Total runs:
153
Run Growth:
44
Growth Rate:
28.76%
Sponsored by
Skywork
polymathic-ai / aion-base
Model's Last Updated: April 08 2026
any-to-any
Introduction of aion-base
Model Details of aion-base
AION-1: Astronomical Omnimodal Network
AION-base is a 300M parameter large omnimodal model specifically designed for astronomical surveys. It integrates 39 distinct astronomical data types and enables adaptation to a wide range of astronomical tasks through multimodal masked modeling.
Model Details
- Architecture : Encoder-Decoder Transformer (12 blocks each, 768 dim, 12 heads)
- Parameters : 300M
- Training : Multimodal Masked Modeling (4M) on astronomical survey data
- Modalities : 39 data types including imaging, spectra, catalogs, and photometry
Quick Start
from aion import AION
# Load the pretrained model
model = AION.from_pretrained('polymathic-ai/aion-base')
# Your astronomical analysis begins here!
Supported Data Types
AION-Base processes data from major astronomical surveys:
- Imaging: Legacy Survey, HSC Wide
- Spectra: SDSS, DESI
- Catalog: Legacy Survey entries
- Gaia: BP/RP spectra, parallax, coordinates, photometry
- Photometry: Legacy Survey (g,r,i,z + WISE), HSC (g,r,i,z,y)
- Shape: Ellipticity and morphological parameters
Installation
pip install aion
For development:
pip install aion[torch,dev]
Resources
- GitHub: https://github.com/PolymathicAI/AION
- Documentation: https://polymathic-ai.github.io/AION/
- Tutorial: https://colab.research.google.com/github/PolymathicAI/AION/blob/main/notebooks/Tutorial.ipynb
Model Variants
| Variant | Parameters | Encoder/Decoder | Model Dim |
|---|---|---|---|
| Base | 300M | 12/12 blocks | 768 |
| Large | 800M | 24/24 blocks | 1024 |
| XLarge | 3B | 24/24 blocks | 2048 |
License
MIT License - see https://github.com/PolymathicAI/AION/blob/main/LICENSE for details.
Citation
@article{aion2025, title={AION: Astronomical Omnimodal Network}, author={...}, journal={arXiv preprint arXiv:XXXX.XXXXX}, year={2025} }
Built with ❤ for the astronomical community by https://polymathic-ai.org/
Runs of polymathic-ai aion-base on huggingface.co
7.0K
Total runs
-1.1K
24-hour runs
-2.2K
3-day runs
-2.1K
7-day runs
-2.7K
30-day runs
More Information About aion-base huggingface.co Model
Url of aion-base
aion-base huggingface.co Url
Provider of aion-base huggingface.co
Other API from polymathic-ai
Updated:March 28 2025
Total runs:
129
Run Growth:
87
Growth Rate:
67.44%
Total runs:
123
Run Growth:
119
Growth Rate:
100.00%
Total runs:
93
Run Growth:
3
Growth Rate:
3.23%
Total runs:
77
Run Growth:
34
Growth Rate:
44.16%
Total runs:
73
Run Growth:
-209
Growth Rate:
-286.30%
Total runs:
45
Run Growth:
-24
Growth Rate:
-53.33%
Total runs:
41
Run Growth:
31
Growth Rate:
75.61%
Total runs:
34
Run Growth:
23
Growth Rate:
67.65%
Total runs:
32
Run Growth:
24
Growth Rate:
75.00%
Total runs:
28
Run Growth:
4
Growth Rate:
14.29%
Total runs:
23
Run Growth:
17
Growth Rate:
73.91%
Total runs:
19
Run Growth:
-5
Growth Rate:
-26.32%
Total runs:
12
Run Growth:
0
Growth Rate:
0.00%
Total runs:
12
Run Growth:
-6
Growth Rate:
-50.00%
Total runs:
11
Run Growth:
4
Growth Rate:
36.36%
Total runs:
9
Run Growth:
5
Growth Rate:
55.56%
Total runs:
6
Run Growth:
6
Growth Rate:
100.00%
Total runs:
5
Run Growth:
3
Growth Rate:
60.00%
Total runs:
5
Run Growth:
0
Growth Rate:
0.00%
Total runs:
5
Run Growth:
1
Growth Rate:
20.00%
Total runs:
4
Run Growth:
-1
Growth Rate:
-25.00%
Total runs:
4
Run Growth:
-1
Growth Rate:
-25.00%
Total runs:
4
Run Growth:
-2
Growth Rate:
-50.00%
Total runs:
4
Run Growth:
0
Growth Rate:
0.00%
Total runs:
4
Run Growth:
4
Growth Rate:
100.00%
Total runs:
4
Run Growth:
2
Growth Rate:
50.00%
Total runs:
3
Run Growth:
-2
Growth Rate:
-66.67%
Total runs:
3
Run Growth:
-3
Growth Rate:
-100.00%
Total runs:
3
Run Growth:
0
Growth Rate:
0.00%
Total runs:
3
Run Growth:
3
Growth Rate:
100.00%
Total runs:
3
Run Growth:
3
Growth Rate:
100.00%
Total runs:
2
Run Growth:
1
Growth Rate:
50.00%
Total runs:
2
Run Growth:
2
Growth Rate:
100.00%
Total runs:
2
Run Growth:
2
Growth Rate:
100.00%
Total runs:
2
Run Growth:
-2
Growth Rate:
-100.00%
Total runs:
2
Run Growth:
-2
Growth Rate:
-100.00%
Total runs:
2
Run Growth:
1
Growth Rate:
50.00%
Total runs:
2
Run Growth:
-2
Growth Rate:
-100.00%
Total runs:
2
Run Growth:
-1
Growth Rate:
-50.00%
Total runs:
2
Run Growth:
0
Growth Rate:
0.00%
Total runs:
2
Run Growth:
1
Growth Rate:
50.00%
Total runs:
1
Run Growth:
1
Growth Rate:
100.00%
Total runs:
1
Run Growth:
-2
Growth Rate:
-200.00%
Total runs:
1
Run Growth:
0
Growth Rate:
0.00%
Total runs:
1
Run Growth:
0
Growth Rate:
0.00%
Total runs:
1
Run Growth:
0
Growth Rate:
0.00%
Total runs:
1
Run Growth:
0
Growth Rate:
0.00%
Total runs:
1
Run Growth:
0
Growth Rate:
0.00%
Total runs:
1
Run Growth:
1
Growth Rate:
100.00%
Total runs:
0
Run Growth:
-1
Growth Rate:
0.00%
Total runs:
0
Run Growth:
-3
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
-1
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%
Total runs:
0
Run Growth:
0
Growth Rate:
0.00%