{"id":1603,"date":"2025-08-10T13:13:49","date_gmt":"2025-08-10T04:13:49","guid":{"rendered":"https:\/\/blog.espresso.earth\/?p=1603"},"modified":"2025-08-10T13:25:02","modified_gmt":"2025-08-10T04:25:02","slug":"browserllm","status":"publish","type":"post","link":"https:\/\/blog.espresso.earth\/index.php\/2025\/08\/10\/browserllm\/","title":{"rendered":"\u30d6\u30e9\u30a6\u30b6\u3067\u9ad8\u901f\u30fb\u5b89\u5168\u306b\u52d5\u304fAI\u6642\u4ee3\u306e\u57fa\u76e4\u6280\u8853\uff1aWebAssembly\u3001WebGPU\u3001WebGL\u3001\u305d\u3057\u3066WebLLM"},"content":{"rendered":"\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">1. WebAssembly\uff08Wasm\uff09\u3068\u306f\uff1f<\/h2>\n\n\n\n<p>WebAssembly\u306f\u3001\u30d6\u30e9\u30a6\u30b6\u3067C++\u3084Rust\u306a\u3069\u306e\u4f4e\u30ec\u30d9\u30eb\u30b3\u30fc\u30c9\u3092\u9ad8\u901f\u306b\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u30d0\u30a4\u30ca\u30ea\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u3059\u3002JavaScript\u3088\u308a\u3082\u8efd\u91cf\u304b\u3064\u9ad8\u901f\u306b\u52d5\u4f5c\u3057\u3001\u7279\u306b\u884c\u5217\u6f14\u7b97\u306a\u3069\u306e\u6570\u5024\u8a08\u7b97\u3092\u52b9\u7387\u5316\u3057\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u63a8\u8ad6\u3084\u79d1\u5b66\u6280\u8853\u8a08\u7b97\u3067\u306e\u5229\u7528\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/webassembly.org\">https:\/\/webassembly.org<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">2. WebGL\uff1a\u30d6\u30e9\u30a6\u30b6\u306e3D\u63cf\u753b\u30a8\u30f3\u30b8\u30f3<\/h2>\n\n\n\n<p>WebGL\u306f\u30d6\u30e9\u30a6\u30b6\u30673D\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u3092\u8868\u793a\u3059\u308b\u305f\u3081\u306eAPI\u3067\u3001GPU\u4e0a\u3067\u52d5\u4f5c\u3057\u307e\u3059\u30023D\u7a7a\u9593\u306e\u5ea7\u6a19\u5909\u63db\u306b\u306f4&#215;4\u884c\u5217\u3092\u4f7f\u3044\u3001\u56de\u8ee2\u3084\u62e1\u5927\u7e2e\u5c0f\u3001\u5e73\u884c\u79fb\u52d5\u3092\u5b9f\u73fe\u3002\u30b2\u30fc\u30e0\u3084\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3067\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/www.khronos.org\/webgl\">https:\/\/www.khronos.org\/webgl<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">3. WebGPU\uff1a\u6b21\u4e16\u4ee3\u306eGPU\u8a08\u7b97\u30fb\u63cf\u753bAPI<\/h2>\n\n\n\n<p>WebGPU\u306fWebGL\u306e\u5f8c\u7d99\u3067\u3001\u3088\u308a\u52b9\u7387\u7684\u306bGPU\u306e\u8a08\u7b97\u80fd\u529b\u3092\u5f15\u304d\u51fa\u305b\u307e\u3059\u3002GPU\u4e0a\u3067\u306e\u884c\u5217\u6f14\u7b97\u3084\u6a5f\u68b0\u5b66\u7fd2\u63a8\u8ad6\u3092\u4e26\u5217\u3067\u9ad8\u901f\u306b\u884c\u3048\u308b\u305f\u3081\u3001Web\u30a2\u30d7\u30ea\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0AI\u51e6\u7406\u3084\u9ad8\u5ea6\u306a3D\u63cf\u753b\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/www.w3.org\/TR\/webgpu\">https:\/\/www.w3.org\/TR\/webgpu<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">4. WebLLM\uff1a\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067\u52d5\u304f\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb<\/h2>\n\n\n\n<p>\u8fd1\u5e74\u3001WebAssembly\u3084WebGPU\u3092\u6d3b\u7528\u3057\u3066\u3001\u30d6\u30e9\u30a6\u30b6\u3067\u8efd\u91cf\u5316\u3055\u308c\u305f\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u52d5\u304b\u3059\u6280\u8853\u304c\u6025\u901f\u306b\u9032\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u30e2\u30c7\u30eb\u30d5\u30a1\u30a4\u30eb\u3092\u30e6\u30fc\u30b6\u30fc\u306e\u7aef\u672b\u306b\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001\u30cd\u30c3\u30c8\u63a5\u7d9a\u306a\u3057\u3067\u63a8\u8ad6\u3092\u5b8c\u7d50\u3067\u304d\u308b\u305f\u3081\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/webllm.mlc.ai\/docs\/#\">https:\/\/webllm.mlc.ai\/docs\/#<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">5. \u884c\u5217\u6f14\u7b97\u306e\u91cd\u8981\u6027<\/h2>\n\n\n\n<p>AI\u30843D\u63cf\u753b\u306e\u6839\u5e79\u306b\u306f\u884c\u5217\u6f14\u7b97\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u884c\u5217\u306f\u6570\u5024\u306e2\u6b21\u5143\u914d\u5217\u3067\u3001\u305d\u306e\u639b\u3051\u7b97\u306f\u8a08\u7b97\u91cf\u304c\u591a\u3044\u305f\u3081\u3001JavaScript\u5358\u4f53\u3088\u308a\u3082WebAssembly\u3084GPU\uff08WebGL\u3001WebGPU\uff09\u3067\u4e26\u5217\u51e6\u7406\u3057\u9ad8\u901f\u5316\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30d6\u30e9\u30a6\u30b6\u3067\u3082\u9ad8\u6027\u80fd\u306a\u6570\u5024\u51e6\u7406\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">6. \u672a\u6765\u5c55\u671b\uff1a\u30d6\u30e9\u30a6\u30b6\u3067\u30ed\u30fc\u30ab\u30ebLLM\u3092\u30bb\u30ad\u30e5\u30a2\u306b\u6271\u3046\u4e16\u754c<\/h2>\n\n\n\n<p>\u4eca\u5f8c\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u7aef\u672b\u4e0a\u3067\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u52d5\u304b\u3057\u3001\u6a5f\u5bc6\u30c7\u30fc\u30bf\u3092\u5916\u90e8\u306b\u9001\u308b\u3053\u3068\u306a\u304fAI\u6d3b\u7528\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002WebAssembly\u3084WebGPU\u306e\u6280\u8853\u3067\u63a8\u8ad6\u6027\u80fd\u3092\u9ad8\u3081\u3001\u30e2\u30c7\u30eb\u3068\u30c7\u30fc\u30bf\u306f\u30d6\u30e9\u30a6\u30b6\u306e\u5b89\u5168\u306a\u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u4fdd\u7ba1\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u533b\u7642\u3084\u91d1\u878d\u306a\u3069\u9ad8\u3044\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u304c\u6c42\u3081\u3089\u308c\u308b\u5206\u91ce\u3067\u3082\u5b89\u5fc3\u3057\u3066AI\u3092\u4f7f\u3048\u308b\u672a\u6765\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">7. \u30ab\u30fc\u30cd\u30ae\u30fc\u30e1\u30ed\u30f3\u5927\u5b66\uff08CMU\uff09\u306e\u7814\u7a76\u7d39\u4ecb<\/h2>\n\n\n\n<p>CMU\u306f\u30d6\u30e9\u30a6\u30b6\u5185\u6a5f\u68b0\u5b66\u7fd2\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u306e\u5206\u91ce\u3067\u5148\u9032\u7684\u306a\u7814\u7a76\u3092\u9032\u3081\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><a href=\"https:\/\/arxiv.org\/html\/2412.06113v1\" data-type=\"link\" data-id=\"https:\/\/arxiv.org\/html\/2412.06113v1\">&#8220;Privacy-Preserving Language Models on Client Devices&#8221;<\/a><\/strong><br><br>\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u5074\u3067\u5b89\u5168\u306b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u904b\u7528\u3059\u308b\u305f\u3081\u306e\u65b9\u6cd5\u8ad6\u3092\u767a\u8868\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u7814\u7a76\u306f\u3001\u30d6\u30e9\u30a6\u30b6\u5185AI\u6280\u8853\u306e\u767a\u5c55\u3092\u727d\u5f15\u3057\u3066\u304a\u308a\u3001\u4eca\u5f8c\u306e\u30ed\u30fc\u30ab\u30ebLLM\u6d3b\u7528\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u6280\u8853\u306e\u95a2\u4fc2\u56f3<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code>+------------------------+\n|  WebAssembly (Wasm)    |  \u2190 CPU\u5074\u8a08\u7b97\u306e\u9ad8\u901f\u5316\n+------------------------+\n          \u2191\n          | JavaScript\u304b\u3089\u547c\u3073\u51fa\u3057\n          \u2193\n+------------------------+        +----------------------+\n|  WebGPU                | \u2190\u2192 GPU | \u9ad8\u5ea6\u306a\u8a08\u7b97\u30b7\u30a7\u30fc\u30c0\u30fc  |\n|  (\u4f4e\u30ec\u30d9\u30ebGPUAPI)      |        +----------------------+\n+------------------------+\n          \u2191\n          | \u9ad8\u5ea6\u306a\u63cf\u753b\u30fb\u8a08\u7b97\n          \u2193\n+------------------------+\n|  WebGL                 | \u2190\u2192 GPU |\n|  (\u4e3b\u306b\u63cf\u753b)             |\n+------------------------+\n\n+---------------------------------------+\n|  WebLLM (\u30ed\u30fc\u30ab\u30eb\u3067\u52d5\u304f\u8a00\u8a9e\u30e2\u30c7\u30eb)    |\n|  (Wasm + WebGPU\u306a\u3069\u3067\u63a8\u8ad6\u9ad8\u901f\u5316)       |\n+---------------------------------------+\n<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>1. WebAssembly\uff08Wasm\uff09 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1607,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8,24,43,12,10],"tags":[],"class_list":["post-1603","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-it","category-web","category-webassembry","category-idea","category-tools"],"_links":{"self":[{"href":"https:\/\/blog.espresso.earth\/index.php\/wp-json\/wp\/v2\/posts\/1603","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.espresso.earth\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.espresso.earth\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.espresso.earth\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.espresso.earth\/index.php\/wp-json\/wp\/v2\/comments?post=1603"}],"version-history":[{"count":4,"href":"https:\/\/blog.espresso.earth\/index.php\/wp-json\/wp\/v2\/posts\/1603\/revisions"}],"predecessor-version":[{"id":1609,"href":"https:\/\/blog.espresso.earth\/index.php\/wp-json\/wp\/v2\/posts\/1603\/revisions\/1609"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.espresso.earth\/index.php\/wp-json\/wp\/v2\/media\/1607"}],"wp:attachment":[{"href":"https:\/\/blog.espresso.earth\/index.php\/wp-json\/wp\/v2\/media?parent=1603"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.espresso.earth\/index.php\/wp-json\/wp\/v2\/categories?post=1603"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.espresso.earth\/index.php\/wp-json\/wp\/v2\/tags?post=1603"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}