The quant dialect offers a framework for defining and manipulating quantized values. Central to this framework is the !quant.uniform data type, used to represent quantized values. This dialect also provides a suite of operations to handle and convert quantized values between their original floating-point representations and the optimized, lower bit-width integer representations. The quant dialect is instrumented with transformation passes to lower these operations into other core MLIR dialect...