IMEC's Dory platform is an open-source embedded development framework for building and deploying edge AI applications on resource-constrained devices. It provides a unified and easy-to-use API for accessing hardware resources, managing data flow, and deploying machine learning models. Dory is designed to be lightweight, efficient, and easy to integrate with existing development workflows.Dory is based on the TensorFlow Lite runtime and provides a number of features that make it well-suited for edge AI applications, including:
- Simplified data flow management: Dory provides a simple and intuitive API for managing data flow between the CPU, GPU, and other hardware resources. This makes it easy to build applications that take advantage of the full power of the device.
- Efficient memory management: Dory is designed to be memory efficient, which is important for resource-constrained devices. It provides a number of features to help developers optimize memory usage, such as memory pooling and garbage collection.
- Easy integration with TensorFlow Lite models: Dory can be used to load and run TensorFlow Lite models directly from disk. This makes it easy to deploy existing models on edge devices.
- Support for a variety of hardware platforms: Dory is designed to be portable and can be used on a variety of hardware platforms, including ARM, x86, and RISC-V.
If you are developing edge AI applications for resource-constrained devices, Imec's Dory platform is a powerful and easy-to-use tool that can help you get your applications up and running quickly and efficiently.
Here are some of the benefits of using Dory:
- Simplified development: Dory provides a unified API for accessing hardware resources and managing data flow, which simplifies the development process.
- Reduced development time: Dory's efficient data flow management and memory optimization features can help you reduce development time.
- Improved performance: Dory's efficient architecture can help you improve the performance of your applications.
- Increased portability: Dory can be used on a variety of hardware platforms, which increases the portability of your applications.
Overall, Imec's Dory platform is a powerful and versatile tool that can be used to develop a wide range of edge AI applications.
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