Fix

app.py

@@ -42,18 +42,18 @@ def predict(f_ck, f_yk, N_Ed, M_Edz, M_Edy, cover, rebar_dia, dc_ratio):
     z4_My  = float(Y2[0,8])
     SF     = (M_Edz / z3_Mz)**z1_a + (M_Edy / z4_My)**z1_a
 
-    return {
-      "b_pred": b_pred,
-      "h_pred": h_pred,
-      "reinforcement_ratio": rr,
-      "rebar_x": rx,
-      "rebar_y": ry,
-      "exponent_a": round(z1_a,4),
-      "N_Rd": round(z2_N,2),
-      "M_Rdz": round(z3_Mz,2),
-      "M_Rdy": round(z4_My,2),
-      "SF": round(SF,4)
-    }
+    return (
+      b_pred,
+      h_pred,
+      rr,
+      rx,
+      ry,
+      z1_a,
+      z2_N,
+      z3_Mz,
+      z4_My,
+      SF
+    )
 
 # 3) Gradio UI 정의
 inputs = [
@@ -66,24 +66,27 @@ inputs = [
   gr.Number(label="rebar_dia (mm)", value=25),
   gr.Number(label="dc_ratio", value=0.9, precision=2)
 ]
-outputs = {
-  "b_pred": gr.Number(label="b_pred (mm)"),
-  "h_pred": gr.Number(label="h_pred (mm)"),
-  "reinforcement_ratio": gr.Number(label="reinforcement_ratio"),
-  "rebar_x": gr.Number(label="rebar_x (개)"),
-  "rebar_y": gr.Number(label="rebar_y (개)"),
-  "exponent_a": gr.Number(label="exponent a"),
-  "N_Rd": gr.Number(label="N_Rd"),
-  "M_Rdz": gr.Number(label="M_Rdz"),
-  "M_Rdy": gr.Number(label="M_Rdy"),
-  "SF": gr.Number(label="Safety Factor")
-}
 
-demo = gr.Interface(fn=predict,
-                    inputs=inputs,
-                    outputs=outputs,
-                    title="🔧 RC 기둥 단면 예측기",
-                    description="Eurocode 2 기반 ML 모델을 이용한 RC 기둥 단면 예측")
+outputs = [
+  gr.Number(label="b_pred (mm)"),
+  gr.Number(label="h_pred (mm)"),
+  gr.Number(label="reinforcement_ratio"),
+  gr.Number(label="rebar_x (개)"),
+  gr.Number(label="rebar_y (개)"),
+  gr.Number(label="exponent a"),
+  gr.Number(label="N_Rd"),
+  gr.Number(label="M_Rdz"),
+  gr.Number(label="M_Rdy"),
+  gr.Number(label="SF")
+]
+
+demo = gr.Interface(
+    fn=predict,
+    inputs=inputs,
+    outputs=outputs,
+    title="🔧 RC 기둥 단면 예측기",
+    description="Eurocode 2 기반 ML 모델"
+)tion="Eurocode 2 기반 ML 모델을 이용한 RC 기둥 단면 예측")
 
 if __name__ == "__main__":
     demo.launch()