Comments - MEMORY Storage Engine
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Some findings: The memory for a MEMORY table is only allocated when used. So an empty MEMORY table does nearly not use any space.
Example: 2 MEMORY tables with max_heap_table_size = 64M and fully filled up until: ERROR 1114 (HY000): The table 'test_mem2' is full