mradermacher / scal-lite-60b-code-math-i1-GGUF

huggingface.co
Total runs: 25.7K
24-hour runs: 0
7-day runs: 83
30-day runs: 113
Model's Last Updated: April 15 2026

Introduction of scal-lite-60b-code-math-i1-GGUF

Model Details of scal-lite-60b-code-math-i1-GGUF

About

weighted/imatrix quants of https://huggingface.co/Scalai/scal-lite-60b-code-math

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

static quants are available at https://huggingface.co/mradermacher/scal-lite-60b-code-math-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 0.2 imatrix file (for creating your own quants)
GGUF i1-IQ1_M 41.9 mostly desperate
GGUF i1-IQ1_S 41.9 for the desperate
GGUF i1-IQ2_XXS 41.9
GGUF i1-IQ2_XS 41.9
GGUF i1-Q3_K_S 42.0 IQ3_XS probably better
GGUF i1-IQ2_M 42.0
GGUF i1-IQ2_S 42.0
GGUF i1-IQ3_S 42.0 beats Q3_K*
GGUF i1-IQ3_XS 42.0
GGUF i1-IQ3_XXS 42.0 lower quality
GGUF i1-Q2_K 42.0 IQ3_XXS probably better
GGUF i1-IQ4_XS 42.0
GGUF i1-Q4_0 42.2 fast, low quality
GGUF i1-Q2_K_S 42.3 very low quality
GGUF i1-IQ3_M 42.4
GGUF i1-Q3_K_M 45.1 IQ3_S probably better
GGUF i1-Q3_K_L 46.6 IQ3_M probably better
GGUF i1-Q4_1 46.6
GGUF i1-Q4_K_S 51.3 optimal size/speed/quality
GGUF i1-Q4_K_M 55.6 fast, recommended
GGUF i1-Q5_K_S 55.7
GGUF i1-Q5_K_M 59.5
GGUF i1-Q6_K 78.5 practically like static Q6_K

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

image.png

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.

Runs of mradermacher scal-lite-60b-code-math-i1-GGUF on huggingface.co

25.7K
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24-hour runs
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3-day runs
83
7-day runs
113
30-day runs

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