license: other base_model:

• llmfan46/Qwen3.6-27B-uncensored-heretic-v2-Native-MTP-Preserved tags:
• mlx
• omlx
• oq
• oq8
• qwen3.6
• mtp
• vision
• image-text-to-text pipeline_tag: image-text-to-text library_name: mlx

Qwen3.6-27B-uncensored-heretic-v2-Native-MTP-Preserved-oQ8-MLX

This repository contains an oMLX oQ8 mixed-precision MLX quantization of llmfan46/Qwen3.6-27B-uncensored-heretic-v2-Native-MTP-Preserved with both the vision encoder and Native MTP tensors preserved.

This is a replacement build for the earlier Native-MTP-Preserved MLX artifact that preserved MTP but omitted the vision-side tensors. The source VLM config is kept functionally equivalent, with vision_config.model_type patched to qwen3_5 for current MLX-VLM/oMLX compatibility.

Variant

• Quantization: oQ8
• Variant: Native MTP Preserved VLM
• Vision tensors: preserved
• MTP tensors: preserved
• Text-only: false
• Approximate target density: 8.63 bpw.

Usage

omlx serve dawncr0w/Qwen3.6-27B-uncensored-heretic-v2-Native-MTP-Preserved-oQ8-MLX

For direct Python loading, use the VLM loader from the bundled oMLX/MLX-VLM runtime.

Validation

Local validation completed with the bundled oMLX runtime:

loader: mlx_vlm.load_model with oMLX VLM/MTP patches
load smoke test: passed
peak memory: 27.942 GB
visual tensors: 333
mtp tensors: 29

Source

• BF16 source checkpoint: llmfan46/Qwen3.6-27B-uncensored-heretic-v2-Native-MTP-Preserved
• BF16 GGUF reference: llmfan46/Qwen3.6-27B-uncensored-heretic-v2-Native-MTP-Preserved-GGUF
• Quantization tool: oMLX oQ

Upstream model card license tag: apache-2.0.