Ornith-1.5-122B-oQ6e-mtp

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

The effective average is 6.589 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 128 0.906B 0.724% 0.659 GiB 6.25
Affine 6-bit, group 64 120.371B 96.230% 91.085 GiB 6.50
Affine 8-bit, group 128 0.462B 0.370% 0.444 GiB 8.25
Affine 8-bit, group 64 2.836B 2.267% 2.806 GiB 8.50
BF16 0.511B 0.408% 0.951 GiB 16.00
Total 125.086B 100% 95.946 GiB 6.589

Storage Breakdown

Component Logical weights Storage
Language model 122.112B 100.043 GB / 93.172 GiB
Vision 0.451B 0.903 GB / 0.841 GiB
MTP head 2.524B 2.076 GB / 1.933 GiB
Total 125.086B 103.021 GB / 95.946 GiB
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125B params
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U32
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BF16
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MLX
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6-bit

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