Tensorflow and XLA

A group of posts that are basically notes to self while learning the stack from ml framework to intermediate representation to hardware.

Compute Graph Overview with Tensorflow

Deep dive into XLA's compute graph representation and optimization strategies for TensorFlow operations.

Graph Optimization TensorFlow Compiler Theory

Compute Graph Overview with Tensorflow

Deep dive into XLA's compute graph representation for TensorFlow operations.

Function Tracing Tensorboard

Nvidia GPU for Dummies

Nvidia GPU for Dummies

GPU Operations CUDA Kernels

Nvidia Nsight Compute

NVIDIA Compute Introduction

Performance Analysis Kernel Profiling

Neural Network Optimization with TensorFlow and XLA, Overflow

An Optimization Case Study

TensorBoard Profiling

TensorBoard Optimization Intro Guide

Tensorflow Compilation

TensorFlow Performance Guide

TensorBoard Optimization Intro Guide

Performance Optimization

XLA Case Study

XLA Optimization Case Study

GPU Kernels Performance Analysis

XLA for Dummies

XLA Background

Python Tensorflow XLA

XLA TensorFlow Tutorial

TensorFlow Tutorial for XLA

TensorFlow Python Performance Analysis