{"id":2133,"date":"2026-10-05T21:05:01","date_gmt":"2026-10-05T12:05:01","guid":{"rendered":"https:\/\/helloidea.org\/?p=2133"},"modified":"2026-10-05T21:05:03","modified_gmt":"2026-10-05T12:05:03","slug":"%e8%ab%96%e6%96%87%e3%82%92%e8%aa%ad%e3%82%93%e3%81%a7-p-kernel-%e3%81%ae%e8%84%b3%e3%81%ab%e8%a9%a6%e3%81%97%e3%81%a6%e3%81%bf%e3%81%9f%e8%b3%a2%e3%81%8f%e3%81%af%e3%81%aa%e3%82%89%e3%81%9a","status":"publish","type":"post","link":"https:\/\/helloidea.org\/index.php\/archives\/2133.html","title":{"rendered":"\u8ad6\u6587\u3092\u8aad\u3093\u3067 p-kernel \u306e\u8133\u306b\u8a66\u3057\u3066\u307f\u305f(\u8ce2\u304f\u306f\u306a\u3089\u305a)"},"content":{"rendered":"

p-kernel \u306e\u4e2d\u3067\u306f\u5c0f\u3055\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u80b2\u3066\u3066\u3044\u3066\u3001\u30ed\u30b0\u3067\u306f\u300c\u8d64\u5b50\u300d\u3068\u547c\u3093\u3067\u3044\u308b\u3002\u884c\u5217\u306e\u91cd\u307f\u304c190\u4e07\u500b\u304f\u3089\u3044\u3067\u3001fp32 \u30677.6MB\u3002\u8133\u3068\u547c\u3076\u306b\u306f\u304a\u3082\u3061\u3083\u306e\u5927\u304d\u3055\u3067\u3059\u3002<\/p>\n

\u3053\u308c\u3092\u8ce2\u304f\u3059\u308b\u65b9\u5411\u306e\u7814\u7a76\u3082\u3001\u591c\u9593\u958b\u767a\u306b\u5c11\u3057\u305a\u3064\u3084\u3089\u305b\u3066\u3044\u308b\u3002\u9806\u756a\u306f\u3060\u3044\u305f\u3044\u6c7a\u307e\u3063\u3066\u3044\u3066\u3001\u8ad6\u6587\u3092\u539f\u6587\u3067\u8aad\u3093\u3067\u30e1\u30e2\u306b\u3059\u308b \u2192 p-kernel \u306e\u3069\u3053\u306b\u5165\u308c\u308b\u304b\u6c7a\u3081\u308b \u2192 \u300c\u52b9\u3044\u305f\u300d\u3068\u8a00\u3048\u308b\u6761\u4ef6\u3092\u5148\u306b\u6c7a\u3081\u3066\u304b\u3089\u6e2c\u308b\u3001\u306e\u6d41\u308c\u3002\u4eca\u9031\u306f\u3053\u306e\u7d50\u679c\u304c\u3044\u304f\u3064\u304b\u51fa\u305f\u306e\u3067\u30e1\u30e2\u3057\u3066\u304a\u304f\u3002<\/p>\n

\u25a0\u91cf\u5b50\u5316
\n\u91cd\u307f\u306e\u6841\u3092\u6e1b\u3089\u3057\u3066\u30e2\u30c7\u30eb\u3092\u5c0f\u3055\u304f\u3059\u308b\u3084\u3064\u3002\u91cf\u5b50\u5316\u306e\u30db\u30ef\u30a4\u30c8\u30da\u30fc\u30d1\u30fc\u3001GPTQ\u3001LLM.int8()\u3001AWQ \u3042\u305f\u308a\u3092\u8aad\u3093\u3060\u3002\u8ad6\u6587\u304b\u3089\u62fe\u3063\u305f\u306e\u306f\u300c\u76ee\u76db\u308a\u3092\u884c\u3054\u3068\u306b\u53d6\u308b\u304b\u5168\u4f53\u3067\u53d6\u308b\u304b\u304c\u4e00\u756a\u52b9\u304f\u300d\u300c\u5c0f\u3055\u3044\u30e2\u30c7\u30eb\u307b\u3069\u58ca\u308c\u3084\u3059\u3044\u300d\u306e2\u3064\u3002<\/p>\n

\u8d64\u5b50\u3067\u8a66\u3057\u305f\u7d50\u679c\u3002\u5143\u306e\u640d\u5931 3.2258 \u304b\u3089\u3069\u308c\u3060\u3051\u5897\u3048\u305f\u304b\u3002<\/p>\n

\nint8 \u884c\u3054\u3068     +0.0003\nint4 \u884c\u3054\u3068     -0.0213\nint2 32\u500b\u3054\u3068   +0.0912\nint2 \u884c\u5217\u5168\u4f53   +1.3948\n<\/pre>\n
int8 \u3060\u3068\u307b\u307c\u5909\u308f\u3089\u306a\u304f\u3066\u30012bit \u3067\u884c\u5217\u5168\u4f53\u30921\u3064\u306e\u76ee\u76db\u308a\u306b\u3059\u308b\u3068\u58ca\u308c\u308b\u3002\u3053\u3053\u307e\u3067\u306f\u8ad6\u6587\u3069\u304a\u308a\u3002<\/p>\n
int4 \u3067\u640d\u5931\u304c\u4e0b\u304c\u3063\u3066\u3044\u305f\u306e\u3067\u3001\u6700\u521d\u306f\u300c\u91cf\u5b50\u5316\u3057\u305f\u3089\u304b\u3048\u3063\u3066\u826f\u304f\u306a\u3063\u305f\u300d\u3068\u66f8\u3044\u3066\u3044\u305f\u3002\u3053\u308c\u304c\u76e3\u67fb\u3067\u5d29\u308c\u305f\u3002\u4e71\u6570\u306e\u7a2e\u3084\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u5909\u3048\u308b\u3068 -0.021 \u304b\u3089 +0.017 \u307e\u3067\u7b26\u53f7\u304c\u5909\u308f\u308b\u3002\u305f\u3060\u306e\u96d1\u97f3\u306e\u5e45\u3067\u3057\u305f\u3002<\/p>\n
\u203b\u591c\u9593\u958b\u767a\u3067\u306f\u3001\u4f5c\u3063\u305f\u56de\u3068\u5225\u306e\u56de\u304c\u76e3\u67fb\u3059\u308b\u6c7a\u307e\u308a\u306b\u3057\u3066\u3044\u308b\u3002\u7591\u3046\u5f79\u304c\u3044\u306a\u304b\u3063\u305f\u3089\u3001\u3053\u308c\u304c\u305d\u306e\u307e\u307e\u6210\u679c\u3068\u3057\u3066\u6b8b\u3063\u3066\u3044\u305f\u306f\u305a\u3002<\/p>\n
\u25a0\u5408\u4f53
\n2\u3064\u306e\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3092\u5e73\u5747\u3057\u30661\u3064\u306b\u3059\u308b\u8a71\u3002\u7fa4\u308c\u306e\u7aef\u672b\u304c\u305d\u308c\u305e\u308c\u5b66\u3093\u3060\u3053\u3068\u30921\u3064\u306b\u307e\u3068\u3081\u305f\u3044\u306e\u3067\u3001p-kernel \u306b\u3068\u3063\u3066\u306f\u5927\u4e8b\u306a\u3068\u3053\u308d\u3002Sakana AI \u306e\u9032\u5316\u7684\u306a\u5408\u4f53\u3001TIES\u3001DARE\u3001\u305d\u308c\u3068 Linear Mode Connectivity \u306e\u8ad6\u6587\u3092\u8aad\u3093\u3060\u3002<\/p>\n
\u6700\u5f8c\u306e\u8ad6\u6587\u306b\u3088\u308b\u3068\u3001\u540c\u3058\u51fa\u767a\u70b9\u304b\u3089\u5225\u3005\u306b\u5b66\u7fd2\u3057\u305f2\u4f53\u3092\u76f4\u7dda\u3067\u7d50\u3076\u3068\u3001\u9014\u4e2d\u3067\u640d\u5931\u306e\u5c71\u304c\u3067\u304d\u308b\u3002\u305f\u3060\u3001\u5b66\u7fd2\u7387\u3092\u9014\u4e2d\u3067\u4e0b\u3052\u3066\u3044\u3051\u3070\u3001\u65e9\u3081\u306b\u5206\u304b\u308c\u305f2\u4f53\u306a\u3089\u5c71\u306f\u6d88\u3048\u308b\u3089\u3057\u3044\u3002<\/p>\n
\u7b2c1\u6bb5\u3067\u306f\u3001\u8d64\u5b50\u306e2\u4f53\u306e\u3042\u3044\u3060\u306b\u3082\u3084\u3063\u3071\u308a\u5c71\u304c\u3042\u3063\u305f(0.375)\u3002\u7b2c2\u6bb5\u3067\u5b66\u7fd2\u7387\u306e\u8a08\u753b\u3060\u3051\u5909\u3048\u3066\u307f\u305f\u3089\u3001\u5c71\u306f\u304b\u3048\u3063\u3066\u9ad8\u304f\u306a\u3063\u305f(0.42\u301c0.70)\u3002\u6d88\u3048\u305f\u7d44\u3082\u3042\u308b\u306b\u306f\u3042\u3063\u305f\u3051\u3069\u30012\u4f53\u304c\u307b\u3068\u3093\u3069\u52d5\u3044\u3066\u3044\u306a\u3044\u7d44\u3060\u3051\u3002\u96e2\u308c\u305f\u307e\u307e\u5e73\u5747\u3067\u304d\u308b\u7d44\u306f\u3072\u3068\u3064\u3082\u7121\u304b\u3063\u305f\u3002<\/p>\n
\u306a\u306e\u3067\u300c\u305d\u306e\u307e\u307e\u91cd\u307f\u3092\u5e73\u5747\u3059\u308b\u300d\u9053\u306f\u3053\u3053\u3067\u9589\u3058\u305f\u3002\u6b21\u306f\u84b8\u7559(\u91cd\u307f\u3067\u306f\u306a\u304f\u51fa\u529b\u3067\u77e5\u8b58\u3092\u6e21\u3059\u3084\u308a\u65b9)\u306b\u3059\u308b\u4e88\u5b9a\u3002\u76e3\u67fb\u3067\u306f\u300c\u30c7\u30fc\u30bf1\u3064\u30fb\u7a2e1\u3064\u3067\u3057\u304b\u6e2c\u3063\u3066\u3044\u306a\u3044\u300d\u3068\u7d50\u8ad6\u306e\u66f8\u304d\u65b9\u3092\u72ed\u3081\u3089\u308c\u305f\u3002\u91cd\u307f\u306e\u4e26\u3073\u3092\u63c3\u3048\u3066\u304b\u3089\u5e73\u5747\u3059\u308b re-basin \u306f\u307e\u3060\u8a66\u3057\u3066\u3044\u306a\u3044\u3002<\/p>\n
\u25a0\u526f\u7523\u7269
\n\u540c\u3058\u5b9f\u9a13\u3067\u3001\u5b66\u7fd2\u7387\u3092\u4e0b\u3052\u3066\u3044\u304f\u3068\u89aa\u305d\u306e\u3082\u306e\u306e\u640d\u5931\u304c 2.19 \u2192 1.43 \u306b\u4e0b\u304c\u3063\u305f\u3002\u5408\u4f53\u3068\u306f\u95a2\u4fc2\u306a\u3044\u3068\u3053\u308d\u3067\u3001\u4eca\u9031\u3044\u3061\u3070\u3093\u826f\u3044\u6570\u5b57\u304c\u51fa\u3066\u3044\u308b…\u3002\u4eca\u306e\u8d64\u5b50\u306f\u3069\u3053\u3082\u5b66\u7fd2\u7387\u304c\u4e00\u5b9a\u306a\u306e\u3067\u52b9\u304f\u304b\u3082\u3057\u308c\u306a\u3044\u3002\u3067\u3082\u5c0f\u3055\u3044\u30c7\u30fc\u30bf\u3060\u3051\u306e\u8a71\u304b\u3082\u3057\u308c\u306a\u3044\u306e\u3067\u3001\u78ba\u304b\u3081\u308b\u307e\u3067\u306f\u4fdd\u7559\u3002<\/p>\n
\u25a010\/4 \u306b\u8aad\u3093\u3060\u3082\u306e
\nBitDelta \u3068 DARE\u3002\u7fa4\u308c\u3067\u5171\u6709\u3057\u3066\u3044\u308b\u91cd\u307f\u306f\u3001\u4eca\u306f\u4e16\u4ee3\u3054\u3068\u306b\u5168\u90e8\u9001\u3063\u3066\u3044\u308b\u3002\u3067\u3082\u53d7\u3051\u624b\u306f\u524d\u306e\u4e16\u4ee3\u3092\u6301\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u5dee\u5206\u3060\u3051\u9001\u308c\u3070\u8db3\u308a\u308b\u3002\u5dee\u5206\u3092\u884c\u5217\u3054\u3068\u306b\u300c\u7b26\u53f71\u30d3\u30c3\u30c8\uff0b\u5927\u304d\u30551\u500b\u300d\u306b\u3059\u308b\u3068\u300186KB \u304c 2.7KB \u304f\u3089\u3044\u306b\u306a\u308b\u898b\u8fbc\u307f\u3002
\nDARE \u306e\u8ad6\u6587\u306b\u3088\u308b\u3068\u3001\u5dee\u304c\u5c0f\u3055\u3044\u3068\u304d\u3057\u304b\u52b9\u304b\u306a\u3044\u3002\u306a\u306e\u3067\u307e\u305a\u5dee\u306e\u5927\u304d\u3055\u3092\u6e2c\u308b\u3068\u3053\u308d\u304b\u3089\u3002\u5b9f\u88c5\u306f\u307e\u3060\u3002<\/p>\n
\u25a0\u307b\u304b
\nRNG0 \u3092\u3001\u30d9\u30a2\u30e1\u30bf\u30eb\u306e x86 \u3068 AArch64 \u3067\u76f4\u3057\u305f\u3002\u30ab\u30fc\u30cd\u30eb\u3092\u547c\u3070\u305a\u306b\u56de\u308a\u7d9a\u3051\u308b\u30bf\u30b9\u30af\u304c\u3044\u308b\u3068\u3001\u307b\u304b\u306e\u30bf\u30b9\u30af\u306b\u5207\u308a\u66ff\u308f\u3089\u306a\u3044\u4e0d\u5177\u5408\u3002Linux \u306e\u4e0a\u3067\u52d5\u304f\u7248\u3082\u4f5c\u3063\u305f\u3051\u3069\u3001\u9014\u4e2d\u3067\u539f\u56e0\u30922\u56de\u53d6\u308a\u9055\u3048\u3066\u3001\u7d50\u5c40\u30b9\u30bf\u30c3\u30af\u304c128\u30d0\u30a4\u30c8\u305a\u308c\u3066\u3044\u305f\u3060\u3051\u3002\u81ea\u5206\u306e\u30d0\u30b0\u3067\u3057\u305f\u3002\u3053\u308c\u306f\u76e3\u67fb\u5f85\u3061\u3002<\/p>\n
\u9031\u306e\u4f7f\u7528\u91cf\u306e\u67a0\u306f98%\u3067\u7de0\u307e\u3063\u3066\u30019\/30\u301c10\/3 \u306f\u591c\u9593\u958b\u767a\u304c\u307b\u307c\u6b62\u307e\u3063\u3066\u3044\u305f\u3002<\/p>\n
\u300c\u5c0f\u3055\u3044\u30e2\u30c7\u30eb\u304c\u8ce2\u304f\u306a\u3063\u305f\u300d\u3068\u3044\u3046\u7d50\u679c\u306f\u3001\u307e\u3060\u3072\u3068\u3064\u3082\u51fa\u3066\u3044\u306a\u3044\u3002\u4e38\u6697\u8a18\u3057\u3066\u3044\u308b\u3060\u3051\u304b\u3001\u672c\u5f53\u306b\u899a\u3048\u305f\u304b\u3092\u898b\u5206\u3051\u308b\u8a66\u9a13\u3082\u30012\u9031\u7d9a\u3051\u3066\u624b\u3064\u304b\u305a\u306e\u307e\u307e\u3002<\/p>\n
\u203b\u30ea\u30dd\u30b8\u30c8\u30ea: https:\/\/github.com\/monyuonyu\/p-kernel<\/a><\/p>\n
\u203b\u3053\u306e\u8a18\u4e8b\u306f\u3001p-kernel \u306e\u958b\u767a\u3092\u624b\u4f1d\u3063\u3066\u3082\u3089\u3063\u3066\u3044\u308b AI\uff08Claude\uff09\u3068\u4e00\u7dd2\u306b\u66f8\u3044\u3066\u3044\u307e\u3059\u3002<\/small><\/p>\n","protected":false},"excerpt":{"rendered":"
p-kernel \u306e\u4e2d\u3067\u306f\u5c0f\u3055\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u80b2\u3066\u3066\u3044\u3066\u3001\u30ed\u30b0\u3067\u306f\u300c\u8d64\u5b50\u300d\u3068\u547c\u3093\u3067\u3044\u308b\u3002\u884c\u5217\u306e\u91cd\u307f\u304c190\u4e07\u500b\u304f\u3089\u3044\u3067\u3001fp32 \u30677.6MB\u3002\u8133\u3068\u547c\u3076\u306b\u306f\u304a\u3082\u3061\u3083\u306e\u5927\u304d\u3055\u3067\u3059\u3002 \u3053\u308c\u3092\u8ce2\u304f\u3059\u308b\u65b9\u5411\u306e\u7814\u7a76\u3082\u3001\u591c\u9593\u958b\u767a\u306b\u5c11\u3057 \u2026<\/p>\n","protected":false},"author":0,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[190],"tags":[],"class_list":["post-2133","post","type-post","status-publish","format-standard","hentry","category-p-kernel"],"_links":{"self":[{"href":"https:\/\/helloidea.org\/index.php\/wp-json\/wp\/v2\/posts\/2133","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/helloidea.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/helloidea.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/helloidea.org\/index.php\/wp-json\/wp\/v2\/comments?post=2133"}],"version-history":[{"count":1,"href":"https:\/\/helloidea.org\/index.php\/wp-json\/wp\/v2\/posts\/2133\/revisions"}],"predecessor-version":[{"id":2134,"href":"https:\/\/helloidea.org\/index.php\/wp-json\/wp\/v2\/posts\/2133\/revisions\/2134"}],"wp:attachment":[{"href":"https:\/\/helloidea.org\/index.php\/wp-json\/wp\/v2\/media?parent=2133"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/helloidea.org\/index.php\/wp-json\/wp\/v2\/categories?post=2133"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/helloidea.org\/index.php\/wp-json\/wp\/v2\/tags?post=2133"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}