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You can try clicking the "lightning bolt" ⚡ icon in the UI to use the alternative, "fast" layout which is potentially more difficult to read. See also this Slack thread
Based on what you wrote, this is unrelated to Server performance, it's purely UI performance as it's the UI trying to parse and render status.nodes. The network request to the API only happens on page load and retrieves the Workflow resource.
If the "fast" layout works, then specifically it would be the layout/sorting algorithm being too slow (rather than the rendering).
What I am doing now is to modify the UI. When expanding, only 500 nodes are expanded at a time to prevent thousands of nodes from being rendered at once and causing the UI to become unresponsive.
Summary
Pagination when argo server displays node status
Use Cases
When one of my steps exceeds 4000 in parallel, the UI always hangs when expanded.
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