Sponsored by
PoYo.AI
polymathic-ai / aion-large
Model's Last Updated: April 08 2026
any-to-any
Introduction of aion-large
Model Details of aion-large
AION-1: Astronomical Omnimodal Network
AION-large is a 800M 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 (24 blocks each, 1024 dim, 16 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-large')
# 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 polymathic-aion
Resources
- GitHub: https://github.com/PolymathicAI/AION
- Tutorial: https://colab.research.google.com/github/PolymathicAI/AION/blob/main/notebooks/Tutorial.ipynb
License
MIT License - see https://github.com/PolymathicAI/AION/blob/main/LICENSE for details.
Built with ❤ for the astronomical community by https://polymathic-ai.org/
Runs of polymathic-ai aion-large on huggingface.co
43
Total runs
1
24-hour runs
-3
3-day runs
-10
7-day runs
-29
30-day runs
More Information About aion-large huggingface.co Model
Url of aion-large
aion-large huggingface.co Url
Provider of aion-large huggingface.co
Other API from polymathic-ai
Total runs:
455
Run Growth:
201
Growth Rate:
44.18%
Total runs:
344
Run Growth:
130
Growth Rate:
37.79%
Total runs:
337
Run Growth:
288
Growth Rate:
85.46%
Total runs:
332
Run Growth:
302
Growth Rate:
90.96%
Total runs:
314
Run Growth:
271
Growth Rate:
86.31%
Total runs:
129
Run Growth:
87
Growth Rate:
67.44%
Total runs:
77
Run Growth:
34
Growth Rate:
44.16%
Total runs:
54
Run Growth:
26
Growth Rate:
48.15%
Total runs:
45
Run Growth:
-24
Growth Rate:
-53.33%
Total runs:
30
Run Growth:
-12
Growth Rate:
-40.00%
Total runs:
25
Run Growth:
22
Growth Rate:
88.00%
Total runs:
23
Run Growth:
12
Growth Rate:
52.17%
Total runs:
19
Run Growth:
0
Growth Rate:
0.00%
Total runs:
19
Run Growth:
-5
Growth Rate:
-26.32%
Total runs:
17
Run Growth:
15
Growth Rate:
88.24%
Total runs:
16
Run Growth:
-4
Growth Rate:
-25.00%
Total runs:
14
Run Growth:
12
Growth Rate:
85.71%
Total runs:
14
Run Growth:
12
Growth Rate:
85.71%
Total runs:
13
Run Growth:
9
Growth Rate:
69.23%
Total runs:
12
Run Growth:
8
Growth Rate:
66.67%
Total runs:
12
Run Growth:
10
Growth Rate:
83.33%
Total runs:
12
Run Growth:
0
Growth Rate:
0.00%
Total runs:
12
Run Growth:
-6
Growth Rate:
-50.00%
Total runs:
12
Run Growth:
7
Growth Rate:
58.33%
Total runs:
11
Run Growth:
4
Growth Rate:
36.36%
Total runs:
11
Run Growth:
7
Growth Rate:
63.64%
Total runs:
10
Run Growth:
4
Growth Rate:
40.00%
Total runs:
10
Run Growth:
3
Growth Rate:
30.00%
Total runs:
10
Run Growth:
1
Growth Rate:
10.00%
Total runs:
9
Run Growth:
5
Growth Rate:
55.56%
Total runs:
8
Run Growth:
6
Growth Rate:
75.00%
Total runs:
5
Run Growth:
3
Growth Rate:
60.00%
Total runs:
5
Run Growth:
4
Growth Rate:
80.00%
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:
3
Growth Rate:
75.00%
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:
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:
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:
1
Run Growth:
0
Growth Rate:
0.00%
Total runs:
1
Run Growth:
0
Growth Rate:
0.00%
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%