Monotonic Python Packages

monotonic

An implementation of time.monotonic() for Python 2 & Python 3

umnn

Implementation of Unconstrained Monotonic Neural Network and the related experiments. These architectures are particularly useful for modelling monotonic transformations in normalizing flows.

mobpy

Monotonic Optimal Binning algorithm is a statistical approach to transform continuous variables into optimal and monotonic categorical variables.

monotonic-nn

Keras implementation of the constrained monotonic neural networks

magicid

MUID (Magic Unique Identifier)

mononet

Monotonic neural networks

rivid

High-performance, cross-language identifier infrastructure — ULID, UUIDv7, monotonic, bulk — from a Rust engine with native bindings for Node.js, Python, WASM, and more.

torch-cif

A fast parallel PyTorch implementation of the "CIF: Continuous Integrate-and-Fire for End-to-End Speech Recognition" https://arxiv.org/abs/1905.11235.

monotonic-time

monotonic time for Python 2 and 3, on Linux, FreeBSD, Mac OS X, and Windows.