Examples
Prepare for Running
Before running the training/inference code based on Intel® Extension for TensorFlow*, there are several prepare steps to be executed. Please refer to Common Guide for Running.
Examples
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 via Docker Container or Bare Metal | 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 via Docker Container or Bare Metal. |
CPU & GPU |
| Accelerate AlexNet by Quantization with Intel® Extension 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® Extension for TensorFlow* on Intel GPU. |
GPU |
| Accelerate Deep Learning Training and Inference for Model Zoo Workloads on Intel GPU | Examples on running Model Zoo workloads on Intel GPU with the optimizations from Intel® Extension for TensorFlow*. | GPU |
| Quantize Inception V3 by Intel® Extension for TensorFlow* on Intel® Xeon® | An end-to-end example to show how Intel® Extension for TensorFlow* provides quantization feature by cooperating with Intel® Neural Compressor and oneDNN Graph. It will provide better quantization: better performance and accuracy loss is in controlled. | CPU |
| Mnist training with Intel® Optimization for Horovod* | Mnist distributed training example on Intel GPU. | GPU |
| ResNet50 training with Intel® Optimization for Horovod* | ResNet50 distributed training example on Intel GPU. | GPU |
| Stable Diffusion Inference for Text2Image on Intel GPU | Example for running Stable Diffusion Text2Image inference on Intel GPU with the optimizations from Intel® Extension for TensorFlow*. | GPU |
| Accelerate ResNet50 Training by XPUAutoShard on Intel GPU | Example on running ResNet50 training on Intel GPU with the XPUAutoShard feature. | GPU |
| Accelerate BERT-Large Pretraining on Intel GPU | Example on running BERT-Large pretraining on Intel GPU with the optimizations from Intel® Extension for TensorFlow*. | GPU |
| Accelerate Mask R-CNN Training w/o horovod on Intel GPU | Example on running Mask R-CNN training on Intel GPU with the optimizations from Intel® Extension for TensorFlow*. | GPU |
| Accelerate 3D-UNet Training w/o horovod for medical image segmentation on Intel GPU | Example on running 3D-UNet training for medical image segmentation on Intel GPU with the optimizations from Intel® Extension for TensorFlow*. | GPU |