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If you want to use llama.cpp directly to load models, you can do the below: (:Q4_K_M) is the quantization type. You can also download via Hugging Face (point 3). This is similar to ollama run . Use export LLAMA_CACHE="folder" to force llama.cpp to save to a specific location. The model has a maximum of 256K context length.
2L Qwen3, d=5, 2h/1kv, hd=2, ff=3