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@glenn-jocher glenn-jocher commented Aug 21, 2022

πŸ› οΈ PR Summary

Made with ❀️ by Ultralytics Actions

🌟 Summary

Enhanced threading in callbacks and adjusted label plotting in training.

πŸ“Š Key Changes

  • Removed plot_labels call from train.py to streamline the training process.
  • Updated callbacks to potentially execute in daemon threads for asynchronous operation.
  • Simplified download_one comment in utils/general.py.
  • Integrated label plotting directly into a callback for cleaner management.
  • Minor adjustments to comments and code organization for clarity.

🎯 Purpose & Impact

  • πŸ‘ The removal of immediate label plotting during training reduces initial overhead and allows for a more focused start to the training process.
  • πŸš€ Allowing callbacks to run in separate threads can improve performance by not blocking the main thread, making training more efficient.
  • πŸ“ˆ The integration of label plotting into a callback could make it easier to manage custom logging or plotting routines.
  • 🧹 These changes lead to cleaner code structure and potentially better resource utilization during training, positively impacting users' experiences with YOLOv5 training sessions.

@glenn-jocher glenn-jocher self-assigned this Aug 21, 2022
@glenn-jocher glenn-jocher merged commit e0700cc into master Aug 21, 2022
@glenn-jocher glenn-jocher deleted the faster_start branch August 21, 2022 01:47
ctjanuhowski pushed a commit to ctjanuhowski/yolov5 that referenced this pull request Sep 8, 2022
* Daemon `plot_labels()` for faster start

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update train.py

Signed-off-by: Glenn Jocher <[email protected]>

Signed-off-by: Glenn Jocher <[email protected]>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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2 participants