apply_on_stages config item

[dtronmans]

Purpose

Relied on feat/show-applied-augmentations to manually test using --list-augmentations (that's why the target branch is feat/show-applied-augmentations, and also relies on a release of LuxonisML with a version bump

When apply_on_stages is not specified, the default behavior remains (no augmentation added to val):

augmentations:
  - name: Defocus
    params:
      p: 0.9
  - name: Sharpen
    params:
      p: 0.9
  - name: VerticalFlip

With the following config:

augmentations:
  - name: Defocus
    apply_on_stages: ["train", "val"]
    params:
      p: 0.9
  - name: Sharpen
    params:
      p: 0.9
  - name: VerticalFlip

Augmentations are added to val:

Specification

Dependencies & Potential Impact

Deployment Plan

Testing & Validation