if I want to run the experiment the first time without creating the
template
?
You mean without manually executing it once ?
The problem is of course filling in all the configuration details, so that they are viewable.
Other than that, check out:
https://allegro.ai/docs/task.html#trains.task.Task.export_task
https://allegro.ai/docs/task.html#trains.task.Task.import_task
Sounds good ?
You mean without manually executing it once ?
Yes. Just as it would be executed in trains
Hmm make sense, then I would call the export_task once (kind of the easiest to get the entire Task object description pre-filled for you) with that, you can just create as many as needed by calling import_task.
Would that help?
Hmm, ok. Yes that would make it easier.
From architectural point of view - say I know I'll be running the experiment on a trains-agent , when I initialize and execute the experiment locally, how hard would it be to instead send all the execution details and env to the trains agent and run it directly there? Can the configuration be packaged when we initialize the Task? Does the question make sense?
SarcasticSparrow10 sure see "execute_remotely" it does exactly that:
https://allegro.ai/docs/task.html#trains.task.Task.execute_remotely
It will stop the current process (after syncing everything) and launch itself remotely (i.e. enqueue itself)
When the same code is running by the "trains-agent" the execute_remotely call becomes a no-operation and is basically skipped