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Update app.py
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app.py
CHANGED
@@ -20,6 +20,7 @@ from transformers import AutoModelForImageSegmentation
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from torchvision import transforms
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from scalingtestupdated import calculate_scaling_factor
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from shapely.geometry import Polygon, Point, MultiPolygon, GeometryCollection
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from scipy.interpolate import splprep, splev
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from scipy.ndimage import gaussian_filter1d
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from u2net import U2NETP
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@@ -260,60 +261,119 @@ def extract_outlines(binary_image: np.ndarray) -> (np.ndarray, list):
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# ---------------------
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# Functions for Finger Cut Clearance
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# ---------------------
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def union_tool_and_circle(tool_polygon: Polygon, center_inch, circle_diameter=1.0):
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def build_tool_polygon(points_inch):
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def polygon_to_exterior_coords(poly: Polygon):
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return []
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if poly.geom_type == "MultiPolygon":
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biggest = max(poly.geoms, key=lambda g: g.area)
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poly = biggest
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return []
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return list(poly.exterior.coords)
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def place_finger_cut_randomly(tool_polygon, points_inch, existing_centers, all_polygons, circle_diameter=1.0, min_gap=0.25, max_attempts=30):
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import random
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needed_center_distance = circle_diameter + min_gap
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radius = circle_diameter / 2.0
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for _ in range(max_attempts):
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idx = random.randint(0, len(points_inch) - 1)
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cx, cy = points_inch[idx]
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break
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if too_close:
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continue
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continue
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return union_poly, (cx, cy)
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print("Warning: Could not place a finger cut circle meeting all spacing requirements.")
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return None, None
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# ---------------------
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# DXF Spline and Boundary Functions
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# ---------------------
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def save_dxf_spline(inflated_contours, scaling_factor, height, finger_clearance=False):
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degree = 3
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closed = True
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@@ -323,26 +383,43 @@ def save_dxf_spline(inflated_contours, scaling_factor, height, finger_clearance=
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msp = doc.modelspace()
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finger_cut_centers = []
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final_polygons_inch = []
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for contour in inflated_contours:
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try:
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resampled_contour = resample_contour(contour)
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points_inch = [(x * scaling_factor, (height - y) * scaling_factor)
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if len(points_inch) < 3:
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continue
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if np.linalg.norm(np.array(points_inch[0]) - np.array(points_inch[-1])) > 1e-2:
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points_inch.append(points_inch[0])
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tool_polygon = build_tool_polygon(points_inch)
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if finger_clearance:
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union_poly, center = place_finger_cut_randomly(
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if union_poly is not None:
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tool_polygon = union_poly
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exterior_coords = polygon_to_exterior_coords(tool_polygon)
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if len(exterior_coords) < 3:
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continue
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msp.add_spline(exterior_coords, degree=degree, dxfattribs={"layer": "TOOLS"})
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final_polygons_inch.append(tool_polygon)
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return doc, final_polygons_inch
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def add_rectangular_boundary(doc, polygons_inch, boundary_length, boundary_width, offset_unit, annotation_text="", image_height_in=None, image_width_in=None):
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from torchvision import transforms
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from scalingtestupdated import calculate_scaling_factor
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from shapely.geometry import Polygon, Point, MultiPolygon, GeometryCollection
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from shapely.validation import make_valid
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from scipy.interpolate import splprep, splev
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from scipy.ndimage import gaussian_filter1d
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from u2net import U2NETP
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# ---------------------
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# Functions for Finger Cut Clearance
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# ---------------------
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def validate_and_fix_geometry(geom):
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"""Ensure geometry is valid and convert to Polygon if possible"""
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if geom is None or geom.is_empty:
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return None
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if not geom.is_valid:
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geom = make_valid(geom)
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# Handle GeometryCollections by extracting the largest valid polygon
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if geom.geom_type == "GeometryCollection":
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polygons = [g for g in geom.geoms if g.geom_type in ['Polygon', 'MultiPolygon']]
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if not polygons:
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return None
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# Get the largest polygon by area
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largest = max(polygons, key=lambda g: g.area)
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geom = largest
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# Convert MultiPolygon to single Polygon using convex hull if needed
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if geom.geom_type == "MultiPolygon":
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geom = geom.convex_hull
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if geom.geom_type != 'Polygon':
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return None
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return geom
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def union_tool_and_circle(tool_polygon: Polygon, center_inch, circle_diameter=1.0):
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try:
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radius = circle_diameter / 2.0
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circle_poly = Point(center_inch).buffer(radius, resolution=64)
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tool_polygon = validate_and_fix_geometry(tool_polygon)
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if tool_polygon is None:
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return None, None
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union_poly = tool_polygon.union(circle_poly)
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union_poly = validate_and_fix_geometry(union_poly)
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return union_poly, center_inch
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except Exception as e:
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print(f"Error in union_tool_and_circle: {str(e)}")
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return None, None
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def build_tool_polygon(points_inch):
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try:
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if len(points_inch) < 3:
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return None
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poly = Polygon(points_inch)
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return validate_and_fix_geometry(poly)
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except Exception as e:
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print(f"Error building tool polygon: {str(e)}")
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return None
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def polygon_to_exterior_coords(poly: Polygon):
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poly = validate_and_fix_geometry(poly)
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if poly is None:
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return []
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if poly.geom_type == "MultiPolygon":
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biggest = max(poly.geoms, key=lambda g: g.area)
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poly = biggest
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if not hasattr(poly, 'exterior') or not poly.exterior:
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return []
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return list(poly.exterior.coords)
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def place_finger_cut_randomly(tool_polygon, points_inch, existing_centers, all_polygons, circle_diameter=1.0, min_gap=0.25, max_attempts=30):
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import random
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needed_center_distance = circle_diameter + min_gap
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radius = circle_diameter / 2.0
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tool_polygon = validate_and_fix_geometry(tool_polygon)
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if tool_polygon is None:
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return None, None
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for _ in range(max_attempts):
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idx = random.randint(0, len(points_inch) - 1)
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cx, cy = points_inch[idx]
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# Check distance to existing centers
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too_close = any(np.hypot(cx - ex_x, cy - ex_y) < needed_center_distance
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for (ex_x, ex_y) in existing_centers)
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if too_close:
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continue
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try:
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circle_poly = Point((cx, cy)).buffer(radius, resolution=64)
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union_poly = tool_polygon.union(circle_poly)
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union_poly = validate_and_fix_geometry(union_poly)
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if union_poly is None:
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continue
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# Check for overlaps
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overlap = False
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for poly in all_polygons:
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if union_poly.intersects(poly):
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overlap = True
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break
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if circle_poly.buffer(min_gap).intersects(poly):
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overlap = True
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break
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if not overlap:
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existing_centers.append((cx, cy))
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return union_poly, (cx, cy)
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except Exception as e:
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print(f"Error placing finger cut: {str(e)}")
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continue
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print("Warning: Could not place a finger cut circle meeting all spacing requirements.")
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return None, None
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def save_dxf_spline(inflated_contours, scaling_factor, height, finger_clearance=False):
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degree = 3
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closed = True
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msp = doc.modelspace()
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finger_cut_centers = []
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final_polygons_inch = []
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for contour in inflated_contours:
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try:
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resampled_contour = resample_contour(contour)
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points_inch = [(x * scaling_factor, (height - y) * scaling_factor)
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for x, y in resampled_contour]
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if len(points_inch) < 3:
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continue
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if np.linalg.norm(np.array(points_inch[0]) - np.array(points_inch[-1])) > 1e-2:
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points_inch.append(points_inch[0])
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tool_polygon = build_tool_polygon(points_inch)
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if tool_polygon is None:
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continue
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if finger_clearance:
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union_poly, center = place_finger_cut_randomly(
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tool_polygon, points_inch, finger_cut_centers,
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final_polygons_inch, circle_diameter=1.0,
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min_gap=0.25, max_attempts=30
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)
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if union_poly is not None:
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tool_polygon = union_poly
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exterior_coords = polygon_to_exterior_coords(tool_polygon)
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if len(exterior_coords) < 3:
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continue
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msp.add_spline(exterior_coords, degree=degree, dxfattribs={"layer": "TOOLS"})
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final_polygons_inch.append(tool_polygon)
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except Exception as e:
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print(f"Skipping contour due to error: {str(e)}")
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continue
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return doc, final_polygons_inch
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def add_rectangular_boundary(doc, polygons_inch, boundary_length, boundary_width, offset_unit, annotation_text="", image_height_in=None, image_width_in=None):
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