{"id":11522,"date":"2024-10-28T11:23:38","date_gmt":"2024-10-28T02:23:38","guid":{"rendered":"https:\/\/highreso.jp\/edgehub\/?p=11522"},"modified":"2024-12-18T19:39:51","modified_gmt":"2024-12-18T10:39:51","slug":"tavilysearchapi","status":"publish","type":"post","link":"https:\/\/highreso.jp\/edgehub\/machinelearning\/tavilysearchapi.html","title":{"rendered":"\u3010LangChain\u3011Tavily Search API\u306e\u4f7f\u3044\u65b9\uff01\u300e\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c8\u300f\u3092\u805e\u304f"},"content":{"rendered":"\n<p><span class=\"swl-format-2\">Tavily Search\u306f\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/span><span class=\"swl-format-2\">\u7528<\/span><span class=\"swl-format-2\">\u306b\u8a2d\u8a08\u3055\u308c\u305f\u691c\u7d22\u30a8\u30f3\u30b8\u30f3API\u3067\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u304b\u3064\u6b63\u78ba\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u5916\u90e8\u60c5\u5831\u306e\u691c\u7d22\u3084\u62bd\u51fa\u304c\u53ef\u80fd\u3067RAG\u5411\u3051\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u304a\u308a\u3001LangChain\u3084LlamaIndex\u3078\u306e\u7d71\u5408\u304c\u7c21\u5358\u306b\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Tavily Search API\u30ad\u30fc\u306e\u767a\u884c\u304b\u3089\u3001LangChain\u306b\u304a\u3051\u308b\u4f7f\u3044\u65b9\u307e\u3067\u7d39\u4ecb\u3057\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>Tavily Search API\u306f\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5411\u3051\u306b\u8a2d\u8a08\u3055\u308c\u305f\u691c\u7d22\u30a8\u30f3\u30b8\u30f3API<\/li>\n\n\n\n<li>Tavily Search API\u30ad\u30fc\u306e\u767a\u884c\u65b9\u6cd5\u304c\u308f\u304b\u308b<\/li>\n\n\n\n<li>LangChain\u306b\u304a\u3051\u308bTavily Search API\u306e\u4f7f\u3044\u65b9\u304c\u308f\u304b\u308b<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Tavily Search API\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\/kuma49_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-10025\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma49_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma49_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>Tavily Search API\u306f\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u7528\u306b\u8a2d\u8a08\u3055\u308c\u305f\u691c\u7d22\u30a8\u30f3\u30b8\u30f3API\u3067\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u304b\u3064\u6b63\u78ba\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">\u5916\u90e8\u60c5\u5831\u306e\u691c\u7d22\u3084\u62bd\u51fa\u304c\u53ef\u80fd\u3067RAG\u5411\u3051\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u304a\u308a\u3001LangChain\u3084LlamaIndex\u3078\u306e\u7d71\u5408\u304c\u7c21\u5358\u306b\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u5358\u4e00\u306eAPI\u547c\u3073\u51fa\u3057\u3067\u60c5\u5831\u306e\u691c\u7d22\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001\u62bd\u51fa\u3092\u884c\u3048\u308b\u4fbf\u5229\u306a\u30c4\u30fc\u30eb\u3067\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=\"4507\" data-ad=\"ranking\"><div class=\"p-adBox__title -rank1\">1\u6642\u959350\u5186\u304b\u3089\u4f7f\u3048\u308bGPU\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\">\u751f\u6210AI\u30fbLLM\u5411\u3051\u306e\u9ad8\u901fGPU\u3092\u696d\u754c\u6700\u5b89\u7d1a\u306e1\u6642\u959350\u5186\u304b\u3089\u5229\u7528\u3067\u304d\u307e\u3059\u3002\r\n\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u74b0\u5883\u3055\u3048\u3042\u308c\u3070\u3001GPU\u30b5\u30fc\u30d0\u30fc\u3092\u3059\u3050\u306b\u4f7f\u3048\u307e\u3059\u3002\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u8d77\u52d5\u3057\u3066\u3044\u308b\u3068\u304d\u306e\u307f\u306e\u8ab2\u91d1\u3067\u3001\u30b3\u30b9\u30c8\u3092\u6700\u5c0f\u5316\u3067\u304d\u307e\u3059\u3002\r\n<\/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\">Tavily Search API\u306e\u6599\u91d1<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"316\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavily_price.jpg\" alt=\"\u6599\u91d1\u8868\" class=\"wp-image-11549\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavily_price.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavily_price-300x119.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavily_price-768x303.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/tavily.com\/\uff09<\/figcaption><\/figure>\n\n\n\n<p>Tavily Search API\u306e\u6599\u91d1\u30d7\u30e9\u30f3\u306f\u3001API\u306e\u30b3\u30fc\u30eb\u6570\u306b\u5fdc\u3058\u3066\u30d7\u30e9\u30f3\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">\u6708\u306b1,000\u56de\u307e\u3067\u7121\u6599\u3067API\u30b3\u30fc\u30eb\u304c\u53ef\u80fd\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u7121\u6599\u3067\u4f7f\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u30af\u30ec\u30b8\u30c3\u30c8\u30ab\u30fc\u30c9\u306e\u767b\u9332\u306f\u4e0d\u8981\u3067\u6c17\u8efd\u306b\u8a66\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Tavily Search API\u30ad\u30fc\u306e\u767a\u884c<\/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\/car_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9108\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/car_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/car_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Tavily Search API\u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001API\u30ad\u30fc\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u624b\u9806\u3067API\u30ad\u30fc\u306e\u767a\u884c\u304c\u3067\u304d\u307e\u3059\u3002<\/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\"><span style=\"font-size: var(--swl-fz--large); background-color: var(--color_content_bg); color: var(--color_text); font-family: var(--swl-font_family); letter-spacing: var(--swl-letter_spacing,normal);\"><span class=\"swl-fz u-fz-xs\">Sign In\u3092\u30af\u30ea\u30c3\u30af<\/span><\/span><\/div><div class=\"swell-block-step__body\">\n<p><a href=\"https:\/\/tavily.com\/\">Tavily\u516c\u5f0f\u30b5\u30a4\u30c8<\/a>\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u300cGet Started\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/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.sanity.io\/images\/5tlb0lxv\/production\/6f74416f266192b10b3d6c220af3003846e8f17c-1200x630.png?w=1200&#038;h=630\" 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:\/\/tavily.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">Tavily<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">Tavily is the real\u2011time search engine for AI agents and RAG workflows \u2014 Fast and secure APIs for web search and content extraction.<\/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=\"382\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavilyapi-1.jpg\" alt=\"API\u30ad\u30fc\u767a\u884c\u624b\u9806\" class=\"wp-image-11534\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavilyapi-1.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavilyapi-1-300x143.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavilyapi-1-768x367.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/tavily.com\/\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\">Sign In\u30da\u30fc\u30b8\u3092\u958b\u304f<\/div><div class=\"swell-block-step__body\">\n<p>\u300cSign In\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"295\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavilyapi-2.jpg\" alt=\"API\u30ad\u30fc\u767a\u884c\u624b\u9806\" class=\"wp-image-11536\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavilyapi-2.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavilyapi-2-300x111.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavilyapi-2-768x283.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/tavily.com\/\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\">Sign Up\u30da\u30fc\u30b8\u3092\u958b\u304f<\/div><div class=\"swell-block-step__body\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"449\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavilyapi-3.jpg\" alt=\"API\u30ad\u30fc\u767a\u884c\u624b\u9806\" class=\"wp-image-11535\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavilyapi-3.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavilyapi-3-300x168.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavilyapi-3-768x431.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/tavily.com\/\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\">\u30a2\u30ab\u30a6\u30f3\u30c8\u306e\u4f5c\u6210<\/div><div class=\"swell-block-step__body\">\n<p>\u300c\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u300d\u3001\u300c\u30d1\u30b9\u30ef\u30fc\u30c9\u300d\u3092\u5165\u529b\u3057\u3001\u300cContinue\u300d\u3000\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"416\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavilyapi-4.jpg\" alt=\"API\u30ad\u30fc\u767a\u884c\u624b\u9806\" class=\"wp-image-11533\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavilyapi-4.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavilyapi-4-300x156.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavilyapi-4-768x399.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/tavily.com\/\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\u30b3\u30d4\u30fc<\/div><div class=\"swell-block-step__body\">\n<p>\u30db\u30fc\u30e0\u753b\u9762\u306b\u767a\u884c\u3055\u308c\u305fAPI\u30ad\u30fc\u304c\u8868\u793a\u3055\u308c\u308b\u306e\u3067\u3001\u3053\u308c\u3092\u30b3\u30d4\u30fc\u3057\u3066\u5b89\u5168\u306a\u5834\u6240\u306b\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"400\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavilyapi-6.jpg\" alt=\"API\u30ad\u30fc\u767a\u884c\u624b\u9806\" class=\"wp-image-11532\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavilyapi-6.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavilyapi-6-300x150.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tavilyapi-6-768x384.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/tavily.com\/\uff09<\/figcaption><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">LangChain\u306e\u74b0\u5883\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\/door10_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9771\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/door10_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/door10_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">\u3053\u306e\u8a18\u4e8b\u3067\u306fLangChain\u306e\u74b0\u5883\u3067\u3001Tavily search API\u306e\u4f7f\u3044\u65b9\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\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>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 tavily\ncd tavily\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-ollama langchain langsmith langchain-chroma faiss-gpu langchain-community langchain_huggingface langchain_core tiktoken tavily-python\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\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30de\u30f3\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">FROM nvidia\/cuda:12.1.0-cudnn8-devel-ubuntu22.04<\/span><\/p>\n\n\n\n<p>CUDA12.1\u306e\u30d9\u30fc\u30b9\u30a4\u30e1\u30fc\u30b8\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">RUN apt-get update &amp;&amp; apt-get install -y python3-pip python3-venv git nano curl<\/span><\/p>\n\n\n\n<p>\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-1\"><span class=\"swl-format-2\">RUN curl -fsSL https:\/\/ollama.com\/install.sh | sh<\/span><\/span><\/p>\n\n\n\n<p>Linux\u7248\u306eOllama\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002Python\u3067Ollama\u3092\u52d5\u304b\u3059\u969b\u306b\u3082Linux\u7248Ollama\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u306e\u3067\u3054\u6ce8\u610f\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">RUN \/app\/.venv\/bin\/pip install Jupyter jupyterlab<\/span><\/p>\n\n\n\n<p>JupyterLab\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">RUN \/app\/.venv\/bin\/pip install ollama langchain-ollama langchain langsmith langchain-chroma faiss-gpu langchain-community langchain_huggingface langchain_core tiktoken tavily-python<\/span><\/p>\n\n\n\n<p>LangChain\u3068Ollama\u3001Tavily Search\u95a2\u9023\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>LLM\u306fOllama\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066\u52d5\u304b\u3057\u307e\u3059\u306e\u3067\u3001PyTorch\u3084Transformer\u306f\u5225\u9014\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u4e0d\u8981\u3067\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\">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  tavily:\n    build:\n      context: .\n      dockerfile: Dockerfile\n    image: tavily\n    runtime: nvidia\n    container_name: tavily\n    ports:\n      - \"8888:8888\"\n    volumes:\n      - .:\/app\/tavily\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<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30de\u30f3\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">bash -c &#8216;\/usr\/local\/bin\/ollama serve &amp; \/app\/.venv\/bin\/jupyter lab &#8211;ip=&#8221;*&#8221; &#8211;port=8888 &#8211;NotebookApp.token=&#8221;&#8221; &#8211;NotebookApp.password=&#8221;&#8221; &#8211;no-browser &#8211;allow-root&#8217;<\/span><\/p>\n\n\n\n<p><code>bash -c '\/usr\/local\/bin\/ollama serve<\/code><\/p>\n\n\n\n<p>Ollama Server\u3092\u8d77\u52d5\u3057\u3066\u3044\u307e\u3059\u3002Python\u306eOllama\u3092\u4f7f\u7528\u3059\u308b\u969b\u306b\u3001Ollama Server\u3092\u8d77\u52d5\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u3054\u6ce8\u610f\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n\n\n\n\n<p><code>&amp; \/app\/.venv\/bin\/jupyter lab --ip=\"*\" --port=8888 --NotebookApp.token=\"\" --NotebookApp.password=\"\" --no-browser --allow-root'<\/code><\/p>\n\n\n\n<p>JupyterLab\u30928888\u756a\u30dd\u30fc\u30c8\u3067\u8d77\u52d5\u3057\u3066\u3044\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\">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\">LangChain\u306eTavily Search\u3092\u5b9f\u88c5<\/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\/kessyou_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9021\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kessyou_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kessyou_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Docker\u30b3\u30f3\u30c6\u30ca\u3067\u8d77\u52d5\u3057\u305fJupyter Lab\u4e0a\u3067LangChain\u306eTavily search\u3092\u5b9f\u88c5\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\">\u74b0\u5883\u5909\u6570\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">LangChain\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\nfrom uuid import uuid4\n\nunique_id = uuid4().hex&#091;0:8]\n\nos.environ&#091;\"LANGCHAIN_TRACING_V2\"] = \"true\"\nos.environ&#091;\"LANGCHAIN_PROJECT\"] = f\"tavily - {unique_id}\"\nos.environ&#091;\"LANGCHAIN_ENDPOINT\"] = \"https:\/\/api.smith.langchain.com\"\nos.environ&#091;\"LANGCHAIN_API_KEY\"] = \"***************\"\nos.environ&#091;\"TAVILY_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\">unique_id = uuid4().hex[0:8]<\/span><\/p>\n\n\n\n<p>8\u6841\u306e\u30e9\u30f3\u30c0\u30e0\u306a\u4e00\u610f\u306e\u8b58\u5225\u5b50<code>unique_id<\/code>\u3092\u751f\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">os.environ[&#8220;LANGCHAIN_TRACING_V2&#8221;] = &#8220;true&#8221;<\/span><\/p>\n\n\n\n<p>\u3053\u306e\u8a2d\u5b9a\u306b\u3088\u308a\u3001LangChain\u306e\u30c8\u30ec\u30fc\u30b9\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">os.environ[&#8220;LANGCHAIN_PROJECT&#8221;] = f&#8221;tavily- {unique_id}&#8221;<\/span><\/p>\n\n\n\n<p>angChain\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u540d\u524d\u3092\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u751f\u6210\u3057\u305f<code>unique_id<\/code>\u3092\u4f7f\u7528\u3057\u3066\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u540d\u3092\u300ctavily &#8211; {unique_id}\u300d\u306e\u5f62\u5f0f\u3067\u4e00\u610f\u306b\u3057\u3066\u3044\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>LangChain\u306eAPI\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u6307\u5b9a\u3057\u3066\u3044\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>LangChain API\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u306eAPI\u30ad\u30fc\u3092\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">os.environ[&#8220;TAVILY_API_KEY&#8221;] = &#8220;***************&#8221;<\/span><\/p>\n\n\n\n<p>Tavily Search API\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u306eAPI\u30ad\u30fc\u3092\u8a2d\u5b9a\u3057\u3066\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\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_ollama.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)\nllm = ChatOllama(model=\"elyza8b\", temperature=0)<\/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\n\n\n<p><span class=\"swl-format-2\">ChatOllama(model=&#8221;elyza8b&#8221;, temperature=0)<\/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<\/div><\/div>\n\n\n\n<p class=\"is-style-balloon_box\">ollama.create\u306e\u30a8\u30e9\u30fc\u300cinvalid digest format\u300d\u306e\u89e3\u6d88\u65b9\u6cd5<\/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\/12\/eyecatch_ollama_create_error-300x157.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\/ollama-create-error.html\">ollama.create\u306e\u30a8\u30e9\u30fc\u300cResponseError: invalid digest format\u300d<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u5916\u90e8\u306eLLM\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u969b\u3001ollama.create\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u300cResponseError:invalid digest format\u300d\u3068\u3044\u3046\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002 \u672c\u8a18\u4e8b\u3067\u306f\u3001\u3053\u306e\u30a8\u30e9&#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<p class=\"is-style-balloon_box\">Ollama\u306e\u8a73\u3057\u3044\u4f7f\u3044\u65b9\u306f\u3001\u5225\u306e\u8a18\u4e8b\u3067\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\/08\/ollamapython-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\/ollamapython.html\">Ollama\u3092Python\u3067\u4f7f\u3044\u305f\u3044\uff01\u30ed\u30fc\u30ab\u30ebLLM\u3092\u5feb\u9069\u306b\u52d5\u304b\u3059\uff01<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">ollama-python\u306fPython\u74b0\u5883\u3067Ollama\u304c\u4f7f\u3048\u308b\u7121\u6599\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002 ollama-python\u3092\u5229\u7528\u3059\u308c\u3070\u3001\u30ed\u30fc\u30ab\u30ebLLM\u3092API\u3067\u7c21\u5358\u306b\u6d3b\u7528\u3067\u304d\u305f\u308a\u3001RAG\u3084\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\u306e\u7d71\u5408\u3082&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div><\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">TavilySearch\u3092\u4f7f\u7528\u3057\u305fRetriever Chain\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\/09\/chain_midashi-6.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-10918\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/chain_midashi-6.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/chain_midashi-6-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">TavilySearch\u3092\u4f7f\u7528\u3057\u305fRetriever Chain\u3092\u69cb\u7bc9\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\" data-num=\"1\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">TavilySearchAPIRetriever\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">TavilySearchAPIRetriever<\/span><span class=\"swl-format-2\">\u3092\u4f7f\u7528\u3057\u3066\u3001Web\u691c\u7d22\u306e\u8a2d\u5b9a\u3068Retriever\u306e\u8a2d\u5b9a\u3092\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from langchain_community.retrievers import TavilySearchAPIRetriever\n\nretriever = TavilySearchAPIRetriever(\n    k=5,\n    search_depth=\"advanced\",\n    include_answer=True,\n    include_raw_content=True,\n)\nretriever.invoke(\"\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c82024\u306e\u30d5\u30a1\u30a4\u30ca\u30ea\u30b9\u30c8\u3092\u6559\u3048\u3066\u304f\u3060\u3055\u3044\")<\/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\">TavilySearchAPIRetriever()<\/span><\/p>\n\n\n\n<p><code>max_results=5<\/code>:<\/p>\n\n\n\n<p>\u691c\u7d22\u7d50\u679c\u306e\u6700\u5927\u4ef6\u6570\u30925\u4ef6\u306b\u5236\u9650\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>search_depth=\"advanced\"<\/code>:<\/p>\n\n\n\n<p>\u9ad8\u5ea6\u306a\u691c\u7d22\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u4f7f\u7528\u3057\u3066\u3001\u3088\u308a\u6df1\u3044\u691c\u7d22\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>include_answer=True<\/code>:<\/p>\n\n\n\n<p>\u691c\u7d22\u7d50\u679c\u306b\u76f4\u63a5\u7684\u306a\u56de\u7b54\u3092\u542b\u3081\u308b\u3088\u3046\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>include_raw_content=True<\/code>:<\/p>\n\n\n\n<p>\u691c\u7d22\u7d50\u679c\u306b\u3001\u5143\u306e\u672a\u52a0\u5de5\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\uff08\u539f\u6587\uff09\u3092\u542b\u3081\u308b\u3088\u3046\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">tool.invoke({&#8220;query&#8221;: &#8220;\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c82024\u306e\u30d5\u30a1\u30a4\u30ca\u30ea\u30b9\u30c8\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002&#8221;})<\/span><\/p>\n\n\n\n<p>\u300c\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c82024\u306e\u30d5\u30a1\u30a4\u30ca\u30ea\u30b9\u30c8\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002\u300d\u3068\u3044\u3046\u30ea\u30af\u30a8\u30b9\u30c8\u3092Tavily Search API\u306b\u9001\u4fe1\u3057\u3066\u3001\u7d50\u679c\u3092\u8fd4\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"is-style-balloon_box\">5\u4ef6\u306e\u691c\u7d22\u7d50\u679c\u304c\u5f97\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-swl-gray-background-color has-background\"><code>&#091;Document(metadata={'title': '\u300e\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c82024\u300f\u30b3\u30c3\u30c8\u30f3\u3001\u30ed\u30b3\u30c7\u30a3\u3001\u30cb\u30c3\u793e\u3001\u3084\u56e3\u3001\u96a3\u4eba\u3089\u6c7a\u52dd\u9032\u51fa10\u7d44\u304c\u6c7a\u5b9a\uff08ENCOUNT\uff09 - Yahoo!\u30cb\u30e5\u30fc\u30b9', 'source': 'https:\/\/news.yahoo.co.jp\/articles\/ca13e5720f71ba0095afbf5153037a77563e2140', 'score': 0.99937123, 'images': &#091;]}, page_content='\u300e\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c82024\u300f\u6c7a\u52dd\u9032\u51fa10\u7d44\u304c\u6c7a\u5b9a\u3002\u30b3\u30c3\u30c8\u30f3\u3001\u30ed\u30b3\u30c7\u30a3\u3001\u30cb\u30c3\u793e\u3001\u3084\u56e3\u3001\u96a3\u4eba\u3089\u304c\u30d5\u30a1\u30a4\u30ca\u30ea\u30b9\u30c8\u3002\u4ee5\u4e0b\u7701\u7565'),\n\nDocument(metadata={'title': '\u300e\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c82024\u300f\u6c7a\u52dd\u9032\u51fa10\u7d44\u6c7a\u5b9a cacao\u3001\u30c0\u30f3\u30d3\u30e9\u30e0\u30fc\u30c1\u30e7\u3001\u30b7\u30c6\u30a3\u30db\u30c6\u30eb3\u53f7\u5ba4\u304c\u521d\u9032\u51fa \u6c7a\u6226\u306f10\u670812\u65e5\u3010\u30b3\u30e1\u30f3\u30c8\u3042\u308a ...', 'source': 'https:\/\/news.yahoo.co.jp\/articles\/70aed1d9a276a60060b8897c29eb33cec3dc4085', 'score': 0.9990782, 'images': &#091;]}, page_content='\u300e\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c82024\u300f\u6c7a\u52dd\u9032\u51fa10\u7d44\u6c7a\u5b9a\u3002cacao\u3001\u30c0\u30f3\u30d3\u30e9\u30e0\u30fc\u30c1\u30e7\u3001\u30b7\u30c6\u30a3\u30db\u30c6\u30eb3\u53f7\u5ba4\u304c\u521d\u9032\u51fa\u3002\u4ee5\u4e0b\u7701\u7565'),\n\nDocument(metadata={'title': '\u300e\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c8\u300f\u30d5\u30a1\u30a4\u30ca\u30ea\u30b9\u30c810\u7d44\u767a\u8868 \u30ed\u30f3\u30b0\u30b3\u30fc\u30c8\u30c0\u30c7\u30a3\u3001\u30e9\u30d6\u30ec\u30bf\u30fc\u30ba\u3001\u30cb\u30c3\u30dd\u30f3\u306e\u793e\u9577\u3089\u3010\u4e00\u89a7\u63b2\u8f09\u3011', 'source': 'https:\/\/news.goo.ne.jp\/article\/oricon\/entertainment\/oricon-2344376.html', 'score': 0.99890983, 'images': &#091;]}, page_content='\u300e\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c8\u300f\u30d5\u30a1\u30a4\u30ca\u30ea\u30b9\u30c810\u7d44\u304c\u767a\u8868\u3055\u308c\u3001\u30ed\u30f3\u30b0\u30b3\u30fc\u30c8\u30c0\u30c7\u30a3\u3001\u30e9\u30d6\u30ec\u30bf\u30fc\u30ba\u3001\u30cb\u30c3\u30dd\u30f3\u306e\u793e\u9577\u3089\u304c\u9032\u51fa\u3002\u4ee5\u4e0b\u7701\u7565'),\n\nDocument(metadata={'title': '\u300e\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c8\u300f\u30d5\u30a1\u30a4\u30ca\u30ea\u30b9\u30c810\u7d44\u767a\u8868\u3010\u968f\u6642\u66f4\u65b0\u3011 | Oricon News', 'source': 'https:\/\/www.oricon.co.jp\/news\/2344376\/full\/', 'score': 0.9988531, 'images': &#091;]}, page_content='\u300e\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c82024\u300f\u30d5\u30a1\u30a4\u30ca\u30ea\u30b9\u30c810\u7d44\u304c\u767a\u8868\u3002\u30ed\u30f3\u30b0\u30b3\u30fc\u30c8\u30c0\u30c7\u30a3\u3001\u30e9\u30d6\u30ec\u30bf\u30fc\u30ba\u3001\u96a3\u4eba\u3089\u304c\u9032\u51fa\u3002\u4ee5\u4e0b\u7701\u7565'),\n\nDocument(metadata={'title': '\u3010\u4f1a\u898b\u30ec\u30dd\u30fc\u30c8\u3011\u300c\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c82024\u300dcacao\u3001\u30b7\u30c6\u30a3\u30db\u30c6\u30eb3\u53f7\u5ba4\u3001\u30c0\u30f3\u30d3\u30e9\u30e0\u30fc\u30c1\u30e7\u304c\u521d\u306e\u6c7a\u52dd\uff08\u5199\u771f36\u679a\uff09', 'source': 'https:\/\/natalie.mu\/owarai\/news\/590531', 'score': 0.9986276, 'images': &#091;]}, page_content='\u300c\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c82024\u300dcacao\u3001\u30b7\u30c6\u30a3\u30db\u30c6\u30eb3\u53f7\u5ba4\u3001\u30c0\u30f3\u30d3\u30e9\u30e0\u30fc\u30c1\u30e7\u304c\u521d\u306e\u6c7a\u52dd\u9032\u51fa\u3002\u4ee5\u4e0b\u7701\u7565')\n]\n<\/code><\/pre>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\" data-num=\"2\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306e\u4f5c\u6210<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u57fa\u3065\u3044\u3066\u8cea\u554f\u306b\u7b54\u3048\u308b\u305f\u3081\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u5b9a\u7fa9\u3057\u3066\u3044\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 ChatPromptTemplate\n\nprompt = ChatPromptTemplate.from_messages(&#091;\n    (\"system\", \"\u63d0\u4f9b\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u307f\u306b\u57fa\u3065\u3044\u3066\u8cea\u554f\u306b\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\"),\n    (\"user\", \"Context: {context}\\n\\n\u3000Question: {question}\")\n])<\/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\"> ChatPromptTemplate.from_messages()<\/span><\/p>\n\n\n\n<p><code>(\"system\", \"\u63d0\u4f9b\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u307f\u306b\u57fa\u3065\u3044\u3066\u8cea\u554f\u306b\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\")<\/code>:<\/p>\n\n\n\n<p><code>system<\/code>\u30ed\u30fc\u30eb\u3068\u3057\u3066\u3001\u3053\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>(\"user\", \"Context: {context}\\n\\n\u3000Question: {question}\")<\/code>:<\/p>\n\n\n\n<p><code>user<\/code>\u30ed\u30fc\u30eb\u3068\u3057\u3066\u3001\u3053\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002<code>{context}<\/code>\u3068<code>{question}<\/code>\u3068\u3044\u3046\u30d7\u30ec\u30fc\u30b9\u30db\u30eb\u30c0\u30fc\u306f\u3001\u5b9f\u969b\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u4f7f\u7528\u3055\u308c\u308b\u969b\u306b\u5177\u4f53\u7684\u306a\u5185\u5bb9\u3067\u7f6e\u304d\u63db\u3048\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\">Chain\u306e\u69cb\u7bc9<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3092\u5143\u306b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u53d6\u5f97\u3057\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u901a\u3058\u3066LLM\u306b\u8cea\u554f\u3092\u6295\u3052\u3001\u7d50\u679c\u3092\u6587\u5b57\u5217\u3068\u3057\u3066\u51fa\u529b\u3059\u308bChain\u3092\u69cb\u7bc9\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from langchain_core.runnables import RunnablePassthrough\nfrom langchain_core.output_parsers import StrOutputParser\n\nchain = (\n    RunnablePassthrough.assign(context=(lambda x: x&#091;\"question\"]) | retriever)\n    | prompt\n    | llm\n    | StrOutputParser()\n)<\/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\">chain = ()<\/span><\/p>\n\n\n\n<p><code>RunnablePassthrough.assign(context=(lambda x: x[\"question\"]) | retriever)<\/code>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>RunnablePassthrough<\/code>\u306f\u3001\u305d\u306e\u307e\u307e\u30c7\u30fc\u30bf\u3092\u6b21\u306b\u6e21\u3059\u305f\u3081\u306e\u300c\u30d1\u30b9\u30b9\u30eb\u30fc\u300d\u6a5f\u80fd\u3067\u3059\u3002<\/li>\n\n\n\n<li><code>assign<\/code>\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3063\u3066\u3001<code>context<\/code>\u3068\u3044\u3046\u540d\u524d\u306e\u30ad\u30fc\u306b\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u3092\u5272\u308a\u5f53\u3066\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>(lambda x: x[\"question\"])<\/code>\u306f\u3001\u5165\u529b\u30c7\u30fc\u30bf\u304b\u3089<code>\"question\"<\/code>\u3068\u3044\u3046\u30ad\u30fc\u306b\u5bfe\u5fdc\u3059\u308b\u5024\u3092\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>lambda<\/code>\u306b\u3088\u3063\u3066\u53d6\u5f97\u3057\u305f<code>question<\/code>\u306e\u5024\u3092\u4f7f\u3063\u3066<code>retriever<\/code>\u3067\u691c\u7d22\u3092\u884c\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><code>| prompt<\/code>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5148\u307b\u3069\u306e\u30b9\u30c6\u30c3\u30d7\u304b\u3089\u6e21\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u5143\u306b\u3001\u30e2\u30c7\u30eb\u306b\u6e21\u3059\u305f\u3081\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><code>| llm<\/code>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u751f\u6210\u3055\u308c\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306b\u5165\u529b\u3057\u3001\u5fdc\u7b54\u3092\u5f97\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><code>| StrOutputParser()<\/code>:<\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u304b\u3089\u306e\u5fdc\u7b54\u3092\u6587\u5b57\u5217\u3068\u3057\u3066\u6574\u5f62\u3057\u3001\u6700\u7d42\u7684\u306a\u7d50\u679c\u3068\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Tavily search\u306b\u300e\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c8\u300f\u306b\u3064\u3044\u3066\u805e\u3044\u3066\u307f\u308b<\/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\/kuma38_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-10014\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma38_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma38_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">RAG\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f7f\u3063\u3066\u3001\u300e\u5f31\u866b\u30da\u30c0\u30eb\u300f\u306b\u3064\u3044\u3066\u8cea\u554f\u3057\u3066\u307f\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>result = chain.invoke({\"question\": \"\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c82024\u306e\u30d5\u30a1\u30a4\u30ca\u30ea\u30b9\u30c8\u3092\u6559\u3048\u3066\u304f\u3060\u3055\u3044\"})\nprint(result)<\/code><\/pre>\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>\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c82024\u306e\u30d5\u30a1\u30a4\u30ca\u30ea\u30b9\u30c8\u3092\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/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>1. cacao <br>2. \u30d5\u30a1\u30a4\u30e4\u30fc\u30b5\u30f3\u30c0\u30fc <br>3. \u30ed\u30f3\u30b0\u30b3\u30fc\u30c8\u30c0\u30c7\u30a3 <br>4. \u96a3\u4eba <br>5. \u30e9\u30d6\u30ec\u30bf\u30fc\u30ba <br>6. \u3084\u56e3 <br>7. \u30b3\u30c3\u30c8\u30f3 <br>8. \u30cb\u30c3\u30dd\u30f3\u306e\u793e\u9577 <br>9. \u30b7\u30c6\u30a3\u30db\u30c6\u30eb3\u53f7\u5ba4 <br>10. \u30c0\u30f3\u30d3\u30e9\u30e0\u30fc\u30c1\u30e7<\/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\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>result = chain.invoke({\"question\": \"\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c82023\u306e\u512a\u52dd\u8005\u306f\u8ab0\u3067\u3059\u304b\uff1f\"})\nprint(result)<\/code><\/pre>\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>\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c82023\u306e\u512a\u52dd\u8005\u306f\u8ab0\u3067\u3059\u304b\uff1f<\/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>\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c82023\u306e\u512a\u52dd\u8005\u306f\u3001\u30b5\u30eb\u30b4\u30ea\u30e9\u306e\u5150\u7389\u3068\u8d64\u7fbd\u3067\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>\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>result = chain.invoke({\"question\": \"\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c8\u306e\u53f8\u4f1a\u8005\u306f\u8ab0\u3067\u3059\u304b\uff1f\"})\nprint(result)<\/code><\/pre>\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>\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c8\u306e\u53f8\u4f1a\u8005\u306f\u8ab0\u3067\u3059\u304b\uff1f<\/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>\u30ad\u30f3\u30b0\u30aa\u30d6\u30b3\u30f3\u30c82024\u306e\u53f8\u4f1a\u9032\u884c\u306f\u5c0f\u7c54\u5343\u8c4a\u304c\u52d9\u3081\u305f\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\n<p class=\"is-style-icon_good\">\u6b63\u78ba\u306b\u56de\u7b54\u304c\u3067\u304d\u3066\u3044\u307e\u3059\uff01<\/p>\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=\"1462\" height=\"508\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/h100_banner.jpg\" alt=\"GPUSOROBAN\" class=\"wp-image-10134\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/h100_banner.jpg 1462w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/h100_banner-300x104.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/h100_banner-1024x356.jpg 1024w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/h100_banner-768x267.jpg 768w\" sizes=\"(max-width: 1462px) 100vw, 1462px\" \/><\/figure>\n\n\n\n<p>GPUSOROBAN\u306f\u3001<span class=\"swl-marker mark_yellow\"><span class=\"swl-format-1\">\u9ad8\u6027\u80fdGPU\u300cNVIDIA H200\u300d\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>NVIDIA H200\u306f\u3001\u751f\u6210AI\u30fbLLM\u306e\u8a08\u7b97\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u5927\u5e45\u306b\u77ed\u7e2e\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30af\u30e9\u30a6\u30c9\u3067\u4f7f\u3048\u308b\u305f\u3081\u3001\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_boxb&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_boxb&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>Tavily Search\u306f\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u7528\u306b\u8a2d\u8a08\u3055\u308c\u305f\u691c\u7d22\u30a8\u30f3\u30b8\u30f3API\u3067\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u304b\u3064\u6b63\u78ba\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u5916\u90e8\u60c5\u5831\u306e\u691c\u7d22\u3084\u62bd\u51fa\u304c\u53ef\u80fd\u3067RAG\u5411\u3051\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u304a\u308a\u3001LangChain\u3084LlamaInde [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":11583,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[20],"tags":[26],"class_list":["post-11522","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-machinelearning","tag-rag"],"_links":{"self":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/11522","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/comments?post=11522"}],"version-history":[{"count":2,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/11522\/revisions"}],"predecessor-version":[{"id":14256,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/11522\/revisions\/14256"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media\/11583"}],"wp:attachment":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media?parent=11522"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/categories?post=11522"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/tags?post=11522"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}