Create app.py

app.py

@@ -0,0 +1,24 @@
+def generate_caption(image):
+    if not isinstance(image, Image.Image):
+        image = Image.fromarray(image)
+    
+    task = "<CAPTION>"  # เปลี่ยน task เป็น caption ธรรมดา
+    
+    inputs = florence_processor(text=task, images=image, return_tensors="pt").to(device)
+    generated_ids = florence_model.generate(
+        input_ids=inputs["input_ids"],
+        pixel_values=inputs["pixel_values"],
+        max_new_tokens=1024,
+        early_stopping=False,
+        do_sample=False,
+        num_beams=3,
+    )
+    generated_text = florence_processor.batch_decode(generated_ids, skip_special_tokens=False)[0]
+    parsed_answer = florence_processor.post_process_generation(
+        generated_text,
+        task=task,
+        image_size=(image.width, image.height)
+    )
+    prompt = parsed_answer[task]
+    print("\n\nGeneration completed!:" + prompt)
+    return prompt