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Model: mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF
Source: Original Platform

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README.md

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+---
+base_model: DavidAU/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B
+datasets:
+- DavidAU/TNG-ALL
+- DavidAU/PKD-all
+language:
+- en
+library_name: transformers
+license: apache-2.0
+mradermacher:
+  readme_rev: 1
+quantized_by: mradermacher
+tags:
+- programming
+- code generation
+- code
+- coding
+- coder
+- chat
+- code
+- chat
+- brainstorm
+- qwen
+- qwen3
+- qwencoder
+- brainstorm 20x
+- creative
+- all uses cases
+- Jan-V1
+- horror
+- science fiction
+- fantasy
+- Star Trek
+- The Next Generation
+- TNG
+- Philip K. Dick
+- Deckard
+- finetune
+- thinking
+- reasoning
+- unsloth
+- moe
+- mixture of experts
+- merge
+---
+## About
+
+<!-- ### quantize_version: 2 -->
+<!-- ### output_tensor_quantised: 1 -->
+<!-- ### convert_type: hf -->
+<!-- ### vocab_type:  -->
+<!-- ### tags: nicoboss -->
+<!-- ### quants:  Q2_K IQ3_M Q4_K_S IQ3_XXS Q3_K_M small-IQ4_NL Q4_K_M IQ2_M Q6_K IQ4_XS Q2_K_S IQ1_M Q3_K_S IQ2_XXS Q3_K_L IQ2_XS Q5_K_S IQ2_S IQ1_S Q5_K_M Q4_0 IQ3_XS Q4_1 IQ3_S -->
+<!-- ### quants_skip:  -->
+<!-- ### skip_mmproj:  -->
+weighted/imatrix quants of https://huggingface.co/DavidAU/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B
+
+<!-- provided-files -->
+
+***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF).***
+
+static quants are available at https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-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/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-IQ1_S.gguf) | i1-IQ1_S | 2.5 | for the desperate |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-IQ1_M.gguf) | i1-IQ1_M | 2.7 | mostly desperate |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 3.1 |  |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 3.3 |  |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-IQ2_S.gguf) | i1-IQ2_S | 3.5 |  |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-IQ2_M.gguf) | i1-IQ2_M | 3.8 |  |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 3.8 | very low quality |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-Q2_K.gguf) | i1-Q2_K | 4.1 | IQ3_XXS probably better |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 4.2 | lower quality |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 4.5 |  |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 4.7 | IQ3_XS probably better |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-IQ3_S.gguf) | i1-IQ3_S | 4.8 | beats Q3_K* |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-IQ3_M.gguf) | i1-IQ3_M | 4.9 |  |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 5.2 | IQ3_S probably better |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 5.6 | IQ3_M probably better |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 5.8 |  |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-IQ4_NL.gguf) | i1-IQ4_NL | 6.1 | prefer IQ4_XS |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-Q4_0.gguf) | i1-Q4_0 | 6.1 | fast, low quality |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 6.1 | optimal size/speed/quality |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 6.4 | fast, recommended |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-Q4_1.gguf) | i1-Q4_1 | 6.7 |  |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 7.3 |  |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 7.5 |  |
+| [GGUF](https://huggingface.co/mradermacher/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B-i1-GGUF/resolve/main/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B.i1-Q6_K.gguf) | i1-Q6_K | 8.7 | practically like static Q6_K |
+
+Here is a handy graph by ikawrakow comparing some lower-quality quant
+types (lower is better):
+
+![image.png](https://www.nethype.de/huggingface_embed/quantpplgraph.png)
+
+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.
+
+<!-- end -->