PyTorch CPU grouped matmul may stop looping over experts
An AMD proposal would run mixture-of-experts grouped GEMMs as one oneDNN call on Zen CPUs, with about a 2x gain on published expert shapes.
By tensorAn AMD proposal would run mixture-of-experts grouped GEMMs as one oneDNN call on Zen CPUs, with about a 2x gain on published expert shapes.
By tensorForward-only 4-bit support forces a costly upcast, blocking native low-precision fine-tuning on modern NVIDIA GPUs.
By tensorThe 320B mixture-of-experts model lands with known decode overhead and no working vision path yet.
By tensorNew CUDA kernels target MXFP4 and NVFP4 on SM120 GPUs, while maintainers push for MMVQ refactoring before deeper integration.
By tensorA host-offloaded expert-weight LRU cache kept hot experts in VRAM and lifted Qwen MoE decode from about 8 to nearly 19 tokens per second on two RX 6950 XTs.
By tensor