GenSynth Documentation

Tutorial Packages

Tutorial packages provide full instructional walkthroughs, and in some cases install templates, for how to pair models with datasets for different tasks, and how to best use GenSynth for accelerated model development. Available Tutorial packages include:

Package Name

Description

Applies to:

avod_kitti_car_3d_tutorial

This is a 3D object detection tutorial package that provides instructions for linking the KITTI Car 3D Object Detection (kitti_car_3d) dataset and the AVOD KITTI 3D (avod_kitti_3d) model.

This package also provides a metrics module appropriate for this configuration.

1.12+

centernet_voc0712_tutorial

Provides instructions for running GenSynth on the centernet_resnet50_32x512x512 checkpoint with the VOC0712 dataset. Includes customized dataset and performance metric entities.

1.13+

dncnn_bsds500_tutorial

Demonstrates the dncnn_128 model with the bsds500 dataset.

1.14+

depthnet_tutorial

This is a depth estimation tutorial package that acts as a glue between the KITTI Depth data and the DepthNet model.

1.12+

frcnn_resnet50_tutorial

This package provides the instructions for linking the voc0712_tfrecords data and the frcnn_resnet50_16x416x416 model.This package also provides a metrics module appropriate for this configuration.

This tutorial allows GenSynth to demonstrate root-cause analysis of object detection.

1.12+

resnet50_imagenet50_tutorial

This package provides the instructions for linking the ImageNet50 32x224x22 data (imagenet50_builder package) and the ResNet50 224x224 model (resnet50_224x224 package).

1.11+

simpnet_tutorial

This package provides the components required to complete the tutorial outlined in the GenSynth documentation. This tutorial allows GenSynth to quickly be demonstrated using the SimpNet model and CIFAR10 dataset. This package provides the dataset, model, and metrics entities.

1.11+

ssd_fpn_resnet50_voc0712_tutorial

This package provides the instructions the VOC 2007 & 2012 data and the SSD-FPN (ResNet50) model.

This package also provides a metrics module appropriate for this configuration.

1.11.+

ssdlite_mobilenet_tutorial

Provides instructions for running GenSynth on the ssdlite_mobilenet_widerface model on the widerface dataset, along with an appropriate performance metric entity and explain template.

1.13+

yolov3_voc0712_tutorial

Provides the glue between the VOC 2007 & 2012 (gensynth_voc0712) datasets and the YOLOv3 model.

This package also provides a metrics module appropriate for this configuration.

1.12+