flint-oQ4e

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

The effective average is 4.697 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 37.849B 95.134% 19.828 GiB 4.50
Affine 8-bit, group 128 0.296B 0.743% 0.284 GiB 8.25
Affine 8-bit, group 64 1.615B 4.060% 1.598 GiB 8.50
BF16 0.025B 0.063% 0.046 GiB 16.00
Total 39.785B 100% 21.757 GiB 4.697

Storage Breakdown

Component Logical weights Storage
Language model 39.785B 23.361 GB / 21.757 GiB
Total 39.785B 23.361 GB / 21.757 GiB
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U32
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BF16
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MLX
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4-bit

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