Update app.py

app.py

@@ -110,13 +110,27 @@ CORS(app)
 @app.route("/analyze", methods=["POST"])
 def analyze():
     result = {"text_result": [], "image_result": []}
+    # 🧠 PHÂN TÍCH TEXT
     if "content" in request.form:
-        result["text_result"] = predict_text(request.form["content"])
+        text_input = request.form["content"]
+        result["text_result"] = predict_text(text_input)
+
+    # 🧠 PHÂN TÍCH NHIỀU ẢNH
     if "image" in request.files:
-        for image_file in request.files.getlist("image"):
+        # request.files có thể chứa nhiều file trùng key "image"
+        image_files = request.files.getlist("image")
+        for image_file in image_files:
             image = Image.open(image_file.stream).convert("RGB")
-            result["image_result"].append(predict_image(image))
+            image_result = predict_image(image)
+            # nếu model trả về 1 dict → thêm vào list
+            if isinstance(image_result, dict):
+                result["image_result"].append(image_result)
+            # nếu model trả về list → nối list
+            elif isinstance(image_result, list):
+                result["image_result"].extend(image_result)
+
+    # Nếu không có ảnh nào → để rỗng []
     return jsonify(result)
 
 if __name__ == "__main__":
-    app.run(host="0.0.0.0", port=7860)
+    app.run(host="0.0.0.0", port=5001, debug=True)