├── .all-contributorsrc ├── .gitattributes ├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature_request.md └── workflows │ └── publish.yml ├── .gitignore ├── .pre-commit-config.yaml ├── AGENTS.md ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── COPYING.md ├── README.md ├── assets ├── 2025-05-04-182606_691x600_scrot.png ├── apt.png ├── astropt.png ├── galaxy_im.png └── shoggoth_telescope_sticker_2.png ├── config ├── astropt070M.py ├── astropt300M.py ├── llm │ ├── smollm-135M.py │ ├── smollm-1700M.py │ ├── smollm-3000M.py │ └── smollm-360M.py └── scaling │ ├── astropt001M.py │ ├── astropt005M.py │ ├── astropt010M.py │ ├── astropt020M.py │ ├── astropt070M.py │ ├── astropt2100M.py │ ├── astropt300M.py │ └── astropt700M.py ├── data ├── README.md ├── get_desi.bash ├── hf_upload_script_example.py └── parallel_desi.bash ├── docs ├── .readthedocs.yaml ├── requirements.txt └── source │ ├── aion_tokeniser.rst │ ├── conf.py │ ├── contributing.rst │ ├── images │ ├── apt.png │ ├── astropt.png │ ├── astropt_summer.png │ ├── galaxy_im.png │ └── shoggoth_telescope_sticker_2.png │ ├── index.rst │ ├── installation.rst │ ├── introduction.rst │ ├── quickstart.rst │ └── walkthrough.rst ├── pyproject.toml ├── scripts ├── README.md ├── data │ └── caption_galaxies.py ├── euclid │ ├── README.md │ ├── downstream_tasks │ │ ├── Euclid_NNPZ │ │ │ └── Euclid_NNPZ_accuracy.py │ │ ├── SupervisedCNN │ │ │ ├── Supervised.py │ │ │ ├── data.py │ │ │ ├── eval.py │ │ │ ├── models.py │ │ │ └── utils.py │ │ ├── anomaly_detection.py │ │ ├── create_datacubes.py │ │ ├── data.py │ │ ├── evaluation.py │ │ ├── model.py │ │ ├── similarity_search.py │ │ ├── train_Smooth.ipynb │ │ ├── train_logM.ipynb │ │ ├── train_photo_z.ipynb │ │ ├── train_sparse_autoencoder.py │ │ ├── trainer.py │ │ └── utils.py │ ├── plots │ │ ├── statistics_plot_PhotoZ.py │ │ ├── statistics_plot_Smooth.py │ │ ├── statistics_plot_logM.py │ │ └── stellarmass_redshift_relation.py │ └── visualisations │ │ ├── Source_classes.ipynb │ │ ├── WritingUMAP.ipynb │ │ ├── cutouts │ │ └── Cutouts_ALL.ipynb │ │ └── det_quality_flag │ │ ├── Cutouts_DetFlag.ipynb │ │ ├── DetFlag_VisalizationEmbeddings.ipynb │ │ ├── det_qality_flag_cutout.png │ │ └── det_quality_flag_emb.png ├── finetune.py ├── linear_probe.py ├── linear_probe_llm.py ├── samplers │ ├── sample.py │ ├── sample_embeddings.py │ └── sample_embeddings_euclid.py ├── scaling │ ├── 001M.png │ ├── 010M.png │ ├── 300M.png │ ├── 700M.png │ ├── downstream_xkcd.png │ ├── galaxy.png │ ├── hexbin_xkcd.png │ ├── loss_003M.txt │ ├── loss_010M.txt │ ├── loss_300M.txt │ ├── loss_700M.txt │ ├── scaling_prelim.ipynb │ └── scaling_xkcd.png ├── train.py ├── train_aion.py ├── train_from_llm.py └── train_multimodal.py ├── src └── astropt │ ├── __init__.py │ ├── aion_tokeniser.py │ ├── configurator.py │ ├── local_datasets.py │ ├── model.py │ └── model_utils.py └── uv.lock /.all-contributorsrc: 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