update plant simulation script

src/modules/plant/run_plant_simulation.py

@@ -330,6 +330,22 @@ def main():
         cost_a_pm = 0
         cost_a_pinjaman = 0
         cost_a_depreciation = 0
+        net_capacity_factor_v = 0
+        eaf_v = 0
+
+        # Prefetch CF/EAF master data once to avoid repeated queries per row
+        cur.execute(
+            """
+                SELECT year as tahun, cf, eaf
+                FROM lcc_ms_year_data
+                """
+        )
+        year_rows = cur.fetchall()
+        year_data_map = {
+            int(t): (validate_number(cf), validate_number(eaf))
+            for (t, cf, eaf) in year_rows
+            if t is not None
+        }
 
         for row in rows:
             # row adalah tuple sesuai urutan select_sql
@@ -337,6 +353,18 @@ def main():
 
             seq = data["seq"]  # primary key / unique key untuk WHERE
 
+            # Ambil net_capacity_factor dan eaf dari year-data cache berdasarkan tahun
+            cf_eaf = (
+                year_data_map.get(int(data["tahun"]))
+                if data.get("tahun") is not None
+                else None
+            )
+            if cf_eaf:
+                net_capacity_factor_v, eaf_v = cf_eaf
+            else:
+                net_capacity_factor_v = 0
+                eaf_v = 0
+
             if data["is_actual"] == 1:
                 net_capacity_factor = validate_number(data["net_capacity_factor"])
                 eaf = validate_number(data["eaf"])
@@ -368,6 +396,9 @@ def main():
                 cost_bd_pm_nonmi = cost_bd_pm_nonmi  # last value
                 cost_bd_bd = cost_bd_bd  # last value
 
+            net_capacity_factor = net_capacity_factor_v
+            eaf = eaf_v
+
             # ++++++ REVENUE +++++++
             revenue_total = revenue_a + revenue_b + revenue_c + revenue_d
             if seq > 0: