base_model, language, library_name, license, license_link, license_name, mradermacher, quantized_by

base_model	language	library_name	license	license_link	license_name	mradermacher	quantized_by
IQuestLab/IQuest-Coder-V1-40B-Base	en	transformers	other	https://huggingface.co/IQuestLab/IQuest-Coder-V1-40B-Instruct/blob/main/LICENSE	iquestcoder	readme_rev 1	mradermacher

About

weighted/imatrix quants of https://huggingface.co/IQuestLab/IQuest-Coder-V1-40B-Base

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

static quants are available at https://huggingface.co/mradermacher/IQuest-Coder-V1-40B-Base-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	0.1	imatrix file (for creating your own quants)
GGUF	i1-IQ1_S	8.6	for the desperate
GGUF	i1-IQ1_M	9.4	mostly desperate
GGUF	i1-IQ2_XXS	10.8
GGUF	i1-IQ2_XS	11.9
GGUF	i1-IQ2_S	12.4
GGUF	i1-IQ2_M	13.5
GGUF	i1-Q2_K_S	13.8	very low quality
GGUF	i1-Q2_K	14.9	IQ3_XXS probably better
GGUF	i1-IQ3_XXS	15.5	lower quality
GGUF	i1-IQ3_XS	16.6
GGUF	i1-IQ3_S	17.5	beats Q3_K*
GGUF	i1-Q3_K_S	17.5	IQ3_XS probably better
GGUF	i1-IQ3_M	17.9
GGUF	i1-Q3_K_M	19.3	IQ3_S probably better
GGUF	i1-Q3_K_L	20.9	IQ3_M probably better
GGUF	i1-IQ4_XS	21.4
GGUF	i1-Q4_0	22.7	fast, low quality
GGUF	i1-Q4_K_S	22.8	optimal size/speed/quality
GGUF	i1-Q4_K_M	24.1	fast, recommended
GGUF	i1-Q4_1	25.1
GGUF	i1-Q5_K_S	27.5
GGUF	i1-Q5_K_M	28.3
GGUF	i1-Q6_K	32.7	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.