Available software

Basic Software

• RedHat Enterprise Linux Server release 7.7 (RHEL)
• gcc 4.8.5
• glibc 2.17
• R 3.6.0

Anaconda Python

DeepSense has two Anaconda python environments. Anaconda 2 is installed on each compute node. While Anaconda 3 is installed in a shared directory that can be accessed from any machines in the cluster.

Version	Environment location
python 2.7.15	/opt/anaconda2
python 3.7.4	/software/WMLA/anaconda3/

These python environments have many packages installed, including prerequisite libraries for running the IBM PowerAI deep learning frameworks.

See Getting_started for instructions on using the shared anaconda python environments.

See Installing local software for instructions on installing and managing your own python environments in your home directory.

IBM WMLA Deep Learning Packages

IBM PowerAI includes multiple open source deep learning frameworks compiled for IBM Power8 systems.

IBM WMLA Enterprise includes:

Framework	Location
Caffe	/opt/DL/caffe
cuDNN	/opt/DL/cudnn
IBM Distributed Deep Learning (DDL)	/opt/DL/ddl
HDF5	/opt/DL/hdf5
NCCL	/opt/DL/nccl	/opt/DL/nccl2
openblas	/opt/DL/openblas
protobuf	/opt/DL/protobuf
pytorch	/opt/DL/pytorch
snap-ml	/opt/DL/snap-ml-local	/opt/DL/snap-ml-mpi
Tensorflow 1.11 (including keras)	/opt/DL/tensorflow	/opt/DL/ddl-tensorflow
Tensorboard	/opt/DL/tensorboard

To use most of these frameworks you need to activate a python2 or python3 environment and then activate the relevant framework.

For example, to use tensorflow you can activate a python2 environment:

. /opt/anaconda2/etc/profile.d/conda.sh
conda activate

and then activate tensorflow:

source /opt/DL/tensorflow/bin/tensorflow-activate

You can then import tensorflow as tf in your python code.

See Getting started with Deep Learning for a tutorial on using Caffe and Tensorflow on Deep Sense.

IBM Advance Toolchain

You may require newer versions of compilers such as GCC than are provided with RHEL.

The IBM Advance Toolchain for Linux on Power is a set of open source compilers, runtime libraries, and development tools.

The IBM Advance Toolchain] includes recent versions of:

• GNU Compiler Collection (gcc, g++ and gfortran)
• GNU C library (glibc)
• GNU Binary Utilities (binutils)
• Decimal Floating Point Library (libdfp)
• IBM Power Architecture Facilities Library (PAFLib)
• GNU Debugger (gdb)
• Python
• Golang
• Performance analysis tools (oprofile, valgrind, itrace)
• Multi-core exploitation libraries (TBB, Userspace RCU, SPHDE)
• support libraries (libhugetlbfs, Boost, zlib, etc)

To use the the Advance Toolchain, first activate environment modules:

source /usr/local/Modules/init/bash

Then load the advance toolchain:

module load at12.0

To stop using the advance toolchain, unload the environment module:

module unload at12.0

Note that software dynamically compiled with the advance toolchain will only run with the advance toolchain loaded.

Requested Software

Software packages that are requested for use by DeepSense projects will be available in several locations. Our preference is to use conda packages when available.

External conda channels

If a requested software is available for ppc64le systems from an externally maintained anaconda channel then we will simply list the channel. You can install such software into a local anaconda environment using:

conda install -c <channel> <software>

Internal conda packages

When possible, software compiled by DeepSense staff will compiled using conda build and placed in a subdirectory of /software/conda-bld/ . You can install such software into a local anaconda environment using:

conda install -c file://software/conda-bld/ <software>

Shared software

Some software will simply be installed in its own subdirectory of /software. You can run this software directly from its subdirectory.

Bioinformatics Software

Software	Version	Location
trimmomatic	0.39	/software/trimmomattic-0.39
cutadapt	2.3	/software/conda-bld/linux-ppc64le/
bowtie2		biobuilds channel
LAST	980	/software/last-980
Burrows wheeler aligner	0.7.15	/software/bwa
pb-falcon	2.2.0	/software/conda-bld/linux-ppc64le/
MASURCA	3.3.4	/software/conda-bld/linux-ppc64le/
Samtools	1.9	/software/conda-bld/linux-ppc64le/
htslib	1.9	/software/conda-bld/linux-ppc64le/
bcftools	1.9	/software/conda-bld/linux-ppc64le/
gatk	4.1.2.0	/software/conda-bld/noarch/
stacks	2.4	/software/conda-bld/linux-ppc64le/
angsd	0.923	/software/conda-bld/linux-ppc64le/
vcftools		biobuilds channel
plink		biobuilds channel
msprime	0.7.0	/software/conda-bld/linux-ppc64le/
slim	3.3	/software/slim-3.3
DeepGSR		/software/DeepGSR

Requesting Additional Software

Contact DeepSense support to have additional software installed or for help installing or compiling software locally in your home directory.