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Readme updates - #53
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Aug 15, 2026
* minor tweak * update readme * Update publish-pypi.yml * Update pyproject.toml * Adding more information on pypi page * Update README.md * Update README.md * Update README.md * updating readme slightly * fix formatting issues * Created using Colab * improve documentation * fixing formatting * Update README.md * Readme updates (PolymathicAI#52) * improving Readme for release * small update * fix alignment * simplify * Readme updates (PolymathicAI#53) * improving Readme for release * small update * fix alignment * simplify * adding acknowledgements * Created using Colab * updating notebook * Readme updates (PolymathicAI#54) * improving Readme for release * small update * fix alignment * simplify * adding acknowledgements * adding arxiv link * add spectrum preprocessing fns * add pad length for SDSS and DESI spectra * preprocessing in torch * make padding operate on Spectrum class; apply padding in codec * fix assignment * fix edge case * updating notebook (PolymathicAI#65) * Notebook update (PolymathicAI#66) * updating notebook * updating dataset --------- Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * Created using Colab * fix(spectrum): use 'wavelength' key in pad_spectrum sentinels `pad_spectrum` looks up sentinel values in `padding_values` while iterating over the attribute names of `Spectrum` (`flux`, `ivar`, `mask`, `wavelength`), but the dict key is `"lambda"`, so the `wavelength` lookup misses and the wavelength tensor is padded with the default `0` instead of the intended `99999`. That makes the wavelength array non-monotonic (`[real_min, …, real_max, 0, 0, …, 0]`). `LatentSpectralGrid.to_latent` feeds it to `interp1d`, whose out-of-range mask is `(xnew < x[..., 0]) | (xnew > x[..., -1])`. With `x[..., -1] == 0`, every latent grid position satisfies `xnew > 0` and the whole latent representation is replaced with `mask_value = 0.0`. Every spectrum then encodes to (essentially) the same null embedding. This shows up in downstream consumers that call the spectrum codec on inputs whose length is less than `pad_length` (so `F.pad` actually appends elements). Switching the dict key to `"wavelength"` so it matches the attribute name fixes the sentinel. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> * Update README.md --------- Co-authored-by: lhparker1 <liamholdenparker@gmail.com> Co-authored-by: Francois Lanusse <EiffL@users.noreply.github.com> Co-authored-by: Francois Lanusse <fr.eiffel@gmail.com> Co-authored-by: Jeff Shen <jshen2014@hotmail.com> Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com> Co-authored-by: Tom Hehir <148493038+tom-hehir@users.noreply.github.com>
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This pull request updates the
README.mdto improve clarity, highlight available resources, and provide more comprehensive acknowledgments. The most important changes are grouped below:Documentation and Resource Updates:
Acknowledgments: