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liangyuwang/README.md

Hi there ๐Ÿ‘‹ I'm Liangyu Wang (็Ž‹่‰ฏๅฎ‡)

PhD Candidate in Computer Science | Qwen team | Efficient LLM Systems

๐ŸŽ“ Education & Research

๐Ÿ“š Find Me Online

๐Ÿ“Š GitHub Stats

๐ŸŒฑ Always exploring new ideas at the intersection of large-scale LLM systems.

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  1. zo2 zo2 Public

    ZO2 (Zeroth-Order Offloading): Full Parameter Fine-Tuning 175B LLMs with 18GB GPU Memory

    Python 159 10

  2. Tiny-FSDP Tiny-FSDP Public

    Tiny-FSDP, a minimalistic re-implementation of the PyTorch FSDP

    Python 51 4

  3. Tiny-DeepSpeed Tiny-DeepSpeed Public

    Tiny-DeepSpeed, a minimalistic re-implementation of the DeepSpeed library

    Python 32 6

  4. Tiny-Megatron Tiny-Megatron Public

    Tiny-Megatron, a minimalistic re-implementation of the Megatron library

    Python 12 1

  5. MetaProfiler MetaProfiler Public

    MetaProfiler is a lightweight, structure-agnostic operator-level profiler for PyTorch models that leverages MetaTensor execution to simulate and benchmark individual ops without loading the full moโ€ฆ

    Python 1

  6. Streaming-Dataloader Streaming-Dataloader Public

    A memory-efficient streaming data loader designed for LLM pretraining under limited CPU and GPU memory constraints

    Python 2