\u6599\u91d1\u4f53\u7cfb\u306b\u3064\u3044\u3066\u306f\u3001<a href=\"https:\/\/huggingface.co\/pricing\" data-type=\"link\" data-id=\"https:\/\/huggingface.co\/pricing\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Hugging Face\u516c\u5f0f\u30b5\u30a4\u30c8\u306e\u6599\u91d1\u30da\u30fc\u30b8<\/a>\u3092\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h3 id=\"outline__5_1\" class=\"wp-block-heading\">\u7121\u6599\u3067\u3067\u304d\u308b\u7bc4\u56f2<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Hugging Face \u306e\u4e2d\u5fc3\u3067\u3042\u308bHub\u306e\u57fa\u672c\u6a5f\u80fd\u306f\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u5168\u3066\u7121\u6599\u3067\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059<\/span>\u3002<br>\u516c\u958b\u30e2\u30c7\u30eb\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u95b2\u89a7\u30fb\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3001\u516c\u958b\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u4f5c\u6210\u3001CPU\u74b0\u5883\u3067\u306eSpaces\u5229\u7528\u306e\u4ed6\u306b\u3001Transformers\u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3082\u4f7f\u7528\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u306e\u305f\u3081\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u5b66\u7fd2\u3084\u500b\u4eba\u958b\u767a\u3001\u5c0f\u898f\u6a21\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3042\u308c\u3070\u7121\u6599\u30d7\u30e9\u30f3\u3067\u3082\u5341\u5206\u6d3b\u7528\u3067\u304d\u307e\u3059<\/span>\u3002<\/p>\n\n\n\n<h3 id=\"outline__5_2\" class=\"wp-block-heading\">\u6709\u6599\u30d7\u30e9\u30f3\u3068\u8ffd\u52a0\u306e\u8ab2\u91d1\u8981\u7d20<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u6599\u30d7\u30e9\u30f3\u3067\u306f\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u5bb9\u91cf\u3084API\u5229\u7528\u67a0\u306e\u62e1\u5927\u3001Spaces\u306e\u5229\u7528\u6a5f\u80fd\u3001\u30c1\u30fc\u30e0\u30fb\u7d44\u7e54\u5411\u3051\u306e\u7ba1\u7406\u6a5f\u80fd\u306a\u3069\u304c\u63d0\u4f9b\u3055\u308c\u307e\u3059\u3002<br>\u307e\u305f\u3001\u30d7\u30e9\u30f3\u306b\u3088\u3063\u3066\u306fHugging Face\u306e\u5404\u7a2e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c8\u30b5\u30fc\u30d3\u30b9\uff08\u63a8\u8ad6\u3084GPU\u5229\u7528\u306a\u3069\uff09\u306b\u5145\u3066\u3089\u308c\u308b\u30af\u30ec\u30b8\u30c3\u30c8\u3082\u4ed8\u4e0e\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3001Spaces\u3067\u9ad8\u6027\u80fd\u306aCPU\u30fbGPU\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u3084\u3001Inference Endpoints\u3067\u30e2\u30c7\u30eb\u3092\u904b\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u5229\u7528\u3059\u308b\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3084\u7a3c\u50cd\u6642\u9593\u306b\u5fdc\u3058\u3066\u5225\u9014\u6599\u91d1\u304c\u767a\u751f\u3057\u307e\u3059\u3002<br>\u305d\u306e\u305f\u3081\u3001\u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u3084AI\u30a2\u30d7\u30ea\u3092\u7d99\u7d9a\u7684\u306b\u904b\u7528\u3059\u308b\u5834\u5408\u306f\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u6708\u984d\u30d7\u30e9\u30f3\u3060\u3051\u3067\u306a\u304f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30c8\u74b0\u5883\u306e\u5f93\u91cf\u8ab2\u91d1\u3082\u542b\u3081\u3066\u6599\u91d1\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059<\/span>\u3002<\/p>\n\n\n\n<h2 id=\"outline__6\" class=\"wp-block-heading\">Hugging Face\u3092\u63a1\u7528\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n<h3 id=\"outline__6_1\" class=\"wp-block-heading\">Hugging Face\u3092\u5c0e\u5165\u3059\u308b\u30e1\u30ea\u30c3\u30c8<\/h3>\n\n\n\n<div style=\"max-width: 900px; margin: 12px 0; font-family: -apple-system, BlinkMacSystemFont, 'Hiragino Kaku Gothic ProN', 'Yu Gothic', sans-serif;\">\n  <div style=\"border-radius: 16px; overflow: hidden; box-shadow: 0 2px 12px rgba(0,0,0,0.08); border: 1px solid #ececec;\">\n    <table style=\"width: 100%; border-collapse: collapse; background: #ffffff;\">\n      <thead>\n        <tr>\n          <th style=\"background: #1e3a9e; color: #ffffff; text-align: center; padding: 16px; font-size: 15px; font-weight: 700; width: 20%;\">\u89b3\u70b9<\/th>\n          <th style=\"background: #2f6fd6; color: #ffffff; text-align: center; padding: 16px; font-size: 15px; font-weight: 700; width: 40%;\">\u30e1\u30ea\u30c3\u30c8<\/th>\n          <th style=\"background: #17a8cf; color: #ffffff; text-align: center; padding: 16px; font-size: 15px; font-weight: 700; width: 40%;\">\u30c7\u30e1\u30ea\u30c3\u30c8<\/th>\n        <\/tr>\n      <\/thead>\n      <tbody>\n        <tr style=\"border-bottom: 1px solid #ececec;\">\n          <td style=\"padding: 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">\u30e2\u30c7\u30eb\u306e\u5165\u624b\u6027<\/td>\n          <td style=\"padding: 16px; font-size: 15px; color: #333333; vertical-align: middle; border-right: 1px solid #ececec;\">200\u4e07\u4ee5\u4e0a\u306e\u30e2\u30c7\u30eb\u304c\u5373\u5229\u7528\u53ef\u80fd<\/td>\n          <td style=\"padding: 16px; font-size: 15px; color: #333333; vertical-align: middle;\">\u54c1\u8cea\u30fb\u30e9\u30a4\u30bb\u30f3\u30b9\u304c\u30e2\u30c7\u30eb\u3054\u3068\u306b\u30d0\u30e9\u30d0\u30e9<\/td>\n        <\/tr>\n        <tr style=\"border-bottom: 1px solid #ececec;\">\n          <td style=\"padding: 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">\u5b9f\u884c\u74b0\u5883<\/td>\n          <td style=\"padding: 16px; font-size: 15px; color: #333333; vertical-align: middle; border-right: 1px solid #ececec;\">Spaces\u3067\u30c7\u30e2\u3092\u3059\u3050\u8a66\u305b\u308b<\/td>\n          <td style=\"padding: 16px; font-size: 15px; color: #333333; vertical-align: middle;\">\u9ad8\u6027\u80fd\u30e2\u30c7\u30eb\u306fGPU\u304c\u5fc5\u8981\u3067\u30b3\u30b9\u30c8\u304c\u767a\u751f<\/td>\n        <\/tr>\n        <tr>\n          <td style=\"padding: 16px; font-weight: 700; font-size: 15px; color: #1a1a1a; vertical-align: middle; border-right: 1px solid #ececec;\">\u9078\u5b9a<\/td>\n          <td style=\"padding: 16px; font-size: 15px; color: #333333; vertical-align: middle; border-right: 1px solid #ececec;\">\u6d3b\u767a\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3067\u60c5\u5831\u304c\u8c4a\u5bcc<\/td>\n          <td style=\"padding: 16px; font-size: 15px; color: #333333; vertical-align: middle;\">\u30e2\u30c7\u30eb\u6570\u304c\u591a\u304f\u9078\u5b9a\u304c\u96e3\u3057\u3044<\/td>\n        <\/tr>\n      <\/tbody>\n    <\/table>\n  <\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Hugging Face\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u81a8\u5927\u306a\u6570\u306eAI\u30e2\u30c7\u30eb\u3092\u5373\u5ea7\u306b\u5229\u7528\u3067\u304d\u308b\u3053\u3068\u3067\u3059<\/span>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u7ae0\u751f\u6210\u3084\u7ffb\u8a33\u3001\u753b\u50cf\u751f\u6210\u3001\u97f3\u58f0\u8a8d\u8b58\u306a\u3069\u3001\u591a\u69d8\u306a\u7528\u9014\u306b\u5bfe\u5fdc\u3057\u305f\u30e2\u30c7\u30eb\u304c\u516c\u958b\u3055\u308c\u3066\u304a\u308a\u3001\u30bc\u30ed\u304b\u3089\u5b66\u7fd2\u3055\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u305b\u3093\u3002<br>\u77e5\u8b58\u304c\u306a\u304f\u3001AI\u30a2\u30d7\u30ea\u306e\u958b\u767a\u304c\u96e3\u3057\u3044\u3068\u3044\u3046\u65b9\u3067\u3082\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">Spaces\u306b\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u30c7\u30e2\u30a2\u30d7\u30ea\u3092\u901a\u3058\u3066\u6c17\u8efd\u306b\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059<\/span>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001Transformers\u3084<a href=\"https:\/\/huggingface.co\/docs\/diffusers\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Diffusers<\/a>\u306a\u3069\u306e\u516c\u5f0f\u30e9\u30a4\u30d6\u30e9\u30ea\u3082\u5145\u5b9f\u3057\u3066\u304a\u308a\u3001\u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u30e2\u30c7\u30eb\u5229\u7528\u3084\u5b66\u7fd2\u3092\u5c11\u306a\u3044Python\u30b3\u30fc\u30c9\u3067\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<br>\u3055\u3089\u306b\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u304c\u6d3b\u767a\u3067\u3001\u6700\u65b0\u306e\u7814\u7a76\u6210\u679c\u3084\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u304c\u7d20\u65e9\u304f\u516c\u958b\u3055\u308c\u308b\u305f\u3081\u3001\u6700\u5148\u7aef\u6280\u8853\u3092\u53d6\u308a\u5165\u308c\u3084\u3059\u3044\u70b9\u3082\u9b45\u529b\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__6_2\" class=\"wp-block-heading\">Hugging Face\u3092\u5229\u7528\u3059\u308b\u969b\u306e\u30c7\u30e1\u30ea\u30c3\u30c8\u3068\u6ce8\u610f\u70b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Hugging Face Hub\u306b\u306f\u591a\u304f\u306e\u30e2\u30c7\u30eb\u304c\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u54c1\u8cea\u3084\u30e9\u30a4\u30bb\u30f3\u30b9\u3001\u5229\u7528\u6761\u4ef6\u306f\u30e2\u30c7\u30eb\u3054\u3068\u306b\u7570\u306a\u308a\u307e\u3059\u3002<br>\u5546\u7528\u5229\u7528\u3092\u60f3\u5b9a\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\u6761\u4ef6\u3084\u5229\u7528\u898f\u7d04\u3092\u5fc5\u305a\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u9ad8\u6027\u80fd\u30e2\u30c7\u30eb\u306fGPU\u3092\u5fc5\u8981\u3068\u3059\u308b\u5834\u5408\u304c\u591a\u304f\u3001Spaces\u306a\u3069\u3067\u6709\u6599\u306eGPU\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u7a3c\u50cd\u6642\u9593\u306b\u5fdc\u3058\u3066\u6599\u91d1\u304c\u767a\u751f\u3059\u308b\u70b9\u306b\u3082\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<br>\u3055\u3089\u306b\u3001\u591a\u6570\u306e\u30e2\u30c7\u30eb\u304c\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u3069\u306e\u30e2\u30c7\u30eb\u3092\u63a1\u7528\u3059\u3079\u304d\u304b\u306e\u5224\u65ad\u304c\u304b\u3048\u3063\u3066\u96e3\u3057\u304f\u306a\u3063\u3066\u3057\u307e\u3046\u30b1\u30fc\u30b9\u3082\u3042\u308a\u307e\u3059\u3002<br>\u300cModel Cards\u300d\u306b\u8a18\u8f09\u3055\u308c\u305f\u7528\u9014\u3084\u5236\u9650\u3001\u8a55\u4fa1\u7d50\u679c\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3067\u306e\u8a55\u4fa1\u306a\u3069\u3092\u53c2\u8003\u306b\u3057\u306a\u304c\u3089\u9078\u5b9a\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059<\/span>\u3002<\/p>\n\n\n\n<h2 id=\"outline__7\" class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u307e\u3067\u3001Hugging Face\u306e\u6982\u8981\u3084Spaces\u3001\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u306b\u52a0\u3048\u3066\u3001\u5b9f\u969b\u306b\u7c21\u5358\u306aAI\u30a2\u30d7\u30ea\u3092\u4f5c\u6210\u3059\u308b\u624b\u9806\u3001\u6599\u91d1\u30d7\u30e9\u30f3\u3001\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3092\u7d39\u4ecb\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u306e\u5b9f\u8df5\u3067\u306f\u3001\u6587\u7ae0\u3092\u611f\u60c5\u5206\u6790\u3067\u304d\u308b\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092Hugging Face Hub\u304b\u3089\u9078\u3073\u3001Python\u30a2\u30d7\u30ea\u304b\u3089\u5229\u7528\u3057\u307e\u3057\u305f\u3002<br>InferenceClient\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u5927\u304d\u306a\u30e2\u30c7\u30eb\u3092\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3078\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u306a\u304f\u3001API\u7d4c\u7531\u3067AI\u306b\u3088\u308b\u63a8\u8ad6\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059<\/span>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001Gradio\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">Python\u3092\u4e2d\u5fc3\u3068\u3057\u305f\u6bd4\u8f03\u7684\u5c11\u306a\u3044\u30b3\u30fc\u30c9\u3067\u3001\u30d6\u30e9\u30a6\u30b6\u304b\u3089\u64cd\u4f5c\u3067\u304d\u308b\u65e5\u672c\u8a9e\u306e\u611f\u60c5\u5206\u6790\u30a2\u30d7\u30ea\u3092\u4f5c\u6210\u3067\u304d\u307e\u3057\u305f<\/span>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u306e\u3088\u3046\u306a\u5c0f\u898f\u6a21\u306a\u30a2\u30d7\u30ea\u3092\u5b9f\u969b\u306b\u4f5c\u6210\u3059\u308b\u3068\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Hugging Face Hub\u304b\u3089\u30e2\u30c7\u30eb\u3092\u63a2\u3059<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u7528\u9014\u3084\u5bfe\u5fdc\u8a00\u8a9e\u3092\u78ba\u8a8d\u3059\u308b<\/li>\n\n\n\n<li>\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u3092\u5229\u7528\u3057\u3066API\u3078\u30a2\u30af\u30bb\u30b9\u3059\u308b<\/li>\n\n\n\n<li>Python\u304b\u3089AI\u30e2\u30c7\u30eb\u3078\u30c7\u30fc\u30bf\u3092\u9001\u308b<\/li>\n\n\n\n<li>AI\u30e2\u30c7\u30eb\u304b\u3089\u8fd4\u3055\u308c\u305f\u7d50\u679c\u3092\u30a2\u30d7\u30ea\u3067\u6271\u3046<\/li>\n\n\n\n<li>Gradio\u3092\u5229\u7528\u3057\u3066Web\u753b\u9762\u3078\u8868\u793a\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u3044\u3063\u305fHugging Face\u3092\u5229\u7528\u3057\u305fAI\u30a2\u30d7\u30ea\u958b\u767a\u306e\u57fa\u672c\u7684\u306a\u6d41\u308c\u3092\u307e\u3068\u3081\u3066\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Hugging Face\u306f\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u30e2\u30c7\u30eb\u3092\u30d6\u30e9\u30a6\u30b6\u304b\u3089\u8a66\u3059\u3060\u3051\u3067\u306a\u304f\u3001<span class=\"c-user01\" style=\"font-weight:bold;\">\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3078AI\u6a5f\u80fd\u3092\u7d44\u307f\u8fbc\u3080\u305f\u3081\u306e\u5b66\u7fd2\u306b\u3082\u6d3b\u7528\u3067\u304d\u307e\u3059<\/span>\u3002<br>Hub\u3092\u4e2d\u5fc3\u306b\u3001\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001AI\u30a2\u30d7\u30ea\u3092\u52b9\u7387\u3088\u304f\u7ba1\u7406\u30fb\u516c\u958b\u3067\u304d\u308b\u4ed5\u7d44\u307f\u304c\u6574\u3063\u3066\u304a\u308a\u3001\u500b\u4eba\u958b\u767a\u304b\u3089\u4f01\u696d\u5229\u7528\u307e\u3067\u5e45\u5e83\u3044\u5834\u9762\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"Hugging Face\u3068\u306f\u3001AI\u30e2\u30c7\u30eb\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u516c\u958b\u30fb\u5171\u6709\u3067\u304d\u308b\u4e16\u754c\u6700\u5927\u7d1a\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001Hugging Face\u306e\u4ed5\u7d44\u307f\u3084\u57fa\u672c\u6a5f\u80fd\u3001\u6599\u91d1\u30d7\u30e9\u30f3\u3001\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3001\u5b9f\u8df5\u7684\u306a\u4f7f\u3044\u65b9\u307e\u3067\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002","protected":false},"author":12,"featured_media":10717,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"fifu_image_url":"https:\/\/web-img.rensa.jp.net\/images\/techmania\/thumbnail\/images\/hugging_face.webp","fifu_image_alt":"\u3010Hugging Face\u3011AI\u30e2\u30c7\u30eb\u5171\u6709\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0","footnotes":""},"categories":[15],"tags":[],"class_list":["post-10701","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-programming"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.0.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"Hugging Face\u3068\u306f\u3001AI\u30e2\u30c7\u30eb\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u516c\u958b\u30fb\u5171\u6709\u3067\u304d\u308b\u4e16\u754c\u6700\u5927\u7d1a\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001Hugging Face\u306e\u4ed5\u7d44\u307f\u3084\u57fa\u672c\u6a5f\u80fd\u3001\u6599\u91d1\u30d7\u30e9\u30f3\u3001\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3001\u5b9f\u8df5\u7684\u306a\u4f7f\u3044\u65b9\u307e\u3067\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\" \/>\n\t<meta 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property=\"og:image:height\" content=\"196\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2026-07-13T11:14:47+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2026-09-07T09:54:24+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"Hugging Face\u3068\u306f\uff1fAI\u30e2\u30c7\u30eb\u5171\u6709\u306e\u4ed5\u7d44\u307f\u3068\u4f7f\u3044\u65b9\u3092\u89e3\u8aac\" \/>\n\t\t<meta name=\"twitter:description\" content=\"Hugging Face\u3068\u306f\u3001AI\u30e2\u30c7\u30eb\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u516c\u958b\u30fb\u5171\u6709\u3067\u304d\u308b\u4e16\u754c\u6700\u5927\u7d1a\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001Hugging 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