{"id":8137,"date":"2025-05-26T17:39:04","date_gmt":"2025-05-26T08:39:04","guid":{"rendered":"https:\/\/akibabara.com\/blog\/?p=8137"},"modified":"2025-05-26T17:58:43","modified_gmt":"2025-05-26T08:58:43","slug":"module-llm%e3%81%a7llm%e3%83%a2%e3%83%87%e3%83%ab%e3%81%ae%e6%97%a5%e6%9c%ac%e8%aa%9e%e3%83%99%e3%83%b3%e3%83%81%e3%83%9e%e3%83%bc%e3%82%af%e3%82%92%e3%81%97%e3%81%a6%e3%81%bf%e3%81%9f","status":"publish","type":"post","link":"https:\/\/akibabara.com\/blog\/8137.html","title":{"rendered":"Module-LLM\u3067LLM\u30e2\u30c7\u30eb\u306e\u65e5\u672c\u8a9e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u3057\u3066\u307f\u305f"},"content":{"rendered":"\n
\"\"\n\t\t\t\n\t\t\t\t\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n\n\n\n

M5Stack\u306eModule-LLM<\/a>\u3067\u4f7f\u7528\u3067\u304d\u308bLLM\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u3001\u65e5\u672c\u8a9e\u306b\u3088\u308b\u554f\u984c\u306e\u6b63\u89e3\u7387\u3068\u89e3\u7b54\u306b\u304b\u304b\u3063\u305f\u6642\u9593\u3092\u6e2c\u5b9a\u3057\u3066\u307f\u307e\u3057\u305f\u3002\u65e5\u672c\u8a9e\u3092\u7406\u89e3\u3059\u308b\u80fd\u529b\u3001\u6587\u8108\u3092\u7406\u89e3\u3057\u3066\u8a08\u7b97\u3059\u308b\u80fd\u529b\u3001\u77e5\u8b58\u306e\u8c4a\u5bcc\u3055\u3092\u793a\u3059\u80fd\u529b\u304c\u3069\u308c\u304f\u3089\u3044\u3042\u308b\u306e\u304b\u3092\u8a66\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u3010\u306f\u3058\u3081\u306b\u3011
\u3053\u306e\u8a18\u4e8b\u306f\u7d50\u679c\u3092\u8cbc\u308a\u4ed8\u3051\u305f\u3060\u3051\u3067\u3001\u7279\u306b\u7d50\u679c\u306e\u8003\u5bdf\u306f\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u305d\u308c\u306f\u3001\u8003\u5bdf\u3067\u304d\u308b\u307b\u3069LLM\u306e\u77e5\u8b58\u304c\u7121\u3044\u304b\u3089\u3067\u3059\uff01\uff01\uff08\u304a\u3063\u3068\u958b\u304d\u76f4\u3063\u305f\u305e\uff57\uff09\u5f97\u610f\u306e\u77e5\u3063\u305f\u304b\u3076\u308a\u3082\u4eca\u56de\u306f\u3084\u3081\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

Module-LLM\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u308bNPU AX630C\u306f3.2 TOPS (int8)\u306e\u6027\u80fd\u304c\u3042\u308a\u3001CPU\u3067\u306e\u6f14\u7b97\u80fd\u529b\u3088\u308a\u3082\u306f\u308b\u304b\u306b\u5f37\u529b\u3067\u3059\u3002RTX 4090\u306f1321 TOPS \u3001H100\u306f3026 TOPS\uff08\u203bChatGPT\u8abf\u3079\uff09<\/sup>\u3068\u306f\u6841\u9055\u3044\u3067\u3059\u304c\u3001\u3053\u3093\u306a\u5c0f\u3055\u304f\u3066\u4f4e\u6d88\u8cbb\u96fb\u529b\u306a\u30c7\u30d0\u30a4\u30b9\u3067\u3001\u3069\u3053\u307e\u3067\u9ad8\u706b\u529b\u306a\u30de\u30b7\u30f3\u3068\u6226\u3048\u308b\u306e\u304b\u898b\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u30b7\u30b9\u30c6\u30e0\u69cb\u6210<\/h2>\n\n\n\n

\u4eca\u56de\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u306f\u524d\u56de\u4f5c\u6210\u3057\u305f<\/a>\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u6d41\u7528\u3057\u3066\u3001API\u3092\u7d4c\u7531\u3057\u3066\u5b9f\u884c\u3057\u3066\u3044\u307e\u3059\u3002gradio\u3092\u4f7f\u3046\u3068API\u3092\u6271\u3046\u306e\u304c\u3068\u3066\u3082\u697d\u3067\u3059\u3002<\/p>\n\n\n\n

\"\"\n\t\t\t\n\t\t\t\t\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n\n\n\n

Module-LLM\u3060\u3051\u3067\u306a\u304f\u3001\u30ed\u30fc\u30ab\u30eb\u3067\u52d5\u3044\u3066\u3044\u308bLM Studio\u306e\u30e2\u30c7\u30eb\u3068\u3001OpenAI\u306e\u30e2\u30c7\u30eb\u3082\u540c\u3058\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u30c6\u30b9\u30c8\u5185\u5bb9<\/h2>\n\n\n\n

\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u30c6\u30b9\u30c8\u554f\u984c\u306b\u306f\u3001\u65e5\u672c\u8a9eChain-of-Thought\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8 t-nakabayashi\/chain-of-thought-ja-benchmark<\/a> \u3068JAQKET: \u30af\u30a4\u30ba\u3092\u984c\u6750\u306b\u3057\u305f\u65e5\u672c\u8a9eQA\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8 \u306e\u30c7\u30fc\u30bf<\/a>\u3092\u4f7f\u7528\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002\u56de\u7b54\u306f\u5168\u3066\u6570\u5024\u3067\u3001\u6b63\u8aa4\u306e\u5224\u5b9a\u306f\u6570\u5024\u304c\u4e00\u81f4\u3059\u308b\u304b\u3069\u3046\u304b\u3067\u5224\u65ad\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\u30c6\u30b9\u30c8: jcommonsenseqa<\/h3>\n\n\n\n

(test.json<\/a>) jcommonsenseqa \u306f\u5e38\u8b58\u7684\u306a\u6587\u8108\u7406\u89e3\u3092\u6e2c\u308a\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u300c\u3069\u3061\u3089\u304c\u3088\u308a\u3042\u308a\u5f97\u308b\u304b\u300d\u300c\u25cb\u25cb\u304c\u58ca\u308c\u305f\u7406\u7531\u306f\uff1f\u300d\u306a\u3069\u3001\u6697\u9ed9\u306e\u524d\u63d0\u3084\u4e00\u822c\u5e38\u8b58\u3092\u8e0f\u307e\u3048\u3066\u6b63\u7b54\u3092\u9078\u3073\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u5b9f\u969b\u306e\u554f\u984c\u306e\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n

\u554f\u984c\uff1a\u96fb\u5b50\u6a5f\u5668\u3067\u4f7f\u7528\u3055\u308c\u308b\u6700\u3082\u4e3b\u8981\u306a\u96fb\u5b50\u56de\u8def\u57fa\u677f\u306e\u4e8b\u3092\u306a\u3093\u3068\u8a00\u3046\uff1f\n(0)\u63b2\u793a\u677f\n(1)\u30d1\u30bd\u30b3\u30f3\n(2)\u30de\u30b6\u30fc\u30dc\u30fc\u30c9\n(3)\u30cf\u30fc\u30c9\u30c7\u30a3\u30b9\u30af\n(4)\u307e\u306a\u677f\n\u6b63\u89e3\uff1a(2)\u30de\u30b6\u30fc\u30dc\u30fc\u30c9<\/code><\/pre>\n\n\n\n
\u30c6\u30b9\u30c8: mapws<\/h3>\n\n\n\n
(test.json<\/a>) mapws \u306f\u57fa\u672c\u7684\u306a\u8a08\u7b97\u306e\u80fd\u529b\u3092\u6e2c\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u5358\u7d14\u306a\u8a08\u7b97\u5f0f\u3067\u306f\u306a\u304f\u3001\u6587\u8108\u3092\u7406\u89e3\u3057\u306a\u304c\u3089\u554f\u984c\u3092\u89e3\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u8a08\u7b97\u81ea\u4f53\u306f\u8db3\u3057\u7b97\u3084\u5f15\u304d\u7b97\u306a\u3069\u5c0f\u5b66\u751f\u30ec\u30d9\u30eb\u3067\u3059\u3002\u4ee5\u4e0b\u306f\u5b9f\u969b\u306e\u554f\u984c\u306e\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n
\u554f\u984c\uff1a\u5c71\u7530\u306f\u6d5c\u8fba\u306770\u500b\u306e\u8c9d\u6bbb\u3092\u898b\u3064\u3051\u307e\u3057\u305f\u3002\u5f7c\u5973\u306f\u4f50\u3005\u6728\u306b\u8c9d\u6bbb\u3092\u3044\u304f\u3064\u304b\u3042\u3052\u307e\u3057\u305f\u3002\u5f7c\u5973\u306f\u4eca27\u500b\u306e\u8c9d\u6bbb\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u5c71\u7530\u306f\u4f50\u3005\u6728\u306b\u4f55\u500b\u306e\u8c9d\u6bbb\u3092\u3042\u3052\u307e\u3057\u305f\u304b\uff1f\n\u6b63\u89e3\uff1a43<\/code><\/pre>\n\n\n\n
\u30c6\u30b9\u30c8: mgsm<\/h3>\n\n\n\n
(test.json<\/a>) mgsm \u306f\u5148\u307b\u3069\u306emapws\u3068\u4f3c\u3066\u3044\u307e\u3059\u304c\u3001\u3088\u308a\u8907\u96d1\u306b\u306a\u3063\u3066\u304a\u308a\u3001\u8907\u6570\u30b9\u30c6\u30c3\u30d7\u306e\u6570\u7406\u63a8\u8ad6\u529b\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u5b9f\u969b\u306e\u554f\u984c\u306e\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n
\u554f\u984c\uff1a\u30b8\u30e3\u30cd\u30c3\u30c8\u306e\u30a2\u30d2\u30eb\u306f1\u65e5\u306b16\u500b\u306e\u5375\u3092\u751f\u307f\u307e\u3059\u3002\u30b8\u30e3\u30cd\u30c3\u30c8\u306f\u6bce\u671d\u671d\u98df\u306e\u4e00\u74b0\u30673\u500b\u3092\u6d88\u8cbb\u3057\u3001\u6bce\u65e54\u500b\u4f7f\u3063\u3066\u53cb\u9054\u5411\u3051\u306b\u30de\u30d5\u30a3\u30f3\u3092\u713c\u304d\u307e\u3059\u3002\u6b8b\u308a\u3092\u5e02\u5834\u30671\u500b\u3042\u305f\u308a2\u30c9\u30eb\u306e\u4fa1\u683c\u3067\u58f2\u308a\u307e\u3059\u3002\u5f7c\u5973\u306f\u6bce\u65e5\u5e02\u5834\u3067\u3044\u304f\u3089\u624b\u306b\u5165\u308c\u3066\u3044\u307e\u3059\u304b\uff1f\n\u6b63\u89e3\uff1a38<\/code><\/pre>\n\n\n\n
\u30c6\u30b9\u30c8: jaqket<\/h3>\n\n\n\n
(dev1_questions.json<\/a>) jaqket\u306fWikipedia\u306e\u8a18\u4e8b\u540d\u3092\u7b54\u3048\u3068\u3057\u305f\u30af\u30a4\u30ba\u554f\u984c\u3067\u3059\u3002\u4ee5\u4e0b\u306f\u5b9f\u969b\u306e\u554f\u984c\u306e\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n
\u554f\u984c\uff1a\u660e\u6cbb\u6642\u4ee3\u306b\u897f\u6d0b\u304b\u3089\u4f1d\u308f\u3063\u305f\u300c\u30c6\u30fc\u30d6\u30eb\u30fb\u30bf\u30fc\u30cb\u30f3\u30b0\u300d\u306b\u8d77\u6e90\u3092\u6301\u3064\u5360\u3044\u306e\u4e00\u7a2e\u3067\u300150\u97f3\u8868\u306a\u3069\u3092\u8a18\u5165\u3057\u305f\u7d19\u3092\u7f6e\u304d\u3001\u53c2\u52a0\u8005\u5168\u54e1\u306e\u4eba\u5dee\u3057\u6307\u3092\u30b3\u30a4\u30f3\u306b\u7f6e\u3044\u3066\u884c\u3046\u306e\u306f\u4f55\u3067\u3057\u3087\u3046?\n(0) \u30c6\u30b1\u30c6\u30b1\n(1) \u6bdb\u7fbd\u6bdb\u73fe\n\u3000\u3000\uff1a\n(14) \u30b3\u30c3\u30af\u30ea\u3055\u3093\n(15) \u7d2b\u306e\u93e1\n\u3000\u3000\uff1a\n\u89e3\u7b54\uff1a(14) \u30b3\u30c3\u30af\u30ea\u3055\u3093<\/code><\/pre>\n\n\n\n
<\/p>\n\n\n\n
\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u4f7f\u7528\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30e0<\/h2>\n\n\n\n
\u30d7\u30ed\u30b0\u30e9\u30e0\u306f GitHub<\/a> \u306b\u30a2\u30c3\u30d7\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
\u30d5\u30a1\u30a4\u30eb<\/th>\u5185\u5bb9<\/th><\/tr><\/thead>
mcp_llm_gradio.py<\/td>Module-LLM\u3092API\u5316\u3059\u308b\u305f\u3081\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3002\u5143\u3005\u306fMCP\u30b5\u30fc\u30d0\u30fc\u3068\u3057\u3066\u4f7f\u7528\u3059\u308b\u305f\u3081\u306e\u3082\u306e\u3060\u3063\u305f\u3002<\/td><\/tr>
benchmark.py<\/td>\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u884c\u3046\u30d7\u30ed\u30b0\u30e9\u30e0<\/td><\/tr>
totalling.py<\/td>\u63a1\u70b9\u3001\u96c6\u8a08\u3092\u884c\u3046\u30d7\u30ed\u30b0\u30e9\u30e0<\/td><\/tr>
change_model.py<\/td>Module-LLM\u306e\u30e2\u30c7\u30eb\u3092\u5207\u308a\u66ff\u3048\u308b\u6307\u793a\u3092\u51fa\u3059\u30d7\u30ed\u30b0\u30e9\u30e0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
\u30d5\u30a1\u30a4\u30eb<\/th>\u5185\u5bb9<\/th><\/tr><\/thead>
start_***.sh<\/td>\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u4e00\u62ec\u5b9f\u884c\u30b9\u30af\u30ea\u30d7\u30c8<\/td><\/tr>
total.sh<\/td>\u63a1\u70b9\u3001\u96c6\u8a08\u3092\u4e00\u62ec\u5b9f\u884c\u3059\u308b\u30b9\u30af\u30ea\u30d7\u30c8<\/td><\/tr>
convert_test_jaqket.py<\/td>jaqket\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8(json)\u3092\u4ed6\u3068\u540c\u3058\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306ejson\u30d5\u30a1\u30a4\u30eb\u306b\u5909\u63db\u3059\u308b\u30d7\u30ed\u30b0\u30e9\u30e0<\/td><\/tr>
plot_graph.py<\/td>\u96c6\u8a08\u7d50\u679c\u306e\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3059\u308b\u30d7\u30ed\u30b0\u30e9\u30e0<\/td><\/tr>
get_modellist_***<\/td>\u4f7f\u7528\u53ef\u80fd\u306a\u30e2\u30c7\u30eb\u306e\u4e00\u89a7\u3092\u53d6\u5f97\u3059\u308b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
\u306f\u3058\u3081\u306b start_***.sh \u3067\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u884c\u3063\u3066\u7d50\u679c\u3092\u96c6\u3081\u3001\u6700\u5f8c\u306b total.sh \u3067\u63a1\u70b9\u30fb\u96c6\u8a08\u3092\u3059\u308b\u6d41\u308c\u3067\u3059\u3002<\/p>\n\n\n\n
\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u7d50\u679c<\/h2>\n\n\n\n
\u7d50\u679c\u306f\u3042\u304f\u307e\u3067\u3053\u306e\u81ea\u4f5c\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u306e\u7d50\u679c\u3067\u3042\u308a\u3001\u5b9f\u65bd\u65b9\u6cd5\u304c\u7570\u306a\u308b\u4ed6\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u7d50\u679c\u3068\u6bd4\u8f03\u3067\u304d\u308b\u3082\u306e\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u3054\u7559\u610f\u304f\u3060\u3055\u3044\u3002\u554f\u984c\u6570\u3082100\u554f\u3060\u3051\u3067\u8aa4\u5dee\u3082\u5927\u304d\u3044\u3067\u3059\u3002OpenAI\u3067\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306f\u8ab2\u91d1\u304c\u6016\u304b\u3063\u305f\u306e\u30674o-mini\u306e\u307f\u5b9f\u65bd\u3067\u3059\u3002o4-mini\u306f\u306a\u305c\u304bAPI\u304c\u30a8\u30e9\u30fc\u3092\u8fd4\u3057\u3066\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n\n\n\n
\u80cc\u666f\u304c\u9752\u306e\u884c\u304cModule-LLM\u306e\u7d50\u679c\u3067\u3059\u3002\u6b63\u89e3\u7387\u306f\u6b63\u89e3\u7387\/\u6709\u52b9\u306a\u56de\u7b54\u6570\u3001\u5e73\u5747\u5fdc\u7b54\u6642\u9593\u306f\u305d\u306e\u554f\u984c\u3092\u56de\u7b54\u3057\u7d42\u3048\u308b\u307e\u3067\u306b\u8981\u3057\u305f\u6642\u9593(ms)\u3001\u7570\u5e38\u306f\u56de\u7b54\u7d50\u679c\u304c\u7570\u5e38\uff08\u30eb\u30fc\u30d7\u3084\u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\uff09\u3060\u3063\u305f\u306e\u554f\u984c\u6570\u3001\u6709\u52b9\u306f\u51fa\u984c\u6570-\u7570\u5e38\u3067\u3059\u3002\u7570\u5e38\u306a\u7d50\u679c\u304c\u591a\u3044\u30e2\u30c7\u30eb\u306f\u4ed6\u306e\u7d50\u679c\u3082\u3042\u3066\u306b\u306a\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
\u30c6\u30b9\u30c8: jcommonsenseqa\uff08\u5e38\u8b58\u7684\u306a\u6587\u8108\u306e\u7406\u89e3\uff09<\/h3>\n\n\n\n
\"\"\n\t\t\t\n\t\t\t\t\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n\n\n\n
\u6b63\u89e3\u7387\u9806\u306b\u4e26\u3079\u3066\u307f\u307e\u3057\u305f\u304c\u3001\u610f\u5916\u306b\u3082qwen2.5\u306e1.5B\u30e2\u30c7\u30eb\u304c\u9811\u5f35\u3063\u3066\u307e\u3059\u306d\u3002\u30c6\u30b9\u30c8\u554f\u984c\u3092\u898b\u308b\u3068\u6587\u8108\u306e\u7406\u89e3\u3068\u3044\u3046\u3088\u308a\u3001\u51fa\u3066\u304d\u305f\u5358\u8a9e\u3068\u95a2\u9023\u6027\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u3067\u3082\u7b54\u3048\u304c\u51fa\u305d\u3046\u3067\u3059\u304c\u3002\u3053\u306e\u30c6\u30b9\u30c8\u306f\u5168\u30665\u629e\u554f\u984c\u306a\u306e\u3067\u3001\u30e9\u30f3\u30c0\u30e0\u306b\u7b54\u3048\u3066\u3082\u5e73\u574720%\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\n
\n
\"\"\n\t\t\t\n\t\t\t\t\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n<\/div>\n\n\n\n
\n
\"\"\n\t\t\t\n\t\t\t\t\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n<\/div>\n<\/div>\n\n\n\n
<\/p>\n\n\n\n
\u30c6\u30b9\u30c8: mawps\uff08\u6587\u8108\u3092\u7406\u89e3\u3057\u57fa\u672c\u7684\u306a\u8a08\u7b97\uff09<\/h3>\n\n\n\n
\"\"\n\t\t\t\n\t\t\t\t\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n\n\n\n
qwen3-0.6B-ax630c\u306e\u6b63\u89e3\u7387 94% \u7d20\u6674\u3089\u3057\u3044\u3067\u3059\u306d\uff01\u601d\u8003\u304c\u5fc5\u8981\u306a\u554f\u984c\u3067\u306f\u7279\u306b\u826f\u304f\u767a\u63ee\u3067\u304d\u308b\u3088\u3046\u3067\u3059\u3002\u305f\u3060\u3057\u975e\u5e38\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002\u5fdc\u7b54\u901f\u5ea6\u304c\u91cd\u8996\u3055\u308c\u308b\u30c1\u30e3\u30c3\u30c8\u7528\u306ebot\u3068\u3057\u3066\u306f\u5411\u304b\u306a\u3044\u3067\u3059\u306d\u3002<\/p>\n\n\n\n
\n
\n
\"\"\n\t\t\t\n\t\t\t\t\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n<\/div>\n\n\n\n
\n
\"\"\n\t\t\t\n\t\t\t\t\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n<\/div>\n<\/div>\n\n\n\n
<\/p>\n\n\n\n
\u30c6\u30b9\u30c8: mgsm\uff08\u8907\u6570\u30b9\u30c6\u30c3\u30d7\u306e\u6570\u7406\u63a8\u8ad6\u529b\uff09<\/h3>\n\n\n\n
\"\"\n\t\t\t\n\t\t\t\t\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n\n\n\n
\u3053\u3061\u3089\u3082mawps\u3068\u540c\u69d8\u306bqwen3-0.6B-ax630c\u304c\u9811\u5f35\u3063\u3066\u307e\u3059\u306d\u3002\u6b63\u89e3\u7387\u4e0a\u4f4d\u306e\u30e2\u30c7\u30eb\u3068\u6bd4\u3079\u308b\u3068\u5065\u95d8\u3057\u3066\u3044\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002\u305d\u3057\u3066gpt-4o-mini\u3092\u8d85\u3048\u3061\u3083\u3063\u3066\u307e\u3059\u3002\u3053\u308c\u304co4-mini\u3060\u3068\u307e\u305f\u9055\u3046\u3093\u3067\u3057\u3087\u3046\u3051\u3069\u3001o4-mini\u306f\u30a8\u30e9\u30fc\u3067\u30c6\u30b9\u30c8\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n\n\n\n
\n
\n
\"\"\n\t\t\t\n\t\t\t\t\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n<\/div>\n\n\n\n
\n
\"\"\n\t\t\t\n\t\t\t\t\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n<\/div>\n<\/div>\n\n\n\n
<\/p>\n\n\n\n
\u30c6\u30b9\u30c8: jaqket\uff08\u30af\u30a4\u30ba\u554f\u984c\uff09<\/h3>\n\n\n\n
\"\"\n\t\t\t\n\t\t\t\t\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n\n\n\n
jaqket\u306e\u7d50\u679c\u306f\u53b3\u3057\u3044\u3082\u306e\u3067\u3057\u305f\u3002\u3068\u3044\u3046\u304b\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u6570\u304c\u3082\u306e\u3092\u8a00\u3046\u30c6\u30b9\u30c8\u3067\u3059\u306d\u3002Module-LLM\u3067\u306f\u307b\u3068\u3093\u3069\u304c\u610f\u5473\u4e0d\u660e\u306a\u30c7\u30fc\u30bf\u306e\u30eb\u30fc\u30d7\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002\u3053\u306e\u30c6\u30b9\u30c8\u306f\u554f\u984c\u304c\u9577\u304f\u9078\u629e\u80a2\u3082\u591a\u3044\u305f\u3081\u3001\u5165\u529b\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u975e\u5e38\u306b\u9577\u304f\u306a\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002\u8a73\u3057\u304f\u8abf\u3079\u3066\u3044\u307e\u305b\u3093\u304c\u3001\u9577\u3059\u304e\u308b\u3068\u3060\u3081\u306a\u306e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
\n
\n
\"\"\n\t\t\t\n\t\t\t\t\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n<\/div>\n\n\n\n
\n
\"\"\n\t\t\t\n\t\t\t\t\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n<\/div>\n<\/div>\n\n\n\n
\u540c\u3058\u3088\u3046\u306a\u6b63\u89e3\u7387\u3067\u3082\u3001Deepseek R1(32B)\u3068Qwen3(30B)\u3068\u3067\u306f\u5168\u7136\u30b9\u30d4\u30fc\u30c9\u304c\u9055\u3044\u307e\u3059\u306d\u3002Qwen3\u306f\u6b63\u78ba\u3055\u3092\u4fdd\u3061\u306a\u304c\u3089\u3082\u9ad8\u901f\u306a\u63a8\u8ad6\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u305d\u306e\u4ed6\u306e\u8a71<\/h2>\n\n\n\n
<\/p>\n\n\n\n
LLM\u306e\u56de\u7b54\u304c\u81ea\u7531\u3059\u304e\u308b<\/h3>\n\n\n\n
\u4eca\u56de\u884c\u3063\u305f\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30c6\u30b9\u30c8\u306f\u5168\u3066\u306e\u89e3\u7b54\u304c\u6570\u5b57\u3067\u7b54\u3048\u308b\u3082\u306e\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u6570\u5b57\u3067\u56de\u7b54\u3057\u3066\u3082\u3089\u3046\u3088\u3046\u3001\u300c\u6570\u5024\u306e\u307f\u3067\u89e3\u7b54\u3057\u3066\u3066\u304f\u3060\u3055\u3044\u3002\u601d\u8003\u904e\u7a0b\u3084\u8003\u5bdf\u306f\u542b\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u300d\u3068\u6307\u793a\u3092\u4e0e\u3048\u307e\u3057\u305f\u3002\u305d\u306e\u7d50\u679c\u304c\u3053\u308c\u3067\u3059\u3002<\/p>\n\n\n\n
\u7b54\u3048\u306f6\u3067\u3059\n<think>\uff5e\u3067\u3042\u308b\u304b\u3089\u2026<\/think> [\u6700\u7d42\u89e3] 4.\nThe answer is: 3\n(1)\u30d1\u30bd\u30b3\u30f3\u3067\u3059\u3002\n##### 7\n\u3060\u3044\u305f\u3044$50\u306b\u306a\u308a\u307e\u3059\n10+2=12\u500b\u3067\u3059<\/code><\/pre>\n\n\n\n
\u304a\u307e\u3048\u3089\u81ea\u7531\u3059\u304e\u3060\u308d\uff01\uff57<\/p>\n\n\n\n
\u5168\u7136\u6307\u793a\u3092\u5b88\u3063\u3066\u304f\u308c\u307e\u305b\u3093\u3002\u305f\u3060\u30eb\u30fc\u30eb\u5316\u3067\u304d\u305d\u3046\u3060\u3063\u305f\u306e\u3067\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30eb\u30fc\u30eb\u3067\u89e3\u7b54\u306e\u6570\u5b57\u3092\u62bd\u51fa\u3059\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
    # <think>\uff5e<\/think>\u30bf\u30b0\u5185\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u3059\u3079\u3066\u524a\u9664\n    response_text = re.sub(r'<think>.*?<\/think>', '', response_text, flags=re.DOTALL|re.IGNORECASE)\n    response_text = re.sub(r'^.*<\/think>', '', response_text, flags=re.DOTALL|re.IGNORECASE)\n    response_text = re.sub(r'<.*?>', '', response_text, flags=re.DOTALL)\n\n    # \u300c\u7b54\u3048\u306fxx\u3067\u3059\u300d\u306e\u5834\u5408\u3001xx\u3092\u62bd\u51fa\n    if not answer:\n        choice_match = re.search(r'\u7b54\u3048\u306f\\s*([\\d\\-\\.]+)\\s*(\u3067\u3059)*', response_text)\n        if choice_match:\n            answer = choice_match.group(1)\n\n    # \u300c\u7b54\u3048: xx\u300d\u306e\u5834\u5408\u3001xx\u3092\u62bd\u51fa\n    if not answer:\n        choice_match = re.search(r'(\u7b54\u3048|\u89e3\u7b54|\u6b63\u89e3)\u306f*\\s*:*\\s*([\\d\\-\\.]+)', response_text)\n        if choice_match:\n            answer = choice_match.group(2)\n\n    # \u300cThe answer is: xx\u300d\u306e\u5834\u5408\u3001xx\u3092\u62bd\u51fa\n    if not answer:\n        choice_match = re.search(r'answer is\\s*:*\\s*([\\d\\-\\.]+)', response_text, re.IGNORECASE)\n        if choice_match:\n            answer = choice_match.group(1)\n\n    # \u9078\u629e\u80a2\u306e\u5834\u5408\uff08\u4f8b: (4)\u68ee\uff09\u3001\u6700\u5f8c\u306e\u62ec\u5f27\u5185\u306e\u6570\u5b57\u3092\u62bd\u51fa\n    if not answer:\n        choice_matches = re.findall(r'\\((\\d+)\\)', response_text)\n        if choice_matches:\n            answer = choice_matches[-1]  # \u6700\u5f8c\u306b\u30de\u30c3\u30c1\u3057\u305f\u62ec\u5f27\u5185\u306e\u6570\u5b57\u3092\u4f7f\u7528\n    \n    # \u8a08\u7b97\u5f0f\u306e\u5834\u5408\uff08\u4f8b: 1+1=2.5=2.5\uff09\u3001\u6700\u5f8c\u306e\u7b49\u53f7\u306e\u5f8c\u306e\u6570\u5b57\uff08\u5c0f\u6570\u70b9\u542b\u3080\uff09\u3092\u62bd\u51fa\n    if not answer:\n        equals_match = re.search(r'=\\s*(\\d+\\.\\d+|\\d+)(?![^=]*=)', response_text)\n        if equals_match:\n            answer = equals_match.group(1)\n    \n    # \u5358\u7d14\u306b\u6570\u5b57\u3060\u3051\u306e\u5834\u5408\uff08\u4f8b: 4 \u307e\u305f\u306f 3.14\uff09- \u5f8c\u65b9\u4e00\u81f4\n    if not answer:\n        number_matches = re.findall(r'(\\-?\\d+\\.\\d+|\\-?\\d+)', response_text)\n        if number_matches:\n            answer = number_matches[-1]  # \u6700\u5f8c\u306b\u30de\u30c3\u30c1\u3057\u305f\u6570\u5024\u3092\u4f7f\u7528\n    \n    # \u5c0f\u6570\u70b9\u3068\u9593\u9055\u3048\u3089\u308c\u305f\u672b\u5c3e\u306e.\u3084\u524d\u5f8c\u306e\u4f59\u8a08\u306a\u30b9\u30da\u30fc\u30b9\u3092\u524a\u9664\n    answer = answer.rstrip('.')\n    answer = answer.strip()<\/code><\/pre><\/div>\n\n\n\n
\u57fa\u672c\u7684\u306b\u306f\u6700\u5f8c\u306b\u6765\u308b\u6570\u5b57\u304c\u7b54\u3048\u306e\u5834\u5408\u304c\u591a\u3044\u306e\u3067\u3059\u304c\u3001\u305f\u307e\u306b\u7b54\u3048\u306e\u5f8c\u306b\u89e3\u8aac\u304c\u7d9a\u304f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u306a\u306e\u3067\u660e\u3089\u304b\u306b\u56de\u7b54\u3067\u3042\u308b\u90e8\u5206\u304c\u3042\u308c\u3070\u5148\u306b\u62bd\u51fa\u3057\u3066\u3001\u306a\u3051\u308c\u3070\u6700\u5f8c\u306e\u6570\u5b57\u306e\u3088\u3046\u306a\u51e6\u7406\u3092\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3001\u307b\u304b\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u30c6\u30b9\u30c8\u3067\u306f\u3069\u3046\u3084\u3063\u3066\u308b\u3093\u3067\u3057\u3087\u3046\u304b\u306d??<\/p>\n\n\n\n
\u30eb\u30fc\u30d7\u306e\u691c\u51fa<\/h3>\n\n\n\n
LLM\u306f\u7121\u9650\u306b\u610f\u5473\u4e0d\u660e\u306a\u56de\u7b54\u3092\u7e70\u308a\u8fd4\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\u5024\u3092\u8a2d\u5b9a\u3057\u3066\u3044\u308b\u306e\u3067\u8a2d\u5b9a\u3057\u305f\u6642\u9593\u3067\u6b62\u307e\u308a\u307e\u3059\u304c\u3001\u610f\u5473\u4e0d\u660e\u306a\u6587\u5b57\u5217\u306e\u4e2d\u306e\u6570\u5b57\u3092\u62fe\u3063\u3066\u3057\u307e\u3046\u3068\u6b63\u3057\u304f\u63a1\u70b9\u304c\u3067\u304d\u306a\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u554f\u984c\uff1a\u660e\u6cbb\u6642\u4ee3\u306b\u897f\u6d0b\u304b\u3089\u4f1d\u308f\u3063\u305f...\n\u89e3\u7b54\uff1a\u0441\u044c arXiv:1907.04044v1 [math-ph] 10 Jul 2019\\narXiv:1907.04044v1 [math-ph] 10 Jul 2019\\narXiv:1907.04044v1 [math-ph] 10 Jul 2019\\narXiv:1907.04044v1 [math-ph] 10 Jul 2019\\narXiv:1907.04<\/code><\/pre>\n\n\n\n
\u3088\u304f\u898b\u308b\u3068\u3053\u306e\u610f\u5473\u4e0d\u660e\u306a\u6587\u5b57\u5217\u3082\u540c\u3058\u5185\u5bb9\u306e\u7e70\u308a\u8fd4\u3057\u3067\u3059\u3002LLM\u306e\u51fa\u529b\u306f\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u5f62\u5f0f\u306b\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u3053\u308c\u3089\u306e\u6587\u5b57\u304c\u7d30\u5207\u308c\u3067\u3084\u3063\u3066\u304d\u307e\u3059\u3002\u3053\u306e”\u5358\u8a9e”\u304c\u51fa\u73fe\u3057\u305f\u56de\u6570\u3092\u6570\u3048\u3066\u30015\u56de\u4ee5\u4e0a\u7e70\u308a\u8fd4\u3057\u305f”\u5358\u8a9e”\u304c3\u7a2e\u985e\u4ee5\u4e0a\u73fe\u308c\u305f\u3089\u7121\u9650\u30eb\u30fc\u30d7\u3068\u5224\u65ad\u3057\u3001\u5f37\u5236\u7d42\u4e86\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
            # \u540c\u3058\u30ec\u30b9\u30dd\u30f3\u30b9\u304c5\u56de\u4ee5\u4e0a\u7d9a\u3044\u305f\u3082\u306e\u304c3\u7a2e\u985e\u4ee5\u4e0a\u3042\u3063\u305f\u3089\u4e2d\u65ad\uff08\u3050\u308b\u3050\u308b\u5bfe\u7b56\uff09\n            if data:\n                if data in last_responses:\n                    last_responses[data] += 1\n                    # 5\u56de\u4ee5\u4e0a\u7d9a\u3044\u305f\u30ec\u30b9\u30dd\u30f3\u30b9\u306e\u7a2e\u985e\u3092\u30ab\u30a6\u30f3\u30c8\uff08\u305f\u3060\u30575\u56de\u306b\u3064\u304d1\u7a2e\u985e\u3068\u30ab\u30a6\u30f3\u30c8\uff09\n                    total_count = 0\n                    over_limit_responses = {}\n                    for k, v in last_responses.items():\n                        if v >= same_response_count:\n                            total_count += v\n                            over_limit_responses[k] = v\n                    if total_count >= same_response_count * same_response_words:\n                        print(f"\\n\u7570\u5e38\u691c\u77e5: {same_response_count}\u56de\u4ee5\u4e0a\u7e70\u308a\u8fd4\u3055\u308c\u305f\u5fdc\u7b54\u304c{same_response_words}\u7a2e\u985e\u306b\u9054\u3057\u307e\u3057\u305f\u3002")\n                        for k, v in over_limit_responses.items():\n                            k_str = k.replace("\\n", " ")\n                            print(f"  {v}\u56de : {k_str}")\n                        stop_inference = True\n                        restext = "error"\n                        break\n                else:\n                    last_responses[data] = 1<\/code><\/pre><\/div>\n\n\n\n
\u3053\u3093\u306a\u98a8\u306b\u691c\u51fa\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u7570\u5e38\u691c\u77e5: 5\u56de\u4ee5\u4e0a\u7e70\u308a\u8fd4\u3055\u308c\u305f\u5fdc\u7b54\u304c3\u7a2e\u985e\u306b\u9054\u3057\u307e\u3057\u305f\u3002\n  5\u56de : iv:1\n  5\u56de : 907\n  5\u56de : .04\nLLM\u306e\u63a8\u8ad6\u3092\u4e2d\u65ad\u3057\u307e\u3059<\/code><\/pre>\n\n\n\n
\u7570\u5e38\u691c\u77e5\u6642\u3084\u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\u6642\u306f\u63a8\u8ad6\u3092\u7d42\u4e86\u3055\u305b\u307e\u3059\u3002action\u306fpause\u306a\u306e\u3067\u4e00\u6642\u505c\u6b62\u306a\u3093\u3067\u3059\u304c\u3001StackFlow<\/a>\u306b\u306f\u4e2d\u6b62\u3059\u308b\u30b3\u30de\u30f3\u30c9\u304c\u7121\u3044\u3093\u3067\u3059\u3088\u306d\u3002\u305a\u3063\u3068pause\u306e\u307e\u307e\u3067\u3044\u3044\u306e\u304b\u308f\u304b\u308a\u307e\u305b\u3093\u304c\u3001\u3068\u308a\u3042\u3048\u305a\u3053\u308c\u3067\u6b62\u307e\u308b\u306e\u3067\u30e8\u30b7\u3068\u3057\u307e\u3059\u3002\u30e8\u30b7\uff01<\/p>\n\n\n\n
def abort_llm():\n    """LLM\u306e\u63a8\u8ad6\u3092\u4e2d\u6b62\u3059\u308b"""\n    # https:\/\/github.com\/m5stack\/StackFlow\/blob\/main\/doc\/projects_llm_framework_doc\/llm_llm_en.md\n    global llm_work_id\n\n    # \u4e2d\u65ad\u30b3\u30de\u30f3\u30c9\u3092\u9001\u4fe1\uff08pause\u3057\u305f\u307e\u307e\u3067\u3044\u3044\u306e\u304b\u306f\u77e5\u3089\u306a\u3044\uff09\n    try:\n        request_id = f"pause_{int(time.time())}"\n        abort_setup = {\n            "request_id": request_id,\n            "work_id": llm_work_id,\n            "action": "pause",\n        }\n        send_json_request(sf_sock, abort_setup)\n        res = receive_response(sf_sock, 20, request_id)\n        if res and res.get('error', {}).get('code', -999) != 0:\n            raise Exception(f'\u63a8\u8ad6\u505c\u6b62 \u30a8\u30e9\u30fc: {res["error"]["message"]}')\n        \n    except Exception as e:\n        print(f'\u30a8\u30e9\u30fc abort_llm: {e}')\n        return False<\/code><\/pre><\/div>\n\n\n\n
\u307e\u305f\u3001\u7570\u5e38\u6642\u3084\u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\u6642\u306f\u30a8\u30e9\u30fc\u3068\u3057\u3066\u6271\u3044\u3001\u63a1\u70b9\u3092\u884c\u308f\u306a\u3044\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u5834\u5408\u306f\u5fdc\u7b54\u6642\u9593\u304c\u975e\u5e38\u306b\u9577\u304f\u306a\u3063\u3066\u304a\u308a\u3001\u3053\u308c\u3092\u5e73\u5747\u5fdc\u7b54\u6642\u9593\u306b\u542b\u3081\u308b\u3068\u7d50\u679c\u304c\u5f15\u3063\u5f35\u3089\u308c\u3066\u3057\u307e\u3046\u305f\u3081\u3067\u3059\u3002<\/p>\n\n\n\n
\u307e\u3068\u3081<\/h3>\n\n\n\n
\u3068\u3044\u3046\u3053\u3068\u3067Module-LLM\u3067\u3044\u308d\u3044\u308d\u3068\u5b9f\u9a13\u3092\u3057\u3066\u307f\u307e\u3057\u305f\u304c\u3001\u6d88\u8cbb\u96fb\u529b1.25W\u7a0b\u5ea6\u30671\u4e07\u5186\u3067\u8cb7\u3048\u308b\u5c0f\u578b\u30c7\u30d0\u30a4\u30b9\u3067\u3001\u3053\u3053\u307e\u3067\u5b9f\u7528\u7684\u306a\u306e\u306f\u3068\u3066\u3082\u8208\u5473\u6df1\u3044\u3068\u601d\u3044\u307e\u3057\u305f\u3002OS\u304cUbuntu\u3068\u3044\u3046\u306e\u3082\u6271\u3044\u3084\u3059\u304b\u3063\u305f\u3067\u3059\u306d\uff08\u81ea\u5206\u306f\u5143\u3005CentOS\u4f7f\u3044\u3067\u3057\u305f\u304c\uff09\u3002\u30d7\u30ed\u30b0\u30e9\u30e0\u306f5\u5272\u304cAI\u306b\u3088\u308b\u4f5c\u6210\u30014\u5272\u304c\u30b5\u30b8\u30a7\u30b9\u30c8\u3092\u5229\u7528\u3057\u3066TAB\u9023\u6253\uff57\u3001\u6b8b\u308a1\u5272\u304c\u624b\u66f8\u304d\u3067\u3059\u3002AI\u3059\u3054\u3044\u3002<\/p>\n\n\n\n
 \u3000<\/p>\n\n\n\n
<\/p>\n","protected":false},"excerpt":{"rendered":"
M5Stack\u306eModule-LLM\u3067\u4f7f\u7528\u3067\u304d\u308bLLM\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u3001\u65e5\u672c\u8a9e\u306b\u3088\u308b\u554f\u984c\u306e\u6b63\u89e3\u2026<\/p>\n","protected":false},"author":1,"featured_media":8086,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_crdt_document":"","_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[128,132,145],"class_list":{"0":"post-8137","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-other-topic","8":"tag-m5stack","9":"tag-ai","10":"tag-llm","11":"three-column","12":"ar-three-column","13":"au-three-column"},"jetpack_featured_media_url":"https:\/\/akibabara.com\/blog\/wp-content\/uploads\/2025\/05\/xn_IMG_9294.webp","jetpack_shortlink":"https:\/\/wp.me\/pavCgQ-27f","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/akibabara.com\/blog\/wp-json\/wp\/v2\/posts\/8137","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/akibabara.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/akibabara.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/akibabara.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/akibabara.com\/blog\/wp-json\/wp\/v2\/comments?post=8137"}],"version-history":[{"count":26,"href":"https:\/\/akibabara.com\/blog\/wp-json\/wp\/v2\/posts\/8137\/revisions"}],"predecessor-version":[{"id":8177,"href":"https:\/\/akibabara.com\/blog\/wp-json\/wp\/v2\/posts\/8137\/revisions\/8177"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/akibabara.com\/blog\/wp-json\/wp\/v2\/media\/8086"}],"wp:attachment":[{"href":"https:\/\/akibabara.com\/blog\/wp-json\/wp\/v2\/media?parent=8137"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/akibabara.com\/blog\/wp-json\/wp\/v2\/categories?post=8137"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/akibabara.com\/blog\/wp-json\/wp\/v2\/tags?post=8137"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}