Gradients Python Packages

functorch

functorch is JAX-like composable function transforms for PyTorch.

neuraldbg

Causal debugger for PyTorch training: tells you WHY it failed (vanishing/exploding gradients, NaN, dead neurons) with layer+step root cause. One line in your loop.

qml-observer

QML Observer is an observability and diagnostic framework for variational quantum machine learning. It monitors training telemetry in real time, detects probable plateau-like failure modes, explains what it sees, and can log or intervene before compute is wasted. Built for simulator-based PennyLane and Qiskit workflows.

neural-dsl

Causal debugger for PyTorch training: tells you WHY it failed (vanishing/exploding gradients, NaN, dead neurons) with layer+step root cause. One line in your loop.

pyansistring

A powerful Python library for terminal string styling, advanced ANSI color manipulation, and SVG terminal rendering.

mpl-gradients

Gradient fills for Matplotlib charts

minitf

Simplified version of Tensorflow for learning purposes.