Learn how to speed up training of PyTorch and Hugging Face models using a reduction server through Vertex AI feature, optimizing bandwidth and latency to distribute training across multiple Nvidia GPUs. The all-reduce based algorithm synchronously averages gradients across multiple devices, reducin.. read more  

This article is about usingKyverno, a Kubernetes-native policy engine, to enforce best practices in Kubernetes deployments. Kyverno can provide immediate feedback to application developers if they are deviating from best practices, reducing the feedback loop between deployment attempts and identifyi.. read more  

The blog post is about deploying an application in an EKS cluster and monitoring it with Prometheus. It covers the use ofServiceMonitors, which specify how Prometheus should monitor a set of targets that belong to a Kubernetes service. The blog also explains Exporters, which are software component.. read more  

With the GA launch of Cloud Pub/Sub’s schema evolution feature, Pub/Sub now supports safe and convenient modifications to Pub/Sub schemas... read more  

Google has introduced regional and multiregional configurations for Cloud Spanner, along with configurable readonly replicas, and zerodowntime instance moves. Cloud Spanner offers three types of replicas: readwrite, readonly, and witness. The move to a new configuration is now possible without down.. read more  

Google Cloud introduces the Compute Engine GPU family with industry's first cloud VM powered by Nvidia Tensor Core GPU for AI workloads like generative AI. These VMs offer cutting-edge performance-per-dollar for AI inference workloads and significant performance improvement in HPC, graphic and vide.. read more  

This article explains how to use Anthos Service Mesh (ASM) for managing communication and integration between services inside and outside a mesh. The goals include obtaining traces and metrics for traffic from the mesh to external services, redeploying legacy services in a cloud GKE cluster, and pro.. read more  

The article walks through the process of deploying a minimal Python Flask app on Cloud Run, the steps involved include creating a minimal Flask server, designing an efficient directory structure and a Dockerfile, configuring .env variables, creating and deploying Docker containers, handling API call.. read more  

Managing multiple certificates and domains for GKE clusters can be challenging, but Google's Gateway API and Certificate Manager Service make it possible. By leveraging the Certificate Manager Resource API, users can update their gateway and assign the correct certificate based on hostname. This t.. read more