Cloud Security Alliance News Clipping Site

Tag: tensor parallelism

  • Cloud Blog: How to deploy and serve multi-host gen AI large open models over GKE

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    Source URL: https://cloud.google.com/blog/products/ai-machine-learning/deploy-and-serve-open-models-over-google-kubernetes-engine/ Source: Cloud Blog Title: How to deploy and serve multi-host gen AI large open models over GKE Feedly Summary: Context As generative AI experiences explosive growth fueled by advancements in LLMs (Large Language Models), access to open models is more critical than ever for developers. Open models are publicly available pre-trained foundational…

  • Hacker News: Llama 405B 506 tokens/second on an H200

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    Source URL: https://developer.nvidia.com/blog/boosting-llama-3-1-405b-throughput-by-another-1-5x-on-nvidia-h200-tensor-core-gpus-and-nvlink-switch/ Source: Hacker News Title: Llama 405B 506 tokens/second on an H200 Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text discusses advancements in LLM (Large Language Model) processing techniques, specifically focusing on tensor and pipeline parallelism within NVIDIA’s architecture, enhancing performance in inference tasks. It provides insights into how these…

  • Hacker News: Serving 70B-Scale LLMs Efficiently on Low-Resource Edge Devices [pdf]

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    Source URL: https://arxiv.org/abs/2410.00531 Source: Hacker News Title: Serving 70B-Scale LLMs Efficiently on Low-Resource Edge Devices [pdf] Feedly Summary: Comments AI Summary and Description: Yes Summary: The paper on TPI-LLM presents a novel approach to efficiently run large language models (LLMs) on low-resource edge devices while addressing privacy concerns. It emphasizes utilizing tensor parallelism over pipeline…