ddalcu/Qwen3.6-35B-A3B-MLX-Serve-4bit

🤗 Hugging Face sourcetext-generationapache-2.035.1B params3B activated70 GBsafetensors✓ 6 checksumsupdated today
Submit in one command

Run it next to your model folder. It makes the torrent, checks your files against Hugging Face, and submits it. You just start seeding and paste your key from your account. It only reads your files and never changes them. Read the script first if you like.

curl -fsSL https://pirateface.co/package.sh | bash -s -- --repo ddalcu/Qwen3.6-35B-A3B-MLX-Serve-4bit ./model-folder
Needs a seeder →

Qwen3.6-35B-A3B for mlx-serve (4-bit, with MTP head)

The trunk of mlx-community/Qwen3.6-35B-A3B-4bit, unchanged, plus the MTP head from mlx-community/Qwen3.6-35B-A3B-MTP-4bit as the mlx-serve sidecar mtp/weights.safetensors. The head's tensors were renamed from the bare fc.weight layout to mtp.fc.weight; that is the only change, the bytes are identical.

mlx-serve --model ddalcu/Qwen3.6-35B-A3B-MLX-Serve-4bit --serve --mtp

MTP is opt-in on MoE trunks, hence --mtp. Without it the pack serves as a plain 4-bit Qwen3.6-35B-A3B.

Speed

M4 Max 128 GB, mlx-serve 26.9.2, tests/bench.sh:

serial MTP
decode (llmprobe bench) 166 tok/s 244 tok/s
predictable (code) 166 334
novel (prose) 165 168
16k context 122 177
4 concurrent, aggregate 152 134

Speculative decoding pays where the next tokens are predictable. On prose it is a wash, and under concurrency it costs you, because a batched decode already uses the width the draft rounds would have taken. Numbers from one box; yours will differ.

License

Apache-2.0, inherited from Qwen3.6-35B-A3B.