A wide variety of examples are provided to demonstrate the usage of Intel® Extension for TensorFlow*.
| Name | Description | Hardware |
|---|---|---|
| Quick Example | Quick example to verify Intel® Extension for TensorFlow* and running environment. | CPU & GPU |
| ResNet50 Inference | ResNet50 inference on Intel CPU or GPU without code changes. | CPU & GPU |
| BERT Training for Classifying Text | BERT training with Intel® Extension for TensorFlow* on Intel CPU or GPU. Use the Tensorflow official example without code change. |
CPU & GPU |
| Speed up Inference of Inception v4 by Advanced Automatic Mixed Precision | Test and compare the performance of inference with FP32 and Advanced Automatic Mixed Precision (AMP) (mix BF16/FP16 and FP32). Shows the acceleration of inference by Advanced AMP on Intel CPU and GPU. |
CPU & GPU |
| Accelerate AlexNet by Quantization with Intel® Extenstion for Tensorflow* | An end-to-end example to show a pipeline to build up a CNN model to recognize handwriting number and speed up AI model with quantization by Intel® Neural Compressor and Intel® Extenstion for Tensorflow* on Intel CPU and GPU. |
CPU & GPU |
| Accelerate Deep Learning Inference for Model Zoo Workloads on Intel CPU and GPU | Examples on running Model Zoo workloads on Intel CPU and GPU with the optimizations from Intel® Extension for TensorFlow*, without any code changes. | CPU & GPU |