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features-across-time

Understanding how features learned by neural networks evolve throughout training

NOTE: Apologies for the sloppy code in many places. We plan to clean it up in the next few weeks.

Reproduce Pythia Suite Experiments

Run the following Python scripts from the command line to collect and plot data over training steps:

python -m scripts.preprocess.build_ngram_data --n <n1> <n2>
python -m scripts.inference.ngrams --n <n1> <n2>

To plot existing data, use:

python -m scripts.plot.plot_single_rows