Create app.py

app.py

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+import torch
+import cv2
+import numpy as np
+import gradio as gr
+from ultralytics import YOLO
+from PIL import Image
+from huggingface_hub import hf_hub_download
+
+# Hugging Face'ten YOLO modelini indir
+model_path = hf_hub_download("keremberke/yolov8n-pcb-defect-segmentation", "best.pt")
+
+# Modeli yükle
+model = YOLO(model_path)
+
+def detect_defects(image):
+    results = model.predict(image, save=False)
+    annotated_image = results[0].plot()  # Tahmin sonuçlarını çiz
+    return annotated_image
+
+iface = gr.Interface(
+    fn=detect_defects,
+    inputs=gr.Image(type="pil"),
+    outputs=gr.Image(type="pil"),
+    title="PCB Defect Segmentation"
+)
+
+iface.launch()