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ZIH
hpcsupport
hpc-compendium
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3076a607
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3076a607
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3 years ago
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Taras Lazariv
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# HPC for Data Analytics
With the HPC-DA system, the TU Dresden provides infrastructure for High-Performance Computing and
Data Analytics (HPC-DA) for German researchers for computing projects with focus in one of the
following areas:
-
machine learning scenarios for large systems
-
evaluation of various hardware settings for large machine learning
problems, including accelerator and compute node configuration and
memory technologies
-
processing of large amounts of data on highly parallel machine
learning infrastructure.
Currently we offer 25 Mio core hours compute time per year for external computing projects.
Computing projects have a duration of up to one year with the possibility of extensions, thus
enabling projects to continue seamlessly. Applications for regular projects on HPC-DA can be
submitted at any time via the
[
online web-based submission
](
https://tu-dresden.de/zih/hochleistungsrechnen/zugang/hpc-da
)
and review system. The reviews of the applications are carried out by experts in their respective
scientific fields. Applications are evaluated only according to their scientific excellence.
ZIH provides a portfolio of preinstalled applications and offers support for software
installation/configuration of project-specific applications. In particular, we provide consulting
services for all our users, and advise researchers on using the resources in an efficient way.
\<
img align="right" alt="HPC-DA Overview"
src="%ATTACHURL%/bandwidth.png" title="bandwidth.png" width="250" />
## Access
-
Application for access using this
[
Online Web Form
](
https://tu-dresden.de/zih/hochleistungsrechnen/zugang/hpc-da
)
## Hardware Overview
-
[
Nodes for machine learning (Power9)
](
../jobs_and_resources/power9.md
)
-
[
NVMe Storage
](
../jobs_and_resources/nvme_storage.md
)
(
2
PB)
-
[
Warm archive
](
../data_lifecycle/file_systems.md#warm-archive
)
(
10
PB)
-
HPC nodes (x86) for DA (island 6)
-
Compute nodes with high memory bandwidth:
[
AMD Rome Nodes
](
../jobs_and_resources/rome_nodes.md
)
(
island
7)
Additional hardware:
-
[
Multi-GPU-Cluster
](
../jobs_and_resources/alpha_centauri.md
)
for projects of SCADS.AI
## File Systems and Object Storage
-
Lustre
-
BeeGFS
-
Quobyte
-
S3
## HOWTOS
-
[
Get started with HPC-DA
](
../software/get_started_with_hpcda.md
)
-
[
IBM Power AI
](
../software/power_ai.md
)
-
[Work with Singularity Containers on Power9]
**todo**
Cloud
-
[
TensorFlow on HPC-DA (native)
](
../software/tensorflow.md
)
-
[
Tensorflow on Jupyter notebook
](
../software/tensorflow_on_jupyter_notebook.md
)
-
Create and run your own TensorFlow container for HPC-DA (Power9) (todo: no link at all in old compendium)
-
[
TensorFlow on x86
](
../software/deep_learning.md
)
-
[
PyTorch on HPC-DA (Power9)
](
../software/pytorch.md
)
-
[
Python on HPC-DA (Power9)
](
../software/python.md
)
-
[
JupyterHub
](
../access/jupyterhub.md
)
-
[
R on HPC-DA (Power9)
](
../software/data_analytics_with_r.md
)
-
[
Big Data frameworks: Apache Spark, Apache Flink, Apache Hadoop
](
../software/big_data_frameworks.md
)
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@@ -97,7 +97,6 @@ nav:
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-
Taurus
:
jobs_and_resources/system_taurus.md
-
Taurus
:
jobs_and_resources/system_taurus.md
-
Slurm Examples
:
jobs_and_resources/slurm_examples.md
-
Slurm Examples
:
jobs_and_resources/slurm_examples.md
-
Slurm
:
jobs_and_resources/slurm.md
-
Slurm
:
jobs_and_resources/slurm.md
-
HPC-DA
:
jobs_and_resources/hpcda.md
-
Binding And Distribution Of Tasks
:
jobs_and_resources/binding_and_distribution_of_tasks.md
-
Binding And Distribution Of Tasks
:
jobs_and_resources/binding_and_distribution_of_tasks.md
# - Queue Policy: jobs/policy.md
# - Queue Policy: jobs/policy.md
# - Examples: jobs/examples/index.md
# - Examples: jobs/examples/index.md
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