Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI libraries for simplifying ML compute. These are the provided Ray AI libraries:

• Data: Scalable datasets for ML;

• Train: Distributed training;

• Tune: Scalable hyperparameter tuning;

• RLlib: Scalable reinforcement learning;

• Serve: Scalable and programmable serving.

Pox provides a collection of utilities for navigating and manipulating file systems. This module is designed to facilitate some of the low-level operating system interactions that are useful when exploring a file system on a remote host. Pox provides Python equivalents of several shell commands such as which and find. These commands allow automated discovery of what has been installed on an operating system, and where the essential tools are located.

JAX is Autograd and XLA, brought together for high-performance numerical computing, including large-scale machine learning research. With its updated version of Autograd, JAX can automatically differentiate native Python and NumPy functions. It can differentiate through loops, branches, recursion, and closures, and it can take derivatives of derivatives of derivatives. It supports reverse-mode differentiation (a.k.a. backpropagation) via grad as well as forward-mode differentiation, and the two can be composed arbitrarily to any order.

The Stateless OpenPGP Command-Line Interface (or sop) is a specification that encourages OpenPGP implementors to provide a common, relatively simple command-line API for purposes of object security.

This Python module helps implementers build such a CLI from any implementation accessible to the Python interpreter.

It does not provide such an implementation itself -- this is just the scaffolding for the command line, which should make it relatively easy to supply a handful of python functions as methods to a class.

SIP is a tool to create Python bindings for C and C++ libraries. It was originally developed to create PyQt, the Python bindings for the Qt toolkit, but can be used to create bindings for any C or C++ library.

SIP comprises a code generator and a Python module. The code generator processes a set of specification files and generates C or C++ code, which is then compiled to create the bindings extension module. The SIP Python module provides support functions to the automatically generated code.

SIP is a tool to create Python bindings for C and C++ libraries. It was originally developed to create PyQt, the Python bindings for the Qt toolkit, but can be used to create bindings for any C or C++ library.

SIP comprises a code generator and a Python module. The code generator processes a set of specification files and generates C or C++ code, which is then compiled to create the bindings extension module. The SIP Python module provides support functions to the automatically generated code.

SIP is a tool to create Python bindings for C and C++ libraries. It was originally developed to create PyQt, the Python bindings for the Qt toolkit, but can be used to create bindings for any C or C++ library.

SIP comprises a code generator and a Python module. The code generator processes a set of specification files and generates C or C++ code, which is then compiled to create the bindings extension module. The SIP Python module provides support functions to the automatically generated code.

SEP makes the core algorithms of sextractor available as a library of stand-alone functions and classes. These operate directly on in-memory arrays (no FITS files or configuration files). The code is derived from the Source Extractor code base (written in C) and aims to produce results compatible with Source Extractor whenever possible. SEP consists of a C library with no dependencies outside the standard library, and a Python module that wraps the C library in a Pythonic API. The Python wrapper operates on NumPy arrays with NumPy as its only dependency.

Waf is a build system framework for configuring, compiling and installing applications.

Features:

• Automatic build order: the build order is computed from input and output files, among others

• Automatic dependencies: tasks to execute are detected by hashing files and commands

• Performance: tasks are executed in parallel automatically, the startup time is meant to be fast (separation between configuration and build)

• Flexibility: new commands and tasks can be added very easily through subclassing, bottlenecks for specific builds can be eliminated through dynamic method replacement

• Extensibility: though many programming languages and compilers are already supported by default, many others are available as extensions

• IDE support: Eclipse, Visual Studio and Xcode project generators (waflib/extras/)

• Documentation: the application is based on a robust model documented in The Waf Book and in the API docs

• Python compatibility: cPython 2.7 to 3.x, Jython 2.7 and PyPy

ACME protocol implementation in Python

Coalescent simulations in continuous space.

Discrete Fourier Transform with xarray.

muon is a multimodal omics Python framework.

Lightweight Extensible Message Format for Reticulum.

Sort-friendly URI Reordering Transform (SURT) python package.

Foreign Function Interface for Python calling C code.

Purl is a Python package for handling URLs.

This package provides a serialization and RPC framework.

This package provides a translation library for Python.

Nose extends the unittest library to make testing easier.

The pyux utility detects API changes in Python libraries.

This package provides a convenient filesystem interface over S3.

This package provides a decorator to create lazy attributes.

PyLD is an implementation of the JSON-LD specification.