Vinayak Dev
Software Development Engineer 2 (GPU BLAS & HPC) at AMD
Hyderabad, Telangana, India
Summary
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Rockstar🎓
Top SchoolVinayak Dev is a software engineer specializing in GPU BLAS, HPC and ML compiler toolchains with four years of hands-on experience at AMD’s Libraries & Compilers division. He builds architecture-aware math optimizations and performance-critical microkernels for large-scale HPC and AI workloads, and has worked on optimized LLM inference systems and distributed serving for generative models. As an ML Compilers intern he was a core author for AMD’s MLPerf SDXL submission, pushed ONNX/Torch operator support in Torch-MLIR to 98%, and reduced compile time and IR size via externalized weights in the IREE importer. Comfortable bridging research and production, he contributes to open-source projects (including LLVM and Shortfin) and brings a pragmatic focus on measurable performance gains across compiler and runtime stacks.
4 years of coding experience
1 year of employment as a software developer
Bachelor of Technology - BTech Computer Engineering, Bachelor of Technology - BTech Computer Engineering at College of Engineering Roorkee (COER)
Github Skills (48)
vulkan10
pytorch10
modular10
python10
ecosystem10
llvm10
machine-learning10
onnx10
deep-learning10
tensorflow10
gpu10
toolchain10
cuda10
compiler10
clang10
Programming languages (8)
Github contributions (5)
vinayakdsci/git
Jan 2023 - Jan 2024
Vinayak's fork of Git
Contributions:2 PRs, 36 pushes, 10 branches in 11 months
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vinayakdsci/iree
Jun 2024 - Dec 2024
A retargetable MLIR-based machine learning compiler and runtime toolkit.
Contributions:4 PRs, 53 pushes, 8 branches in 5 months
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