Running a 30B MoE LLM on CPU at 30-50+ tok/s with a 256K Context Window via Hybrid Mamba-2 SSM, L3 NTA Slicing, AVX-512 VNNI Tile Repacking & 2MB HugePages
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Updated
Nov 1, 2026 - Python
Running a 30B MoE LLM on CPU at 30-50+ tok/s with a 256K Context Window via Hybrid Mamba-2 SSM, L3 NTA Slicing, AVX-512 VNNI Tile Repacking & 2MB HugePages
PBO tuning and automated Curve Optimizer testing for AMD Ryzen 5000/7000/9000: per-core monitoring, y-cruncher stress tests with crash recovery, Single Core Boost and per-core voltage alignment.
Reverse-engineered AMD Ryzen SMU telemetry and control tools for Linux Zen 3 Vermeer + Zen 5 Granite Ridge.
Per-core Curve Optimizer tuning for Zen 5 desktop CPUs on NixOS
让消费级显卡本地跑动 MoE 架构 30B~35B 大模型(以 Q4_K_M / IQ3_S 这类 4-bit 级量化为基准;Q2/IQ2 等低比特量化质量太低,不在本项目范围):显存与内存混合承担(非专家权重上显存、占大头的专家权重留内存),速度远超纯 CPU;没有独显或显存不足时纯 CPU 兜底。免装 CUDA/Python/任何运行库,模型可替换。
Optimized Firefox ESR for Windows built from source with PGO/LTO for ZEN5 and AVX2 CPUs
AMD NPU Enabler (aie2p) for Strix Point/Krackan (Zen 5, Ryzen AI 7 350) on Ubuntu 26.04. Validated 4.3 TOPS / 68us latency. Includes amdxdna v0.11.0 & XRT v2.23.0.
AVX-512 IPv6 text-to-bytes parser in C for Zen 5 — ~13.5 cycles/address on random inputs, with :: compression and inet_pton validation.
LLM server for AVX-512 (Zen 4/5, EPYC) and Arm Neoverse CPUs only. Ryzen 9800X3D prompt reading: 4.13x llama.cpp on Q8_0, 2.05x on Q4_K_M, same perplexity. Lossless speculative decoding, OpenAI and Anthropic API, one docker run.
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