How can I improve my Rag
Generated on 7/31/2024
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To improve your RAG (Retrieve and Generate) system, you might find the following sessions from WWDC useful:
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Demystify SwiftUI containers: This session discusses how to use SwiftUI's declarative API to solve problems creatively, which could be beneficial for designing user interfaces in your RAG system. It also covers customizing views based on content, which might help in presenting retrieved information effectively.
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Analyze heap memory: This session provides insights into managing memory efficiently, which is crucial for the performance of any system, including RAG systems. It discusses reducing reference counting overhead and ensuring memory is deallocated appropriately.
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Optimize your 3D assets for spatial computing: While this session focuses on 3D assets, the principles of optimization discussed can be applied to any system to improve performance. It emphasizes keeping resource usage low and optimizing assets based on their usage context.
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Migrate your app to Swift 6: This session covers strategies for migrating to Swift 6, including handling shared mutable state and enabling data-race safety. These practices can help ensure your RAG system is robust and performs well under concurrent operations.
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Bring your machine learning and AI models to Apple silicon: This session discusses model compression techniques like palletization and quantization, which can make your AI models more efficient. Efficient models are crucial for a responsive RAG system.
By leveraging the insights and techniques from these sessions, you can enhance the performance, efficiency, and user experience of your RAG system.
Migrate your app to Swift 6
Experience Swift 6 migration in action as we update an existing sample app. Learn how to migrate incrementally, module by module, and how the compiler helps you identify code that’s at risk of data races. Discover different techniques for ensuring clear isolation boundaries and eliminating concurrent access to shared mutable state.
Analyze heap memory
Dive into the basis for your app’s dynamic memory: the heap! Explore how to use Instruments and Xcode to measure, analyze, and fix common heap issues. We’ll also cover some techniques and best practices for diagnosing transient growth, persistent growth, and leaks in your app.
Optimize your 3D assets for spatial computing
Dive into an end-to-end workflow for optimized 3D asset creation. Discover best practices for optimizing meshes, materials, and textures in your digital content creation tool. Learn how to harness shader graph, baking, and material instances to enhance your 3D scene while optimizing performance. Take advantage of native tools to work more effectively with your assets and improve your app’s performance.
Demystify SwiftUI containers
Learn about the capabilities of SwiftUI container views and build a mental model for how subviews are managed by their containers. Leverage new APIs to build your own custom containers, create modifiers to customize container content, and give your containers that extra polish that helps your apps stand out.
Bring your machine learning and AI models to Apple silicon
Learn how to optimize your machine learning and AI models to leverage the power of Apple silicon. Review model conversion workflows to prepare your models for on-device deployment. Understand model compression techniques that are compatible with Apple silicon, and at what stages in your model deployment workflow you can apply them. We’ll also explore the tradeoffs between storage size, latency, power usage and accuracy.
Break into the RealityKit debugger
Meet the RealityKit debugger and discover how this new tool lets you inspect the entity hierarchy of spatial apps, debug rogue transformations, find missing entities, and detect which parts of your code are causing problems for your systems.