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docs/learn/programming.md

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# Programming with Vitis AI
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Vitis AI offers a unified set of high-level C++/Python programming APIs to run AI applications across edge-to-cloud platforms, including DPU for Alveo, and DPU for Zynq Ultrascale+ MPSoC and Zynq-7000. It brings the benefits to easily port AI applications from cloud to edge and vice versa. 8 samples in [VART Samples](https://gitenterprise.xilinx.com/Vitis/vitis-ai-staging/tree/1.3.1/demo/VART) are available to help you get familiar with the unfied programming APIs.
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Vitis AI offers a unified set of high-level C++/Python programming APIs to run AI applications across edge-to-cloud platforms, including DPU for Alveo, and DPU for Zynq Ultrascale+ MPSoC and Zynq-7000. It brings the benefits to easily port AI applications from cloud to edge and vice versa. 8 samples in [VART Samples](https://github.com/xilinx/vitis-ai/demo/VART) are available to help you get familiar with the unfied programming APIs.
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| ID | Example Name | Models | Framework | Notes |

docs/learn/release_notes.md

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<td align="center"><img src="https://www.xilinx.com/content/dam/xilinx/imgs/press/media-kits/corporate/xilinx-logo.png" width="30%"/><h1>Vitis AI</h1>
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### Whole App Acceleration
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- DPUv2 TRD flow to build from sources (see [WAA-TRD](https://gitenterprise.xilinx.com/Vitis/vitis-ai-staging/tree/1.3.1/dsa/WAA-TRD))
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- DPUv2 TRD flow to build from sources (see [WAA-TRD](https://github.com/xilinx/vitis-ai/dsa/WAA-TRD))
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- DFx based TRD flow to build from pre-built IPs
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1. DPUCZDZ8G
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- Existing WAA classification and detection examples ported to DPUv3e (earlier only for DPUv2 and DPUv1) (see [Whole-App-Acceleration](https://gitenterprise.xilinx.com/Vitis/vitis-ai-staging/tree/1.3.1/demo/Whole-App-Acceleration))
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- Fall Detection App using DPUv1 and Accelerated Optical Flow (see [Fall Detection](https://gitenterprise.xilinx.com/Vitis/vitis-ai-staging/tree/1.3.1/demo/Whole-App-Acceleration/fall_detection))
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- Detection Post Processing (NMS) Acceleration (see [ssd_mobilenet](https://gitenterprise.xilinx.com/Vitis/vitis-ai-staging/tree/1.3.1/demo/Whole-App-Acceleration/ssd_mobilenet))
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- Existing WAA classification and detection examples ported to DPUv3e (earlier only for DPUv2 and DPUv1) (see [Whole-App-Acceleration](https://github.com/xilinx/vitis-ai/demo/Whole-App-Acceleration))
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- Fall Detection App using DPUv1 and Accelerated Optical Flow (see [Fall Detection](https://github.com/xilinx/vitis-ai/demo/Whole-App-Acceleration/fall_detection))
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- Detection Post Processing (NMS) Acceleration (see [ssd_mobilenet](https://github.com/xilinx/vitis-ai/demo/Whole-App-Acceleration/ssd_mobilenet))
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### AI Kernel Scheduler
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- Added kernels for new DPUs
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aiohttp 3.6.3 requires yarl<1.6.0,>=1.0, but you have yarl 1.6.3 which is incompatible.
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- Errors like this can be safely ignored does not affect any Vitis AI functionality
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- Inconsistent accuracies observed in multi-threaded applications using DPUCADF8H
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- View workaround [here](https://gitenterprise.xilinx.com/Vitis/vitis-ai-staging/tree/1.3.1/examples/DPUCADF8H/tf_resnet50_multi_thread/scripts).
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- View workaround [here](https://github.com/xilinx/vitis-ai/examples/DPUCADF8H/tf_resnet50_multi_thread/scripts).
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### Updates
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- v1.3.1

docs/quick-start/install/README.md

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Two options are available for installing the containers with the Vitis AI tools and resources.
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- Pre-built containers on Docker Hub: [xilinx/vitis-ai](https://hub.docker.com/r/xilinx/vitis-ai/tags)
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- Build containers locally with Docker recipes: [Docker Recipes](https://gitenterprise.xilinx.com/Vitis/vitis-ai-staging/tree/1.3.1/setup/docker)
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- Build containers locally with Docker recipes: [Docker Recipes](https://github.com/xilinx/vitis-ai/setup/docker)
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- [Install Docker](install_docker/README.md) - if Docker not installed on your machine yet
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