Ornith-1.5-122B-oQ5e-mtp

This model was quantized using oQ (oMLX v0.7.1) mixed-precision quantization.

The effective average is 5.623 bits/weight for the complete checkpoint.

Quantization and Bit Distribution

Storage format Logical weights Share of total Tensor storage Effective bits/weight
Affine 5-bit, group 128 0.906B 0.724% 0.554 GiB 5.25
Affine 5-bit, group 64 118.380B 94.639% 75.797 GiB 5.50
Affine 6-bit, group 64 2.780B 2.222% 2.104 GiB 6.50
Affine 8-bit, group 128 0.462B 0.370% 0.444 GiB 8.25
Affine 8-bit, group 64 2.047B 1.637% 2.026 GiB 8.50
BF16 0.511B 0.408% 0.951 GiB 16.00
Total 125.086B 100% 81.876 GiB 5.623

Storage Breakdown

Component Logical weights Storage
Language model 122.112B 85.237 GB / 79.383 GiB
Vision 0.451B 0.903 GB / 0.841 GiB
MTP head 2.524B 1.774 GB / 1.652 GiB
Total 125.086B 87.913 GB / 81.876 GiB
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U32
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