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updatedAt: 2026-09-16T22:25:31.000Z
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# Add More Wandb Logging for Unsupervised Learning

Improve logged information in unsupervised experiments (to wandb).

Our [benchmark experiments](/docs/benchmark-experiments) that rely on pretrained models and only evaluate inference, already log a lot of statistics to Weights and Biases (wandb). We use these logs to update our benchmark tables and track changes in Monty's performance.

However, for the [unsupervised learning benchmarks](/docs/benchmark-experiments#unsupervised-learning), we don't have good wandb logging set up and analysis of results needs to happen manually, based on the saved .csv file (see instructions [here](/docs/running-benchmarks#where-to-find-the-results)). It would improve workflows significantly to also have the wandb logging handler send the necessary statistics to wandb during unsupervised learning and inference experiments.

> 📘
> For further details and discussion, see [this Discourse thread](https://forum.thousandbrains.org/t/interested-in-contributing-add-more-wandb-logging-for-unsupervised-learning/1136)

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