NVIDIA DALI
0.4.1 -2a5e14c
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User Guide
Installation
DALI and NGC
Installing prebuilt DALI packages
Prerequisites
Installation
Compiling DALI from source
Prerequisites
Get the DALI source
Make the build directory
Compile DALI
Install Python bindings
Getting started
Overview
Optimal configuration
Pipeline
Defining the pipeline
Building the pipeline
Running the pipeline
Adding augmentations
Random shuffle
Augmentations
Tensors as arguments and Random Number Generation
GPU acceleration
Copying tensors to GPU
Hybrid decoding and nvJPEG
Tutorials
Data Loading
Data loading: LMDB database
Overview
Caffe LMDB format
Caffe 2 LMDB format
Data loading: MXNet recordIO
Overview
Creating index
Defining and running the pipeline
Data loading: TensorFlow TFRecord
Overview
Creating index
Defining and running the pipeline
Serialization
Overview
Serialization
Augmentation Gallery
Framework integration
MXNet
Gluon example with DALI
Overview
Sample
MXNet with DALI - ResNet 50 example
Overview
ResNet 50 pipeline
Training with MXNet
MXNet Plugin API reference
pyTorch
ImageNet training in PyTorch
Requirements
Training
Usage
pyTorch Plugin API reference
TensorFlow
Using Tensorflow DALI plugin: simple example
Overview
Defining the data loading pipeline
Using DALI TensorFlow plugin
Using the tensors in a simple Tensorflow graph
Using Tensorflow DALI plugin: using various readers
Overview
TensorFlow Plugin API reference
Python API
Pipeline
Tensor
TensorList
Enums
Supported operations
NVIDIA DALI
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