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Call full
gc
when out of memory so we can achieve better memory usage.I couldn't find a way to synchronously call GC while in a backward call (see https://discuss.pytorch.org/t/deadlock-when-freeing-memory/154102 ). So the way we are solving this is by always calling GC before backward and by calling GC asynchronously when more memory is requested, in the hope that memory is release before the OOM error.