Caffe2 Release 18.02 - NVIDIA Docs

NVIDIA Docs Hub NVIDIA Optimized Frameworks NVIDIA Optimized Frameworks Caffe2 Release 18.02

Caffe2 Release 18.02 (PDF)

The NVIDIA container image of Caffe2, release 18.02, is available.

Caffe2 container image version 18.02 is based on Caffe2 0.8.1.

Contents of Caffe2

This container image contains the complete source of the version of Caffe2 in /opt/caffe2. It is pre-built and installed into the /opt/caffe2/[binaries,lib] directories in the container image. The container also includes the following:

Ubuntu 16.04

Note:

Note: Container image 18.02-py2 contains Python 2.7; 18.02-py3 contains Python 3.5.
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.deb command 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™ )
OpenMPI™ 1.10.3

Driver Requirements

Release 18.02 is based on CUDA 9, which requires NVIDIA Driver release 384.xx.

Key Features and Enhancements

This Caffe2 release includes the following key features and enhancements.

Enhanced debug mode in nvidia-examples/seq2seq
Added nvidia-examples/onnx-inference for testing ONNX
Enabled FP16 in TransposeOp that uses cuDNN
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.