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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
Web
Keywords
deep learningdnn compilershybrid parallelismautomatic parallelizationmachine learning systems
Task
research sharing

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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