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toffee-3b-beta-GGUF
mradermacher/toffee-3b-beta-GGUF
toffee-3b-beta-GGUF is a text generation model from mradermacher. Use it when you need the model to write or continue text. It is set up for transformers. The card lists the license as mit.
static quants of https://huggingface.co/zait-ai/toffee-3b-beta
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.gguf34.7 GB · 100%
At a glance
- Task
- Text Generation
- Library
- transformers
- License
- mit
- Access
- Public
- Created
- Aug 14, 2026
- Updated
- Sep 11, 2026
- SHA
- c86baaa2
Try a prompt
Base models
Model card
From the Hugging Face model README
About
<!-- ### quantize_version: 2 --> <!-- ### output_tensor_quantised: 1 --> <!-- ### convert_type: hf --> <!-- ### vocab_type: --> <!-- ### tags: --> <!-- ### quants: x-f16 Q4_K_S Q2_K Q8_0 Q6_K Q3_K_M Q3_K_S Q3_K_L Q4_K_M Q5_K_S Q5_K_M IQ4_XS --> <!-- ### quants_skip: --> <!-- ### skip_mmproj: -->static quants of https://huggingface.co/zait-ai/toffee-3b-beta
<!-- provided-files -->For a convenient overview and download list, visit our model page for this model.
weighted/imatrix quants are available at https://huggingface.co/mradermacher/toffee-3b-beta-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 | 1.7 | |
| GGUF | Q3_K_S | 1.9 | |
| GGUF | Q3_K_M | 2.1 | lower quality |
| GGUF | Q3_K_L | 2.2 | |
| GGUF | IQ4_XS | 2.3 | |
| GGUF | Q4_K_S | 2.4 | fast, recommended |
| GGUF | Q4_K_M | 2.5 | fast, recommended |
| GGUF | Q5_K_S | 2.8 | |
| GGUF | Q5_K_M | 2.9 | |
| GGUF | Q6_K | 3.3 | very good quality |
| GGUF | Q8_0 | 4.2 | fast, best quality |
| GGUF | f16 | 7.8 | 16 bpw, overkill |
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.
<!-- end -->- Task
- Text Generation
- Library
- transformers
- License
- mit
- Languages
- en
- Created
- Aug 14, 2026
- Updated
- Sep 11, 2026