gg

ai-engine/services/single_match_orchestrator.py

@@ -597,7 +597,7 @@ class SingleMatchOrchestrator:
         the model fall back on stronger signals (odds, ELO, form, H2H).
         """
         defaults = {
-            'home_squad_quality': 0.50, 'away_squad_quality': 0.50, 'squad_diff': 0.0,
+            'home_squad_quality': 12.0, 'away_squad_quality': 12.0, 'squad_diff': 0.0,
             'home_key_players': 3.0, 'away_key_players': 3.0,
             'home_missing_impact': 0.0, 'away_missing_impact': 0.0,
             'home_goals_form': 1.3, 'away_goals_form': 1.3,
@@ -612,7 +612,7 @@ class SingleMatchOrchestrator:
                 away_lineup=data.away_lineup,
                 sidelined_data=data.sidelined_data,
             )
-            return {
+            result = {
                 'home_squad_quality': float(pred.home_squad_quality),
                 'away_squad_quality': float(pred.away_squad_quality),
                 'squad_diff': float(pred.squad_diff),
@@ -623,6 +623,13 @@ class SingleMatchOrchestrator:
                 'home_goals_form': float(pred.home_goals_form),
                 'away_goals_form': float(pred.away_goals_form),
             }
+            # Sanity check: squad_quality must be in training range (~3-36)
+            for side in ('home', 'away'):
+                sq = result[f'{side}_squad_quality']
+                if sq > 50 or sq < 0:
+                    print(f"🚨 SCALE MISMATCH: {side}_squad_quality={sq:.1f} "
+                          f"(expected 3-36). Check player_predictor formula!")
+            return result
         except Exception as e:
             print(f"⚠️ Squad features failed: {e}")
             return defaults