WebCode snippets from open-source hosting sites (github; ... In this paper, we propose IR2Vec, an agglomerative approach for constructing a continuous, distributed vector to represent source code at different (and increasing) levels of IR hierarchy - Instruction, Function and Program. The vectors that are formed lower down the (program abstraction ... WebMar 28, 2024 · This is the repository of our article published in RecSys 2024 "Are We Evaluating Rigorously? Benchmarking Recommendation for Reproducible Evaluation and …

GitHub - IITH-Compilers/IR2Vec: Implementation of …

WebDec 18, 2024 · IR2Vec uses the intermediate representation of LLVM to represent programs as high dimensional vectors called program embeddings. ... POSET-RL: Phase ordering for Optimizing Size and Execution... WebWe propose IR2Vec, a Concise and Scalable encoding infrastructure to represent programs as a distributed embedding in continuous space. This distributed embedding is obtained by combining... bishops panama city

IR2Vec: A Flow Analysis based Scalable Infrastructure for

WebApr 20, 2024 · This paper takes a fresh look at how to improve program embeddings by leveraging compiler intermediate representation (IR). We first demonstrate simple yet highly effective methods for enhancing embedding quality by training embedding models alongside source code and LLVM IR generated by default optimization levels (e.g., -O2). WebWe propose IR2Vec, a Concise and Scalable encoding infrastructure to represent programs as a distributed embedding in continuous space. This distributed embedding is obtained … WebMar 18, 2024 · In RQ2, we perform an ablation study to assess the effects of different abstractions on the learned vectors. In RQ3, we demonstrate how vectors learned from (mainly) semantic abstractions can provide nearly triple the accuracy of vectors learned from (mainly) syntactic abstractions. bishops palace lincoln for sale