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gte-small-GGUF
mradermacher/gte-small-GGUF
gte-small-GGUF is a sentence similarity model from mradermacher. Use it when you need a score for how close two texts are. It is set up for transformers. The card lists the license as mit.
static quants of https://huggingface.co/thenlper/gte-small
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Repo size
387 MB
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At a glance
- Task
- Sentence Similarity
- Library
- transformers
- License
- mit
- Access
- Public
- Created
- Mar 17, 2025
- Updated
- Jul 11, 2025
- SHA
- 921a6b00
Base models
Model card
From the Hugging Face model README
About
<!-- ### quantize_version: 2 --> <!-- ### output_tensor_quantised: 1 --> <!-- ### convert_type: hf --> <!-- ### vocab_type: --> <!-- ### tags: -->static quants of https://huggingface.co/thenlper/gte-small
<!-- 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/gte-small-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 | 0.1 | |
| GGUF | Q3_K_S | 0.1 | |
| GGUF | IQ4_XS | 0.1 | |
| GGUF | Q3_K_M | 0.1 | lower quality |
| GGUF | Q3_K_L | 0.1 | |
| GGUF | Q4_K_S | 0.1 | fast, recommended |
| GGUF | Q4_K_M | 0.1 | fast, recommended |
| GGUF | Q5_K_S | 0.1 | |
| GGUF | Q5_K_M | 0.1 | |
| GGUF | Q6_K | 0.1 | very good quality |
| GGUF | Q8_0 | 0.1 | fast, best quality |
| GGUF | f16 | 0.2 | 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
- Sentence Similarity
- Library
- transformers
- License
- mit
- Languages
- en
- Created
- Mar 17, 2025
- Updated
- Jul 11, 2025