mradermacher/CySent-SmolLM3-3B-i1-GGUF
1
0
Fork 0
Code Issues Pull Requests Actions Projects Releases Wiki Activity

初始化项目，由ModelHub XC社区提供模型

Browse Source 
Model: mradermacher/CySent-SmolLM3-3B-i1-GGUF
Source: Original Platform
This commit is contained in:
ModelHub XC
2026-05-20 02:35:55 +08:00
commit 4587ff2463
27 changed files with 228 additions and 0 deletions
Download Patch File Download Diff File Expand all files Collapse all files

60
.gitattributes vendored Normal file
View File

@@ -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 merge=lfs -text
*.onnx filter=lfs diff=lfs merge=lfs -text
*.ot filter=lfs diff=lfs merge=lfs -text
*.parquet filter=lfs diff=lfs merge=lfs -text
*.pb filter=lfs diff=lfs merge=lfs -text
*.pickle filter=lfs diff=lfs merge=lfs -text
*.pkl filter=lfs diff=lfs merge=lfs -text
*.pt filter=lfs diff=lfs merge=lfs -text
*.pth filter=lfs diff=lfs merge=lfs -text
*.rar filter=lfs diff=lfs merge=lfs -text
*.safetensors filter=lfs diff=lfs merge=lfs -text
saved_model/**/* filter=lfs diff=lfs merge=lfs -text
*.tar.* filter=lfs diff=lfs merge=lfs -text
*.tar filter=lfs diff=lfs merge=lfs -text
*.tflite filter=lfs diff=lfs merge=lfs -text
*.tgz filter=lfs diff=lfs merge=lfs -text
*.wasm filter=lfs diff=lfs merge=lfs -text
*.xz filter=lfs diff=lfs merge=lfs -text
*.zip filter=lfs diff=lfs merge=lfs -text
*.zst filter=lfs diff=lfs merge=lfs -text
*tfevents* filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.imatrix.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
CySent-SmolLM3-3B.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text

3
CySent-SmolLM3-3B.i1-IQ1_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:ec91940e64ebdfa5b44583aba29e9f9ef3cc7925775054f852211d5abc4b1ab5
size 832951104

3
CySent-SmolLM3-3B.i1-IQ1_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:8d55b432b6c4a5aa84c59f6be4e9fe797d5b26cb6a3e2b5dcaa78ecb8e4c1b79
size 773575488

3
CySent-SmolLM3-3B.i1-IQ2_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:53ca46e76335b0b4dde6b02fd3a9c8e8e9e2eaec6f6160cc44c99fe93da64e27
size 1125356352

3
CySent-SmolLM3-3B.i1-IQ2_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:600a879b8ac2daa6804fe4672e8a80c777a9664a696754760e4033811ca56ea0
size 1046188864

3
CySent-SmolLM3-3B.i1-IQ2_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:b5bfe89f53b3220626f87bcabbec93fccc2f1400c9415837e15d871f6f9c3f29
size 1015796544

3
CySent-SmolLM3-3B.i1-IQ2_XXS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:b53367bf2dc6baf4a61b8e3986d6e7a38c8c37107b6a58bf346c3c481d4c1317
size 931910464

3
CySent-SmolLM3-3B.i1-IQ3_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:86f4fd3c785ecd0bef5bb6a25d59d0fd9dde491eb11fe00331130670be244f9a
size 1469358912

3
CySent-SmolLM3-3B.i1-IQ3_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:9983109bdc3f38d0c295468b8938ba36810829b3ff1663875041f893fa89662e
size 1437328192

3
CySent-SmolLM3-3B.i1-IQ3_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:63a29c5eed5a41e372e118f647ae6ffb94f98196d1a8e98aea59a46c22285e36
size 1371415360

3
CySent-SmolLM3-3B.i1-IQ3_XXS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:3b2af0e31d6e54043d2a49ea365bd7c98b0ee6b5ce87727e349a38b987b0acce
size 1267667776

3
CySent-SmolLM3-3B.i1-IQ4_NL.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:6d37a3d6c1aece11af21fe35da31c1b98ae8de9d4e9d4384695e50a681a75871
size 1810539328

3
CySent-SmolLM3-3B.i1-IQ4_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:85fc79e83fc93fb5729649bdcc1b0d474de40e6a52cb5c26d7a1bd3587a5c48c
size 1723835200

3
CySent-SmolLM3-3B.i1-Q2_K.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:dfa0b193a3d694a55874928cd6cdd85f59bfa817a1326ee77978792f1647675e
size 1253303104

3
CySent-SmolLM3-3B.i1-Q2_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:2e494c52ab210fa1bb100704d4fd8dd9f285d37ff53c6c6fd830861bdc109fe5
size 1176675136

3
CySent-SmolLM3-3B.i1-Q3_K_L.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:b89b114e61718eb2490f7bb541499f1802a9a21acd6004eb02cbaf11c32912ed
size 1690215232

3
CySent-SmolLM3-3B.i1-Q3_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:02dfa93cb3f19c80683495bf1eae7ab14254df359d5ab9896ba456a847896d65
size 1571070784

3
CySent-SmolLM3-3B.i1-Q3_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:e7f09974b72e9b8bd5d3e931881a1364762edbe8224a3ad55f2d3ad47c207e70
size 1432314688

3
CySent-SmolLM3-3B.i1-Q4_0.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:04bb03d090570ddb8c40a5b091b9250ed36f9fc5c314b3a632ee05774739f080
size 1811456832

3
CySent-SmolLM3-3B.i1-Q4_1.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:8a747c264f75bf2c6d4ffec2178aba8b0da2c658a85efa75608062c239eebde6
size 1981588288

3
CySent-SmolLM3-3B.i1-Q4_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:4e6cf4460bca9f01ae5812dfb1df523f1c7d2883e5fe047726c58c371c1e6c26
size 1915306816

3
CySent-SmolLM3-3B.i1-Q4_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:db2588c40e6a42e71d96b3317328499aca249a8afa40f1496065792dccf73bd8
size 1817617216

3
CySent-SmolLM3-3B.i1-Q5_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:3e0377e0ac75ec21ad693cd97b036eb863245f34c95cc4915d8a7748393acc7e
size 2213757760

3
CySent-SmolLM3-3B.i1-Q5_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:c8193144a58a2d6b36578a71d1361fbcd4499df63d76d35612fa4acb6a793d41
size 2157355840

3
CySent-SmolLM3-3B.i1-Q6_K.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:417f414848fa51bb713e6cdd60cb920066b1a98d13ef47b591d64e505351fef8
size 2530861888

3
CySent-SmolLM3-3B.imatrix.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:740f02a14bb04cae7508f03aa28c7f25c77d11d2041babff10c69172a476af42
size 3393408

93
README.md Normal file
View File

@@ -0,0 +1,93 @@
---
base_model: RamzyBakir/CySent-SmolLM3-3B
datasets:
- Trendyol/Trendyol-Cybersecurity-Instruction-Tuning-Dataset
language:
- en
library_name: transformers
license: apache-2.0
mradermacher:
readme_rev: 1
quantized_by: mradermacher
tags:
- cybersecurity
- instruction-tuning
- security
- smolm
- lora
---
## About
<!-- ### quantize_version: 2 -->
<!-- ### output_tensor_quantised: 1 -->
<!-- ### convert_type: hf -->
<!-- ### vocab_type: -->
<!-- ### tags: nicoboss -->
<!-- ### 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 -->
<!-- ### quants_skip: -->
<!-- ### skip_mmproj: -->
weighted/imatrix quants of https://huggingface.co/RamzyBakir/CySent-SmolLM3-3B
<!-- provided-files -->
***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#CySent-SmolLM3-3B-i1-GGUF).***
static quants are available at https://huggingface.co/mradermacher/CySent-SmolLM3-3B-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/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-IQ1_S.gguf) | i1-IQ1_S | 0.9 | for the desperate |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-IQ1_M.gguf) | i1-IQ1_M | 0.9 | mostly desperate |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.0 | |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 1.1 | |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-IQ2_S.gguf) | i1-IQ2_S | 1.1 | |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-IQ2_M.gguf) | i1-IQ2_M | 1.2 | |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 1.3 | very low quality |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-Q2_K.gguf) | i1-Q2_K | 1.4 | IQ3_XXS probably better |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 1.4 | lower quality |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 1.5 | |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 1.5 | IQ3_XS probably better |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-IQ3_S.gguf) | i1-IQ3_S | 1.5 | beats Q3_K* |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-IQ3_M.gguf) | i1-IQ3_M | 1.6 | |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 1.7 | IQ3_S probably better |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 1.8 | IQ3_M probably better |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 1.8 | |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-IQ4_NL.gguf) | i1-IQ4_NL | 1.9 | prefer IQ4_XS |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-Q4_0.gguf) | i1-Q4_0 | 1.9 | fast, low quality |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 1.9 | optimal size/speed/quality |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 2.0 | fast, recommended |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-Q4_1.gguf) | i1-Q4_1 | 2.1 | |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 2.3 | |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 2.3 | |
| [GGUF](https://huggingface.co/mradermacher/CySent-SmolLM3-3B-i1-GGUF/resolve/main/CySent-SmolLM3-3B.i1-Q6_K.gguf) | i1-Q6_K | 2.6 | 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.
<!-- end -->