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Open-weight model

RICO-v2-i1-GGUF

by Team Mradermacher mradermacher/RICO-v2-i1-GGUF

RICO-v2-i1-GGUF is an open-weight model from Team Mradermacher, released under Apache License 2.0. Its published files total 188.6 GB. It draws 41 downloads a month.

weighted/imatrix quants of https://huggingface.co/darkc0de/RICO-v2 For a convenient overview and download list, visit our model page for this model.

Parameters—
Context—
Weights188.6 GB
Licenseapache-2.0
AccessOpen weights
Monthly Downloads41

Model Card

By Team Mradermacher, published under apache-2.0, revision 6e5983b2c1b5.

weighted/imatrix quants of https://huggingface.co/darkc0de/RICO-v2 For a convenient overview and download list, visit our model page for this model. static quants are available at https://huggingface.co/mradermacher/RICO-v2-GGUF This is a vision model - mmproj files (if any) will be in the static repository. 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. (sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants) Here is a handy graph by ikawrakow comparing some lower-quality quant And here are Artefact2's thoughts on the matter…

Read Team Mradermacher's full model card

About

weighted/imatrix quants of https://huggingface.co/darkc0de/RICO-v2

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

static quants are available at https://huggingface.co/mradermacher/RICO-v2-GGUF

This is a vision model - mmproj files (if any) will be in the static repository.

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-Q2_K 11.0 IQ3_XXS probably better
GGUF i1-Q3_K_S 12.4 IQ3_XS probably better
GGUF i1-IQ3_M 12.9
GGUF i1-Q3_K_M 13.6 IQ3_S probably better
GGUF i1-Q3_K_L 14.7 IQ3_M probably better
GGUF i1-IQ4_XS 15.4
GGUF i1-Q4_K_S 15.9 optimal size/speed/quality
GGUF i1-Q4_K_M 16.9 fast, recommended
GGUF i1-Q6_K 22.5 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.

Identity and Version

Repository
mradermacher/RICO-v2-i1-GGUF
Publisher
Team Mradermacher
Task
Not stated by the source
Modality
Other
Library
transformers
Parameters
Not stated by the source
Languages
en
Revision
6e5983b2c1b55d75f2a26d56f749b96c56cec9e8
First published
2026-09-20
Last updated
2026-09-21

Files and Weights

15 files, 188.6 GB in total. The weights are 13 files totalling 188.6 GB in gguf.

Weights13 files · 188.6 GB
Documentation1 file · 3.9 KB
Repository1 file · 2.3 KB
Every file
FileTypeSizeSHA-256
RICO-v2.i1-IQ3_M.ggufWeights12.8 GB 1ad6aa6e433d
RICO-v2.i1-IQ4_XS.ggufWeights15.3 GB b78bac48f6c0
RICO-v2.i1-Q2_K.ggufWeights10.9 GB 53f191eac397
RICO-v2.i1-Q3_K_L.ggufWeights14.6 GB 721f2e467e86
RICO-v2.i1-Q3_K_M.ggufWeights13.5 GB 88748f8c2e2d
RICO-v2.i1-Q3_K_S.ggufWeights12.3 GB 97ee97b3f5e7
RICO-v2.i1-Q4_0.ggufWeights15.8 GB c636269f5668
RICO-v2.i1-Q4_K_M.ggufWeights16.8 GB 53c53388fbc3
RICO-v2.i1-Q4_K_S.ggufWeights15.8 GB adfe6d2600b6
RICO-v2.i1-Q5_K_M.ggufWeights19.5 GB 4c477156df51
RICO-v2.i1-Q5_K_S.ggufWeights19.0 GB c30b4e3013ac
RICO-v2.i1-Q6_K.ggufWeights22.4 GB 7dbe244f1d85
RICO-v2.imatrix.ggufWeights13.6 MB eb73cfbe6964
README.mdDocumentation3.9 KB —
.gitattributesRepository2.3 KB —

License and Download

License
apache-2.0
Access
Open weights, no gate
Download size
188.6 GB
Download from Team Mradermacher

Released by Team Mradermacher through its official repository on Hugging Face. Read the license.

Built From

Memory Requirements

PrecisionWeights in memory
As published188.6 GB

Weights only, from the published parameter count; the key-value cache and runtime add to this.

Questions About RICO-v2-i1-GGUF

Can I use RICO-v2-i1-GGUF commercially?

Yes. RICO-v2-i1-GGUF is released under Apache License 2.0. The Apache License 2.0 is a permissive open-source license. It permits commercial use, modification and redistribution. It requires keeping the license and copyright notices and any NOTICE file, stating significant changes, and it includes an express patent grant from contributors.