Quantization publisher

ReadyArt

ReadyArt publishes 81 quantizations across 15 models in our index, averaging 8.647 effective bits per weight. Their files differ in size from other publishers' builds of the same nominal quantization on 19 of the pairs we can compare — the same label does not mean the same file.

From the file· summed file bytes
Repositories
15
Quantizations
81
Models covered
15
Avg effective bpw
8.647
across their files

Same model, same quant label, different bytes

largest disagreements first
ModelQuantReadyArtvsTheirsDifference
GLM-4.6IQ3_XXS106.51 GiBbartowski132.92 GiB-19.9%
GLM-4.6Q6_K248.62 GiBbartowski273.40 GiB-9.1%
GLM-4.6Q6_K248.62 GiBunsloth272.97 GiB-8.9%
GLM-4.6IQ4_XS163.75 GiBbartowski178.83 GiB-8.4%
GLM-4.6IQ4_XS163.75 GiBunsloth177.59 GiB-7.8%
Melody1437-26B-A4B-v2.0Q6_K42.98 GiBEmanuelOverride35.68 GiB+20.4%
GLM-4.6IQ4_NL187.40 GiBbartowski188.93 GiB-0.8%
GLM-4.6IQ4_NL187.40 GiBunsloth187.74 GiB-0.2%
Gemma-4-Dark-Gemistry-31BQ5_K_S20.75 GiBmradermacher20.75 GiB-0.0%
Gemma-4-Dark-Gemistry-31BQ4_K_S17.28 GiBmradermacher17.28 GiB-0.0%
Gemma-4-Dark-Gemistry-31BQ3_K_S13.38 GiBmradermacher13.38 GiB-0.0%
Gemma-4-Dark-Gemistry-31BQ3_K_M14.80 GiBmradermacher14.80 GiB-0.0%
GLM-4.6Q8_0353.27 GiBunsloth353.27 GiB-0.0%
Gemma-4-Dark-Gemistry-31BQ4_K_M18.14 GiBmradermacher18.14 GiB-0.0%
Gemma-4-Dark-Gemistry-31BQ5_K_M21.25 GiBmradermacher21.25 GiB-0.0%
Serenity-12BIQ4_XS6.23 GiBmradermacher6.23 GiB-0.0%
Serenity-12BQ5_K_M7.96 GiBmradermacher7.96 GiB-0.0%
Serenity-12BQ4_K_M6.87 GiBmradermacher6.87 GiB-0.0%
GLM-4.6Q8_0353.27 GiBbartowski353.27 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