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llama-cult-and-more's Issues

Enable Discussions

I'm so glad to have found this repo. I'd love to make some comments and open up some conversatinos which are not specific to "Issues". If the "Discussions" tab in the Github project was enabled, this would allow people to have discussions around how we can collect better information, without polluting the Issues queue.

parallel training and param efficient

Typology of Efficient Training

  • Data & Model Parallel

    • Data Parallel
    • Tensor Parallel
    • Pipeline Paralle
    • Zero Redundancy Optimizer(ZeRO) (DeepSpeed, often work with CPU offloading)
    • Sharded DDP(FSDP)
    • Mixture-of-Experts (MoE)
      image

  • Param Efficient

    • PEFT
      • LoRA [2021/10, Microsoft]
      • Prompt Tuning [2021/09, Google]
      • Prefix-Tuning [2021/01, Stanford]
      • P-tuning [2021/03, Tsinghua, Peking, BAAI]
      • P-tuning v2 [2022/03, Tsinghua, BAAI]
    • QLoRA https://github.com/artidoro/qlora
    • Checkpointing
    • Offloading(ZeRO)
    • Memory Efficient Optimizers
    • 16-bit mix precision
    • 8-bit: bitsandbytes / triton
    • 4-bit: GPTQ / ggml

no updates

thanks for this great work. but no updates from 0526 anymore...

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