fix:merapikan kode

backend/routes/predictTomat.py

@@ -252,18 +252,6 @@ def get_price_history(
             degree = int(settings.nilai_degree) if settings.nilai_degree is not None else 3
             coef0 = float(settings.nilai_coef) if settings.nilai_coef is not None else 0.0
 
-            # 8. Latih Model SVR dengan Kernel Linear
-            # Inisialisasi Model SVR
-            # if kernel == "linear":
-            #     svr = SVR(kernel=kernel, C=C, epsilon=epsilon)
-            # else:
-            #     svr = SVR(kernel=kernel, C=C, gamma=gamma, epsilon=epsilon)
-            #     if kernel in ["poly", "sigmoid"]:
-            #         svr.coef0 = coef0
-            #     if kernel == "poly":
-            #         svr.degree = degree
-            # svr = SVR(kernel='linear', C=1.0, epsilon=0.01)
-            # svr = SVR(kernel='rbf', C=1.0, epsilon=0.01, gamma='scale')
             if kernel == "linear":
                 svr = SVR(kernel="linear", C=C,  epsilon=epsilon)
 
@@ -288,14 +276,14 @@ def get_price_history(
 
 
             # 11. Prediksi 30 Hari ke Depan
-            last_data = pd.DataFrame([X.iloc[-1].values], columns=X.columns)  # ✅ Gunakan DataFrame
+            last_data = pd.DataFrame([X.iloc[-1].values], columns=X.columns) 
 
             predictions = []
             for _ in range(7):
                 pred = svr.predict(last_data)[0]
                 predictions.append(pred)
 
-                # ✅ Update input dengan DataFrame, bukan NumPy array
+                #  Update input dengan DataFrame, bukan NumPy array
                 last_data = pd.DataFrame([[last_data.iloc[0, 1], last_data.iloc[0, 2], last_data.iloc[0, 3], pred]], columns=X.columns)
 
             # 12. Konversi hasil prediksi ke skala asli

backend/routes/priceTomat.py

@@ -15,7 +15,7 @@ priceTomat_router = APIRouter(
     tags=["Price Tomat"]  
 )
 
-# 🔹 GET: Ambil semua data harga tomat
+
 @priceTomat_router.get("/", dependencies=[Depends(verify_token)])
 def get_prices(db=Depends(get_db)):
     try:

backend/routes/riwayatPengujian.py

@@ -14,7 +14,7 @@ riwayat_router = APIRouter(
     tags=["Riwayat Pengujian SVR"]    
 )
 
-# ✅ Get all riwayat pengujian
+#  Get all riwayat pengujian
 @riwayat_router.get("/", dependencies=[Depends(verify_token)])
 async def get_all_riwayat(db: Session = Depends(get_db)):
     try:
@@ -25,14 +25,14 @@ async def get_all_riwayat(db: Session = Depends(get_db)):
         return [dict(row._mapping) for row in result]
     except SQLAlchemyError as e:
         db.rollback()
-        print("🔥 ERROR Database:", str(e))
+        print(" ERROR Database:", str(e))
         raise HTTPException(status_code=500, detail=f"Terjadi kesalahan pada database: {str(e)}")
     except Exception as e:
-        print("🔥 ERROR tidak terduga:", str(e))
+        print(" ERROR tidak terduga:", str(e))
         raise HTTPException(status_code=500, detail=f"Terjadi kesalahan: {str(e)}")
 
 
-# ✅ Get riwayat pengujian by ID
+#  Get riwayat pengujian by ID
 @riwayat_router.get("/{id}", dependencies=[Depends(verify_token)])
 async def get_riwayat_by_id(id: int):
     query = select(riwayatPengujian).where(riwayatPengujian.c.id == id)
@@ -41,7 +41,7 @@ async def get_riwayat_by_id(id: int):
         return dict(result._mapping)
     raise HTTPException(status_code=404, detail="Riwayat Pengujian tidak ditemukan")
 
-# ✅ Create new riwayat pengujian
+#  Create new riwayat pengujian
 @riwayat_router.post("/", dependencies=[Depends(verify_token)])
 async def create_riwayat(data: RiwayatPengujian):
     query = insert(riwayatPengujian).values(
@@ -56,7 +56,7 @@ async def create_riwayat(data: RiwayatPengujian):
     conn.commit()
     return {"message": "Riwayat Pengujian berhasil ditambahkan"}
 
-# ✅ Update riwayat pengujian by ID
+#  Update riwayat pengujian by ID
 @riwayat_router.put("/{id}", dependencies=[Depends(verify_token)])
 async def update_riwayat(id: int, data: RiwayatPengujian):
     query = update(riwayatPengujian).where(riwayatPengujian.c.id == id).values(
@@ -75,7 +75,7 @@ async def update_riwayat(id: int, data: RiwayatPengujian):
     
     return {"message": "Riwayat Pengujian berhasil diperbarui"}
 
-# ✅ Delete riwayat pengujian by ID
+#  Delete riwayat pengujian by ID
 @riwayat_router.delete("/{id}", dependencies=[Depends(verify_token)])
 async def delete_riwayat(id: int):
     query = delete(riwayatPengujian).where(riwayatPengujian.c.id == id)

backend/routes/settingPredict.py

@@ -48,7 +48,7 @@ async def seed_database():
     conn.execute(query)
     conn.commit()
     
-    return {"message": "✅ Seeder berhasil dijalankan: Data setting_predict sudah diisi."}
+    return {"message": " Seeder berhasil dijalankan: Data setting_predict sudah diisi."}
 
 
 # Mapping kernel ke kolom yang bisa diupdate