Experiment Analysis Tools
This directory contains scripts for post-processing and analyzing experiment results, including TensorBoard logs and saved model weights.
Scripts
1. explore_tensorboard.py
A CLI tool to summarize TensorBoard tfevents files without a GUI.
Key Features: - Displays last values, min, max, and step counts for all scalar metrics. - Calculates total run duration and estimated completion percentage. - Exports granular scalar data to CSV for analysis in Excel/Pandas.
Usage:
# General usage
python explore_tensorboard.py <run_directory>
# Exporting data
python explore_tensorboard.py <run_directory> --csv data.csv
Requirements:
- pandas
- tensorboard
- tensorflow-cpu (or tensorflow)