Optimizing Large Scenes in Unity with Pooled and Baked Object Pipelines
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In this case study I show how we managed to put 5,000 bases on a world and make it run smoothly on mobile devices, using the Unity game engine
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Optimizing Large Scenes in Unity with Pooled and Baked Object Pipelines
- 1. Optimizing Large Scenes in Unity How we put 5,000 bases on a planet and lived to tell about it Noam Gat Tacticsoft @noamgat
- 2. Hello! Noam Gat CTO @ Tacticsoft Past - JoyTunes, Omek Interactive, OGRE
- 3. Earth Arena Case Study Tacticsoft’s upcoming Mobile Strategy MMO Take over the world with your friends! http://www.eartharena.com
- 4. Earth Arena Case Study 5,000 bases on a planet, with 3 levels of detail and smooth transitions
- 5. The challenge (today) is not to make a single object look good, but to make an entire scene run smoothly - Frames per second - Loading Time - Memory footprint - Artist pipeline Scene Management
- 6. Step 1 - Prove the problem
- 7. Step 1 - Prove the problem Premature optimization is the root of all evil
- 8. Naive solution - Instantiate a prefab for every base in the world - Each object contains 3 LOD objects - Show / hide object groups based on camera https://youtu.be/Q2gNauFxwMA
- 9. Naive solution Worked surprisingly well! - It was faster to disable/enable renderers rather than game objects - Started becoming heavy on iPhone 6 with 1k objects, but was good enough
- 10. Test Driven Development (TDD) Not only about unit tests. Create a consistent, easy to run, reproducible environment to check that what you created meets your expectations.
- 11. Stress Test, Take 1 https://youtu.be/fjEkRZsrUSA
- 12. Step 1 - Prove the problem Not stupid, but naive.
- 13. Step 2 - Investigate
- 14. Step 2 - Investigate Between the different aspects of the scene, which one was causing the crash? - Frames per second - Loading Time - Memory footprint - Artist pipeline
- 15. Unity’s Toolset
- 16. Benchmarking A few experiments revealed: - Unity objects / components cost ~1k per instance - 5k objects, 10 GOs/object, 3 components / GO - > 150k components -> 150MB scene - Dynamic batching was the biggest CPU hit, and batching was also becoming a problem
- 17. Step 3 - Solve We wanted a solution that has: - A stable memory footprint in large worlds - Good FPS / batching performance - Looks like the previous solution - Won’t be a nightmare to control artistically
- 18. Solution approaches Two approaches: - Pooling - Return out of camera objects to a pool, reuse them when the camera moves - Baking - Dynamically a large mesh with many objects packed together (similar to Unity’s static batching)
- 19. Solution problems Pooling - When looking at the world from far away, we see half of the objects in the world, so pooling is only a 50% reduction
- 20. Solution problems Baking - When looking at the world from up close, we have 3d models with relatively high poly counts and some with animations
- 21. Solution The problems never happen at the same time, and we can predict which will happen when.
- 22. Solution (Artist side) Baked objects go to baking pipeline Instanced objects go to pooling pipeline
- 23. Array of Structs / Struct of Arrays - Array of structs is the intuitive way to look at things (every object has several properties) - Struct of arrays is a bit weird (several properties have values for every object) Struct of arrays allows us to look at a vertical of all objects (“All baked LOD1 objects”) and do something special for them
- 24. Baked pipeline Not MonoBehaviour, ~ 200 bytes memory Minimal amount of information to render and order
- 25. Baked pipeline
- 26. Baked pipeline Less batches, much less game objects / components
- 27. Baked pipeline gotcha When viewing a lot of sprites from far away, better to turn off “Tight” sprite packing to allow more sprites in same amount of geometry
- 28. Pooled pipeline Which instance to instantiate Where to put it
- 29. Pooled pipeline Rest of pooled pipeline reiles on previous “camera culling” method from first naive attempt - instead of disabling / enabling objects we take / return them to the pool
- 30. Object permutations The objects have different properties (colors etc) based on their role in the world. We do not want a different prefab for each permutation of each object.
- 33. “Visitor” Design Pattern The visitor pattern allows us to easily reuse prefabs, making modifications as needed in both the baked and pooled pipelines. It puts healthy design constraints on what you can and can’t put on objects placed on the map (MVC principles etc)
- 34. Step 4 - Test
- 39. TL;DR - It’s OK to be naive for 99% of the code - TDD applies to optimization as well - Many approaches to solve problems, the correct one stems from understanding the problem - Several design patterns are very useful for optimization
- 40. Thank You! Come play our games! http://www.eartharena.com http://www.tacticsoft.net @noamgat