Tag: throughput
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Cloud Blog: Powerful infrastructure innovations for your AI-first future
Source URL: https://cloud.google.com/blog/products/compute/trillium-sixth-generation-tpu-is-in-preview/ Source: Cloud Blog Title: Powerful infrastructure innovations for your AI-first future Feedly Summary: The rise of generative AI has ushered in an era of unprecedented innovation, demanding increasingly complex and more powerful AI models. These advanced models necessitate high-performance infrastructure capable of efficiently scaling AI training, tuning, and inferencing workloads while optimizing…
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Cloud Blog: Speed, scale and reliability: 25 years of Google data-center networking evolution
Source URL: https://cloud.google.com/blog/products/networking/speed-scale-reliability-25-years-of-data-center-networking/ Source: Cloud Blog Title: Speed, scale and reliability: 25 years of Google data-center networking evolution Feedly Summary: Rome wasn’t built in a day, and neither was Google’s network. But 25 years in, we’ve built out network infrastructure with scale and technical sophistication that’s nothing short of remarkable. It’s all the more impressive…
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The Register: The troublesome economics of CPU-only AI
Source URL: https://www.theregister.com/2024/10/29/cpu_gen_ai_gpu/ Source: The Register Title: The troublesome economics of CPU-only AI Feedly Summary: At the end of the day, it all boils down to tokens per dollar Analysis Today, most GenAI models are trained and run on GPUs or some other specialized accelerator, but that doesn’t mean they have to be. In fact,…
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Cloud Blog: Unity Ads uses Memorystore to power up to 10 million operations per second
Source URL: https://cloud.google.com/blog/products/databases/unity-ads-powers-up-to-10m-operations-per-second-with-memorystore/ Source: Cloud Blog Title: Unity Ads uses Memorystore to power up to 10 million operations per second Feedly Summary: Editor’s note: Unity Ads, a mobile advertising platform, previously relying on its own self-managed Redis infrastructure, was searching for a solution that scales better for various use cases and reduces maintenance overhead. Unity…
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Hacker News: GDDR7 Memory Supercharges AI Inference
Source URL: https://semiengineering.com/gddr7-memory-supercharges-ai-inference/ Source: Hacker News Title: GDDR7 Memory Supercharges AI Inference Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses GDDR7 memory, a cutting-edge graphics memory solution designed to enhance AI inference capabilities. With its impressive bandwidth and low latency, GDDR7 is essential for managing the escalating data demands associated with…
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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…