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---
base_model: Aletheia-Bench/DPO-Think-14B
datasets:
- Aletheia-Bench/Aletheia-DPO
language:
- en
library_name: transformers
license: cc-by-nc-sa-4.0
mradermacher:
readme_rev: 1
quantized_by: mradermacher
---
## About
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weighted/imatrix quants of https://huggingface.co/Aletheia-Bench/DPO-Think-14B
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***For a convenient overview and download list, visit our [model page for this model ](https://hf.tst.eu/model#DPO-Think-14B-i1-GGUF ).***
static quants are available at https://huggingface.co/mradermacher/DPO-Think-14B-GGUF
## Usage
If you are unsure how to use GGUF files, refer to one of [TheBloke's
READMEs](https://huggingface.co/TheBloke/KafkaLM-70B-German-V0.1-GGUF) 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 ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.imatrix.gguf ) | imatrix | 0.1 | imatrix file (for creating your own quants) |
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| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-IQ1_S.gguf ) | i1-IQ1_S | 3.7 | for the desperate |
| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-IQ1_M.gguf ) | i1-IQ1_M | 4.0 | mostly desperate |
| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-IQ2_XXS.gguf ) | i1-IQ2_XXS | 4.4 | |
| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-IQ2_XS.gguf ) | i1-IQ2_XS | 4.8 | |
| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-IQ2_S.gguf ) | i1-IQ2_S | 5.1 | |
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| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-IQ2_M.gguf ) | i1-IQ2_M | 5.5 | |
| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-Q2_K_S.gguf ) | i1-Q2_K_S | 5.5 | very low quality |
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| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-Q2_K.gguf ) | i1-Q2_K | 5.9 | IQ3_XXS probably better |
| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-IQ3_XXS.gguf ) | i1-IQ3_XXS | 6.0 | lower quality |
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| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-IQ3_XS.gguf ) | i1-IQ3_XS | 6.5 | |
| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-Q3_K_S.gguf ) | i1-Q3_K_S | 6.8 | IQ3_XS probably better |
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| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-IQ3_S.gguf ) | i1-IQ3_S | 6.8 | beats Q3_K* |
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| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-IQ3_M.gguf ) | i1-IQ3_M | 7.0 | |
| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-Q3_K_M.gguf ) | i1-Q3_K_M | 7.4 | IQ3_S probably better |
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| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-Q3_K_L.gguf ) | i1-Q3_K_L | 8.0 | IQ3_M probably better |
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| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-IQ4_XS.gguf ) | i1-IQ4_XS | 8.2 | |
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| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-Q4_0.gguf ) | i1-Q4_0 | 8.6 | fast, low quality |
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| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-IQ4_NL.gguf ) | i1-IQ4_NL | 8.6 | prefer IQ4_XS |
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| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-Q4_K_S.gguf ) | i1-Q4_K_S | 8.7 | optimal size/speed/quality |
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| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-Q4_K_M.gguf ) | i1-Q4_K_M | 9.1 | fast, recommended |
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| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-Q4_1.gguf ) | i1-Q4_1 | 9.5 | |
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| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-Q5_K_S.gguf ) | i1-Q5_K_S | 10.4 | |
| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-Q5_K_M.gguf ) | i1-Q5_K_M | 10.6 | |
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| [GGUF ](https://huggingface.co/mradermacher/DPO-Think-14B-i1-GGUF/resolve/main/DPO-Think-14B.i1-Q6_K.gguf ) | i1-Q6_K | 12.2 | practically like static Q6_K |
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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 ](https://www.nethype.de/ ), for letting
me use its servers and providing upgrades to my workstation to enable
this work in my free time. Additional thanks to [@nicoboss ](https://huggingface.co/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.
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