mradermacher/next2-fast-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/next2-fast-i1-GGUF
Source: Original Platform
This commit is contained in:
ModelHub XC
2026-06-19 04:16:17 +08:00
commit b36ae8ae18
27 changed files with 266 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
next2-fast.imatrix.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
next2-fast.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text

131
README.md Normal file
View File

@@ -0,0 +1,131 @@
---
base_model: thelamapi/next2-fast
datasets:
- mlabonne/FineTome-100k
- ITCL/FineTomeOs
- Gryphe/ChatGPT-4o-Writing-Prompts
- dongguanting/ARPO-SFT-54K
- OpenSPG/KAG-Thinker-training-dataset
- uclanlp/Brief-Pro
- CognitiveKernel/CognitiveKernel-Pro-SFT
- QuixiAI/dolphin-r1
language:
- en
- tr
- de
- fr
- es
- it
- pt
- ru
- zh
- ja
- ko
- hi
- ar
- nl
- pl
- uk
- vi
- th
- id
- cs
library_name: transformers
license: mit
mradermacher:
readme_rev: 1
quantized_by: mradermacher
tags:
- global-ai
- multilingual
- vision-language-model
- multimodal
- lamapi
- next-2-fast
- next-series
- 4b
- efficient
- gemma-3
- transformer
- text-generation
- reasoning
- artificial-intelligence
- nlp
---
## 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/thelamapi/next2-fast
<!-- provided-files -->
***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#next2-fast-i1-GGUF).***
static quants are available at https://huggingface.co/mradermacher/next2-fast-GGUF
**This is a vision model - mmproj files (if any) will be in the [static repository](https://huggingface.co/mradermacher/next2-fast-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/next2-fast-i1-GGUF/resolve/main/next2-fast.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ1_S.gguf) | i1-IQ1_S | 1.2 | for the desperate |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ1_M.gguf) | i1-IQ1_M | 1.3 | mostly desperate |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 1.4 | |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ2_XS.gguf) | i1-IQ2_XS | 1.5 | |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ2_S.gguf) | i1-IQ2_S | 1.5 | |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ2_M.gguf) | i1-IQ2_M | 1.6 | |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q2_K_S.gguf) | i1-Q2_K_S | 1.7 | very low quality |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 1.8 | lower quality |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q2_K.gguf) | i1-Q2_K | 1.8 | IQ3_XXS probably better |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ3_XS.gguf) | i1-IQ3_XS | 2.0 | |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ3_S.gguf) | i1-IQ3_S | 2.0 | beats Q3_K* |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q3_K_S.gguf) | i1-Q3_K_S | 2.0 | IQ3_XS probably better |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ3_M.gguf) | i1-IQ3_M | 2.1 | |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q3_K_M.gguf) | i1-Q3_K_M | 2.2 | IQ3_S probably better |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q3_K_L.gguf) | i1-Q3_K_L | 2.3 | IQ3_M probably better |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ4_XS.gguf) | i1-IQ4_XS | 2.4 | |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-IQ4_NL.gguf) | i1-IQ4_NL | 2.5 | prefer IQ4_XS |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q4_0.gguf) | i1-Q4_0 | 2.5 | fast, low quality |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q4_K_S.gguf) | i1-Q4_K_S | 2.5 | optimal size/speed/quality |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q4_K_M.gguf) | i1-Q4_K_M | 2.6 | fast, recommended |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q4_1.gguf) | i1-Q4_1 | 2.7 | |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q5_K_S.gguf) | i1-Q5_K_S | 2.9 | |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q5_K_M.gguf) | i1-Q5_K_M | 2.9 | |
| [GGUF](https://huggingface.co/mradermacher/next2-fast-i1-GGUF/resolve/main/next2-fast.i1-Q6_K.gguf) | i1-Q6_K | 3.3 | 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
next2-fast.i1-IQ1_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:733fac2ff56bb1585c2403fb80fecf8ae09de7dc838bfe62d1f5176608b32f1e
size 1199573536

3
next2-fast.i1-IQ1_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:abced941878753d626d9cdd462985974a864cd5535faa1417a58b02517028c0a
size 1133095456

3
next2-fast.i1-IQ2_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:8a1a7a81c463f1cfb8a84b0a0f01650fb4681cce48fb7ab5114f1101a4ab4983
size 1537985056

3
next2-fast.i1-IQ2_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:de07f54e438800b0d02dd547b18221ebe8cf07924e7601bb7d7a450a8eb81b35
size 1449347616

3
next2-fast.i1-IQ2_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:15ef3efd667c1a4b0aa7ef05243adf61c7643935e359102e762c7573096838d6
size 1404578336

3
next2-fast.i1-IQ2_XXS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:5558106ada0fa64ad233cd2cea742540a89acfd24394adcf5169e7d13f770a1f
size 1310370336

3
next2-fast.i1-IQ3_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:31f9a5d325de8274d79a7a869d1029e43dfa2d6d377d00ec8e6d0b72652a5783
size 1986805536

3
next2-fast.i1-IQ3_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:abc6c9135cff1228c4711d6aa80b3e8d3f8d06c964ebe8936050cb8127543474
size 1937366816

3
next2-fast.i1-IQ3_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:a566dc63e839b923d8898de5e5e8326fd42c6451023711aa4e48845ddb578858
size 1863393056

3
next2-fast.i1-IQ3_XXS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:c46851b7363be1ec1320eb3dae81b696732c47c272608d4b0c5dec44cdb549f2
size 1689455136

3
next2-fast.i1-IQ4_NL.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:91917aed6f624b4ebf375826eafb9c45f956f020f3a57f3b53d151b71171ef62
size 2363514656

3
next2-fast.i1-IQ4_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:f028a97cafeca7e9ccb8776dac16c5bfbb27e31e184639489e29238e013cc39d
size 2263244576

3
next2-fast.i1-Q2_K.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:613994949b4cf6334adde04eb9970f104212eb1add04d84b706a6a32eb991c4b
size 1729167136

3
next2-fast.i1-Q2_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:fd0f2b29851406a0c8f4c8dc74e7f4bdc04b68af44adb7cddcfac2f28903364c
size 1636065056

3
next2-fast.i1-Q3_K_L.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:43a26bf7ebe4e9a5bc1c5e147ac07a24972f3d3c1e144a3dc68ba34a65325c22
size 2236088096

3
next2-fast.i1-Q3_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:42fbc61ef80f52e55b117eef33b9aba0ab0af86d94368b2fef1c0465b58c8e21
size 2098462496

3
next2-fast.i1-Q3_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:6e1da9f78f9f23c37077b50d7f676faf31a3802861d6bb13fcd6b0c0c13fc729
size 1937366816

3
next2-fast.i1-Q4_0.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:de221c3aba0e7638fe65170bce059715617c4c366933cc279c6f8bb920f21cef
size 2370068256

3
next2-fast.i1-Q4_1.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:82f769433edc8f9aebde43e8c1edf196eda9544470f1967a641c9be2cb4778dc
size 2564054816

3
next2-fast.i1-Q4_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:cad30f0d3c37ecc0989f347a73c1c9dda1d343046bb02c48fc08bfb894967acf
size 2489896736

3
next2-fast.i1-Q4_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:63cde125cc218be0ffa7eb18ad94ccec8229c7e759ec81c9c4b10302aa05120a
size 2377932576

3
next2-fast.i1-Q5_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:8c22091974de657d4cbf0f38026a1a3e06756b669d7acd90d076008b2d24cc89
size 2829700896

3
next2-fast.i1-Q5_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:84412365dafc6f3bbd7b569cdc35bd3c15b92ccfaf9601e7e28011b99db3692f
size 2764594976

3
next2-fast.i1-Q6_K.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:6fe924308121716940463bfcb9e69a7c82123f872fc377ff09ac16b993ed4520
size 3190742816

3
next2-fast.imatrix.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:ba4b7905badb2c1e99775924531aec20148139f8a0d7ed9b6e6c1ceed2cc2c46
size 3448608