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Open-weight model

naps-llama-3_1_instruct-v0.6.0-GGUF

by Team Mradermacher mradermacher/naps-llama-3_1_instruct-v0.6.0-GGUF

naps-llama-3_1_instruct-v0.6.0-GGUF is an open-weight model from Team Mradermacher, released under Apache License 2.0. Its published files total 71.8 GB. It draws 153 downloads a month.

static quants of https://huggingface.co/NAPS-ai/naps-llama-31instruct-v0.6.0 For a convenient overview and download list, visit our model page for this model.

Parameters—
Context—
Weights71.8 GB
Licenseapache-2.0
AccessOpen weights
Monthly Downloads153

Model Card

By Team Mradermacher, published under apache-2.0, revision 836970ce952f.

static quants of https://huggingface.co/NAPS-ai/naps-llama-31instruct-v0.6.0 For a convenient overview and download list, visit our model page for this model. weighted/imatrix quants are available at https://huggingface.co/mradermacher/naps-llama-31instruct-v0.6.0-i1-GGUF 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

static quants of https://huggingface.co/NAPS-ai/naps-llama-3_1_instruct-v0.6.0

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

weighted/imatrix quants are available at https://huggingface.co/mradermacher/naps-llama-3_1_instruct-v0.6.0-i1-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 Q2_K 3.3
GGUF Q3_K_S 3.8
GGUF Q3_K_M 4.1 lower quality
GGUF Q3_K_L 4.4
GGUF IQ4_XS 4.6
GGUF Q4_K_S 4.8 fast, recommended
GGUF Q4_K_M 5.0 fast, recommended
GGUF Q5_K_S 5.7
GGUF Q5_K_M 5.8
GGUF Q6_K 6.7 very good quality
GGUF Q8_0 8.6 fast, best quality
GGUF f16 16.2 16 bpw, overkill

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/naps-llama-3_1_instruct-v0.6.0-GGUF
Publisher
Team Mradermacher
Task
Not stated by the source
Modality
Other
Library
transformers
Parameters
Not stated by the source
Languages
ko
Revision
836970ce952fda23510f1d75b13c747b26c73bc2
First published
2025-02-25
Last updated
2026-10-23

Files and Weights

14 files, 71.8 GB in total. The weights are 12 files totalling 71.8 GB in gguf.

Weights12 files · 71.8 GB
Documentation1 file · 4.0 KB
Repository1 file · 2.5 KB
Every file
FileTypeSizeSHA-256
naps-llama-3_1_instruct-v0.6.0.IQ4_XS.ggufWeights4.5 GB f4601423fe13
naps-llama-3_1_instruct-v0.6.0.Q2_K.ggufWeights3.2 GB d833a536ebbe
naps-llama-3_1_instruct-v0.6.0.Q3_K_L.ggufWeights4.3 GB 20efb758eb24
naps-llama-3_1_instruct-v0.6.0.Q3_K_M.ggufWeights4.0 GB 6e3c1ca74fa4
naps-llama-3_1_instruct-v0.6.0.Q3_K_S.ggufWeights3.7 GB 78737e4fac79
naps-llama-3_1_instruct-v0.6.0.Q4_K_M.ggufWeights4.9 GB 07f69c5cbf6c
naps-llama-3_1_instruct-v0.6.0.Q4_K_S.ggufWeights4.7 GB 7042d4334c28
naps-llama-3_1_instruct-v0.6.0.Q5_K_M.ggufWeights5.7 GB 17932e6fbe8c
naps-llama-3_1_instruct-v0.6.0.Q5_K_S.ggufWeights5.6 GB 92d72c377697
naps-llama-3_1_instruct-v0.6.0.Q6_K.ggufWeights6.6 GB 0c24cabf6557
naps-llama-3_1_instruct-v0.6.0.Q8_0.ggufWeights8.5 GB 59990ba73c89
naps-llama-3_1_instruct-v0.6.0.f16.ggufWeights16.1 GB 8b39d963526f
README.mdDocumentation4.0 KB —
.gitattributesRepository2.5 KB —

License and Download

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

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

Built From

  • Derived from NAPS-ai/naps-llama-3_1_instruct-v0.6.0
  • Quantized from NAPS-ai/naps-llama-3_1_instruct-v0.6.0

Memory Requirements

PrecisionWeights in memory
As published71.8 GB

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

Questions About naps-llama-3_1_instruct-v0.6.0-GGUF

Can I use naps-llama-3_1_instruct-v0.6.0-GGUF commercially?

Yes. naps-llama-3_1_instruct-v0.6.0-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.