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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