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  <!-- ### quantize_version: 1 -->
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  <!-- ### output_tensor_quantised: 1 -->
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  <!-- ### convert_type: -->
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  <!-- ### vocab_type: -->
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  static quants of https://huggingface.co/irthpe/OpenHermes-2.5-Mistral-7B-toxic
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ exported_from: irthpe/OpenHermes-2.5-Mistral-7B-toxic
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+ language:
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+ - en
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+ library_name: transformers
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+ license: mit
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+ quantized_by: mradermacher
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+ ---
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+ ## About
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+
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  <!-- ### quantize_version: 1 -->
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  <!-- ### output_tensor_quantised: 1 -->
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  <!-- ### convert_type: -->
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  <!-- ### vocab_type: -->
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  static quants of https://huggingface.co/irthpe/OpenHermes-2.5-Mistral-7B-toxic
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+
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+
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+ <!-- provided-files -->
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+ weighted/imatrix quants seem not to be available (by me) at this time. If they do not show up a week or so after the static ones, I have probably not planned for them. Feel free to request them by opening a Community Discussion.
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+ ## Usage
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+
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+ If you are unsure how to use GGUF files, refer to one of [TheBloke's
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+ READMEs](https://huggingface.co/TheBloke/KafkaLM-70B-German-V0.1-GGUF) for
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+ more details, including on how to concatenate multi-part files.
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+
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+ ## Provided Quants
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+
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+ (sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)
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+
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+ | Link | Type | Size/GB | Notes |
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+ |:-----|:-----|--------:|:------|
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+ | [GGUF](https://huggingface.co/mradermacher/OpenHermes-2.5-Mistral-7B-toxic-GGUF/resolve/main/OpenHermes-2.5-Mistral-7B-toxic.Q2_K.gguf) | Q2_K | 2.8 | |
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+ | [GGUF](https://huggingface.co/mradermacher/OpenHermes-2.5-Mistral-7B-toxic-GGUF/resolve/main/OpenHermes-2.5-Mistral-7B-toxic.IQ3_XS.gguf) | IQ3_XS | 3.1 | |
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+ | [GGUF](https://huggingface.co/mradermacher/OpenHermes-2.5-Mistral-7B-toxic-GGUF/resolve/main/OpenHermes-2.5-Mistral-7B-toxic.Q3_K_S.gguf) | Q3_K_S | 3.3 | |
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+ | [GGUF](https://huggingface.co/mradermacher/OpenHermes-2.5-Mistral-7B-toxic-GGUF/resolve/main/OpenHermes-2.5-Mistral-7B-toxic.IQ3_S.gguf) | IQ3_S | 3.3 | beats Q3_K* |
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+ | [GGUF](https://huggingface.co/mradermacher/OpenHermes-2.5-Mistral-7B-toxic-GGUF/resolve/main/OpenHermes-2.5-Mistral-7B-toxic.IQ3_M.gguf) | IQ3_M | 3.4 | |
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+ | [GGUF](https://huggingface.co/mradermacher/OpenHermes-2.5-Mistral-7B-toxic-GGUF/resolve/main/OpenHermes-2.5-Mistral-7B-toxic.Q3_K_M.gguf) | Q3_K_M | 3.6 | lower quality |
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+ | [GGUF](https://huggingface.co/mradermacher/OpenHermes-2.5-Mistral-7B-toxic-GGUF/resolve/main/OpenHermes-2.5-Mistral-7B-toxic.Q3_K_L.gguf) | Q3_K_L | 3.9 | |
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+ | [GGUF](https://huggingface.co/mradermacher/OpenHermes-2.5-Mistral-7B-toxic-GGUF/resolve/main/OpenHermes-2.5-Mistral-7B-toxic.IQ4_XS.gguf) | IQ4_XS | 4.0 | |
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+ | [GGUF](https://huggingface.co/mradermacher/OpenHermes-2.5-Mistral-7B-toxic-GGUF/resolve/main/OpenHermes-2.5-Mistral-7B-toxic.Q4_K_S.gguf) | Q4_K_S | 4.2 | fast, recommended |
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+ | [GGUF](https://huggingface.co/mradermacher/OpenHermes-2.5-Mistral-7B-toxic-GGUF/resolve/main/OpenHermes-2.5-Mistral-7B-toxic.Q4_K_M.gguf) | Q4_K_M | 4.5 | fast, recommended |
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+ | [GGUF](https://huggingface.co/mradermacher/OpenHermes-2.5-Mistral-7B-toxic-GGUF/resolve/main/OpenHermes-2.5-Mistral-7B-toxic.Q5_K_S.gguf) | Q5_K_S | 5.1 | |
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+ | [GGUF](https://huggingface.co/mradermacher/OpenHermes-2.5-Mistral-7B-toxic-GGUF/resolve/main/OpenHermes-2.5-Mistral-7B-toxic.Q5_K_M.gguf) | Q5_K_M | 5.2 | |
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+ | [GGUF](https://huggingface.co/mradermacher/OpenHermes-2.5-Mistral-7B-toxic-GGUF/resolve/main/OpenHermes-2.5-Mistral-7B-toxic.Q6_K.gguf) | Q6_K | 6.0 | very good quality |
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+ | [GGUF](https://huggingface.co/mradermacher/OpenHermes-2.5-Mistral-7B-toxic-GGUF/resolve/main/OpenHermes-2.5-Mistral-7B-toxic.Q8_0.gguf) | Q8_0 | 7.8 | fast, best quality |
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+
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+
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+ Here is a handy graph by ikawrakow comparing some lower-quality quant
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+ types (lower is better):
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+
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+ ![image.png](https://www.nethype.de/huggingface_embed/quantpplgraph.png)
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+
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+ And here are Artefact2's thoughts on the matter:
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+ https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9
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+
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+ ## Thanks
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+
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+ I thank my company, [nethype GmbH](https://www.nethype.de/), for letting
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+ me use its servers and providing upgrades to my workstation to enable
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+ this work in my free time.
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+
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+ <!-- end -->