intel-esimd-fuse

intel-esimd-fuse is a Go, Rust & systems languages skill for AI agents, published by ModelTC in the LightX2V repository on GitHub. Skillspace rates intel-esimd-fuse D (58/100) and it passed the safety scan; the rating is based on static analysis only.

Expert guidance for implementing fused multi-operation kernels on Intel GPUs using ESIMD. Use this skill whenever the user needs to fuse multiple operations into a single kernel pass to minimize memory traffic, such as softmax + top-K + normalize, or any pipeline that chains reduction, selection, and normalization in one kernel. Also trigger for ESIMD softmax implementation, vectorized exp on simd<float,N> for a full row, detail::sum vs reduce pitfall (reduce silently returns 0), fused attention block selection with probability normalization, or any kernel that computes softmax probabilities and immediately selects the top-K entries. The main example is the fused softmax+topk+normalize V2 variant achieving 43.2 GB/s (43% bandwidth utilization) for seq_len=32K, N=128, K=8.

Grade

D

Quality

58 / 100

Safety

Passed

GitHub stars

2,499

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