Deliberation-Toolcaller-Qwen3.5-4B-GGUF – AI Model by mradermacher | AlphaNeural AI

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mradermacher/
Deliberation-Toolcaller-Qwen3.5-4B-GGUF

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RecursiveMAS/Deliberation-Toolcaller-Qwen3.5-4B

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About

static quants of https://huggingface.co/RecursiveMAS/Deliberation-Toolcaller-Qwen3.5-4B

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

weighted/imatrix quants are available at https://huggingface.co/mradermacher/Deliberation-Toolcaller-Qwen3.5-4B-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	2.0
GGUF	Q3_K_S	2.2
GGUF	Q3_K_M	2.4	lower quality
GGUF	Q3_K_L	2.5
GGUF	IQ4_XS	2.6
GGUF	Q4_K_S	2.7	fast, recommended
GGUF	Q4_K_M	2.8	fast, recommended
GGUF	Q5_K_S	3.1
GGUF	Q5_K_M	3.2
GGUF	Q6_K	3.6	very good quality
GGUF	Q8_0	4.6	fast, best quality
GGUF	f16	8.5	16 bpw, overkill

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.