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  <!-- ### quantize_version: 2 -->
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  <!-- ### output_tensor_quantised: 1 -->
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  <!-- ### convert_type: hf -->
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  <!-- ### quants_skip: -->
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  <!-- ### skip_mmproj: -->
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  static quants of https://huggingface.co/hereticness/heretic_aquif-3.5-Nano-1B
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ base_model: hereticness/heretic_aquif-3.5-Nano-1B
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+ language:
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+ - en
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+ - de
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+ - it
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+ - pt
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+ - fr
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+ - hi
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+ - es
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+ - th
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+ - zh
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+ - ja
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+ library_name: transformers
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+ license: apache-2.0
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+ mradermacher:
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+ readme_rev: 1
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+ quantized_by: mradermacher
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+ tags:
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+ - language-model
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+ - qwen3
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+ - nano
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+ - aquif
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+ - frontier
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+ - math
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+ - code
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+ - efficient
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+ - instruct
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+ - non-thinking
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+ ---
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+ ## About
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+
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  <!-- ### quantize_version: 2 -->
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  <!-- ### output_tensor_quantised: 1 -->
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  <!-- ### convert_type: hf -->
 
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  <!-- ### quants_skip: -->
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  <!-- ### skip_mmproj: -->
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  static quants of https://huggingface.co/hereticness/heretic_aquif-3.5-Nano-1B
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+
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+ <!-- provided-files -->
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+
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+ ***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#heretic_aquif-3.5-Nano-1B-GGUF).***
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+
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+ weighted/imatrix quants are available at https://huggingface.co/mradermacher/heretic_aquif-3.5-Nano-1B-i1-GGUF
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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/heretic_aquif-3.5-Nano-1B-GGUF/resolve/main/heretic_aquif-3.5-Nano-1B.Q2_K.gguf) | Q2_K | 0.9 | |
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+ | [GGUF](https://huggingface.co/mradermacher/heretic_aquif-3.5-Nano-1B-GGUF/resolve/main/heretic_aquif-3.5-Nano-1B.Q3_K_S.gguf) | Q3_K_S | 1.0 | |
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+ | [GGUF](https://huggingface.co/mradermacher/heretic_aquif-3.5-Nano-1B-GGUF/resolve/main/heretic_aquif-3.5-Nano-1B.Q3_K_M.gguf) | Q3_K_M | 1.0 | lower quality |
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+ | [GGUF](https://huggingface.co/mradermacher/heretic_aquif-3.5-Nano-1B-GGUF/resolve/main/heretic_aquif-3.5-Nano-1B.Q3_K_L.gguf) | Q3_K_L | 1.1 | |
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+ | [GGUF](https://huggingface.co/mradermacher/heretic_aquif-3.5-Nano-1B-GGUF/resolve/main/heretic_aquif-3.5-Nano-1B.IQ4_XS.gguf) | IQ4_XS | 1.1 | |
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+ | [GGUF](https://huggingface.co/mradermacher/heretic_aquif-3.5-Nano-1B-GGUF/resolve/main/heretic_aquif-3.5-Nano-1B.Q4_K_S.gguf) | Q4_K_S | 1.2 | fast, recommended |
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+ | [GGUF](https://huggingface.co/mradermacher/heretic_aquif-3.5-Nano-1B-GGUF/resolve/main/heretic_aquif-3.5-Nano-1B.Q4_K_M.gguf) | Q4_K_M | 1.2 | fast, recommended |
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+ | [GGUF](https://huggingface.co/mradermacher/heretic_aquif-3.5-Nano-1B-GGUF/resolve/main/heretic_aquif-3.5-Nano-1B.Q5_K_S.gguf) | Q5_K_S | 1.3 | |
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+ | [GGUF](https://huggingface.co/mradermacher/heretic_aquif-3.5-Nano-1B-GGUF/resolve/main/heretic_aquif-3.5-Nano-1B.Q5_K_M.gguf) | Q5_K_M | 1.4 | |
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+ | [GGUF](https://huggingface.co/mradermacher/heretic_aquif-3.5-Nano-1B-GGUF/resolve/main/heretic_aquif-3.5-Nano-1B.Q6_K.gguf) | Q6_K | 1.5 | very good quality |
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+ | [GGUF](https://huggingface.co/mradermacher/heretic_aquif-3.5-Nano-1B-GGUF/resolve/main/heretic_aquif-3.5-Nano-1B.Q8_0.gguf) | Q8_0 | 1.9 | fast, best quality |
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+ | [GGUF](https://huggingface.co/mradermacher/heretic_aquif-3.5-Nano-1B-GGUF/resolve/main/heretic_aquif-3.5-Nano-1B.f16.gguf) | f16 | 3.5 | 16 bpw, overkill |
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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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+ ## FAQ / Model Request
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+
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+ See https://huggingface.co/mradermacher/model_requests for some answers to
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+ questions you might have and/or if you want some other model quantized.
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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 -->