mradermacher/Astral-0.6B-Coder-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/Astral-0.6B-Coder-i1-GGUF
Source: Original Platform
This commit is contained in:
ModelHub XC
2026-04-22 09:10:43 +08:00
commit 4d11b7c532
27 changed files with 226 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
Astral-0.6B-Coder.imatrix.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
Astral-0.6B-Coder.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text

3
Astral-0.6B-Coder.i1-IQ1_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:d4408f9da058a50867d343c2427a74032cbc735bc9bfbf48198700e58d8a67ac
size 216053472

3
Astral-0.6B-Coder.i1-IQ1_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:b512b64ea607befe2fb6b33a72c3d4e5f90dd460ae35e7df52c2ae0cb0e93aa4
size 208017120

3
Astral-0.6B-Coder.i1-IQ2_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:9d4249f774b205dcb254ca50fa278f1a8e73b7828ab45d3495756292e29a0cbd
size 264910560

3
Astral-0.6B-Coder.i1-IQ2_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:819fd23cd7bc220724c0cb8073d52f5acb143476d8689cb2eafb2265744cd24f
size 254195424

3
Astral-0.6B-Coder.i1-IQ2_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:6e67dbce481499a36e7f312aa84481a752d8790fbebba939038b605be7bc2eb4
size 241997536

3
Astral-0.6B-Coder.i1-IQ2_XXS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:ba337e1cc6915536b846184093b1bdd7e4ca775ce27df3d28f5a03a014b1279e
size 229447392

3
Astral-0.6B-Coder.i1-IQ3_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:0ab7b10e3bc836d9472a1bb3dfa5a13ac37a4ceddb934f96f2283ed31f39cc41
size 336028384

3
Astral-0.6B-Coder.i1-IQ3_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:01255480015ee863d235e134052bb120e85bdedadd353a88c7703966cf43c5c8
size 323076832

3
Astral-0.6B-Coder.i1-IQ3_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:549c089484a4889a06775cd697f567118791d749daa9b624cbd1b0f079c5923a
size 312754912

3
Astral-0.6B-Coder.i1-IQ3_XXS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:1bb5a1c840e1282261ad24e05248cc8bad73728deb25a63b283d5bd821c11395
size 279017184

3
Astral-0.6B-Coder.i1-IQ4_NL.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:ddedf96b149a2f3faa7afe77911e7ae721566c338fb4f9b203eb25868dcbaa3a
size 381567712

3
Astral-0.6B-Coder.i1-IQ4_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:5d544a181f356a5acabbbefb7954c9804d3d2b45f0e9f842bb82163963f80095
size 367805152

3
Astral-0.6B-Coder.i1-Q2_K.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:c8232a64b9bed6f6d714fe517a7a94c8294e2c52972cca98391c4f083470304e
size 296239840

3
Astral-0.6B-Coder.i1-Q2_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:080ad1f5f905f5895c5c5940c60bc96d7e2a96ecf40f439e083d4e338b6f4d60
size 280560352

3
Astral-0.6B-Coder.i1-Q3_K_L.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:f0f86bee196026444d2d1ef576d7d286802756b22686405c6886e53119f38879
size 368493280

3
Astral-0.6B-Coder.i1-Q3_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:34734122f0663f9e9800877438e0fe619fa1d924fbfe6d0e350326f569404246
size 347128544

3
Astral-0.6B-Coder.i1-Q3_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:10cbe3eddec25d5778bf13bd7480d7ab50208bc73753e7d76b193c54f1e3e5ca
size 323076832

3
Astral-0.6B-Coder.i1-Q4_0.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:281932804a89c2f3b08d557e10dd5fe7188ade6ea75478be39ebdf6d7d1d8583
size 382157536

3
Astral-0.6B-Coder.i1-Q4_1.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:b2942054a2cf78b87d0f7a3f4400ea348b8f4a8e92c73985123991b80f781a47
size 409092832

3
Astral-0.6B-Coder.i1-Q4_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:8df7dd8210e57c16cb62ceaf02111561aa875621ed82bc2593eafc3d05080a4f
size 396706528

3
Astral-0.6B-Coder.i1-Q4_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:f6868b5ae2411cc0087dfffa44acc900944fe9bd9bd8c5922afb46198fba7478
size 383271648

3
Astral-0.6B-Coder.i1-Q5_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:083e2cfe641ec60248dc13ffca828691eb751c9e7e75a36aa6b2452ac01e2f57
size 444416736

3
Astral-0.6B-Coder.i1-Q5_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:4e7edd1f78fac527216529d1253ef8d4eb4fcc1856b09ecd95d588a907cc5887
size 436617952

3
Astral-0.6B-Coder.i1-Q6_K.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:b623404dc4468e9073a33e511f1071f66d055981c7d0dd595b2dfc6e5ed2d4ca
size 495108832

3
Astral-0.6B-Coder.imatrix.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:6fc9c2047babcaeddd735ca541900d26ce8b6aa7a0d886c1890243bfad799810
size 1177056

91
README.md Normal file
View File

@@ -0,0 +1,91 @@
---
base_model: LucidityAI/Astral-0.6B-Flash-Coder
datasets:
- LucidityAI/Astral-Post-Training-Dataset
language:
- en
library_name: transformers
mradermacher:
readme_rev: 1
quantized_by: mradermacher
tags:
- code
- chemistry
- finance
- biology
---
## 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/LucidityAI/Astral-0.6B-Flash-Coder
<!-- provided-files -->
***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Astral-0.6B-Coder-i1-GGUF).***
static quants are available at https://huggingface.co/mradermacher/Astral-0.6B-Coder-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/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-IQ1_S.gguf) | i1-IQ1_S | 0.3 | for the desperate |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-IQ1_M.gguf) | i1-IQ1_M | 0.3 | mostly desperate |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 0.3 | |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-IQ2_XS.gguf) | i1-IQ2_XS | 0.3 | |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-IQ2_S.gguf) | i1-IQ2_S | 0.4 | |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-IQ2_M.gguf) | i1-IQ2_M | 0.4 | |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 0.4 | lower quality |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-Q2_K_S.gguf) | i1-Q2_K_S | 0.4 | very low quality |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-Q2_K.gguf) | i1-Q2_K | 0.4 | IQ3_XXS probably better |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-IQ3_XS.gguf) | i1-IQ3_XS | 0.4 | |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-IQ3_S.gguf) | i1-IQ3_S | 0.4 | beats Q3_K* |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-Q3_K_S.gguf) | i1-Q3_K_S | 0.4 | IQ3_XS probably better |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-IQ3_M.gguf) | i1-IQ3_M | 0.4 | |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-Q3_K_M.gguf) | i1-Q3_K_M | 0.4 | IQ3_S probably better |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-IQ4_XS.gguf) | i1-IQ4_XS | 0.5 | |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-Q3_K_L.gguf) | i1-Q3_K_L | 0.5 | IQ3_M probably better |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-IQ4_NL.gguf) | i1-IQ4_NL | 0.5 | prefer IQ4_XS |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-Q4_0.gguf) | i1-Q4_0 | 0.5 | fast, low quality |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-Q4_K_S.gguf) | i1-Q4_K_S | 0.5 | optimal size/speed/quality |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-Q4_K_M.gguf) | i1-Q4_K_M | 0.5 | fast, recommended |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-Q4_1.gguf) | i1-Q4_1 | 0.5 | |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-Q5_K_S.gguf) | i1-Q5_K_S | 0.5 | |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-Q5_K_M.gguf) | i1-Q5_K_M | 0.5 | |
| [GGUF](https://huggingface.co/mradermacher/Astral-0.6B-Coder-i1-GGUF/resolve/main/Astral-0.6B-Coder.i1-Q6_K.gguf) | i1-Q6_K | 0.6 | 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 -->