AI acceleration use cases - Platform For AI - Alibaba Cloud Documentation Center

This topic lists use cases of AI acceleration.

Transformer training acceleration

Case	Description
Use case: Accelerate Transformer model training	This topic describes how to use PAI-Rapidformer to accelerate the training of PyTorch transformers.

Case	Description
Use PAI-Blade to optimize a RetinaNet model that is in the Detectron2 framework	This topic describes how to use PAI-Blade to optimize a RetinaNet model that is in the Detectron2 framework.
Optimize RetinaNet with Blade and custom C++ operators	This topic describes how to use TorchScript custom C++ operators to build the post-processing network of an object detection model and use PAI-Blade to optimize the model.
Optimize RetinaNet with Blade and TensorRT plugin	This topic describes how to use PAI-Blade to optimize a detection model whose post-processing network is built by using TensorRT plug-ins.
Optimize a TensorFlow BERT model with Blade	This topic describes how to use PAI-Blade to optimize a TensorFlow BERT model.
Optimize TensorFlow ResNet50 with Blade	This topic describes how to use PAI-Blade to optimize a TensorFlow ResNet50 model.
Optimize dynamic-shape ResNet50 with Blade	This topic describes how to use PAI-Blade to optimize a ResNet50 model with dynamic input shapes.