package query import ( "fmt" "github.com/photoprism/photoprism/internal/entity" ) // Faces returns all (known / unmatched) faces from the index. func Faces(knownOnly, unmatched bool) (result entity.Faces, err error) { stmt := Db().Where("face_src <> ?", entity.SrcDefault) if unmatched { stmt = stmt.Where("matched_at IS NULL") } if knownOnly { stmt = stmt.Where("subject_uid <> ''") } err = stmt.Order("subject_uid, samples DESC").Find(&result).Error return result, err } // ManuallyAddedFaces returns all manually added face clusters. func ManuallyAddedFaces() (result entity.Faces, err error) { err = Db(). Where("face_src = ?", entity.SrcManual). Where("subject_uid <> ''").Order("subject_uid, samples DESC"). Find(&result).Error return result, err } // MatchFaceMarkers matches markers with known faces. func MatchFaceMarkers() (affected int64, err error) { faces, err := Faces(true, false) if err != nil { return affected, err } for _, f := range faces { if res := Db().Model(&entity.Marker{}). Where("face_id = ?", f.ID). Where("subject_src = ?", entity.SrcAuto). Where("subject_uid <> ?", f.SubjectUID). Updates(entity.Values{"SubjectUID": f.SubjectUID}); res.Error != nil { return affected, err } else if res.RowsAffected > 0 { affected += res.RowsAffected } } return affected, nil } // RemoveAnonymousFaceClusters removes anonymous faces from the index. func RemoveAnonymousFaceClusters() (removed int64, err error) { res := UnscopedDb().Delete( entity.Face{}, "face_src = ? AND subject_uid = ''", entity.SrcAuto) return res.RowsAffected, res.Error } // RemoveAutoFaceClusters removes automatically added face clusters from the index. func RemoveAutoFaceClusters() (removed int64, err error) { res := UnscopedDb(). Delete(entity.Face{}, "id <> ? AND face_src = ?", entity.UnknownFace.ID, entity.SrcAuto) return res.RowsAffected, res.Error } // CountNewFaceMarkers counts the number of new face markers in the index. func CountNewFaceMarkers(size, score int) (n int) { var f entity.Face if err := Db().Where("face_src = ?", entity.SrcAuto). Order("created_at DESC").Limit(1).Take(&f).Error; err != nil { log.Debugf("faces: no existing clusters") } q := Db().Model(&entity.Markers{}). Where("marker_type = ?", entity.MarkerFace). Where("face_id = '' AND marker_invalid = 0 AND embeddings_json <> ''") if size > 0 { q = q.Where("size >= ?", size) } if score > 0 { q = q.Where("score >= ?", score) } if !f.CreatedAt.IsZero() { q = q.Where("created_at > ?", f.CreatedAt) } if err := q.Count(&n).Error; err != nil { log.Errorf("faces: %s (count new markers)", err) } return n } // RemoveUnusedFaces removes unused faces from the index. func RemoveUnusedFaces(faceIds []string) (removed int64, err error) { // Remove invalid face IDs. if res := Db(). Where("id IN (?)", faceIds). Where(fmt.Sprintf("id NOT IN (SELECT face_id FROM %s)", entity.Marker{}.TableName())). Delete(&entity.Face{}); res.Error != nil { return removed, res.Error } else { removed += res.RowsAffected } return removed, nil } // MergeFaces returns a new face that replaces multiple others. func MergeFaces(merge entity.Faces) (merged *entity.Face, err error) { if len(merge) < 2 { // Nothing to merge. return merged, fmt.Errorf("at least two faces required for merging") } // Create merged face cluster. if merged = entity.NewFace(merge[0].SubjectUID, merge[0].FaceSrc, merge.Embeddings()); merged == nil { return merged, fmt.Errorf("merged face must not be nil") } else if err := merged.Create(); err != nil { return merged, err } else if err := merged.MatchMarkers(append(merge.IDs(), "")); err != nil { return merged, err } // RemoveUnusedFaces removes unused faces from the index. if removed, err := RemoveUnusedFaces(merge.IDs()); err != nil { log.Errorf("faces: %s", err) } else { log.Debugf("faces: removed %d unused faces", removed) } return merged, err }