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app.py

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+import subprocess
+
+# 安裝缺少的依賴包
+subprocess.run("pip install einops", shell=True)
+
+import gradio as gr
+import torch
+from PIL import Image
+from transformers import AutoProcessor, AutoModelForCausalLM
+
+# Initialize Florence model
+device = "cuda" if torch.cuda.is_available() else "cpu"
+florence_model = AutoModelForCausalLM.from_pretrained('microsoft/Florence-2-base', trust_remote_code=True).to(device).eval()
+florence_processor = AutoProcessor.from_pretrained('microsoft/Florence-2-base', trust_remote_code=True)
+
+def generate_caption(image):
+    if not isinstance(image, Image.Image):
+        image = Image.fromarray(image)
+    
+    inputs = florence_processor(text="<MORE_DETAILED_CAPTION>", 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="<MORE_DETAILED_CAPTION>",
+        image_size=(image.width, image.height)
+    )
+    prompt = parsed_answer["<MORE_DETAILED_CAPTION>"]
+    return prompt
+
+# Custom CSS for pink background and title styling
+css = """
+body {background-color: #FFC0CB;}
+h1 {color: #800080; text-align: center; font-size: 32px; font-family: 'Comic Sans MS', cursive, sans-serif;}
+"""
+
+# Interface with pink background and a welcome message
+io = gr.Interface(
+    fn=generate_caption,
+    inputs=[gr.Image(label="Input Image")],
+    outputs=[gr.Textbox(label="Output Prompt", lines=2, show_copy_button=True)],
+    title="歡迎來到我的魔法世界✨",
+    css=css
+)
+
+io.launch(debug=True)

requirements.txt

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+transformers
+timm