{"id":1499,"date":"2024-01-25T17:05:09","date_gmt":"2024-01-25T17:05:09","guid":{"rendered":"https:\/\/edgeqbit.com\/?p=1499"},"modified":"2024-02-05T21:37:29","modified_gmt":"2024-02-05T21:37:29","slug":"kpis-for-cloud-platforms-regarding-ml-inferencing","status":"publish","type":"post","link":"https:\/\/edgeqbit.com\/index.php\/2024\/01\/25\/kpis-for-cloud-platforms-regarding-ml-inferencing\/","title":{"rendered":"KPIs for Cloud Platforms Regarding ML Inferencing"},"content":{"rendered":"\n<p><strong>KPIs for Cloud Platforms Regarding ML Inferencing<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>Performance:<\/strong> How well does the platform optimize and accelerate inference workloads?<\/li>\n\n\n\n<li><strong>Scalability:<\/strong> Can the platform easily scale to meet changing demands?<\/li>\n\n\n\n<li><strong>Cost:<\/strong> How cost-effective is the platform for inference workloads?<\/li>\n\n\n\n<li><strong>Ease of use:<\/strong> How easy is it to deploy and manage inference models on the platform?<\/li>\n\n\n\n<li><strong>Integration:<\/strong> How well does the platform integrate with other ML tools and services?<\/li>\n\n\n\n<li><strong>Security:<\/strong> How secure is the platform for deploying and running inference models?<\/li>\n<\/ul>\n\n\n\n<p><strong>Cloud Platform Support for Top 5 Inference Servers for Generative AI<\/strong><\/p>\n\n\n\n<p><strong>NVIDIA Triton&nbsp;<\/strong><\/p>\n\n\n\n<p>\u2705 Supports Triton Inference Server on AWS Marketplace. Offers pre-built AMIs and managed services for easy deployment<\/p>\n\n\n\n<p>&nbsp;\u2705 Supports Triton Inference Server on Azure Marketplace. Offers VMs and Azure Cognitive Services for deployment&nbsp;<\/p>\n\n\n\n<p>\u2705 Supports Triton Inference Server on GCP Marketplace. Offers VMs and managed services for deployment.<\/p>\n\n\n\n<p><strong>TensorRT<\/strong>&nbsp;&nbsp;<\/p>\n\n\n\n<p>\u2705 Offers NVIDIA Deep Learning AMI with TensorRT pre-installed. Provides managed services for deploying TensorRT models.&nbsp;<\/p>\n\n\n\n<p>\u2705 Offers NVIDIA Deep Learning VM with TensorRT pre-installed. Provides managed services for deploying TensorRT models.&nbsp;<\/p>\n\n\n\n<p>\u2705 Offers NVIDIA Deep Learning VM with TensorRT pre-installed. Provides managed services for deploying TensorRT models.&nbsp;<\/p>\n\n\n\n<p><strong>Apache MXNet Serving<\/strong>&nbsp;<\/p>\n\n\n\n<p>\u2705 Supports MXNet Serving through Amazon SageMaker Neo. Offers managed services for deploying MXNet models.&nbsp;<\/p>\n\n\n\n<p>\u2705 Supports MXNet Serving through Azure Machine Learning. Offers managed services for deploying MXNet models.&nbsp;<\/p>\n\n\n\n<p>\u2705 Supports MXNet Serving through AI Platform Prediction. Offers managed services for deploying MXNet models.&nbsp;&nbsp;<\/p>\n\n\n\n<p><strong>ONNX Runtime<\/strong>&nbsp;<\/p>\n\n\n\n<p>&nbsp;\u2705 Supports ONNX Runtime through Amazon SageMaker Neo. Offers managed services for deploying ONNX models.&nbsp;<\/p>\n\n\n\n<p>\u2705 Supports ONNX Runtime through Azure Machine Learning. Offers managed services for deploying ONNX models.&nbsp;<\/p>\n\n\n\n<p>\u2705 Supports ONNX Runtime through AI Platform Prediction. Offers managed services for deploying ONNX models. |&nbsp;<\/p>\n\n\n\n<p><strong>Milvus<\/strong>&nbsp;<\/p>\n\n\n\n<p>&nbsp;\u2705 Offers Milvus as a managed service on AWS Marketplace.&nbsp;<\/p>\n\n\n\n<p>\u2705 Offers Milvus as a managed service on Azure Marketplace.&nbsp;<\/p>\n\n\n\n<p>\u2705 Offers Milvus as a managed service on GCP Marketplace.&nbsp;<\/p>\n\n\n\n<p><strong>Additional Considerations<\/strong><\/p>\n\n\n\n<ul>\n<li><strong>Vendor lock-in:<\/strong> Consider how easy it is to switch between cloud platforms if needed.<\/li>\n\n\n\n<li><strong>Compliance:<\/strong> Ensure the platform meets your industry&#8217;s compliance requirements.<\/li>\n\n\n\n<li><strong>Support:<\/strong> Choose a platform with a good track record of customer support.<\/li>\n<\/ul>\n\n\n\n<p>By carefully considering these factors, you can choose the cloud platform that best meets your needs for deploying and running generative AI models.<\/p>\n\n\n\n<ul class=\"wp-block-social-links is-style-logos-only is-layout-flex wp-block-social-links-is-layout-flex\"><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>KPIs for Cloud Platforms Regarding ML Inferencing Cloud Platform Support for Top 5 Inference Servers for Generative AI NVIDIA Triton&nbsp; \u2705 Supports Triton Inference Server on AWS Marketplace. Offers pre-built AMIs and managed services for easy deployment &nbsp;\u2705 Supports Triton Inference Server on Azure Marketplace. Offers VMs and Azure Cognitive Services for deployment&nbsp; \u2705 Supports [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1500,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[1],"tags":[20,29],"blocksy_meta":[],"aioseo_notices":[],"featured_image_urls":{"full":["https:\/\/edgeqbit.com\/wp-content\/uploads\/2024\/01\/AIGen60.jpeg",919,526,false],"thumbnail":["https:\/\/edgeqbit.com\/wp-content\/uploads\/2024\/01\/AIGen60-150x150.jpeg",150,150,true],"medium":["https:\/\/edgeqbit.com\/wp-content\/uploads\/2024\/01\/AIGen60-300x172.jpeg",300,172,true],"medium_large":["https:\/\/edgeqbit.com\/wp-content\/uploads\/2024\/01\/AIGen60-768x440.jpeg",768,440,true],"large":["https:\/\/edgeqbit.com\/wp-content\/uploads\/2024\/01\/AIGen60.jpeg",919,526,false],"1536x1536":["https:\/\/edgeqbit.com\/wp-content\/uploads\/2024\/01\/AIGen60.jpeg",919,526,false],"2048x2048":["https:\/\/edgeqbit.com\/wp-content\/uploads\/2024\/01\/AIGen60.jpeg",919,526,false]},"post_excerpt_stackable":"<p>KPIs for Cloud Platforms Regarding ML Inferencing Performance: How well does the platform optimize and accelerate inference workloads? Scalability: Can the platform easily scale to meet changing demands? Cost: How cost-effective is the platform for inference workloads? Ease of use: How easy is it to deploy and manage inference models on the platform? Integration: How well does the platform integrate with other ML tools and services? Security: How secure is the platform for deploying and running inference models? Cloud Platform Support for Top 5 Inference Servers for Generative AI NVIDIA Triton&nbsp; \u2705 Supports Triton Inference Server on AWS Marketplace. Offers&hellip;<\/p>\n","category_list":"<a href=\"https:\/\/edgeqbit.com\/index.php\/category\/blog\/\" rel=\"category tag\">Blog<\/a>","author_info":{"name":"sanjay","url":"https:\/\/edgeqbit.com\/index.php\/author\/sanjay\/"},"comments_num":"0 comments","_links":{"self":[{"href":"https:\/\/edgeqbit.com\/index.php\/wp-json\/wp\/v2\/posts\/1499"}],"collection":[{"href":"https:\/\/edgeqbit.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/edgeqbit.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/edgeqbit.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/edgeqbit.com\/index.php\/wp-json\/wp\/v2\/comments?post=1499"}],"version-history":[{"count":2,"href":"https:\/\/edgeqbit.com\/index.php\/wp-json\/wp\/v2\/posts\/1499\/revisions"}],"predecessor-version":[{"id":1666,"href":"https:\/\/edgeqbit.com\/index.php\/wp-json\/wp\/v2\/posts\/1499\/revisions\/1666"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/edgeqbit.com\/index.php\/wp-json\/wp\/v2\/media\/1500"}],"wp:attachment":[{"href":"https:\/\/edgeqbit.com\/index.php\/wp-json\/wp\/v2\/media?parent=1499"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/edgeqbit.com\/index.php\/wp-json\/wp\/v2\/categories?post=1499"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/edgeqbit.com\/index.php\/wp-json\/wp\/v2\/tags?post=1499"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}