DIGITS Release Notes :: Deep Learning DIGITS Documentation

The NVIDIA application of DIGITS, release 19.01, is available.

Contents of DIGITS

This application contains the complete source of the version of DIGITS in /opt/digits. It is pre-built and installed into the /usr/local/python/ directory in the application.

Two DIGITS containers are available for this release based on the deep learning frameworks. Tag 19.01-tensorflow includes the TensorFlow framework only. Tag 19.01-caffe includes the Caffe only.

The container also includes the following:

Ubuntu 16.04 including Python 2.7
NVIDIA CUDA 10.0.130 including CUDA^® Basic Linear Algebra Subroutines library™ (cuBLAS) 10.0.130
NVIDIA CUDA^® Deep Neural Network library™ (cuDNN) 7.4.2
NCCL 2.3.7 (optimized for NVLink™ )
OpenMPI 3.1.3
NVCaffe 0.17.2
TensorFlow 1.12.0
TensorRT 5.0.2

Driver Requirements

Release 19.01 is based on CUDA 10, which requires NVIDIA Driver release 410.xx. However, if you are running on Tesla (Tesla V100, Tesla P4, Tesla P40, or Tesla P100), you may use NVIDIA driver release 384. For more information, see CUDA Compatibility and Upgrades.

GPU Requirements

Release 19.01 supports CUDA compute capability 6.0 and higher. This corresponds to GPUs in the Pascal, Volta, and Turing families. Specifically, for a list of GPUs that this compute capability corresponds to, see CUDA GPUs. For additional support details, see Deep Learning Frameworks Support Matrix.

Key Features and Enhancements

This DIGITS container image version includes the following key features and enhancements.

NVIDIA DIGITS application version 19.01 is based on DIGITS version 6.1.1
Latest version of NVIDIA cuDNN 7.4.2
Latest version of OpenMPI 3.1.3
Ubuntu 16.04 with December 2018 updates

Security Notice

DIGITS is not designed to be run as an exposed external web service.

Known Issues

The GoogleNet example in the TensorFlow framework container may fail during the validation stage.
In the 19.01-caffe container, the following plugins rely on TensorFlow or another deep learning framework. We recommend that you ignore these plugins because they do not add any additional functionality.
- digits/plugins/data/bAbI
- digits/plugins/data/gan
- digits/plugins/view/gan
- digits/plugins/data/textClassification
- digits/plugins/view/textClassification
These plugins will be removed from the container in a future release.
In the 19.01-tensorflow container, the following plugins rely on Caffe or another deep learning framework. We recommend that you ignore these plugins because they do not add any additional functionality.
- digits/plugins/data/bAbI
- digits/plugins/data/sunnybrook
- digits/plugins/data/textClassification
- digits/plugins/view/textClassification
These plugins will be removed from the container in a future release.
If using or upgrading to a 3-part-version driver, for example, a driver that takes the format of xxx.yy.zz, you will receive a Failed to detect NVIDIA driver version. message. This is due to a known bug in the entry point script's parsing of 3-part driver versions. This message is non-fatal and can be ignored. This will be fixed in the 19.04 release.