Tag: GPUs
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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…
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The Register: Microsoft turning away AI training workloads – inferencing makes better money
Source URL: https://www.theregister.com/2024/10/31/microsoft_q1_fy_2025/ Source: The Register Title: Microsoft turning away AI training workloads – inferencing makes better money Feedly Summary: Azure’s acceleration continues, but so do costs Microsoft has explained that its method of funding the tens of billions it’s spending on new datacenters and AI infrastructure is to shun customers who want to rent…
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Hacker News: Cerebras Trains Llama Models to Leap over GPUs
Source URL: https://www.nextplatform.com/2024/10/25/cerebras-trains-llama-models-to-leap-over-gpus/ Source: Hacker News Title: Cerebras Trains Llama Models to Leap over GPUs Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text discusses Cerebras Systems’ advancements in AI inference performance, particularly highlighting its WSE-3 hardware and its ability to outperform Nvidia’s GPUs. With a reported performance increase of 4.7X and significant…
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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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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…
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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,…