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classify.rs
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use std::str::FromStr;
/// Transforms for classifying (tagging and categorizing) events.
///
/// Based on code in aw_research: https://github.com/ActivityWatch/aw-research/blob/master/aw_research/classify.py
use aw_models::Event;
use fancy_regex::Regex;
pub enum Rule {
None,
Logical(LogicalRule),
Regex(RegexRule),
}
impl RuleTrait for Rule {
fn matches(&self, event: &Event) -> bool {
match self {
Rule::None => false,
Rule::Logical(rule) => rule.matches(event),
Rule::Regex(rule) => rule.matches(event),
}
}
}
trait RuleTrait {
fn matches(&self, event: &Event) -> bool;
}
pub struct RegexRule {
regex: Regex,
field: Option<String>,
}
impl RegexRule {
pub fn new(
regex_str: &str,
ignore_case: bool,
field: Option<String>,
) -> Result<RegexRule, fancy_regex::Error> {
// can't use `RegexBuilder::case_insensitive` because it's not supported by fancy_regex,
// so we need to prefix with `(?i)` to make it case insensitive.
let regex = if ignore_case {
let regex_str = format!("(?i){regex_str}");
Regex::new(®ex_str)?
} else {
Regex::new(regex_str)?
};
Ok(RegexRule { regex, field })
}
}
/// This struct defines the rules for classification.
/// For now it just needs to contain the regex to match with, but in the future it might contain a
/// glob-pattern, or other options for classifying.
/// It's puropse is to make the API easy to extend in the future without having to break backwards
/// compatibility (or have to maintain "old" query2 functions).
impl RuleTrait for RegexRule {
fn matches(&self, event: &Event) -> bool {
event
.data
.iter()
.filter(|(field, val)| {
self.field.as_ref().map(|v| &v == field).unwrap_or(true) && val.is_string()
})
.any(|(_, val)| self.regex.is_match(val.as_str().unwrap()).unwrap())
}
}
impl From<Regex> for Rule {
fn from(re: Regex) -> Self {
Rule::Regex(RegexRule {
regex: re,
field: None,
})
}
}
pub enum LogicalOperator {
Or,
And,
}
impl FromStr for LogicalOperator {
type Err = String;
fn from_str(s: &str) -> Result<Self, Self::Err> {
match s {
"or" => Ok(Self::Or),
"and" => Ok(Self::And),
_ => Err(format!("Invalid logical operator: {}", s)),
}
}
}
pub struct LogicalRule {
rules: Vec<Rule>,
operator: LogicalOperator,
}
impl LogicalRule {
pub fn new(rules: Vec<Rule>, operator: LogicalOperator) -> Self {
Self { rules, operator }
}
}
impl RuleTrait for LogicalRule {
fn matches(&self, event: &Event) -> bool {
use LogicalOperator::{And, Or};
match self.operator {
Or => self.rules.iter().any(|rule| rule.matches(event)),
And => self.rules.iter().all(|rule| rule.matches(event)),
}
}
}
/// Categorizes a list of events
///
/// An event can only have one category, although the category may have a hierarchy,
/// for instance: "Work -> ActivityWatch -> aw-server-rust"
/// If multiple categories match, the deepest one will be chosen.
pub fn categorize(mut events: Vec<Event>, rules: &[(Vec<String>, Rule)]) -> Vec<Event> {
let mut classified_events = Vec::new();
for event in events.drain(..) {
classified_events.push(categorize_one(event, rules));
}
classified_events
}
fn categorize_one(mut event: Event, rules: &[(Vec<String>, Rule)]) -> Event {
let mut category: Vec<String> = vec!["Uncategorized".into()];
for (cat, rule) in rules {
if rule.matches(&event) {
category = _pick_highest_ranking_category(category, cat);
}
}
event
.data
.insert("$category".into(), serde_json::json!(category));
event
}
/// Tags a list of events
///
/// An event can have many tags (as opposed to only one category) which will be put into the `$tags` key of
/// the event data object.
pub fn tag(mut events: Vec<Event>, rules: &[(String, Rule)]) -> Vec<Event> {
let mut events_tagged = Vec::new();
for event in events.drain(..) {
events_tagged.push(tag_one(event, rules));
}
events_tagged
}
fn tag_one(mut event: Event, rules: &[(String, Rule)]) -> Event {
let mut tags: Vec<String> = Vec::new();
for (cls, rule) in rules {
if rule.matches(&event) {
tags.push(cls.clone());
}
}
tags.sort_unstable();
tags.dedup();
event.data.insert("$tags".into(), serde_json::json!(tags));
event
}
fn _pick_highest_ranking_category(acc: Vec<String>, item: &[String]) -> Vec<String> {
if item.len() >= acc.len() {
// If tag is category with greater or equal depth than current, then choose the new one instead.
item.to_vec()
} else {
acc
}
}
#[test]
fn test_rule() {
let mut e_match = Event::default();
e_match
.data
.insert("test".into(), serde_json::json!("just a test"));
let mut e_no_match = Event::default();
e_no_match
.data
.insert("nonono".into(), serde_json::json!("no match!"));
let rule_from_regex = Rule::from(Regex::new("test").unwrap());
let rule_from_new = Rule::Regex(RegexRule::new("test", false, None).unwrap());
let rule_none = Rule::None;
assert!(rule_from_regex.matches(&e_match));
assert!(rule_from_new.matches(&e_match));
assert!(!rule_from_regex.matches(&e_no_match));
assert!(!rule_from_new.matches(&e_no_match));
assert!(!rule_none.matches(&e_match));
}
#[test]
fn test_rule_lookahead() {
// Originally requested by a user here, to match aw-server-python: https://canary.discord.com/channels/755040852727955476/755334543891759194/994291987878522961
let mut e_match = Event::default();
e_match
.data
.insert("test".into(), serde_json::json!("testing lookahead"));
let rule_from_regex = Rule::from(Regex::new("testing (?!lookahead)").unwrap());
assert!(!rule_from_regex.matches(&e_match));
}
#[test]
fn test_categorize() {
let mut e = Event::default();
e.data
.insert("test".into(), serde_json::json!("just a test"));
let mut events = vec![e];
let rules: Vec<(Vec<String>, Rule)> = vec![
(
vec!["Test".into()],
Rule::from(Regex::new(r"test").unwrap()),
),
(
vec!["Test".into(), "Subtest".into()],
Rule::from(Regex::new(r"test").unwrap()),
),
(
vec!["Other".into()],
Rule::from(Regex::new(r"nonmatching").unwrap()),
),
];
events = categorize(events, &rules);
assert_eq!(events.len(), 1);
assert_eq!(
events.first().unwrap().data.get("$category").unwrap(),
&serde_json::json!(vec!["Test", "Subtest"])
);
}
#[test]
fn test_categorize_uncategorized() {
// Checks that the category correctly becomes uncategorized when no category matches
let mut e = Event::default();
e.data
.insert("test".into(), serde_json::json!("just a test"));
let mut events = vec![e];
let rules: Vec<(Vec<String>, Rule)> = vec![(
vec!["Non-matching".into(), "test".into()],
Rule::from(Regex::new(r"not going to match").unwrap()),
)];
events = categorize(events, &rules);
assert_eq!(events.len(), 1);
assert_eq!(
events.first().unwrap().data.get("$category").unwrap(),
&serde_json::json!(vec!["Uncategorized"])
);
}
#[test]
fn test_tag() {
let mut e = Event::default();
e.data
.insert("test".into(), serde_json::json!("just a test"));
let mut events = vec![e];
let rules: Vec<(String, Rule)> = vec![
("test".into(), Rule::from(Regex::new(r"test").unwrap())),
("test-2".into(), Rule::from(Regex::new(r"test").unwrap())),
(
"nomatch".into(),
Rule::from(Regex::new(r"nomatch").unwrap()),
),
];
events = tag(events, &rules);
assert_eq!(events.len(), 1);
let event = events.first().unwrap();
let tags = event.data.get("$tags").unwrap();
assert_eq!(tags, &serde_json::json!(vec!["test", "test-2"]));
}