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Memory Management #21

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@Ai360n

Hello,
In avalanhce-rl, after 1000 experiences and 1000 steps per experience, the below error will be risen. It is necessary to manage memory during training correctly.

torch.cuda.OutOfMemoryError
/Avalanche/avalanche-rl/avalanche_rl/training/strategies/rl_base_strategy.py", line 377, in train_exp
self.loss.backward()

Thanks.

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