Compilers analyze and convert source code written in languages such as Java, C++, C# or Swift.
They're commonly used to generate machine code or bytecode that can be executed by the target host system..
A very simple compiler can be written from an assembler and machine code.
Once you have a software that is able to translate something into binary instructions, you can use the original compiler to write a more sophisticated one (then use a second further refined one to write a third and so on)..
Compilation process in C involves four steps: pre-processing, compiling, assembling, and linking.
The preprocessor tool helps in comments removal, macros expansion, file inclusion, and conditional compilation..
A compiler is a special program that translates a programming language's source code into machine code, bytecode or another programming language.
The source code is typically written in a high-level, human-readable language such as Java or C++..
Prior work has cast compiler optimization tasks as supervised learning problems using classification to select optimization decisions , or regression to learn cost models , , .
compiler optimization task as a Markov Decision Process, and provides additional compiler-specific functionality such as:
These deep learning compilers are widely used on the inference side, where the input to the compiler is a pre-trained deep learning model; the frontend converts the model into IR; the midend performs optimization and lowers it to low-level IR; and the backend uses the existing toolchain to generate hardware code.
We introduce CompilerGym1, a set of environments for real world compiler optimization tasks, and a toolkit for exposing new optimization tasks to compiler researchers.
CompilerGym enables anyone to experiment on production compiler optimiza- tion problems through an easy-to-use package, regardless of their experience with compilers.
