Qwen3.5-9B-oQ4e-mtp

Updated 2026-10-25: Re-quantized with oMLX v0.7.3.dev2. Please re-download if you have an earlier copy.

This model was quantized using oQ (oMLX v0.7.3.dev2) mixed-precision quantization.

The effective average is 5.164 bits/weight for the complete checkpoint.

Quantization and Bit Distribution

Storage format Logical weights Share of total Tensor storage Effective bits/weight
Affine 4-bit, group 64 8.499B 88.044% 4.452 GiB 4.50
Affine 5-bit, group 64 0.563B 5.830% 0.360 GiB 5.50
Affine 6-bit, group 64 0.101B 1.043% 0.076 GiB 6.50
BF16 0.491B 5.083% 0.914 GiB 16.00
Total 9.653B 100% 5.803 GiB 5.164

Storage Breakdown

Component Logical weights Storage
Language model 8.954B 5.134 GB / 4.781 GiB
Vision 0.456B 0.912 GB / 0.849 GiB
MTP head 0.243B 0.185 GB / 0.172 GiB
Total 9.653B 6.231 GB / 5.803 GiB
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