Detects when user changes same config setting 3+ times within 24 hours. Shows non-intrusive prompt offering help with guided calibration flow. Guided calibration features: - Test for false positives (walk around room) - Test for missed motion (sit still) - Suggest optimal value based on diurnal baseline SNR and link health - Apply suggested value button Files: - dashboard/js/proactive.js: Complete implementation with localStorage tracking Acceptance: - Help prompt fires after 3+ changes in 24h - Calibration flow tests both directions - Suggests value based on system data - Apply button works
286 lines
9.9 KiB
Go
286 lines
9.9 KiB
Go
// Package api provides REST API handlers for Spaxel feedback.
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package api
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import (
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"encoding/json"
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"log"
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"net/http"
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"strconv"
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"time"
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"github.com/go-chi/chi/v5"
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"github.com/spaxel/mothership/internal/diagnostics"
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"github.com/spaxel/mothership/internal/explainability"
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)
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// FeedbackRequest represents a feedback submission from the timeline.
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type FeedbackRequest struct {
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Type string `json:"type"` // "correct" or "incorrect"
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EventID int64 `json:"event_id"` // Optional: event ID being rated
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BlobID int `json:"blob_id"` // Optional: blob ID being rated
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Position *struct {
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X float64 `json:"x"`
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Y float64 `json:"y"`
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Z float64 `json:"z"`
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} `json:"position,omitempty"` // For "missed" feedback
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}
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// FeedbackHandler handles simple feedback submissions from the UI.
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type FeedbackHandler struct {
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eventsHandler *EventsHandler
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learningHandler any // Learning handler with ProcessFeedback method
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explainabilityHandler *explainability.Handler
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diagnosticEngine *diagnostics.DiagnosticEngine
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}
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// NewFeedbackHandler creates a new feedback handler.
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func NewFeedbackHandler(eventsHandler *EventsHandler) *FeedbackHandler {
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return &FeedbackHandler{
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eventsHandler: eventsHandler,
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}
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}
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// SetLearningHandler sets the learning handler for feedback processing.
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func (h *FeedbackHandler) SetLearningHandler(learningHandler any) {
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h.learningHandler = learningHandler
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}
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// SetExplainabilityHandler sets the explainability handler.
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func (h *FeedbackHandler) SetExplainabilityHandler(eh *explainability.Handler) {
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h.explainabilityHandler = eh
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}
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// SetDiagnosticEngine sets the diagnostic engine for link health analysis.
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func (h *FeedbackHandler) SetDiagnosticEngine(de *diagnostics.DiagnosticEngine) {
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h.diagnosticEngine = de
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}
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// getExplainabilityForBlob retrieves the explainability snapshot for a blob.
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// This is a helper method to avoid circular dependencies.
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func (h *FeedbackHandler) getExplainabilityForBlob(blobID int, timestamp int64) *explainability.BlobExplanation {
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if h.explainabilityHandler == nil {
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return nil
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}
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// The explainability handler has its own mutex, so we can call its method directly
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// We need to access the blobHistory map which is not exported, so we'll use a workaround
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// by creating a minimal HTTP request to the internal handler
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// For now, we'll access the handler's internal state through a public method
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// In production, this would be done through a proper interface
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return h.explainabilityHandler.GetExplanationForBlob(blobID, timestamp)
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}
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// RegisterRoutes registers feedback endpoints.
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func (h *FeedbackHandler) RegisterRoutes(r chi.Router) {
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r.Post("/api/feedback", h.handleSubmitFeedback)
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}
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// handleSubmitFeedback handles POST /api/feedback
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func (h *FeedbackHandler) handleSubmitFeedback(w http.ResponseWriter, r *http.Request) {
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var req FeedbackRequest
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if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
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writeJSONError(w, http.StatusBadRequest, "invalid request body")
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return
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}
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// Validate feedback type
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if req.Type != "correct" && req.Type != "incorrect" && req.Type != "missed" {
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writeJSONError(w, http.StatusBadRequest, "invalid feedback type: must be 'correct', 'incorrect', or 'missed'")
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return
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}
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// Get event details for logging
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var eventType, zone, person string
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var detailJSON string
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if req.EventID > 0 {
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// Look up event by ID
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// This would require a DB query - for now, we'll just log the ID
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log.Printf("[INFO] Feedback for event %d: type=%s blob_id=%d", req.EventID, req.Type, req.BlobID)
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} else {
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log.Printf("[INFO] Feedback without event: type=%s blob_id=%d", req.Type, req.BlobID)
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}
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// Create detail JSON for the event
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details := make(map[string]interface{})
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if req.Position != nil {
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details["position"] = req.Position
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}
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detailBytes, _ := json.Marshal(details)
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detailJSON = string(detailBytes)
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// If this is feedback for a specific event, we could update the event's detail_json
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// to include the feedback. For now, we'll just log a new event.
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if req.Type == "incorrect" && req.EventID > 0 {
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// Log a "corrected" event to indicate the original was marked incorrect
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if h.eventsHandler != nil {
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_ = h.eventsHandler.LogEvent("feedback_corrected", time.Now(), zone, person, req.BlobID,
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`{"original_event_id":`+strconv.FormatInt(req.EventID, 10)+`,"feedback":"incorrect"}`, "info")
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}
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} else if req.Type == "correct" && req.EventID > 0 {
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// Log a positive feedback event
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if h.eventsHandler != nil {
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_ = h.eventsHandler.LogEvent("feedback_confirmed", time.Now(), zone, person, req.BlobID,
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`{"original_event_id":`+strconv.FormatInt(req.EventID, 10)+`,"feedback":"correct"}`, "info")
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}
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} else if req.Type == "missed" && req.Position != nil {
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// Log a missed detection
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if h.eventsHandler != nil {
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_ = h.eventsHandler.LogEvent("missed_detection", time.Now(), zone, person, req.BlobID,
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detailJSON, "warning")
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}
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}
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// If learning handler is available, process the feedback
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if h.learningHandler != nil {
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// Try to call ProcessFeedback if the method exists
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// This uses reflection-like approach to avoid tight coupling
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type processor interface {
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ProcessFeedback(feedbackType string, eventID int64, blobID int, positionJSON string) error
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}
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if p, ok := h.learningHandler.(processor); ok {
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var positionJSON string
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if req.Position != nil {
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positionBytes, _ := json.Marshal(req.Position)
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positionJSON = string(positionBytes)
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}
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_ = p.ProcessFeedback(req.Type, req.EventID, req.BlobID, positionJSON)
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}
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}
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// Return success response with inline message
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response := map[string]interface{}{
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"ok": true,
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"message": "Feedback recorded",
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}
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// Add inline response based on feedback type
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switch req.Type {
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case "incorrect":
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inlineResp := map[string]interface{}{
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"type": "adjustment",
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"title": "Adjusting detection threshold",
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"message": "I've slightly raised the detection threshold for the contributing links. If this keeps happening at this time of day, my hourly baseline will adapt within a few days. You can also adjust sensitivity manually in Settings.",
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}
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// Add explainability snapshot if available
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if req.BlobID > 0 && h.explainabilityHandler != nil {
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// Get current timestamp for the explanation
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timestamp := time.Now().UnixMilli()
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// Fetch explainability for this blob
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// We'll use the blob ID to get the explanation
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expURL := "/api/explain/" + strconv.Itoa(req.BlobID) + "/at/" + strconv.FormatInt(timestamp, 10)
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// Get explanation from the handler directly
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if exp := h.getExplainabilityForBlob(req.BlobID, timestamp); exp != nil {
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// Build explainability response
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explainabilityData := map[string]interface{}{
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"blob_id": exp.BlobID,
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"x": exp.X,
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"y": exp.Y,
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"z": exp.Z,
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"confidence": exp.Confidence,
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"timestamp_ms": exp.Timestamp,
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"contributing_links": exp.ContributingLinks,
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"all_links": exp.AllLinks,
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}
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// Add diagnostic info for primary contributing link
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if len(exp.ContributingLinks) > 0 && h.diagnosticEngine != nil {
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primaryLink := exp.ContributingLinks[0]
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linkID := primaryLink.LinkID
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eventTime := time.UnixMilli(timestamp)
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diagnosis := h.diagnosticEngine.GetDiagnosticFor(linkID, eventTime)
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if diagnosis != nil {
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diagData := map[string]interface{}{
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"rule_id": diagnosis.RuleID,
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"severity": diagnosis.Severity,
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"title": diagnosis.Title,
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"detail": diagnosis.Detail,
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"advice": diagnosis.Advice,
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"confidence": diagnosis.ConfidenceScore,
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}
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explainabilityData["diagnosis"] = diagData
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// Update the inline response message with diagnostic context
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if diagnosis.RuleID != "no_issue_detected" && diagnosis.RuleID != "insufficient_data" {
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inlineResp["message"] = diagnosis.Detail + " " + diagnosis.Advice
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}
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}
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}
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inlineResp["explainability"] = explainabilityData
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}
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}
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response["inline_response"] = inlineResp
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case "correct":
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response["inline_response"] = map[string]interface{}{
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"type": "confirmation",
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"title": "Thanks for confirming!",
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"message": "This helps improve detection accuracy over time.",
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}
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}
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writeJSON(w, http.StatusOK, response)
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}
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// SubmitFeedback is called by the events handler to process feedback for a specific event.
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func (h *FeedbackHandler) SubmitFeedback(w http.ResponseWriter, r *http.Request, req FeedbackRequest) {
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// Validate feedback type
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if req.Type != "correct" && req.Type != "incorrect" && req.Type != "missed" {
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writeJSONError(w, http.StatusBadRequest, "invalid feedback type: must be 'correct', 'incorrect', or 'missed'")
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return
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}
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// Get event details for logging
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var zone, person string
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var detailJSON string
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// Create detail JSON for the event
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details := make(map[string]interface{})
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details["original_event_id"] = req.EventID
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details["feedback"] = req.Type
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if req.Position != nil {
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details["position"] = req.Position
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}
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detailBytes, _ := json.Marshal(details)
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detailJSON = string(detailBytes)
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// Log feedback event
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if h.eventsHandler != nil {
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eventType := "feedback_confirmed"
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if req.Type == "incorrect" {
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eventType = "feedback_corrected"
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} else if req.Type == "missed" {
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eventType = "missed_detection"
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}
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_ = h.eventsHandler.LogEvent(eventType, time.Now(), zone, person, req.BlobID, detailJSON, "info")
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}
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// If learning handler is available, process the feedback
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if h.learningHandler != nil {
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type processor interface {
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ProcessFeedback(feedbackType string, eventID int64, blobID int, positionJSON string) error
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}
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if p, ok := h.learningHandler.(processor); ok {
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var positionJSON string
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if req.Position != nil {
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positionBytes, _ := json.Marshal(req.Position)
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positionJSON = string(positionBytes)
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}
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_ = p.ProcessFeedback(req.Type, req.EventID, req.BlobID, positionJSON)
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}
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}
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// Return success response
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writeJSON(w, http.StatusOK, map[string]interface{}{
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"ok": true,
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"message": "Feedback recorded",
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})
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}
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