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You may be considering procuring computational resources, wether whether they are GPU machines for Deep Learning, regular servers for computing, servers for heavy duty database use, or storage capacity and have checked that your requirement is something we do not yet offer. We have a good news. We can house servers that are used for computational tasks and incorporate them gladly to the existing pool of resources. These can be for example:

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You can always opt to increase the common pool of resources at any time. Even ones that have been dedicated before.

(Regardless of whether the server would be added into the cluster environment or remain a standalone machine, any purchases must be done through University's purchase contracts to ensure that legal aspects such as formal bidding contest are fulfilled properly.)

1.1.1 We offer benefits

- Standard, centrally managed Centos7 Linux environment.
- All the software modules listed later in this document.
- Very high throughput/low latency I/O ($WRKDIR).
- Automated data migration from $WRKDIR to CEPH data lake - Planned 2019Q2.
- Other resources in a same high-bandwidth interconnect fabric.
- Resource Usage statistics.
- You can utilize our procurement process and therefore get better deals.

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Name	Where Available	How to Access	Tutorials & Use Cases
AOCC	Turso	As a module in clusters.	AMD Compiler Suite
TensorFlow	Turso	Through Python Virtualenv	Basic Tutorials
Keras	Turso	Through Python Virtualenv	Tutorial Keras model into Tensorflow Practical use case
CUDA	Turso, Cubbli	As a module in clusters. Cubbli default	GPU Tutorials
CudNN	Turso	As a module in clusters.	Convolutions tutorial
AMBER	Turso	As a module in clusters.	Molecular simulation toolkit
GROMACS	Turso	As a module in clusters.	G romacs tutorials, GROMACS/2018.3-fosscuda-2018b with GPU support.
OpenBLAS	Turso	As a module in clusters.
OpenMPI	Turso	As a module in clusters.	Tutorial Tutorial
OpenFOAM	Turso	As a module in clusters.	Tutorial
Python	Turso	As a module in clusters.
GCC	Turso, Cubbli	As a module in clusters. Cubbli default	GNU Compiler Collection
Java	Turso, Cubbli	As a module in clusters. Cubbli default
Bison	Turso	As a module in clusters.
Dalton	Turso	As a module in clusters.
MVAPICH	Turso	As a module in clusters.	MVAPICH tutorials
Molden	Turso	As a module in clusters.	Molecular Structure Analysis
ORCA	Turso	As a module in clusters.	Quantum Chemistry
Perl	Turso, Cubbli	As a module in clusters. Cubbli default
ScaLAPACK	Turso	As a module in clusters.
GMP	Turso	As a module in clusters.
NASM	Turso	As a module in clusters.
Mesa	Turso	As a module in clusters.
Mako	Turso	As a module in clusters.
R	Turso	As a module in clusters.	R Tutorials
R-Studio	Cubbli	Cubbli default
GNU Octave	Cubbli	Cubbli default
FreeSurfer	Cubbli	Software Distribution	MRI Imaging
NoMachine client	Cubbli	Software Distribution
VMD	Cubbli	Software Distribution	Molecular Dynamics
PCRE	Turso	As a module in clusters.
OpenPGM	Turso	As a module in clusters.
PyZMQ	Turso	As a module in clusters.
IPython	Turso	As a module in clusters.	Jupyter Notebook
ZeroMQ	Turso	As a module in clusters.
XZ	Turso	As a module in clusters.
Valgrind	Turso	System Package	Small tutorial
Valgrind-openmpi	Turso	System Package	Resources for OpenMPI debugging
v8	Turso	System Package	v8 Development Library
LLVM	Turso	As a module in clusters.
NLopt	Turso	As a module in clusters.
M4	Turso	As a module in clusters.
GDAL	Turso	As a module in clusters.	Geospatial Data Abstraction Library
HDF5	Turso	As a module in clusters.
H5py	Turso	As a module in clusters.
FFTW	Turso	As a module in clusters.	C subroutine library for discrete Fourier transform
Spark	Turso	As a module in clusters.	HY User Guide
Fortran	Turso	As a module in clusters.
Julia	Cubbli	Cubbli default	Data science tutorial Julia on HPC environment
Haskell	Cubbli	Cubbli default
Oracle JDK	Cubbli	Cubbli default
Tcl/tk	Turso	As a module in clusters.
SHRiMP	Turso	As a module in clusters.
GPAW	Turso	As a module in clusters.
BLAST+	Turso	As a module in clusters.
ASE	Turso	As a module in clusters.
LAMMPS	Turso	As a module in clusters.
Geant4	Turso	As a module in clusters.
SQLite	Turso	As a module in clusters.
NumPy	Turso	As a module in clusters.	Julia vs. Python performance
Scilab	Cubbli?	Software Distribution	Commercial?
Cernlib	Cubbli ?	Software Distribution
GSL	Cubbli ?, Mutteri, Turso	Software Distribution
SLATEC	Cubbli ?	Software Distribution	Commercial?
Maple	Cubbli ?	Software Distribution	Commercial?
Singularity	Turso	System package on a compute nodes	Container system

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1.1.1 We offer benefits