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[New Feature][Roadmap requested]Do you have a roadmap right now?

Open cauwulixuan opened this issue 2 years ago • 2 comments

Is your feature request related to a problem? Please describe. I am very interested in this project, you guys did a great job. And I wonder if there is a roadmap provided? For instance:

  • Is there a plan to implement the following functionalities in this project: model compression, quantization, and pruning
  • Is there a plan to support other fine-tuning algorithms, such as QLORA、freeze、p-tuning? ...

Describe the solution you'd like A clear and concise roadmap should be helpful.

cauwulixuan avatar Aug 08 '23 09:08 cauwulixuan

I have created a PR for support for QLoRA (Added QLoRA support for Decoder transformers with tune_strategy "Normal" #613)

Once it is reviewed hopefully it get's merged.

TensorBlast avatar Aug 09 '23 21:08 TensorBlast

Hi, Here are some important features we are going to implement:

  • Efficient fine-tuning: e.g., p-tuning, and other adapters
  • Efficient inference: e.g., speculative decoding, vllm
  • Tool and Agent: e.g., ToolLLM
  • Model compression: quantization, distillation, pruning

As for the timeline, we are working on Efficient inference and Model compression right now and plan to focus on fine-tuning and tool in Octomber.

Welcome to contribute to LMFlow! Thanks!

shizhediao avatar Aug 25 '23 20:08 shizhediao