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Update app.py
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app.py
CHANGED
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import cv2
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import numpy as np
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import gradio as gr
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from pdf2image import convert_from_path
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import os
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import tempfile
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import logging
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# Set up logging to debug.log
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logging.basicConfig(
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filename='debug.log',
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level=logging.DEBUG,
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format='%(asctime)s - %(levelname)s - %(message)s'
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)
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logger = logging.getLogger(__name__)
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# Function to calculate materials based on blueprint dimensions
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def calculate_materials_from_dimensions(wall_area, foundation_area):
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"""
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Calculate required materials (cement, bricks, steel) based on wall and foundation areas.
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Args:
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wall_area (float): Wall area in square meters.
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foundation_area (float): Foundation area in square meters.
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Returns:
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dict: Material quantities (cement in kg, bricks in units, steel in kg).
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Raises:
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ValueError: If areas are negative or invalid.
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"""
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logger.debug(f"Calculating materials for wall_area={wall_area}, foundation_area={foundation_area}")
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# Validate inputs
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if not isinstance(wall_area, (int, float)) or not isinstance(foundation_area, (int, float)):
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logger.error("Invalid area type: wall_area and foundation_area must be numeric")
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raise ValueError("Wall and foundation areas must be numeric")
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if wall_area < 0 or foundation_area < 0:
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logger.error("Negative areas provided: wall_area=%s, foundation_area=%s", wall_area, foundation_area)
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raise ValueError("Wall and foundation areas must be non-negative")
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materials = {
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"cement": 0,
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"bricks": 0,
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if wall_area > 0:
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materials['cement'] += wall_area * 10 # 10 kg cement per m² for walls
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materials['bricks'] += wall_area * 500 # 500 bricks per m² for walls
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materials['steel'] += wall_area * 2
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logger.debug("Wall materials: cement=%s kg, bricks=%s, steel=%s kg",
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materials['cement'], materials['bricks'], materials['steel'])
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# Foundation calculations (in m²)
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if foundation_area > 0:
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materials['cement'] += foundation_area * 20 # 20 kg cement per m² for foundation
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materials['bricks'] += foundation_area * 750 # 750 bricks per m² for foundation
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materials['steel'] += foundation_area * 5
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logger.debug("Foundation materials added: cement=%s kg, bricks=%s, steel=%s kg",
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materials['cement'], materials['bricks'], materials['steel'])
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logger.info("Material calculation complete: %s", materials)
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return materials
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# Function to process the blueprint
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def process_blueprint(
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if
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logger.info("Loaded image with dimensions: %s", image.shape)
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# Clean up temporary file
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os.unlink(temp_image_path)
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logger.debug("Deleted temporary image file: %s", temp_image_path)
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# Convert to grayscale for easier processing
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gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)
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logger.debug("Converted image to grayscale")
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# Apply edge detection to find lines (walls)
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edges = cv2.Canny(gray, 50, 150, apertureSize=3)
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logger.debug("Applied Canny edge detection")
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# Use Hough Transform to detect lines (walls)
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lines = cv2.HoughLinesP(edges, 1, np.pi / 180, threshold=100, minLineLength=50, maxLineGap=10)
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logger.debug("Detected %s lines with Hough Transform", len(lines) if lines is not None else 0)
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# Calculate total wall length (in pixels)
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total_wall_length_pixels = 0
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if lines is not None:
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for line in lines:
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x1, y1, x2, y2 = line[0]
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length = np.sqrt((x2 - x1) ** 2 + (y2 - y1) ** 2)
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total_wall_length_pixels += length
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logger.debug("Line from (%d,%d) to (%d,%d), length=%f pixels", x1, y1, x2, y2, length)
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else:
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logger.warning("No lines detected in the blueprint")
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logger.info("Total wall length in pixels: %f", total_wall_length_pixels)
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# Get image dimensions
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image_height, image_width = image.shape[:2]
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logger.debug("Image dimensions: width=%d, height=%d pixels", image_width, image_height)
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# Calculate pixel-to-meter ratio
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pixel_to_meter_width = blueprint_width_m / image_width
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pixel_to_meter_height = blueprint_height_m / image_height
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pixel_to_meter = (pixel_to_meter_width + pixel_to_meter_height) / 2
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logger.debug("Pixel-to-meter ratios: width=%f, height=%f, average=%f",
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pixel_to_meter_width, pixel_to_meter_height, pixel_to_meter)
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# Convert wall length to meters
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total_wall_length_m = total_wall_length_pixels * pixel_to_meter
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logger.info("Total wall length in meters: %f", total_wall_length_m)
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# Estimate wall area (assume wall height of 3 m)
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wall_height_m = 3 # Hardcoded assumption; may need adjustment
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wall_area = total_wall_length_m * wall_height_m
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logger.info("Wall area: %f m² (wall length=%f m, height=%f m)",
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wall_area, total_wall_length_m, wall_height_m)
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# Estimate foundation area (10% of total blueprint area)
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total_area = blueprint_width_m * blueprint_height_m
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foundation_area = total_area * 0.1 # Hardcoded assumption
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logger.info("Total area: %f m², Foundation area: %f m²", total_area, foundation_area)
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# Calculate materials
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materials = calculate_materials_from_dimensions(wall_area, foundation_area)
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logger.info("Raw material estimates: %s", materials)
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# Format the output
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formatted_materials = {
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"cement": f"{materials['cement']:.2f} kg",
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"bricks": f"{materials['bricks']:.0f} units",
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"steel": f"{materials['steel']:.2f} kg"
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}
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logger.info("Formatted material estimates: %s", formatted_materials)
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return formatted_materials
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except Exception as e:
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# Customize error message for poppler-related issues
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error_msg = str(e)
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if "Unable to get page count" in error_msg:
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error_msg = (
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"Poppler is not installed or not in PATH. "
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"Please install poppler-utils:\n"
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"- Windows: Download from https://github.com/oschwartz10612/poppler-windows and add to PATH.\n"
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"- Linux: Run 'sudo apt-get install poppler-utils'.\n"
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"- Mac: Run 'brew install poppler'.\n"
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"Alternatively, specify poppler_path in the input (e.g., C:/poppler/bin)."
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)
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logger.error("Processing failed: %s", error_msg)
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return {"error": f"Failed to process PDF: {error_msg}"}
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# Set up Gradio interface
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interface = gr.Interface(
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fn=process_blueprint,
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inputs=
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gr.File(file_types=[".pdf"], label="Upload Blueprint PDF"),
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gr.Number(label="Blueprint Width (meters)", value=27),
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gr.Number(label="Blueprint Height (meters)", value=9.78),
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gr.Text করুনbox(label="Poppler Path (optional)", placeholder="e.g., C:/poppler/bin")
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],
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outputs=gr.JSON(label="Material Estimates"),
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title="Blueprint Material Estimator",
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description=
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"Upload a PDF containing a blueprint to estimate construction materials. "
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"Specify blueprint dimensions and optionally provide the path to poppler binaries if not in PATH."
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)
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)
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# Launch the interface
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if __name__ == "__main__":
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logger.info("Launching Gradio interface")
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interface.launch(share=False)
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import cv2
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import numpy as np
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from PIL import Image
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import gradio as gr
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# Function to calculate materials based on blueprint dimensions
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def calculate_materials_from_dimensions(wall_area, foundation_area):
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materials = {
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"cement": 0,
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"bricks": 0,
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if wall_area > 0:
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materials['cement'] += wall_area * 10 # 10 kg cement per m² for walls
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materials['bricks'] += wall_area * 500 # 500 bricks per m² for walls
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materials['steel'] += wall_area * 2 # 2 kg steel per m² for walls
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# Foundation calculations (in m²)
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if foundation_area > 0:
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materials['cement'] += foundation_area * 20 # 20 kg cement per m² for foundation
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materials['bricks'] += foundation_area * 750 # 750 bricks per m² for foundation
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materials['steel'] += foundation_area * 5 # 5 kg steel per m² for foundation
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return materials
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# Function to process the blueprint and extract dimensions
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def process_blueprint(image_path):
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# Open the image
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image = cv2.imread(image_path)
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if image is None:
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raise ValueError("Could not load the image")
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# Convert to grayscale for easier processing
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gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)
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# Apply edge detection to find lines (walls)
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edges = cv2.Canny(gray, 50, 150, apertureSize=3)
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# Use Hough Transform to detect lines (walls)
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lines = cv2.HoughLinesP(edges, 1, np.pi / 180, threshold=100, minLineLength=50, maxLineGap=10)
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# Calculate total wall length (in pixels)
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total_wall_length_pixels = 0
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if lines is not None:
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for line in lines:
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x1, y1, x2, y2 = line[0]
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length = np.sqrt((x2 - x1) ** 2 + (y2 - y1) ** 2)
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total_wall_length_pixels += length
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# From the blueprint, we know the dimensions (27 m × 9.78 m)
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# We also need to estimate the pixel-to-meter scale
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image_height, image_width = image.shape[:2]
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blueprint_width_m = 27 # From the blueprint (27 m)
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blueprint_height_m = 9.78 # From the blueprint (9.78 m)
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# Calculate pixel-to-meter ratio
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pixel_to_meter_width = blueprint_width_m / image_width
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pixel_to_meter_height = blueprint_height_m / image_height
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pixel_to_meter = (pixel_to_meter_width + pixel_to_meter_height) / 2 # Average for simplicity
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# Convert wall length to meters
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total_wall_length_m = total_wall_length_pixels * pixel_to_meter
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# Estimate wall area (assume wall height of 3 m for simplicity)
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wall_height_m = 3 # Standard room height
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wall_area = total_wall_length_m * wall_height_m
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# Estimate foundation area (based on the blueprint's total area)
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total_area = blueprint_width_m * blueprint_height_m # 27 m × 9.78 m
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foundation_area = total_area * 0.1 # Assume 10% of the total area is foundation
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# Calculate materials
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materials = calculate_materials_from_dimensions(wall_area, foundation_area)
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# Format the output
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formatted_materials = {
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"cement": f"{materials['cement']:.2f} kg",
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"bricks": f"{materials['bricks']:.0f} units",
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"steel": f"{materials['steel']:.2f} kg"
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}
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return formatted_materials
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# Set up Gradio interface
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interface = gr.Interface(
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fn=process_blueprint,
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inputs=gr.Image(type="filepath", label="Upload Blueprint Image"),
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outputs=gr.JSON(label="Material Estimates"),
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title="Blueprint Material Estimator",
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description="Upload a blueprint image to estimate construction materials."
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)
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# Launch the interface
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if __name__ == "__main__":
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interface.launch(share=False)
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