{"id":2510,"date":"2026-10-01T06:02:29","date_gmt":"2026-09-30T21:02:29","guid":{"rendered":"https:\/\/stratos-research.com\/?p=2510"},"modified":"2026-10-01T06:02:29","modified_gmt":"2026-09-30T21:02:29","slug":"vast-ai-%e3%81%aegpu%e3%83%ac%e3%83%b3%e3%82%bf%e3%83%ab%e3%81%a7%e5%a4%b1%e6%95%97%e3%81%97%e3%81%aa%e3%81%84%e6%a4%9c%e7%b4%a2%e6%89%8b%e9%a0%86%e3%81%a8%e3%82%b3%e3%82%b9%e3%83%88%e7%ae%a1%e7%90%86","status":"publish","type":"post","link":"https:\/\/stratos-research.com\/?p=2510","title":{"rendered":"Vast.ai \u306eGPU\u30ec\u30f3\u30bf\u30eb\u3067\u5931\u6557\u3057\u306a\u3044\u691c\u7d22\u624b\u9806\u3068\u30b3\u30b9\u30c8\u7ba1\u7406"},"content":{"rendered":"<p>Vast.ai \u3067\u5b9f\u969b\u306bAI\u30b8\u30e7\u30d6\u3092\u8d70\u3089\u305b\u308b\u969b\u3001\u5358\u306b\u6700\u5b89\u5024\u3092\u63a2\u3059\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u3067\u3059\u3002\u672c\u7a3f\u3067\u306f\u3001\u5fc5\u8981\u306aGPU\u30e1\u30e2\u30ea\u30fb\u30c7\u30a3\u30b9\u30af\u5bb9\u91cf\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u6761\u4ef6\u3092\u5148\u306b\u6c7a\u3081\u3001CLI \u3092\u4f7f\u3063\u3066\u9069\u5207\u306a\u30aa\u30d5\u30a1\u30fc\u3092\u7d5e\u308a\u8fbc\u3080\u624b\u9806\u3068\u3001\u898b\u843d\u3068\u3057\u304c\u3061\u306a\u30b3\u30b9\u30c8\u9805\u76ee\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<h2>\u691c\u7d22\u524d\u306b\u6574\u7406\u3059\u3079\u304d\u8981\u4ef6<\/h2>\n<ul>\n<li>\u30e2\u30c7\u30eb\u3068\u8a2d\u5b9a\u306b\u5408\u308f\u305b\u305fGPU\u30e1\u30e2\u30ea\u91cf<\/li>\n<li>\u30b3\u30f3\u30c6\u30ca\u30a4\u30e1\u30fc\u30b8\u304c\u8981\u6c42\u3059\u308b CUDA \u30d0\u30fc\u30b8\u30e7\u30f3\u3068\u30db\u30b9\u30c8\u30c9\u30e9\u30a4\u30d0\u306e\u5bfe\u5fdc<\/li>\n<li>\u30a4\u30e1\u30fc\u30b8\u3001\u91cd\u307f\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3001\u4e00\u6642\u30d5\u30a1\u30a4\u30eb\u3001\u51fa\u529b\u3092\u683c\u7d0d\u3067\u304d\u308b\u30c7\u30a3\u30b9\u30af\u5bb9\u91cf\uff08\u5927\u898f\u6a21\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306e\u5834\u5408\u306f\u6700\u4f4e150\u202fGB\uff09<\/li>\n<li>\u8a31\u5bb9\u3067\u304d\u308b\u4fe1\u983c\u6027\uff08reliability \u2265 0.97\uff09\u3068\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u6599\u91d1\uff08inbound traffic \u304c\u7121\u6599\uff09<\/li>\n<li>\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u5fc5\u8981\u306a\u63a5\u7d9a\u30dd\u30fc\u30c8\u6570\u3084\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3<\/li>\n<\/ul>\n<p>\u4f8b\u3048\u3070\u3001MiniMax H3 \u306e\u91cd\u307f\u306f72\u202fGB\u3001LatentSync 1.6 \u306f 512\u202fpx \u3067\u3088\u308a\u591a\u304f\u306e\u30e1\u30e2\u30ea\u304c\u5fc5\u8981\u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305a\u306f\u30b8\u30e7\u30d6\u306e\u8981\u4ef6\u3092\u660e\u78ba\u306b\u3057\u3001\u305d\u306e\u4e0a\u3067\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3092\u691c\u7d22\u3057\u307e\u3059\u3002<\/p>\n<h2>CLI \u3067\u306e\u57fa\u672c\u7684\u306a\u691c\u7d22\u30b3\u30de\u30f3\u30c9<\/h2>\n<p>\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u306f\u3001\u4fe1\u983c\u6027\u22650.97\u3001inbound traffic \u7121\u6599\u3001\u30c7\u30a3\u30b9\u30af\u2265150\u202fGB \u306e\u30aa\u30d5\u30a1\u30fc\u3092\u6642\u9593\u5358\u4fa1\u306e\u4f4e\u3044\u9806\u306b\u4e26\u3079\u3001\u751f\u30c7\u30fc\u30bf\uff08<code>--raw<\/code>\uff09\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n<pre><code>vast-cli search \"reliability &gt;= 0.97\" \"inet_down_cost = 0\" \"disk_space &gt;= 150\" -o 'dph+' --raw<\/code><\/pre>\n<p>\u3053\u306e\u30d5\u30a3\u30eb\u30bf\u306f\u958b\u59cb\u70b9\u306b\u904e\u304e\u305a\u3001GPU \u540d\u3001CUDA \u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u30c9\u30e9\u30a4\u30d0\u7248\u3001\u30dd\u30fc\u30c8\u6570\u306a\u3069\u3001\u30b8\u30e7\u30d6\u56fa\u6709\u306e\u8ffd\u52a0\u6761\u4ef6\u306f\u5225\u9014\u78ba\u8a8d\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<h2>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u6599\u91d1\u306e\u78ba\u8a8d\u30dd\u30a4\u30f3\u30c8<\/h2>\n<p>\u4ee5\u524d\u3001RTX\u00a0PRO\u00a06000\u00a0Blackwell\uff0896\u202fGB\uff09\u3092 $1.625\/h \u3067\u501f\u308a\u305f\u30b1\u30fc\u30b9\u3067\u306f\u3001245\u202fGB \u306e\u91cd\u307f\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306b\u5bfe\u3057 inbound traffic \u304c $0.64 \u767a\u751f\u3057\u3001\u5408\u8a08 $2.18 \u3068\u306a\u308a\u307e\u3057\u305f\u3002\u6642\u9593\u5358\u4fa1\u3060\u3051\u3067\u306a\u304f\u3001inbound traffic \u306e\u6709\u7121\u3092\u5fc5\u305a\u30c1\u30a7\u30c3\u30af\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<h2>\u30c9\u30e9\u30a4\u30d0\u30fbCUDA \u3068\u30b3\u30f3\u30c6\u30ca\u30a4\u30e1\u30fc\u30b8\u306e\u6574\u5408\u6027<\/h2>\n<p>\u30aa\u30d5\u30a1\u30fc\u306e\u751f\u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u308b <code>driver_version<\/code>\u3001<code>cuda_vers<\/code>\u3001<code>cuda_max_good<\/code> \u3092\u53c2\u7167\u3057\u3001\u4f7f\u7528\u4e88\u5b9a\u306e Docker \u30a4\u30e1\u30fc\u30b8\uff08\u4f8b\uff1a<code>pytorch\/pytorch:2.5.1-cuda12.4-cudnn9-runtime<\/code>\uff09\u304c\u8981\u6c42\u3059\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u3068\u6bd4\u8f03\u3057\u307e\u3059\u3002\u30b9\u30a6\u30a7\u30fc\u30c7\u30f3\u306e A100 \u30aa\u30d5\u30a1\u30fc\u3067 driver 535 \u304c\u5408\u308f\u306a\u304b\u3063\u305f\u4e8b\u4f8b\u306e\u3088\u3046\u306b\u3001GPU \u306e\u30b9\u30da\u30c3\u30af\u3060\u3051\u3067\u5224\u65ad\u3057\u306a\u3044\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h2>\u751f\u30c7\u30fc\u30bf\u306e\u6d3b\u7528\u65b9\u6cd5<\/h2>\n<p>\u691c\u7d22\u7d50\u679c\u306f JSON \u5f62\u5f0f\u3067\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002\u7c21\u6613\u30b9\u30af\u30ea\u30d7\u30c8 <code>pick_offer.py<\/code> \u306f\u3001\u6642\u9593\u5358\u4fa1\u6607\u9806\u306b\u4e26\u3093\u3060\u7d50\u679c\u304b\u3089\u6700\u521d\u306e\u30aa\u30d5\u30a1\u30fc\u3092\u62bd\u51fa\u3057\u3001GPU \u540d\u3084\u6700\u4f4e CUDA \/ \u30c9\u30e9\u30a4\u30d0\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u5236\u9650\u3067\u304d\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u7dcf\u30b3\u30b9\u30c8\u8a08\u7b97\u3084\u8d77\u52d5\u53ef\u5426\u306e\u4fdd\u8a3c\u306f\u884c\u308f\u306a\u3044\u305f\u3081\u3001\u62bd\u51fa\u5f8c\u306f\u5fc5\u305a\u624b\u52d5\u3067\u5185\u5bb9\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2>\u5b9f\u969b\u306e\u9078\u629e\u4f8b\u3068\u30b3\u30b9\u30c8<\/h2>\n<ul>\n<li>MiniMax H3\uff1a\u30c1\u30a7\u30b3\u306e A100\u00a0SXM4\u00a080\u202fGB \u3092 $1.19\/h\uff08\u30c7\u30a3\u30b9\u30af\u8fbc\u307f\u3067\u7d04 $1.25\/h\uff09\u3067\u5229\u7528\u30023 \u6642\u9593\u5f31\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3067 82 \u672c\u306e\u30af\u30ea\u30c3\u30d7\u3092\u751f\u6210\u3057\u3001\u5408\u8a08 $3.59\u3002<\/li>\n<li>LatentSync\u00a01.6\uff1aUAE \u306e RTX\u00a03090 \u3092 $0.27\/h\u3001inbound traffic \u7121\u6599\u3002\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7 9 \u5206\uff0b\u51e6\u7406\u3067 1 \u30af\u30ea\u30c3\u30d7\u3042\u305f\u308a\u7d04 $0.09\u3002<\/li>\n<li>\u904e\u53bb\u306e RTX\u00a0PRO\u00a06000\u00a0Blackwell \u30c6\u30b9\u30c8\uff1a56 \u5206\u3067 $2.18\uff08GPU \u6642\u9593 $1.47\u3001inbound traffic $0.64\uff09\u3002<\/li>\n<li>\u505c\u6b62\u72b6\u614b\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f\u30c7\u30a3\u30b9\u30af\u8ab2\u91d1\u306e\u307f\u3067\u300190\u202fGB \u306e\u30c7\u30a3\u30b9\u30af\u306f $0.0167\/h\uff08\u2248 $0.40\/\u65e5\uff09\u304b\u304b\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<h2>\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u505c\u6b62\u6642\u306e\u7559\u610f\u70b9<\/h2>\n<p>\u30b8\u30e7\u30d6\u5b8c\u4e86\u5f8c\u306f\u51fa\u529b\u3092\u30b3\u30d4\u30fc\u3057\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3092\u78ba\u8a8d\u3057\u305f\u3046\u3048\u3067\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u524a\u9664\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u505c\u6b62\u3057\u305f\u307e\u307e\u653e\u7f6e\u3059\u308b\u3068\u30b9\u30c8\u30ec\u30fc\u30b8\u8ab2\u91d1\u304c\u7d9a\u304d\u3001\u6b8b\u9ad8\u4e0d\u8db3\u3067\u30a2\u30af\u30bb\u30b9\u4e0d\u80fd\u306b\u306a\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p class=\"source-link\">\u5143\u8a18\u4e8b: <a href=\"https:\/\/dev.to\/big_mazzy_06d057cc24398c5\/vastai-cli-101-finding-a-gpu-offer-you-can-actually-use-10op\" rel=\"noopener noreferrer\">https:\/\/dev.to\/big_mazzy_06d057cc24398c5\/vastai-cli-101-finding-a-gpu-offer-you-can-actually-use-10op<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Vast.ai \u3067\u5b9f\u969b\u306bAI\u30b8\u30e7\u30d6\u3092\u8d70\u3089\u305b\u308b [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":2511,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_spp_pexels_query":"","_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[2],"tags":[],"class_list":["post-2510","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/stratos-research.com\/wp-content\/uploads\/2026\/10\/painted-2509-HzlQx5.webp","_links":{"self":[{"href":"https:\/\/stratos-research.com\/index.php?rest_route=\/wp\/v2\/posts\/2510","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/stratos-research.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/stratos-research.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/stratos-research.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/stratos-research.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2510"}],"version-history":[{"count":0,"href":"https:\/\/stratos-research.com\/index.php?rest_route=\/wp\/v2\/posts\/2510\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/stratos-research.com\/index.php?rest_route=\/wp\/v2\/media\/2511"}],"wp:attachment":[{"href":"https:\/\/stratos-research.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2510"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/stratos-research.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2510"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/stratos-research.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2510"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}