Traced: how AI models compile down to chip code.
The compiler stack
Each layer takes the level above it and lowers it closer to what the chip can run.
IREE: from PyTorch model to running executable
How a PyTorch model becomes a compiled executable through IREE's MLIR-based compiler and runtime, layer by layer.
compilersireemlirllvmml-systems
MLIR: one compiler, many IRs
LLVM relies on a single IR for everything. MLIR bets on the opposite, and the diagram traces why that bet pays off for AI compilers.
compilersmlirllvmirsystems
LLVM & compiler architecture
Why compilers split into front end, IR, and back end, and how that one decision lets n languages target m machines without an n×m explosion of compilers.
compilersllvmirsystems
Models
What actually runs through that compiler stack, traced shape by shape.
