Neptune introduces dependency-breaking fusion with algebraic corrections for reduction sequences, generating FlashAttention-like kernels from plain attention code with 1.35x average speedup across ten benchmarks and four GPU architectures.
NVIDIA A10 Tensor Core GPU
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Neptune: Advanced ML Operator Fusion for Locality and Parallelism on GPUs
Neptune introduces dependency-breaking fusion with algebraic corrections for reduction sequences, generating FlashAttention-like kernels from plain attention code with 1.35x average speedup across ten benchmarks and four GPU architectures.