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
weighted/imatrix quants of https://huggingface.co/DavidAU/Qwen3-2x6B-TNG-Deckard-Alpha-III-12B
For a convenient overview and download list, visit our model page for this model.
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 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 | imatrix | 0.1 | imatrix file (for creating your own qwuants) | 
| GGUF | i1-IQ1_M | 2.7 | mostly desperate | 
| GGUF | i1-IQ2_XXS | 3.1 | |
| GGUF | i1-IQ2_XS | 3.3 | |
| GGUF | i1-IQ2_M | 3.8 | |
| GGUF | i1-Q2_K_S | 3.8 | very low quality | 
| GGUF | i1-Q2_K | 4.1 | IQ3_XXS probably better | 
| GGUF | i1-IQ3_XXS | 4.2 | lower quality | 
| GGUF | i1-Q3_K_S | 4.7 | IQ3_XS probably better | 
| GGUF | i1-IQ3_M | 4.9 | |
| GGUF | i1-Q3_K_M | 5.2 | IQ3_S probably better | 
| GGUF | i1-Q3_K_L | 5.6 | IQ3_M probably better | 
| GGUF | i1-IQ4_XS | 5.8 | |
| GGUF | i1-IQ4_NL | 6.1 | prefer IQ4_XS | 
| GGUF | i1-Q4_K_S | 6.1 | optimal size/speed/quality | 
| GGUF | i1-Q4_K_M | 6.4 | fast, recommended | 
| 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):
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. Additional thanks to @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.
