DIGITS Release 18.05
The NVIDIA application of DIGITS, release 18.05, 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.
The container also includes the following:
- Ubuntu 16.04 including Python 2.7
- NVIDIA CUDA 9.0.176 (see Errata section and 2.1) including CUDA® Basic Linear Algebra Subroutines library™ (cuBLAS) 9.0.333 (see section 2.3.1)
- NVIDIA CUDA® Deep Neural Network library™ (cuDNN) 7.1.2
- NCCL 2.1.15 (optimized for NVLink™ )
- NVCaffe™ 0.17.0
- Torch™ 7
- TensorFlow™ 1.7.0
Driver Requirements
Release 18.05 is based on CUDA 9, which requires NVIDIA Driver release 384.xx.
Key Features and Enhancements
This DIGITS container image version includes the following key features and enhancements.
- NVIDIA DIGITS application version 18.05 is based on DIGITS version 6.1.1
- Added a “Blob format” option to include and set
store_blobs_in_old_format
insolver.prototxt
when training with NVCaffe. If you set the option toNVCaffe
and backend framework is NVCaffe,solver.prototxt
will includestore_blobs_in_old_format=false
. This option is the default and thecaffemodel
files generated from the training stage are not compatible with BVLC Caffe. If you set the option toCompatible
, DIGITS setsstore_blobs_in_old_format=true
insolver.prototxt
andcaffemodel
files are compatible with BVLC Caffe.Note:Note: The
store_blobs_in_old_format
attribute is not recognized by BVLC Caffe, therefore, you have to remove that line when reusingsolver.prototxt
and fine-tuning with BVLC Caffe.
- Updated resizing images algorithms to remove deprecated Python modules. Previous DIGITS called
scipy.misc.imresize
to perform a few image resizing steps. This API is marked as deprecated inscipy.misc
. DIGITS now utilizesskimage.transform.resize
. - Several updates and improvements on CI test scripts
- Ubuntu 16.04 with April 2018 updates
Security Notice
DIGITS is not designed to be run as an exposed external web service.
Known Issues
There are no known issues in this release.