Quantization publisher

cowoho

cowoho publishes 1 quantizations across 1 models in our index, averaging 5.011 effective bits per weight. Their files differ in size from other publishers' builds of the same nominal quantization on 2 of the pairs we can compare — the same label does not mean the same file.

From the file· summed file bytes
Repositories
1
Quantizations
1
Models covered
1
Avg effective bpw
5.011
across their files

Same model, same quant label, different bytes

largest disagreements first
ModelQuantcowohovsTheirsDifference
Phi-3.5-mini-instructQ4_K_M2.23 GiBbartowski2.23 GiB-0.0%
Phi-3.5-mini-instructQ4_K_M2.23 GiBMaziyarPanahi2.23 GiB-0.0%

A quantization label describes a target, not a recipe. Publishers make different choices about which tensors to keep at higher precision, and some apply an importance matrix while others don't — so two files both honestly labelled the same thing can differ measurably in size and in quality.

Models they publish

ModelQuantizationsSmallest
Phi-3.5-mini-instruct12.23 GiB