Unified OpenPTV: Particle Tracking Velocimetry with dual-engine support
Project description
openptv2
Unified OpenPTV: Particle Tracking Velocimetry with dual-engine support
Overview
openptv2 combines the best of three repositories into a single, maintainable package:
- C core library (
lib/) - High-performance particle tracking algorithms - Cython bindings (
bindings/) - Python interface to C library - Python/Numba fallback (
algorithms/) - Pure Python implementation for debugging - TraitsUI GUI (
gui/) - Full-featured graphical interface
Key Features
- Dual-engine architecture: Use fast C/Cython (
optv) or debuggable Python/Numba (python) - Identical results: Both engines produce the same output (within floating-point tolerance)
- Backward compatible: Works with existing
optvandpyptvcode - Easy installation: Pre-built wheels for Linux, Windows, macOS
Installation
Quick Install (Recommended)
Most users will want the GUI included. Install with:
uv pip install openptv2[gui]
Don't have uv? Install it first:
curl -LsSf https://astral.sh/uv/install.sh | sh
Alternative with pip:
pip install openptv2[gui]
Verify Installation
python -c "import openptv2; print(f'openptv2 version: {openptv2.__version__}')"
python -c "from openptv2 import Tracker; print('Tracker imported successfully')"
Base Install (No GUI)
If you only need the library (e.g., for scripting or batch processing):
uv pip install openptv2
# or
pip install openptv2
For Developers (Build from Source)
Prerequisites:
- Python 3.11, 3.12, or 3.13
- CMake 3.15+
- C compiler (gcc on Linux, clang on macOS, MSVC on Windows)
- Cython 3.0+
- NumPy 2.0+
- uv (recommended) or pip
System Dependencies
Linux (Debian/Ubuntu):
sudo apt-get update
sudo apt-get install -y cmake build-essential python3-dev
Linux (Fedora/RHEL):
sudo dnf install -y cmake gcc gcc-c++ python3-devel
macOS:
# Install Xcode Command Line Tools
xcode-select --install
# Install cmake via Homebrew (optional, if not using system cmake)
brew install cmake
Windows:
- Install Microsoft Visual C++ Build Tools
- Install CMake
Step 1: Clone the Repository
git clone https://github.com/openptv/openptv2.git
cd openptv2
Step 2: Install Dependencies and Build
Using uv (recommended):
# Sync all dependencies and build the package
uv sync --extra dev
Using pip:
# Create virtual environment
python -m venv .venv
source .venv/bin/activate # On Windows: .venv\Scripts\activate
# Install build dependencies
pip install scikit-build-core cython numpy
# Install in development mode
pip install -e ".[dev]"
Step 3: Verify Build
# Test imports
python -c "import openptv2; print(f'openptv2 version: {openptv2.__version__}')"
python -c "from openptv2 import Tracker; print('Tracker imported successfully')"
# Run tests
pytest tests/ -v --tb=short
GUI Dependencies
The [gui] extra includes:
- traits, traitsui (Enthought framework)
- enable, chaco (visualization)
- PySide6 (Qt bindings)
- scikit-image, pandas, matplotlib (analysis)
Installing from Binary Wheels
Pre-built manylinux wheels are available for Linux:
# Using pip
pip install openptv2
# Using uv
uv pip install openptv2
The wheels are compatible with glibc 2.17+ (CentOS 7, Ubuntu 14.04, Debian 8, etc.)
Building Binary Wheels from Source
See BUILDING_BINARY_WHEELS.md for detailed instructions on building portable binary wheels using cibuildwheel.
Troubleshooting Installation
Common Issues
1. "CMake not found"
# Install CMake
# Linux: sudo apt-get install cmake
# macOS: brew install cmake
# Windows: Download from https://cmake.org/download/
2. "C compiler not found"
# Linux: sudo apt-get install build-essential
# macOS: xcode-select --install
# Windows: Install MSVC Build Tools
3. "Cython not found"
pip install cython>=3.0.0
4. "NumPy version mismatch"
pip install numpy>=2.0.0
5. "optv module not found" (after cloning)
# The optv package is built by CMake - you need to build the package
uv sync --extra dev
# or
pip install -e ".[dev]"
Usage
Basic Tracking
import openptv2
from openptv2 import Tracker, detect_targets
# Load images
from skimage import io
images = [io.imread(f"cam1_{i:04d}.tif") for i in range(100)]
# Detect particles
targets = [detect_targets(img) for img in images]
# Track particles
tracker = Tracker()
tracks = tracker.track([t.coordinates for t in targets])
print(f"Found {len(tracks)} tracks")
Engine Selection
import openptv2
# Use default (fastest) engine
openptv2.set_engine("optv")
# Use Python engine for debugging
openptv2.set_engine("python")
# Per-call engine selection
from openptv2 import track_particles
result = track_particles(images, engine="python")
GUI
# Launch the GUI
openptv2-gui
# Or with specific engine
openptv2-gui --engine python
Batch Processing
# Serial batch
openptv2-batch parameters.yaml 1 100
# Parallel batch
python -m openptv2.gui.pyptv_batch_parallel parameters.yaml 1 100 4
Documentation
Repository Structure
openptv2/
├── algorithms/ # Python/Numba fallback engine
│ ├── calibration.py
│ ├── correspondences.py
│ ├── image_processing.py
│ ├── orientation.py
│ ├── parameters.py
│ ├── segmentation.py
│ ├── track.py
│ └── ...
├── bindings/ # Cython bindings source
│ ├── optv/ # Cython .pyx, .pxd files
│ ├── tests/ # Binding tests
│ └── pyproject.toml # scikit-build-core config
├── gui/ # TraitsUI GUI application
│ ├── pyptv/ # Main GUI package
│ ├── plugins/ # GUI plugins
│ └── tests/ # GUI tests
├── lib/ # C core library
│ ├── include/ # C headers
│ ├── src/ # C source files
│ ├── tests/ # C library tests
│ └── CMakeLists.txt
├── openptv2/ # Main Python package
│ ├── __init__.py
│ ├── calibration.py
│ ├── correspondence.py
│ ├── engine.py # Engine selector
│ ├── tracker.py
│ └── ...
├── tests/ # Integration tests
│ ├── engine_comparison/
│ ├── fixtures/
│ └── integration/
├── docs/ # Documentation
│ ├── algorithms/
│ ├── developer_guide/
│ ├── sphinx/
│ └── tutorials/
├── scripts/ # Build helpers
├── CMakeLists.txt # Root CMake build config
├── pyproject.toml # Python project config
└── README.md
Engine Comparison
| Feature | optv (C/Cython) | python (Numba) |
|---|---|---|
| Speed | Fastest | Fast (JIT compiled) |
| Debugging | Harder | Easy |
| Visualization | Limited | Full |
| Use case | Production | Development |
Testing
# All tests
pytest
# C library tests
cd lib && mkdir build && cd build && cmake .. && ctest
# Engine comparison
pytest tests/engine_comparison/ --validate-engine
# GUI tests (headless)
pytest gui/tests/ --headless
# Integration tests
pytest tests/integration/ -v
Migration from optv/pyptv
openptv2 maintains backward compatibility:
# Old optv code (still works after installation)
from optv.tracking_framebuf import Target
from optv.tracker import Tracker
# New openptv2 code
from openptv2 import Target, Tracker
# Both work identically
Contributing
- Fork the repository
- Create a feature branch
- Make your changes
- Run tests:
pytest - Submit a pull request
Development Workflow
# Set up development environment
uv sync --extra dev
# Make changes to source code
# Run tests
pytest tests/ -v
# Build documentation (optional)
cd docs && make html
License
LGPL-3.0 or later. See LICENSE for details.
Acknowledgments
openptv2 combines work from:
- openptv - C library and bindings
- pyptv - Python GUI
- openptv-python - Python/Numba engine
Contact
- Mailing list: openptv@googlegroups.com
- GitHub: https://github.com/openptv/openptv2
- Issues: https://github.com/openptv/openptv2/issues
Helper Scripts
The project includes scripts for building and testing:
| Script | Purpose |
|---|---|
scripts/build_wheel.sh |
Build binary wheel from source |
scripts/install_wheel.sh |
Install wheel in clean test environment |
scripts/run_tests.sh |
Run test suite in test environment |
scripts/Dockerfile.slim |
Slim Docker image for testing |
See BUILDING_BINARY_WHEELS.md for detailed usage.
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