Software Common to LDF Servers¶
LSST developers have a set of common software packages and tools that are installed and available on many servers in the LDF.
- Overview
- Connecting and Authenticating
- System Level Software
- LSST Software Stack
- Accessing Data
- Processing Data
- CRON Jobs
Overview¶
This page is designed to assist developers with common software available on lsst-login, lsst-devl, and batch servers.
To report system issues, please submit an IHS ticket tagging NCSA as the responsible organization.
Connecting and Authenticating¶
Most LDF server nodes can be accessed after first connecting to the lsst-login nodes. Once connected to an lsst-login node, a user can connect to a node via its short hostname (e.g., lsst-devl01) without having to enter a password (Kerberos authentication should be used by default; if your Kerberos ticket expires on the login node you may need to kinit again before proceeding to the second node).
For various suggestions on streamlining connections through the lsst-login nodes (“jump host” configuration, port forwarding, Kerberos) see related documentation.
If you use an lsst-login node as a “jump host” and authenticate to another server node using a Kerberos ticket from your local machine (workstation/laptop), you may not have a Kerberos ticket when you arrive on the second node. You can configure GSSAPIDelegateCredentials yes in your local ~/.ssh/config file in order to forward your Kerberos credentials to the second node and automatically create a ticket there upon connection.
System Level Software¶
Text Editors¶
The following text editors are installed and available: vim, emacs, nano
Tip
Several developers have setup integrations with their remote editors to connect to LSST server nodes (e.g. rsub/rmate, VSCode, SublimeText, tramp integrations). Ask peers for advice on how they do this.
Git¶
While most developers use git from the LSST Software Stack, a relatively recent version of git (2.24.x) is also installed as a package from the IUS YUM repo on the host.
Terminal Multiplexers¶
We install both screen and tmux for attaching and managing several pseudoterminal-based sessions.
Here are some tutorials for each:
Compilers, Debuggers, and Build Tools¶
In addition to developer tools provided by the LSST Software Stack, the following tools are installed as system level packages:
- Compilers:
c,c++, andfortranfrom gcc 4.8.5 - Debuggers:
glibc-debuginfo(i.e.gdb) - Build Tools:
autoconf,automake,bison,blas,byacc,cmake,flex,fontconfig,make,valgrind,yum-utils, etc. - Python:
python3/pip3(v3.6)
Using SCL devtoolsets¶
Note
Although the material presented below remains valid, the shared stack from May 2020 onwards (/software/lsstsw/stack_20200504) provides the complete toolchain required for Science Pipelines development.
It is no longer necessary to load a software collection to work with the shared stack.
The LDF server nodes are configured with the latest CentOS 7.x as its operating system. This release of CentOS provides an old set of development tools, centered around version 4.8.5 of the GNU Compiler Collection (GCC). Updated toolchains are made available through the “Software Collection” system. The following Software Collections are currently available:
| Name | Description |
|---|---|
devtoolset-8 |
Updated compiler toolchain providing GCC 8.3.1. |
To enable a particular Software Collection use the scl command. For example:
scl enable devtoolset-8 bash
gcc --version
gcc (GCC) 8.3.1 20190311 (Red Hat 8.3.1-3)
Copyright (C) 2018 Free Software Foundation, Inc.
This is free software; see the source for copying conditions. There is NO
warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
Warning
Code compiled by different versions of GCC may not be compatible: it is generally better to stick to a particular toolchain for a given project. In particular, if you are using a shared stack you must use the matching toolchain.
You may wish to automatically enable a particular software collection every time you log in to LDF servers.
Take care if you do this: it’s easy to accidentally to either start recursively spawning shells and run out of resources or lock yourself out of machines which don’t have the particular collection you’re interested in installed.
If you are using Bash — the default shell on LDF servers — try placing the following at the end of ~/.bash_profile and customising the list of desired_scls.
# User-specified space-delimited list of SCLs to enable.
desired_scls="devtoolset-8"
# Only do anything if /usr/bin/scl is executable.
if [ -x /usr/bin/scl ]; then
# Select the union of the user's desired SCLs with those which are both
# available and not currently enabled.
avail_scls=$(scl --list)
for scl in $desired_scls; do
if [[ $avail_scls =~ $scl && ! $X_SCLS =~ $scl ]]; then
scls[${#scls[@]}]=$scl
fi
done
# Use `tty -s` to output messages only if connected to a terminal;
# avoids causing problems for non-interactive sessions.
if [ ${#scls[@]} != 0 ]; then
tty -s && echo "Enabling ${scls[@]}."
exec scl enable ${scls[@]} bash
else
tty -s && echo "No software collections to enable."
fi
fi
Configure Remote Display with Xpra¶
xpra can be thought of as “screen for X” and offers advantages over VNC. It can be very handy and efficient for remote display to your machine from Rubin Observatory development compute nodes (e.g., debugging with ds9) because it is much faster than a regular X connection when you don’t have a lot of bandwidth (e.g., working remotely), and it saves state between connections.
Here is an example of how to use xpra:
On lsst-login01:
xpra start :10
export DISPLAY=:10
You may have to choose a different display number (>10) if :10 is already in use.
On your local machine, do:
xpra attach ssh:lsst-login01.ncsa.illinois.edu:10
## IF YOU EXPERIENCE AUTHENTICATION ISSUES, TRY THE FOLLOWING INSTEAD TO SPECIFY AUTH METHODS OF SSH
xpra attach --ssh="ssh -vvv -o='PreferredAuthentications=gssapi-with-mic,keyboard-interactive,password'" ssh:lsst-login01.ncsa.illinois.edu:10
You may leave that running, or put it in the background and later use:
xpra detach
Then you can open windows on lsst-login01 (with DISPLAY=:10) and they will appear on your machine.
If you now kill the xpra attach on your machine, you’ll lose those windows.
When you reattach, they’ll reappear.
Note
xpra requires the use of Python 2.
If you are using a Python 3 LSST Stack, you’ll encounter a error like the following:
[...]
File "/ssd/lsstsw/stack3_20171021/stack/miniconda3-4.3.21-10a4fa6/Linux64/pyyaml/3.11.lsst2/lib/python/yaml/__init__.py", line 284
class YAMLObject(metaclass=YAMLObjectMetaclass):
^
SyntaxError: invalid syntax
The solution in this case is to start xpra in a separate shell where you haven’t yet setup the Python 3 LSST Stack.
Note
If you run into issues getting xpra to authenticate when you attempt to attach, you may find that including explicit authentication options helps:
xpra attach -ssh="ssh -o='PreferredAuthentications=gssapi-with-mic,keyboard-interactive,password'" ssh:lsst-login01.ncsa.illinois.edu:100
Note
It is possible to use xpra through a tunneled connection to an “interior” node that also has xpra, e.g., when using a login nodes as a “jump host” to reach a lsst-devl node, you use use xpra on the “interior” node.
First, make your tunneled connection to the destination host (as detailed above).
Then attach xpra to the “interior” host by also telling xpra to jump/tunnel through the login node:
xpra attach ssh:lsst-devl01.ncsa.illinois.edu:10 --ssh="ssh -J lsst-login01.ncsa.illinois.edu"
Miscellaneous Packages¶
A few other developer resources are also installed directly as system level packages:
- ImageMagick
- Midnight Commander
- PostgreSQL client
- The Silver Searcher
- sqlite3
LSST Software Stack¶
Refer to DM Stack guides for more details on using the LSST Software Stack.
LSST Stack Setup¶
Refer to EUPS Tutorial and The LSST Software Build Tool for more details on setting up the LSST Stack and customizing it.
LSST Stack Python¶
Refer to Python guides for more details on using Python from the LSST Stack.
Accessing Data¶
GPFS Directory Spaces¶
Most LDF nodes utilize the General Parallel File System (GPFS) to provide shared storage across all of the nodes.
For convenience the bind mounts /home , /scratch , /project , /datasets , and /software have been created to provide views into corresponding spaces in GPFS.
Refer to Storage Resources for more general information.
To add/change/delete datasets, see Common Dataset Organization and Policy.
Validation/Test Data Sets¶
There are two cron jobs that update a set of validation data repositories and test data repositories from master on a nightly basis.
In most cases, this will be a fairly straightforward git pull, but if corruption is detected, the repository will be cloned afresh.
The verification data is currently being used primarily by validate_drp to measure various metrics on the reduced data.
The test data serves a variety of purposes, but is generally included via a setupOptional in a package table file.
Test data location is: /project/shared/data/test_data
Included test data repositories are:
testdata_jointcal
testdata_cfht
testdata_subaru
testdata_decam
testdata_lsst
ap_verify_testdata
ap_pipe_testdata
ci_hsc
afwdata
Validation data location is: /project/shared/data/validation_data
Included validation data repositories are:
validation_data_hsc
validation_data_decam
validation_data_cfht
These are maintained by the lsstsw user (this is the same user that curates the shared stack).
In case of any problems, please ask in the #dm-infrastructure Slack channel.
Processing Data¶
Users are encouraged to submit batch jobs to perform work that requires more significant resources. Refer to Using the Rubin Batch Systems for more information.
Interactive Batch Jobs¶
Refer to HTCondor: Interactive Job for details on how to submit simple, interactive batch jobs.
Submit Batch Jobs¶
Refer to Using the Rubin Batch Systems for details on how to submit batch jobs.
CRON Jobs¶
CRON jobs are disabled by default for normal users. If a CRON job is necessary, please submit an IHS ticket.