Research, software, data and methods. Inspect the context, compare your options, and take a useful next step.
Upstream project repository
Serialization of Python objects and interpreter state for research workflows.
Investigate Does restoring a generated stateful object preserve a predefined sequence of deterministic observations?
Upstream project repository
Data and pipeline versioning tools for reproducible computational projects.
Investigate Does changing one declared input invalidate exactly the expected stages of a fixed pipeline graph?
Upstream project repository
Common filesystem interfaces and utilities for Python data-access libraries.
Investigate Do a selected local filesystem interface's seek and range reads match direct byte slicing?
Upstream project repository
Attention-kernel implementations for comparing memory-efficient computation with a directly specified attention reference.
Investigate Does one supported attention kernel match dense scaled dot-product attention across mask and sequence-length edge cases?
Upstream project repository
Neural-network tooling built around JAX for investigating explicit state, transformations and model composition.
Investigate Does a tiny stateful model preserve its declared parameter/state boundary through a training update and checkpoint?
Upstream project repository
Configuration injection for Python functions and classes, useful for making experiment parameter binding explicit.
Investigate Can a small bound-function experiment reproduce the intended parameter values after configuration serialization?
Upstream project repository
Neural-network transformations for JAX, supporting studies of parameter initialization and functional apply behavior.
Investigate Does separating initialization from application preserve a small network's parameter identity and deterministic output?
Upstream project repository
Configuration composition tooling for making experimental variants and overrides inspectable.
Investigate Do nested overrides and a small parameter sweep expand into exactly the prespecified configurations?
Upstream project repository
Array transformations and automatic differentiation for examining compilation, vectorization and functional numerical programs.
Investigate Do eager, vectorized and compiled forms of a small differentiable calculation agree under the same dtype policy?
Upstream project repository
Function-result caching, persistence, and parallel execution helpers used in scientific Python workflows.
Investigate Does a parameterized deterministic preprocessing task preserve results across fresh and cached runs?
Upstream project repository
Text representations and synchronization for Jupyter notebooks.
Investigate Which explicitly retained notebook fields survive a chosen text-format round trip?
Upstream project repository
Neural-network APIs for examining model behavior across declared computation backends.
Investigate Can the same small model and weights produce consistent predictions across two supported backends?
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