NVIDIA DALI
0.8.1 -ad8699d
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User Guide

  • Installation
    • DALI and NGC
    • Installing prebuilt DALI packages
      • Prerequisites
      • Installation
    • Compiling DALI from source (bare metal)
      • Prerequisites
      • Get the DALI source
      • Make the build directory
      • Compile DALI
      • Building DALI without LMDB support:
      • Building DALI with LMDB support:
      • Building DALI using Clang (experimental):
      • 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
      • ExternalSource operator
        • Defining the iterator
        • Defining the pipeline
        • Using the pipeline
      • COCO Reader
      • Simple Video pipeline reading from multiple files
        • Goal
        • Setting up
        • Running the pipeline
        • Visualizing the results
    • Serialization
      • Overview
      • Serialization
    • COCO Reader with augmentations
    • Augmentation Gallery
    • Color Space Conversion
      • Defining the pipeline
      • Building and running the pipeline
      • Visualizing the results
    • Host Decoder examples
      • Common code
      • Host decoder
      • Host Decoder with random cropping window size and anchor
      • Host Decoder with fixed cropping window size and external anchor
      • Host Decoder with external window size and anchor
    • nvJPEG decoder
      • nvJPEG Decoder with random cropping window size and anchor
      • nvJPEG Decoder with fixed cropping window size and external anchor
      • nvJPEG Decoder with external window size and anchor
    • Example VideoReader usage: Video Super-Resolution
      • Dataloaders
      • Data loader performance
      • Requirements
      • FlowNet2-SD implementation and pre-trained model
      • Data
      • Training
      • Results on Myanmar validation set
      • Reference
    • Create a custom operator
      • Operator definition
      • CPU operator implementation
      • GPU operator implementation
      • Building the plugin
      • Importing the plugin
  • Framework integration
    • MXNet
      • Gluon example with DALI
        • Overview
        • Sample
      • MXNet with DALI - ResNet 50 example
        • Overview
        • ResNet 50 pipeline
        • Training with MXNet
      • Using MXNet DALI plugin: using various readers
        • Overview
      • MXNet Plugin API reference
    • pyTorch
      • Using PyTorch DALI plugin: using various readers
        • Overview
      • ImageNet training in PyTorch
        • Requirements
        • Training
        • Usage
      • Single Shot MultiBox Detector training in PyTorch
        • Requirements
        • Usage
      • pyTorch Plugin API reference
    • TensorFlow
      • ResNet-N with TensorFlow and DALI
        • Requirements
      • Using Tensorflow DALI plugin with sparse tensors
        • Overview
        • Defining the data loading pipeline
        • Using DALI TensorFlow plugin
        • Using the tensors in a simple Tensorflow graph
      • 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
  • Advanced topics
    • DALI internal data format
    • Thread affinity
    • Memory consumption
    • Operator buffer presizing
    • Prefetching queue depth
    • C++ API
NVIDIA DALI
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  • Framework integration »
  • TensorFlow
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TensorFlowΒΆ

  • ResNet-N with TensorFlow and DALI
    • Requirements
  • Using Tensorflow DALI plugin with sparse tensors
    • Overview
    • Defining the data loading pipeline
    • Using DALI TensorFlow plugin
    • Using the tensors in a simple Tensorflow graph
  • 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
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