diff --git a/pm2d/web/server.py b/pm2d/web/server.py
index 7cf3fcc..4a29468 100644
--- a/pm2d/web/server.py
+++ b/pm2d/web/server.py
@@ -217,6 +217,7 @@ class MatchResp(BaseModel):
find_time: float
num_variants: int
annotated_id: str
+ diag: dict | None = None # CC: diagnostica pipeline (drop reasons)
class TuneParams(BaseModel):
@@ -521,6 +522,7 @@ def match(p: MatchParams):
) for m_ in matches],
train_time=t_train, find_time=t_find,
num_variants=n, annotated_id=ann_id,
+ diag=m.get_last_diag() if hasattr(m, "get_last_diag") else None,
)
@@ -596,6 +598,7 @@ def match_simple(p: SimpleMatchParams):
) for mt in matches],
train_time=t_train, find_time=t_find,
num_variants=n, annotated_id=ann_id,
+ diag=m.get_last_diag() if hasattr(m, "get_last_diag") else None,
)
@@ -769,6 +772,7 @@ def match_recipe(p: RecipeMatchParams):
) for mt in matches],
train_time=0.0, find_time=t_find,
num_variants=len(m.variants), annotated_id=ann_id,
+ diag=m.get_last_diag() if hasattr(m, "get_last_diag") else None,
)
diff --git a/pm2d/web/static/app.js b/pm2d/web/static/app.js
index b4bd931..49c76d9 100644
--- a/pm2d/web/static/app.js
+++ b/pm2d/web/static/app.js
@@ -336,6 +336,7 @@ async function doMatchRecipe() {
document.getElementById("t-find").textContent = `${data.find_time.toFixed(2)}s`;
document.getElementById("t-var").textContent = data.num_variants;
document.getElementById("t-match").textContent = data.matches.length;
+ renderDiag(data.diag, data.matches.length);
setStatus(`${data.matches.length} match trovati (ricetta ${state.active_recipe})`);
}
@@ -409,6 +410,7 @@ async function doMatch() {
document.getElementById("t-find").textContent = `${data.find_time.toFixed(2)}s`;
document.getElementById("t-var").textContent = data.num_variants;
document.getElementById("t-match").textContent = data.matches.length;
+ renderDiag(data.diag, data.matches.length);
setStatus(`${data.matches.length} match trovati${hasAdv ? " (avanzato)" : ""}`);
}
@@ -436,6 +438,61 @@ function setStatus(s) {
}
// ---------- Init ----------
+// ---------- CC: Diagnostica match ----------
+function renderDiag(diag, n_matches) {
+ const el = document.getElementById("diag-content");
+ if (!diag) {
+ el.innerHTML = 'Diagnostica non disponibile';
+ return;
+ }
+ const dropTotal = (diag.drop_ncc_low || 0) + (diag.drop_min_score_post_avg || 0)
+ + (diag.drop_recall_low || 0) + (diag.drop_bbox_out_of_scene || 0)
+ + (diag.drop_nms_iou || 0);
+ // Hint contestuali se 0 match
+ let hint = "";
+ if (n_matches === 0) {
+ if (diag.n_after_pre_nms === 0) {
+ hint = `⚠ Nessun candidato sopra soglia.
+ Prova: ↓ min_score o ↓ top_thresh (currently ${diag.top_thresh_used.toFixed(2)})
`;
+ } else if (diag.drop_ncc_low > 0 && dropTotal === diag.drop_ncc_low) {
+ hint = `⚠ ${diag.drop_ncc_low} candidati droppati da NCC.
+ Prova: ↓ verify_threshold (filtro_fp più leggero)
`;
+ } else if (diag.drop_min_score_post_avg > 0) {
+ hint = `⚠ ${diag.drop_min_score_post_avg} match sotto min_score post-NCC.
+ Prova: ↓ min_score
`;
+ } else if (diag.drop_recall_low > 0) {
+ hint = `⚠ ${diag.drop_recall_low} match con recall < ${diag.min_recall_used}.
+ Prova: ↓ min_recall
`;
+ } else if (diag.drop_bbox_out_of_scene > 0) {
+ hint = `⚠ ${diag.drop_bbox_out_of_scene} match con bbox fuori scena.
+ Centro derivato male: aumenta min_score o restringi search_roi
`;
+ }
+ }
+ const flags = [];
+ if (diag.use_polarity) flags.push("polarity");
+ if (diag.use_soft_score) flags.push("soft");
+ if (diag.subpixel_lm) flags.push("subpix-LM");
+ el.innerHTML = `
+ Pipeline pruning:
+ varianti: ${diag.n_variants_total} → top_eval=${diag.n_variants_top_evaluated}
+ → top_pass=${diag.n_variants_top_passed} → full_eval=${diag.n_variants_full_evaluated}
+ Candidati: raw=${diag.n_raw_candidates}
+ → pre_nms=${diag.n_after_pre_nms} → final=${diag.n_final}
+ Drop reasons: NCC=${diag.drop_ncc_low}, score=${diag.drop_min_score_post_avg},
+ recall=${diag.drop_recall_low}, bbox=${diag.drop_bbox_out_of_scene}, NMS=${diag.drop_nms_iou}
+ Soglie: top=${diag.top_thresh_used.toFixed(2)},
+ min_score=${diag.min_score_used.toFixed(2)},
+ NCC=${diag.verify_threshold_used.toFixed(2)},
+ recall=${diag.min_recall_used.toFixed(2)}
+ ${flags.length ? `Flag attivi: ${flags.join(", ")}
` : ""}
+ ${hint}
+ `;
+ // Auto-apri pannello se 0 match (segnala problema)
+ if (n_matches === 0) {
+ document.getElementById("diag-panel").open = true;
+ }
+}
+
// ---------- Auto-tune (Halcon-style) ----------
async function doAutoTune() {
if (!state.model || !state.roi) {
diff --git a/pm2d/web/static/index.html b/pm2d/web/static/index.html
index c73f00d..4d014ef 100644
--- a/pm2d/web/static/index.html
+++ b/pm2d/web/static/index.html
@@ -214,6 +214,16 @@
find:-
varianti:-
match:-
+
+
+ 🔍 Diagnostica (CC)
+
+ Esegui un MATCH per vedere la diagnostica
+
+