clef-oQ2e

This model was quantized using oQ (oMLX v0.7.1rc1) mixed-precision quantization.

The effective average is 3.358 bits/weight for the complete checkpoint.

Quantization and Bit Distribution

Storage format Logical weights Share of total Tensor storage Effective bits/weight
Affine 2-bit, group 64 22.968B 83.567% 6.685 GiB 2.50
Affine 3-bit, group 64 0.000B 0.001% 0.000 GiB 3.50
Affine 5-bit, group 64 2.648B 9.636% 1.696 GiB 5.50
Affine 6-bit, group 64 0.005B 0.019% 0.004 GiB 6.50
Affine 8-bit, group 64 1.271B 4.626% 1.258 GiB 8.50
BF16 0.591B 2.152% 1.102 GiB 16.00
Total 27.485B 100% 10.744 GiB 3.358

Storage Breakdown

Component Logical weights Storage
Language model 26.896B 10.359 GB / 9.647 GiB
Vision 0.461B 0.921 GB / 0.858 GiB
Joint schema head 0.128B 0.256 GB / 0.239 GiB
Total 27.485B 11.536 GB / 10.744 GiB
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Model size
27B params
Tensor type
U32
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BF16
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MLX
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2-bit

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