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wzh

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reacted to erikkaum's post with ❤️ 6 days ago
Releasing my first kernel 🔥 MaxSim Late-interaction retrieval (ColBERT / PyLate) bottlenecks on materializing the full similarity matrix. This kernel avoids it by using tiled scoring with simdgroup_matrix (Metal) and WMMA. The result is 3–5× speedup compared to naive PyTorch baseline 🔥 Benchmarks: - SmallRerank (B=32, C=10): up to 3.2× (M3 Pro) / 2.8× (A100) - HeavyRerank (B=32, C=100): up to 3.8× (M3 Pro) / 5.3× (A100) - LongDocStress (Ld=1024): up to 6.2× (L4) Try it out 👇 https://huggingface.co/kernels/erikkaum/maxsim
liked a dataset 12 days ago
nvidia/Nemotron-Image-Training-v3
liked a model 13 days ago
jinaai/jina-embeddings-v5-omni-nano-retrieval
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