base_model, datasets, language, library_name, license, mradermacher, quantized_by, tags

base_model	datasets	language	library_name	license	mradermacher	quantized_by	tags
360kaUser/Sanad-1.0	akemiH/NoteChat starmpcc/Asclepius-Synthetic-Clinical-Notes AGBonnet/augmented-clinical-notes omi-health/medical-dialogue-to-soap-summary openlifescienceai/medmcqa GBaker/MedQA-USMLE-4-options zhengyun21/PMC-Patients lingshu-medical-mllm/ReasonMed UCSC-VLAA/MedReason FreedomIntelligence/medical-o1-reasoning-SFT qiaojin/PubMedQA appier-ai-research/StreamBench MustafaIbrahim/medical-arabic-qa MKamil/arabic_medical_50k	en ar	transformers	apache-2.0	readme_rev 1	mradermacher	medical clinical-ai medgemma fine-tuned diagnosis differential-diagnosis clinical-transcription arabic-medical qlora healthcare gemma3_text

About

weighted/imatrix quants of https://huggingface.co/360kaUser/Sanad-1.0

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

static quants are available at https://huggingface.co/mradermacher/Sanad-1.0-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	imatrix	0.1	imatrix file (for creating your own quants)
GGUF	i1-IQ1_S	6.4	for the desperate
GGUF	i1-IQ1_M	6.9	mostly desperate
GGUF	i1-IQ2_XXS	7.8
GGUF	i1-IQ2_XS	8.5
GGUF	i1-IQ2_S	8.9
GGUF	i1-IQ2_M	9.6
GGUF	i1-Q2_K_S	9.9	very low quality
GGUF	i1-Q2_K	10.6	IQ3_XXS probably better
GGUF	i1-IQ3_XXS	10.8	lower quality
GGUF	i1-IQ3_XS	11.7
GGUF	i1-IQ3_S	12.3	beats Q3_K*
GGUF	i1-Q3_K_S	12.3	IQ3_XS probably better
GGUF	i1-IQ3_M	12.6
GGUF	i1-Q3_K_M	13.5	IQ3_S probably better
GGUF	i1-Q3_K_L	14.6	IQ3_M probably better
GGUF	i1-IQ4_XS	14.9
GGUF	i1-Q4_0	15.7	fast, low quality
GGUF	i1-Q4_K_S	15.8	optimal size/speed/quality
GGUF	i1-Q4_K_M	16.6	fast, recommended
GGUF	i1-Q4_1	17.3
GGUF	i1-Q5_K_S	18.9
GGUF	i1-Q5_K_M	19.4
GGUF	i1-Q6_K	22.3	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.