gemma-4-26B-A4B-it-assistant-8bit

8-bit MLX build of the MTP drafter (assistant) for Google's Gemma-4 26B (A4B-it). Pair with the matching 8-bit target: shdennlin/gemma-4-26B-A4B-it-8bit.

This is not a standalone chat model — it's a draft model used during speculative decoding to propose candidate tokens that the target model verifies.

Lineage

google/gemma-4-26B-A4B-it-assistant
  ↓
mlx-community/gemma-4-26B-A4B-it-assistant-bf16
  ↓
shdennlin/gemma-4-26B-A4B-it-assistant-8bit   ← this model

Quantization Details

Field Value
Method MLX affine PTQ
Bits 8
Group size 64
Mode affine
Tool mlx-vlm @ cbbc56f97861 (≡ 0.5.0)
Hardware Apple M4 Pro, 64GB unified memory

Why 8-bit drafter

When the target model is 8-bit, the drafter should also be 8-bit so MTP's hidden-state comparison stays consistent. A bf16 drafter paired with an 8-bit target risks zero or near-zero acceptance rate.

Usage (mlx-vlm speculative decoding)

mlx_vlm.server \
  --model shdennlin/gemma-4-26B-A4B-it-8bit \
  --draft-model shdennlin/gemma-4-26B-A4B-it-assistant-8bit \
  --draft-kind mtp \
  --draft-block-size 6 \
  --port 8006

License

Gemma Terms of Use.

Downloads last month
24
Safetensors
Model size
0.1B params
Tensor type
BF16
·
U32
·
MLX
Hardware compatibility
Log In to add your hardware

8-bit

Inference Providers NEW
This model isn't deployed by any Inference Provider. 🙋 Ask for provider support

Model tree for shdennlin/gemma-4-26B-A4B-it-assistant-8bit