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Update app.py
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app.py
CHANGED
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@@ -2,22 +2,23 @@ import base64
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from io import BytesIO
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import json
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import os
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from openai import OpenAI
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from dotenv import load_dotenv
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from typhoon_ocr import prepare_ocr_messages
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import gradio as gr
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from PIL import Image
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# โหลด environment variables
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load_dotenv()
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# ตั้งค่า OpenAI
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openai = OpenAI(
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base_url=os.getenv("TYPHOON_BASE_URL"),
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api_key=os.getenv("TYPHOON_API_KEY")
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)
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# ตั้งค่า Theme (
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theme = gr.themes.Soft(
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primary_hue=gr.themes.Color(
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c50="#f7f7fd",
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@@ -40,61 +41,122 @@ theme = gr.themes.Soft(
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OUTPUT_FILE = "ocr_results.txt"
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def save_ocr_result(text):
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"""บันทึกผลลัพธ์ OCR แบบต่อเนื่องในไฟล์เดียว
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with open(OUTPUT_FILE, "a", encoding="utf-8") as f:
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f.write(text + "\n\n")
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return OUTPUT_FILE
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def clear_output_file():
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"""ล้างไฟล์ผลลัพธ์เก่า
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with open(OUTPUT_FILE, "w", encoding="utf-8") as f:
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f.write("")
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def
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if pdf_or_image_file is None:
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return None, "No file uploaded"
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orig_filename = pdf_or_image_file.name
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try:
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except Exception as e:
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return None, f"Error processing file: {str(e)}", None
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@@ -148,9 +210,6 @@ with gr.Blocks(theme=theme) as demo:
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font-size: 12px;
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}
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"""
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# เลือกเพจ
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page_number = gr.Number(label="📄 Page Number (for PDFs only)", value=1, minimum=1, step=1)
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# ปุ่มรัน
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run_button = gr.Button("🚀 Run")
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@@ -167,11 +226,11 @@ with gr.Blocks(theme=theme) as demo:
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# เชื่อมต่อ UI กับฟังก์ชัน
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run_button.click(
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fn=process_pdf,
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inputs=[pdf_input, task_dropdown
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outputs=[image_output, markdown_output, download_button]
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)
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#
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clear_output_file()
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# รันแอป
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from io import BytesIO
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import json
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import os
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import PyPDF2 # เพิ่มไลบรารีสำหรับอ่าน PDF
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from openai import OpenAI
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from dotenv import load_dotenv
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from typhoon_ocr import prepare_ocr_messages
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import gradio as gr
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from PIL import Image
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# โหลด environment variables
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load_dotenv()
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# ตั้งค่า OpenAI API
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openai = OpenAI(
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base_url=os.getenv("TYPHOON_BASE_URL"),
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api_key=os.getenv("TYPHOON_API_KEY")
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)
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# ตั้งค่า Theme (เดิม)
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theme = gr.themes.Soft(
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primary_hue=gr.themes.Color(
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c50="#f7f7fd",
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OUTPUT_FILE = "ocr_results.txt"
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def save_ocr_result(text):
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"""บันทึกผลลัพธ์ OCR แบบต่อเนื่องในไฟล์เดียว"""
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with open(OUTPUT_FILE, "a", encoding="utf-8") as f:
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f.write(text + "\n\n")
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return OUTPUT_FILE
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def clear_output_file():
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"""ล้างไฟล์ผลลัพธ์เก่า"""
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with open(OUTPUT_FILE, "w", encoding="utf-8") as f:
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f.write("")
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def get_pdf_page_count(pdf_path):
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"""หาจำนวนหน้าของ PDF"""
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with open(pdf_path, 'rb') as f:
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reader = PyPDF2.PdfReader(f)
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return len(reader.pages)
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return 0
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def process_pdf(pdf_or_image_file, task_type):
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if pdf_or_image_file is None:
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return None, "No file uploaded"
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orig_filename = pdf_or_image_file.name
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combined_text = ""
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image_pil = None # ใช้เก็บภาพหน้าแรกของ PDF
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try:
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# ตรวจสอบว่าเป็น PDF หรือไม่
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if orig_filename.lower().endswith(".pdf"):
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total_pages = get_pdf_page_count(orig_filename)
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if total_pages == 0:
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return None, "ไม่สามารถอ่านจำนวนหน้าของ PDF ได้"
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# ประมวลผลทุกหน้า
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for page_num in range(1, total_pages + 1):
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# เตรียมข้อมูลสำหรับ OCR
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messages = prepare_ocr_messages(
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pdf_or_image_path=orig_filename,
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task_type=task_type,
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target_image_dim=1800,
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target_text_length=8000,
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page_num=page_num
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)
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# ดึงภาพหน้าแรก
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if page_num == 1:
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image_url = messages[0]["content"][1]["image_url"]["url"]
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image_base64 = image_url.replace("data:image/png;base64,", "")
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image_pil = Image.open(BytesIO(base64.b64decode(image_base64)))
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# ส่งไป API
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response = openai.chat.completions.create(
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model=os.getenv("TYPHOON_OCR_MODEL"),
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messages=messages,
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max_tokens=16384,
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extra_body={
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"repetition_penalty": 1.2,
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"temperature": 0.1,
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"top_p": 0.6,
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},
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)
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text_output = response.choices[0].message.content
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# ดึง natural_text
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try:
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json_data = json.loads(text_output)
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markdown_out = json_data.get('natural_text', "").replace("<figure>", "").replace("</figure>", "")
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except Exception as e:
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markdown_out = f"⚠️ Could not extract `natural_text` from output.\nError: {str(e)}"
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# รวมผลลัพธ์ทุกหน้า
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combined_text += f"[Page {page_num}]\n{markdown_out}\n\n"
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# บันทึกผลลัพธ์ทั้งหมดลงไฟล์
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save_ocr_result(combined_text)
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return image_pil, combined_text, gr.File.update(value=OUTPUT_FILE)
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# หากเป็นไฟล์ภาพ
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else:
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# ประมวลผลหน้าเดียว
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messages = prepare_ocr_messages(
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pdf_or_image_path=orig_filename,
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task_type=task_type,
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target_image_dim=1800,
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target_text_length=8000,
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page_num=1
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)
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# ดึงภาพ
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image_url = messages[0]["content"][1]["image_url"]["url"]
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image_base64 = image_url.replace("data:image/png;base64,", "")
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image_pil = Image.open(BytesIO(base64.b64decode(image_base64)))
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# ส่งไป API
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response = openai.chat.completions.create(
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model=os.getenv("TYPHOON_OCR_MODEL"),
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messages=messages,
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max_tokens=16384,
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extra_body={
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"repetition_penalty": 1.2,
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"temperature": 0.1,
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"top_p": 0.6,
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},
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)
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text_output = response.choices[0].message.content
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# ดึง natural_text
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try:
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json_data = json.loads(text_output)
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markdown_out = json_data.get('natural_text', "").replace("<figure>", "").replace("</figure>", "")
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except Exception as e:
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markdown_out = f"⚠️ Could not extract `natural_text` from output.\nError: {str(e)}"
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# บันทึกผลลัพธ์ลงไฟล์
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save_ocr_result(markdown_out)
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return image_pil, markdown_out, gr.File.update(value=OUTPUT_FILE)
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except Exception as e:
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return None, f"Error processing file: {str(e)}", None
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font-size: 12px;
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}
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"""
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# ปุ่มรัน
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run_button = gr.Button("🚀 Run")
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# เชื่อมต่อ UI กับฟังก์ชัน
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run_button.click(
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fn=process_pdf,
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inputs=[pdf_input, task_dropdown],
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outputs=[image_output, markdown_output, download_button]
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)
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# เริ่มต้นใหม่ (ล้างไฟล์ผลลัพธ์เก่า)
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clear_output_file()
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# รันแอป
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