Good questions in general.
1. This would be a problem if you have limited memory in the machine.
2. Currently AutoTVM doesn't have an official API to export tasks. At this
moment, one solution I can think of is writing a script to extract necessary
task information and save it to a JSON file.
Thank you ! I have two questions for this solution.
1. To use this API, I have to load all models at the same time, which seems to
have a huge demand for memory.
2. I didn't find a way to save tasks to disk, that means if the tuning is
interrupted , I have to do the whole thing from beginnin
The official solution to this question is leveraging
`extract_from_multiple_programs`. You can give that API multiple models at
once, and it will return a list of unique tasks. By tuning the list of tasks,
your log file can be used for all models you provided.
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Thank you！Seems it will work to me.
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Hi,
The implementation of function **prune_old_tasks** in this discussion
https://discuss.tvm.ai/t/solved-can-we-resume-an-autotuning-session/3329 may
helps you.
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