The NVIDIA container image of Theano, release 18.02, is available.
Theano container image version 18.02 is based on Theano 1.0.1.
Contents of Theano
This container image contains the complete source of the version of NVIDIA Theano in /opt/theano. It is pre-built and installed into the /usr/local/[bin,share,lib] directories in the container image.
The container also includes the following:
- Ubuntu 16.04 including Python 2.7 environment
- NVIDIA CUDA 9.0.176 including:
- CUDA® Basic Linear Algebra Subroutines library™ (cuBLAS) 9.0.282 Patch 2 which is installed by default
- cuBLAS 9.0.234 Patch 1 as a debian file. Installing Patch 1 by issuing the
dpkg -i /opt/cuda-cublas-9-0_9.0.234-1_amd64.debcommand is the workaround for the known issue described below.
- NVIDIA CUDA® Deep Neural Network library™ (cuDNN) 7.0.5
- NCCL 2.1.2 (optimized for NVLink™ )
Driver Requirements
Release 18.02 is based on CUDA 9, which requires NVIDIA Driver release 384.xx.
Key Features and Enhancements
This Theano release includes the following key features and enhancements.
- Incorporated all upstream changes.
Note:
Note: We will no longer incorporate upstream changes after the 18.02 release due to the lack of upstream activity and the end of support announcement for Theano.
- Latest version of cuBLAS
- Ubuntu 16.04 with January 2018 updates
Known Issues
cuBLAS 9.0.282 regresses RNN seq2seq FP16 performance for a small subset of input sizes. This issue should be fixed in the next update. As a workaround, install cuBLAS 9.0.234 Patch 1 by issuing the dpkg -i /opt/cuda-cublas-9-0_9.0.234-1_amd64.deb command.