Overview

The main text runs through Parts I–IV. The appendices collect material you may want to consult while reading:

Need	Where
Look up a TIRx language feature	TIRx Language Reference
Measure, compare, and profile GPU kernels reproducibly	Measuring and Analyzing GPU Kernel Performance
Compiler internals (the lowering pipeline)	Compiler Internals
Debug asynchronous GEMM/FA hangs, crashes, wrong results, or slowdowns	Debugging Warp-Specialized Kernels

For the complete tvm.tirx Python API, see the upstream TVM documentation.

Part II covers the TIRx programming model (Introduction to TIRx) and the tensor layout model (TIRx Layout API).