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forge's Introduction

  • ⚡️ Hi, I’m @raynardj, I code fast, automate hard problems/
  • 🗡 deep learning (especially play with tensor part), movie trivials, books
  • ⭐️ I’m seek collaboration on automated DL tools

Kaggle competions

Opensource

Tools

  • Taichi-Engine: Automated UI based multimodal DL tool. Documentation, github here, or the following video explain the idea.
    • tai-chi-engine
  • glow-cli: a commandline tool that can boost your efficiency pip install glow-cli, for now the code is close sourced. eg. you can do cool stunts in your terminal by asking
    • g llm "explain what's the name pattern under $(ls /dev) and which file might be the usb flash drive?"
    • g llm "how do I mount one of the pod with keyword 'abc', the pods are $(kubectl get pods)"
  • Category: Rust accelerated category translation toolset: Category pip install category, based on the Rust core part of the library pip install rust-category also by Ray
  • Language Annotation library pip install langhuan
  • python4ml: The library I kept accumulating the tutorial while teaching DL at cokerbunker(a coding community)
  • unpackai: a library I lead for teaching at unpackai.
  • As a person who's deeply interested in history and actual archaeological text, I put up and assortment of models to help accelerate ancient Chinese research: yuan, many of the model uploaded to huggingface's model hub.
  • Docs in forms of github pages show casing some of the experiments I did in Genomicare

Models

  • Huggingface profile, it's before the chatgpt era, some for medical research paper extraction, some for ancient chinese. Most space haven't catch up with maintenance much.

Here are some videos I made 📺

I TALK SLOW, PLESAE WATCH IN 1.75x+, just trying to record ideas, and understanding

Explaining my creation

Paper analysis

forge's People

Contributors

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forge's Issues

callbacks on ftorch trainer

callbacks of trainer

The key points are following:

  • should be a list of functions
  • list default empty
  • execute by the end of the epoch iteration
  • separate train/valid callbacks
  • log should be available
  • move the "log saving" to callback

recording metrics through FG

recording the return metrics in to database

The function in the class forgedb will include

  • registering new metric
  • keep a record in the log
  • check if this is the best performance

The function in the ftorch

  • collect Trainer result(a dictionary) automatically

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