Quantization publisher

Stabhappy

Stabhappy publishes 5 quantizations across 1 models in our index, averaging 5.936 effective bits per weight. Their files differ in size from other publishers' builds of the same nominal quantization on 4 of the pairs we can compare — the same label does not mean the same file.

From the file· summed file bytes
Repositories
1
Quantizations
5
Models covered
1
Avg effective bpw
5.936
across their files

Same model, same quant label, different bytes

largest disagreements first
ModelQuantStabhappyvsTheirsDifference
gemma-4-31B-it-hereticQ4_K_M17.40 GiBmradermacher17.40 GiB-0.0%
gemma-4-31B-it-hereticQ5_K_M20.35 GiBmradermacher20.35 GiB-0.0%
gemma-4-31B-it-hereticQ6_K23.47 GiBmradermacher23.47 GiB-0.0%
gemma-4-31B-it-hereticQ8_030.39 GiBmradermacher30.39 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
gemma-4-31B-it-heretic516.44 GiB