---
base_model: DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x
datasets:
- sequelbox/Titanium2.1-DeepSeek-R1
- sequelbox/Tachibana2-DeepSeek-R1
- sequelbox/Raiden-DeepSeek-R1
language:
- en
library_name: transformers
license: apache-2.0
mradermacher:
  readme_rev: 1
quantized_by: mradermacher
tags:
- merge
- programming
- code generation
- code
- coding
- coder
- chat
- code
- chat
- brainstorm
- qwen
- qwen3
- qwencoder
- brainstorm20x
- esper
- esper-3
- valiant
- valiant-labs
- qwen
- qwen-3
- qwen-3-8b
- 8b
- reasoning
- code
- code-instruct
- python
- javascript
- dev-ops
- jenkins
- terraform
- scripting
- powershell
- azure
- aws
- gcp
- cloud
- problem-solving
- architect
- engineer
- developer
- creative
- analytical
- expert
- rationality
- conversational
- chat
- instruct
---
## About

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<!-- ### quants: x-f16 Q4_K_S Q2_K Q8_0 Q6_K Q3_K_M Q3_K_S Q3_K_L Q4_K_M Q5_K_S Q5_K_M IQ4_XS -->
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static quants of https://huggingface.co/DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x

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***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-GGUF).***

weighted/imatrix quants are available at https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-i1-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-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.Q2_K.gguf) | Q2_K | 4.7 |  |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.Q3_K_S.gguf) | Q3_K_S | 5.4 |  |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.Q3_K_M.gguf) | Q3_K_M | 6.0 | lower quality |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.Q3_K_L.gguf) | Q3_K_L | 6.5 |  |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.IQ4_XS.gguf) | IQ4_XS | 6.7 |  |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.Q4_K_S.gguf) | Q4_K_S | 7.0 | fast, recommended |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.Q4_K_M.gguf) | Q4_K_M | 7.3 | fast, recommended |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.Q5_K_S.gguf) | Q5_K_S | 8.3 |  |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.Q5_K_M.gguf) | Q5_K_M | 8.5 |  |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.Q6_K.gguf) | Q6_K | 9.8 | very good quality |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-GGUF/resolve/main/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x.Q8_0.gguf) | Q8_0 | 12.7 | fast, best quality |

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.

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