mradermacher/List-3.0-Ultra-Coder-Brain-i1-GGUF

About

weighted/imatrix quants of https://huggingface.co/List-cloud/List-3.0-Ultra-Coder-Brain

For a convenient overview and download list, visit our model page for this model.

static quants are available at https://huggingface.co/mradermacher/List-3.0-Ultra-Coder-Brain-GGUF

Usage

If you are unsure how to use GGUF files, refer to one of TheBloke's READMEs for more details, including on how to concatenate multi-part files.

Provided Quants

(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)

Link	Type	Size/GB	Notes
GGUF	imatrix	0.6	imatrix file (for creating your own quants)
GGUF	i1-IQ1_M	51.7	mostly desperate
GGUF	i1-IQ2_XXS	60.2
GGUF	i1-IQ2_M	74.9
GGUF	i1-Q2_K_S	77.7	very low quality
GGUF	i1-Q2_K	83.4	IQ3_XXS probably better
GGUF	i1-IQ3_XXS	88.1	lower quality
GGUF	i1-Q3_K_S	98.8	IQ3_XS probably better
GGUF	i1-IQ3_M	100.1
GGUF	i1-Q3_K_M	109.4	IQ3_S probably better
PART 1 PART 2 PART 3	i1-Q3_K_L	118.5	IQ3_M probably better
PART 1 PART 2 PART 3	i1-IQ4_XS	122.0
GGUF	i1-Q4_K_S	130.1	optimal size/speed/quality
GGUF	i1-Q4_K_M	138.4	fast, recommended
PART 1 PART 2 PART 3 PART 4	i1-Q6_K	187.9	practically like static Q6_K

Here is a handy graph by ikawrakow comparing some lower-quality quant types (lower is better):

And here are Artefact2's thoughts on the matter: https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9

FAQ / Model Request

See https://huggingface.co/mradermacher/model_requests for some answers to questions you might have and/or if you want some other model quantized.

Thanks

I thank my company, nethype GmbH, for letting me use its servers and providing upgrades to my workstation to enable this work in my free time. Additional thanks to @nicoboss for giving me access to his private supercomputer, enabling me to provide many more imatrix quants, at much higher quality, than I would otherwise be able to.