Owner
mllam
8 indexed repositories · View on GitHub
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neural-lam
Research Software for Neural Weather Prediction for Limited Area Modeling
Python · 304 stars
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weather-model-graphs
Tooling for creating, visualising and storing data-driven weather-model graphs
Python · 35 stars
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mllam-data-prep
generation of training-optimised weather datasets from declarative syntax
Python · 17 stars
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mllam-docs
Community notes for mllam
Jupyter Notebook · 4 stars
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grib-reanalysis-to-zarr
Tooling to convert GRIB reanalysis datasets to CF zarr
Python · 4 stars
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mllam-verification
Verification of neural-lam, e.g. performance of the model relative to the truth, persistence, etc.
Jupyter Notebook · 4 stars
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mllam-exps
Pipeline for mllam experiments
Shell · 3 stars
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mllam.github.io
mllam community website
JavaScript · 1 star
Issues somebody may already be working on are listed last. List everything by date
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Difficulty 3/5 1-2 days Newbie friendliness 35/100
mllam/neural-lam#851 ·
Maintainers usually reply within 2 days
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Boundary datastore input is ignored and future target states leak into rolloutsMay be free again @aniketghavte claimed this 8 days ago, and no pull request is open. Open
Difficulty 4/5 3-5 days Newbie friendliness 48/100
mllam/neural-lam#824 · 2 comments ·
Maintainers usually reply within 2 days
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discussion question
Difficulty 5/5 Over a week Newbie friendliness 25/100
mllam/neural-lam#816 · 2 comments · 6 reactions ·
Maintainers usually reply within 2 days
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discussion documentation
Difficulty 4/5 3-5 days Newbie friendliness 35/100
mllam/neural-lam#796 · 1 comment ·
Maintainers usually reply within 2 days
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documentation
Difficulty 2/5 1-3 hours Newbie friendliness 82/100
mllam/mllam.github.io#1 · 1 comment ·
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Align the documentation workflow exactly with Neural-LAMMay be free again @Ayankkk29 claimed this 7 days ago, and no pull request is open. Opendocumentation
Difficulty 5/5 Over a week Newbie friendliness 45/100
mllam/weather-model-graphs#154 · 1 comment ·
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discussion enhancement
Difficulty 5/5 Over a week Newbie friendliness 25/100
mllam/neural-lam#790 · 1 comment ·
Maintainers usually reply within 2 days
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ManualStateFeatureWeighting accepts non-positive weights leading to NaN/inf lossMay be free again @Shivampal157 claimed this 18 days ago, and no pull request is open. Open
Difficulty 2/5 1-3 hours Newbie friendliness 80/100
mllam/neural-lam#787 · 1 comment ·
Maintainers usually reply within 2 days
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train_model exits with code 0 when startup, model init or training failsMay be free again A pull request for this issue was closed without being merged. Open
Difficulty 2/5 1-3 hours Newbie friendliness 35/100
mllam/neural-lam#776 · 1 comment ·
Maintainers usually reply within 2 days
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Difficulty 3/5 1-2 days Newbie friendliness 45/100
mllam/weather-model-graphs#153 · 1 comment ·
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Difficulty 5/5 Over a week Newbie friendliness 35/100
mllam/neural-lam#714 · 1 comment ·
Maintainers usually reply within 2 days
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Dead code: load_forecaster_module_from_checkpoint is defined but never calledMay be free again @aliviahossain claimed this 110 days ago, and no pull request is open. Openmaintenance
mllam/neural-lam#703 · 3 comments · 1 assignee ·
Maintainers usually reply within 2 days
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Difficulty 5/5 Over a week Newbie friendliness 35/100
mllam/mllam-docs#2 · 4 comments · 1 reaction ·
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Refactor flat_multiscale connectivity to support crop_to_convex_hullMay be free again @Ayankkk29 claimed this 7 days ago, and no pull request is open. Open
Difficulty 4/5 3-5 days Newbie friendliness 55/100
mllam/weather-model-graphs#145 · 2 comments ·
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Add a `diagnostic` data category (output-only)May be free again A pull request for this issue was closed without being merged. Openenhancement
mllam/neural-lam#684 · 4 comments · 2 reactions ·
Maintainers usually reply within 2 days
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discussion
Difficulty 5/5 Over a week Newbie friendliness 25/100
mllam/neural-lam#672 · 1 comment ·
Maintainers usually reply within 2 days
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Expose mesh layout selection in the create_graph_with_wmg CLIMay be free again @prajwal-tech07 claimed this 83 days ago, and no pull request is open. Openenhancement
mllam/neural-lam#661 · 4 comments · 1 assignee ·
Maintainers usually reply within 2 days
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Difficulty 5/5 Over a week Newbie friendliness 35/100
mllam/neural-lam#658 · 6 comments ·
Maintainers usually reply within 2 days
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discussion
Difficulty 5/5 Over a week Newbie friendliness 25/100
mllam/neural-lam#650 · 11 comments ·
Maintainers usually reply within 2 days
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Probabilistic metrics & ensemble plumbing - consolidated track for v0.8.0May be free again @Sir-Sloth-The-Lazy claimed this 146 days ago, and no pull request is open. Opendiscussion enhancement
mllam/neural-lam#649 · 6 comments · 1 assignee ·
Maintainers usually reply within 2 days
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Difficulty 4/5 3-5 days Newbie friendliness 48/100
mllam/neural-lam#644 · 2 comments · 1 reaction ·
Maintainers usually reply within 2 days
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discussion
Difficulty 5/5 Over a week Newbie friendliness 28/100
mllam/neural-lam#607 · 9 comments ·
Maintainers usually reply within 2 days
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Difficulty 5/5 Over a week Newbie friendliness 25/100
mllam/neural-lam#598 · 5 comments ·
Maintainers usually reply within 2 days
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discussion
Difficulty 5/5 Over a week Newbie friendliness 35/100
mllam/neural-lam#597 · 5 comments ·
Maintainers usually reply within 2 days
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Difficulty 5/5 Over a week Newbie friendliness 25/100
mllam/weather-model-graphs#124 · 1 comment ·
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[Feat] Constraint-aware neighbour selection to enforce min/max node degree during graph constructionMay be free again @Shivampal157 claimed this 217 days ago, and no pull request is open. Open
Difficulty 5/5 Over a week Newbie friendliness 38/100
mllam/weather-model-graphs#120 · 4 comments ·
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Difficulty 4/5 3-5 days Newbie friendliness 38/100
mllam/weather-model-graphs#109 · 2 comments ·
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Difficulty 5/5 Over a week Newbie friendliness 20/100
mllam/weather-model-graphs#108 ·
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[Bug] AttributeError in PaddedWeatherDataset.get_original_window_indices when using --distributedMay be free again A pull request for this issue was closed without being merged. Openbug
Difficulty 1/5 Under an hour Newbie friendliness 90/100
mllam/neural-lam#409 · 1 comment ·
Maintainers usually reply within 2 days
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Difficulty 3/5 1-2 days Newbie friendliness 25/100
mllam/mllam-data-prep#100 · 2 comments ·
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Improve test_create_decode_maskMay be free again @zweihuehner claimed this 223 days ago, and no pull request is open. Open
Difficulty 2/5 1-3 hours Newbie friendliness 72/100
mllam/weather-model-graphs#103 · 6 comments ·
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Difficulty 4/5 3-5 days Newbie friendliness 45/100
mllam/weather-model-graphs#99 · 3 comments ·
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Difficulty 4/5 3-5 days Newbie friendliness 48/100
mllam/weather-model-graphs#98 · 3 comments ·
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Difficulty 5/5 Over a week Newbie friendliness 30/100
mllam/weather-model-graphs#97 · 3 comments ·
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Add loss-weighting strategy proportional to pressure levels - prob_model_globalMay be free again @KumarShivam1908 claimed this 31 days ago, and no pull request is open. Openenhancement
Difficulty 5/5 Over a week Newbie friendliness 28/100
mllam/neural-lam#361 · 4 comments ·
Maintainers usually reply within 2 days
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Fix WeatherDataset negative index reporting, key type validation, and window parameter validationPossibly taken @muskan-creates352 claimed this today. Open
Difficulty 2/5 Half a day Newbie friendliness 82/100
mllam/neural-lam#853 ·
Maintainers usually reply within 2 days
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[RFC] Documentation & Portal Redesign: Weather-Themed UI/UX, Pretrained Model Hub, and Community ShowcasePossibly taken @jayantkageri claimed this 1 day ago. Open
mllam/neural-lam#852 · 1 assignee ·
Maintainers usually reply within 2 days
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Validate finite output clamping limits in StepPredictor.prepare_clamping_params to prevent silent NaN/Inf propagationPossibly taken @muskan-creates352 claimed this 2 days ago. Open
Difficulty 2/5 1-3 hours Newbie friendliness 84/100
mllam/neural-lam#848 ·
Maintainers usually reply within 2 days
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--val_interval 0 crashes with ZeroDivisionError inside Lightning; negative values are acceptedPossibly taken @nikhil3495 claimed this 2 days ago. Open
Difficulty 2/5 1-3 hours Newbie friendliness 35/100
mllam/neural-lam#846 ·
Maintainers usually reply within 2 days
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Automatic AI first-pass review for simple PRs (needs a funded API key)Possibly taken @Shivampal157 claimed this 2 days ago. Opencicd discussion
Difficulty 5/5 Over a week Newbie friendliness 25/100
mllam/neural-lam#845 · 1 comment ·
Maintainers usually reply within 2 days
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Fix BufferList negative index reporting, key type validation, and __itruediv__ reciprocal precision lossPossibly taken @muskan-creates352 claimed this 3 days ago. Open
Difficulty 2/5 1-3 hours Newbie friendliness 25/100
mllam/neural-lam#838 ·
Maintainers usually reply within 2 days
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Validate state feature loss weights are strictly positive and add unit test coverage for loss_weightingPossibly taken @muskan-creates352 claimed this 4 days ago. Open
Difficulty 3/5 1-2 days Newbie friendliness 35/100
mllam/neural-lam#834 ·
Maintainers usually reply within 2 days
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Graph validator crashes on non-mapping YAML metadataPossibly taken @Hemanth-Raju-311 claimed this 5 days ago. Open
Difficulty 2/5 1-3 hours Newbie friendliness 25/100
mllam/neural-lam#832 ·
Maintainers usually reply within 2 days
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Fix floating-point modulo precision loss in get_integer_time and add unit testsPossibly taken @muskan-creates352 claimed this 5 days ago. Open
Difficulty 2/5 1-3 hours Newbie friendliness 35/100
mllam/neural-lam#830 ·
Maintainers usually reply within 2 days
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Validate SplitMLPs inputs with ValueError and add direct test coveragePossibly taken @muskan-creates352 claimed this 7 days ago. Open
Difficulty 2/5 1-3 hours Newbie friendliness 30/100
mllam/neural-lam#827 ·
Maintainers usually reply within 2 days
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[Feature] Support selective pretrained weight loading for GraphLAM transfer learningPossibly taken @Karvy-Singh claimed this 7 days ago. Openenhancement
Difficulty 4/5 3-5 days Newbie friendliness 48/100
mllam/neural-lam#823 · 2 comments · 1 assignee ·
Maintainers usually reply within 2 days
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InteractionNet and PropagationNet fails when input_dim != hidden_dimPossibly taken @Karvy-Singh claimed this 4 days ago. Openbug
Difficulty 2/5 1-3 hours Newbie friendliness 77/100
mllam/neural-lam#822 · 1 comment ·
Maintainers usually reply within 2 days
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Reject negative `n_boundary_points` values in `MDPDatastore`Possibly taken @sahilshingate01 claimed this 3 days ago. Open
Difficulty 2/5 1-3 hours Newbie friendliness 78/100
mllam/neural-lam#820 · 1 comment ·
Maintainers usually reply within 2 days
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Clarify W&B offline and disabled logging in the documentationPossibly taken @tyrobro claimed this 13 days ago. Opendocumentation maintenance
Difficulty 2/5 1-3 hours Newbie friendliness 78/100
mllam/neural-lam#818 · 2 comments ·
Maintainers usually reply within 2 days
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Rename `grid_shape_state` to `rectilinear_grid_shape`Possibly taken @raaj-2222 claimed this 11 days ago. Opengood first issue help wanted maintenance
Difficulty 4/5 3-5 days Newbie friendliness 44/100
mllam/neural-lam#815 · 1 comment · 1 reaction · 1 assignee ·
Maintainers usually reply within 2 days
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