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Running on Zero
Upload mesh_utils.py with huggingface_hub
Browse files- mesh_utils.py +222 -0
mesh_utils.py
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| 1 |
+
"""
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| 2 |
+
Mesh Processing Utilities
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| 3 |
+
=========================
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| 4 |
+
Advanced mesh repair, manifold enforcement, scaling, and modular
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| 5 |
+
decomposition utilities for 3D-print-ready output.
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| 6 |
+
"""
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| 7 |
+
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| 8 |
+
import re
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| 9 |
+
import logging
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| 10 |
+
from typing import Optional
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| 11 |
+
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| 12 |
+
import numpy as np
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| 13 |
+
import trimesh
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| 14 |
+
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| 15 |
+
logger = logging.getLogger(__name__)
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| 16 |
+
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| 17 |
+
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| 18 |
+
# ---------------------------------------------------------------------------
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| 19 |
+
# Manifold Repair
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| 20 |
+
# ---------------------------------------------------------------------------
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| 21 |
+
def make_manifold(mesh: trimesh.Trimesh, max_iterations: int = 5) -> trimesh.Trimesh:
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| 22 |
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"""
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| 23 |
+
Aggressively repair a mesh to make it manifold (watertight).
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| 24 |
+
Runs multiple repair passes until the mesh is watertight or max iterations hit.
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| 25 |
+
"""
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| 26 |
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for i in range(max_iterations):
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| 27 |
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if mesh.is_watertight:
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| 28 |
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logger.info("Mesh is manifold after %d passes", i)
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| 29 |
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return mesh
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| 30 |
+
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| 31 |
+
# Fix winding and normals
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| 32 |
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trimesh.repair.fix_normals(mesh)
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| 33 |
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trimesh.repair.fix_inversion(mesh)
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| 34 |
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trimesh.repair.fix_winding(mesh)
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| 35 |
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| 36 |
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# Remove degenerate faces
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| 37 |
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mask = mesh.nondegenerate_faces()
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| 38 |
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if not mask.all():
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| 39 |
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mesh.update_faces(mask)
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| 40 |
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| 41 |
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# Merge close vertices (precision issues)
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| 42 |
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mesh.merge_vertices(merge_tex=True, merge_norm=True)
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| 43 |
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| 44 |
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# Fill holes
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| 45 |
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mesh.fill_holes()
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| 46 |
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| 47 |
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logger.info("Mesh repair done (watertight: %s) after %d passes",
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| 48 |
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mesh.is_watertight, max_iterations)
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| 49 |
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return mesh
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| 50 |
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| 51 |
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| 52 |
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def reduce_faces(mesh: trimesh.Trimesh, target_faces: int) -> trimesh.Trimesh:
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| 53 |
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"""Decimate a mesh to a target face count while preserving shape."""
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| 54 |
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if len(mesh.faces) <= target_faces:
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| 55 |
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return mesh
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| 56 |
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| 57 |
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try:
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| 58 |
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# Use quadric decimation if available
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| 59 |
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simplified = mesh.simplify_quadric_decimation(target_faces)
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| 60 |
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logger.info("Decimated from %d to %d faces", len(mesh.faces), len(simplified.faces))
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| 61 |
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return simplified
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| 62 |
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except Exception:
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| 63 |
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logger.warning("Quadric decimation unavailable, returning original mesh")
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| 64 |
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return mesh
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| 65 |
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| 66 |
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| 67 |
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# ---------------------------------------------------------------------------
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| 68 |
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# Dimensional Scaling
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| 69 |
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# ---------------------------------------------------------------------------
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| 70 |
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UNIT_TO_MM = {
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| 71 |
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"mm": 1.0,
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| 72 |
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"cm": 10.0,
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| 73 |
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"m": 1000.0,
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| 74 |
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"in": 25.4,
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| 75 |
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"inch": 25.4,
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| 76 |
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"inches": 25.4,
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| 77 |
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"ft": 304.8,
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| 78 |
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"feet": 304.8,
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| 79 |
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}
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| 80 |
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| 81 |
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| 82 |
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def scale_to_real_dimensions(
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| 83 |
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mesh: trimesh.Trimesh,
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| 84 |
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target_size_mm: float,
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| 85 |
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axis: str = "auto",
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| 86 |
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) -> trimesh.Trimesh:
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| 87 |
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"""
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| 88 |
+
Scale a mesh so that its extent along `axis` matches `target_size_mm`.
|
| 89 |
+
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| 90 |
+
Args:
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| 91 |
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mesh: Input mesh
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| 92 |
+
target_size_mm: Target dimension in millimeters
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| 93 |
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axis: 'x', 'y', 'z', or 'auto' (largest extent)
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| 94 |
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"""
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| 95 |
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extents = mesh.extents # [x, y, z]
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| 96 |
+
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| 97 |
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if axis == "auto":
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| 98 |
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current_size = max(extents)
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| 99 |
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else:
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| 100 |
+
idx = {"x": 0, "y": 1, "z": 2}[axis.lower()]
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| 101 |
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current_size = extents[idx]
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| 102 |
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| 103 |
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if current_size <= 0:
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| 104 |
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return mesh
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| 105 |
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| 106 |
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scale_factor = target_size_mm / current_size
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| 107 |
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mesh.apply_scale(scale_factor)
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| 108 |
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logger.info("Scaled mesh by %.4f (%.2f → %.2fmm)", scale_factor, current_size, target_size_mm)
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| 109 |
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return mesh
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| 110 |
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| 111 |
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| 112 |
+
def center_mesh(mesh: trimesh.Trimesh) -> trimesh.Trimesh:
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| 113 |
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"""Center mesh at origin and place on ground plane (z=0)."""
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| 114 |
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mesh.vertices -= mesh.centroid
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| 115 |
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# Place on ground
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| 116 |
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min_z = mesh.vertices[:, 2].min()
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| 117 |
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mesh.vertices[:, 2] -= min_z
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| 118 |
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return mesh
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| 119 |
+
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| 120 |
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| 121 |
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# ---------------------------------------------------------------------------
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| 122 |
+
# Modular Decomposition
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| 123 |
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# ---------------------------------------------------------------------------
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| 124 |
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def split_into_parts(mesh: trimesh.Trimesh) -> list[trimesh.Trimesh]:
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| 125 |
+
"""
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| 126 |
+
Split mesh into separate connected components.
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| 127 |
+
Each component becomes an independent, manifold part.
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| 128 |
+
"""
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| 129 |
+
try:
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| 130 |
+
parts = mesh.split(only_watertight=False)
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| 131 |
+
if not parts:
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| 132 |
+
return [mesh]
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| 133 |
+
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| 134 |
+
# Sort parts by volume (largest first)
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| 135 |
+
parts_with_vol = []
|
| 136 |
+
for p in parts:
|
| 137 |
+
try:
|
| 138 |
+
vol = abs(p.volume) if p.is_watertight else p.area
|
| 139 |
+
except Exception:
|
| 140 |
+
vol = len(p.faces)
|
| 141 |
+
parts_with_vol.append((p, vol))
|
| 142 |
+
|
| 143 |
+
parts_with_vol.sort(key=lambda x: x[1], reverse=True)
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| 144 |
+
result = [p for p, _ in parts_with_vol]
|
| 145 |
+
|
| 146 |
+
logger.info("Split mesh into %d parts (largest: %d faces)",
|
| 147 |
+
len(result), len(result[0].faces))
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| 148 |
+
return result
|
| 149 |
+
|
| 150 |
+
except Exception as e:
|
| 151 |
+
logger.warning("Split failed: %s", e)
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| 152 |
+
return [mesh]
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| 153 |
+
|
| 154 |
+
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| 155 |
+
def label_parts(parts: list[trimesh.Trimesh]) -> dict[str, trimesh.Trimesh]:
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| 156 |
+
"""
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| 157 |
+
Label parts by relative position and size.
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| 158 |
+
Returns dict like: {"base_large": mesh, "top_small": mesh, ...}
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| 159 |
+
"""
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| 160 |
+
labeled = {}
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| 161 |
+
for i, part in enumerate(parts):
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| 162 |
+
centroid = part.centroid
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| 163 |
+
# Determine position description
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| 164 |
+
if centroid[2] < -0.3:
|
| 165 |
+
pos = "bottom"
|
| 166 |
+
elif centroid[2] > 0.3:
|
| 167 |
+
pos = "top"
|
| 168 |
+
else:
|
| 169 |
+
pos = "middle"
|
| 170 |
+
|
| 171 |
+
# Determine size description
|
| 172 |
+
size = "large" if len(part.faces) > len(parts[0].faces) * 0.3 else "small"
|
| 173 |
+
|
| 174 |
+
key = f"part_{i+1:02d}_{pos}_{size}"
|
| 175 |
+
labeled[key] = part
|
| 176 |
+
|
| 177 |
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return labeled
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| 178 |
+
|
| 179 |
+
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| 180 |
+
# ---------------------------------------------------------------------------
|
| 181 |
+
# Quality Metrics
|
| 182 |
+
# ---------------------------------------------------------------------------
|
| 183 |
+
def mesh_quality_report(mesh: trimesh.Trimesh) -> dict:
|
| 184 |
+
"""Generate a quality report for a mesh."""
|
| 185 |
+
report = {
|
| 186 |
+
"vertices": len(mesh.vertices),
|
| 187 |
+
"faces": len(mesh.faces),
|
| 188 |
+
"is_watertight": mesh.is_watertight,
|
| 189 |
+
"is_volume": mesh.is_volume,
|
| 190 |
+
"euler_number": mesh.euler_number,
|
| 191 |
+
"extents_mm": mesh.extents.tolist(),
|
| 192 |
+
"bounding_box_mm": mesh.bounds.tolist(),
|
| 193 |
+
}
|
| 194 |
+
|
| 195 |
+
try:
|
| 196 |
+
report["volume_mm3"] = float(mesh.volume) if mesh.is_watertight else None
|
| 197 |
+
except Exception:
|
| 198 |
+
report["volume_mm3"] = None
|
| 199 |
+
|
| 200 |
+
report["surface_area_mm2"] = float(mesh.area)
|
| 201 |
+
|
| 202 |
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# Check for degenerate faces
|
| 203 |
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degen = ~mesh.nondegenerate_faces()
|
| 204 |
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report["degenerate_faces"] = int(degen.sum())
|
| 205 |
+
|
| 206 |
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return report
|
| 207 |
+
|
| 208 |
+
|
| 209 |
+
# ---------------------------------------------------------------------------
|
| 210 |
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# CLI test
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| 211 |
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# ---------------------------------------------------------------------------
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| 212 |
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if __name__ == "__main__":
|
| 213 |
+
# Quick self-test
|
| 214 |
+
box = trimesh.creation.box(extents=[2, 3, 1])
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| 215 |
+
box = make_manifold(box)
|
| 216 |
+
box = scale_to_real_dimensions(box, target_size_mm=100.0)
|
| 217 |
+
box = center_mesh(box)
|
| 218 |
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report = mesh_quality_report(box)
|
| 219 |
+
print("Quality Report:")
|
| 220 |
+
for k, v in report.items():
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| 221 |
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print(f" {k}: {v}")
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| 222 |
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print(f"\nManifold: {box.is_watertight}")
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