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mysql - How can I improve DELETE FROM performance on large InnoDB tables?

I have a fairly large InnoDB table which contains about 10 million rows (and counting, it is expected to become 20 times that size). Each row is not that large (131 B on average), but from time to time I have to delete a chunk of them, and that is taking ages. This is the table structure:

 CREATE TABLE `problematic_table` (
    `id` bigint(20) unsigned NOT NULL AUTO_INCREMENT,
    `taxid` int(10) unsigned NOT NULL,
    `blastdb_path` varchar(255) NOT NULL,
    `query` char(32) NOT NULL,
    `target` int(10) unsigned NOT NULL,
    `score` double NOT NULL,
    `evalue` varchar(100) NOT NULL,
    `log_evalue` double NOT NULL DEFAULT '-999',
    `start` int(10) unsigned DEFAULT NULL,
    `end` int(10) unsigned DEFAULT NULL,
    PRIMARY KEY (`id`),
    KEY `taxid` (`taxid`),
    KEY `query` (`query`),
    KEY `target` (`target`),
    KEY `log_evalue` (`log_evalue`)
) ENGINE=InnoDB AUTO_INCREMENT=7888676 DEFAULT CHARSET=latin1;

Queries that delete large chunks from the table are simply like this:

DELETE FROM problematic_table WHERE problematic_table.taxid = '57';

A query like this just took almost an hour to finish. I can imagine that the index rewriting overhead makes these queries very slow.

I am developing an application that will run on pre-existing databases. I most likely have no control over server variables unless I make changes to them mandatory (which I would prefer not to), so I'm afraid suggestions that change those are of little value.

I have tried to INSERT ... SELECT those rows that I don't want to delete into a temporary table and just dropping the rest, but as the ratio of to-delete vs. to-keep shifts towards to-keep, this is no longer a useful solution.

This is a table that may see frequent INSERTs and SELECTs in the future, but no UPDATEs. Basically, it's a logging and reference table that needs to drop parts of its content from time to time.

Could I improve my indexes on this table by limiting their length? Would switching to MyISAM help, which supports DISABLE KEYS during transactions? What else could I try to improve DELETE performance?

Edit: One such deletion would be in the order of about one million of rows.

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I had a similar scenario with a table with 2 million rows and a delete statement, which should delete around a 100 thousand rows - it took around 10 minutes to do so.

After I checked the configuration, I found that MySQL Server was running with default innodb_buffer_pool_size = 8 MB (!).

After restart with innodb_buffer_pool_size = 1.5GB, the same scenario took 10 sec.

So it looks like there is a dependency if "reordering of the table" can fit in buffer_pool or not.


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