Software
Ragas
Upstream project repository
Evaluation tooling for retrieval-augmented and language-model applications, including metric-driven comparison workflows.
Investigate How sensitive is one evaluator to controlled answer perturbations on a tiny authored retrieval fixture?
Listing reviewed · source terms apply↗
Software
Rasterio
Upstream project repository
Raster data access, georeferencing, and related operations through GDAL.
Investigate Do window reads and pixel-to-world mappings agree with a known synthetic raster and affine transform?
Listing reviewed · source terms apply↗
Software
Ray
Upstream project repository
Distributed execution and machine-learning infrastructure for studying task scheduling, tuning and fault handling.
Investigate Does a small synthetic parameter sweep retain each trial's identity and failure state under a declared retry policy?
Listing reviewed · source terms apply↗
Software
REBOUND
Upstream project repository
N-body simulation with gravitational dynamics integrators and analysis interfaces.
Investigate How do selected time steps affect energy and orbital-phase error for an analytic two-body orbit?
Listing reviewed · source terms apply↗
Software
Rechunker
Upstream project repository
Planning and execution of array rechunking under an explicit memory budget.
Investigate Does a bounded rechunking plan preserve every cell while respecting its declared intermediate-store design?
Listing reviewed · source terms apply↗
Software
reproject
Upstream project repository
Reprojection of astronomical images between coordinate grids.
Investigate How do selected reprojection methods affect a constant field and an isolated normalized source?
Listing reviewed · source terms apply↗
Software
rioxarray
Upstream project repository
Geospatial raster operations and metadata access for xarray objects.
Investigate Does a simple rectangular clip preserve expected pixels, CRS, and transform metadata?
Listing reviewed · source terms apply↗
Software
River
Upstream project repository
Incremental machine learning and evaluation for data streams.
Investigate How quickly does a fixed online learner adapt after a declared change in the generating process?
Listing reviewed · source terms apply↗
Software
Sacred
Upstream project repository
Experiment organization and observation tooling for capturing configurations, dependencies and run outcomes.
Investigate Does a controlled failed run preserve its configuration and failure outcome as clearly as a successful run?
Listing reviewed · source terms apply↗
Software
SAE Lens
Upstream project repository
Sparse-autoencoder research tooling for examining reconstruction, sparsity and feature interventions on neural activations.
Investigate How does a fixed sparsity setting trade reconstruction error against active features on an authored low-dimensional activation set?
Listing reviewed · source terms apply↗
Software
Safetensors
Upstream project repository
Tensor serialization tooling for studying shape, dtype and byte-level preservation without a pickle-style object format.
Investigate Do small authored tensors round-trip with exact dtype, shape and payload bytes through the selected serializer?
Listing reviewed · source terms apply↗
Software
SALib
Upstream project repository
Sampling and analysis methods for global sensitivity analysis of computational models.
Investigate How do estimated variance-based sensitivity indices converge for a fixed analytic benchmark?
Listing reviewed · source terms apply↗
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