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Pipeless is an open-source computer vision framework to create and deploy applications without the complexity of building and maintaining multimedia pipelines. It ships everything you need to create and deploy efficient computer vision applications that work in real-time in just minutes.
Pipeless is inspired by modern serverless technologies. It provides the development experience of serverless frameworks applied to computer vision. You provide some functions that are executed for new video frames and Pipeless takes care of everything else.
You can easily use industry-standard models, such as YOLO, or load your custom model in one of the supported inference runtimes. Pipeless ships some of the most popular inference runtimes, such as the ONNX Runtime, allowing you to run inference with high performance on CPU or GPU out-of-the-box.
You can deploy your Pipeless application with a single command to edge and IoT devices or the cloud.
Features
- Multi-stream support
- Dynamic stream configuration
- Multi-language support
- Out-of-the-box paralleization
- Serverless like experience
- Deploy embedded in edge and IoT devices or to the cloud
- ONNX Runtime and others
- CUDA, TensorRT, CoreML, OpenVINO
- GPU and CPU
Project Samples
