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10 changes: 9 additions & 1 deletion _data/contributors.yml
Original file line number Diff line number Diff line change
Expand Up @@ -152,8 +152,16 @@
github: "https://github.com/ovdiiuv"
active: 1
projects:
- title: "Optimizing automatic differentiation using activity analysis"
- title: "Activity analysis for reverse-mode differentiation of (CUDA) GPU kernels"
status: Ongoing
description: |
Clad is a Clang plugin designed to provide automatic differentiation (AD) for C++ mathematical functions. It generates code for computing derivatives modifying Abstract-Syntax-Tree(AST) using LLVM compiler features. It performs advanced program optimization by implementing more sophisticated analyses because it has access to a rich program representation – the Clang AST. Clad supports reverse-mode differentiation of the CUDA kernels, however it is not always optimal because the generated code might contain the data-race conditions, significantly slowing up the execution. Thread Safety Analysis(TSA) is a static analysis that detects possible data-race conditions that would enable reducing atomic operations in the Clad-produced code.

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proposal: /assets/docs/Maksym_Andriichuk_Proposal_2025.pdf
mentors: Vassil Vassilev, David Lange

- title: "Optimizing automatic differentiation using activity analysis"
status: Completed project
description: |
Clad has undergone significant optimization in the recent years. One such optimization is the To-Be-Recorded optimization which reduces the memory pressure to the clad tape data structure. The next step is to implement the activity analysis which discards all statements which are irrelevant for the generated code. That is, if the statements do not depend on the input/output variables of a routine in a differentiable way, they are ignored. Combining both analyses could result in a much greater performance, which is our ultimate goal.
proposal: /assets/docs/Maksym_Andriichuk_Proposal_2024.pdf
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Can you run the pdf through an online pdf optimization tool?

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