Aim 2.6.0 is out! We are on a journey to democratize AI dev tools and thankful to the community for continuous feedback.
Check out the updated Aim demo at play.aimstack.io.
For this release, there are two major updates — both highly requested by the Aim community. Specifically thanks to jaekyeom, siddk and vopani for raising and pushing for those improvements. See the full list of changes here and here.
Docker requirement removed
Back when we were designing the first version of Aim, we used to be excited about packaging Aim in a docker — had spent considerable amount of time to build a small alpine-based image-size to serve the web app.
We learned during the past 6 months that docker poses major problems in getting up and running with Aim on many of the cluster environments — requiring user permissions and creating lots of overhead.
From Aim v2.5.0 docker requirement is no longer there. We have repackaged the whole web app into Aim and structured the codebase to include all the artifacts and dependencies that come with Aim UI as well.
Metric as an alternative x-axis
Sometimes when comparing the metrics, it’s not enough to just put them into perspective via subplots.
For instance in the quick demo below, we are looking at a Neural Machine Translation (NMT) problem where two metrics are being compared —
bleu. One of the main indicators of a performant model in NMT, is when higher values of
bleu correlates with the lower values of
Just plotting them besides each other sometimes isn’t enough to see how they correlate. In this case we use
loss as the x-axis to directly see the correlation between the
bleu metrics for two groups of runs (
max_k == 1).
Using a different metric as the x-axis is a handy tool to better see the correlation between two metrics of training runs.
Note: if the metric is not increasing monotonously, its values are re-ordered and then set as the x-axis (see in case of the loss).
We have been incredibly lucky to get help and contributions from the amazing Aim community. It’s humbling and inspiring.
And don’t forget to leave Aim a star on GitHub for support 🙌.