Dive into Deep Learning Compiler

me@ryanorban.com (Ryan Orban) — Thu, 24 Feb 2022 00:00:00 +0000

Summary

Dive into Deep Learning Compiler is the companion textbook for Apache TVM, the open-source deep learning compiler framework. It covers the full compilation pipeline: how a high-level model defined in PyTorch or TensorFlow gets lowered through multiple intermediate representations (IRs), optimized, and finally compiled to machine code for CPUs, GPUs, or custom AI accelerators.

Sol: A Sunny Little Virtual Machine

me@ryanorban.com (Ryan Orban) — Mon, 15 Oct 2012 00:00:00 +0000

Summary

Rasmus Andersson (creator of the Figma typeface system and various open-source tools) built Sol as an educational process virtual machine designed to run inside an OS process. The name means sun in Swedish. Where most toy VMs are stack-based for simplicity, Sol uses a register machine design — the same approach taken by Lua’s VM and CPython’s modern bytecode interpreter — on the grounds that registers reduce opcode count and improve execution speed despite slightly larger instruction encoding.

Compilers on Ryan Orban

Dive into Deep Learning Compiler

Summary

Sol: A Sunny Little Virtual Machine

Summary