Compilergym

  • Can human being optimize a program better than an automated compiler justify your answer?

    Some times it is possible.
    However, it's very hard.
    The best way to beat the compiler is to improve the program instead of chasing minuscule gains in performance from optimising assembly.
    Yes but understand a lot of it today is not just the processor, what is outside the processor plays a major role in the performance..

  • How do we optimize compilers for parallelism?

    To exploit parallelism and locality in a compiler, you should consider the following: Using affine transform theory to partition data.
    Using affine transform theory to partition loops.
    Using affine transform theory to partition the iteration space..

  • What is the purpose of compiler optimization?

    Compiler optimization is generally implemented using a sequence of optimizing transformations, algorithms which take a program and transform it to produce a semantically equivalent output program that uses fewer resources or executes faster..

  • Compilers are constantly improving in terms of the techniques they use to optimize the code.
    However, they're not perfect.
    Still, instead of spending time manually tweaking a program, it's usually much more fruitful to use specific features provided by the compiler and let the compiler tweak the code.
CompilerGym is a toolkit for exposing compiler optimization problems for reinforcement learning. It allows AI researchers to experiment with program optimization techniques without requiring any experience in compilers, and provides a framework for compiler developers to expose new optimization problems for AI.

What is compilergym?

CompilerGym is a library of easy to use and performant reinforcement learning environments for compiler tasks.
It allows ML researchers to interact with important compiler optimization problems in a language and vocabulary with which they are comfortable, and provides a toolkit for systems developers to expose new compiler tasks for ML research.

What is GCC compiler?

GCC is a production-grade compiler for C and C++ used throughout industry.
The environment provides several datasets and a large, high dimensional action space that works on several GCC versions.
For further details check out the reference documentation.

What's new in compilergym explorer?

[CompilerGym Explorer] Started development of a web frontend for the LLVM environments.
The work-in-progress Flask API and React website can be found in the www directory. [New Backend API] Added a mechanism for sending arbitrary data payloads to the compiler service backends ( #313 ).


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