Review: store.spamassassin.bayes.in.sql.md.
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Zhang Huangbin
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<http://www.iredmail.org/wiki/index.php?title=IRedMail/FAQ/Store.SpamAssassin.Bayes.In.SQL>
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#How to store spamassassin bayes in SQL
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# How to store spamassassin bayes in SQL
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__THIS ARTICLE IS STILL A DRAFT, DO NOT APPLY IT IN PRODUCTION SERVER.__
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##Summary
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This article is used to configure related components to store SpamAssassin Bayes data in SQL server, and allow webmail users to report spam with one click.
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## Summary
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This article will guide you to configure related components to store
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SpamAssassin Bayes data in SQL server, and allow webmail users to report spam
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with one click.
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Tested with:
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@ -17,25 +19,35 @@ Tested with:
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Notes:
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* This article should work with all iRedMail releases. We take iRedMail-__0.8.0__ for example.
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* This article should work with all backends: OpenLDAP, MySQL, PostgreSQL. We take MySQL backend for example.
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* This article should work with Amavisd-new-2.6.0 and later versions, includes Amavisd-new-2.7.x.
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* This article should work with all iRedMail releases. We take iRedMail-0.8.0 for example.
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* This article should work with all backends: OpenLDAP, MySQL, MariaDB, PostgreSQL. We take MySQL backend for example.
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* This article should work with Amavisd-new-2.6.0 and later versions.
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IMPORTANT NOTE:
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__IMPORTANT NOTE__:
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* The bayesian classifier can only score new messages if it already has 200 known spams and 200 known hams.
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* If Spamassassin fails to identify a spam, teach it so it can do better next time. e.g. Mark it as spam in roundcube webmail.
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* Read __References__ section at the end of this article before asking.
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* The bayesian classifier can only score new messages if it already has 200
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known spams and 200 known hams.
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* If Spamassassin fails to identify a spam, teach it so it can do better next
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time. e.g. Mark it as spam in roundcube webmail.
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* Read `References` section at the end of this article before asking questions.
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##Create required SQL database used to store bayes data
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## Create required SQL database used to store bayes data
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We need to create a SQL database and necessary tables to store SpamAssassin
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bayes data. The RPM package installed on CentOS 6 doesn't ship SQL template
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for bayes database, so we have to download it from Apache web site. We're
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running SpamAssassin-3.3.1, so what we need is this SQL template file:
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http://svn.apache.org/repos/asf/spamassassin/tags/spamassassin_release_3_3_1/sql/bayes_mysql.sql.
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If you're running different version, please find the proper SQL file here:
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[http://svn.apache.org/repos/asf/spamassassin/tags/](http://svn.apache.org/repos/asf/spamassassin/tags/).
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We need to create a SQL database and necessary tables to store SpamAssassin bayes data. The RPM package installed on CentOS 6 doesn't ship SQL template for bayes database, but we can download it from Apache web site. We're running SpamAssassin-3.3.1, so what we need is this SQL template file: <http://svn.apache.org/repos/asf/spamassassin/tags/spamassassin_release_3_3_1/sql/bayes_mysql.sql> (if you're running different version, please find the proper SQL file here: <http://svn.apache.org/repos/asf/spamassassin/tags/>)
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<pre>
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# cd /root/
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# wget http://svn.apache.org/repos/asf/spamassassin/tags/spamassassin_release_3_3_1/sql/bayes_mysql.sql
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</pre>
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Create MySQL database and import SQL template file:
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<pre>
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# mysql -uroot -p
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mysql> CREATE DATABASE sa_bayes;
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@ -43,17 +55,19 @@ mysql> USE sa_bayes;
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mysql> SOURCE /root/bayes_mysql.sql;
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</pre>
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Create a new MySQL user (with password __sa\_user\_password__) and grant permissions:
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Create a new MySQL user (with password `sa_user_password`) and grant
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permissions. __IMPORTANT NOTE__: Please replace password `sa_user_password`
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by your own password.
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* Note: Please replace password __sa\_user\_password__ by your own.
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<pre>
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mysql> GRANT SELECT, INSERT, UPDATE, DELETE ON sa_bayes.* TO sa_user@localhost IDENTIFIED BY 'sa_user_password';
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mysql> FLUSH PRIVILEGES;
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</pre>
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##Enable Bayes modules in SpamAssassin
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## Enable Bayes modules in SpamAssassin
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Edit `/etc/mail/spamassassin/local.cf`, add (or modify below settings):
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Edit /etc/mail/spamassassin/local.cf, add (or modify below settings):
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<pre>
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use_bayes 1
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bayes_auto_learn 1
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@ -78,6 +92,7 @@ bayes_sql_override_username vmail
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</pre>
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Make sure SpamAssassin will load bayes modules:
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<pre>
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# /etc/init.d/amavisd stop
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# amavisd -c /etc/amavisd/amavisd.conf debug 2>&1 | grep -i 'bayes'
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@ -85,14 +100,17 @@ May 16 09:59:33 ... SpamAssassin loaded plugins: ..., Bayes, ...
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May 16 10:27:38 ... extra modules loaded after daemonizing/chrooting:
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Mail/SpamAssassin/BayesStore/MySQL.pm, Mail/SpamAssassin/BayesStore/SQL.pm, ...
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</pre>
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Looks fine. Now press 'Ctrl-C' to terminate above command.
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Looks fine. Now press `Ctrl-C` to terminate above command.
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Start Amavisd service:
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<pre>
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# /etc/init.d/amavisd restart
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</pre>
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It is required we initialize the database by learning a message. We use the sample spam email shipped in the RPM package provided by CentOS 6:
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It is required we initialize the database by learning a message. We use the
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sample spam email shipped in the RPM package provided by CentOS 6:
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<pre>
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# rpm -ql spamassassin | grep 'sample-spam'
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/usr/share/doc/spamassassin-3.3.1/sample-spam.txt
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@ -101,19 +119,26 @@ It is required we initialize the database by learning a message. We use the samp
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Learned tokens from 1 message(s) (1 message(s) examined)
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</pre>
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##Enable Roundcube plugin: markasjunk2
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## Enable Roundcube plugin: markasjunk2
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* We need a third-party Roundcube plugin to allow webmail users to report spam: Mark as Junk 2. You can download it here: <https://github.com/JohnDoh/Roundcube-Plugin-Mark-as-Junk-2/releases>
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* We need a third-party Roundcube plugin to allow webmail users to report spam:
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`Mark as Junk 2`. You can download it here:
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[https://github.com/JohnDoh/Roundcube-Plugin-Mark-as-Junk-2/releases](https://github.com/JohnDoh/Roundcube-Plugin-Mark-as-Junk-2/releases)
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* After download, please uncompress it and copy it to roundcube plugins directory: /var/www/roundcubemail/plugins/. Then we get a new directory: /var/www/roundcubemail/plugins/markasjunk2/
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* After download, please uncompress it and copy it to roundcube plugins
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directory: `/var/www/roundcubemail/plugins/`. Then we get a new directory:
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`/var/www/roundcubemail/plugins/markasjunk2/`.
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* Enter directory `/var/www/roundcubemail/plugins/markasjunk2/`, generate
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config file by copying its sample config file:
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* Enter directory /var/www/roundcubemail/plugins/markasjunk2/, generate config file by copying its sample config file:
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<pre>
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# cd /var/www/roundcubemail/plugins/markasjunk2/
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# cp config.inc.php.dist config.inc.php
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</pre>
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* Edit roundcubemail/plugins/markasjunk2/config.inc.php, update below settings:
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* Edit `roundcubemail/plugins/markasjunk2/config.inc.php`, update below settings:
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<pre>
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$rcmail_config['markasjunk2_learning_driver'] = 'cmd_learn';
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$rcmail_config['markasjunk2_read_spam'] = true;
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@ -122,17 +147,21 @@ $rcmail_config['markasjunk2_move_spam'] = true;
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$rcmail_config['markasjunk2_move_ham'] = true;
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$rcmail_config['markasjunk2_mb_toolbar'] = true;
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$rcmail_config['markasjunk2_spam_cmd'] = 'sa-learn --spam --username=vmail %f';
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$rcmail_config['markasjunk2_ham_cmd'] = 'sa-learn --ham --username=vmail %f';
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</pre>
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* Enable this plugin in Roundcube config file(/var/www/roundcubemail/config/main.inc.php) by appending 'markasjunk2' in plugin list:
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* Enable this plugin in Roundcube config file
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`/var/www/roundcubemail/config/main.inc.php` by appending `markasjunk2`
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in plugin list:
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<pre>
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$rcmail_config['plugins'] = array("password", "managesieve", "markasjunk2");
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$rcmail_config['plugins'] = array(..., "markasjunk2");
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</pre>
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* Since learning driver __cmd\_learn__ requires PHP function __exec__, we have to enable it in /etc/php.ini:
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* Learning driver `cmd_learn` requires PHP function `exec`, so we have to
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remove it from PHP config file `/etc/php.ini`, parameter `disabled_functions`:
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<pre>
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# OLD SETTING
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# disable_functions =show_source,system,shell_exec,passthru,exec,phpinfo,proc_open ;
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@ -145,9 +174,10 @@ disable_functions =show_source,system,shell_exec,passthru,phpinfo,proc_open ;
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You will see a new toolbar button after logging into Roundcube webmail:
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Check SQL database `sa_bayes` before we testing this plugin:
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Check SQL database __sa_bayes__ before we testing this plugin:
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<pre>
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# mysql -uroot -p
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mysql> USE sa_bayes;
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@ -159,7 +189,10 @@ mysql> SELECT COUNT(*) FROM bayes_token;
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+----------+
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</pre>
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Back to Roundcube webmail, select a spam email (or a testing email), click "Mark as Junk" button, then this email will be scanned by command __sa-learn__. Check database __sa\_bayes__ again to make sure it's working:
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Back to Roundcube webmail, select a spam email (or a testing email), click
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`Mark as Junk` button, then this email will be scanned by command `sa-learn`.
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Check database `sa_bayes` again to make sure it's working:
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<pre>
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# mysql -uroot -p
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mysql> USE sa_bayes;
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@ -170,8 +203,12 @@ mysql> SELECT COUNT(*) FROM bayes_token;
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| 143 |
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+----------+
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</pre>
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Note: You may get different result number as shown above.
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<br/>So far so good. That's all we need to do.
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##References
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* [Bayes Introduction](http://wiki.apache.org/spamassassin/BayesInSpamAssassin). Please do read section __Things to remember__.
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So far so good. That's all we need to do.
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## References
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* [Bayes Introduction](http://wiki.apache.org/spamassassin/BayesInSpamAssassin). Please do read section `Things to remember`.
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* [SpamAssassin Bayes Frequently Asked Questions](http://wiki.apache.org/spamassassin/BayesFaq)
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@ -3,7 +3,7 @@ body{
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font-family: Georgia, Palatino, serif;
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line-height: 1;
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max-width: 70%;
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padding: 30px;
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padding: 30px 0px 100px 0px;
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}
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h1, h2, h3, h4, h5 {
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font-weight: 500;
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@ -0,0 +1,212 @@
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<html>
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<head>
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<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
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<title></title>
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<link href="../css/markdown.css" rel="stylesheet"></head>
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</head>
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<body>
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<h1 id="how-to-store-spamassassin-bayes-in-sql">How to store spamassassin bayes in SQL</h1>
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<p><strong>THIS ARTICLE IS STILL A DRAFT, DO NOT APPLY IT IN PRODUCTION SERVER.</strong></p>
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<h2 id="summary">Summary</h2>
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<p>This article will guide you to configure related components to store
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SpamAssassin Bayes data in SQL server, and allow webmail users to report spam
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with one click.</p>
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<p>Tested with:</p>
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<ul>
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<li>iRedMail-0.8.0, iRedMail-0.8.7. </li>
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<li>CentOS 6.2 (x86_64)</li>
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<li>SpamAssassin-3.3.1</li>
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<li>Amavisd-new-2.6.6</li>
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<li>MySQL-5.1.61</li>
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<li>Roundcubemail-0.7.2</li>
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</ul>
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<p>Notes:</p>
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<ul>
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<li>This article should work with all iRedMail releases. We take iRedMail-0.8.0 for example.</li>
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<li>This article should work with all backends: OpenLDAP, MySQL, MariaDB, PostgreSQL. We take MySQL backend for example.</li>
|
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<li>This article should work with Amavisd-new-2.6.0 and later versions.</li>
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</ul>
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<p><strong>IMPORTANT NOTE</strong>:</p>
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<ul>
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<li>The bayesian classifier can only score new messages if it already has 200
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known spams and 200 known hams.</li>
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<li>If Spamassassin fails to identify a spam, teach it so it can do better next
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time. e.g. Mark it as spam in roundcube webmail.</li>
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<li>Read <code>References</code> section at the end of this article before asking questions.</li>
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</ul>
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<h2 id="create-required-sql-database-used-to-store-bayes-data">Create required SQL database used to store bayes data</h2>
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<p>We need to create a SQL database and necessary tables to store SpamAssassin
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bayes data. The RPM package installed on CentOS 6 doesn't ship SQL template
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for bayes database, so we have to download it from Apache web site. We're
|
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running SpamAssassin-3.3.1, so what we need is this SQL template file:
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http://svn.apache.org/repos/asf/spamassassin/tags/spamassassin_release_3_3_1/sql/bayes_mysql.sql.
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If you're running different version, please find the proper SQL file here:
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<a href="http://svn.apache.org/repos/asf/spamassassin/tags/">http://svn.apache.org/repos/asf/spamassassin/tags/</a>.</p>
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<pre>
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# cd /root/
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# wget http://svn.apache.org/repos/asf/spamassassin/tags/spamassassin_release_3_3_1/sql/bayes_mysql.sql
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</pre>
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<p>Create MySQL database and import SQL template file:</p>
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<pre>
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# mysql -uroot -p
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mysql> CREATE DATABASE sa_bayes;
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mysql> USE sa_bayes;
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mysql> SOURCE /root/bayes_mysql.sql;
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</pre>
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<p>Create a new MySQL user (with password <code>sa_user_password</code>) and grant
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permissions. <strong>IMPORTANT NOTE</strong>: Please replace password <code>sa_user_password</code>
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by your own password.</p>
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<pre>
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mysql> GRANT SELECT, INSERT, UPDATE, DELETE ON sa_bayes.* TO sa_user@localhost IDENTIFIED BY 'sa_user_password';
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mysql> FLUSH PRIVILEGES;
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</pre>
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<h2 id="enable-bayes-modules-in-spamassassin">Enable Bayes modules in SpamAssassin</h2>
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<p>Edit <code>/etc/mail/spamassassin/local.cf</code>, add (or modify below settings):</p>
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<pre>
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use_bayes 1
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bayes_auto_learn 1
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bayes_auto_expire 1
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# Store bayesian data in MySQL
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bayes_store_module Mail::SpamAssassin::BayesStore::MySQL
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bayes_sql_dsn DBI:mysql:sa_bayes:127.0.0.1:3306
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# Store bayesian data in PostgreSQL
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#bayes_store_module Mail::SpamAssassin::BayesStore::PgSQL
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#bayes_sql_dsn DBI:Pg:sa_bayes:127.0.0.1:5432
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bayes_sql_username sa_user
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bayes_sql_password sa_user_password
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# Override the username used for storing
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# data in the database. This could be used to group users together to
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# share bayesian filter data. You can also use this config option to
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# trick sa-learn to learn data as a specific user.
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bayes_sql_override_username vmail
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</pre>
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<p>Make sure SpamAssassin will load bayes modules:</p>
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<pre>
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# /etc/init.d/amavisd stop
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# amavisd -c /etc/amavisd/amavisd.conf debug 2>&1 | grep -i 'bayes'
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May 16 09:59:33 ... SpamAssassin loaded plugins: ..., Bayes, ...
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May 16 10:27:38 ... extra modules loaded after daemonizing/chrooting:
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Mail/SpamAssassin/BayesStore/MySQL.pm, Mail/SpamAssassin/BayesStore/SQL.pm, ...
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</pre>
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<p>Looks fine. Now press <code>Ctrl-C</code> to terminate above command.</p>
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<p>Start Amavisd service:</p>
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<pre>
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# /etc/init.d/amavisd restart
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</pre>
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<p>It is required we initialize the database by learning a message. We use the
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sample spam email shipped in the RPM package provided by CentOS 6:</p>
|
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<pre>
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# rpm -ql spamassassin | grep 'sample-spam'
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/usr/share/doc/spamassassin-3.3.1/sample-spam.txt
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# sa-learn --spam --username=vmail /usr/share/doc/spamassassin-3.3.1/sample-spam.txt
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Learned tokens from 1 message(s) (1 message(s) examined)
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</pre>
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<h2 id="enable-roundcube-plugin-markasjunk2">Enable Roundcube plugin: markasjunk2</h2>
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<ul>
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||||
<li>
|
||||
<p>We need a third-party Roundcube plugin to allow webmail users to report spam:
|
||||
<code>Mark as Junk 2</code>. You can download it here:
|
||||
<a href="https://github.com/JohnDoh/Roundcube-Plugin-Mark-as-Junk-2/releases">https://github.com/JohnDoh/Roundcube-Plugin-Mark-as-Junk-2/releases</a></p>
|
||||
</li>
|
||||
<li>
|
||||
<p>After download, please uncompress it and copy it to roundcube plugins
|
||||
directory: <code>/var/www/roundcubemail/plugins/</code>. Then we get a new directory:
|
||||
<code>/var/www/roundcubemail/plugins/markasjunk2/</code>.</p>
|
||||
</li>
|
||||
<li>
|
||||
<p>Enter directory <code>/var/www/roundcubemail/plugins/markasjunk2/</code>, generate
|
||||
config file by copying its sample config file:</p>
|
||||
</li>
|
||||
</ul>
|
||||
<pre>
|
||||
# cd /var/www/roundcubemail/plugins/markasjunk2/
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# cp config.inc.php.dist config.inc.php
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</pre>
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<ul>
|
||||
<li>Edit <code>roundcubemail/plugins/markasjunk2/config.inc.php</code>, update below settings:</li>
|
||||
</ul>
|
||||
<pre>
|
||||
$rcmail_config['markasjunk2_learning_driver'] = 'cmd_learn';
|
||||
$rcmail_config['markasjunk2_read_spam'] = true;
|
||||
$rcmail_config['markasjunk2_unread_ham'] = false;
|
||||
$rcmail_config['markasjunk2_move_spam'] = true;
|
||||
$rcmail_config['markasjunk2_move_ham'] = true;
|
||||
$rcmail_config['markasjunk2_mb_toolbar'] = true;
|
||||
|
||||
$rcmail_config['markasjunk2_spam_cmd'] = 'sa-learn --spam --username=vmail %f';
|
||||
$rcmail_config['markasjunk2_ham_cmd'] = 'sa-learn --ham --username=vmail %f';
|
||||
</pre>
|
||||
|
||||
<ul>
|
||||
<li>Enable this plugin in Roundcube config file
|
||||
<code>/var/www/roundcubemail/config/main.inc.php</code> by appending <code>markasjunk2</code>
|
||||
in plugin list:</li>
|
||||
</ul>
|
||||
<pre>
|
||||
$rcmail_config['plugins'] = array(..., "markasjunk2");
|
||||
</pre>
|
||||
|
||||
<ul>
|
||||
<li>Learning driver <code>cmd_learn</code> requires PHP function <code>exec</code>, so we have to
|
||||
remove it from PHP config file <code>/etc/php.ini</code>, parameter <code>disabled_functions</code>:</li>
|
||||
</ul>
|
||||
<pre>
|
||||
# OLD SETTING
|
||||
# disable_functions =show_source,system,shell_exec,passthru,exec,phpinfo,proc_open ;
|
||||
|
||||
# NEW SETTING. exec is removed.
|
||||
disable_functions =show_source,system,shell_exec,passthru,phpinfo,proc_open ;
|
||||
</pre>
|
||||
|
||||
<ul>
|
||||
<li>Restarting Apache web server.</li>
|
||||
</ul>
|
||||
<p>You will see a new toolbar button after logging into Roundcube webmail:</p>
|
||||
<p><img alt="" src="../images/Markasjunk2_toolbar_button.png" /></p>
|
||||
<p>Check SQL database <code>sa_bayes</code> before we testing this plugin:</p>
|
||||
<pre>
|
||||
# mysql -uroot -p
|
||||
mysql> USE sa_bayes;
|
||||
mysql> SELECT COUNT(*) FROM bayes_token;
|
||||
+----------+
|
||||
| count(*) |
|
||||
+----------+
|
||||
| 65 |
|
||||
+----------+
|
||||
</pre>
|
||||
|
||||
<p>Back to Roundcube webmail, select a spam email (or a testing email), click
|
||||
<code>Mark as Junk</code> button, then this email will be scanned by command <code>sa-learn</code>.
|
||||
Check database <code>sa_bayes</code> again to make sure it's working:</p>
|
||||
<pre>
|
||||
# mysql -uroot -p
|
||||
mysql> USE sa_bayes;
|
||||
mysql> SELECT COUNT(*) FROM bayes_token;
|
||||
+----------+
|
||||
| count(*) |
|
||||
+----------+
|
||||
| 143 |
|
||||
+----------+
|
||||
</pre>
|
||||
|
||||
<p>Note: You may get different result number as shown above.</p>
|
||||
<p>So far so good. That's all we need to do.</p>
|
||||
<h2 id="references">References</h2>
|
||||
<ul>
|
||||
<li><a href="http://wiki.apache.org/spamassassin/BayesInSpamAssassin">Bayes Introduction</a>. Please do read section <code>Things to remember</code>.</li>
|
||||
<li><a href="http://wiki.apache.org/spamassassin/BayesFaq">SpamAssassin Bayes Frequently Asked Questions</a></li>
|
||||
</ul></body></html>
|
||||
|
|
@ -14,6 +14,7 @@
|
|||
<li><a href="faq-howto/howto.configure.thunderbird.for.iredmail.html"> Configure Thunderbird as mail client (IMAP, SMTP and global ldap address book)</a></li>
|
||||
<li><a href="faq-howto/howto.enable.smtps.service.html"> How to enable SMTPS service (SMTP over SSL, port 465)</a></li>
|
||||
<li><a href="faq-howto/pipe.incoming.email.for.certain.user.to.external.script.html"> How to pipe incoming email for certain user to external script </a></li>
|
||||
<li><a href="faq-howto/store.spamassassin.bayes.in.sql.html"> How to store spamassassin bayes in SQL</a></li>
|
||||
<li><a href="faq-howto/unattended.iredmail.installation.html"> How to perform silent/unattended iRedMail installation</a></li>
|
||||
<li><a href="faq-howto/use.or.migrate.password.hashes.html"> How to use or migrate password hashes</a></li>
|
||||
</ul>
|
||||
|
|
|
|||
Loading…
Reference in New Issue