>>>When I run a query "SELECT count(*) as count FROM tbl where col_1 like
'value1'", the query can take up to 45 minutes to bring back a result if
there are 
>>>large number (sometimes 1 million plus) of records that match 'value 1'. 

Use EXPLAIN to make sure that you're using an index that you have on
'col_1'.  I'm not sure why you have an index on col1 and col2, perhaps
having a single index on col_1 will help.
.

Also, if you're not using wildcards, you should use '=' instead of 'like'

Chris

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