Problem in Training BiLSTM network

I am working on time series data. I started training BiLSTM network on 25th January at 10.51 AM with 56724 samples. I gave epoch=10. I have only 4GB RAM in my system. On 27th January 11pm while 10th epoch was running, training got stopped. After training 60 hours, i dont know how it stopped....is there any solution to this problem. can you help me.

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