feat(web): pannello diagnostica match (CC) con hint contestuali
MatchResp ora include diag dict (CC feature). UI rendering: - Nuovo pannello pieghevole "🔍 Diagnostica" sotto i tempi - Per ogni match mostra: * pipeline pruning (vars total → top_eval → top_pass → full_eval) * candidati (raw → pre_nms → final) * drop reasons (NCC, score, recall, bbox, NMS) con counter * soglie effettive applicate * flag attivi (polarity, soft, subpix-LM) - Quando 0 match → pannello si apre automaticamente + mostra hint contestuale specifico: * "0 candidati top" → suggerisce ↓ min_score / top_thresh * "tutti dropped da NCC" → ↓ verify_threshold (filtro_fp) * "score post-NCC sotto" → ↓ min_score * "recall basso" → ↓ min_recall * "bbox out-of-scene" → check pose / search_roi Risolve il pattern "0 match perche'?" con guida actionable invece del black-box. Tutti e 3 endpoint match (/match, /match_simple, /match_recipe) propagano il diag. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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@@ -336,6 +336,7 @@ async function doMatchRecipe() {
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document.getElementById("t-find").textContent = `${data.find_time.toFixed(2)}s`;
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document.getElementById("t-var").textContent = data.num_variants;
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document.getElementById("t-match").textContent = data.matches.length;
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renderDiag(data.diag, data.matches.length);
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setStatus(`${data.matches.length} match trovati (ricetta ${state.active_recipe})`);
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}
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@@ -409,6 +410,7 @@ async function doMatch() {
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document.getElementById("t-find").textContent = `${data.find_time.toFixed(2)}s`;
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document.getElementById("t-var").textContent = data.num_variants;
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document.getElementById("t-match").textContent = data.matches.length;
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renderDiag(data.diag, data.matches.length);
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setStatus(`${data.matches.length} match trovati${hasAdv ? " (avanzato)" : ""}`);
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}
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@@ -436,6 +438,61 @@ function setStatus(s) {
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}
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// ---------- Init ----------
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// ---------- CC: Diagnostica match ----------
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function renderDiag(diag, n_matches) {
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const el = document.getElementById("diag-content");
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if (!diag) {
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el.innerHTML = '<em style="color:#888">Diagnostica non disponibile</em>';
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return;
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}
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const dropTotal = (diag.drop_ncc_low || 0) + (diag.drop_min_score_post_avg || 0)
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+ (diag.drop_recall_low || 0) + (diag.drop_bbox_out_of_scene || 0)
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+ (diag.drop_nms_iou || 0);
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// Hint contestuali se 0 match
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let hint = "";
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if (n_matches === 0) {
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if (diag.n_after_pre_nms === 0) {
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hint = `<div style="color:#f88; margin-top:6px">⚠ Nessun candidato sopra soglia.
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Prova: ↓ <b>min_score</b> o ↓ <b>top_thresh</b> (currently ${diag.top_thresh_used.toFixed(2)})</div>`;
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} else if (diag.drop_ncc_low > 0 && dropTotal === diag.drop_ncc_low) {
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hint = `<div style="color:#f88; margin-top:6px">⚠ ${diag.drop_ncc_low} candidati droppati da NCC.
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Prova: ↓ <b>verify_threshold</b> (filtro_fp più leggero)</div>`;
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} else if (diag.drop_min_score_post_avg > 0) {
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hint = `<div style="color:#f88; margin-top:6px">⚠ ${diag.drop_min_score_post_avg} match sotto min_score post-NCC.
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Prova: ↓ <b>min_score</b></div>`;
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} else if (diag.drop_recall_low > 0) {
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hint = `<div style="color:#f88; margin-top:6px">⚠ ${diag.drop_recall_low} match con recall < ${diag.min_recall_used}.
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Prova: ↓ <b>min_recall</b></div>`;
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} else if (diag.drop_bbox_out_of_scene > 0) {
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hint = `<div style="color:#f88; margin-top:6px">⚠ ${diag.drop_bbox_out_of_scene} match con bbox fuori scena.
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Centro derivato male: aumenta <b>min_score</b> o restringi <b>search_roi</b></div>`;
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}
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}
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const flags = [];
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if (diag.use_polarity) flags.push("polarity");
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if (diag.use_soft_score) flags.push("soft");
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if (diag.subpixel_lm) flags.push("subpix-LM");
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el.innerHTML = `
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<div><b>Pipeline pruning:</b></div>
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<div>varianti: ${diag.n_variants_total} → top_eval=${diag.n_variants_top_evaluated}
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→ top_pass=${diag.n_variants_top_passed} → full_eval=${diag.n_variants_full_evaluated}</div>
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<div><b>Candidati:</b> raw=${diag.n_raw_candidates}
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→ pre_nms=${diag.n_after_pre_nms} → final=${diag.n_final}</div>
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<div><b>Drop reasons:</b> NCC=${diag.drop_ncc_low}, score=${diag.drop_min_score_post_avg},
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recall=${diag.drop_recall_low}, bbox=${diag.drop_bbox_out_of_scene}, NMS=${diag.drop_nms_iou}</div>
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<div><b>Soglie:</b> top=${diag.top_thresh_used.toFixed(2)},
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min_score=${diag.min_score_used.toFixed(2)},
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NCC=${diag.verify_threshold_used.toFixed(2)},
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recall=${diag.min_recall_used.toFixed(2)}</div>
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${flags.length ? `<div><b>Flag attivi:</b> ${flags.join(", ")}</div>` : ""}
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${hint}
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`;
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// Auto-apri pannello se 0 match (segnala problema)
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if (n_matches === 0) {
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document.getElementById("diag-panel").open = true;
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}
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}
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// ---------- Auto-tune (Halcon-style) ----------
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async function doAutoTune() {
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if (!state.model || !state.roi) {
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