biondizzle
454dbdad52
P5: Fused mHC pre_block + RMSNorm + NVFP4 quantize kernel
- fused_mhc_rmsnorm_quantize.cu: 2-kernel approach
Kernel 1: mhc_rmsnorm_amax_gsa — bmm + RMS + amax → gsa
Kernel 2: mhc_rmsnorm_quantize_nvfp4 — bmm + normalize + quantize
- Python bridge: mhc_rmsnorm_quantize_nvfp4() in ops/quantize.py
- Unit test: test_fused_mhc_rmsnorm_quantize.py (production shapes)
- Eliminates ~610 kernel launches per token (122 sites × 5 launches saved)
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