commit fa7448e62794fd9d1df6d7622772831519e325c2 Author: ModelHub XC Date: Thu May 28 01:24:19 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..9a4f0d5 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,60 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs 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--git a/Qwen3-4B-Thinking-2507-Esper3.1.imatrix.gguf b/Qwen3-4B-Thinking-2507-Esper3.1.imatrix.gguf new file mode 100644 index 0000000..8aa33ba --- /dev/null +++ b/Qwen3-4B-Thinking-2507-Esper3.1.imatrix.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6c93c179f30ef510e109d809beb2900d165cf8121d9535c1df7e586864d7aca2 +size 3872640 diff --git a/README.md b/README.md new file mode 100644 index 0000000..b7cf3a9 --- /dev/null +++ b/README.md @@ -0,0 +1,135 @@ +--- +base_model: ValiantLabs/Qwen3-4B-Thinking-2507-Esper3.1 +datasets: +- sequelbox/Titanium3-DeepSeek-V3.1-Terminus +- sequelbox/Tachibana3-Part1-DeepSeek-V3.1-Terminus +- sequelbox/Tachibana3-Part2-DeepSeek-V3.2 +- sequelbox/Mitakihara-DeepSeek-R1-0528 +language: +- en +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- esper +- esper-3.1 +- esper-3 +- valiant +- valiant-labs +- qwen +- qwen-3 +- qwen-3-4b +- qwen3-4b-thinking-2507 +- 4b +- reasoning +- code +- code-instruct +- python +- javascript +- dev-ops +- jenkins +- terraform +- ansible +- docker +- jenkins +- kubernetes +- helm +- grafana +- prometheus +- shell +- bash +- azure +- aws +- gcp +- cloud +- scripting +- powershell +- problem-solving +- architect +- engineer +- developer +- creative +- analytical +- expert +- rationality +- conversational +- chat +- instruct +--- +## About + + + + + + + + + +weighted/imatrix quants of https://huggingface.co/ValiantLabs/Qwen3-4B-Thinking-2507-Esper3.1 + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF).*** + +static quants are available at https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-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/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ1_S.gguf) | i1-IQ1_S | 1.2 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ1_M.gguf) | i1-IQ1_M | 1.2 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.3 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ2_XS.gguf) | i1-IQ2_XS | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ2_S.gguf) | i1-IQ2_S | 1.5 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ2_M.gguf) | i1-IQ2_M | 1.6 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q2_K_S.gguf) | i1-Q2_K_S | 1.7 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q2_K.gguf) | i1-Q2_K | 1.8 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 1.8 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ3_XS.gguf) | i1-IQ3_XS | 1.9 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q3_K_S.gguf) | i1-Q3_K_S | 2.0 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ3_S.gguf) | i1-IQ3_S | 2.0 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ3_M.gguf) | i1-IQ3_M | 2.1 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q3_K_M.gguf) | i1-Q3_K_M | 2.2 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q3_K_L.gguf) | i1-Q3_K_L | 2.3 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ4_XS.gguf) | i1-IQ4_XS | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q4_0.gguf) | i1-Q4_0 | 2.5 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-IQ4_NL.gguf) | i1-IQ4_NL | 2.5 | prefer IQ4_XS | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q4_K_S.gguf) | i1-Q4_K_S | 2.5 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q4_K_M.gguf) | i1-Q4_K_M | 2.6 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q4_1.gguf) | i1-Q4_1 | 2.7 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q5_K_S.gguf) | i1-Q5_K_S | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q5_K_M.gguf) | i1-Q5_K_M | 3.0 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-Thinking-2507-Esper3.1-i1-GGUF/resolve/main/Qwen3-4B-Thinking-2507-Esper3.1.i1-Q6_K.gguf) | i1-Q6_K | 3.4 | 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. + +