L.E.R Academic
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About
The site showcases Yi Rong's academic projects and research in Computer Science & Engineering, with a focus on systems for machine learning, compilers, and decentralized networks. Projects include automatic parallelization, large model training using hybrid parallelism frameworks, and research on distributed training. The site also features publications and experience in companies like Apple, ByteDance, and Alibaba.
Platform
Task
Features
• dyninst aarch64 codegen for static rewriting
• heuristic search based optimization algorithm for automatic parallelization on the tensorflow xla compiler
• reinforcement learning (dqn) to search for the hybrid parallel solution space
• dynamic programming algorithm to search for the best data- and pipeline-parallel distributed strategy
• 3d hybrid parallelism framework for training large models
• automatic search of optimal solution
• support models from tensorflow, torch/xla, and jax
• automatic parallelization on eir
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