Tag: resource utilization

  • Hacker News: AI Flame Graphs

    Source URL: https://www.brendangregg.com/blog//2024-10-29/ai-flame-graphs.html Source: Hacker News Title: AI Flame Graphs Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text discusses Intel’s development of a tool called AI Flame Graphs, designed to optimize AI workloads by profiling resource utilization on AI accelerators and GPUs. By visualizing the software stack and identifying inefficiencies, this tool…

  • Cloud Blog: AI Hypercomputer software updates: Faster training and inference, a new resource hub, and more

    Source URL: https://cloud.google.com/blog/products/compute/updates-to-ai-hypercomputer-software-stack/ Source: Cloud Blog Title: AI Hypercomputer software updates: Faster training and inference, a new resource hub, and more Feedly Summary: The potential of AI has never been greater, and infrastructure plays a foundational role in driving it forward. AI Hypercomputer is our supercomputing architecture based on performance-optimized hardware, open software, and flexible…

  • Hacker News: Leveraging Class E address space to mitigate IPv4 exhaustion issues in GKE

    Source URL: https://cloud.google.com/blog/products/containers-kubernetes/how-class-e-addresses-solve-for-ip-address-exhaustion-in-gke/ Source: Hacker News Title: Leveraging Class E address space to mitigate IPv4 exhaustion issues in GKE Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses the challenges of IP address exhaustion in Google Kubernetes Engine (GKE), highlighting the potential use of Class E IPv4 addresses as a solution. While…

  • Cloud Blog: Save on GPUs: Smarter autoscaling for your GKE inferencing workloads

    Source URL: https://cloud.google.com/blog/products/containers-kubernetes/tuning-the-gke-hpa-to-run-inference-on-gpus/ Source: Cloud Blog Title: Save on GPUs: Smarter autoscaling for your GKE inferencing workloads Feedly Summary: While LLM models deliver immense value for an increasing number of use cases, running LLM inference workloads can be costly. If you’re taking advantage of the latest open models and infrastructure, autoscaling can help you optimize…

  • Cloud Blog: How to benchmark application performance from the user’s perspective

    Source URL: https://cloud.google.com/blog/products/containers-kubernetes/benchmarking-how-end-users-perceive-an-applications-performance/ Source: Cloud Blog Title: How to benchmark application performance from the user’s perspective Feedly Summary: What kind of performance does your application have, and how do you know? More to the point, what kind of performance do your end users think your application has?  In this era of rapid growth and unpredictable…

  • Cloud Blog: Reltio’s Data Plane Transformation with Spanner on Google Cloud

    Source URL: https://cloud.google.com/blog/products/spanner/reltio-migrates-from-cassandra-to-spanner/ Source: Cloud Blog Title: Reltio’s Data Plane Transformation with Spanner on Google Cloud Feedly Summary: In today’s data-driven landscape, data unification plays a pivotal role in ensuring data consistency and accuracy across an organization. Reltio, a leading provider of AI-powered data unification and management solutions, recently undertook a significant step in modernizing…

  • Simon Willison’s Weblog: lm.rs: run inference on Language Models locally on the CPU with Rust

    Source URL: https://simonwillison.net/2024/Oct/11/lmrs/ Source: Simon Willison’s Weblog Title: lm.rs: run inference on Language Models locally on the CPU with Rust Feedly Summary: lm.rs: run inference on Language Models locally on the CPU with Rust Impressive new LLM inference implementation in Rust by Samuel Vitorino. I tried it just now on an M2 Mac with 64GB…

  • Hacker News: Scuda – Virtual GPU over IP

    Source URL: https://github.com/kevmo314/scuda Source: Hacker News Title: Scuda – Virtual GPU over IP Feedly Summary: Comments AI Summary and Description: Yes Summary: The text outlines SCUDA, a GPU over IP bridge that facilitates remote access to GPUs from CPU-only machines. It describes its setup and various use cases, such as local testing and remote model…

  • Hacker News: Prompt Caching

    Source URL: https://docs.anthropic.com/en/docs/build-with-claude/prompt-caching Source: Hacker News Title: Prompt Caching Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text discusses Prompt Caching—a feature designed to optimize API usage by allowing the reuse of specific prefixes in prompts. This capability is particularly beneficial for reducing processing times and costs, enabling more efficient handling of repetitive…