Kenji Takahashi
@ktakahashi_sysVERIFIED CONTRIBUTORGPU Systems Engineer, Accelerated Compute
Writing low-level Metal and CUDA compute kernels for on-device AI inference and real-time graphics engines.
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ENGINEERING2h ago • 7 min read
Custom Metal Shaders on Apple Silicon: Accelerating Local LLM KV-Cache Dequantization
Deep-dive into writing MSL (Metal Shading Language) threadgroup kernels for FP4/INT4 weight decompression directly inside unified Apple Silicon memory, bypassing PyTorch overhead.
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