{"id":9589,"date":"2024-10-07T18:18:14","date_gmt":"2024-10-07T09:18:14","guid":{"rendered":"https:\/\/highreso.jp\/edgehub\/?p=9589"},"modified":"2024-10-07T18:18:14","modified_gmt":"2024-10-07T09:18:14","slug":"langsmithapi","status":"publish","type":"post","link":"https:\/\/highreso.jp\/edgehub\/machinelearning\/langsmithapi.html","title":{"rendered":"\u3010LangSmith\u3011\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210\u304b\u3089API\u30ad\u30fc\u306e\u767a\u884c\u65b9\u6cd5\u3092\u89e3\u8aac\uff01"},"content":{"rendered":"\n<p>LangSmith\u306f\u3001LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u3084\u30c7\u30d0\u30c3\u30b0\u3092\u52b9\u7387\u5316\u3059\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002<\/p>\n\n\n\n<p>LangSmith\u306fLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30ed\u30b0\u8a18\u9332\u3084\u30e2\u30c7\u30eb\u8a55\u4fa1\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u76e3\u8996\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001<span class=\"swl-format-2\">LangSmith\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210\u304b\u3089\u3001API\u30ad\u30fc\u306e\u767a\u884c\u65b9\u6cd5\u3001\u7c21\u5358\u306a\u4f7f\u3044\u65b9<\/span>\u307e\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"is-style-balloon_box\">\u3056\u3063\u304f\u308a\u8a00\u3046\u3068<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list\">\n<li>LangSmith\u306fLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30ed\u30b0\u8a18\u9332\u3084\u30e2\u30c7\u30eb\u8a55\u4fa1\u3001\u76e3\u8996\u304c\u53ef\u80fd<\/li>\n\n\n\n<li>LangSmith\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210\u3001API\u30ad\u30fc\u306e\u767a\u884c\u65b9\u6cd5\u3001\u7c21\u5358\u306a\u4f7f\u3044\u65b9\u3092\u89e3\u8aac<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">LangSmith\u3068\u306f<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/waterbook_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-8993\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/waterbook_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/waterbook_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>LangSmith\u306f\u3001LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u3084\u30c7\u30d0\u30c3\u30b0\u3092\u52b9\u7387\u5316\u3059\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">LangSmith\u306fLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30ed\u30b0\u8a18\u9332\u3084\u30e2\u30c7\u30eb\u8a55\u4fa1\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u76e3\u8996\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308aLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u54c1\u8cea\u5411\u4e0a\u3068\u958b\u767a\u52b9\u7387\u306e\u5411\u4e0a\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"p-blogParts post_content\" data-partsID=\"4485\"><p><div class=\"p-adBox -ranking -border-on\" data-id=\"4540\" data-ad=\"ranking\"><div class=\"p-adBox__title -rank1\">50\uff05\u5b89\u3044\u696d\u754c\u6700\u5b89\u7d1aGPU\u30af\u30e9\u30a6\u30c9\u300cGPUSOROBAN\u300d<\/div><div class=\"p-adBox__body\"><div class=\"p-adBox__img\"><div class=\"centerw250\"><a href=\"https:\/\/soroban.highreso.jp\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=highend-boxtop&adid=edgehub\" rel=\"nofollow\" referrerpolicy=\"no-referrer-when-downgrade\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanlllm_banner.jpg\" alt=\"GPUSOROBAN\"><\/a><\/div><\/div><div class=\"p-adBox__details\"><div class=\"p-adBox__star c-reviewStars\"><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><\/div><div class=\"p-adBox__price u-thin u-fz-s\">GPU\u306e\u30b3\u30b9\u30c8\u3067\u304a\u60a9\u307f\u306e\u65b9\u306b\uff01<\/div><div class=\"p-adBox__desc\">AWS\u3068\u6bd4\u3079\u306650%\u4ee5\u4e0a\u5b89\u3044\u6599\u91d1\u3067\u3001\u9ad8\u901fGPU\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u3054\u5229\u7528\u3044\u305f\u3060\u3051\u307e\u3059\u3002\r\n\u9762\u5012\u306a\u8a2d\u5b9a\u306f\u4e0d\u8981\u3001\u308f\u305a\u304b3\u5206\u3067\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u7acb\u3061\u4e0a\u3052\u304c\u53ef\u80fd\u3067\u3059\u3002\r\n\u30bf\u30b9\u30af\u306b\u5fdc\u3058\u3066\u6700\u9069\u306aGPU\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/div><\/div><\/div><div class=\"p-adBox__btns\"><a href=\"https:\/\/soroban.highreso.jp\/compute\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=boxtop&adid=edgehub\" class=\"p-adBox__btn -btn1\" target=\"_blank\" rel=\"noopener nofollow\">\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u898b\u308b<\/a><a href=\"https:\/\/soroban.highreso.jp\/download\/compute-catalog\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=boxtop&adid=edgehub\" class=\"p-adBox__btn -btn2\" target=\"_blank\" rel=\"noopener nofollow\">\u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/a><\/div><\/div><\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">LangSmith\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/interiawhite_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9027\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/interiawhite_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/interiawhite_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">LangSmith\u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u306b\u3001\u307e\u305a\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210\u3092\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">LangSmith\u516c\u5f0f\u30da\u30fc\u30b8\u306b\u30a2\u30af\u30bb\u30b9<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">LangSmith\u306e\u516c\u5f0f\u30da\u30fc\u30b8\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u300cSign up with email\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -external\" data-type=\"type3\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/cdn.prod.website-files.com\/65b8cd72835ceeacd4449a53\/69a2224227e2e682a3a49a95_Website%20preview-LangSmith%20Platform%20Page-obs.png\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/www.langchain.com\/langsmith\" target=\"_blank\" rel=\"noopener noreferrer\">LangSmith: AI Agent &amp; LLM Observability Platform<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">Complete AI agent and LLM observability platform with tracing and real-time monitoring. Debug agents, find failures fast, and track costs and latency.<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"362\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith1.jpg\" alt=\"\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210\" class=\"wp-image-9600\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith1.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith1-300x136.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith1-768x348.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/www.langchain.com\/langsmith\uff09<\/figcaption><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u767b\u9332<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u300c\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u300d\u3068\u300c\u30d1\u30b9\u30ef\u30fc\u30c9\u300d\u3092\u5165\u529b\u3057\u3001\u300cContinue\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"322\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith2.jpg\" alt=\"\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210\" class=\"wp-image-9601\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith2.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith2-300x121.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith2-768x309.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/www.langchain.com\/langsmith\uff09<\/figcaption><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u8a8d\u8a3c<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u767b\u9332\u3057\u305f\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u306b\u8a8d\u8a3c\u30e1\u30fc\u30eb\u304c\u5c4a\u304d\u307e\u3059\u306e\u3067\u300cConfirm your email\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"380\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith3.jpg\" alt=\"\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u8a8d\u8a3c\" class=\"wp-image-9602\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith3.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith3-300x143.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith3-768x365.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/www.langchain.com\/langsmith\uff09<\/figcaption><\/figure>\n\n\n\n<p class=\"is-style-icon_good\">\u3053\u3053\u307e\u3067\u3067\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210\u306f\u5b8c\u4e86\u3067\u3059\u3002<\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">LangSmith\u306eAPI\u30ad\u30fc\u306e\u8a2d\u5b9a<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/chgmi_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9568\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/chgmi_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/chgmi_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">LangSmith\u306eAPI\u30ad\u30fc\u306e\u8a2d\u5b9a\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">LangSmith\u306b\u30ed\u30b0\u30a4\u30f3<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">LangSmith\u306e\u516c\u5f0f\u30da\u30fc\u30b8\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u3001\u30b5\u30a4\u30c9\u30d0\u30fc\u306e\u300c\u6b6f\u8eca\u30a2\u30a4\u30b3\u30f3\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -external\" data-type=\"type3\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/cdn.prod.website-files.com\/65b8cd72835ceeacd4449a53\/69a2224227e2e682a3a49a95_Website%20preview-LangSmith%20Platform%20Page-obs.png\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/www.langchain.com\/langsmith\" target=\"_blank\" rel=\"noopener noreferrer\">LangSmith: AI Agent &amp; LLM Observability Platform<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">Complete AI agent and LLM observability platform with tracing and real-time monitoring. Debug agents, find failures fast, and track costs and latency.<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"361\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith4.jpg\" alt=\"API\u30ad\u30fc\" class=\"wp-image-9603\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith4.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith4-300x135.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith4-768x347.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/www.langchain.com\/langsmith\uff09<\/figcaption><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">API\u30ad\u30fc\u306e\u4f5c\u6210<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u30b5\u30a4\u30c9\u30d0\u30fc\u306e\u300cAPI Keys\u300d\u3092\u958b\u304d\u3001\u300cCreate API Key\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"229\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith5.jpg\" alt=\"API\u30ad\u30fc\" class=\"wp-image-9604\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith5.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith5-300x86.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith5-768x220.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/www.langchain.com\/langsmith\uff09<\/figcaption><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">\u300cDescription\u300d\u306b\u4efb\u610f\u306e\u540d\u524d\u3092\u5165\u529b\u3057\u3001\u300cKey Type\u300d\u3092\u9078\u629e\u3057\u3001\u300cCreate API Key\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"378\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith6.jpg\" alt=\"API\u30ad\u30fc\" class=\"wp-image-9595\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith6.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith6-300x142.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith6-768x363.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/www.langchain.com\/langsmith\uff09<\/figcaption><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">API\u30ad\u30fc\u306e\u78ba\u8a8d<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u4f5c\u6210\u3057\u305fAPI\u30ad\u30fc\u306f\u300cCopy\u300d\u30dc\u30bf\u30f3\u3067\u30b3\u30d4\u30fc\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"284\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith7.jpg\" alt=\"API\u30ad\u30fc\" class=\"wp-image-9596\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith7.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith7-300x107.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith7-768x273.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/www.langchain.com\/langsmith\uff09<\/figcaption><\/figure>\n\n\n\n<p class=\"is-style-icon_info\">API\u30ad\u30fc\u306f\u5927\u5207\u306b\u4fdd\u7ba1\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">LangChain\u306e\u5b9f\u884c\u74b0\u5883<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kojo_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9106\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kojo_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kojo_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">LangSmith\u3067\u306f\u3001LangChain\u3067\u306e\u5b9f\u884c\u30ed\u30b0\u3092\u6271\u3044\u307e\u3059\u306e\u3067\u3001\u3053\u3053\u3067\u306fLangChain\u306e\u74b0\u5883\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u7528\u610f\u3057\u305f\u5b9f\u884c\u74b0\u5883\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list\">\n<li>GPU\uff1aNVIDIA A100 80GB<\/li>\n\n\n\n<li>GPU\u30e1\u30e2\u30ea\uff08VRAM\uff09\uff1a80GB<\/li>\n\n\n\n<li>OS \uff1aUbuntu 22.04<\/li>\n\n\n\n<li>Docker<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Docker\u3067\u74b0\u5883\u69cb\u7bc9<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">Docker\u3092\u4f7f\u7528\u3057\u3066LangChain\u306e\u74b0\u5883\u69cb\u7bc9\u3092\u3057\u307e\u3059<\/span><\/p>\n\n\n\n<p>Docker\u306e\u4f7f\u3044\u65b9\u306f\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/ubuntudocker-eyecatch-300x158.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/ubuntudocker.html\">Ubuntu\u306bDocker\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff01GPU\u3092\u30b3\u30f3\u30c6\u30ca\u304b\u3089\u4f7f\u3046\u65b9\u6cd5<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">GPU\u306e\u74b0\u5883\u69cb\u7bc9\u3067\u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u4e0d\u4e00\u81f4\u306b\u3088\u308b\u30a8\u30e9\u30fc\u304c\u983b\u767a\u3057\u307e\u3059\u3002 Docker\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u3053\u306e\u3088\u3046\u306a\u4f9d\u5b58\u95a2\u4fc2\u306e\u30a8\u30e9\u30fc\u3092\u56de\u907f\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Dockerfile\u306e\u4f5c\u6210<\/div><div class=\"swell-block-step__body\">\n<p>\u30b3\u30f3\u30c6\u30ca\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u30d1\u30c3\u30b1\u30fc\u30b8\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">LLM\u306fOllama\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066\u52d5\u304b\u3057\u307e\u3059<\/span>\u306e\u3067\u3001PyTorch\u3084Transformer\u306f\u5225\u9014\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u4e0d\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30d1\u30c3\u30b1\u30fc\u30b8\u4e00\u89a7<\/span><\/div><div class=\"cap_box_content\">\n<ul class=\"wp-block-list\">\n<li>CUDA\uff1a12.1<\/li>\n\n\n\n<li>Python\uff1a3.10<\/li>\n\n\n\n<li>ollama<\/li>\n\n\n\n<li>langchain<\/li>\n\n\n\n<li>langsmith<\/li>\n\n\n\n<li>langchain-community<\/li>\n\n\n\n<li>langchain_core<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p>Ubuntu\u306e\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3067\u3001Dockerfile\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>mkdir langsmith_test\ncd langsmith_test\nnano Dockerfile<\/code><\/pre>\n\n\n\n<p>Dockerfile\u306b\u4ee5\u4e0b\u306e\u8a18\u8ff0\u3092\u8cbc\u308a\u4ed8\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code># \u30d9\u30fc\u30b9\u30a4\u30e1\u30fc\u30b8(CUDA)\u306e\u6307\u5b9a\nFROM nvidia\/cuda:12.1.0-cudnn8-devel-ubuntu22.04\n\n# \u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN apt-get update &amp;&amp; apt-get install -y python3-pip python3-venv git nano curl\n\nRUN curl -fsSL https:\/\/ollama.com\/install.sh | sh\n\n# \u4f5c\u696d\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u8a2d\u5b9a\nWORKDIR \/app\n\n# \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\nCOPY . \/app\n\n# Python\u4eee\u60f3\u74b0\u5883\u306e\u4f5c\u6210\nRUN python3 -m venv \/app\/.venv\n\n# \u4eee\u60f3\u74b0\u5883\u3092\u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30c8\u3059\u308b\u30b3\u30de\u30f3\u30c9\u3092.bashrc\u306b\u8ffd\u52a0\nRUN echo \"source \/app\/.venv\/bin\/activate\" &gt;&gt; \/root\/.bashrc\n\n# JupyterLab\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install Jupyter jupyterlab\n\n# LangChain\u95a2\u9023\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install ollama langchain langsmith langchain-community langchain_core\n\n# \u30b3\u30f3\u30c6\u30ca\u306e\u8d77\u52d5\u6642\u306bbash\u3092\u5b9f\u884c\nCMD &#091;\"\/bin\/bash\"]<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_info\">[Ctrl + S]\u30ad\u30fc\u3067\u5909\u66f4\u5185\u5bb9\u3092\u4fdd\u5b58\u3057\u3001[Ctrl + X]\u30ad\u30fc\u3067\u7de8\u96c6\u30e2\u30fc\u30c9\u304b\u3089\u629c\u3051\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">docker-compose.yml\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210<\/div><div class=\"swell-block-step__body\">\n<p>docker-compose.yml\u3067Docker\u30b3\u30f3\u30c6\u30ca\u306e\u8a2d\u5b9a\u3092\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>docker-compose.yml\u306eYAML\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u3066\u958b\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>nano docker-compose.yml<\/code><\/pre>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3057\u3066\u3001YAML\u30d5\u30a1\u30a4\u30eb\u306b\u8cbc\u308a\u4ed8\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>services:\n  langsmith_test:\n    build:\n      context: .\n      dockerfile: Dockerfile\n    image: langsmith_test\n    runtime: nvidia\n    container_name: langsmith_test\n    ports:\n      - \"8888:8888\"\n    volumes:\n      - .:\/app\/langsmith_test\n    deploy:\n      resources:\n        reservations:\n          devices:\n            - driver: nvidia\n              count: 1\n              capabilities: &#091;gpu]\n    command: &gt;\n      bash -c '\/usr\/local\/bin\/ollama serve &amp; \/app\/.venv\/bin\/jupyter lab --ip=\"*\" --port=8888 --NotebookApp.token=\"\" --NotebookApp.password=\"\" --no-browser --allow-root'<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_info\">[Ctrl + S]\u30ad\u30fc\u3067\u5909\u66f4\u5185\u5bb9\u3092\u4fdd\u5b58\u3057\u3001[Ctrl + X]\u30ad\u30fc\u3067\u7de8\u96c6\u30e2\u30fc\u30c9\u304b\u3089\u629c\u3051\u307e\u3059\u3002<\/p>\n\n\n\n\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Docker\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5<\/div><div class=\"swell-block-step__body\">\n<p>Dockerfile\u304b\u3089\u30d3\u30eb\u30c9\u3057\u3066\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002&nbsp;&nbsp;&nbsp;<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>docker compose up<\/code><\/pre>\n\n\n\n<p>&nbsp;<\/p>\n\n\n\n<p>Docker\u306e\u8d77\u52d5\u5f8c\u306b\u30d6\u30e9\u30a6\u30b6\u306e\u691c\u7d22\u7a93\u306b&#8221;localhost:8888&#8243;\u3092\u5165\u529b\u3059\u308b\u3068\u3001Jupyter Lab\u3092\u30d6\u30e9\u30a6\u30b6\u3067\u8868\u793a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>localhost:8888<\/code><\/pre>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u74b0\u5883\u5909\u6570\u306e\u8a2d\u5b9a\u3001LLM\u306e\u8a2d\u5b9a\u3001\u30c1\u30a7\u30fc\u30f3\u306e\u69cb\u7bc9<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kapibara_midashi-4.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-8988\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kapibara_midashi-4.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kapibara_midashi-4-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>Docker\u30b3\u30f3\u30c6\u30ca\u3067\u8d77\u52d5\u3057\u305fJupyter Lab\u4e0a\u3067\u3001<span class=\"swl-format-2\">LangSmith\u306e\u74b0\u5883\u5909\u6570\u306e\u8a2d\u5b9a\u304b\u3089\u3001LangChain\u3092\u4f7f\u3063\u305f\u30c1\u30a7\u30fc\u30f3\u306e\u69cb\u7bc9\u307e\u3067\u884c\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u74b0\u5883\u5909\u6570\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">LangSmith\u306eAPI\u306b\u95a2\u3059\u308b\u74b0\u5883\u5909\u6570\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>import os\nos.environ&#091;\"LANGCHAIN_TRACING_V2\"] = \"true\"\nos.environ&#091;\"LANGCHAIN_ENDPOINT\"] = \"https:\/\/api.smith.langchain.com\"\nos.environ&#091;\"LANGCHAIN_PROJECT\"] = \"langsmith-test\"\nos.environ&#091;\"LANGCHAIN_API_KEY\"] = \"***************************\"<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">os.environ[&#8220;LANGCHAIN_TRACING_V2&#8221;] = &#8220;true&#8221;<\/span><\/p>\n\n\n\n<p>LangChain\u306e\u30c8\u30ec\u30fc\u30b7\u30f3\u30b0\u6a5f\u80fd\u3092\u6709\u52b9\u306b\u3057\u307e\u3059\u3002LLM\u306e\u5b9f\u884c\u30ed\u30b0\u3084\u30c8\u30ec\u30fc\u30b9\u60c5\u5831\u304cLangSmith\u306b\u9001\u4fe1\u3055\u308c\u3001\u5f8c\u304b\u3089\u78ba\u8a8d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">os.environ[&#8220;LANGCHAIN_ENDPOINT&#8221;] = &#8220;https:\/\/api.smith.langchain.com&#8221;<\/span><\/p>\n\n\n\n<p>LangSmith\u306eAPI\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002LangChain\u304c\u3053\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306b\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u4fe1\u3059\u308b\u3053\u3068\u3067\u3001LangSmith\u306e\u30b5\u30fc\u30d3\u30b9\u3068\u901a\u4fe1\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">os.environ[&#8220;LANGCHAIN_PROJECT&#8221;] = &#8220;langsmith-test&#8221;<\/span><\/p>\n\n\n\n<p>\u4f7f\u7528\u3059\u308bLangSmith\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u540d\u524d\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002\u30ed\u30b0\u3084\u30c8\u30ec\u30fc\u30b9\u306f\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5358\u4f4d\u3067\u7ba1\u7406\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">os.environ[&#8220;LANGCHAIN_API_KEY&#8221;] = &#8220;***************************&#8221;<\/span><\/p>\n\n\n\n<p>LangSmith\u3067\u767a\u884c\u3057\u305fAPI\u30ad\u30fc\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">LLM\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u65e5\u672c\u8a9eLLM\u30e2\u30c7\u30eb\u300cLlama-3-ELYZA-JP-8B-q4_k_m.gguf\u300d\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>!curl -L -o Llama-3-ELYZA-JP-8B-q4_k_m.gguf \"https:\/\/huggingface.co\/elyza\/Llama-3-ELYZA-JP-8B-GGUF\/resolve\/main\/Llama-3-ELYZA-JP-8B-q4_k_m.gguf?download=true\"<\/code><\/pre>\n\n\n\n<p>Llama-3-ELYZA-JP\u306b\u3064\u3044\u3066\u306f\u3001\u5225\u8a18\u4e8b\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/07\/elyza3-eyecatch-300x158.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/elyza3toha.html\">GPT-4\u8d85\u3048\u306e\u65e5\u672c\u8a9eLLM\u300cLlama-3-ELYZA-JP\u300d\u306e\u6027\u80fd\u30fb\u4f7f\u3044\u65b9\uff01<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">Llama-3-ELYZA-JP\u306f\u3001\u6771\u5927\u30fb\u677e\u5c3e\u7814\u767a\u306e\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7ELYZA\u304c\u516c\u958b\u3057\u305f\u65e5\u672c\u8a9eLLM\u3067\u3059\u3002 Llama-3-ELYZA-JP-70B\u306f\u3001\u300cGPT-4\u300d\u3084\u300cClaude 3 Sonnet\u300d\u3092\u4e0a\u56de\u308b\u6027\u80fd\u304c\u3042\u308a\u307e\u3059&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n\n\n\n\n<p>LLM\u306e\u5b9f\u884c\u306b\u306fOllama\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">LLM\u306e\u30e2\u30c7\u30eb\u304cOllama\u4f7f\u3048\u308b\u3088\u3046\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u6307\u5b9a\u3057\u3066\u3001\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>import ollama\nfrom langchain_community.chat_models import ChatOllama\n\nmodelfile='''\nFROM .\/Llama-3-ELYZA-JP-8B-q4_k_m.gguf\nTEMPLATE \"\"\"{{ if .System }}&lt;|start_header_id|&gt;system&lt;|end_header_id|&gt;\n\n{{ .System }}&lt;|eot_id|&gt;{{ end }}{{ if .Prompt }}&lt;|start_header_id|&gt;user&lt;|end_header_id|&gt;\n\n{{ .Prompt }}&lt;|eot_id|&gt;{{ end }}&lt;|start_header_id|&gt;assistant&lt;|end_header_id|&gt;\n\n{{ .Response }}&lt;|eot_id|&gt;\"\"\"\nPARAMETER stop \"&lt;|start_header_id|&gt;\"\nPARAMETER stop \"&lt;|end_header_id|&gt;\"\nPARAMETER stop \"&lt;|eot_id|&gt;\"\nPARAMETER stop \"&lt;|reserved_special_token\"\n'''\n\nollama.create(model='elyza8b', modelfile=modelfile)<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">FROM .\/Llama-3-ELYZA-JP-8B-q4_k_m.gguf<\/span><\/p>\n\n\n\n<p>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30e2\u30c7\u30eb\u306e\u30d1\u30b9\u304c\u5165\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">TEMPLATE &#8220;&#8221;&#8221;{{ if .System }}&lt;|start_header_id|&gt;system&lt;|end_header_id|&gt;&#8230;<\/span><\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u3067\u4f7f\u7528\u3059\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u304c\u5165\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">ollama.create(model=&#8217;elyza8b&#8217;, modelfile=modelfile)<\/span><\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u4f7f\u3063\u3066Ollama\u7528\u306e\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<code>model<\/code>\u306b\u306fOllama\u3067\u547c\u3073\u51fa\u3059\u969b\u306b\u4f7f\u7528\u3059\u308b\u540d\u524d\u3092\u3064\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30c1\u30a7\u30fc\u30f3\u306e\u69cb\u7bc9<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u30d7\u30ed\u30f3\u30d7\u30c8\u3001LLM\u3001\u51fa\u529b\u30d1\u30fc\u30b5\u30fc\u3092\u51e6\u7406\u3059\u308b\u30c1\u30a7\u30fc\u30f3\u3092\u69cb\u7bc9\u3057\u3066\u5b9f\u884c\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from langchain_core.prompts import PromptTemplate\nfrom langchain_core.output_parsers import StrOutputParser\n\nllm = ChatOllama(model=\"elyza8b\", temperature=0.7)\n\nprompt = PromptTemplate(\n    input_variables=&#091;\"keyword\"],\n    template=\"\u4ee5\u4e0b\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u306b\u95a2\u3059\u308bFAQ\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044: {keyword}\u3002\u5177\u4f53\u7684\u306a\u8cea\u554f\u3068\u305d\u308c\u306b\u5bfe\u3059\u308b\u7c21\u6f54\u306a\u56de\u7b54\u3092\u542b\u3081\u3066\u304f\u3060\u3055\u3044\u3002\"\n)\n\nchain = prompt | llm | StrOutputParser()\n\nresult = chain.invoke({\"keyword\":\"RPA\"})\n\nprint(result)<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">ChatOllama(model=&#8221;elyza8b&#8221;, temperature=0.7)<\/span><\/p>\n\n\n\n<p>ChatOllama\u3092\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5316\u3057\u3066LLM\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3067\u304d\u308b\u72b6\u614b\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">PromptTemplate()<\/span><\/p>\n\n\n\n<p><strong><code>input_variables<\/code><\/strong>: \u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u4f7f\u7528\u3059\u308b\u5909\u6570\u306e\u30ea\u30b9\u30c8\u3067\u3059\u3002\u3053\u3053\u3067\u306f<code>\"keyword\"<\/code>\u3068\u3044\u3046\u5909\u6570\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong><code>template<\/code><\/strong>: \u5b9f\u969b\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3067\u3059\u3002<code>{keyword}<\/code>\u304c\u30d7\u30ec\u30fc\u30b9\u30db\u30eb\u30c0\u30fc\u3067\u3001\u5b9f\u969b\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u304c\u3053\u306e\u90e8\u5206\u306b\u633f\u5165\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">chain = prompt | llm | StrOutputParser()<\/span><\/p>\n\n\n\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u3001LLM\u3001\u51fa\u529b\u30d1\u30fc\u30b5\u30fc\u3092\u3064\u306a\u3052\u305f\u30c1\u30a7\u30fc\u30f3\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u304cLLM\u306b\u9001\u3089\u308c\u3001LLM\u306e\u5fdc\u7b54\u304c\u6587\u5b57\u5217\u3068\u3057\u3066\u51fa\u529b\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">chain.invoke({&#8220;keyword&#8221;:&#8221;RPA&#8221;})<\/span><\/p>\n\n\n\n<p>\u6307\u5b9a\u3057\u305f\u5165\u529b<code>{\"keyword\":\"RPA\"}<\/code>\uff09\u306b\u57fa\u3065\u3044\u3066\u30c1\u30a7\u30fc\u30f3\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-right\" data-col=\"green\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>\u4ee5\u4e0b\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u306b\u95a2\u3059\u308bFAQ\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044: RPA\u3002<br>\u5177\u4f53\u7684\u306a\u8cea\u554f\u3068\u305d\u308c\u306b\u5bfe\u3059\u308b\u7c21\u6f54\u306a\u56de\u7b54\u3092\u542b\u3081\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-left\" data-col=\"gray\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>RPA\uff08Robotic Process Automation\uff09\u306b\u95a2\u3059\u308bFAQ\u3067\u3059\u3002<br><br>Q1: RPA\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<br>A1: RPA\u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30ed\u30dc\u30c3\u30c8\u304c\u4eba\u9593\u306e\u64cd\u4f5c\u3092\u81ea\u52d5\u5316\u3059\u308b\u6280\u8853\u3067\u3059\u3002<br><br>Q2: RPA\u3068AI\u306f\u540c\u3058\u610f\u5473\u3067\u3059\u304b\uff1f<br>A2: \u3044\u3044\u3048\u3002RPA\u306f\u4e3b\u306b\u5b9a\u578b\u4f5c\u696d\u306e\u81ea\u52d5\u5316\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u304c\u3001AI\u306f\u6a5f\u68b0\u5b66\u7fd2\u3084\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306a\u3069\u3092\u7528\u3044\u3066\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u6280\u8853\u3067\u3059\u3002<br><br>Q3: RPA\u3067\u4f55\u304c\u3067\u304d\u308b\u306e\u3067\u3059\u304b\uff1f<br>A3: RPA\u3067\u306f\u3001\u30c7\u30fc\u30bf\u5165\u529b\u3001\u5e33\u7968\u4f5c\u6210\u3001\u30e1\u30fc\u30eb\u64cd\u4f5c\u3001\u30b7\u30b9\u30c6\u30e0\u9023\u643a\u306a\u3069\u306e\u5b9a\u578b\u4f5c\u696d\u3092\u81ea\u52d5\u5316\u3067\u304d\u307e\u3059\u3002<br><br>Q4: RPA\u306f\u4eba\u9593\u306e\u4ed5\u4e8b\u3092\u596a\u3046\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f<br>A4: RPA\u306f\u3001\u4eba\u9593\u306e\u5224\u65ad\u3084\u5275\u9020\u6027\u304c\u5fc5\u8981\u306a\u90e8\u5206\u3092\u9664\u304d\u3001\u5358\u7d14\u3067\u53cd\u5fa9\u7684\u306a\u4f5c\u696d\u3092\u4ee3\u66ff\u3059\u308b\u3053\u3068\u3067\u751f\u7523\u6027\u5411\u4e0a\u306b\u8ca2\u732e\u3057\u307e\u3059\u3002\u4eba\u9593\u306e\u4ed5\u4e8b\u3092\u596a\u3046\u3053\u3068\u306f\u306a\u3044\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<br><br>Q5: RPA\u306e\u5c0e\u5165\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u304b\uff1f<br>A5: RPA\u306e\u5c0e\u5165\u306b\u3088\u308a\u3001\u4f5c\u696d\u52b9\u7387\u5316\u3001\u30b3\u30b9\u30c8\u524a\u6e1b\u3001\u30df\u30b9\u9632\u6b62\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<br><br>Q6: RPA\u306f\u30bb\u30ad\u30e5\u30a2\u3067\u3059\u304b\uff1f<br>A6: \u306f\u3044\u3002RPA\u30c4\u30fc\u30eb\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3068\u3057\u3066\u8a8d\u8a3c\u3084\u6697\u53f7\u5316\u306a\u3069\u3092\u5b9f\u65bd\u3057\u3001\u5b89\u5168\u306b\u904b\u7528\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<br><br>Q7: RPA\u306e\u5b66\u7fd2\u65b9\u6cd5\u306f\u3042\u308a\u307e\u3059\u304b\uff1f<br>A7: \u306f\u3044\u3002\u5404RPA\u30c4\u30fc\u30eb\u306e\u63d0\u4f9b\u5143\u304c\u516c\u5f0f\u306b\u63d0\u4f9b\u3057\u3066\u3044\u308b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u7814\u4fee\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3042\u308a\u3001\u307e\u305f\u3001\u66f8\u7c4d\u3084\u30aa\u30f3\u30e9\u30a4\u30f3\u30b3\u30fc\u30b9\u306a\u3069\u3092\u901a\u3058\u3066\u30b9\u30ad\u30eb\u3092\u8eab\u306b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br><br>Q8: RPA\u306f\u3069\u306e\u3088\u3046\u306a\u696d\u754c\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u304b\uff1f<br>A8: RPA\u306f\u3001\u91d1\u878d\u3001\u88fd\u9020\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u3001IT\u306a\u3069\u591a\u304f\u306e\u696d\u754c\u3067\u5c0e\u5165\u3055\u308c\u3001\u751f\u7523\u6027\u5411\u4e0a\u3084\u30b3\u30b9\u30c8\u524a\u6e1b\u306b\u8ca2\u732e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div><\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">LangSmith\u3067\u30ed\u30b0\u3092\u78ba\u8a8d<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/07\/room_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-6936\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/07\/room_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/07\/room_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">LangSmith\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u3001\u5b9f\u884c\u30ed\u30b0\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">LangSmith\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u958b\u304f<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">LangSmith\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u3001\u30c8\u30c3\u30d7\u30da\u30fc\u30b8\u304b\u3089\u300cProjects\u300d\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -external\" data-type=\"type3\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/cdn.prod.website-files.com\/65b8cd72835ceeacd4449a53\/69a2224227e2e682a3a49a95_Website%20preview-LangSmith%20Platform%20Page-obs.png\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/www.langchain.com\/langsmith\" target=\"_blank\" rel=\"noopener noreferrer\">LangSmith: AI Agent &amp; LLM Observability Platform<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">Complete AI agent and LLM observability platform with tracing and real-time monitoring. Debug agents, find failures fast, and track costs and latency.<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"309\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith8.jpg\" alt=\"langsmith\u30ed\u30b0\" class=\"wp-image-9597\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith8.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith8-300x116.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith8-768x297.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/www.langchain.com\/langsmith\uff09<\/figcaption><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u9078\u629e<\/div><div class=\"swell-block-step__body\">\n<p>\u74b0\u5883\u5909\u6570\u3067\u6307\u5b9a\u3057\u305f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u540d\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"226\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith9.jpg\" alt=\"langsmith\u30ed\u30b0\" class=\"wp-image-9598\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith9.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith9-300x85.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith9-768x217.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/www.langchain.com\/langsmith\uff09<\/figcaption><\/figure>\n\n\n\n<p class=\"is-style-icon_info\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001os.environ[&#8220;LANGCHAIN_PROJECT&#8221;] = &#8220;langsmith-test&#8221;\u3068\u6307\u5b9a\u3057\u307e\u3057\u305f\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u5b9f\u884c\u30ed\u30b0\u306e\u78ba\u8a8d<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u5404\u30b9\u30c6\u30c3\u30d7\u3067\u306e\u5b9f\u884c\u30ed\u30b0\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" width=\"800\" height=\"313\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith10.jpg\" alt=\"langsmith\u30ed\u30b0\" class=\"wp-image-9599\" style=\"width:788px;height:auto\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith10.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith10-300x117.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/langsmith10-768x300.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/www.langchain.com\/langsmith\uff09<\/figcaption><\/figure>\n\n\n\n<p class=\"is-style-icon_good\">\u30c1\u30a7\u30fc\u30f3\u306e\u4e2d\u8eab\u306e\u51e6\u7406\u3082\u53ef\u8996\u5316\u3067\u304d\u3066\u3044\u307e\u3059\uff01<\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"index_id8\">\u751f\u6210AI\u30fbLLM\u306e\u30b3\u30b9\u30c8\u3067\u304a\u56f0\u308a\u306a\u3089<\/h2>\n\n\n\n<p>GPU\u306e\u30b9\u30da\u30c3\u30af\u4e0d\u8db3\u3067\u751f\u6210AI\u306e\u958b\u767a\u304c\u601d\u3046\u3088\u3046\u306b\u9032\u307e\u306a\u3044\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f<\/p>\n\n\n\n<p>\u305d\u3093\u306a\u3068\u304d\u306b\u306f\u3001<strong><span class=\"swl-format-2\">\u9ad8\u6027\u80fd\u306aGPU\u3092\u30ea\u30fc\u30ba\u30ca\u30d6\u30eb\u306a\u4fa1\u683c\u3067\u4f7f\u3048\u308bGPU\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u304c\u304a\u3059\u3059\u3081\u3067\u3059\uff01<\/span><\/strong><\/p>\n\n\n\n<div class=\"p-blogParts post_content\" data-partsID=\"4543\">\n<div class=\"swell-block-capbox cap_box\" data-colset=\"col2\"><div class=\"cap_box_ttl\"><span>GPUSOROBAN<\/span><\/div><div class=\"cap_box_content\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"283\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanpr_1.jpg\" alt=\"GPUSOROBAN\" class=\"wp-image-4552\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanpr_1.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanpr_1-300x106.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanpr_1-768x272.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>GPUSOROBAN\u306f\u3001<span class=\"swl-format-1\"><span class=\"swl-marker mark_yellow\">\u751f\u6210AI\u30fbLLM\u5411\u3051\u306e\u9ad8\u901fGPU\u3092\u696d\u754c\u6700\u5b89\u7d1a\u306e\u6599\u91d1\u3067\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/span><\/p>\n\n\n\n<p>\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u74b0\u5883\u3055\u3048\u3042\u308c\u3070\u3001\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u306eGPU\u30b5\u30fc\u30d0\u30fc\u3092\u3059\u3050\u306b\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5927\u898f\u6a21\u306a\u8a2d\u5099\u6295\u8cc7\u306e\u5fc5\u8981\u304c\u306a\u304f\u3001\u7169\u96d1\u306a\u30b5\u30fc\u30d0\u30fc\u7ba1\u7406\u304b\u3089\u3082\u89e3\u653e\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-columns\"><div class=\"swell-block-columns__inner\">\n<div class=\"swell-block-column swl-has-mb--s\">\n<div class=\"swell-block-button blue_ -size-l is-style-btn_normal\"><a href=\"https:\/\/soroban.highreso.jp\/?utm_medium=edgehub&amp;utm_source=edgehub&amp;utm_campaign=highend_boxa&amp;adid=edgehub\" class=\"swell-block-button__link\"><span>\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u307f\u308b<\/span><\/a><\/div>\n<\/div>\n\n\n\n<div class=\"swell-block-column swl-has-mb--s\">\n<div class=\"swell-block-button red_ -size-l is-style-btn_normal\"><a href=\"https:\/\/soroban.highreso.jp\/download\/compute-catalog\/?utm_medium=edgehub&amp;utm_source=edgehub&amp;utm_campaign=highend_boxa&amp;adid=edgehub\" class=\"swell-block-button__link\"><span>\u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/span><\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>LangSmith\u306f\u3001LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u3084\u30c7\u30d0\u30c3\u30b0\u3092\u52b9\u7387\u5316\u3059\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002 LangSmith\u306fLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30ed\u30b0\u8a18\u9332\u3084\u30e2\u30c7\u30eb\u8a55\u4fa1\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u76e3\u8996\u304c\u3067\u304d\u307e\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001LangS 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