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Data eXplore : Data Science, ML, Big Data, LLMs and AI Security Data eXplore : Data Science, ML, Big Data, LLMs and AI Security @dataxplore · 578 subscribers
Post #2091 191
K-means is a simple algorithm but it's not fast on GPUs

Flash-KMeans, an IO-aware implementation of exact k-means, redesigned to address the bottlenecks of modern GPUs.

By directly addressing memory bottlenecks:
- up to 30x faster than cuML
- up to 200x faster than FAISS
- while using the same algorithm, just optimized for modern hardware

On scales of millions of points, a single iteration of k-means takes just milliseconds.

A classic algorithm, redesigned for modern GPUs. Paper, Code

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