We're wondering how many on-premise machines we'd like to deprecate.

I think you can see that in the queues tab, no?

We're wondering how many on-premise machines we'd like to deprecate. For that, we want to see how often our "on premise" queue is used (how often a task is submitted and run), for how long, how many resources it consumes (on average), etc.

I think this might be what you're looking for:
https://clear.ml/docs/latest/docs/references/api/workers
https://clear.ml/docs/latest/docs/references/api/queues
You can access all reports through the REST API

Unfortunately not, the queues tab shows only the number of tasks, but not resources used

in the queue

Oh, yes, that makes sense to add, I like that 🙂
(the main question is what data is there in the backend DBs, let me know what I can get)

AgitatedDove14 Unfortunately not, the queues tab shows only the number of tasks, but not resources used in the queue . I can toggle between the different workers but then I don't get the full image.

Hi UnevenDolphin73 , can you please elaborate on what do you mean by what CPU does the queue consume?

You can pull all machine usage statistics using the API. Is there something specific you're looking for?

CostlyOstrich36 That looks promising, but I don't see any documentation on the returned schema (i.e. workers.worker_stats is not specified anywhere?)