{"id":378,"date":"2026-05-19T18:16:06","date_gmt":"2026-05-19T18:16:06","guid":{"rendered":"https:\/\/convly.ai\/best-cloud-gpu-providers-for-ai-2026\/"},"modified":"2026-07-10T11:21:39","modified_gmt":"2026-07-10T11:21:39","slug":"best-cloud-gpu-providers-for-ai-2026","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/best-cloud-gpu-providers-for-ai-2026\/","title":{"rendered":"\u0623\u0641\u0636\u0644 \u0645\u0648\u0641\u0650\u0651\u0631\u064a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 (GPU) \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 \u0662\u0660\u0662\u0666: \u0631\u0627\u0646\u0628\u0648\u0648\u062f (RunPod)\u060c \u0644\u0627\u0645\u0628\u062f\u0627 (Lambda)\u060c \u0641\u0627\u0633\u062a (Vast)\u060c \u062a\u0648\u063a\u0631 (Together)\u060c \u0631\u064a\u0628\u0644\u064a\u0643\u0650\u064a\u062a (Replicate)"},"content":{"rendered":"<p>\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u062d\u062f\u0648\u062f\u064c. \u0641\u0646\u0645\u0648\u0630\u062c \u0628\u062d\u062c\u0645 70 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 (70B) \u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0641\u0623\u0643\u062b\u0631 \u0645\u0646 \u0630\u0627\u0643\u0631\u0629 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (VRAM)\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u062d\u062a\u0627\u062c \u0646\u0645\u0648\u0630\u062c \u0628\u062d\u062c\u0645 405 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u064e\u0651\u0645\u0629 (405B) \u0625\u0644\u0649 250 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0641\u0623\u0643\u062b\u0631\u060c \u0643\u0645\u0627 \u0623\u0646 \u0639\u0645\u0644\u064a\u0629 \u0636\u0628\u0637 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 (fine-tuning) \u062a\u0633\u062a\u063a\u0631\u0642 \u0633\u0627\u0639\u0627\u062a\u064d \u0623\u0648 \u062d\u062a\u0649 \u0623\u064a\u0627\u0645\u064b\u0627 \u0645\u062a\u0648\u0627\u0635\u0644\u0629\u064b \u0645\u0646 \u0648\u0642\u062a \u062a\u0634\u063a\u064a\u0644 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0628\u0643\u0627\u0645\u0644 \u0637\u0627\u0642\u062a\u0647\u0627. \u0648\u0644\u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0627\u0644\u062d\u0644 \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0645\u0639\u0638\u0645 \u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062c\u0627\u062f\u0629 \u0641\u064a \u0639\u0627\u0645 2026 \u0647\u0648 <strong>\u0627\u0633\u062a\u0626\u062c\u0627\u0631 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0627\u0645\u062a\u0644\u0627\u0643\u0647\u0627.<\/strong><\/p>\n<p>\u0646\u0636\u062c \u0633\u0648\u0642 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0644\u064a\u0634\u0645\u0644 \u062e\u0645\u0633\u0629 \u0645\u0648\u0641\u0650\u0651\u0631\u064a\u0646 \u0631\u0626\u064a\u0633\u064a\u064a\u0646 \u064a\u0633\u062a\u062d\u0642\u0648\u0646 \u0627\u0644\u0645\u0639\u0631\u0641\u0629. \u0648\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0627\u062f\u0642 \u0644\u0639\u0627\u0645 2026 \u062d\u0648\u0644 \u0627\u0644\u0645\u0648\u0641\u0650\u0651\u0631 \u0627\u0644\u0623\u0646\u0633\u0628 \u0644\u0643\u0644 \u062d\u0627\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/p>\n<p><!--geo-block--><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-flat ez-toc-counter ez-toc-container-direction\">\n<label for=\"ez-toc-cssicon-toggle-item-6a52e8e4d2548\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u062a\u0628\u062f\u064a\u0644<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #000000;color:#000000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #000000;color:#000000\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a52e8e4d2548\"  aria-label=\"\u062a\u0628\u062f\u064a\u0644\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/convly.ai\/ar\/best-cloud-gpu-providers-for-ai-2026\/#Quick_answer_What_are_the_best_cloud_GPU_providers_GPU-as-a-service_for_AI_in_2026\" >Quick answer: What are the best cloud GPU providers (GPU-as-a-service) for AI in 2026?<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/best-cloud-gpu-providers-for-ai-2026\/#At_a_glance_%E2%80%94_H100_80_GB_pricing_Q2_2026\" >\u0646\u0638\u0631\u0629 \u0633\u0631\u064a\u0639\u0629 \u0639\u0644\u0649 \u0623\u0633\u0639\u0627\u0631 \u0648\u062d\u062f\u0629 H100 \u0628\u0633\u0639\u0629 80 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a (\u0627\u0644\u0631\u0628\u0639 \u0627\u0644\u062b\u0627\u0646\u064a \u0645\u0646 \u0639\u0627\u0645 2026)<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/best-cloud-gpu-providers-for-ai-2026\/#1_RunPod_%E2%80%94_best_overall_for_developers\" >1. RunPod \u2014 \u0627\u0644\u0623\u0641\u0636\u0644 \u0639\u0645\u0648\u0645\u064b\u0627 \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/best-cloud-gpu-providers-for-ai-2026\/#2_Lambda_Labs_%E2%80%94_best_for_reliability_clusters\" >\u0662. \u0644\u0627\u0645\u0628\u062f\u0627 \u0644\u0627\u0628\u0632 \u2014 \u0627\u0644\u0623\u0641\u0636\u0644 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0648\u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/best-cloud-gpu-providers-for-ai-2026\/#3_Vastai_%E2%80%94_the_marketplace_bargain\" >\u0663. \u0641\u0627\u0633\u062a.\u0622\u064a \u2014 \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0645\u062b\u0627\u0644\u064a \u0644\u0644\u0645\u0632\u0627\u064a\u0627 \u0627\u0644\u0633\u0639\u0631\u064a\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/best-cloud-gpu-providers-for-ai-2026\/#4_Together_AI_%E2%80%94_inference_as_a_service\" >\u0664. \u062a\u0648\u063a\u0631\u0630\u0631 \u0622\u064a \u2014 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0643\u062e\u062f\u0645\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/best-cloud-gpu-providers-for-ai-2026\/#5_Replicate_%E2%80%94_one-shot_model_runs\" >\u0665. \u0631\u064a\u0628\u0644\u064a\u0643\u0650\u062a \u2014 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0646\u0642\u0631\u0629 \u0648\u0627\u062d\u062f\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/best-cloud-gpu-providers-for-ai-2026\/#Practical_recommendation_by_workload\" >\u062a\u0648\u0635\u064a\u0629 \u0639\u0645\u0644\u064a\u0629 \u062d\u0633\u0628 \u0646\u0648\u0639 \u0627\u0644\u0645\u0647\u0645\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/convly.ai\/ar\/best-cloud-gpu-providers-for-ai-2026\/#Pros_and_cons\" >\u0627\u0644\u0645\u0632\u0627\u064a\u0627 \u0648\u0627\u0644\u0639\u064a\u0648\u0628<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/convly.ai\/ar\/best-cloud-gpu-providers-for-ai-2026\/#The_hidden_costs_that_wreck_a_cheap_hourly_rate\" >\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062e\u0641\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u064f\u062f\u0645\u0651\u0631 \u0633\u0639\u0631 \u0627\u0644\u0633\u0627\u0639\u0629 \u0627\u0644\u0631\u062e\u064a\u0635<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/convly.ai\/ar\/best-cloud-gpu-providers-for-ai-2026\/#FAQ\" >\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/convly.ai\/ar\/best-cloud-gpu-providers-for-ai-2026\/#Bottom_line\" >\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/convly.ai\/ar\/best-cloud-gpu-providers-for-ai-2026\/#Related_articles\" >\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Quick_answer_What_are_the_best_cloud_GPU_providers_GPU-as-a-service_for_AI_in_2026\"><\/span>Quick answer: What are the best cloud GPU providers (GPU-as-a-service) for AI in 2026?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>For most AI and machine-learning work in 2026, <strong>RunPod<\/strong> is the best overall cloud GPU (GPU-as-a-service) provider, renting an NVIDIA H100 for around <strong>$1.89\/hr<\/strong> with per-second billing \u2014 cheap, fast, and reliable enough for both development and production. If raw cost is the only priority, <strong>Vast.ai<\/strong>&#8216;s marketplace is the cheapest at roughly <strong>$1.30\/hr<\/strong> per H100 (with uneven hardware quality), while <strong>Lambda Labs<\/strong> (about $1.99\/hr) is the pick for enterprise reliability and multi-GPU clusters. Renting from a dedicated GPU cloud is typically 5\u201310\u00d7 cheaper than the same H100 on AWS, GCP, or Azure, where a hyperscaler H100 runs closer to ~$12.30\/hr.<\/p>\n<ul>\n<li><strong>Best overall for developers:<\/strong> RunPod \u2014 ~$1.89\/hr for an H100 (Secure Cloud) with per-second billing, plus A100 80GB at ~$1.19\/hr and RTX 4090 at ~$0.34\/hr.<\/li>\n<li><strong>Cheapest GPU rental:<\/strong> Vast.ai \u2014 ~$1.30\/hr for an H100 on a per-minute marketplace, with the trade-off of uneven, variable hardware quality.<\/li>\n<li><strong>Enterprise reliability and clusters:<\/strong> Lambda Labs \u2014 ~$1.99\/hr for an H100, A100 80GB at ~$1.29\/hr, and H200 at ~$2.49\/hr for teams that need SLAs.<\/li>\n<li><strong>Inference without managing servers:<\/strong> Together AI \u2014 API-style, fully managed inference at around $2.40\/hr for an H100, billed per second.<\/li>\n<li><strong>One-shot runs and prototyping:<\/strong> Replicate \u2014 pay per model run, best when you just want to execute a model without provisioning a machine.<\/li>\n<\/ul>\n<div class=\"convly-tldr\">\n<h3>\u0623\u0628\u0631\u0632 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c\u0627\u062a<\/h3>\n<ul>\n<li><strong>RunPod<\/strong> \u2014 \u0627\u0644\u0623\u0641\u0636\u0644 \u0639\u0645\u0648\u0645\u064b\u0627 \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646\u060c \u0628\u0633\u0639\u0631 1.89 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a\/\u0633\u0627\u0639\u0629 \u0644\u0648\u062d\u062f\u0629 H100 (\u062d\u0633\u0628 \u0627\u0644\u0637\u0644\u0628).<\/li>\n<li><strong>Lambda Labs<\/strong> \u2014 \u0627\u0644\u0623\u0641\u0636\u0644 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0648\u0627\u0644\u062f\u0639\u0645 \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u060c \u0628\u0633\u0639\u0631 1.99 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a\/\u0633\u0627\u0639\u0629 \u0644\u0648\u062d\u062f\u0629 H100\u060c \u0645\u0639 \u0627\u0644\u0641\u0648\u062a\u0631\u0629 \u0628\u0627\u0644\u062f\u0642\u064a\u0642\u0629.<\/li>\n<li><strong>Vast.ai<\/strong> \u2014 \u0627\u0644\u0623\u0631\u062e\u0635 \u0633\u0639\u0631\u064b\u0627\u060c \u062d\u0648\u0627\u0644\u064a 1.30 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a\/\u0633\u0627\u0639\u0629 \u0644\u0648\u062d\u062f\u0629 H100\u060c \u0644\u0643\u0646 \u0643\u0648\u0646\u0647 \u0633\u0648\u0642\u064b\u0627 \u0645\u0641\u062a\u0648\u062d\u064b\u0627 \u064a\u0639\u0646\u064a \u062a\u0641\u0627\u0648\u062a \u0627\u0644\u062c\u0648\u062f\u0629.<\/li>\n<li><strong>Together AI<\/strong> \u2014 \u0627\u0644\u0623\u0641\u0636\u0644 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u062d\u062b \u0639\u0646 \u0627\u0633\u062a\u0646\u062a\u0627\u062c (inference) \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 (API) \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0628\u0646\u0641\u0633\u0643.<\/li>\n<li><strong>Replicate<\/strong> \u2014 \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 \u0641\u0642\u0637 (one-shot) \u0648\u0644\u0623\u063a\u0631\u0627\u0636 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 (prototyping).<\/li>\n<\/ul>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"At_a_glance_%E2%80%94_H100_80_GB_pricing_Q2_2026\"><\/span>\u0646\u0638\u0631\u0629 \u0633\u0631\u064a\u0639\u0629 \u0639\u0644\u0649 \u0623\u0633\u0639\u0627\u0631 \u0648\u062d\u062f\u0629 H100 \u0628\u0633\u0639\u0629 80 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a (\u0627\u0644\u0631\u0628\u0639 \u0627\u0644\u062b\u0627\u0646\u064a \u0645\u0646 \u0639\u0627\u0645 2026)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u0645\u0648\u0641\u0650\u0651\u0631<\/th>\n<th>\u0627\u0644\u0633\u0639\u0631\/\u0627\u0644\u0633\u0627\u0639\u0629<\/th>\n<th>\u0646\u0638\u0627\u0645 \u0627\u0644\u0641\u0648\u062a\u0631\u0629<\/th>\n<th>\u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0640<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Vast.ai<\/td>\n<td class=\"convly-vs-winner\">1.30 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a (\u0645\u062a\u0648\u0633\u0637)<\/td>\n<td>\u0628\u0627\u0644\u062f\u0642\u064a\u0642\u0629<\/td>\n<td>\u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0623\u0648 \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u062a\u0638\u0645\u0629<\/td>\n<\/tr>\n<tr>\n<td>RunPod (\u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u0622\u0645\u0646\u0629)<\/td>\n<td>$1.89<\/td>\n<td>\u0628\u0627\u0644\u062b\u0627\u0646\u064a\u0629<\/td>\n<td>\u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646 \u0648\u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>Lambda Labs<\/td>\n<td>$1.99<\/td>\n<td>\u0628\u0627\u0644\u062f\u0642\u064a\u0642\u0629<\/td>\n<td>\u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>Hyperstack<\/td>\n<td>$2.10<\/td>\n<td>\u0628\u0627\u0644\u0633\u0627\u0639\u0629<\/td>\n<td>\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u062d\u062b<\/td>\n<\/tr>\n<tr>\n<td>Together AI<\/td>\n<td>2.40 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a (\u0645\u064f\u062f\u0627\u0631)<\/td>\n<td>\u0628\u0627\u0644\u062b\u0627\u0646\u064a\u0629<\/td>\n<td>\u062e\u062f\u0645\u0629 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0643\u062e\u062f\u0645\u0629 (inference-as-a-service)<\/td>\n<\/tr>\n<tr>\n<td>AWS p5.48xlarge (8\u00d7 H100)<\/td>\n<td>98.30 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a (\u062d\u0648\u0627\u0644\u064a 12.30 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0623\u0645\u0631\u064a\u0643\u064a\u064b\u0627\/\u0648\u062d\u062f\u0629 H100)<\/td>\n<td>\u0628\u0627\u0644\u062b\u0627\u0646\u064a\u0629<\/td>\n<td>\u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0644\u0645\u0624\u0633\u0633\u064a \u0628\u0627\u0644\u0633\u062d\u0627\u0628\u0629 (enterprise lock-in)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0633\u062d\u0627\u0628\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0627\u0644\u0643\u0628\u0631\u0649 (AWS\u060c GCP\u060c Azure) \u062a\u0628\u0644\u063a \u062a\u0642\u0631\u064a\u0628\u064b\u0627 <strong>5\u20138 \u0623\u0636\u0639\u0627\u0641<\/strong> \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u0627\u062a \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0648\u0644\u0627 \u064a\u064f\u0648\u0635\u0649 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a \u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0645\u0627 \u0644\u0645 \u062a\u0643\u0646 \u0645\u0624\u0633\u0633\u062a\u0643 \u062a\u0645\u062a\u0644\u0643 \u0631\u0635\u064a\u062f\u064b\u0627 \u0627\u0626\u062a\u0645\u0627\u0646\u064a\u064b\u0627 \u0623\u0648 \u062a\u062a\u0637\u0644\u0651\u0628 \u0634\u0631\u0648\u0637 \u0627\u0645\u062a\u062b\u0627\u0644 \u062e\u0627\u0635\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"1_RunPod_%E2%80%94_best_overall_for_developers\"><\/span>1. RunPod \u2014 \u0627\u0644\u0623\u0641\u0636\u0644 \u0639\u0645\u0648\u0645\u064b\u0627 \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0645\u0627 \u0647\u064a:<\/strong> \u0633\u062d\u0627\u0628\u0629 \u0645\u064f\u0635\u0645\u064e\u0651\u0645\u0629 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u062a\u0648\u0641\u0650\u0651\u0631 \u062e\u064a\u0627\u0631\u0627\u062a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u062d\u0633\u0628 \u0627\u0644\u0637\u0644\u0628 (on-demand) \u0648\u0628\u062f\u0648\u0646 \u062e\u0648\u0627\u062f\u0645 (serverless).<\/p>\n<p><strong>\u0623\u0628\u0631\u0632 \u0627\u0644\u0645\u0632\u0627\u064a\u0627:<\/strong><\/p>\n<ul>\n<li>\u0625\u0637\u0644\u0627\u0642 \u062d\u0632\u0645\u0629 (pod) \u0645\u0632\u0648\u062f\u0629 \u0628\u0648\u062d\u062f\u0629 H100 \u062e\u0644\u0627\u0644 30 \u062b\u0627\u0646\u064a\u0629<\/li>\n<li>\u062a\u0636\u0645\u0651 \u0648\u062d\u062f\u0629 \u062a\u062e\u0632\u064a\u0646 \u062f\u0627\u0626\u0645\u0629 (persistent volume storage) \u0645\u062f\u0645\u062c\u0629 (\u0645\u064f\u0641\u064a\u062f\u0629 \u0644\u062a\u062e\u0632\u064a\u0646 \u0646\u0633\u062e \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0624\u0642\u062a\u0629 cache)<\/li>\n<li>\u062a\u062f\u0639\u0645 \u0628\u064a\u0626\u0629 Jupyter \u0648\u0628\u0631\u0648\u062a\u0648\u0643\u0648\u0644 SSH \u0628\u0634\u0643\u0644 \u0627\u0641\u062a\u0631\u0627\u0636\u064a (out of the box)<\/li>\n<li>\u062a\u0648\u0641\u0631 \u0642\u0648\u0627\u0644\u0628 \u062c\u0627\u0647\u0632\u0629 \u0644\u0640 ComfyUI \u0648vLLM \u0648Stable Diffusion \u0648\u063a\u064a\u0631\u0647\u0627<\/li>\n<li>\u0643\u0644\u0627\u0647\u0645\u0627 <strong>\u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u0622\u0645\u0646\u0629<\/strong> (\u0641\u064a \u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u0629) \u0648 <strong>\u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u0645\u062c\u062a\u0645\u0639\u064a\u0629<\/strong> (\u0623\u0631\u062e\u0635\u060c \u0648\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0623\u0642\u0644 \u0642\u0644\u064a\u0644\u064b\u0627)<\/li>\n<\/ul>\n<p><strong>\u0627\u0644\u0639\u064a\u0648\u0628:<\/strong><\/p>\n<ul>\n<li>\u062a\u062a\u0641\u0627\u0648\u062a \u062c\u0648\u062f\u0629 \u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u0645\u062c\u062a\u0645\u0639 (\u0623\u062d\u064a\u0627\u0646\u064b\u0627 \u062a\u0638\u0647\u0631 \u0639\u064f\u0642\u062f \u0628\u0637\u064a\u0626\u0629)<\/li>\n<li>\u0644\u0627 \u062a\u0648\u062c\u062f \u0627\u062a\u0641\u0627\u0642\u064a\u0629 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062e\u062f\u0645\u0629 (SLA) \u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u0645\u062c\u062a\u0645\u0639<\/li>\n<li>\u062a\u0648\u0627\u0641\u0631 \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u063a\u064a\u0631 \u0645\u062a\u0633\u0627\u0648\u064d<\/li>\n<\/ul>\n<p><strong>\u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0645\u0646 \u0623\u062c\u0644:<\/strong> \u0627\u0644\u062a\u0637\u0648\u064a\u0631\u060c \u0648\u062c\u0644\u0633\u0627\u062a \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642\u060c \u0648\u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629\u060c \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062f\u0641\u0639\u064a.<\/p>\n<p>\u0627\u0644\u062a\u0633\u0639\u064a\u0631: \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a H100 \u0628\u0633\u0639\u0631 \u0661,\u0668\u0669 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a\/\u0633\u0627\u0639\u0629 \u0644\u0644\u0646\u0633\u062e\u0629 \u0627\u0644\u0622\u0645\u0646\u0629\u060c \u0648\u0660,\u0669\u0669 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a\/\u0633\u0627\u0639\u0629 \u0644\u0644\u0646\u0633\u062e\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629. \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a A100 \u0628\u0633\u0639\u0629 \u0668\u0660 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0628\u0633\u0639\u0631 \u0661,\u0661\u0669 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a\/\u0633\u0627\u0639\u0629 \u0644\u0644\u0646\u0633\u062e\u0629 \u0627\u0644\u0622\u0645\u0646\u0629. \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a RTX 4090 \u0628\u0633\u0639\u0631 \u0660,\u0663\u0664 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a\/\u0633\u0627\u0639\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"2_Lambda_Labs_%E2%80%94_best_for_reliability_clusters\"><\/span>\u0662. \u0644\u0627\u0645\u0628\u062f\u0627 \u0644\u0627\u0628\u0632 \u2014 \u0627\u0644\u0623\u0641\u0636\u0644 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0648\u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0645\u0627 \u0647\u064a:<\/strong> \u0633\u062d\u0627\u0628\u0629 \u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u062a\u0645\u062a\u0651\u0639 \u0628\u0633\u0645\u0639\u0629 \u0642\u0648\u064a\u0629 \u0641\u064a \u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a (\u0648\u0643\u0627\u0646\u062a \u0633\u0627\u0628\u0642\u064b\u0627 \u062a\u0628\u064a\u0639 \u0623\u062c\u0647\u0632\u0629\u064b \u0645\u0627\u062f\u064a\u0629).<\/p>\n<p><strong>\u0623\u0628\u0631\u0632 \u0627\u0644\u0645\u0632\u0627\u064a\u0627:<\/strong><\/p>\n<ul>\n<li>\u0627\u0644\u0641\u0648\u062a\u0631\u0629 \u0628\u0627\u0644\u062f\u0642\u064a\u0642\u0629 (\u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0641\u0648\u062a\u0631\u0629 \u0628\u0627\u0644\u0633\u0627\u0639\u0629 \u0644\u062f\u0649 \u0623\u0645\u0627\u0632\u0648\u0646 \u0648\u064a\u0628 \u0633\u0631\u0641\u064a\u0633\u0632 AWS)<\/li>\n<li>\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u0646\u0642\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 (\u062a\u0634\u063a\u064a\u0644 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0628\u0636\u063a\u0637\u0629 \u0648\u0627\u062d\u062f\u0629)<\/li>\n<li>\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u2014 \u062a\u0634\u0628\u0647 \u062c\u0648\u062f\u0629 \u062e\u062f\u0645\u0627\u062a \u0623\u0645\u0627\u0632\u0648\u0646 \u0648\u064a\u0628 \u0633\u0631\u0641\u064a\u0633\u0632 \u0625\u0644\u0649 \u062d\u062f\u064d \u0643\u0628\u064a\u0631<\/li>\n<li>\u0645\u0646\u0627\u0633\u0628\u0629 \u062c\u062f\u064b\u0651\u0627 \u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u062a\u0645\u0644 \u0641\u0639\u0644\u064a\u064b\u0651\u0627<\/li>\n<li>\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u062d\u062c\u0632 \u0627\u0644\u0645\u0633\u0628\u0642 (\u062a\u062e\u0641\u064a\u0636 \u0628\u0646\u0633\u0628\u0629 ~\u0665\u0660\u066a \u0639\u0646\u062f \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645 \u0628\u0641\u062a\u0631\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645)<\/li>\n<\/ul>\n<p><strong>\u0627\u0644\u0639\u064a\u0648\u0628:<\/strong><\/p>\n<ul>\n<li>\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0633\u0639\u0629 \u0645\u062d\u062f\u0648\u062f\u0629 \u2014 \u0648\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a H100 \u0644\u064a\u0633\u062a \u062f\u0627\u0626\u0645\u064b\u0627 \u0645\u062a\u0648\u0641\u0631\u0629 \u0639\u0646\u062f \u0627\u0644\u0637\u0644\u0628<\/li>\n<li>\u0644\u0627 \u062a\u0648\u062c\u062f \u062e\u062f\u0645\u0629 \u0628\u062f\u0648\u0646 \u062e\u0648\u0627\u062f\u0645 (Serverless) \u0623\u0648 \u062e\u062f\u0645\u0629 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0643\u062e\u062f\u0645\u0629 (Inference-as-a-Service)<\/li>\n<li>\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0639\u0645\u0644\u064a\u0629 \u0648\u0628\u0633\u064a\u0637\u0629 \u062f\u0648\u0646 \u0632\u062e\u0627\u0631\u0641<\/li>\n<\/ul>\n<p><strong>\u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0645\u0646 \u0623\u062c\u0644:<\/strong> \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0651\u0628 \u0625\u0643\u0645\u0627\u0644\u0647\u0627 \u0641\u0639\u0644\u064a\u064b\u0651\u0627\u060c \u0648\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0627\u0644\u062a\u064a \u062a\u0645\u062a\u062f \u0644\u0623\u064a\u0627\u0645\u060c \u0648\u0623\u064a \u0645\u0647\u0645\u0629 \u0644\u0627 \u064a\u0645\u0643\u0646 \u0641\u064a\u0647\u0627 \u0627\u0644\u062a\u062d\u0645\u0651\u0644 \u0627\u0646\u0642\u0637\u0627\u0639 \u0627\u0644\u0639\u0642\u062f\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0634\u063a\u064a\u0644.<\/p>\n<p>\u0627\u0644\u062a\u0633\u0639\u064a\u0631: \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a H100 \u0628\u0633\u0639\u0631 \u0661,\u0669\u0669 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a\/\u0633\u0627\u0639\u0629\u060c \u0648\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a A100 \u0628\u0633\u0639\u0629 \u0668\u0660 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0628\u0633\u0639\u0631 \u0661,\u0662\u0669 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a\/\u0633\u0627\u0639\u0629\u060c \u0648\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a H200 \u0628\u0633\u0639\u0631 \u0662,\u0664\u0669 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a\/\u0633\u0627\u0639\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"3_Vastai_%E2%80%94_the_marketplace_bargain\"><\/span>\u0663. \u0641\u0627\u0633\u062a.\u0622\u064a \u2014 \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0645\u062b\u0627\u0644\u064a \u0644\u0644\u0645\u0632\u0627\u064a\u0627 \u0627\u0644\u0633\u0639\u0631\u064a\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0645\u0627 \u0647\u064a:<\/strong> \u0633\u0648\u0642 \u0646\u0638\u064a\u0631 \u0625\u0644\u0649 \u0646\u0638\u064a\u0631 (Peer-to-Peer) \u2014 \u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0644\u0623\u064a \u0634\u062e\u0635 \u064a\u0645\u062a\u0644\u0643 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0641\u0627\u0626\u0636\u0629 \u0639\u0631\u0636\u0647\u0627\u060c \u0648\u064a\u0645\u0643\u0646 \u0644\u0623\u064a \u0634\u062e\u0635 \u062a\u0623\u062c\u064a\u0631\u0647\u0627.<\/p>\n<p><strong>\u0623\u0628\u0631\u0632 \u0627\u0644\u0645\u0632\u0627\u064a\u0627:<\/strong><\/p>\n<ul>\n<li>\u0627\u0644\u0623\u0631\u062e\u0635 \u0641\u064a \u0627\u0644\u0633\u0648\u0642 (\u063a\u0627\u0644\u0628\u064b\u0627 \u0628\u0623\u0642\u0644 \u0628\u0646\u0633\u0628\u0629 \u0663\u0660\u2013\u0665\u0660\u066a \u0645\u0646 \u0631\u0646 \u0628\u0648\u062f RunPod)<\/li>\n<li>\u062a\u0646\u0648\u0651\u0639 \u0647\u0627\u0626\u0644 (\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629\u060c \u0648\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a \u062e\u0648\u0627\u062f\u0645\u060c \u0648\u062a\u0643\u0648\u064a\u0646\u0627\u062a \u063a\u064a\u0631 \u062a\u0642\u0644\u064a\u062f\u064a\u0629)<\/li>\n<li>\u0627\u0644\u0641\u0648\u062a\u0631\u0629 \u0628\u0627\u0644\u062f\u0642\u064a\u0642\u0629<\/li>\n<li>\u0646\u0638\u0627\u0645 \u0627\u0644\u0639\u0631\u0648\u0636 \u0648\u0627\u0644\u0637\u0644\u0628\u0627\u062a (Bid-and-Ask) \u0642\u062f \u064a\u0648\u0641\u0651\u0631 \u0645\u0628\u0627\u0644\u063a \u0623\u0643\u0628\u0631<\/li>\n<\/ul>\n<p><strong>\u0627\u0644\u0639\u064a\u0648\u0628:<\/strong><\/p>\n<ul>\n<li>\u062a\u062a\u0641\u0627\u0648\u062a \u0627\u0644\u062c\u0648\u062f\u0629 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u062d\u0633\u0628 \u0645\u0642\u062f\u0651\u0645 \u0627\u0644\u062e\u062f\u0645\u0629<\/li>\n<li>\u0628\u0639\u0636 \u0627\u0644\u0645\u0636\u064a\u0641\u064a\u0646 \u064a\u0639\u0627\u0646\u0648\u0646 \u0645\u0646 \u0634\u0628\u0643\u0627\u062a \u063a\u064a\u0631 \u0645\u0633\u062a\u0642\u0631\u0629<\/li>\n<li>\u0644\u0627 \u062a\u0648\u062c\u062f \u0627\u062a\u0641\u0627\u0642\u064a\u0629 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062e\u062f\u0645\u0629 (SLA)\u060c \u0648\u0644\u0627 \u062f\u0639\u0645 \u0645\u0624\u0633\u0633\u064a<\/li>\n<li>\u064a\u0645\u0643\u0646 \u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0625\u064a\u0642\u0627\u0641 (\u00abInterruptible\u00bb instances) \u0623\u0646 \u062a\u062e\u062a\u0641\u064a \u0641\u062c\u0623\u0629<\/li>\n<\/ul>\n<p><strong>\u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0645\u0646 \u0623\u062c\u0644:<\/strong> \u0627\u0644\u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629\u060c \u062d\u064a\u062b \u064a\u064f\u0645\u0643\u0646 \u0627\u0644\u062a\u062d\u0645\u0651\u0644 \u0628\u0639\u0636 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0641\u0634\u0644\u060c \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062f\u0641\u0639\u064a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629\u060c \u0648\u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0648\u0627\u0644\u062a\u062c\u0631\u064a\u0628.<\/p>\n<p>\u0627\u0644\u062a\u0633\u0639\u064a\u0631: \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a H100 \u062a\u0628\u062f\u0623 \u0645\u0646 \u0661,\u0663\u0660 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a\/\u0633\u0627\u0639\u0629 (\u0645\u0639 \u062a\u0646\u0648\u0651\u0639 \u062d\u0633\u0628 \u0627\u0644\u062a\u0648\u0641\u0631). \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a RTX 4090 \u062a\u0628\u062f\u0623 \u0645\u0646 \u0660,\u0662\u0665 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a\/\u0633\u0627\u0639\u0629. <\/p>\n<h2><span class=\"ez-toc-section\" id=\"4_Together_AI_%E2%80%94_inference_as_a_service\"><\/span>\u0664. \u062a\u0648\u063a\u0631\u0630\u0631 \u0622\u064a \u2014 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0643\u062e\u062f\u0645\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0645\u0627 \u0647\u064a:<\/strong> \u062e\u062f\u0645\u0629 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0645\u064f\u062f\u0627\u0631\u0629 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629. \u0641\u0623\u0646\u062a \u0644\u0627 \u062a\u0633\u062a\u0623\u062c\u0631 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a\u060c \u0628\u0644 \u062a\u0633\u062a\u062f\u0639\u064a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 (API).<\/p>\n<p><strong>\u0623\u0628\u0631\u0632 \u0627\u0644\u0645\u0632\u0627\u064a\u0627:<\/strong><\/p>\n<ul>\n<li>\u0644\u0627 \u062d\u0627\u062c\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u2014 \u0641\u0642\u0637 \u0627\u0633\u062a\u062f\u0639\u0650 \u0627\u0644\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629<\/li>\n<li>\u0623\u0633\u0639\u0627\u0631 \u0645\u0646\u062e\u0641\u0636\u0629 \u062c\u062f\u064b\u0651\u0627 \u0644\u0643\u0644 \u0631\u0645\u0632 (Token) (\u0645\u062b\u0644: \u0646\u0645\u0648\u0630\u062c \u0644\u0627\u0645\u0627 \u0663 \u0628\u0633\u0639\u0629 \u0667\u0660 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0651\u0645\u0629 \u0628\u0633\u0639\u0631 \u0660,\u0666\u0665 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u062e\u0631\u062c)<\/li>\n<li>\u0632\u0645\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0623\u0642\u0644 \u0645\u0646 \u0662\u0660\u0660 \u0645\u0644\u064a \u062b\u0627\u0646\u064a\u0629 \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c<\/li>\n<li>\u0623\u0643\u062b\u0631 \u0645\u0646 \u0661\u0660\u0660 \u0646\u0645\u0648\u0630\u062c \u0645\u062a\u0627\u062d<\/li>\n<li>\u062a\u062a\u0648\u0641\u0631 \u0623\u064a\u0636\u064b\u0627 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0644\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 (Fine-tuning API)<\/li>\n<\/ul>\n<p><strong>\u0627\u0644\u0639\u064a\u0648\u0628:<\/strong><\/p>\n<ul>\n<li>\u0623\u0646\u062a \u0645\u0642\u064a\u062f\u064c \u0628\u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0642\u062f\u0651\u0645\u0647\u0627 \u0627\u0644\u0634\u0631\u0643\u0629<\/li>\n<li>\u062a\u062d\u0643\u0645 \u0623\u0642\u0644 \u0641\u064a \u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c<\/li>\n<li>\u062a\u0643\u0627\u0644\u064a\u0641 \u0623\u0639\u0644\u0649 \u0644\u0643\u0644 \u0633\u0627\u0639\u0629 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u062a\u063a\u0644\u0651 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0628\u0646\u0633\u0628\u0629 \u0661\u0660\u0660\u066a<\/li>\n<li>\u063a\u064a\u0631 \u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631<\/li>\n<\/ul>\n<p><strong>\u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0645\u0646 \u0623\u062c\u0644:<\/strong> \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639\u060c \u0639\u0646\u062f\u0645\u0627 \u0644\u0627 \u062a\u0631\u063a\u0628 \u0641\u064a \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0628\u0646\u0641\u0633\u0643.<\/p>\n<p>\u0627\u0644\u062a\u0633\u0639\u064a\u0631: \u062d\u0633\u0628 \u0639\u062f\u062f \u0627\u0644\u0631\u0645\u0648\u0632 \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646. \u0646\u0645\u0648\u0630\u062c \u0644\u0627\u0645\u0627 \u0663 \u0667\u0660 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0651\u0645\u0629 (\u0646\u0633\u062e\u0629 Instruct): \u0660,\u0666\u0665 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u062e\u0631\u062c\u060c \u0648\u0660,\u0668\u0668 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0643\u0644 \u0645\u0644\u064a\u0648\u0646 \u0631\u0645\u0632 \u062f\u062e\u0644.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"5_Replicate_%E2%80%94_one-shot_model_runs\"><\/span>\u0665. \u0631\u064a\u0628\u0644\u064a\u0643\u0650\u062a \u2014 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0646\u0642\u0631\u0629 \u0648\u0627\u062d\u062f\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0645\u0627 \u0647\u064a:<\/strong> \u0634\u063a\u0651\u0644 \u0623\u064a \u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u0642\u0627\u0626\u0645\u0629 \u0645\u064f\u0646\u062a\u0642\u0627\u0629 \u0628\u062f\u0642\u0629 \u0639\u0628\u0631 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u0627\u062d\u062f\u0629. \u0648\u0627\u062f\u0641\u0639 \u0641\u0642\u0637 \u0639\u0646 \u0627\u0644\u062b\u0648\u0627\u0646\u064a \u0627\u0644\u062a\u064a \u064a\u0639\u0645\u0644 \u0641\u064a\u0647\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>\n<p><strong>\u0623\u0628\u0631\u0632 \u0627\u0644\u0645\u0632\u0627\u064a\u0627:<\/strong><\/p>\n<ul>\n<li>\u0623\u0633\u0647\u0644 \u062a\u062c\u0631\u0628\u0629 \u0645\u0633\u062a\u062e\u062f\u0645 \u0645\u0645\u0643\u0646\u0629 \u2014 \u0627\u0646\u0633\u062e \u0642\u0637\u0639\u0629 \u0634\u0641\u0631\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0645\u0643\u0648\u0651\u0646\u0629 \u0645\u0646 \u062e\u0645\u0633\u0629 \u0623\u0633\u0637\u0631\u060c \u0648\u0627\u0646\u062a\u0647\u064a\u062a.<\/li>\n<li>\u0642\u0627\u0626\u0645\u0629 \u0636\u062e\u0645\u0629 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c (\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0633\u062a\u0627\u0628\u0644 \u062f\u064a\u0641\u064a\u0648\u062c\u0646 Stable Diffusion\u060c \u0648\u0646\u0645\u0648\u0630\u062c FLUX\u060c \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0635\u0648\u062a\u060c \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648\u060c \u0648\u063a\u064a\u0631\u0647\u0627).<\/li>\n<li>\u0627\u0644\u0641\u0648\u062a\u0631\u0629 \u0628\u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u2014 \u062a\u062f\u0641\u0639 \u0641\u0642\u0637 \u0645\u0642\u0627\u0628\u0644 \u0648\u0642\u062a \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u0641\u0639\u0644\u064a<\/li>\n<li>\u0645\u0645\u062a\u0627\u0632 \u0644\u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629<\/li>\n<\/ul>\n<p><strong>\u0627\u0644\u0639\u064a\u0648\u0628:<\/strong><\/p>\n<ul>\n<li>\u0623\u0643\u062b\u0631 \u062a\u0643\u0644\u0641\u0629 \u0644\u0643\u0644 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 \u0631\u0646 \u0628\u0648\u062f RunPod<\/li>\n<li>\u0632\u0645\u0646 \u0628\u062f\u0621 \u0628\u0627\u0631\u062f (Cold start latency) \u064a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 \u0665 \u0648\u0663\u0660 \u062b\u0627\u0646\u064a\u0629 \u0641\u064a \u0623\u0648\u0644 \u0627\u0633\u062a\u062f\u0639\u0627\u0621<\/li>\n<li>\u062a\u062d\u0643\u0645 \u0623\u0642\u0644<\/li>\n<\/ul>\n<p><strong>\u0627\u0633\u062a\u062e\u062f\u0645\u0647 \u0645\u0646 \u0623\u062c\u0644:<\/strong> \u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629\u060c \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0627\u0644\u0635\u0648\u062a \u0644\u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629\u060c \u0648\u062f\u0645\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629.<\/p>\n<p>\u0627\u0644\u062a\u0633\u0639\u064a\u0631: \u062d\u0648\u0627\u0644\u064a \u0660,\u0660\u0660\u0661\u2013\u0660,\u0660\u0661 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0643\u0644 \u0639\u0645\u0644\u064a\u0629 \u062a\u0648\u0644\u064a\u062f\u060c \u062d\u0633\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Practical_recommendation_by_workload\"><\/span>\u062a\u0648\u0635\u064a\u0629 \u0639\u0645\u0644\u064a\u0629 \u062d\u0633\u0628 \u0646\u0648\u0639 \u0627\u0644\u0645\u0647\u0645\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><strong>\u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0627\u0645\u0627 \u0663 \u0628\u0633\u0639\u0629 \u0667\u0660 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0651\u0645\u0629 \u0644\u0628\u0636\u0639 \u0633\u0627\u0639\u0627\u062a:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0645 \u0633\u062d\u0627\u0628\u0629 \u0631\u0646 \u0628\u0648\u062f \u0627\u0644\u0622\u0645\u0646\u0629 \u0627\u0644\u0645\u0632\u0648\u0651\u062f\u0629 \u0628\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0627\u062a H100. \u0634\u063a\u0651\u0644\u0647\u0627\u060c \u0646\u0641\u0651\u0630 \u0627\u0644\u0645\u0647\u0645\u0629\u060c \u062b\u0645 \u0623\u0648\u0642\u0641\u0647\u0627.<\/li>\n<li><strong>\u062a\u0634\u063a\u064a\u0644 \u062a\u062f\u0631\u064a\u0628 \u064a\u0633\u062a\u0645\u0631 \u0644\u0639\u062f\u0629 \u0623\u064a\u0627\u0645:<\/strong> \u062d\u062c\u0632\u062a \u0634\u0631\u0643\u0629 Lambda Labs \u0645\u062c\u0645\u0648\u0639\u0629 \u062e\u0648\u0627\u062f\u0645 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 H100.<\/li>\n<li><strong>\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c Stable Diffusion \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u0646\u0635\u0629 Replicate (\u0627\u0644\u0623\u064a\u0633\u0631) \u0623\u0648 RunPod (\u0623\u0631\u062e\u0635 \u0648\u0623\u0643\u062b\u0631 \u062a\u062d\u0643\u0651\u0645\u064b\u0627).<\/li>\n<li><strong>\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c Llama 3 \u0628\u062d\u062c\u0645 70 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0651\u0645\u0629 \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0636\u0645\u0646 \u062a\u0637\u0628\u064a\u0642:<\/strong> \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a Together AI. \u0644\u0627 \u062d\u0627\u062c\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0628\u0646\u0641\u0633\u0643.<\/li>\n<li><strong>\u0627\u0644\u062a\u062c\u0631\u064a\u0628 \u0636\u0645\u0646 \u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629:<\/strong> \u0645\u0646\u0635\u0629 Vast.ai. \u0641\u0642\u0637 \u0643\u0646 \u0645\u0633\u062a\u0639\u062f\u064b\u0651\u0627 \u0644\u062a\u0642\u0644\u0651\u0628\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621.<\/li>\n<li><strong>\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0627\u0644\u0645\u0624\u0633\u0633\u064a \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u0641\u0642\u0637:<\/strong> \u062e\u062f\u0645\u0627\u062a AWS \u0623\u0648 GCP \u0623\u0648 Azure (\u0645\u0639 \u0634\u0647\u0627\u062f\u0627\u062a SOC 2).<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Pros_and_cons\"><\/span>\u0627\u0644\u0645\u0632\u0627\u064a\u0627 \u0648\u0627\u0644\u0639\u064a\u0648\u0628<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"convly-procons\">\n<div class=\"pros\">\n<h4>\u0633\u064f\u062d\u0628 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (\u0645\u062b\u0644 RunPod \u0648Lambda \u0648Vast)<\/h4>\n<ul>\n<li>\u0623\u0631\u062e\u0635 \u0628\u0646\u0633\u0628\u0629 \u0665\u2013\u0661\u0660 \u0623\u0636\u0639\u0627\u0641 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 AWS<\/li>\n<li>\u0627\u0644\u0641\u0648\u062a\u0631\u0629 \u0628\u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0623\u0648 \u0628\u0627\u0644\u062f\u0642\u064a\u0642\u0629<\/li>\n<li>\u0628\u064a\u0626\u0627\u062a \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u064f\u0647\u064a\u064e\u0651\u0623\u0629 \u0645\u0633\u0628\u0642\u064b\u0627<\/li>\n<li>\u0628\u062f\u0621 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0633\u0631\u064a\u0639<\/li>\n<\/ul>\n<\/div>\n<div class=\"cons\">\n<h4>\u0627\u0644\u0645\u0641\u0627\u0636\u0644\u0627\u062a<\/h4>\n<ul>\n<li>\u0623\u0642\u0644 \u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u0645\u0624\u0633\u0633\u064a\u0629 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 AWS<\/li>\n<li>\u0628\u0639\u0636 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u062a\u0639\u0627\u0646\u064a \u0642\u064a\u0648\u062f\u064b\u0627 \u0641\u064a \u0627\u0644\u0633\u0639\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646\u064a\u0629 \u0623\u0648 \u0627\u0644\u062d\u0648\u0633\u0628\u064a\u0629<\/li>\n<li>\u0627\u062a\u0641\u0627\u0642\u064a\u0627\u062a \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062e\u062f\u0645\u0629 (SLAs) \u0623\u0636\u0639\u0641<\/li>\n<li>\u0639\u062f\u062f \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0645\u062d\u062f\u0648\u062f<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<p><!--ai-enriched--><\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_hidden_costs_that_wreck_a_cheap_hourly_rate\"><\/span>\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062e\u0641\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u064f\u062f\u0645\u0651\u0631 \u0633\u0639\u0631 \u0627\u0644\u0633\u0627\u0639\u0629 \u0627\u0644\u0631\u062e\u064a\u0635<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0625\u0646 \u0627\u0644\u0633\u0639\u0631 \u0627\u0644\u0645\u0639\u0644\u0646 \u0644\u0643\u0644 \u0633\u0627\u0639\u0629 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0647\u0648 \u062c\u0632\u0621 \u0641\u0642\u0637 \u0645\u0645\u0627 \u062a\u062f\u0641\u0639\u0647 \u0641\u0639\u0644\u064a\u064b\u0651\u0627. \u0641\u0642\u062f \u062a\u064f\u0639\u0644\u0646 \u0634\u0631\u0643\u062a\u0627\u0646 \u0639\u0646 \u0646\u0641\u0633 \u0627\u0644\u0633\u0639\u0631 \u0644\u0643\u0644 \u0633\u0627\u0639\u0629 \u0644\u0648\u062d\u062f\u0629 H100\u060c \u0644\u0643\u0646 \u0627\u0644\u0641\u0648\u0627\u062a\u064a\u0631 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0642\u062f \u062a\u062e\u062a\u0644\u0641 \u0627\u062e\u062a\u0644\u0627\u0641\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0639\u0646\u062f \u0627\u062d\u062a\u0633\u0627\u0628 \u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u0627\u0644\u0627\u0646\u0642\u0637\u0627\u0639\u0627\u062a. \u0644\u0630\u0627\u060c \u0642\u0628\u0644 \u062a\u0643\u0644\u064a\u0641 \u0645\u0647\u0645\u0629 \u0645\u0627\u060c \u062a\u0623\u0643\u0651\u062f \u0645\u0646 \u0645\u0631\u0648\u0631\u0647\u0627 \u0639\u0628\u0631 \u0623\u0631\u0628\u0639\u0629 \u0628\u0646\u0648\u062f \u0631\u0626\u064a\u0633\u064a\u0629 \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u0644\u0627 \u062a\u0638\u0647\u0631 \u0641\u064a \u0627\u0644\u0633\u0639\u0631 \u0627\u0644\u0645\u0639\u0644\u0646 \u0627\u0644\u0628\u0627\u0631\u0632.<\/p>\n<p><strong>\u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a (Egress).<\/strong> \u0647\u0630\u0647 \u0623\u0643\u0628\u0631 \u0645\u0641\u0627\u062c\u0623\u0629 \u0645\u064f\u062e\u0641\u0651\u0627\u0629 \u0641\u064a \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u0643\u0628\u0631\u0649 (hyperscalers). \u0641\u062a\u0641\u0631\u0636 AWS \u0631\u0633\u0648\u0645\u064b\u0627 \u062a\u0628\u0644\u063a \u0646\u062d\u0648 \u0660,\u0660\u0669 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0643\u0644 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a \u0644\u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062e\u0627\u0631\u062c \u0627\u0644\u0634\u0628\u0643\u0629 \u0625\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u0648\u062a\u0641\u0631\u0636 Azure \u0646\u062d\u0648 \u0660,\u0660\u0668\u0667 \u062f\u0648\u0644\u0627\u0631 \u0644\u0643\u0644 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0641\u0631\u0636 Google Cloud \u0646\u062d\u0648 \u0660,\u0661\u0662 \u062f\u0648\u0644\u0627\u0631 \u0644\u0643\u0644 \u063a\u064a\u063a\u0627\u0628\u0627\u064a\u062a (\u0628\u0639\u062f \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u062d\u0635\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0627\u0644\u0635\u063a\u064a\u0631\u0629). \u0648\u0642\u062f \u064a\u0624\u062f\u064a \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0628\u062d\u062c\u0645 \u0665 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a \u0623\u0648 \u0645\u062c\u0645\u0648\u0639\u0629 \u0646\u0642\u0627\u0637 \u062a\u062d\u0642\u0651\u0642 (checkpoints) \u0625\u0644\u0649 \u0625\u0636\u0627\u0641\u0627\u062a \u0635\u0627\u0645\u062a\u0629 \u062a\u0628\u0644\u063a \u0645\u0626\u0627\u062a \u0627\u0644\u062f\u0648\u0644\u0627\u0631\u0627\u062a. \u0623\u0645\u0627 \u0633\u064f\u062d\u0628 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0645\u062b\u0644 RunPod \u0648Lambda \u0648Vast.ai \u0641\u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u0641\u0631\u0636 <strong>\u0644\u0627 \u0631\u0633\u0648\u0645 \u0625\u0637\u0644\u0627\u0642\u064b\u0627 \u0639\u0644\u0649 \u062f\u062e\u0648\u0644 \u0623\u0648 \u062e\u0631\u0648\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>\u060c \u0648\u0647\u064a \u0633\u0628\u0628 \u062d\u0642\u064a\u0642\u064a \u064a\u062c\u0639\u0644\u0647\u0627 \u0623\u0631\u062e\u0635 \u0645\u0646 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u0643\u0628\u0631\u0649 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629\u060c \u062d\u062a\u0649 \u0644\u0648 \u0628\u062f\u0627 \u0633\u0639\u0631 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0627\u0644\u062e\u0627\u0645 \u0645\u0634\u0627\u0628\u0647\u064b\u0627.<\/p>\n<p><strong>\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062e\u0645\u0648\u0644.<\/strong> \u062a\u062d\u0645\u0651\u0644 \u0648\u062d\u062f\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0634\u0628\u0643\u064a \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0627\u0644\u0631\u0633\u0648\u0645 \u0637\u0648\u0627\u0644 \u0641\u062a\u0631\u0629 \u062a\u0648\u0642\u0641 \u0627\u0644\u0628\u0648\u062f\u060c \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u062d\u0648\u0627\u0644\u064a \u0660,\u0660\u0667 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0643\u0644 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0634\u0647\u0631\u064a\u064b\u0651\u0627. \u0627\u062a\u0631\u0643 \u0628\u0636\u0639\u0629 \u0645\u0626\u0627\u062a \u0645\u0646 \u0627\u0644\u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0645\u0646 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u062e\u0632\u064e\u0651\u0646\u0629 \u0628\u064a\u0646 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u0627\u062a\u060c \u0648\u0633\u062a\u062f\u0641\u0639 \u0645\u0642\u0627\u0628\u0644 \u0642\u0648\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0644\u0627 \u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0623\u0628\u062f\u064b\u0627. \u0648\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0634\u063a\u0651\u0644 \u0627\u0644\u0646\u0638\u0627\u0645 \u0628\u0634\u0643\u0644\u064d \u0645\u062a\u0642\u0637\u0650\u0651\u0639 \u0641\u0642\u0637\u060c \u0641\u0642\u062f \u064a\u0643\u0648\u0646 \u0645\u0646 \u0627\u0644\u0623\u0631\u062e\u0635 \u062d\u0630\u0641 \u0648\u062d\u062f\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u0625\u0639\u0627\u062f\u0629 \u062a\u0646\u0632\u064a\u0644 \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u0645\u0646\u0635\u0629 Hugging Face \u0639\u0646\u062f \u0628\u062f\u0621 \u0627\u0644\u062a\u0634\u063a\u064a\u0644.<\/p>\n<p><strong>\u062a\u0623\u062e\u064a\u0631 \u0628\u062f\u0621 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0628\u0627\u0631\u062f (Cold-start) \u0648\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062e\u062f\u0645\u064a\u0629 \u0628\u062f\u0648\u0646 \u062e\u0648\u0627\u062f\u0645 (Serverless).<\/strong> \u062a\u064f\u0644\u063a\u064a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0628\u062f\u0648\u0646 \u062e\u0648\u0627\u062f\u0645 (Serverless GPUs) \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0648\u0642\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u060c \u0644\u0643\u0646 \u0627\u0644\u0639\u062f\u0627\u062f \u064a\u0628\u062f\u0623 \u0628\u0627\u0644\u0639\u062f \u0645\u0646\u0630 \u0644\u062d\u0638\u0629 \u0625\u0637\u0644\u0627\u0642 \u0627\u0644\u062d\u0627\u0648\u064a\u0629\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u062a\u062f\u0641\u0639 \u0645\u0642\u0627\u0628\u0644 \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062a\u0647\u064a\u0626\u062a\u0647\u060c \u0648\u0644\u064a\u0633 \u0641\u0642\u0637 \u0627\u0633\u062a\u0646\u062a\u0627\u062c\u0627\u062a\u0647. \u0648\u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629\u060c \u0642\u062f \u062a\u0636\u064a\u0641 \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062a\u062d\u0636\u064a\u0631 \u0647\u0630\u0647 \u062d\u0635\u0629\u064b \u0645\u0644\u062d\u0648\u0638\u0629\u064b \u0641\u0648\u0642 \u0648\u0642\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0641\u0639\u0644\u064a. \u0648\u062a\u062a\u0641\u0648\u0642 \u0627\u0644\u0628\u0646\u064a\u0629 \u0628\u062f\u0648\u0646 \u062e\u0648\u0627\u062f\u0645 \u0641\u064a \u062d\u0627\u0644\u0627\u062a \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 \u0627\u0644\u0645\u062a\u0642\u0637\u0639\u0629 \u0630\u0627\u062a \u062f\u0648\u0631\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629\u061b \u0623\u0645\u0627 \u0627\u0644\u0628\u0648\u062f \u0627\u0644\u0645\u062e\u0635\u0635 \u0641\u064a\u0643\u0648\u0646 \u0623\u0631\u062e\u0635 \u0628\u0645\u062c\u0631\u062f \u0623\u0646 \u062a\u0631\u062a\u0641\u0639 \u0646\u0633\u0628\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/p>\n<p><strong>\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0624\u0642\u062a\u0629 (Spot) \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u064f\u0637\u0644\u0648\u0628\u0629 \u0641\u0648\u0631\u064b\u0627 (On-demand).<\/strong> \u062a\u0642\u0644\u0651\u0644 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0624\u0642\u062a\u0629 \u0623\u0648 \u0645\u0627 \u064a\u064f\u0633\u0645\u0649 \u00ab\u0627\u0644\u0645\u062c\u062a\u0645\u0639\u064a\u0629\u00bb (Community) \u0627\u0644\u0633\u0639\u0631 \u0628\u0646\u0633\u0628\u0629 \u062a\u062a\u0631\u0627\u0648\u062d \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0628\u064a\u0646 \u0664\u0660\u066a \u0648\u0666\u0665\u066a\u060c \u0644\u0643\u0646 \u064a\u0645\u0643\u0646 \u0633\u062d\u0628\u0647\u0627 \u0623\u062b\u0646\u0627\u0621 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0645\u0647\u0645\u0629. \u0648\u062a\u0643\u0648\u0646 \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u0627\u0646\u0642\u0637\u0627\u0639 \u0623\u0639\u0644\u0649 \u0645\u0627 \u064a\u0645\u0643\u0646 \u0641\u064a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u0643\u0645\u0627 \u062a\u0643\u0648\u0646 \u0646\u0648\u0627\u0641\u0630 \u0627\u0644\u062a\u062d\u0630\u064a\u0631 \u0642\u0635\u064a\u0631\u0629 \u062c\u062f\u064b\u0651\u0627 \u2014 \u0641\u062a\u0642\u062f\u0645 \u0634\u0631\u0643\u0629 \u0623\u0645\u0627\u0632\u0648\u0646 \u0648\u064a\u0628 \u0633\u0631\u0641\u064a\u0633\u0632 (AWS) \u062a\u062d\u0630\u064a\u0631\u064b\u0627 \u0645\u062f\u062a\u0647 \u062f\u0642\u064a\u0642\u062a\u0627\u0646 \u062a\u0642\u0631\u064a\u0628\u064b\u0627\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0642\u062f\u0645 \u062c\u0648\u062c\u0644 \u062a\u062d\u0630\u064a\u0631\u064b\u0627 \u0644\u0627 \u064a\u062a\u062c\u0627\u0648\u0632 \u0663\u0660 \u062b\u0627\u0646\u064a\u0629. \u0648\u0627\u0644\u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 \u0647\u064a:<\/p>\n<ul>\n<li><strong>\u0627\u0633\u062a\u062e\u062f\u0645 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0624\u0642\u062a\u0629 (Spot)<\/strong> \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0630\u064a \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u062d\u0642\u0642\u064a\u0629 (Checkpointed training)\u060c \u0648\u0645\u0633\u062d \u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0641\u0627\u0626\u0642\u0629 (Hyperparameter sweeps)\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u062f\u0641\u0639\u064a \u0623\u0648 \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0635\u0644 (Batch\/Offline inference) \u0627\u0644\u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0626\u0646\u0627\u0641.<\/li>\n<li><strong>\u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0641\u0648\u0631\u064b\u0627 (On-demand) \u0623\u0648 \u0627\u0644\u0645\u062d\u062c\u0648\u0632\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 (Reserved)<\/strong> \u0644\u0644\u0627\u0633\u062a\u0639\u0631\u0627\u0636 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a (Production serving)\u060c \u0648\u0627\u0644\u0639\u0631\u0648\u0636 \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a\u0629 (Demos)\u060c \u0648\u0623\u064a \u0645\u0647\u0645\u0629 \u062a\u062a\u0637\u0644\u0628 \u0627\u0633\u062a\u062c\u0627\u0628\u0629\u064b \u0641\u0648\u0631\u064a\u0629 (Latency-sensitive)\u060c \u062d\u064a\u062b \u064a\u0643\u0648\u0646 \u0627\u0644\u0627\u0646\u0642\u0637\u0627\u0639 \u0641\u064a\u0647\u0627 \u063a\u064a\u0631 \u0645\u0642\u0628\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0625\u0637\u0644\u0627\u0642.<\/li>\n<\/ul>\n<p>\u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u0635\u0631\u064a\u062d \u0647\u0648: \u0642\u062f\u0650\u0651\u0631 \u0623\u0648\u0644\u064b\u0627 \u062d\u062c\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0625\u062e\u0631\u0627\u062c (Data-out volume) \u0648\u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629\u060c \u062b\u0645 \u0642\u0627\u0631\u0646 \u0645\u0648\u0641\u0650\u0651\u0631\u064a \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 <strong>\u0627\u0644\u0645\u0628\u0644\u063a \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a<\/strong> \u0627\u0644\u0645\u064f\u062d\u062a\u0633\u0628 \u0641\u064a \u0627\u0644\u0641\u0627\u062a\u0648\u0631\u0629 \u2014 \u0648\u0644\u064a\u0633 \u0627\u0644\u0633\u0639\u0631 \u0627\u0644\u0638\u0627\u0647\u0631\u064a \u0627\u0644\u0645\u0639\u0644\u0646.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"FAQ\"><\/span>\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>\u0647\u0644 \u0645\u0646 \u0627\u0644\u0623\u0631\u062e\u0635 \u0627\u0633\u062a\u0626\u062c\u0627\u0631 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 H100 \u0623\u0645 \u0634\u0631\u0627\u0621 \u0648\u062d\u062f\u0629 4090\u061f<\/h3>\n<p>\u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0639\u0631\u0636\u064a (\u0623\u0642\u0644 \u0645\u0646 \u0662\u0660\u0660 \u0633\u0627\u0639\u0629 \u0633\u0646\u0648\u064a\u064b\u0651\u0627)\u060c \u064a\u0643\u0648\u0646 \u0627\u0644\u0627\u0633\u062a\u0626\u062c\u0627\u0631 \u0647\u0648 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644. \u0641\u062a\u0643\u0644\u0641\u0629 \u0627\u0633\u062a\u0626\u062c\u0627\u0631 \u0648\u062d\u062f\u0629 H100 \u0645\u0646 RunPod \u062a\u0628\u0644\u063a \u0661,\u0668\u0669 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0628\u0627\u0644\u0633\u0627\u0639\u0629 \u00d7 \u0662\u0660\u0660 \u0633\u0627\u0639\u0629 = \u0663\u0667\u0668 \u062f\u0648\u0644\u0627\u0631\u064b\u0627 \u0633\u0646\u0648\u064a\u064b\u0651\u0627\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0643\u0644\u0641\u0629 \u0634\u0631\u0627\u0621 \u0648\u062d\u062f\u0629 4090 \u062a\u0628\u0644\u063a \u0646\u062d\u0648 \u0661\u0664\u0660\u0660 \u062f\u0648\u0644\u0627\u0631. \u0648\u062a\u0635\u0644 \u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0639\u0627\u062f\u0644 \u0628\u064a\u0646 \u0627\u0633\u062a\u0626\u062c\u0627\u0631 H100 \u0648\u0634\u0631\u0627\u0621 4090 \u0625\u0644\u0649 \u0646\u062d\u0648 \u0667\u0665\u0660 \u0633\u0627\u0639\u0629 \u0633\u0646\u0648\u064a\u064b\u0651\u0627 \u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0643\u0627\u0645\u0644. \u0648\u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0634\u062e\u0635\u064a\u064a\u0646 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0639\u064a\u062f\u0648\u0646 \u062c\u062f\u064b\u0651\u0627 \u0639\u0646 \u0647\u0630\u0647 \u0627\u0644\u0646\u0642\u0637\u0629.<\/p>\n<h3>\u0644\u0645\u0627\u0630\u0627 \u062a\u0643\u0648\u0646 \u0645\u0646\u0635\u0629 Vast.ai \u0623\u0631\u062e\u0635 \u0645\u0646 RunPod\u061f<\/h3>\n<p>Vast.ai \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u0633\u0648\u0642 \u0631\u0642\u0645\u064a \u2014 \u062d\u064a\u062b \u062a\u0633\u062a\u0636\u064a\u0641 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0641\u064a \u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u062f\u0627\u062e\u0644 \u0645\u0631\u0627\u0643\u0632 \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u062d\u062a\u0649 \u0645\u062e\u062a\u0628\u0631\u0627\u062a \u0645\u0646\u0632\u0644\u064a\u0629\u060c \u062f\u0648\u0646 \u0648\u062c\u0648\u062f \u0627\u062a\u0641\u0627\u0642\u064a\u0629 \u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062e\u062f\u0645\u0629 (SLA). \u0623\u0645\u0627 \u0628\u0646\u064a\u0629 RunPod \u0627\u0644\u0622\u0645\u0646\u0629 \u0641\u064a \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0641\u0647\u064a \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0645\u0624\u0633\u0633\u064a\u0629. \u0641\u0623\u0646\u062a \u062a\u062f\u0641\u0639 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0648\u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u062a\u0648\u0642\u0639.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u0634\u063a\u064a\u0644 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 Together AI\u061f<\/h3>\n<p>\u062a\u0642\u062f\u0645 Together \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062e\u0627\u0635\u0629 \u0628\u0636\u0628\u0637 \u0627\u0644\u0646\u0645\u0627\u0630\u062c (fine-tuning) \u0644\u0646\u0645\u0627\u0630\u062c \u0645\u062d\u062f\u062f\u0629 (\u0645\u062b\u0644 Llama 3 \u0628\u062d\u062c\u0645 \u0668 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0623\u0648 \u0667\u0660 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0651\u0645\u0629)\u060c \u0644\u0643\u0646\u0647\u0627 \u0644\u0627 \u062a\u0633\u0645\u062d \u0628\u062a\u0634\u063a\u064a\u0644 \u0645\u0647\u0627\u0645 \u062a\u062f\u0631\u064a\u0628 \u0639\u0627\u0645\u0629. \u0648\u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0639\u0627\u0645\u0629\u060c \u064a\u064f\u0641\u0636\u064e\u0651\u0644 \u0627\u0633\u062a\u0626\u062c\u0627\u0631 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 (\u0645\u0646 RunPod \u0623\u0648 Lambda).<\/p>\n<h3>\u0645\u0627\u0630\u0627 \u0639\u0646 \u0645\u0646\u0635\u0627\u062a Modal \u0648Beam \u0648\u0645\u0648\u0641\u0650\u0651\u0631\u064a \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u062c\u062f\u062f \u0627\u0644\u0622\u062e\u0631\u064a\u0646\u061f<\/h3>\n<p>\u062a\u062a\u0645\u064a\u0651\u0632 \u0645\u0646\u0635\u0629 Modal \u0628\u0645\u0632\u0627\u064a\u0627 \u0645\u0645\u062a\u0627\u0632\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u062f\u0648\u0646 \u062e\u0648\u0627\u062f\u0645 (serverless AI) \u0645\u0639 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a 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\u0627\u0644\u0646\u0645\u0637 \u0627\u0644\u0623\u0645\u062b\u0644.<\/p>\n<h3>\u0647\u0644 \u062a\u0648\u062c\u062f \u0627\u0626\u062a\u0645\u0627\u0646\u0627\u062a \u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0641\u064a \u0623\u064a \u0645\u0643\u0627\u0646 \u0639\u0627\u0645 \u0662\u0660\u0662\u0666\u061f<\/h3>\n<p>\u0644\u0627 \u062a\u0632\u0627\u0644 \u0627\u0644\u0637\u0628\u0642\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u0646 Google Colab \u0645\u062a\u0627\u062d\u0629 (\u0645\u0639 \u0648\u0635\u0648\u0644 \u0645\u062d\u062f\u0648\u062f \u0625\u0644\u0649 \u0648\u062d\u062f\u0627\u062a T4 \u0623\u0648 L4). \u0643\u0645\u0627 \u062a\u0648\u0641\u0631 \u0645\u0646\u0635\u0629 Kaggle \u0663\u0660 \u0633\u0627\u0639\u0629 \u0623\u0633\u0628\u0648\u0639\u064a\u064b\u0651\u0627 \u0645\u0646 \u0648\u0642\u062a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a T4. \u0648\u062a\u0642\u062f\u0651\u0645 Lambda \u0627\u0626\u062a\u0645\u0627\u0646\u0627\u062a \u0628\u0642\u064a\u0645\u0629 \u0661\u0660\u0660 \u062f\u0648\u0644\u0627\u0631 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u062c\u062f\u062f. \u0643\u0645\u0627 \u062a\u064f\u062c\u0631\u064a RunPod \u0645\u0646 \u0648\u0642\u062a \u0644\u0622\u062e\u0631 \u0639\u0631\u0648\u0636 \u062a\u0631\u0648\u064a\u062c\u064a\u0629. \u0648\u0644\u0627 \u062a\u0643\u0641\u064a \u0623\u064a\u064c\u0651 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0627\u0626\u062a\u0645\u0627\u0646\u0627\u062a \u0644\u0623\u0639\u0645\u0627\u0644 \u062c\u0627\u062f\u0629\u060c \u0644\u0643\u0646\u0647\u0627 \u0645\u0645\u062a\u0627\u0632\u0629 \u0644\u0644\u062a\u0639\u0644\u0651\u0645.<\/p>\n<h3>\u0645\u0627 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0645\u062e\u0641\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0623\u0646 \u0623\u0646\u062a\u0628\u0647 \u0644\u0647\u0627 \u0639\u0646\u062f \u0627\u0633\u062a\u0626\u062c\u0627\u0631 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u0633\u062d\u0627\u0628\u064a\u0629\u061f<\/h3>\n<p>\u0623\u0647\u0645 \u062b\u0644\u0627\u062b \u0631\u0633\u0648\u0645 \u062e\u0641\u064a\u0629 \u0647\u064a: \u0631\u0633\u0648\u0645 \u0625\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Egress)\u060c \u0648\u0631\u0633\u0648\u0645 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u063a\u064a\u0631 \u0627\u0644\u0646\u0634\u0637 (Idle storage)\u060c \u0648\u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u062f\u0646\u064a\u0627 \u0623\u0648 \u0631\u0633\u0648\u0645 \u0628\u062f\u0621 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0628\u0627\u0631\u062f (Minimum or cold-start charges). \u0641\u062a\u0641\u0631\u0636 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0642\u0629 (Hyperscalers) \u0645\u062b\u0644 \u0623\u0645\u0627\u0632\u0648\u0646 \u0648\u064a\u0628 \u0633\u0631\u0641\u064a\u0633\u0632 (AWS) \u0648\u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a \u0622\u0632\u0648\u0631 (Azure) \u0648\u063a\u0648\u063a\u0644 \u0643\u0644\u0627\u0648\u062f \u0628\u0644\u0627\u062a\u0641\u0648\u0631\u0645 (GCP) \u0631\u0633\u0648\u0645\u064b\u0627 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 \u0660,\u0660\u0668\u0667 \u0648\u0660,\u0661\u0662 \u062f\u0648\u0644\u0627\u0631 \u0623\u0645\u0631\u064a\u0643\u064a \u0644\u0643\u0644 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0644\u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062e\u0627\u0631\u062c \u0634\u0628\u0643\u062a\u0647\u0627\u060c \u0648\u0642\u062f \u062a\u0641\u0648\u0642 \u0647\u0630\u0647 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 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\u0648\u0628\u0627\u0644\u0645\u0642\u0627\u0628\u0644\u060c \u062a\u064f\u0644\u063a\u064a \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0639\u0627\u062f\u0629\u064b \u0631\u0633\u0648\u0645 \u0627\u0644\u0625\u062e\u0631\u0627\u062c \u062a\u0645\u0627\u0645\u064b\u0627\u060c \u0644\u0630\u0627 \u064a\u062c\u0628 \u062f\u0627\u0626\u0645\u064b\u0627 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0645\u0628\u0644\u063a \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a \u0644\u0644\u0641\u0627\u062a\u0648\u0631\u0629\u060c \u0648\u0644\u064a\u0633 \u0627\u0644\u0645\u0639\u062f\u0644 \u0628\u0627\u0644\u0633\u0627\u0639\u0629 \u0641\u0642\u0637.<\/p>\n<h3>\u0647\u0644 \u064a\u0646\u0628\u063a\u064a \u0623\u0646 \u0623\u0633\u062a\u062e\u062f\u0645 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0624\u0642\u062a\u0629 (Spot) \u0623\u0645 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0641\u0648\u0631\u064b\u0627 (On-demand)\u061f<\/h3>\n<p>\u0627\u0633\u062a\u062e\u062f\u0645 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0624\u0642\u062a\u0629 (\u0623\u0648 \u0645\u0627 \u064a\u064f\u0633\u0645\u0649 \u00ab\u0627\u0644\u0645\u062c\u062a\u0645\u0639\u064a\u0629\u00bb \u0623\u0648 \u00ab\u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0625\u064a\u0642\u0627\u0641 \u0627\u0644\u0645\u0624\u0642\u062a\u00bb Preemptible) \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u062d\u0641\u0638 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u062d\u0642\u0642\u064a\u0629 (Checkpointing) \u0648\u0627\u0644\u0627\u0633\u062a\u0626\u0646\u0627\u0641 \u2014 \u0645\u062b\u0644 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0648\u0645\u0633\u062d \u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0641\u0627\u0626\u0642\u0629\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u062f\u0641\u0639\u064a. \u0641\u062a\u0648\u0641\u0631 \u0644\u0643 \u0630\u0644\u0643 \u0648\u0641\u0648\u0631\u0627\u062a \u062a\u0635\u0644 \u0625\u0644\u0649 \u0664\u0660\u2013\u0666\u0665\u066a\u060c \u0645\u0639 \u0627\u0644\u062a\u0646\u0627\u0632\u0644 \u0639\u0646 \u0623\u0646 \u0627\u0644\u0645\u062b\u064a\u0644 \u0642\u062f \u064a\u064f\u0633\u062d\u0628 \u062f\u0648\u0646 \u0633\u0627\u0628\u0642 \u0625\u0646\u0630\u0627\u0631 (\u0645\u0639 \u0625\u0639\u0637\u0627\u0621 \u062a\u062d\u0630\u064a\u0631 \u064a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 \u0663\u0660 \u062b\u0627\u0646\u064a\u0629 \u0648\u062f\u0642\u064a\u0642\u062a\u064a\u0646 \u063a\u0627\u0644\u0628\u064b\u0627\u060c \u0648\u062a\u0643\u0648\u0646 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u0623\u0643\u062b\u0631 \u0639\u0631\u0636\u0629\u064b \u0644\u0644\u0633\u062d\u0628). \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0627\u0633\u062a\u0639\u0631\u0627\u0636 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u060c \u0648\u0627\u0644\u0639\u0631\u0648\u0636 \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u0629\u060c \u0623\u0648 \u0623\u064a \u0645\u0647\u0645\u0629 \u062a\u062a\u0637\u0644\u0628 \u0632\u0645\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0645\u0646\u062e\u0641\u0636 \u062c\u062f\u064b\u0651\u0627\u060c \u0641\u064a\u062c\u0628 \u0623\u0646 \u062a\u062f\u0641\u0639 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0633\u0639\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0641\u0648\u0631\u064b\u0627 \u0623\u0648 \u0627\u0644\u0645\u062d\u062c\u0648\u0632\u0629 \u0645\u0633\u0628\u0642\u064b\u0627\u061b \u0644\u0623\u0646 \u0627\u0644\u0627\u0646\u0642\u0637\u0627\u0639 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0633\u064a\u0643\u0644\u0641\u0643 \u0623\u0643\u062b\u0631 \u0645\u0645\u0627 \u0648\u0641\u0631\u062a\u0647 \u0645\u0646 \u0648\u0641\u0648\u0631\u0627\u062a.<\/p>\n<h3>\u0647\u0644 \u062a\u064f\u0644\u0632\u0645\u0646\u064a \u0623\u0633\u0639\u0627\u0631 \u0625\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Egress pricing) \u0628\u0645\u0632\u0648\u0650\u0651\u062f \u062e\u062f\u0645\u0629 \u0645\u0639\u064a\u0646\u061f<\/h3>\n<p>\u0646\u0639\u0645\u060c \u0642\u062f \u062a\u0641\u0639\u0644 \u0630\u0644\u0643. \u0641\u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0648\u0646\u0645\u0627\u0630\u062c\u0643 \u0627\u0644\u0645\u062f\u0631\u064e\u0651\u0628\u0629 \u0645\u062e\u0632\u064e\u0651\u0646\u0629 \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 \u0625\u062d\u062f\u0649 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0642\u0629 (Hyperscaler)\u060c \u0641\u0625\u0646 \u062a\u0643\u0644\u0641\u0629 \u0646\u0642\u0644 \u0627\u0644\u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a\u0627\u062a \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062e\u0627\u0631\u062c \u062a\u0644\u0643 \u0627\u0644\u0645\u0646\u0635\u0629 \u062a\u062e\u0644\u0642 \u0639\u0642\u0628\u0629 \u0641\u0639\u0644\u064a\u0629 \u0623\u0645\u0627\u0645 \u0627\u0644\u062a\u062d\u0648\u0644 \u0625\u0644\u0649 \u0633\u062d\u0627\u0628\u0629 \u0623\u062e\u0631\u0649 \u2014 \u0648\u0647\u0630\u0627 \u0645\u0642\u0635\u0648\u062f\u064c \u0645\u0646 \u0642\u0650\u0628\u0644 \u0627\u0644\u0645\u0635\u0645\u0650\u0651\u0645\u064a\u0646. \u0648\u0644\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0646\u0642\u0644 (Portability)\u060c \u0627\u062d\u062a\u0641\u0638 \u0628\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0648\u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u0639\u0644\u0649 \u0645\u0632\u0648\u0650\u0651\u062f \u064a\u0642\u062f\u0650\u0651\u0645 \u062e\u062f\u0645\u0629 \u0625\u062e\u0631\u0627\u062c \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062c\u0627\u0646\u064a\u0629 (\u0623\u0648 \u0641\u064a \u062a\u062e\u0632\u064a\u0646 \u0643\u0627\u0626\u0646\u0627\u062a \u0645\u062d\u0627\u064a\u062f)\u060c \u0648\u062a\u062c\u0646\u064e\u0651\u0628 \u062a\u0631\u0643 \u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u062a\u062a\u0631\u0627\u0643\u0645 \u062e\u0644\u0641 \u062c\u062f\u0627\u0631 \u0646\u0642\u0644 \u0645\u062f\u0641\u0648\u0639. \u0641\u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0644\u0645\u0648\u0642\u0639 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0645\u0633\u0628\u0642\u064b\u0627 \u0623\u0631\u062e\u0635 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u062f\u0641\u0639 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0646\u0642\u0644 \u0644\u0627\u062d\u0642\u064b\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Bottom_line\"><\/span>\u0627\u0644\u062e\u0644\u0627\u0635\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u062d\u0644\u0648\u0644 \u0639\u0627\u0645 \u0662\u0660\u0662\u0666\u060c \u0646\u0636\u062c \u0633\u0648\u0642 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0628\u0645\u0627 \u064a\u0643\u0641\u064a \u0644\u064a\u062a\u064a\u062d \u0644\u0643 \u062e\u064a\u0627\u0631\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u0628\u0623\u0633\u0639\u0627\u0631 \u0641\u0639\u0644\u064a\u0629. <strong>RunPod \u0647\u064a \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0627\u0644\u0623\u0645\u062b\u0644<\/strong> \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u2014 \u0631\u062e\u064a\u0635\u0629\u060c \u0633\u0631\u064a\u0639\u0629\u060c \u0648\u0645\u0648\u062b\u0648\u0642\u0629 \u0628\u0645\u0627 \u064a\u0643\u0641\u064a. <strong>Lambda Labs<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u062e\u0648\u0627\u062f\u0645 \u0623\u0648 \u0627\u062a\u0641\u0627\u0642\u064a\u0627\u062a \u0645\u0633\u062a\u0648\u0649 \u062e\u062f\u0645\u0629 \u0641\u0639\u0644\u064a\u0629 (SLAs). <strong>Vast.ai<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0648\u0644\u064a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0647\u062a\u0645\u0627\u0645\u064b\u0627 \u0628\u0627\u0644\u063a\u064b\u0627. <strong>Together AI \/ Replicate<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0641\u0636\u0644 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0628\u0646\u0641\u0633\u0643.<\/p>\n<p>\u0644\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u062e\u062f\u0645\u0627\u062a AWS \u0623\u0648 GCP \u0623\u0648 Azure \u0644\u0623\u0639\u0645\u0627\u0644 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0627 \u0644\u0645 \u062a\u0643\u0646 \u0645\u0636\u0637\u0631\u064b\u0651\u0627 \u0644\u0630\u0644\u0643. \u0641\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0633\u0639\u0631 \u0628\u0646\u0633\u0628\u0629 \u0665\u2013\u0661\u0660 \u0623\u0636\u0639\u0627\u0641 \u0644\u0627 \u062a\u0645\u0646\u062d\u0643 \u0623\u064a \u0645\u064a\u0632\u0629 \u0641\u0639\u0644\u064a\u0629 \u062a\u062d\u062a\u0627\u062c\u0647\u0627 \u062d\u0642\u064b\u0651\u0627.<\/p>\n<p>\u0627\u0646\u062a\u0647\u0649 \u0639\u0635\u0631 \u0627\u0644\u0639\u0628\u0627\u0631\u0629 \u00ab\u064a\u062c\u0628 \u0623\u0646 \u062a\u0645\u062a\u0644\u0643 \u0623\u062c\u0647\u0632\u0629 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0644\u062a\u0646\u0641\u064a\u0630 \u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u00bb. \u0641\u0627\u0644\u0646\u0645\u0637 \u0627\u0644\u0623\u0645\u062b\u0644 \u0639\u0627\u0645 \u0662\u0660\u0662\u0666 \u0647\u0648: \u0627\u0645\u062a\u0644\u0627\u0643 \u0645\u0627 \u064a\u0643\u0641\u064a \u0645\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u064a\u0648\u0645\u064a\u060c \u0648\u0627\u0633\u062a\u0626\u062c\u0627\u0631 \u0645\u0627 \u062a\u0628\u0642\u0649 \u0639\u0646\u062f \u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0623\u062d\u0645\u0627\u0644 \u0644\u0647\u0630\u0647 \u0627\u0644\u0642\u062f\u0631\u0629.<\/p>\n<p><!--related-block--><\/p>\n<div class=\"convly-related\">\n<h2><span class=\"ez-toc-section\" id=\"Related_articles\"><\/span>\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><a href=\"https:\/\/convly.ai\/ar\/claude-opus-4-8-vs-claude-sonnet-4-6\/\">Claude Opus 4.8 vs Claude Sonnet 4.6: Specs, Pricing &amp; Which to Choose (2026)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/veo-3-vs-kling-3-for-ai-video-2026\/\">\u0641\u064a\u0648 \u0663.\u0661 \u0645\u0642\u0627\u0628\u0644 \u0643\u0644\u064a\u0646\u063a \u0663.\u0660 \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 \u0662\u0660\u0662\u0666: \u0623\u064a\u0647\u0645\u0627 \u064a\u062a\u0641\u0648\u0642 \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629\u061f<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/ai-translation-tools-compared\/\">\u0623\u0641\u0636\u0644 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 2026: DeepL \u0645\u0642\u0627\u0628\u0644 Google \u0645\u0642\u0627\u0628\u0644 ChatGPT<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/ai-music-generators-suno-vs-udio\/\">\u0645\u0648\u0644\u062f\u0627\u062a \u0627\u0644\u0645\u0648\u0633\u064a\u0642\u0649 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 2026: Suno \u0645\u0642\u0627\u0628\u0644 Udio (\u0645\u0631\u0627\u062c\u0639\u0629 \u0639\u0645\u0644\u064a\u0629)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/best-ai-voice-cloning-tools\/\">\u0623\u0641\u0636\u0644 \u0623\u062f\u0648\u0627\u062a \u0627\u0633\u062a\u0646\u0633\u0627\u062e \u0627\u0644\u0623\u0635\u0648\u0627\u062a \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0639\u0627\u0645 2026 (\u062a\u0645 \u0627\u062e\u062a\u0628\u0627\u0631\u0647\u0627)<\/a><\/li>\n<\/ul>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u0639\u0646\u062f\u0645\u0627 \u0644\u0627 \u062a\u0643\u0648\u0646 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0643\u0627\u0641\u064a\u0629\u060c \u0645\u0627 \u0647\u064a \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u0623\u062c\u0631 \u0645\u0646\u0647\u0627 \u0628\u0627\u0644\u0641\u0639\u0644 \u0641\u064a \u0639\u0627\u0645 2026\u061f \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u0648\u0627\u0641\u0631 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u060c \u0648\u0627\u0644\u0645\u0632\u0648\u062f \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u0643\u0644 \u062d\u0627\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/p>","protected":false},"author":1,"featured_media":392,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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