mradermacher/Nous-Hermes-2-Mistral-7B-DPO-i1-GGUF

Model

0

stars

29

commits

1

linked in READMEs

Nov 17, 2024

updated

chatml
conversational
distillation
DPO
endpoints_compatible
finetune
gguf
gpt4
imatrix
instruct
Mistral
RLHF
synthetic data
transformers
Browse cluster: Quantized Language Models and Inference

README

About

weighted/imatrix quants of https://huggingface.co/NousResearch/Nous-Hermes-2-Mistral-7B-DPO

static quants are available at https://huggingface.co/mradermacher/Nous-Hermes-2-Mistral-7B-DPO-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)

LinkTypeSize/GBNotes
GGUFi1-IQ1_S1.7for the desperate
GGUFi1-IQ1_M1.9mostly desperate
GGUFi1-IQ2_XXS2.1
GGUFi1-IQ2_XS2.3
GGUFi1-IQ2_S2.4
GGUFi1-IQ2_M2.6
GGUFi1-Q2_K2.8IQ3_XXS probably better
GGUFi1-IQ3_XXS2.9lower quality
GGUFi1-IQ3_XS3.1
GGUFi1-Q3_K_S3.3IQ3_XS probably better
GGUFi1-IQ3_S3.3beats Q3_K*
GGUFi1-IQ3_M3.4
GGUFi1-Q3_K_M3.6IQ3_S probably better
GGUFi1-Q3_K_L3.9IQ3_M probably better
GGUFi1-IQ4_XS4.0
GGUFi1-Q4_0_4_44.2fast on arm, low quality
GGUFi1-Q4_0_4_84.2fast on arm+i8mm, low quality
GGUFi1-Q4_0_8_84.2fast on arm+sve, low quality
GGUFi1-Q4_04.2fast, low quality
GGUFi1-Q4_K_S4.2optimal size/speed/quality
GGUFi1-Q4_K_M4.5fast, recommended
GGUFi1-Q5_K_S5.1
GGUFi1-Q5_K_M5.2
GGUFi1-Q6_K6.0practically 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/Nous-Hermes-2-Mistral-7B-DPO-i1-GGUF

Model

0

stars

29

commits

1

linked in READMEs

Nov 17, 2024

updated

chatml
conversational
distillation
DPO
endpoints_compatible
finetune
gguf
gpt4
imatrix
instruct
Mistral
RLHF
synthetic data
transformers
Browse cluster: Quantized Language Models and Inference

README

About

weighted/imatrix quants of https://huggingface.co/NousResearch/Nous-Hermes-2-Mistral-7B-DPO

static quants are available at https://huggingface.co/mradermacher/Nous-Hermes-2-Mistral-7B-DPO-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)

LinkTypeSize/GBNotes
GGUFi1-IQ1_S1.7for the desperate
GGUFi1-IQ1_M1.9mostly desperate
GGUFi1-IQ2_XXS2.1
GGUFi1-IQ2_XS2.3
GGUFi1-IQ2_S2.4
GGUFi1-IQ2_M2.6
GGUFi1-Q2_K2.8IQ3_XXS probably better
GGUFi1-IQ3_XXS2.9lower quality
GGUFi1-IQ3_XS3.1
GGUFi1-Q3_K_S3.3IQ3_XS probably better
GGUFi1-IQ3_S3.3beats Q3_K*
GGUFi1-IQ3_M3.4
GGUFi1-Q3_K_M3.6IQ3_S probably better
GGUFi1-Q3_K_L3.9IQ3_M probably better
GGUFi1-IQ4_XS4.0
GGUFi1-Q4_0_4_44.2fast on arm, low quality
GGUFi1-Q4_0_4_84.2fast on arm+i8mm, low quality
GGUFi1-Q4_0_8_84.2fast on arm+sve, low quality
GGUFi1-Q4_04.2fast, low quality
GGUFi1-Q4_K_S4.2optimal size/speed/quality
GGUFi1-Q4_K_M4.5fast, recommended
GGUFi1-Q5_K_S5.1
GGUFi1-Q5_K_M5.2
GGUFi1-Q6_K6.0practically 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