Tag: resource utilization
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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…
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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…
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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…
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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…
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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…