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\subsection{Extending McVM}  The McVM virtual machine is a complex research project developed at McGill and composed of several software components, including: a front-end for lowering MATLAB programs to an intermediate representation called IIR that captures all of the high-level features of the language; an interpreter for running MATLAB functions and scripts in IIR format; a manager component to perform analyses on IIR; a JIT compiler based on LLVM for generating native code for a function, thus lowering McVM IIR to LLVM IR; a set of helper components to perform fast vector and matrix operations using optimized libraries such as ATLAS, BLAS and LAPACK. The architecture of McVM is illustrated in Figure [...]  McVM implements a JIT specialization mechanism for functions based on call signatures: for each IIR representation of a function, multiple IR versions are generated according to the types of the arguments for the call