mradermacher/gemma-3-27b-it-FT-reasoning-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/gemma-3-27b-it-FT-reasoning-i1-GGUF
Source: Original Platform
This commit is contained in:
ModelHub XC
2026-06-15 00:58:19 +08:00
commit b32fb62932
26 changed files with 229 additions and 0 deletions
Download Patch File Download Diff File Expand all files Collapse all files

59
.gitattributes vendored Normal file
View File

@@ -0,0 +1,59 @@
*.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
gemma-3-27b-it-FT-reasoning.imatrix.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text
gemma-3-27b-it-FT-reasoning.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text

98
README.md Normal file
View File

@@ -0,0 +1,98 @@
---
base_model: aifeifei798/gemma-3-27b-it-FT-reasoning
datasets:
- TeichAI/gemini-3-pro-preview-high-reasoning-250x
language:
- en
- zh
library_name: transformers
license: gemma
mradermacher:
readme_rev: 1
quantized_by: mradermacher
tags:
- fragmented-training
- chain-of-thought
- reasoning
- gemma
- cot
- dynamic-inference
- experimental
- sft
---
## 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/aifeifei798/gemma-3-27b-it-FT-reasoning
<!-- provided-files -->
***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#gemma-3-27b-it-FT-reasoning-i1-GGUF).***
static quants are available at https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-GGUF
**This is a vision model - mmproj files (if any) will be in the [static repository](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-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/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-IQ1_S.gguf) | i1-IQ1_S | 6.4 | for the desperate |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-IQ1_M.gguf) | i1-IQ1_M | 6.9 | mostly desperate |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 7.8 | |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-IQ2_XS.gguf) | i1-IQ2_XS | 8.5 | |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-IQ2_S.gguf) | i1-IQ2_S | 8.9 | |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-IQ2_M.gguf) | i1-IQ2_M | 9.6 | |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-Q2_K_S.gguf) | i1-Q2_K_S | 9.9 | very low quality |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-Q2_K.gguf) | i1-Q2_K | 10.6 | IQ3_XXS probably better |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 10.8 | lower quality |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-IQ3_XS.gguf) | i1-IQ3_XS | 11.7 | |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-IQ3_S.gguf) | i1-IQ3_S | 12.3 | beats Q3_K* |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-Q3_K_S.gguf) | i1-Q3_K_S | 12.3 | IQ3_XS probably better |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-IQ3_M.gguf) | i1-IQ3_M | 12.6 | |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-Q3_K_M.gguf) | i1-Q3_K_M | 13.5 | IQ3_S probably better |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-Q3_K_L.gguf) | i1-Q3_K_L | 14.6 | IQ3_M probably better |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-IQ4_XS.gguf) | i1-IQ4_XS | 14.9 | |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-Q4_0.gguf) | i1-Q4_0 | 15.7 | fast, low quality |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-Q4_K_S.gguf) | i1-Q4_K_S | 15.8 | optimal size/speed/quality |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-Q4_K_M.gguf) | i1-Q4_K_M | 16.6 | fast, recommended |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-Q4_1.gguf) | i1-Q4_1 | 17.3 | |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-Q5_K_S.gguf) | i1-Q5_K_S | 18.9 | |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-Q5_K_M.gguf) | i1-Q5_K_M | 19.4 | |
| [GGUF](https://huggingface.co/mradermacher/gemma-3-27b-it-FT-reasoning-i1-GGUF/resolve/main/gemma-3-27b-it-FT-reasoning.i1-Q6_K.gguf) | i1-Q6_K | 22.3 | 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
gemma-3-27b-it-FT-reasoning.i1-IQ1_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:e62d161d19c4653b48facfb042005e1ee854ee88c3728ff2874baf7a91dd4d4b
size 6797246912

3
gemma-3-27b-it-FT-reasoning.i1-IQ1_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:588d8237e58ee9db21aa5ee0e999b5bdf9a6fb9295f50c8716861f4997e88534
size 6264248768

3
gemma-3-27b-it-FT-reasoning.i1-IQ2_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:39c15ce23749b3bceb86798768e411d114b2bdf735a4554605a73454ab057567
size 9493074368

3
gemma-3-27b-it-FT-reasoning.i1-IQ2_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:6fb8a957357ed935570c2a4400416937d483aedc7cff75a92396eb7792a9130e
size 8782410176

3
gemma-3-27b-it-FT-reasoning.i1-IQ2_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:47962eb221d67711329b31dc86282802d840ccfdbe8b20a8a0a8ab1c38c9d8d9
size 8438905280

3
gemma-3-27b-it-FT-reasoning.i1-IQ2_XXS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:4334be5d844a763d5bc296bc471f3ea52948941ced6c849f5a3e29fe2075a005
size 7685577152

3
gemma-3-27b-it-FT-reasoning.i1-IQ3_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:f3fbf0708deeb36b16e46e3c87d44ff419d61d06eac834f1d3bc4422073098e6
size 12547075136

3
gemma-3-27b-it-FT-reasoning.i1-IQ3_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:d36e30f4c939a3b1487f45b2d0ff773ded67887708cad69893f180f309bbff6e
size 12167615552

3
gemma-3-27b-it-FT-reasoning.i1-IQ3_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:88723f78c0322cfc68031301be807c01860b5055480909f300249b492b0426e0
size 11562234944

3
gemma-3-27b-it-FT-reasoning.i1-IQ3_XXS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:c657e3c9a77832f0a70eba571604a2a52d2e565ec534375a5988d60e1a9ee1e2
size 10716479936

3
gemma-3-27b-it-FT-reasoning.i1-IQ4_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:caa80db9ac1fbf379385b5c3075ff69ba3e631f28b5a2931db93fcbb1b3b7c0d
size 14767449152

3
gemma-3-27b-it-FT-reasoning.i1-Q2_K.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:5a93a0529cc6d6cd95bdac2b47ffcc39b81cc1418ee2b9bb4142ac75de4f8768
size 10503722048

3
gemma-3-27b-it-FT-reasoning.i1-Q2_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:92eba1e6ddfd70e1254595c91157850b54573284fe87ab8edac71659675b0e9f
size 9757447232

3
gemma-3-27b-it-FT-reasoning.i1-Q3_K_L.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:f7a41f2ad2a6d66830992aa7e9fe74f24dfca91d83a2f2811bf1528fc2835310
size 14543463488

3
gemma-3-27b-it-FT-reasoning.i1-Q3_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:e289afb848c4bd7c78da482b84693af1463e5e3675c5a7a0d95ca626df84f5b1
size 13437641792

3
gemma-3-27b-it-FT-reasoning.i1-Q3_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:779f244cf825cb95704a8a87c7dc154aeb9bdc1c928621378fd3c836247e3b78
size 12167615552

3
gemma-3-27b-it-FT-reasoning.i1-Q4_0.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:95d129f04a6b1fe80d1ea69825794828495340441e664c97d76d1788158381f0
size 15617975360

3
gemma-3-27b-it-FT-reasoning.i1-Q4_1.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:432c4dd00c3a28be3989c3ad9ffde477c039072f827ed8e4dada3ae1479b1450
size 17167295552

3
gemma-3-27b-it-FT-reasoning.i1-Q4_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:d9a3329f67dfb849a65759ddc6eb9394ea4859ef0dae10515441db49aace2703
size 16546690112

3
gemma-3-27b-it-FT-reasoning.i1-Q4_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:2c046af187558b2a3fce09ff6f761070b93c9efa346918a48a63b8cbf208b8fa
size 15674057792

3
gemma-3-27b-it-FT-reasoning.i1-Q5_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:b5c33d89914f6bbceaa8586a7da89f540e56771d857ce0b9dbc6b9066438f42a
size 19271676992

3
gemma-3-27b-it-FT-reasoning.i1-Q5_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:5933b00ee9cddbef409e0a01688a3a495399c3cec2d0f83f5d7cc7adf83d3dbc
size 18767193152

3
gemma-3-27b-it-FT-reasoning.i1-Q6_K.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:95d64b8643aa3347171ee0f410bcf4bc2fb2a32ede5a79552543c30ce60c2ec8
size 22166975552

3
gemma-3-27b-it-FT-reasoning.imatrix.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:2343106f42661e72d6a4cef7699084c823a3ef5bb778ae78dc97ba10e90fd3dc
size 13081760