Experimental News Clipping Site

Tag: architecture

  • Hacker News: 20x faster convergence for diffusion models

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    Source URL: https://sihyun.me/REPA/ Source: Hacker News Title: 20x faster convergence for diffusion models Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses a novel technique, REPresentation Alignment (REPA), which enhances the performance of generative diffusion models by improving internal representation alignment with self-supervised visual representations. This method significantly increases training efficiency and…

  • 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: Simonw’s notes on Cloudflare’s new SQLite-backed "Durable Objects" system

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    Source URL: https://simonwillison.net/2024/Oct/13/zero-latency-sqlite-storage-in-every-durable-object/ Source: Hacker News Title: Simonw’s notes on Cloudflare’s new SQLite-backed "Durable Objects" system Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses the enhancements to Cloudflare’s Durable Object platform, where the system evolves to leverage zero-latency SQLite storage. This architectural design integrates application logic directly with data, which offers…

  • Simon Willison’s Weblog: Zero-latency SQLite storage in every Durable Object

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    Source URL: https://simonwillison.net/2024/Oct/13/zero-latency-sqlite-storage-in-every-durable-object/#atom-everything Source: Simon Willison’s Weblog Title: Zero-latency SQLite storage in every Durable Object Feedly Summary: Zero-latency SQLite storage in every Durable Object Kenton Varda introduces the next iteration of Cloudflare’s Durable Object platform, which recently upgraded from a key/value store to a full relational system based on SQLite. This is a fascinating piece…

  • Hacker News: NanoGPT (124M) quality in 3.25B training tokens (vs. 10B)

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    Source URL: https://github.com/KellerJordan/modded-nanogpt Source: Hacker News Title: NanoGPT (124M) quality in 3.25B training tokens (vs. 10B) Feedly Summary: Comments AI Summary and Description: Yes Summary: The provided text outlines a modified PyTorch trainer for GPT-2 that achieves training efficiency improvements through architectural updates and a novel optimizer. This is relevant for professionals in AI and…

  • Hacker News: LLMs don’t do formal reasoning – and that is a HUGE problem

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    Source URL: https://garymarcus.substack.com/p/llms-dont-do-formal-reasoning-and Source: Hacker News Title: LLMs don’t do formal reasoning – and that is a HUGE problem Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses insights from a new article on large language models (LLMs) authored by researchers at Apple, which critically examines the limitations in reasoning capabilities of…

  • Cloud Blog: Building a real-time analytics platform using BigQuery and Bigtable

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    Source URL: https://cloud.google.com/blog/products/databases/using-reverse-etl-between-bigtable-and-bigquery/ Source: Cloud Blog Title: Building a real-time analytics platform using BigQuery and Bigtable Feedly Summary: When developing a real-time architecture, there are two fundamental questions that you need to ask yourself in order to make the right technology choice: Freshness – how fast does the data need to be available? Query latency…

  • Cloud Blog: Gain control of your Google Cloud costs: Introducing the Cost Attribution Solution

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    Source URL: https://cloud.google.com/blog/topics/cost-management/introducing-the-google-cloud-cost-attribution-solution/ Source: Cloud Blog Title: Gain control of your Google Cloud costs: Introducing the Cost Attribution Solution Feedly Summary: As your Google Cloud usage expands, managing and understanding your cloud costs can become increasingly complex. As you drive adoption of cloud FinOps in your organization, identifying exactly which teams, projects, or services are…

  • Hacker News: Run Llama locally with only PyTorch on CPU

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    Source URL: https://github.com/anordin95/run-llama-locally Source: Hacker News Title: Run Llama locally with only PyTorch on CPU Feedly Summary: Comments AI Summary and Description: Yes Summary: The text provides detailed instructions and insights on running the Llama large language model (LLM) locally with minimal dependencies. It discusses the architecture, dependencies, and performance considerations while using variations of…

  • Hacker News: Scuda – Virtual GPU over IP

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    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…