Tag: throughput
-
Cloud Blog: Data loading best practices for AI/ML inference on GKE
Source URL: https://cloud.google.com/blog/products/containers-kubernetes/improve-data-loading-times-for-ml-inference-apps-on-gke/ Source: Cloud Blog Title: Data loading best practices for AI/ML inference on GKE Feedly Summary: As AI models increase in sophistication, there’s increasingly large model data needed to serve them. Loading the models and weights along with necessary frameworks to serve them for inference can add seconds or even minutes of scaling…
-
Cloud Blog: Unlocking LLM training efficiency with Trillium — a performance analysis
Source URL: https://cloud.google.com/blog/products/compute/trillium-mlperf-41-training-benchmarks/ Source: Cloud Blog Title: Unlocking LLM training efficiency with Trillium — a performance analysis Feedly Summary: Rapidly evolving generative AI models place unprecedented demands on the performance and efficiency of hardware accelerators. Last month, we launched our sixth-generation Tensor Processing Unit (TPU), Trillium, to address the demands of next-generation models. Trillium is…
-
AWS News Blog: Introducing Express brokers for Amazon MSK to deliver high throughput and faster scaling for your Kafka clusters
Source URL: https://aws.amazon.com/blogs/aws/introducing-express-brokers-for-amazon-msk-to-deliver-high-throughput-and-faster-scaling-for-your-kafka-clusters/ Source: AWS News Blog Title: Introducing Express brokers for Amazon MSK to deliver high throughput and faster scaling for your Kafka clusters Feedly Summary: With 3x throughput, 20x faster scaling, and 90% reduced recovery time, Express brokers deliver unmatched performance for Apache Kafka on AWS, streamlining operations while cutting infrastructure costs by…
-
Hacker News: Hyperlight: Virtual machine-based security for functions at scale
Source URL: https://opensource.microsoft.com/blog/2024/11/07/introducing-hyperlight-virtual-machine-based-security-for-functions-at-scale/ Source: Hacker News Title: Hyperlight: Virtual machine-based security for functions at scale Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text discusses the launch of Hyperlight, a new open-source Rust library by Microsoft’s Azure Core Upstream team. Hyperlight enables the execution of small, embedded functions in a secure and efficient…
-
The Register: Broadcom juices VeloCloud SD-WAN for AI networking
Source URL: https://www.theregister.com/2024/11/05/vmware_velocloud_ai_rain/ Source: The Register Title: Broadcom juices VeloCloud SD-WAN for AI networking Feedly Summary: VeloRAIN architecture improves service for fat workloads on the edge VMware Explore Amid all the drama regarding Broadcom’s acquisition of VMware, it’s been easy to forget that the virtualization giant’s SD-WAN outfit, VeloCloud, is now an independent business unit.…
-
Hacker News: What Every Developer Should Know About GPU Computing (2023)
Source URL: https://blog.codingconfessions.com/p/gpu-computing Source: Hacker News Title: What Every Developer Should Know About GPU Computing (2023) Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text provides an in-depth exploration of GPU architecture and programming, emphasizing their importance in deep learning. It contrasts GPUs with CPUs, outlining the strengths and weaknesses of each. Key…
-
AWS News Blog: Fine-tuning for Anthropic’s Claude 3 Haiku model in Amazon Bedrock is now generally available
Source URL: https://aws.amazon.com/blogs/aws/fine-tuning-for-anthropics-claude-3-haiku-model-in-amazon-bedrock-is-now-generally-available/ Source: AWS News Blog Title: Fine-tuning for Anthropic’s Claude 3 Haiku model in Amazon Bedrock is now generally available Feedly Summary: Unlock Anthropic’s Claude 3 Haiku model’s full potential with Amazon Bedrock’s fine-tuning for enhanced accuracy and customization. AI Summary and Description: Yes Summary: The text highlights the general availability of fine-tuning…
-
AWS News Blog: Amazon Aurora PostgreSQL Limitless Database is now generally available
Source URL: https://aws.amazon.com/blogs/aws/amazon-aurora-postgresql-limitless-database-is-now-generally-available/ Source: AWS News Blog Title: Amazon Aurora PostgreSQL Limitless Database is now generally available Feedly Summary: Aurora PostgreSQL Limitless enables massive horizontal scaling for write throughput and storage by distributing workloads across multiple Aurora instances while using standard PostgreSQL queries and syntax. AI Summary and Description: Yes Summary: The text discusses the…
-
Cloud Blog: PyTorch/XLA 2.5: vLLM support and an improved developer experience
Source URL: https://cloud.google.com/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5/ Source: Cloud Blog Title: PyTorch/XLA 2.5: vLLM support and an improved developer experience Feedly Summary: Machine learning engineers are bullish on PyTorch/XLA, a Python package that uses the XLA deep learning compiler to connect the PyTorch deep learning framework and Cloud TPUs. And now, PyTorch/XLA 2.5 is here, along with a set…