mradermacher/QoQ-Med-VL-7B-i1-GGUF

Model

0

stars

29

commits

1

linked in READMEs

Jul 10, 2025

updated

conversational
endpoints_compatible
gguf
imatrix
transformers
Browse cluster: Quantized Language Models and Inference

README

About

weighted/imatrix quants of https://huggingface.co/ddvd233/QoQ-Med-VL-7B

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

static quants are available at https://huggingface.co/mradermacher/QoQ-Med-VL-7B-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)

LinkTypeSize/GBNotes
GGUFi1-IQ1_S2.0for the desperate
GGUFi1-IQ1_M2.1mostly desperate
GGUFi1-IQ2_XXS2.4
GGUFi1-IQ2_XS2.6
GGUFi1-IQ2_S2.7
GGUFi1-IQ2_M2.9
GGUFi1-Q2_K_S2.9very low quality
GGUFi1-Q2_K3.1IQ3_XXS probably better
GGUFi1-IQ3_XXS3.2lower quality
GGUFi1-IQ3_XS3.4
GGUFi1-Q3_K_S3.6IQ3_XS probably better
GGUFi1-IQ3_S3.6beats Q3_K*
GGUFi1-IQ3_M3.7
GGUFi1-Q3_K_M3.9IQ3_S probably better
GGUFi1-Q3_K_L4.2IQ3_M probably better
GGUFi1-IQ4_XS4.3
GGUFi1-IQ4_NL4.5prefer IQ4_XS
GGUFi1-Q4_04.5fast, low quality
GGUFi1-Q4_K_S4.6optimal size/speed/quality
GGUFi1-Q4_K_M4.8fast, recommended
GGUFi1-Q4_15.0
GGUFi1-Q5_K_S5.4
GGUFi1-Q5_K_M5.5
GGUFi1-Q6_K6.4practically 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.

Contributors

mradermacher

29 commits

mradermacher/QoQ-Med-VL-7B-i1-GGUF

Model

0

stars

29

commits

1

linked in READMEs

Jul 10, 2025

updated

conversational
endpoints_compatible
gguf
imatrix
transformers
Browse cluster: Quantized Language Models and Inference

README

About

weighted/imatrix quants of https://huggingface.co/ddvd233/QoQ-Med-VL-7B

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

static quants are available at https://huggingface.co/mradermacher/QoQ-Med-VL-7B-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)

LinkTypeSize/GBNotes
GGUFi1-IQ1_S2.0for the desperate
GGUFi1-IQ1_M2.1mostly desperate
GGUFi1-IQ2_XXS2.4
GGUFi1-IQ2_XS2.6
GGUFi1-IQ2_S2.7
GGUFi1-IQ2_M2.9
GGUFi1-Q2_K_S2.9very low quality
GGUFi1-Q2_K3.1IQ3_XXS probably better
GGUFi1-IQ3_XXS3.2lower quality
GGUFi1-IQ3_XS3.4
GGUFi1-Q3_K_S3.6IQ3_XS probably better
GGUFi1-IQ3_S3.6beats Q3_K*
GGUFi1-IQ3_M3.7
GGUFi1-Q3_K_M3.9IQ3_S probably better
GGUFi1-Q3_K_L4.2IQ3_M probably better
GGUFi1-IQ4_XS4.3
GGUFi1-IQ4_NL4.5prefer IQ4_XS
GGUFi1-Q4_04.5fast, low quality
GGUFi1-Q4_K_S4.6optimal size/speed/quality
GGUFi1-Q4_K_M4.8fast, recommended
GGUFi1-Q4_15.0
GGUFi1-Q5_K_S5.4
GGUFi1-Q5_K_M5.5
GGUFi1-Q6_K6.4practically 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.

Contributors

mradermacher

29 commits