photoprism/internal/entity/marker.go

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package entity
import (
"encoding/json"
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"fmt"
"strings"
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"time"
"github.com/jinzhu/gorm"
"github.com/photoprism/photoprism/pkg/clusters"
"github.com/photoprism/photoprism/pkg/rnd"
"github.com/photoprism/photoprism/internal/crop"
"github.com/photoprism/photoprism/internal/face"
"github.com/photoprism/photoprism/internal/form"
"github.com/photoprism/photoprism/pkg/txt"
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)
const (
MarkerUnknown = ""
MarkerFace = "face"
MarkerLabel = "label"
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)
// Marker represents an image marker point.
type Marker struct {
MarkerUID string `gorm:"type:VARBINARY(42);primary_key;auto_increment:false;" json:"UID" yaml:"UID"`
FileUID string `gorm:"type:VARBINARY(42);index;" json:"FileUID" yaml:"FileUID"`
FileHash string `gorm:"type:VARBINARY(128);index" json:"FileHash" yaml:"FileHash,omitempty"`
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CropArea string `gorm:"type:VARBINARY(16);default:''" json:"CropArea" yaml:"CropArea,omitempty"`
MarkerType string `gorm:"type:VARBINARY(8);default:'';" json:"Type" yaml:"Type"`
MarkerSrc string `gorm:"type:VARBINARY(8);default:'';" json:"Src" yaml:"Src,omitempty"`
MarkerName string `gorm:"type:VARCHAR(255);" json:"Name" yaml:"Name,omitempty"`
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MarkerInvalid bool `json:"Invalid" yaml:"Invalid,omitempty"`
SubjectUID string `gorm:"type:VARBINARY(42);index:idx_markers_subject_uid_src;" json:"SubjectUID" yaml:"SubjectUID,omitempty"`
SubjectSrc string `gorm:"type:VARBINARY(8);index:idx_markers_subject_uid_src;default:'';" json:"SubjectSrc" yaml:"SubjectSrc,omitempty"`
subject *Subject `gorm:"foreignkey:SubjectUID;association_foreignkey:SubjectUID;association_autoupdate:false;association_autocreate:false;association_save_reference:false"`
FaceID string `gorm:"type:VARBINARY(42);index;" json:"FaceID" yaml:"FaceID,omitempty"`
FaceDist float64 `gorm:"default:-1" json:"FaceDist" yaml:"FaceDist,omitempty"`
face *Face `gorm:"foreignkey:FaceID;association_foreignkey:ID;association_autoupdate:false;association_autocreate:false;association_save_reference:false"`
EmbeddingsJSON json.RawMessage `gorm:"type:MEDIUMBLOB;" json:"-" yaml:"EmbeddingsJSON,omitempty"`
embeddings Embeddings `gorm:"-"`
LandmarksJSON json.RawMessage `gorm:"type:MEDIUMBLOB;" json:"-" yaml:"LandmarksJSON,omitempty"`
X float32 `gorm:"type:FLOAT;" json:"X" yaml:"X,omitempty"`
Y float32 `gorm:"type:FLOAT;" json:"Y" yaml:"Y,omitempty"`
W float32 `gorm:"type:FLOAT;" json:"W" yaml:"W,omitempty"`
H float32 `gorm:"type:FLOAT;" json:"H" yaml:"H,omitempty"`
Size int `gorm:"default:-1" json:"Size" yaml:"Size,omitempty"`
Score int `gorm:"type:SMALLINT" json:"Score" yaml:"Score,omitempty"`
Review bool `json:"Review" yaml:"Review,omitempty"`
MatchedAt *time.Time `sql:"index" json:"MatchedAt" yaml:"MatchedAt,omitempty"`
CreatedAt time.Time
UpdatedAt time.Time
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}
// TableName returns the entity database table name.
func (Marker) TableName() string {
return "markers_dev7"
}
// BeforeCreate creates a random UID if needed before inserting a new row to the database.
func (m *Marker) BeforeCreate(scope *gorm.Scope) error {
if rnd.IsUID(m.MarkerUID, 'm') {
return nil
}
return scope.SetColumn("MarkerUID", rnd.PPID('m'))
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}
// NewMarker creates a new entity.
func NewMarker(file File, area crop.Area, subjectUID, markerSrc, markerType string) *Marker {
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m := &Marker{
FileUID: file.FileUID,
FileHash: file.FileHash,
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CropArea: area.String(),
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MarkerSrc: markerSrc,
MarkerType: markerType,
SubjectUID: subjectUID,
X: area.X,
Y: area.Y,
W: area.W,
H: area.H,
MatchedAt: nil,
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}
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return m
}
// NewFaceMarker creates a new entity.
func NewFaceMarker(f face.Face, file File, subjectUID string) *Marker {
m := NewMarker(file, f.CropArea(), subjectUID, SrcImage, MarkerFace)
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m.Size = f.Size()
m.Score = f.Score
m.Review = f.Score < 30
m.FaceDist = -1
m.EmbeddingsJSON = f.EmbeddingsJSON()
m.LandmarksJSON = f.RelativeLandmarksJSON()
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return m
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}
// Updates multiple columns in the database.
func (m *Marker) Updates(values interface{}) error {
return UnscopedDb().Model(m).Updates(values).Error
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}
// Update updates a column in the database.
func (m *Marker) Update(attr string, value interface{}) error {
return UnscopedDb().Model(m).Update(attr, value).Error
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}
// SaveForm updates the entity using form data and stores it in the database.
func (m *Marker) SaveForm(f form.Marker) error {
changed := false
if m.MarkerInvalid != f.MarkerInvalid {
m.MarkerInvalid = f.MarkerInvalid
changed = true
}
if m.Review != f.Review {
m.Review = f.Review
changed = true
}
if f.SubjectSrc == SrcManual && strings.TrimSpace(f.MarkerName) != "" {
m.SubjectSrc = SrcManual
m.MarkerName = txt.Title(txt.Clip(f.MarkerName, txt.ClipDefault))
if err := m.SyncSubject(true); err != nil {
return err
}
changed = true
}
if changed {
return m.Save()
}
return nil
}
// HasFace tests if the marker already has the best matching face.
func (m *Marker) HasFace(f *Face, dist float64) bool {
if m.FaceID == "" {
return false
} else if f == nil {
return m.FaceID != ""
} else if m.FaceID == f.ID {
return m.FaceID != ""
} else if m.FaceDist < 0 {
return false
} else if dist < 0 {
return true
}
return m.FaceDist <= dist
}
// SetFace sets a new face for this marker.
func (m *Marker) SetFace(f *Face, dist float64) (updated bool, err error) {
if f == nil {
return false, fmt.Errorf("face is nil")
}
if m.MarkerType != MarkerFace {
return false, fmt.Errorf("not a face marker")
}
// Any reason we don't want to set a new face for this marker?
if m.SubjectSrc == SrcAuto || f.SubjectUID == "" || m.SubjectUID == "" || f.SubjectUID == m.SubjectUID {
// Don't skip if subject wasn't set manually, or subjects match.
} else if reported, err := f.ResolveCollision(m.Embeddings()); err != nil {
return false, err
} else if reported {
log.Infof("faces: collision of marker %s, subject %s, face %s, subject %s, source %s", m.MarkerUID, m.SubjectUID, f.ID, f.SubjectUID, m.SubjectSrc)
return false, nil
} else {
return false, nil
}
// Update face with known subject from marker?
if m.SubjectSrc == SrcAuto || m.SubjectUID == "" || f.SubjectUID != "" {
// Don't update if face has a known subject, or marker subject is unknown.
} else if err = f.SetSubjectUID(m.SubjectUID); err != nil {
return false, err
}
// Set face.
m.face = f
// Skip update if the same face is already set.
if m.SubjectUID == f.SubjectUID && m.FaceID == f.ID {
// Update matching timestamp.
m.MatchedAt = TimePointer()
return false, m.Updates(Values{"MatchedAt": m.MatchedAt})
}
// Remember current values for comparison.
faceID := m.FaceID
subjectUID := m.SubjectUID
SubjectSrc := m.SubjectSrc
m.FaceID = f.ID
m.FaceDist = dist
if m.FaceDist < 0 {
faceEmbedding := f.Embedding()
// Calculate smallest distance to embeddings.
for _, e := range m.Embeddings() {
if len(e) != len(faceEmbedding) {
continue
}
if d := clusters.EuclideanDistance(e, faceEmbedding); d < m.FaceDist || m.FaceDist < 0 {
m.FaceDist = d
}
}
}
if f.SubjectUID != "" {
m.SubjectUID = f.SubjectUID
}
if err = m.SyncSubject(false); err != nil {
return false, err
}
// Update face subject?
if m.SubjectSrc == SrcAuto || m.SubjectUID == "" || f.SubjectUID == m.SubjectUID {
// Not needed.
} else if err = f.SetSubjectUID(m.SubjectUID); err != nil {
return false, err
}
updated = m.FaceID != faceID || m.SubjectUID != subjectUID || m.SubjectSrc != SubjectSrc
// Update matching timestamp.
m.MatchedAt = TimePointer()
return updated, m.Updates(Values{"FaceID": m.FaceID, "FaceDist": m.FaceDist, "SubjectUID": m.SubjectUID, "SubjectSrc": m.SubjectSrc, "Review": false, "MatchedAt": m.MatchedAt})
}
// SyncSubject maintains the marker subject relationship.
func (m *Marker) SyncSubject(updateRelated bool) (err error) {
// Face marker? If not, return.
if m.MarkerType != MarkerFace {
return nil
}
subj := m.Subject()
if subj == nil || m.SubjectSrc == SrcAuto {
return nil
}
// Update subject with marker name?
if m.MarkerName == "" || subj.SubjectName == m.MarkerName {
// Do nothing.
} else if subj, err = subj.UpdateName(m.MarkerName); err != nil {
return err
} else if subj != nil {
// Update subject fields in case it was merged.
m.subject = subj
m.SubjectUID = subj.SubjectUID
m.MarkerName = subj.SubjectName
}
// Create known face for subject?
if m.FaceID != "" {
// Do nothing.
} else if f := m.Face(); f != nil {
m.FaceID = f.ID
}
// Update related markers?
if m.FaceID == "" || m.SubjectUID == "" {
// Do nothing.
} else if err := Db().Model(&Face{}).Where("id = ? AND subject_uid = ''", m.FaceID).Update("SubjectUID", m.SubjectUID).Error; err != nil {
return fmt.Errorf("%s (update known face)", err)
} else if !updateRelated {
return nil
} else if err := Db().Model(&Marker{}).
Where("marker_uid <> ?", m.MarkerUID).
Where("face_id = ?", m.FaceID).
Where("subject_src = ?", SrcAuto).
Where("subject_uid <> ?", m.SubjectUID).
Updates(Values{"SubjectUID": m.SubjectUID, "SubjectSrc": SrcAuto, "Review": false}).Error; err != nil {
return fmt.Errorf("%s (update related markers)", err)
} else {
log.Debugf("marker: matched %s with %s", subj.SubjectName, m.FaceID)
}
return nil
}
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// Save updates the existing or inserts a new row.
func (m *Marker) Save() error {
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if m.X == 0 || m.Y == 0 || m.X > 1 || m.Y > 1 || m.X < -1 || m.Y < -1 {
return fmt.Errorf("marker: invalid position")
}
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return Db().Save(m).Error
}
// Create inserts a new row to the database.
func (m *Marker) Create() error {
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if m.X == 0 || m.Y == 0 || m.X > 1 || m.Y > 1 || m.X < -1 || m.Y < -1 {
return fmt.Errorf("marker: invalid position")
}
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return Db().Create(m).Error
}
// Embeddings returns parsed marker embeddings.
func (m *Marker) Embeddings() Embeddings {
if len(m.EmbeddingsJSON) == 0 {
return Embeddings{}
} else if len(m.embeddings) > 0 {
return m.embeddings
} else if err := json.Unmarshal(m.EmbeddingsJSON, &m.embeddings); err != nil {
log.Errorf("failed parsing marker embeddings json: %s", err)
}
return m.embeddings
}
// SubjectName returns the matching subject's name.
func (m *Marker) SubjectName() string {
if m.MarkerName != "" {
return m.MarkerName
} else if s := m.Subject(); s != nil {
return s.SubjectName
}
return ""
}
// Subject returns the matching subject or nil.
func (m *Marker) Subject() (subj *Subject) {
if m.subject != nil {
if m.SubjectUID == m.subject.SubjectUID {
return m.subject
}
}
// Create subject?
if m.SubjectSrc != SrcAuto && m.MarkerName != "" && m.SubjectUID == "" {
if subj = NewSubject(m.MarkerName, SubjectPerson, m.SubjectSrc); subj == nil {
return nil
} else if subj = FirstOrCreateSubject(subj); subj == nil {
log.Debugf("marker: invalid subject %s", txt.Quote(m.MarkerName))
return nil
} else {
m.subject = subj
m.SubjectUID = subj.SubjectUID
}
return m.subject
}
m.subject = FindSubject(m.SubjectUID)
return m.subject
}
// ClearSubject removes an existing subject association, and reports a collision.
func (m *Marker) ClearSubject(src string) error {
// Find the matching face.
if m.face == nil {
m.face = FindFace(m.FaceID)
}
// Update index & resolve collisions.
if err := m.Updates(Values{"MarkerName": "", "FaceID": "", "FaceDist": -1.0, "SubjectUID": "", "SubjectSrc": src}); err != nil {
return err
} else if m.face == nil {
m.subject = nil
return nil
} else if resolved, err := m.face.ResolveCollision(m.Embeddings()); err != nil {
return err
} else if resolved {
log.Debugf("faces: resolved collision with %s", m.face.ID)
}
// Clear references.
m.face = nil
m.subject = nil
return nil
}
// Face returns a matching face entity if possible.
func (m *Marker) Face() (f *Face) {
if m.face != nil {
if m.FaceID == m.face.ID {
return m.face
}
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}
// Add face if size
if m.SubjectSrc != SrcAuto && m.FaceID == "" {
if m.Size < face.ClusterMinSize || m.Score < face.ClusterMinScore {
log.Debugf("faces: skipped adding face for low-quality marker %s, size %d, score %d", m.MarkerUID, m.Size, m.Score)
return nil
} else if emb := m.Embeddings(); len(emb) == 0 {
log.Warnf("marker: %s has no embeddings", m.MarkerUID)
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return nil
} else if f = NewFace(m.SubjectUID, m.SubjectSrc, emb); f == nil {
log.Warnf("marker: failed adding face for id %s", m.MarkerUID)
return nil
} else if f = FirstOrCreateFace(f); f == nil {
log.Warnf("marker: failed adding face for id %s", m.MarkerUID)
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return nil
} else if err := f.MatchMarkers(Faceless); err != nil {
log.Errorf("faces: %s (match markers)", err)
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}
m.face = f
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m.FaceID = f.ID
m.FaceDist = 0
} else {
m.face = FindFace(m.FaceID)
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}
return m.face
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}
// ClearFace removes an existing face association.
func (m *Marker) ClearFace() (updated bool, err error) {
if m.FaceID == "" {
return false, m.Matched()
}
updated = true
// Remove face references.
m.face = nil
m.FaceID = ""
m.MatchedAt = TimePointer()
// Remove subject if set automatically.
if m.SubjectSrc == SrcAuto {
m.SubjectUID = ""
err = m.Updates(Values{"FaceID": "", "FaceDist": -1.0, "SubjectUID": "", "MatchedAt": m.MatchedAt})
} else {
err = m.Updates(Values{"FaceID": "", "FaceDist": -1.0, "MatchedAt": m.MatchedAt})
}
return updated, err
}
// Matched updates the match timestamp.
func (m *Marker) Matched() error {
m.MatchedAt = TimePointer()
return UnscopedDb().Model(m).UpdateColumns(Values{"MatchedAt": m.MatchedAt}).Error
}
// FindMarker returns an existing row if exists.
func FindMarker(uid string) *Marker {
var result Marker
if err := Db().Where("marker_uid = ?", uid).First(&result).Error; err != nil {
return nil
}
return &result
}
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// UpdateOrCreateMarker updates a marker in the database or creates a new one if needed.
func UpdateOrCreateMarker(m *Marker) (*Marker, error) {
const d = 0.07
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result := Marker{}
if m.MarkerUID != "" {
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err := m.Save()
log.Debugf("faces: saved marker %s for file %s", m.MarkerUID, m.FileUID)
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return m, err
} else if err := Db().Where(`file_uid = ? AND x > ? AND x < ? AND y > ? AND y < ?`,
m.FileUID, m.X-d, m.X+d, m.Y-d, m.Y+d).First(&result).Error; err == nil {
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if SrcPriority[m.MarkerSrc] < SrcPriority[result.MarkerSrc] {
// Ignore.
return &result, nil
}
err := result.Updates(map[string]interface{}{
"MarkerType": m.MarkerType,
"MarkerSrc": m.MarkerSrc,
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"CropArea": m.CropArea,
"X": m.X,
"Y": m.Y,
"W": m.W,
"H": m.H,
"Score": m.Score,
"Size": m.Size,
"LandmarksJSON": m.LandmarksJSON,
"EmbeddingsJSON": m.EmbeddingsJSON,
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})
log.Debugf("faces: updated existing marker %s for file %s", result.MarkerUID, result.FileUID)
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return &result, err
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} else if err := m.Create(); err != nil {
log.Debugf("faces: added marker %s for file %s", m.MarkerUID, m.FileUID)
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return m, err
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}
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return m, nil
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}