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Model: mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF Source: Original Platform
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---
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base_model: DavidAU/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx
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datasets:
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- sequelbox/Titanium2.1-DeepSeek-R1
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- sequelbox/Tachibana2-DeepSeek-R1
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- sequelbox/Raiden-DeepSeek-R1
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language:
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- en
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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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- merge
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- programming
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- code generation
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- code
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- coding
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- coder
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- chat
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- code
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- chat
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- brainstorm
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- qwen
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- qwen3
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- qwencoder
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- brainstorm20x
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- esper
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- esper-3
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- valiant
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- valiant-labs
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- qwen
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- qwen-3
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- qwen-3-4b
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- 4b
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- reasoning
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- code
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- code-instruct
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- python
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- javascript
|
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- dev-ops
|
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- jenkins
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- terraform
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- scripting
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- powershell
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- azure
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- aws
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- gcp
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- cloud
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- problem-solving
|
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- architect
|
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- engineer
|
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- developer
|
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- creative
|
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- analytical
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- expert
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- rationality
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- conversational
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- chat
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- instruct
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---
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## About
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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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<!-- ### vocab_type: -->
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<!-- ### tags: nicoboss -->
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<!-- ### 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 -->
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<!-- ### quants_skip: -->
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<!-- ### skip_mmproj: -->
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weighted/imatrix quants of https://huggingface.co/DavidAU/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx
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<!-- provided-files -->
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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-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF).***
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static quants are available at https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-GGUF
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## Usage
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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
|
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more details, including on how to concatenate multi-part files.
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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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| Link | Type | Size/GB | Notes |
|
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|:-----|:-----|--------:|:------|
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| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) |
|
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| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-IQ1_S.gguf) | i1-IQ1_S | 1.6 | for the desperate |
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| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-IQ1_M.gguf) | i1-IQ1_M | 1.7 | mostly desperate |
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| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.9 | |
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| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-IQ2_XS.gguf) | i1-IQ2_XS | 2.0 | |
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| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-IQ2_S.gguf) | i1-IQ2_S | 2.1 | |
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| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-IQ2_M.gguf) | i1-IQ2_M | 2.3 | |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-Q2_K_S.gguf) | i1-Q2_K_S | 2.3 | very low quality |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-Q2_K.gguf) | i1-Q2_K | 2.5 | IQ3_XXS probably better |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 2.5 | lower quality |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-IQ3_XS.gguf) | i1-IQ3_XS | 2.7 | |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-Q3_K_S.gguf) | i1-Q3_K_S | 2.8 | IQ3_XS probably better |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-IQ3_S.gguf) | i1-IQ3_S | 2.8 | beats Q3_K* |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-IQ3_M.gguf) | i1-IQ3_M | 2.9 | |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-Q3_K_M.gguf) | i1-Q3_K_M | 3.1 | IQ3_S probably better |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-Q3_K_L.gguf) | i1-Q3_K_L | 3.4 | IQ3_M probably better |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-IQ4_XS.gguf) | i1-IQ4_XS | 3.4 | |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-Q4_0.gguf) | i1-Q4_0 | 3.6 | fast, low quality |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-IQ4_NL.gguf) | i1-IQ4_NL | 3.6 | prefer IQ4_XS |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-Q4_K_S.gguf) | i1-Q4_K_S | 3.6 | optimal size/speed/quality |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-Q4_K_M.gguf) | i1-Q4_K_M | 3.7 | fast, recommended |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-Q4_1.gguf) | i1-Q4_1 | 3.9 | |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-Q5_K_S.gguf) | i1-Q5_K_S | 4.2 | |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-Q5_K_M.gguf) | i1-Q5_K_M | 4.3 | |
|
||||
| [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-192k-ctx.i1-Q6_K.gguf) | i1-Q6_K | 5.0 | 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](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 -->
|
||||
Reference in New Issue
Block a user