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Open-weight model

Qwen3-VL-4B-Instruct-heretic-Semantic-Same-i1-GGUF

by Team Mradermacher mradermacher/Qwen3-VL-4B-Instruct-heretic-Semantic-Same-i1-GGUF

Qwen3-VL-4B-Instruct-heretic-Semantic-Same-i1-GGUF is an open-weight model from Team Mradermacher, released under Apache License 2.0. Its published files total 48.0 GB.

weighted/imatrix quants of https://huggingface.co/VINAY-UMRETHE/Qwen3-VL-4B-Instruct-heretic-Semantic-Same For a convenient overview and download list, visit our model page for this model.

Parameters—
Context—
Weights48.0 GB
Licenseapache-2.0
AccessOpen weights
Monthly Downloads—

Model Card

By Team Mradermacher, published under apache-2.0, revision f775921309e8.

weighted/imatrix quants of https://huggingface.co/VINAY-UMRETHE/Qwen3-VL-4B-Instruct-heretic-Semantic-Same For a convenient overview and download list, visit our model page for this model. static quants are available at https://huggingface.co/mradermacher/Qwen3-VL-4B-Instruct-heretic-Semantic-Same-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…

Read Team Mradermacher's full model card

About

weighted/imatrix quants of https://huggingface.co/VINAY-UMRETHE/Qwen3-VL-4B-Instruct-heretic-Semantic-Same

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

static quants are available at https://huggingface.co/mradermacher/Qwen3-VL-4B-Instruct-heretic-Semantic-Same-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-IQ1_S 1.2 for the desperate
GGUF i1-IQ1_M 1.2 mostly desperate
GGUF i1-IQ2_XXS 1.3
GGUF i1-IQ2_XS 1.5
GGUF i1-IQ2_S 1.5
GGUF i1-IQ2_M 1.6
GGUF i1-Q2_K_S 1.7 very low quality
GGUF i1-Q2_K 1.8 IQ3_XXS probably better
GGUF i1-IQ3_XXS 1.8 lower quality
GGUF i1-IQ3_XS 1.9
GGUF i1-Q3_K_S 2.0 IQ3_XS probably better
GGUF i1-IQ3_S 2.0 beats Q3_K*
GGUF i1-IQ3_M 2.1
GGUF i1-Q3_K_M 2.2 IQ3_S probably better
GGUF i1-Q3_K_L 2.3 IQ3_M probably better
GGUF i1-IQ4_XS 2.4
GGUF i1-Q4_0 2.5 fast, low quality
GGUF i1-IQ4_NL 2.5 prefer IQ4_XS
GGUF i1-Q4_K_S 2.5 optimal size/speed/quality
GGUF i1-Q4_K_M 2.6 fast, recommended
GGUF i1-Q4_1 2.7
GGUF i1-Q5_K_S 2.9
GGUF i1-Q5_K_M 3.0
GGUF i1-Q6_K 3.4 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/Qwen3-VL-4B-Instruct-heretic-Semantic-Same-i1-GGUF
Publisher
Team Mradermacher
Task
Not stated by the source
Modality
Other
Library
transformers
Parameters
Not stated by the source
Languages
en
Revision
f775921309e84e397a145827b667638745accfa8
First published
2026-09-23
Last updated
2026-09-24

Files and Weights

27 files, 48.0 GB in total. The weights are 25 files totalling 48.0 GB in gguf.

Weights25 files · 48.0 GB
Documentation1 file · 7.6 KB
Repository1 file · 3.9 KB
Every file
FileTypeSizeSHA-256
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-IQ1_M.ggufWeights1.1 GB 1b2ce232f132
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-IQ1_S.ggufWeights1.1 GB 5af61688be17
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-IQ2_M.ggufWeights1.5 GB 634597ee319f
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-IQ2_S.ggufWeights1.4 GB 979b30e1cb74
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-IQ2_XS.ggufWeights1.4 GB 1f30ef15a62a
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-IQ2_XXS.ggufWeights1.2 GB c18b3a3cd7f5
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-IQ3_M.ggufWeights2.0 GB 1165b03c4571
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-IQ3_S.ggufWeights1.9 GB a1c08bbcc5e1
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-IQ3_XS.ggufWeights1.8 GB 4a9cf21afcdf
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-IQ3_XXS.ggufWeights1.7 GB 877661447367
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-IQ4_NL.ggufWeights2.4 GB b6ba275180d7
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-IQ4_XS.ggufWeights2.3 GB fa35290e3c44
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-Q2_K.ggufWeights1.7 GB b6a8a80b9bc2
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-Q2_K_S.ggufWeights1.6 GB 41dab6791d43
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-Q3_K_L.ggufWeights2.2 GB 77c2f45c9c4b
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-Q3_K_M.ggufWeights2.1 GB 4daafaa6998c
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-Q3_K_S.ggufWeights1.9 GB 8a2370e1de8f
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-Q4_0.ggufWeights2.4 GB a4f994cd68f4
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-Q4_1.ggufWeights2.6 GB 0740087030a9
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-Q4_K_M.ggufWeights2.5 GB ab76489701b3
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-Q4_K_S.ggufWeights2.4 GB 89bb61cdb2e5
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-Q5_K_M.ggufWeights2.9 GB ae216a227675
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-Q5_K_S.ggufWeights2.8 GB 62d5de874f78
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.i1-Q6_K.ggufWeights3.3 GB f5414d133af8
Qwen3-VL-4B-Instruct-heretic-Semantic-Same.imatrix.ggufWeights3.9 MB a852c2ccadad
README.mdDocumentation7.6 KB —
.gitattributesRepository3.9 KB —

License and Download

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

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

Built From

  • Derived from VINAY-UMRETHE/Qwen3-VL-4B-Instruct-heretic-Semantic-Same
  • Quantized from VINAY-UMRETHE/Qwen3-VL-4B-Instruct-heretic-Semantic-Same

Memory Requirements

PrecisionWeights in memory
As published48.0 GB

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

Questions About Qwen3-VL-4B-Instruct-heretic-Semantic-Same-i1-GGUF

Can I use Qwen3-VL-4B-Instruct-heretic-Semantic-Same-i1-GGUF commercially?

Yes. Qwen3-VL-4B-Instruct-heretic-Semantic-Same-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.