mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-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/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF
Source: Original Platform
This commit is contained in:
ModelHub XC
2026-06-05 22:42:26 +08:00
commit e0d2dd1cff
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
Nemo-Instruct-2407-MPOA-v2-12B.imatrix.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ1_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:283da3ba6e045f61905f135fe1df742144031b3a8898d46ac1da03c300e6c77b
size 3221628608

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ1_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:2189e43315cde290bf8da6e6214123dfcab511ec6027867fbaac2b5c0a751d06
size 2999215808

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ2_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:2589649498faa06b0ade1b526e5286d2fb80ebc5b8cf4505dc1e57af9c14bf98
size 4435027648

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ2_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:61e838952eb4e3e1731628e539d423f0d866411c640fd9a1614b4323d125fb17
size 4138477248

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ2_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:684d46c8475e4cfb087570940f32290e99875a754bab8cfda471153dcd2fe855
size 3915081408

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ2_XXS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:1c6c63e27910cb15cbd817106f6441f9858c1bbc895cee75613984bea8a481c8
size 3592316608

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ3_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:6efe68de5e2f11cb88205f6de45f1e45581a915bb2503b9332e2374fb3762a4d
size 5722236608

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ3_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:15f1ef898b6f6d3faa8a6ab41828790c1451614b15c46149e117b39aa4c79697
size 5562083008

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ3_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:7d722a3983350f9c45fca89af31073825aa9c36088b5e828e1637f116a572df9
size 5306492608

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ3_XXS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:3b5a5b38342e0e68ba15b1d4cff37657b2f77a0c6d9e7583dade1a2d97564594
size 4945389248

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ4_NL.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:fe6a887cfdf81b8a885b4462f7406c3ff92110c007f4e8d2ef3e48fc2fea5fc3
size 7097919168

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ4_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:848658d9b803a62c1f6aa34a4e6ea33367b2d0f5a0b09ebed2cc71b29ed41da7
size 6742714048

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q2_K.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:1cb7eb409201a9119a69f2da36c462c439ccd64ef5bb4bd08d68aea7618c8dbe
size 4791051968

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q2_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:15117805bc4cfea0875a4876e9a4909c4335270c8af6ca0326c02bba6ad083b4
size 4493682368

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q3_K_L.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:019d75d969437ec1a59cc70b1aae9ea2a88706ee37252615503e4e4d79992871
size 6561507008

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q3_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:00a327a8ec4e8ad8d61352c17fa3c23ede2b08911078cb8f52a0468cbf913a39
size 6083094208

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q3_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:dd46c23e48f9d7a51fe1b1b3ebb9588476670ff77df8d8fce6ad533e69a75fc8
size 5534230208

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q4_0.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:eb3c6acce3464bfa7b99812131e9d9f4934becd89e17e83a65bd875f1256f8fc
size 7094642368

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q4_1.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:e06947ebe0186bd245b8be48560696061f5c5f4dc8d9afc6f63db77bade37d74
size 7795222208

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q4_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:cc2497e6db554556c407b6fb1e11485c1a359949dfab43cafbed8ce3208a32b7
size 7477208768

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q4_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:e9b1b79bb20f078ff746e3800997188fbee7f179e9464b7643d889a21b76b8a4
size 7120201408

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q5_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:4dbff4127c55932ae02d43cb52e3f8733e86200814f1988722ce3d21d53efabf
size 8727635648

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q5_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:c37735ee0b081ca78ca269d001b8c7e5875bf06faf6830e95ca591a719cc62e8
size 8518739648

3
Nemo-Instruct-2407-MPOA-v2-12B.i1-Q6_K.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:53e8f202f49459051270dd1741e53f39eb96426e5f9ec213f1beeea91fa19126
size 10056214208

3
Nemo-Instruct-2407-MPOA-v2-12B.imatrix.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:16369d9b86c02687a999b771c074dab77e242f98a2dad34e306b095fc210b531
size 7088192

93
README.md Normal file
View File

@@ -0,0 +1,93 @@
---
base_model: grimjim/Nemo-Instruct-2407-MPOA-v2-12B
language:
- en
- fr
- de
- es
- it
- pt
- ru
- zh
- ja
library_name: transformers
license: apache-2.0
mradermacher:
readme_rev: 1
quantized_by: mradermacher
---
## 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/grimjim/Nemo-Instruct-2407-MPOA-v2-12B
<!-- provided-files -->
***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF).***
static quants are available at https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-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/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ1_S.gguf) | i1-IQ1_S | 3.1 | for the desperate |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ1_M.gguf) | i1-IQ1_M | 3.3 | mostly desperate |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 3.7 | |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 4.0 | |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ2_S.gguf) | i1-IQ2_S | 4.2 | |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ2_M.gguf) | i1-IQ2_M | 4.5 | |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 4.6 | very low quality |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-Q2_K.gguf) | i1-Q2_K | 4.9 | IQ3_XXS probably better |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 5.0 | lower quality |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 5.4 | |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 5.6 | IQ3_XS probably better |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ3_S.gguf) | i1-IQ3_S | 5.7 | beats Q3_K* |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ3_M.gguf) | i1-IQ3_M | 5.8 | |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 6.2 | IQ3_S probably better |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 6.7 | IQ3_M probably better |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 6.8 | |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-Q4_0.gguf) | i1-Q4_0 | 7.2 | fast, low quality |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-IQ4_NL.gguf) | i1-IQ4_NL | 7.2 | prefer IQ4_XS |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 7.2 | optimal size/speed/quality |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 7.6 | fast, recommended |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-Q4_1.gguf) | i1-Q4_1 | 7.9 | |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 8.6 | |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 8.8 | |
| [GGUF](https://huggingface.co/mradermacher/Nemo-Instruct-2407-MPOA-v2-12B-i1-GGUF/resolve/main/Nemo-Instruct-2407-MPOA-v2-12B.i1-Q6_K.gguf) | i1-Q6_K | 10.2 | 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 -->