AirLLM v3.3.0 — Qwen3.8-Flash-Next on 5.95GB
Qwen3.8-Flash-Next (Qwen/Qwen3.8-Flash-Next) streams on a single card in 5.95GB VRAM (RTX 4090). The ~51B n-gram table is file-mapped on the host; decoder layers stream.
pip install -U airllm
pip install git+https://github.com/huggingface/transformers.gitFlash-Next needs in-tree qwen4_exp (GitHub transformers main today). A 64GB RAM machine is enough; plan ~360GB disk, or pass delete_original=True to reclaim the originals after the split.