mox/junk/parse.go

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2023-01-30 16:27:06 +03:00
package junk
// see https://en.wikipedia.org/wiki/Naive_Bayes_spam_filtering
// - todo: better html parsing?
// - todo: try reading text in pdf?
// - todo: try to detect language, have words per language? can be in the same dictionary. currently my dictionary is biased towards treating english as spam.
import (
"bufio"
"fmt"
"io"
"os"
"strings"
"unicode"
"golang.org/x/net/html"
"github.com/mjl-/mox/message"
)
func (f *Filter) tokenizeMail(path string) (bool, map[string]struct{}, error) {
mf, err := os.Open(path)
if err != nil {
return false, nil, err
}
defer mf.Close()
fi, err := mf.Stat()
if err != nil {
return false, nil, err
}
p, _ := message.EnsurePart(mf, fi.Size())
words, err := f.ParseMessage(p)
return true, words, err
}
// ParseMessage reads a mail and returns a map with words.
func (f *Filter) ParseMessage(p message.Part) (map[string]struct{}, error) {
metaWords := map[string]struct{}{}
textWords := map[string]struct{}{}
htmlWords := map[string]struct{}{}
hdrs, err := p.Header()
if err != nil {
return nil, fmt.Errorf("parsing headers: %v", err)
}
// Add words from the header, annotated with <field>+":".
// todo: add whether header is dkim-verified?
for k, l := range hdrs {
for _, h := range l {
switch k {
case "From", "To", "Cc", "Bcc", "Reply-To", "Subject", "Sender", "Return-Path":
// case "Subject", "To":
default:
continue
}
words := map[string]struct{}{}
f.tokenizeText(strings.NewReader(h), words)
for w := range words {
if len(w) <= 3 {
continue
}
metaWords[k+":"+w] = struct{}{}
}
}
}
if err := f.mailParse(p, metaWords, textWords, htmlWords); err != nil {
return nil, fmt.Errorf("parsing message: %w", err)
}
for w := range metaWords {
textWords[w] = struct{}{}
}
for w := range htmlWords {
textWords[w] = struct{}{}
}
return textWords, nil
}
// mailParse looks through the mail for the first text and html parts, and tokenizes their words.
func (f *Filter) mailParse(p message.Part, metaWords, textWords, htmlWords map[string]struct{}) error {
ct := p.MediaType + "/" + p.MediaSubType
if ct == "TEXT/HTML" {
err := f.tokenizeHTML(p.Reader(), metaWords, htmlWords)
// log.Printf("html parsed, words %v", htmlWords)
return err
}
if ct == "" || strings.HasPrefix(ct, "TEXT/") {
err := f.tokenizeText(p.Reader(), textWords)
// log.Printf("text parsed, words %v", textWords)
return err
}
if p.Message != nil {
// Nested message, happens for forwarding.
if err := p.SetMessageReaderAt(); err != nil {
return fmt.Errorf("setting reader on nested message: %w", err)
}
return f.mailParse(*p.Message, metaWords, textWords, htmlWords)
}
for _, sp := range p.Parts {
if err := f.mailParse(sp, metaWords, textWords, htmlWords); err != nil {
return err
}
}
return nil
}
func looksRandom(s string) bool {
// Random strings, eg 2fvu9stm9yxhnlu. ASCII only and a many consonants in a stretch.
stretch := 0
const consonants = "bcdfghjklmnpqrstvwxyzBCDFGHJKLMNPQRSTVWXYZ23456789" // 0 and 1 may be used as o and l/i
stretches := 0
for _, c := range s {
if c >= 0x80 {
return false
}
if strings.ContainsRune(consonants, c) {
stretch++
continue
}
if stretch >= 6 {
stretches++
}
stretch = 0
}
if stretch >= 6 {
stretches++
}
return stretches > 0
}
func looksNumeric(s string) bool {
s = strings.TrimPrefix(s, "0x") // Hexadecimal.
var digits, hex, other, digitstretch, maxdigitstretch int
for _, c := range s {
if c >= '0' && c <= '9' {
digits++
digitstretch++
continue
} else if c >= 'a' && c <= 'f' || c >= 'A' && c <= 'F' {
hex++
} else {
other++
}
if digitstretch > maxdigitstretch {
maxdigitstretch = digitstretch
}
}
if digitstretch > maxdigitstretch {
maxdigitstretch = digitstretch
}
return maxdigitstretch >= 4 || other == 0 && maxdigitstretch >= 3
}
func (f *Filter) tokenizeText(r io.Reader, words map[string]struct{}) error {
b := &strings.Builder{}
var prev string
var prev2 string
add := func() {
defer b.Reset()
if b.Len() <= 2 {
return
}
s := b.String()
s = strings.Trim(s, "'")
var nondigit bool
for _, c := range s {
if !unicode.IsDigit(c) {
nondigit = true
break
}
}
if !(nondigit && len(s) > 2) {
return
}
if looksRandom(s) {
return
}
if looksNumeric(s) {
return
}
// todo: do something for URLs, parse them? keep their domain only?
if f.Threegrams && prev2 != "" && prev != "" {
words[prev2+" "+prev+" "+s] = struct{}{}
}
if f.Twograms && prev != "" {
words[prev+" "+s] = struct{}{}
}
if f.Onegrams {
words[s] = struct{}{}
}
prev2 = prev
prev = s
}
br := bufio.NewReader(r)
peekLetter := func() bool {
c, _, err := br.ReadRune()
br.UnreadRune()
return err == nil && unicode.IsLetter(c)
}
for {
c, _, err := br.ReadRune()
if err == io.EOF {
break
}
if err != nil {
return err
}
if !unicode.IsLetter(c) && !unicode.IsDigit(c) && (c != '\'' || b.Len() > 0 && peekLetter()) {
add()
} else {
b.WriteRune(unicode.ToLower(c))
}
}
add()
return nil
}
// tokenizeHTML parses html, and tokenizes its text into words.
func (f *Filter) tokenizeHTML(r io.Reader, meta, words map[string]struct{}) error {
htmlReader := &htmlTextReader{
t: html.NewTokenizer(r),
meta: map[string]struct{}{},
}
return f.tokenizeText(htmlReader, words)
}
type htmlTextReader struct {
t *html.Tokenizer
meta map[string]struct{}
tagStack []string
buf []byte
err error
}
func (r *htmlTextReader) Read(buf []byte) (n int, err error) {
// todo: deal with invalid html better. the tokenizer is just tokenizing, we need to fix up the nesting etc. eg, rules say some elements close certain open elements.
// todo: deal with inline elements? they shouldn't cause a word break.
give := func(nbuf []byte) (int, error) {
n := len(buf)
if n > len(nbuf) {
n = len(nbuf)
}
copy(buf, nbuf[:n])
nbuf = nbuf[n:]
if len(nbuf) < cap(r.buf) {
r.buf = r.buf[:len(nbuf)]
} else {
r.buf = make([]byte, len(nbuf), 3*len(nbuf)/2)
}
copy(r.buf, nbuf)
return n, nil
}
if len(r.buf) > 0 {
return give(r.buf)
}
if r.err != nil {
return 0, r.err
}
for {
switch r.t.Next() {
case html.ErrorToken:
r.err = r.t.Err()
return 0, r.err
case html.TextToken:
if len(r.tagStack) > 0 {
switch r.tagStack[len(r.tagStack)-1] {
case "script", "style", "svg":
continue
}
}
buf := r.t.Text()
if len(buf) > 0 {
return give(buf)
}
case html.StartTagToken:
tagBuf, moreAttr := r.t.TagName()
tag := string(tagBuf)
//log.Printf("tag %q %v", tag, r.tagStack)
if tag == "img" && moreAttr {
var key, val []byte
for moreAttr {
key, val, moreAttr = r.t.TagAttr()
if string(key) == "alt" && len(val) > 0 {
return give(val)
}
}
}
// Empty elements, https://developer.mozilla.org/en-US/docs/Glossary/Empty_element
switch tag {
case "area", "base", "br", "col", "embed", "hr", "img", "input", "link", "meta", "param", "source", "track", "wbr":
continue
}
r.tagStack = append(r.tagStack, tag)
case html.EndTagToken:
// log.Printf("tag pop %v", r.tagStack)
if len(r.tagStack) > 0 {
r.tagStack = r.tagStack[:len(r.tagStack)-1]
}
case html.SelfClosingTagToken:
case html.CommentToken:
case html.DoctypeToken:
}
}
}