From 86f7c7f6b63b24210ec3ed3e88d9d0f53d33f805 Mon Sep 17 00:00:00 2001
From: dakkar <dakkar@thenautilus.net>
Date: Sat, 28 Dec 2019 15:27:03 +0000
Subject: naive-bayes classifying index

half-tested by hand
---
 bayes                                    |  6 ++-
 lib/MaildirIndexer/Index/ByAddresses.pm6 | 89 ++++++++++++++++++++++++++++++++
 t/parser.t                               |  4 +-
 3 files changed, 96 insertions(+), 3 deletions(-)
 create mode 100644 lib/MaildirIndexer/Index/ByAddresses.pm6

diff --git a/bayes b/bayes
index a99a3e9..2601874 100644
--- a/bayes
+++ b/bayes
@@ -5,12 +5,16 @@ use MaildirIndexer::ScanDir;
 use MaildirIndexer::Store;
 use MaildirIndexer::Server;
 use MaildirIndexer::Index::ByRef;
+use MaildirIndexer::Index::ByAddresses;
 
 sub MAIN($maildir) {
     my $file-channel = scan-dir($maildir).Channel;
     my $store = MaildirIndexer::Store.new(
         :$file-channel,
-        indices => MaildirIndexer::Index::ByRef.new,
+        indices => (
+            MaildirIndexer::Index::ByRef.new,
+            MaildirIndexer::Index::ByAddresses.new,
+        ),
     );
 
     my $server = MaildirIndexer::Server.new(:$store);
diff --git a/lib/MaildirIndexer/Index/ByAddresses.pm6 b/lib/MaildirIndexer/Index/ByAddresses.pm6
new file mode 100644
index 0000000..5636f1f
--- /dev/null
+++ b/lib/MaildirIndexer/Index/ByAddresses.pm6
@@ -0,0 +1,89 @@
+use v6.d;
+use MaildirIndexer::Index;
+unit class MaildirIndexer::Index::ByAddresses does MaildirIndexer::Index;
+use MaildirIndexer::LogTimelineSchema;
+use MaildirIndexer::Email;
+
+# most of this is copied from
+# p6-Algorithm-NaiveBayes:auth<cpan:TITSUKI>:ver<0.04>, in particular the
+# Algorithm::NaiveBayes::Classifier::Bernoulli class
+
+has Array[Str] %!addresses-for-file;
+has %!count-by-address-and-mailbox;
+has %!known-addresses;
+has %!count-by-mailbox;
+has $!total-count;
+
+method dump() {
+}
+
+submethod account-for(Str @addresses,$mailbox,Int $step) {
+    $!total-count += $step;
+    %!count-by-mailbox{$mailbox} += $step;
+
+    for @addresses -> $addr {
+        %!known-addresses{$addr} += $step;
+        %!count-by-address-and-mailbox{$addr}{$mailbox} += $step;
+    }
+}
+
+method add-mail(MaildirIndexer::Email:D $email, Str:D $mailbox --> Nil) {
+    MaildirIndexer::LogTimelineSchema::Index::Add.log: :class('ByAddresses'),:$mailbox, -> {
+        my Str @addresses = $email.addresses or return;
+        %!addresses-for-file{ $email.path } = @addresses;
+
+        self.account-for(@addresses,$mailbox,1);
+
+        return;
+    }
+}
+
+method del-path(IO:D $file, Str:D $mailbox --> Nil) {
+    MaildirIndexer::LogTimelineSchema::Index::Rm.log: :class('ByAddresses'),:$mailbox, -> {
+        my Str @addresses = %!addresses-for-file{$file.path} or return;
+
+        self.account-for(@addresses,$mailbox,-1);
+
+        return;
+    }
+}
+
+submethod p-address-given-mailbox($addr,$mailbox) {
+    my $a = 1 + (%!count-by-address-and-mailbox{$addr}{$mailbox} // 0);
+    my $b = 2 + (%!count-by-mailbox{$mailbox} // 0);
+    return $a / $b;
+}
+
+submethod predict-mailbox-given-addresses(@addresses) {
+    my %prediction;
+    my Bag $addr-bag .= new(|@addresses);
+
+    for %!count-by-mailbox.keys -> $mailbox {
+        my $p = 1;
+
+        for %!known-addresses.keys -> $addr {
+            if ($addr-bag{$addr}) {
+                $p *= self.p-address-given-mailbox($addr,$mailbox);
+            }
+            else {
+                $p *= (1 - self.p-address-given-mailbox($addr,$mailbox));
+            }
+        }
+        $p *= %!count-by-mailbox{$mailbox} / $!total-count;
+        %prediction{$mailbox} = $p;
+    }
+
+    return %prediction;
+}
+
+method mailbox-for-email(MaildirIndexer::Email:D $email --> Str) {
+    my Str $result;
+    MaildirIndexer::LogTimelineSchema::Index::Find.log: :class('ByAddresses'), -> {
+        my %prediction = self.predict-mailbox-given-addresses($email.addresses);
+
+        my @most-probable-mailboxes = %prediction.pairs.sort(*.value).map(*.key);
+
+        if @most-probable-mailboxes -> $_ { $result = .[*-1] }
+    }
+    return $result;
+}
diff --git a/t/parser.t b/t/parser.t
index aafbb27..49be92e 100644
--- a/t/parser.t
+++ b/t/parser.t
@@ -5,12 +5,12 @@ use MaildirIndexer::Parser;
 use MaildirIndexer::Email;
 
 subtest 'from string' => {
-    is-deeply parse-email(''), Nil, "empty string won't parse";
+    ok !parse-email(''), "empty string won't parse";
 
     my $message = q:to<EOM>;
     bad stuff
     EOM
-    is-deeply parse-email($message), Nil, "bad message won't parse";
+    ok !parse-email($message), "bad message won't parse";
 
     $message = q:to<EOM>;
     Head: value
-- 
cgit v1.2.3