From bc05ff9944262d0804d3cc5b429d2960bd5fc54a Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Wed, 30 Sep 2026 17:07:17 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF Source: Original Platform --- .gitattributes | 58 +++++++++++++++++ README.md | 76 ++++++++++++++++++++++ Securin-LLM-V2.5-Qwen-1.5B.i1-IQ1_M.gguf | 3 + Securin-LLM-V2.5-Qwen-1.5B.i1-IQ1_S.gguf | 3 + Securin-LLM-V2.5-Qwen-1.5B.i1-IQ2_M.gguf | 3 + Securin-LLM-V2.5-Qwen-1.5B.i1-IQ2_S.gguf | 3 + Securin-LLM-V2.5-Qwen-1.5B.i1-IQ2_XS.gguf | 3 + Securin-LLM-V2.5-Qwen-1.5B.i1-IQ2_XXS.gguf | 3 + Securin-LLM-V2.5-Qwen-1.5B.i1-IQ3_M.gguf | 3 + Securin-LLM-V2.5-Qwen-1.5B.i1-IQ3_S.gguf | 3 + Securin-LLM-V2.5-Qwen-1.5B.i1-IQ3_XS.gguf | 3 + 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https://huggingface.co/securin/Securin-LLM-V2.5-Qwen-1.5B + + +static quants are available at https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-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/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-IQ1_S.gguf) | i1-IQ1_S | 0.5 | for the desperate | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-IQ1_M.gguf) | i1-IQ1_M | 0.6 | mostly desperate | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 0.6 | | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 0.7 | | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-IQ2_S.gguf) | i1-IQ2_S | 0.7 | | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-IQ2_M.gguf) | i1-IQ2_M | 0.7 | | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 0.7 | very low quality | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 0.8 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-Q2_K.gguf) | i1-Q2_K | 0.8 | IQ3_XXS probably better | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 0.8 | | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 0.9 | IQ3_XS probably better | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-IQ3_S.gguf) | i1-IQ3_S | 0.9 | beats Q3_K* | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-IQ3_M.gguf) | i1-IQ3_M | 0.9 | | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 0.9 | IQ3_S probably better | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 1.0 | IQ3_M probably better | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 1.0 | | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-Q4_0.gguf) | i1-Q4_0 | 1.0 | fast, low quality | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 1.0 | optimal size/speed/quality | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 1.1 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 1.2 | | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 1.2 | | +| [GGUF](https://huggingface.co/mradermacher/Securin-LLM-V2.5-Qwen-1.5B-i1-GGUF/resolve/main/Securin-LLM-V2.5-Qwen-1.5B.i1-Q6_K.gguf) | i1-Q6_K | 1.4 | 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. + + diff --git a/Securin-LLM-V2.5-Qwen-1.5B.i1-IQ1_M.gguf b/Securin-LLM-V2.5-Qwen-1.5B.i1-IQ1_M.gguf new file mode 100644 index 0000000..7ff3422 --- /dev/null +++ b/Securin-LLM-V2.5-Qwen-1.5B.i1-IQ1_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:35981c8986c7f5cf33ab7c786667cb8099ac7cd37f88ee48e85dd25480db67ea +size 464168416 diff --git a/Securin-LLM-V2.5-Qwen-1.5B.i1-IQ1_S.gguf b/Securin-LLM-V2.5-Qwen-1.5B.i1-IQ1_S.gguf new file mode 100644 index 0000000..9465794 --- /dev/null +++ b/Securin-LLM-V2.5-Qwen-1.5B.i1-IQ1_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:39b23e4a41ca7c8aca4d348eaf5312814bc093539ba6de8e2857ed0d15200c6b +size 436234720 diff --git a/Securin-LLM-V2.5-Qwen-1.5B.i1-IQ2_M.gguf 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