Ornith-1.5-35B-A3B-oQ6e-fp16-mtp

Updated 2026-11-11: Re-quantized with oMLX v0.7.4.dev1. Please re-download if you have an earlier copy.

This model was quantized using oQ (oMLX v0.7.4.dev1) mixed-precision quantization.

The effective average is 6.961 bits/weight for the complete checkpoint.

Quantization and Bit Distribution

Storage format Logical weights Share of total Tensor storage Effective bits/weight
Affine 6-bit, group 64 33.018B 91.838% 24.984 GiB 6.50
Affine 8-bit, group 128 0.129B 0.359% 0.124 GiB 8.25
Affine 8-bit, group 64 2.328B 6.474% 2.303 GiB 8.50
FP16 0.031B 0.086% 0.058 GiB 16.00
FP32 0.447B 1.242% 1.664 GiB 32.00
Total 35.952B 100% 29.133 GiB 6.961

Storage Breakdown

Component Logical weights Storage
Language model 34.661B 28.791 GB / 26.813 GiB
Vision 0.447B 1.786 GB / 1.664 GiB
MTP head 0.845B 0.704 GB / 0.656 GiB
Total 35.952B 31.281 GB / 29.133 GiB
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