I created an Amazon Aurora instance few weeks ago , it was doing great at the beginning and memory current value was 13,000 MB , Everyday current value of memory is reduced by a certain amount and now it is only 781 MB. I don't know if it is a cache problem or I have something wrong with my configuration any ideas ?

I found that MySQL tries to cache data and use memory as long as it has free space , so If you want to change this, you could use different configuration other than Amazon RDS configuration.
By default : innodb_buffer_pool_size is {DBInstanceClassMemory*3/4}
I changed it to innodb_buffer_pool_size = {DBInstanceClassMemory*1/2}
and that solved my problem.
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