oQ4e (enhanced, imatrix-calibrated ~4-bit) quantization of Qwen/Qwen3.8-27B with the native MTP head preserved, produced with oMLX 0.5.7's oQ quantizer from the bf16 conversion fcmeyer/Qwen3.8-27B-MLX-bf16-mtp.

~16 GB (≈4.9 bpw effective; 4-bit base, group size 64, affine, sensitivity-boosted tensors at higher bits, bit-protected MTP head)
Enhanced (e): imatrix calibration (128 samples × 512 tokens, oqe_code_multilingual) with Hessian-guided error compensation
Full VLM: vision tower included (image + video understanding)
MTP-preserved: mtp_num_hidden_layers: 1, enabling Lightning-MTP speculative decoding in oMLX (mtp_enabled: true)

Measured on an M5 Max (128 GB), oMLX 0.5.7

~54 tok/s decode with MTP on (depth 3), 81% draft acceptance (2.9 tok/backbone-cycle) — quantization did not degrade the draft head thanks to oQ's MTP bit protection.
Image grounding verified (color/position). See the bf16 repo for the unquantized baseline (~20 tok/s with MTP).

Usage with oMLX

Place under ~/.omlx/models/<org>/Qwen3.8-27B-MLX-oQ4e-mtp (or download via the oMLX admin dashboard) and enable MTP:

"Qwen3.8-27B-MLX-oQ4e-mtp": { "mtp_enabled": true, "max_context_window": 262144 }

Sampling defaults: temperature 1.0, top_p 0.95, top_k 20. The repo includes oq_imatrix_report.json documenting the calibration.

Also loadable as a plain quantized MLX VLM with mlx-vlm ≥ 0.6.3 (MTP tensors are ignored by loaders without MTP support).

fcmeyer/Qwen3.8-27B-MLX-oQ4e-mtp

Qwen3.8-27B-MLX-oQ4e-mtp

Measured on an M5 Max (128 GB), oMLX 0.5.7

Usage with oMLX

fcmeyer/
Qwen3.8-27B-MLX-oQ4e-mtp