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imatrix
| base_model: DavidAU/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx | |
| 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-3-4b | |
| - 4b | |
| - 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 | |
| <!-- ### quantize_version: 2 --> | |
| <!-- ### output_tensor_quantised: 1 --> | |
| <!-- ### convert_type: hf --> | |
| <!-- ### vocab_type: --> | |
| <!-- ### tags: nicoboss --> | |
| weighted/imatrix quants of https://huggingface.co/DavidAU/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx | |
| <!-- provided-files --> | |
| ***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-E32-128k-ctx-i1-GGUF).*** | |
| static quants are available at https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx-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-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own qwuants) | | |
| | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx.i1-IQ1_S.gguf) | i1-IQ1_S | 1.6 | for the desperate | | |
| | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx.i1-IQ1_M.gguf) | i1-IQ1_M | 1.7 | mostly desperate | | |
| | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.9 | | | |
| | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx.i1-IQ2_XS.gguf) | i1-IQ2_XS | 2.0 | | | |
| | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx.i1-IQ2_S.gguf) | i1-IQ2_S | 2.1 | | | |
| | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx.i1-IQ2_M.gguf) | i1-IQ2_M | 2.3 | | | |
| | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-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-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-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-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 2.5 | lower quality | | |
| | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx.i1-IQ3_XS.gguf) | i1-IQ3_XS | 2.7 | | | |
| | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-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-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-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-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx.i1-IQ3_M.gguf) | i1-IQ3_M | 2.9 | | | |
| | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-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-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-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-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx.i1-IQ4_XS.gguf) | i1-IQ4_XS | 3.4 | | | |
| | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-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-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-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-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-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-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-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-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx.i1-Q4_1.gguf) | i1-Q4_1 | 3.9 | | | |
| | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx.i1-Q5_K_S.gguf) | i1-Q5_K_S | 4.2 | | | |
| | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx.i1-Q5_K_M.gguf) | i1-Q5_K_M | 4.3 | | | |
| | [GGUF](https://huggingface.co/mradermacher/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-ctx-i1-GGUF/resolve/main/Qwen3-Esper3-Reasoning-Instruct-6B-Brainstorm20x-Enhanced-E32-128k-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 --> | |