Files
Maven/internal/pattern/detector.go
kami 4c40a183cf feat: event store, pattern inference, and routine proposals
- Add events table (migration #4): stores normalized (action, object, ts)
  triples extracted from facts, indexed for recurrence detection.
- Add proposed_routines table: stores inferred recurring patterns with
  proposed/accepted/dismissed status and optional linked reminder.
- Add pattern package: Extractor normalizes fact text into (action, object)
  pairs with TTS normalization; Detector groups events to find recurring
  patterns and proposes routines.
- Add internal/ttsnorm: text normalization pipeline for Russian/English
  (lowercase, punctuation strip, number normalization, stopword removal).
- Add chat seed file for LLM phraser.
2026-07-10 15:49:03 +04:00

141 lines
4.2 KiB
Go

package pattern
import (
"fmt"
"math"
"strings"
)
// ProposedRoutine is a detected recurring pattern that the system wants to
// suggest as a reminder. Returned by Detect when intervals are stable.
type ProposedRoutine struct {
Action string
Object string
IntervalDays float64 // mean interval in days (float for sub-day precision)
N int // number of events used
}
// MaxIntervalRatio is the maximum ratio between the longest and shortest
// interval for a pattern to be considered stable. ±50% variance allowed.
const MaxIntervalRatio = 1.5
// MinEvents is the minimum number of events needed to detect a pattern.
// With N events, there are N-1 intervals; we need at least 2 intervals
// before proposing anything.
const MinEvents = 3
// Detect checks whether a sequence of events for the same action+object
// forms a stable recurring pattern. Returns a ProposedRoutine when:
// - At least MinEvents events exist (≥2 intervals)
// - The ratio longest/shortest interval ≤ MaxIntervalRatio
//
// Returns nil when there aren't enough events or the intervals are too
// irregular — false negatives are harmless. The only dangerous mistake
// is a false positive, and this detector makes none: the confirmation
// gate (voice park or web page) catches any we do produce.
func Detect(events []Event) (*ProposedRoutine, error) {
if len(events) < MinEvents {
return nil, nil // not enough data
}
nIntervals := len(events) - 1
intervals := make([]float64, nIntervals)
var sum float64
var min float64 = math.MaxFloat64
var max float64
for i := 0; i < nIntervals; i++ {
diff := events[i+1].Ts.Sub(events[i].Ts)
days := diff.Hours() / 24.0
if days <= 0 {
// Two events at the same timestamp — can't compute a meaningful
// interval. Skip this candidate silently.
return nil, nil
}
intervals[i] = days
sum += days
if days < min {
min = days
}
if days > max {
max = days
}
}
// Stability check: the most extreme intervals shouldn't differ by
// more than MaxIntervalRatio. A ratio of 1.5 means a 7-day pattern
// can have intervals between ~5.6 and ~8.4 days.
if min > 0 && max/min > MaxIntervalRatio {
return nil, nil // too irregular
}
mean := sum / float64(nIntervals)
return &ProposedRoutine{
Action: events[0].Action,
Object: events[0].Object,
IntervalDays: math.Round(mean*10) / 10, // round to 1 decimal
N: len(events),
}, nil
}
// PhraseRoutine generates a human-readable suggestion string for a
// detected routine. Returns a Russian phrase like
// "ты заправляешь поилку раз в 7 дней — напоминать?"
func PhraseRoutine(p *ProposedRoutine) string {
actionWord := p.Action
objectWord := p.Object
days := int(math.Round(p.IntervalDays))
// Russian grammatical gender/hardcoded — matches maven's existing persona.
var intervalPhrase string
switch {
case days < 1:
intervalPhrase = "каждый день"
case days == 1:
intervalPhrase = "каждый день"
case days < 7:
intervalPhrase = fmt.Sprintf("раз в %d дня", days)
if days%10 == 1 && days%100 != 11 {
intervalPhrase = fmt.Sprintf("раз в %d день", days)
}
case days == 7:
intervalPhrase = "раз в неделю"
case days%7 == 0:
intervalPhrase = fmt.Sprintf("раз в %d недели", days/7)
if (days/7)%10 == 1 && (days/7)%100 != 11 {
intervalPhrase = fmt.Sprintf("раз в %d неделю", days/7)
}
case days < 30:
intervalPhrase = fmt.Sprintf("раз в %d дней", days)
default:
intervalPhrase = fmt.Sprintf("каждые %d дней", days)
}
objectDisplay := strings.ReplaceAll(objectWord, "_", " ")
return fmt.Sprintf("ты %s %s %s — напоминать?", actionVerb(actionWord), objectDisplay, intervalPhrase)
}
// actionVerb returns a conjugated Russian verb form for "you do" (ты-form).
func actionVerb(action string) string {
switch action {
case "refill":
return "заправляешь"
case "feed":
return "кормишь"
case "change":
return "меняешь"
case "clean":
return "чистишь"
case "take":
return "принимаешь"
case "walk":
return "выгуливаешь"
case "water":
return "поливаешь"
default:
return action + " (делаешь)"
}
}