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Update app.py
Browse files
app.py
CHANGED
@@ -13,6 +13,8 @@ import numpy as np
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import cv2
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from pyzxing import BarCodeReader
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import tempfile
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from diffusers import (
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StableDiffusionPipeline,
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@@ -135,6 +137,32 @@ def scan_qr_code(image, sensitivity=0.5):
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return successful_scans
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@spaces.GPU()
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def inference(
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qr_code_content: str,
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@@ -149,6 +177,12 @@ def inference(
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use_qr_code_as_init_image = True,
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sampler = "DPM++ Karras SDE",
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verify_sensitivity: float = 0.5,
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):
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try:
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if prompt is None or prompt == "":
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@@ -163,33 +197,39 @@ def inference(
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if qr_code_content != "" or qrcode_image.size == (1, 1):
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print("Generating QR Code from content")
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-
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-
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-
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)
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qr.add_data(qr_code_content)
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qr.make(fit=True)
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qrcode_image = qr.make_image(fill_color="black", back_color="white")
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qrcode_image = resize_for_condition_image(qrcode_image, 768)
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else:
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print("Using QR Code Image")
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qrcode_image = resize_for_condition_image(qrcode_image, 768)
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#
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-
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out = pipe(
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prompt=prompt,
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negative_prompt=negative_prompt,
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image=
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control_image=qrcode_image,
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width=768,
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height=768,
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guidance_scale=float(guidance_scale),
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controlnet_conditioning_scale=float(controlnet_conditioning_scale),
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generator=generator,
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strength=float(strength),
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num_inference_steps=50,
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@@ -198,11 +238,11 @@ def inference(
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# Verify the generated QR code
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verify_result = scan_qr_code(out.images[0], sensitivity=verify_sensitivity)
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return out.images[0], verify_result
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except Exception as e:
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print(f"Error in inference: {str(e)}")
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# Return a blank image in case of an error
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return Image.new('RGB', (768, 768), color='white'), []
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@@ -374,7 +414,6 @@ with gr.Blocks(theme=gr.themes.Monochrome()) as blocks:
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maximum=1.0,
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step=0.05,
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value=0.5,
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visible=True,
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label="Verify Sensitivity",
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)
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gr.Markdown(
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@@ -389,6 +428,8 @@ with gr.Blocks(theme=gr.themes.Monochrome()) as blocks:
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with gr.Column():
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result_image = gr.Image(label="Your Artistic QR Code")
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scan_button = gr.Button("Scan QR Code")
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scan_result = gr.Textbox(label="Scan Result", interactive=False)
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@@ -405,6 +446,14 @@ with gr.Blocks(theme=gr.themes.Monochrome()) as blocks:
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"""
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)
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def scan_and_display(image):
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if image is None:
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return "No image to scan"
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@@ -424,7 +473,9 @@ with gr.Blocks(theme=gr.themes.Monochrome()) as blocks:
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outputs=[scan_result]
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)
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run_btn.click(
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inference,
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inputs=[
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@@ -440,10 +491,19 @@ with gr.Blocks(theme=gr.themes.Monochrome()) as blocks:
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use_qr_code_as_init_image,
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sampler,
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verify_sensitivity,
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],
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outputs=[result_image, scan_result],
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concurrency_limit=20
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)
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blocks.queue(max_size=20,api_open=False)
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blocks.launch(share=bool(os.environ.get("SHARE", False)), show_api=True)
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import cv2
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from pyzxing import BarCodeReader
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import tempfile
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from io import BytesIO
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import base64
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from diffusers import (
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StableDiffusionPipeline,
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return successful_scans
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def generate_qr_code(
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data,
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version=None,
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error_correction=qrcode.constants.ERROR_CORRECT_H,
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box_size=10,
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border=4,
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fill_color="black",
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back_color="white"
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):
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qr = qrcode.QRCode(
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version=version,
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error_correction=error_correction,
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box_size=box_size,
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border=border,
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)
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qr.add_data(data)
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qr.make(fit=True)
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img = qr.make_image(fill_color=fill_color, back_color=back_color)
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return img
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def image_to_base64(img):
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buffered = BytesIO()
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img.save(buffered, format="PNG")
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return base64.b64encode(buffered.getvalue()).decode()
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@spaces.GPU()
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def inference(
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qr_code_content: str,
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use_qr_code_as_init_image = True,
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sampler = "DPM++ Karras SDE",
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verify_sensitivity: float = 0.5,
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qr_version: int = 1,
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qr_error_correction: str = "H",
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qr_box_size: int = 10,
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qr_border: int = 4,
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qr_fill_color: str = "black",
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qr_back_color: str = "white",
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):
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try:
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if prompt is None or prompt == "":
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if qr_code_content != "" or qrcode_image.size == (1, 1):
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print("Generating QR Code from content")
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error_correction_map = {
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"L": qrcode.constants.ERROR_CORRECT_L,
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"M": qrcode.constants.ERROR_CORRECT_M,
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"Q": qrcode.constants.ERROR_CORRECT_Q,
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"H": qrcode.constants.ERROR_CORRECT_H,
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}
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qrcode_image = generate_qr_code(
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qr_code_content,
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version=qr_version,
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error_correction=error_correction_map[qr_error_correction],
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box_size=qr_box_size,
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border=qr_border,
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fill_color=qr_fill_color,
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back_color=qr_back_color,
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)
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qrcode_image = resize_for_condition_image(qrcode_image, 768)
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# Generate base64 string of the initial QR code
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initial_qr_base64 = image_to_base64(qrcode_image)
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# Use QR code as init image if specified
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if use_qr_code_as_init_image:
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init_image = qrcode_image
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out = pipe(
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prompt=prompt,
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negative_prompt=negative_prompt,
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image=init_image,
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control_image=qrcode_image,
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width=768,
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height=768,
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guidance_scale=float(guidance_scale),
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controlnet_conditioning_scale=float(controlnet_conditioning_scale),
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generator=generator,
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strength=float(strength),
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num_inference_steps=50,
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# Verify the generated QR code
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verify_result = scan_qr_code(out.images[0], sensitivity=verify_sensitivity)
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return out.images[0], verify_result, initial_qr_base64
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except Exception as e:
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print(f"Error in inference: {str(e)}")
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# Return a blank image in case of an error
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return Image.new('RGB', (768, 768), color='white'), [], ""
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maximum=1.0,
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step=0.05,
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value=0.5,
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label="Verify Sensitivity",
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)
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gr.Markdown(
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with gr.Column():
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result_image = gr.Image(label="Your Artistic QR Code")
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initial_qr_image = gr.Image(label="Initial QR Code", visible=False)
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download_initial_qr = gr.Button("Download Initial QR Code")
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scan_button = gr.Button("Scan QR Code")
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scan_result = gr.Textbox(label="Scan Result", interactive=False)
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"""
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)
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with gr.Accordion("QR Code Customization", open=False):
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qr_version = gr.Slider(minimum=1, maximum=40, step=1, value=1, label="QR Code Version")
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qr_error_correction = gr.Dropdown(choices=["L", "M", "Q", "H"], value="H", label="Error Correction Level")
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qr_box_size = gr.Slider(minimum=1, maximum=50, step=1, value=10, label="Box Size")
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qr_border = gr.Slider(minimum=0, maximum=10, step=1, value=4, label="Border Size")
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qr_fill_color = gr.ColorPicker(label="QR Code Color", value="#000000")
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qr_back_color = gr.ColorPicker(label="Background Color", value="#FFFFFF")
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def scan_and_display(image):
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if image is None:
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return "No image to scan"
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outputs=[scan_result]
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)
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def update_initial_qr(base64_string):
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return gr.Image.update(value=base64_string, visible=True)
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run_btn.click(
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inference,
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inputs=[
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use_qr_code_as_init_image,
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sampler,
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verify_sensitivity,
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qr_version,
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qr_error_correction,
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qr_box_size,
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qr_border,
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qr_fill_color,
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qr_back_color,
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],
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outputs=[result_image, scan_result, initial_qr_image],
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concurrency_limit=20
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)
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download_initial_qr.click(lambda x: x, inputs=[initial_qr_image], outputs=[initial_qr_image])
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blocks.queue(max_size=20,api_open=False)
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blocks.launch(share=bool(os.environ.get("SHARE", False)), show_api=True)
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