Dovecot SpamAssassin 的结果与独立版本不同

Dovecot SpamAssassin 的结果与独立版本不同

我正在尝试使用 smtpd、spampd、dovecot 和 SpamAssassin 过滤垃圾邮件,我发现 spampd/dovecot 添加的 X-Spam-Report(得分低)与独立执行(得分高)产生的垃圾邮件结果不同。

我在 Fedora 25 x64 上运行。spampd 在端口 10029 上运行并中继到 10030:

SPAMPD_OPTIONS="--a --L --maxsize=500 --host=127.0.0.1:10029 --relayhost=127.0.0.1:10030"

smtpd 发送到 spampd,然后将其响应传递给 dovecot:

listen on lo   port 10030 tag SPAMPD
accept tagged SPAMPD for domain <domains> virtual <users> deliver to lmtp "/run/dovecot/lmtp" rcpt-to
accept from any for domain <domains> relay via smtp://127.0.0.1:10029

Dovecot 有一个全局筛选器,可将垃圾邮件放入垃圾邮件文件夹:

if header :contains "X-Spam-Flag" "YES" {
  addflag "\\Seen";
  fileinto "Spam";
  stop;
}

SpamAssassin local.cf:

required_score 5
report_safe 0
add_header spam Flag _YESNOCAPS_
add_header all Status _YESNO_, score=_SCORE_ required=_REQD_ tests=_TESTS_ autolearn=_AUTOLEARN_ version=_VERSION_
add_header all Level _STARS(*)_
add_header all Checker-Version SpamAssassin _VERSION_ (_SUBVERSION_) on _HOSTNAME_
add_header all Report _REPORT_

以及 init.pre 和其他预文件:

$ grep -hv -e "^#" -e "^\\s*$" /etc/mail/spamassassin/*pre
loadplugin Mail::SpamAssassin::Plugin::URIDNSBL
loadplugin Mail::SpamAssassin::Plugin::Hashcash
loadplugin Mail::SpamAssassin::Plugin::SPF
loadplugin Mail::SpamAssassin::Plugin::Pyzor
loadplugin Mail::SpamAssassin::Plugin::Razor2
loadplugin Mail::SpamAssassin::Plugin::SpamCop
loadplugin Mail::SpamAssassin::Plugin::AutoLearnThreshold
loadplugin Mail::SpamAssassin::Plugin::WhiteListSubject
loadplugin Mail::SpamAssassin::Plugin::MIMEHeader
loadplugin Mail::SpamAssassin::Plugin::ReplaceTags
loadplugin Mail::SpamAssassin::Plugin::DKIM
loadplugin Mail::SpamAssassin::Plugin::Check
loadplugin Mail::SpamAssassin::Plugin::HTTPSMismatch
loadplugin Mail::SpamAssassin::Plugin::URIDetail
loadplugin Mail::SpamAssassin::Plugin::Bayes
loadplugin Mail::SpamAssassin::Plugin::BodyEval
loadplugin Mail::SpamAssassin::Plugin::DNSEval
loadplugin Mail::SpamAssassin::Plugin::HTMLEval
loadplugin Mail::SpamAssassin::Plugin::HeaderEval
loadplugin Mail::SpamAssassin::Plugin::MIMEEval
loadplugin Mail::SpamAssassin::Plugin::RelayEval
loadplugin Mail::SpamAssassin::Plugin::URIEval
loadplugin Mail::SpamAssassin::Plugin::WLBLEval
loadplugin Mail::SpamAssassin::Plugin::VBounce
loadplugin Mail::SpamAssassin::Plugin::ImageInfo
loadplugin Mail::SpamAssassin::Plugin::FreeMail
loadplugin Mail::SpamAssassin::Plugin::AskDNS

我定期训练垃圾邮件和正常邮件:

$ find /var/vmail -type f -not -path .imap -and -name TrainSpam | xargs sa-learn --mbox --spam --no-sync --dbpath /root/.spamassassin/
$ find /var/vmail -type f -not -path .imap -and \( -name inbox -or -name Archives \) | xargs sa-learn --mbox --ham --no-sync --dbpath /root/.spamassassin/
$ sa-learn --sync --dbpath /root/.spamassassin/

这为每个项目带来了数千美元的收入:

$ sa-learn --dump magic
0.000          0          3          0  non-token data: bayes db version
0.000          0       6138          0  non-token data: nspam
0.000          0       3219          0  non-token data: nham
0.000          0     131230          0  non-token data: ntokens
0.000          0 1516588946          0  non-token data: oldest atime
0.000          0 1519351200          0  non-token data: newest atime
0.000          0          0          0  non-token data: last journal sync atime
0.000          0 1519352084          0  non-token data: last expiry atime
0.000          0    2764800          0  non-token data: last expire atime delta
0.000          0     279622          0  non-token data: last expire reduction count

现在来谈谈问题。例如,我收到了 7 封垃圾邮件,它们的主题都非常相似,都是“国会为房主提供千载难逢的抵押贷款救助”。

查看 dovecot 提供的最新垃圾邮件来源,发现其垃圾邮件评分相当低:

X-Spam-Report: 
        *  2.0 BAYES_50 BODY: Bayes spam probability is 40 to 60%
        *      [score: 0.5059]
        *  1.3 HTML_IMAGE_ONLY_24 BODY: HTML: images with 2000-2400 bytes of words
        *  0.0 HTML_MESSAGE BODY: HTML included in message
        *  0.0 T_DKIM_INVALID DKIM-Signature header exists but is not valid
        *  0.0 T_REMOTE_IMAGE Message contains an external image

但是,spamassassin -D < email.txt对同一封电子邮件进行运行后,垃圾邮件评分很高(请注意,这封电子邮件是通过比上述更新的贝叶斯数据库运行的):

X-Spam-Report: 
        *  3.5 BAYES_99 BODY: Bayes spam probability is 99 to 100%
        *      [score: 1.0000]
        *  0.0 URIBL_BLOCKED ADMINISTRATOR NOTICE: The query to URIBL was blocked.
        *       See http://wiki.apache.org/spamassassin/DnsBlocklists#dnsbl-block
        *      for more information.
        *      [URIs: mirror24news.com]
        *  0.0 T_SPF_HELO_TEMPERROR SPF: test of HELO record failed (temperror)
        *  0.0 HTML_MESSAGE BODY: HTML included in message
        *  0.2 BAYES_999 BODY: Bayes spam probability is 99.9 to 100%
        *      [score: 1.0000]
        *  1.6 HTML_IMAGE_ONLY_24 BODY: HTML: images with 2000-2400 bytes of words
        *  1.9 RAZOR2_CF_RANGE_51_100 Razor2 gives confidence level above 50%
        *      [cf: 100]
        *  0.1 DKIM_SIGNED Message has a DKIM or DK signature, not necessarily
        *      valid
        *  0.9 RAZOR2_CHECK Listed in Razor2 (http://razor.sf.net/)
        *  0.0 T_DKIM_INVALID DKIM-Signature header exists but is not valid

为何两者不同?

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