ThirdYearProject

This repository is used to contain all the files used to collect data and train model for my Third Year Project. Project Goals:

• Collect Alignment Score from previous implementations to build a model
• Collect embeddings which can be used to represent the function's LLVM IR
• Develop a model which is good a predicting alignment score
• Integrate the model into LLVM to use predicted alignment score instead of manually calculating it

Dependencies

The following code is tested in the following environment

• Recent Linux Distro
• Linux Standard Utilities
• CMake
• ninja
• git
• GCC/CLang that works with C++ 17

The repository was tested in two environments:

Ubuntu 22.04.5

• Python3: 3.10.12
• Tensorflow: 2.17.0
• CMake: 3.22.1
• Ninja: 1.10.1
• GCC: 11.4.0

AlmaLinux 9.5

• Python3: 3.9.21
• Tensorflow: 2.17.0
• CMake: 3.26.5
• Ninja: 1.10.2
• GCC: 11.5.0

Setting Up

Clone this repository using: git clone https://github.com/chuongg3/ThirdYearProject.git

Go to the repository: cd ThirdYearProject

Run the setup script: './setup.sh'

The set up script will:

• Install Tensorflow's C API
• Install LLVM which predicts alignment score
• Download and set up f3m_exp running experiments with alignmentScore prediction
• Clone IR2Vec

To build IR2Vec, please follow their guide here: https://github.com/IITH-Compilers/IR2Vec

• You need to have a local build of LLVM