Code to run the experiments for "How Much Data Are Augmentations Worth? An Investigation into Scaling Laws, Invariance, and Implicit Regularization"

Requirements

We provide a full list of requirements in environment_minimal.yml.

Name		Name	Last commit message	Last commit date
Latest commit History 3 Commits
config		config
dataaug		dataaug
.flake8		.flake8
.gitignore		.gitignore
.pre-commit-config.yaml		.pre-commit-config.yaml
LICENSE		LICENSE
README.md		README.md
environment_minimal.yml		environment_minimal.yml
fig0_scaling_baselines.sh		fig0_scaling_baselines.sh
fig1_scaling_repetitions.sh		fig1_scaling_repetitions.sh
fig2_all_augmentations.sh		fig2_all_augmentations.sh
fig3a_scaling_model_width.sh		fig3a_scaling_model_width.sh
fig3b_scaling_model_type.sh		fig3b_scaling_model_type.sh
fig4_scaling_invariant_archs.sh		fig4_scaling_invariant_archs.sh
pyproject.toml		pyproject.toml
setup.cfg		setup.cfg
train_sgd_variant.py		train_sgd_variant.py