talmolab / sleap

A deep learning framework for multi-animal pose tracking.
https://sleap.ai
Other
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Add `Keep visualizations` checkbox to training GUI #1824

Closed hajin-park closed 4 months ago

hajin-park commented 5 months ago

Description

This PR clarifies the use of the Visualize Predictions During Training checkbox by adding a new Keep Prediction Visualization Images After Training checkbox to the training config GUI. If training visualization images are enabled, the images are deleted after training by default unless the new checkbox is enabled (checked).

Types of changes

Does this address any currently open issues?

Outside contributors checklist

Thank you for contributing to SLEAP!

:heart:

Summary by CodeRabbit

codecov[bot] commented 5 months ago

Codecov Report

Attention: Patch coverage is 42.85714% with 4 lines in your changes missing coverage. Please review.

Project coverage is 74.13%. Comparing base (7ed1229) to head (33c9d62). Report is 20 commits behind head on develop.

Files Patch % Lines
sleap/gui/learning/runners.py 0.00% 3 Missing :warning:
sleap/nn/training.py 66.66% 1 Missing :warning:
Additional details and impacted files ```diff @@ Coverage Diff @@ ## develop #1824 +/- ## =========================================== + Coverage 73.30% 74.13% +0.82% =========================================== Files 134 135 +1 Lines 24087 24577 +490 =========================================== + Hits 17658 18221 +563 + Misses 6429 6356 -73 ```

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coderabbitai[bot] commented 5 months ago

Walkthrough

The recent updates introduce several enhancements to visualization management in the SLEAP project. Key changes include renaming the save_viz argument to view_viz, adding new arguments delete_viz and keep_viz, and updating configuration settings across various files. These modifications improve user control over the retention and deletion of prediction visualization images during training and inference processes.

Changes

File(s) Change Summary
docs/guides/cli.md, docs/notebooks/Training_and_inference_on_an_example_dataset.ipynb Renamed save_viz to view_viz, added delete_viz, introduced keep_viz argument
sleap/config/pipeline_form.yaml, sleap/gui/learning/runners.py, sleap/nn/config/outputs.py, sleap/nn/training.py Added keep_viz, renamed save_visualizations to view_visualizations, added delete_viz, updated logic for saving/deleting visualization images
sleap/training_profiles/... Renamed save_visualizations to view_visualizations, added delete_viz_images, introduced keep_viz_images parameter
tests/data/models/... Added keep_viz_images parameter to various model configuration files
tests/gui/test_dialogs.py Removed import of os
tests/nn/test_training.py Updated test functions to include tmp_path for temp directories, added test_keep_viz_cli for testing the --keep_viz CLI option

Sequence Diagram(s)

sequenceDiagram
    participant User
    participant CLI
    participant TrainingModule
    participant ConfigHandler
    participant VizHandler

    User->>CLI: Run training with --view_viz and --keep_viz
    CLI->>ConfigHandler: Load configuration
    ConfigHandler-->>CLI: Configuration loaded
    CLI->>TrainingModule: Start training
    TrainingModule->>VizHandler: Generate visualizations
    VizHandler-->>TrainingModule: Visualizations generated
    TrainingModule-->>CLI: Training completed
    CLI-->>User: Training results with visualizations retained

Poem

In the code, we made a change,
Visualization rules rearrange.
View or keep, it's up to you,
Delete the old, display the new.
A rabbit's touch, small yet bright,
Enhances tools for clearer sight.


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gitttt-1234 commented 4 months ago

From subgroup:

hajin-park commented 4 months ago

@coderabbitai review

coderabbitai[bot] commented 4 months ago
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