Ornith-1.5-122B-oQ8e-fp16-mtp

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

The effective average is 8.581 bits/weight for the complete checkpoint.

Quantization and Bit Distribution

Storage format Logical weights Share of total Tensor storage Effective bits/weight
Affine 8-bit, group 128 3.599B 2.877% 3.456 GiB 8.25
Affine 8-bit, group 64 120.977B 96.715% 119.710 GiB 8.50
FP16 0.060B 0.048% 0.111 GiB 16.00
FP32 0.451B 0.361% 1.681 GiB 32.00
Total 125.086B 100% 124.959 GiB 8.581

Storage Breakdown

Component Logical weights Storage
Language model 122.112B 129.669 GB / 120.763 GiB
Vision 0.451B 1.805 GB / 1.681 GiB
MTP head 2.524B 2.700 GB / 2.514 GiB
Total 125.086B 134.173 GB / 124.959 GiB
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8-bit

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