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https://github.com/erizmr/sph_taichi
A high-performance implementation of SPH in Taichi.
https://github.com/erizmr/sph_taichi
gpu physics-simulation simulation
Last synced: 5 days ago
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A high-performance implementation of SPH in Taichi.
- Host: GitHub
- URL: https://github.com/erizmr/sph_taichi
- Owner: erizmr
- License: mit
- Created: 2020-06-08T19:28:56.000Z (over 4 years ago)
- Default Branch: master
- Last Pushed: 2024-10-05T00:46:40.000Z (4 months ago)
- Last Synced: 2025-01-17T22:06:20.805Z (12 days ago)
- Topics: gpu, physics-simulation, simulation
- Language: Python
- Homepage:
- Size: 68 MB
- Stars: 244
- Watchers: 5
- Forks: 44
- Open Issues: 11
-
Metadata Files:
- Readme: README.md
- License: LICENSE.txt
Awesome Lists containing this project
README
# SPH Taichi
A high-performance implementation of Smooth Particle Hydrodynamics (SPH) simulator in [Taichi](https://github.com/taichi-dev/taichi). (working in progress)
## Examples
- Dragon Bath (~420 K particles, ~280 FPS on RTX 3090 GPU, with timestep 4e-4)
- Armadillo Bath (~1.74 M particles, ~80 FPS on RTX 3090 GPU, with timestep 4e-4)
## Features
Currently, the following features have been implemented:
- Cross-platform: Windows, Linux
- Support massively parallel GPU computing
- Weakly Compressible SPH (WCSPH)[1]
- One-way/two-way fluid-solid coupling[2]
- Shape-matching based rigid-body simulator[3]
- Neighborhood search accelerated by GPU parallel prefix sum + counting sort### Note
The GPU parallel prefix sum is only supported by cuda/vulkan backend currently.## Install
```
python -m pip install -r requirements.txt
```To reproduce the demos show above:
```
python run_simulation.py --scene_file ./data/scenes/dragon_bath.json
``````
python run_simulation.py --scene_file ./data/scenes/armadillo_bath_dynamic.json
```## Reference
1. M. Becker and M. Teschner (2007). "Weakly compressible SPH for free surface flows". In:Proceedings of the 2007 ACM SIGGRAPH/Eurographics symposium on Computer animation. Eurographics Association, pp. 209–217.
2. N. Akinci, M. Ihmsen, G. Akinci, B. Solenthaler, and M. Teschner. 2012. Versatile
rigid-fluid coupling for incompressible SPH. ACM Transactions on Graphics 31, 4 (2012), 62:1–62:8.
3. Miles Macklin, Matthias Müller, Nuttapong Chentanez, and Tae-Yong Kim. 2014. Unified particle physics for real-time applications. ACM Trans. Graph. 33, 4, Article 153 (July 2014), 12 pages.## Acknowledgement
Implementation is largely inspired by [SPlisHSPlasH](https://github.com/InteractiveComputerGraphics/SPlisHSPlasH).