mradermacher/limo_pro-4b-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/limo_pro-4b-i1-GGUF
Source: Original Platform
This commit is contained in:
ModelHub XC
2026-06-18 01:16:17 +08:00
commit 91e0c62f1f
27 changed files with 224 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
limo_pro-4b.imatrix.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
limo_pro-4b.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text

89
README.md Normal file
View File

@@ -0,0 +1,89 @@
---
base_model: mingiJ/limo_pro-4b
language:
- en
library_name: transformers
license: other
mradermacher:
readme_rev: 1
quantized_by: mradermacher
tags:
- llama-factory
- full
- generated_from_trainer
---
## 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/mingiJ/limo_pro-4b
<!-- provided-files -->
***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#limo_pro-4b-i1-GGUF).***
static quants are available at https://huggingface.co/mradermacher/limo_pro-4b-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/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ1_S.gguf) | i1-IQ1_S | 1.2 | for the desperate |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ1_M.gguf) | i1-IQ1_M | 1.2 | mostly desperate |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.3 | |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ2_XS.gguf) | i1-IQ2_XS | 1.5 | |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ2_S.gguf) | i1-IQ2_S | 1.5 | |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ2_M.gguf) | i1-IQ2_M | 1.6 | |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q2_K_S.gguf) | i1-Q2_K_S | 1.7 | very low quality |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q2_K.gguf) | i1-Q2_K | 1.8 | IQ3_XXS probably better |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 1.8 | lower quality |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ3_XS.gguf) | i1-IQ3_XS | 1.9 | |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q3_K_S.gguf) | i1-Q3_K_S | 2.0 | IQ3_XS probably better |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ3_S.gguf) | i1-IQ3_S | 2.0 | beats Q3_K* |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ3_M.gguf) | i1-IQ3_M | 2.1 | |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q3_K_M.gguf) | i1-Q3_K_M | 2.2 | IQ3_S probably better |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q3_K_L.gguf) | i1-Q3_K_L | 2.3 | IQ3_M probably better |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ4_XS.gguf) | i1-IQ4_XS | 2.4 | |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q4_0.gguf) | i1-Q4_0 | 2.5 | fast, low quality |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-IQ4_NL.gguf) | i1-IQ4_NL | 2.5 | prefer IQ4_XS |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q4_K_S.gguf) | i1-Q4_K_S | 2.5 | optimal size/speed/quality |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q4_K_M.gguf) | i1-Q4_K_M | 2.6 | fast, recommended |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q4_1.gguf) | i1-Q4_1 | 2.7 | |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q5_K_S.gguf) | i1-Q5_K_S | 2.9 | |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.i1-Q5_K_M.gguf) | i1-Q5_K_M | 3.0 | |
| [GGUF](https://huggingface.co/mradermacher/limo_pro-4b-i1-GGUF/resolve/main/limo_pro-4b.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.
<!-- end -->

3
limo_pro-4b.i1-IQ1_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:b78a1a7f18ebf8ddddd3942d29691efd8b3e22ee613bb5f21dc373711ce94f41
size 1127018400

3
limo_pro-4b.i1-IQ1_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:8772425b9b0a06b1d239b10bf05802101dc0fb3b1b11fc8305d6edc341179d0e
size 1055256480

3
limo_pro-4b.i1-IQ2_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:31628ef990997e0bd4aae663b5470f2098abe627e827107d31b824ed6bc90b6f
size 1512984480

3
limo_pro-4b.i1-IQ2_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:667dda144f0aaa42e50f6b1cbee9376dfcf1f08f184270ab38ddabb75b8bb4f9
size 1417301920

3
limo_pro-4b.i1-IQ2_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:2f1edeb056bcf6975634cb186d5679ac3657b0d196aebd679744161eed18d3cf
size 1354100640

3
limo_pro-4b.i1-IQ2_XXS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:ac3ef8e383761492f29ef695a08460c2eb5f0c84523ed4db90b40e7d69575315
size 1246621600

3
limo_pro-4b.i1-IQ3_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:69b02af34fb8cdd0b0fabe96848fc02693a72451d00dad442a5cd633f9fc337f
size 1962896800

3
limo_pro-4b.i1-IQ3_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:b66eaaabca7eeed0029e547ef44b604b10b6b9cb6f0800b862ef490ab99fb7f1
size 1899531680

3
limo_pro-4b.i1-IQ3_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:bc43dd31e397d57e2cec4f7beb340d9cde940d4acb7cb64128acb90c737d2e1d
size 1814375840

3
limo_pro-4b.i1-IQ3_XXS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:2741f539aaa52ceff70cde7004c88dd98e6bc8d42c8d65102c42c2452f86a059
size 1670188960

3
limo_pro-4b.i1-IQ4_NL.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:a1bb7a1c6081fb4351889479fabad4cc352a4301fe6df7591faf03c244fc6fe3
size 2381344160

3
limo_pro-4b.i1-IQ4_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:fa65da208adb68dade6fb68fda35aa1698547f7c9dca4e5760ebf7affc0cb252
size 2270752160

3
limo_pro-4b.i1-Q2_K.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:323852fe9d8e7536e4e3716a41031760ba938358cfe918332fecf7f64903922e
size 1669500320

3
limo_pro-4b.i1-Q2_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:e4ba924c67902df2fe6eebdc6ff78b7c9d365599b87f6d14847029ee8f2b43c0
size 1563454880

3
limo_pro-4b.i1-Q3_K_L.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:a24a33d3e4fb46d923fd40593338edf21c2d88fc783e06704a5e56dee4366a0c
size 2239786400

3
limo_pro-4b.i1-Q3_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:05407557060b3d6b70f30bc80e3752a15a4fb5ce41588d9a7cae8cef09147b8b
size 2075618720

3
limo_pro-4b.i1-Q3_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:c34fe7ac2555f4523026010b8623545fecb28d3be49cdbee6d54460814f768f0
size 1886997920

3
limo_pro-4b.i1-Q4_0.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:f7304597a07bf6c23117bdacca28a7753065985dda3f9741a68bbd12d9a80b43
size 2375773600

3
limo_pro-4b.i1-Q4_1.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:25b3d209732469358dd9d318b6eed2969c74f3802f91c315e8aa4fedfa310f54
size 2596629920

3
limo_pro-4b.i1-Q4_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:1ad1cf43c14af04ca8fdbad6e2ff3791a6fb990ca7f38799e1d3e17c232ab0b8
size 2497281440

3
limo_pro-4b.i1-Q4_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:af9aa0f69915111f3331bee948861bd714b0d79fc363a01759d078dd0e46efbf
size 2383310240

3
limo_pro-4b.i1-Q5_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:39e4e1a5401a7ff41812c4ebe1e83ff90f2151213bc2290951a233a79b42ed90
size 2889514400

3
limo_pro-4b.i1-Q5_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:9acd76399513bb999bf7ff54fab437c176212cc207efc9c30a1ffca964308279
size 2823712160

3
limo_pro-4b.i1-Q6_K.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:e304a30649790d9834d125e5a9bae581d3e380b42e32e5a529a10b4dbd975721
size 3306261920

3
limo_pro-4b.imatrix.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:27e07438a11fb564ed0584f0e86c82f3136554cfdca33eded27194314299ba0d
size 3872640