🌱 Getting Started

Philosophy
Quick Start

🧰 Basic Functionality

Walkthrough of Linear Algebra Functionality
Implementing new Linear Operators and Dispatch Rules
Defining New Dispatch Rules
Accessing Lower Level Algorithms (CG, Lanczos, Arnoldi, etc)
GPU Support and Changing Operator Device

💡 Example Applications

Gaussian Processes from scratch
2nd order optimization of neural nets using Gauss Newton
Computing the eigenspectrum of the Hessian of a Neural Network
Boundary Value PDEs
Diagonalizing a Hamiltonian (PDE eigenvalue problems)
Spectral Clustering

🧙‍♂️ Advanced Features

jit, vmap, grad, and pytrees

📚 API Reference

Linear Algebra
Linear Operators
Linear Operator Base Class
Decompositions
Functions
Annotations for Linear Operators

🚧 Tricky Bits 🚧

Sharp Bits

👩‍💻 Developer Documentation

Contributing to CoLA

CoLA

Python Module Index

Python Module Index

c


	c
	`cola`
	`cola.annotations`
	`cola.fns`
	`cola.linalg.decompositions`
	`cola.ops`

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