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.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).