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Python bindings for parry3d collision detection, optimized for batch operations

Project description

py-parry3d

Python bindings for parry3d collision detection, optimized for batch operations with NumPy.

Features

  • Batch-first: Process millions of collision queries with minimal Python overhead
  • NumPy native: Zero-copy data exchange using contiguous arrays
  • Parallel: Automatic multi-threading via Rayon
  • Serializable: Cache collision worlds with pre-built BVHs

Installation

pip install py-parry3d

Quick Start

import numpy as np
import py_parry3d as pp

# Define collision shapes
robot_link = pp.CollisionGroup("robot", [pp.Capsule(half_height=0.4, radius=0.08)])
obstacle = pp.CollisionGroup("obstacle", [pp.Box(half_extents=[0.3, 0.3, 0.3])],
                              static=True, transform=np.eye(4))

# Create world
world = pp.CollisionWorld([robot_link, obstacle])

# Check collisions for 1000 robot poses
N = 1000
transforms = {"robot": np.random.rand(N, 4, 4)}  # Your actual transforms here
pairs = [("robot", "obstacle", 0.0)]  # (group_a, group_b, min_distance)

collisions = world.check(transforms, pairs)  # (N, 1) bool array
print(f"Collisions: {collisions.sum()} / {N}")

Shapes

# Primitives
pp.Box(half_extents=[0.5, 0.3, 0.2])
pp.Sphere(radius=0.1)
pp.Capsule(half_height=0.5, radius=0.1)  # Z-axis aligned
pp.Cylinder(half_height=0.5, radius=0.1)  # Z-axis aligned

# Meshes
pp.TriMesh(vertices, faces)  # (N,3) float64, (M,3) uint32
pp.TriMesh.from_trimesh(mesh)  # From trimesh object

# Convex hull (faster than TriMesh)
pp.ConvexHull_from_trimesh(mesh)

Solid vs Hollow

Shape Type Inside Detection
Box, Sphere, Capsule, Cylinder, ConvexHull Solid Detects objects inside
TriMesh Hollow Surface contact only

API

Groups and World

# Dynamic group - transform provided at check time
robot = pp.CollisionGroup("robot", [shape1, shape2])

# Static group - fixed transform
env = pp.CollisionGroup("env", [shape], static=True, transform=tf)

# World
world = pp.CollisionWorld([robot, env])

Collision Checking

# Batch check
result = world.check(transforms, pairs)  # (N, n_pairs) bool array

# Early-exit (stops at first collision)
idx = world.check_any(transforms, pairs)  # int or None

Pair Helpers

# All pairs between groups
pairs = pp.all_pairs(["l1", "l2", "l3"], skip_adjacent=1)

# Groups vs target
pairs = pp.pairs_vs(["l1", "l2"], "obstacle", min_distance=0.05)

Threading

pp.set_num_threads(8)  # Default: all cores

Serialization

data = world.to_bytes()
world = pp.CollisionWorld.from_bytes(data)
# Pickle also supported

Documentation

License

MIT

Project details


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