diff --git a/build.sh b/build.sh
index 42e22fb1701f52bc4bb261538a4abccd8691d83c..ff895cfa1387096a4742dffed7ccf7110710db30 100755
--- a/build.sh
+++ b/build.sh
@@ -71,34 +71,40 @@ cd ${builddir}
#link_pdf additional additional.pdf
build_from_source user-support main.tex *.PNG
-#build_from_source ams ams.tex AMS_nuovo.pdf contributors.pdf He-MC.pdf He-MC.tiff input_output.jpg production_jobs.jpg
-#build_from_source alice alice.tex *.png *.eps
-#build_from_source atlas atlas.tex
-#build_from_source borexino borexino.tex
-#build_from_source cms report-cms-feb-2018.tex cms-jobs.eps tier-1-sr-2017.eps
+build_from_source ams AMS-report-2019.tex AMS_nuovo.pdf contributors.pdf He-MC.pdf input_output.jpg production_jobs.jpg
+build_from_source alice main.tex *.png
+build_from_source atlas atlas.tex
+build_from_source borexino Borexino_CNAFreport2018.tex
+build_from_source cms report-cms-feb-2019.tex tier1-jobs-2018.pdf tier1-readiness-2018.pdf
+link_pdf belle Cnaf-2019-5.0.pdf
#build_from_source cosa cosa.tex biblio.bib beegfs.PNG
-#build_from_source cnprov cnprov.tex
-#build_from_source cta cta.tex *.eps
-#build_from_source cuore cnaf_cuore.tex cnaf_cuore.bib
-#build_from_source cupid cupid.tex cupid.bib
-#link_pdf dampe dampe.pdf
-#link_pdf darkside ds.pdf
+build_from_source cnprov cnprov.tex
+build_from_source cta CTA_annualreport_2018_v1.tex *.eps
+link_pdf cuore cuore.pdf
+build_from_source cupid main.tex cupid-biblio.bib
+build_from_source dampe main.tex *.jpg *.png
+link_pdf darkside ds-annual-report-2019.pdf
#build_from_source eee eee.tex EEEarch.eps EEEmonitor.eps EEEtracks.png ELOGquery.png request.png
#build_from_source exanest exanest.tex biblio.bib monitoring.PNG storage.png
-build_from_source test TEST.tex test.eps
#build_from_source fazia fazia.tex
+build_from_source fermi fermi.tex
+build_from_source gamma gamma.tex
+build_from_source icarus report_2018.tex *.png
#build_from_source gerda gerda.tex *.pdf
#build_from_source glast glast.tex
-#link_pdf juno juno.pdf
+link_pdf juno juno-annual-report-2019.pdf
build_from_source km3net km3net.tex compmodel.png threetier.png
+build_from_source na62 main.tex
build_from_source newchim repnewchim18.tex fig1.png
-#build_from_source lhcb lhcb.tex *.jpg
-#build_from_source lhcf lhcf.tex
-#build_from_source limadou limadou.tex
+build_from_source lhcb lhcb.tex *.png
+build_from_source lhcf lhcf.tex
+build_from_source limadou limadou.tex
#build_from_source lowcostdev lowcostdev.tex *.jpg
#build_from_source lspe lspe.tex biblio.bib lspe_data_path.pdf
build_from_source virgo AdV_computing_CNAF.tex
+build_from_source xenon main.tex xenon-computing-model.pdf
+build_from_source sc18 SC18.tex *.png
#build_from_source mw-esaco mw-esaco.tex *.png
#build_from_source mw-kube mw-kube.tex
@@ -107,41 +113,42 @@ build_from_source virgo AdV_computing_CNAF.tex
#build_from_source mw-iam mw-iam.tex
#build_from_source na62 na62.tex
-#link_pdf padme padme.pdf
+link_pdf padme 2019_PADMEcontribution.pdf
#build_from_source xenon xenon.tex xenon-computing-model.pdf
-#build_from_source sysinfo sysinfo.tex pres_rundeck.png deploy_grafana.png
+build_from_source sysinfo sysinfo.tex *.png
#link_pdf virgo VirgoComputing.pdf
-#build_from_source tier1 tier1.tex
+build_from_source tier1 tier1.tex *.png
#build_from_source flood theflood.tex *.png
-#build_from_source farming farming.tex
+build_from_source HTC_testbed HTC_testbed_AR2018.tex
+build_from_source farming ARFarming2018.tex *.png *.jpg
#build_from_source dynfarm dynfarm.tex
-#build_from_source storage storage.tex *.png Huawei_rack.JPG
+build_from_source storage storage.tex
#build_from_source seagate seagate.tex biblio.bib *.png *.jpg
#build_from_source dataclient dataclient.tex
#build_from_source ltpd ltpd.tex *.png
-#build_from_source net net.tex *.png
+build_from_source net main.tex *.png
#build_from_source ssnn1 ssnn.tex *.jpg
#build_from_source ssnn2 vmware.tex *.JPG *.jpg
#build_from_source infra Chiller.tex chiller-location.png
-
+build_from_source audit Audit-2018.tex
#build_from_source cloud_cnaf cloud_cnaf.tex *.png
-#build_from_source srp SoftRel.tex ar2017.bib
+build_from_source dmsq dmsq2018.tex ar2018.bib
#build_from_source st StatMet.tex sm2017.bib
-build_from_source ds_eoscpilot ds_eoscpilot.tex
+build_from_source ds_eoscpilot ds_eoscpilot.tex *.png
build_from_source ds_eoschub ds_eoschub.tex
-build_from_source ds_cloud_c ds_cloud_c.tex
-build_from_source ds_infn_cc ds_infn_cc.tex
+build_from_source ds_cloud_c ds_cloud_c.tex *.png
+build_from_source ds_infn_cc ds_infn_cc.tex *.png
build_from_source ds_devops_pe ds_devops_pe.tex *.png
#build_from_source cloud_b cloud_b.tex *.png *.jpg
#build_from_source cloud_c cloud_c.tex *.png *.pdf
#build_from_source cloud_d cloud_d.tex *.png
-build_from_source sdds-xdc SDDS-XDC.tex *.PNG
-build_from_source sdds-deep SDDS-DEEP.tex *.PNG
+build_from_source sdds-xdc SDDS-XDC.tex *.png
+build_from_source sdds-deep SDDS-DEEP.tex *.png
build_from_source PhD_DataScience_2018 PhD-DataScience-2018.tex
-#build_from_source pett pett.tex bibliopett.bib
+build_from_source pett pett.tex bibliopett.bib
#build_from_source iso iso.tex 27001.png biblioiso.bib
pdflatex ${topdir}/cnaf-annual-report-2018.tex \
diff --git a/cnaf-annual-report-2018.tex b/cnaf-annual-report-2018.tex
index c6738b1ad29b20f685797e5770fa0bf97a331314..d7ef7d28a8765d9c1d16f218fa9c7b1220500f0f 100644
--- a/cnaf-annual-report-2018.tex
+++ b/cnaf-annual-report-2018.tex
@@ -144,32 +144,35 @@ Introducing the sixth annual report of CNAF...
%\includepdf[pages=1, pagecommand={\thispagestyle{empty}}]{papers/experiment.pdf}
\cleardoublepage
\ia{User and Operational Support at CNAF}{user-support}
-%\ia{ALICE computing at the INFN CNAF Tier 1}{alice}
-%\ia{AMS-02 data processing and analysis at CNAF}{ams}
-%\ia{The ATLAS experiment at the INFN CNAF Tier 1}{atlas}
-%\ia{The Borexino-SOX experiment at the INFN CNAF Tier 1}{borexino}
-%\ia{The Cherenkov Telescope Array}{cta}
-%\ia{The CMS experiment at the INFN CNAF Tier 1}{cms}
-%\ia{CSES-Limadou at CNAF}{limadou}
-%\ia{CUORE experiment}{cuore}
-%\ia{CUPID-0 experiment}{cupid}
-%\ia{DAMPE data processing and analysis at CNAF}{dampe}
-%\ia{DarkSide-50 experiment at CNAF}{darkside}
+\ia{ALICE computing at the INFN CNAF Tier1}{alice}
+\ia{AMS-02 data processing and analysis at CNAF}{ams}
+\ia{The ATLAS experiment at the INFN CNAF Tier 1}{atlas}
+\ia{The Borexino experiment at the INFN-CNAF}{borexino}
+\ia{The Cherenkov Telescope Array}{cta}
+\ia{The CMS experiment at the INFN CNAF Tier 1}{cms}
+\ia{The Belle II experiment at CNAF}{belle}
+\ia{CSES-Limadou at CNAF}{limadou}
+\ia{CUORE experiment}{cuore}
+\ia{CUPID-0 experiment}{cupid}
+\ia{DAMPE data processing and analysis at CNAF}{dampe}
+\ia{DarkSide program at CNAF}{darkside}
%\ia{The EEE Project activity at CNAF}{eee}
-\ia{TEST FOR COMMITTEE}{test}
+\ia{The \emph{Fermi}-LAT experiment}{fermi}
%\ia{Fazia: running dynamical simulations for heavy ion collisions at Fermi energies}{fazia}
-%\ia{The Fermi-LAT experiment}{glast}
+\ia{GAMMA experiment}{gamma}
+\ia{ICARUS}{icarus}
%\ia{The GERDA experiment}{gerda}
-%\ia{Juno experimenti at CNAF}{juno}
+\ia{Juno experimenti at CNAF}{juno}
\ia{The KM3NeT neutrino telescope network and CNAF}{km3net}
-\ia{The NEWCHIM activity at CNAF for the CHIMERA and FARCOS devices}{newchim}
-%\ia{LHCb Computing at CNAF}{lhcb}
-%\ia{The LHCf experiment}{lhcf}
+\ia{LHCb Computing at CNAF}{lhcb}
+\ia{The LHCf experiment}{lhcf}
%\ia{The LSPE experiment at INFN CNAF}{lspe}
-%\ia{The NA62 experiment at CERN}{na62}
-%\ia{The PADME experiment at INFN CNAF}{padme}
-%\ia{XENON computing activities}{xenon}
+\ia{The NA62 experiment at CERN}{na62}
+\ia{The NEWCHIM activity at CNAF for the CHIMERA and FARCOS devices}{newchim}
+\ia{The PADME experiment at INFN CNAF}{padme}
+\ia{XENON computing model}{xenon}
\ia{Advanced Virgo computing at CNAF}{virgo}
+
%
% to keep together the next part title with its chapters in the toc
%\addtocontents{toc}{\newpage}
@@ -180,18 +183,19 @@ Introducing the sixth annual report of CNAF...
\addcontentsline{toc}{part}{The Tier 1 and Data center}
\addtocontents{toc}{\protect\mbox{}\protect\hrulefill\par}
%\includepdf[pages=1, pagecommand={\thispagestyle{empty}}]{papers/datacenter.pdf}
-%\ia{The INFN Tier 1 data center}{tier1}
-%\ia{The computing farm}{farming}
-%\ia{Data management and storage systems}{storage}
+\ia{The INFN Tier-1}{tier1}
+\ia{The INFN-Tier1: the computing farm}{farming}
+\ia{Data management and storage systems}{storage}
%\ia{Evaluation of the ClusterStor G200 Storage System}{seagate}
%\ia{Activity of the INFN CNAF Long Term Data Preservation (LTDP) group}{ltpd}
-%\ia{The INFN Tier 1: Network}{net}
+\ia{The INFN-Tier1: Network and Security}{net}
%\ia{Cooling system upgrade and Power Usage Effectiveness improvement in the INFN CNAF Tier 1 infrastructure}{infra}
%\ia{National ICT Services Infrastructure and Services}{ssnn1}
%\ia{National ICT Services hardware and software infrastructures for Central Services}{ssnn2}
-%\ia{The INFN Information System}{sysinfo}
-%\ia{CNAF Provisioning system: On the way to Puppet 5}{cnprov}
-
+\ia{The INFN Information System}{sysinfo}
+\ia{CNAF Provisioning system: Puppet 5 upgrade}{cnprov}
+\ia{Evaluating Migration of INFN–T1 from
+CREAM-CE/LSF to HTCondor-CE/HTCondor}{HTC_testbed}
\cleardoublepage
\thispagestyle{empty}
@@ -200,21 +204,22 @@ Introducing the sixth annual report of CNAF...
\addtocontents{toc}{\protect\mbox{}\protect\hrulefill\par}
%\includepdf[pages=1, pagecommand={\thispagestyle{empty}}]{papers/research.pdf}
\cleardoublepage
+\ia{Internal Auditing INFN for GDPR compliance}{audit}
%\ia{Continuous Integration and Delivery with Kubernetes}{mw-kube}
%\ia{Middleware support, maintenance and development}{mw-software}
%\ia{Evolving the INDIGO IAM service}{mw-iam}
%\ia{Esaco: an OAuth/OIDC token introspection service}{mw-esaco}
%\ia{StoRM Quality of Service and Data Lifecycle support through CDMI}{mw-cdmi-storm}
%\ia{A low-cost platform for space software development}{lowcostdev}
-%\ia{Overview of Software Reliability literature}{srp}
+\ia{Comparing Data Mining Techniques for Software Defect Prediction}{dmsq}
%\ia{Summary of a tutorial on statistical methods}{st}
%\ia{Dynfarm: Transition to Production}{dynfarm}
%\ia{Official testing and increased compatibility for Dataclient}{dataclient}
\ia{Common software lifecycle management in external projects:}{ds_devops_pe}
\ia{EOSC-hub: Placeholder}{ds_eoschub}
\ia{EOSCpilot - Interoperability aspects and results}{ds_eoscpilot}
-\ia{Cloud@CNAF Management and Evolution: Placeholder}{ds_cloud_c}
-\ia{INFN CorporateCloud: Placeholder}{ds_infn_cc}
+\ia{Cloud@CNAF Management and Evolution}{ds_cloud_c}
+\ia{INFN CorporateCloud: Management and evolution}{ds_infn_cc}
\ia{eXtreme DataCloud project: Advanced data management services for distributed e-infrastructures}{sdds-xdc}
\ia{DEEP-HybridDataCloud project: Hybrid services for distributed e-infrastructures}{sdds-deep}
@@ -225,7 +230,7 @@ Introducing the sixth annual report of CNAF...
\addtocontents{toc}{\protect\mbox{}\protect\hrulefill\par}
%\includepdf[pages=1, pagecommand={\thispagestyle{empty}}]{papers/transfer.pdf}
\cleardoublepage
-%\ia{External projects and Technology transfer}{pett}
+\ia{External Projects and Technology Transfer}{pett}
%\ia{The ISO 27001 Certification}{iso}
%\ia{COmputing on SoC Architectures: the COSA project at CNAF}{cosa}
%\ia{The ExaNeSt project - activities at CNAF}{exanest}
@@ -237,8 +242,8 @@ Introducing the sixth annual report of CNAF...
\addtocontents{toc}{\protect\mbox{}\protect\hrulefill\par}
%\includepdf[pages=1, pagecommand={\thispagestyle{empty}}]{papers/additional.pdf}
\cleardoublepage
-
\ia{Infrastructures and Big Data processing as pillars in the XXXIII PhD couse in Data Sciece and Computation}{PhD_DataScience_2018}
+\ia{The annual international conference of high performance computing: SC18 from INFN point of view}{sc18}
\phantomsection
\addcontentsline{toc}{chapter}{Organization}
diff --git a/contributions/HTC_testbed/HTC_testbed_AR2018.tex b/contributions/HTC_testbed/HTC_testbed_AR2018.tex
new file mode 100644
index 0000000000000000000000000000000000000000..f2326c652e7f8b8559072efd39ca855c5c80e4b3
--- /dev/null
+++ b/contributions/HTC_testbed/HTC_testbed_AR2018.tex
@@ -0,0 +1,192 @@
+\documentclass[a4paper]{jpconf}
+\usepackage[english]{babel}
+% \usepackage{cite}
+\usepackage{biblatex}
+%\bibliographystyle{abnt-num}
+
+%%%%%%%%%% Start TeXmacs macros
+\newcommand{\tmtextit}[1]{{\itshape{#1}}}
+\newenvironment{itemizedot}{\begin{itemize} \renewcommand{\labelitemi}{$\bullet$}\renewcommand{\labelitemii}{$\bullet$}\renewcommand{\labelitemiii}{$\bullet$}\renewcommand{\labelitemiv}{$\bullet$}}{\end{itemize}}
+%%%%%%%%%% End TeXmacs macros
+
+\begin{document}
+
+\title{Evaluating Migration of INFN--T1 from CREAM-CE/LSF to
+HTCondor-CE/HTCondor}
+\author{Stefano Dal Pra$^1$}
+\address{$^1$ INFN-CNAF, viale Berti-Pichat 6/2, 40127 Bologna, Italy}
+\ead{stefano.dalpra@cnaf.infn.it}
+
+
+\begin{abstract}
+ The Tier--1 datacentre provides computing resources for a variety of HEP and
+ Astrophysics experiments, organized in Virtual Organization submitting their
+ jobs to our computing facilities through Computing Elements, acting as Grid
+ interfaces to the Local Resource Manager. We planned to phase--out our
+ current LRMS (IBM/Platform LSF 9.1.3) and CEs (CREAM) to adopt HTCondor as a
+ replacement of LSF and HTCondor--CE instead of CREAM. A small cluster has
+ been set up to practice the management and evaluate a migration plan to a
+ new LRMS and CE set. This document reports about our early experience on
+ this.
+\end{abstract}
+
+\section{Introduction}
+
+The INFN-T1 currently provides a computing power of about 400KHS06, 35000
+slots on one thousand physical Worker Nodes. These resources are accessed
+through Grid by 24 Grid VOs and locally by 25 user groups.
+
+The IBM/Platform LSF 9.1.3 batch system arbitrate access to all the competing
+users groups, both Grid and local, according to a \tmtextit{fairshare} policy,
+designed to prevent underutilization of the available resources or starvation
+of lower priority groups, while ensuring a medium--term share proportional to
+configured quotas.
+
+The CREAM--CEs act as frontend for Grid users to the underlying LSF batch
+system, submitting their jobs on behalf of them. This setup has proven to be
+an effective solution for several years. However, the compatibility between
+CREAM and HTCondor seems to be less tight than with LSF. Moreover, active
+development of CREAM has recently ceased and thus we cannot expect new
+versions to be released, nor better HTCondor support to be implemented by an
+officiale development team. We decided to migrate our batch system solution
+from LSF to HTCondor, thus we need to also change our CEs. We have selected
+HTCondor-CE as a natural choice, because it is maintained by the same
+development team of HTCondor. Following we provide a report about our
+experience with HTCondor and HTCondor--CE.
+
+\section{The HTCondor cluster}
+
+To get acquainted with the new batch system and CEs, to evaluate how these can
+work together, how other components, such as monitoring, provisioning and
+accounting systems can be integrated with HTCondor and HTCondor--CE and
+finally to devise a reasonable migration plan, a simple small HTCondor 8.6.13
+cluster has been set up during spring 2018. A HTCondor--CE was soon added, in
+late April. HTCondor is a very mature opensource product, deployed at several
+major Tier-1 for years, thus we already know that it will certainly fit our
+use cases. The HTCondor--CE, on the other hand, is a more recent product, and
+a number of issues might be too problematic for us to deal with. Our focus is
+about ensuring that this CE implementation can be a viable solution for us.
+
+\subsection{The testbed}
+
+The test cluster consists of:
+\begin{itemizedot}
+ \item a HTCondor-CE on top of
+
+ \item a HTCondor \ Central Manager and Collector
+
+ \item 3 Worker Nodes (Compute Nodes, in HTCondor terms), 16 slot each.
+\end{itemizedot}
+
+\subsection{HTCondor--CE Installation and setup}
+
+The first CE installation was a bit tricky. The RPMs were available from OSG
+repositories only, meaning that a number of default settings and dependencies
+were unmet for EGI standards. Short after however, HTCondor--CE RPMs were made
+available on \ the same official repository of HTCondor.
+
+\subsubsection{Setup}
+
+To setup the configuration for the HTCondor and HTCondor--CE puppet modules
+are available. Unfortunately the puppet system at our site is not compatible
+with these modules as they depend on \tmtextit{hiera}, which is not supported
+at our site. These were later adapted to make them compatible with our
+configuration management system. In the meanwhile, the setup was finalized
+looking at the official documentation.
+
+\subsubsection{Configuration.}
+
+The first configuration was completed manually. The main documentation
+source for the HTCondor--CE is that of the OSG website~\cite{OSGDOC},
+which refers to a tool \tmtextit{osg-configure} not present on the
+general HTCondor--CE release. Because of this the setup was completed
+by trial and error. Once a working setup was obtained, a set of
+integration notes were added to a public wiki~\cite{INFNWIKI}. This
+should help other non OSG users to get some supplementary hint to
+complete their installation.
+
+\subsubsection{Accounting}
+
+As of 2018, the official EGI accounting tool, APEL~\cite{APEL}, has no support for
+HTCondor--CE. On the other hand, INFN--T1 has a custom accounting tool in
+place for several years now~\cite{DGAS}. Thus, it's all about finding a suitable way to
+retrieve from HTCondor the same information that we retrieve from CREAM--CE
+and LSF.
+
+A working way to do so has been by using python and the \tmtextit{python
+bindings}, a set of api interfaces to the HTCondor daemons. These can be used
+to query the SCHEDD at the CE and retrieve a specified set of data\quad about
+recently finished jobs, which are subsequently inserted to our local
+accounting database. A noticeable fact to note, is that the grid information
+(User DN, VO, etc.) are directly available together with all the needed
+accounting data. This simplifies the accounting problem, as it is no more
+necessary to collect grid data separately from the BLAH component and then
+look for matches with the corresponding grid counterpart.
+
+This solution have been used during the 2018 to provide accounting for
+HTCondor--CE testbed cluster.
+
+\subsection{Running HTCondor--CE}
+
+After some time to become confident with the main configuration tasks the
+testbed begun working with jobs submitted by the 4 LHC experiments from
+September 2018. The system proved to be stable and smooth, being able to work
+unattended. This confirms that this system can be a reliable substitute for
+CREAM--CE and LSF.
+
+\subsection{Running HTCondor}
+
+The HTCondor batch system is a mature product with a large user base. We have
+put less effort at investigating it deeply. We already know that most or all
+of needed features will work well. Rather, some effort have been put on
+dealing with configuration management.
+
+\subsubsection{Configuration management}
+
+Eventhoutgh a standard base of puppet classes have been adapted to our
+management system, an additional python tool have been written to improve
+flexibility and readiness. The tool works by reading and enforcing on each
+node of the cluster a set of configuration directives written on text files
+accessible from a shared filesystem. The actual set and the read order depends
+on the host role and name. Doing so, a large cluster can be quite easily
+managed as a collection of set of host sets. The tool is quite simple and
+limited but it can be improved as needed when more complex requirements should
+arise.
+
+\subsection{The migration plan}
+
+After using the testbed cluster a possible plan for a smooth migration have
+been devised:
+\begin{itemizedot}
+ \item Install and setup a new HTCondor cluster, with a few more HTCondor--CE
+ and an initial small set of Worker Nodes
+ \item Enable the LHC VOs on the new cluster
+ \item Add more WN to the new cluster gradually
+ \item Enable other Grid VOs
+ \item Finally, enable submission from local submissions. These are made from
+ a heterogenous set of users, with a potentially rich set of individual needs
+ and can require a considerable administrative effort to meet all of them.
+\end{itemizedot}
+
+\subsection{Conclusion}
+
+A testbed cluster based on HTCondor--CE on top of HTCondor batch system has
+been deployed to evaluate these as a substitute for CREAM--CE and LSF. The
+evaluation as mostly focused on the HTCondor--CE, as it is the most recent
+product. Apart for a few minor issues, mainly related to gaps in the available
+documentation, The CE proved to be a stable component. the possibility to
+perform accounting has been verified.
+
+Using the described testbed we have
+
+\section*{References}
+\begin{thebibliography}{9}
+\bibitem{OSGDOC} \url{https://opensciencegrid.org/docs/compute-element/install-htcondor-ce/}
+\bibitem{INFNWIKI} \url{http://wiki.infn.it/progetti/htcondor-tf/htcondor-ce_setup}
+
+\bibitem{DGAS} S. Dal Pra, ``Accounting Data Recovery. A Case Report from
+ INFN-T1'' Nota interna, Commissione Calcolo e Reti dell'INFN, {\tt CCR-48/2014/P}
+\bibitem{APEL} \url{https://wiki.egi.eu/wiki/APEL}
+\end{thebibliography}
+
+\end{document}
diff --git a/contributions/PhD_DataScience_2018/PhD-DataScience-2018.tex b/contributions/PhD_DataScience_2018/PhD-DataScience-2018.tex
index 75a519dc20b33b576660353158e8099333cc9842..573887161a6e91c15db5a79d275f7c653eb04da2 100644
--- a/contributions/PhD_DataScience_2018/PhD-DataScience-2018.tex
+++ b/contributions/PhD_DataScience_2018/PhD-DataScience-2018.tex
@@ -13,18 +13,30 @@
\ead{davide.salomoni@cnaf.infn.it}
\begin{abstract}
-During the Academic year 2017-2018 the Alma Mater Studiorum, Universuty od Bologna (IT) activated the XXXIII PhD couse in Data Sciece and Computation. The course runs for four years and it is devoted to those students graduated in the field of Mathematical Physical, Chemical and Astronomical Sciences. This course builds upon fundamental data science disciplines to train candidates that should to become able to carry out academic and industrial research at a higher level of abstraction, with different final specializations in several different fields where data analysis and computation becomes prominent. In this respect, INFN-CNAF was reponsible for two courses: Infrastrucuture for Big Data processing Basic (IBDB) and Advanced (IBDA)
+During the Academic year 2017-2018 the Alma Mater Studiorum, Universuty of Bologna (IT) activated the XXXIII PhD course in Data Science and Computation.
+The course runs for four years and it is devoted to those students graduated in the field of Mathematical Physical, Chemical and Astronomical Sciences.
+This course builds upon fundamental data science disciplines to train candidates that should to become able to carry out academic and industrial research
+at a higher level of abstraction, with different final specializations in several different fields where data analysis and computation becomes prominent.
+In this respect, INFN-CNAF was responsible for two courses: Infrastructure for Big Data processing Basic (IBDB) and Advanced (IBDA)
\end{abstract}
\section{Introduction}
-During the Academic year 2017-2018 the Alma Mater Studiorum, Universuty od Bologna (IT) activated the PhD XXXIII couse in Data Sciece and Computation.
+During the Academic year 2017-2018 the Alma Mater Studiorum, Universuty od Bologna (IT) activated the PhD XXXIII course in Data Science and Computation.
-The PhD course starts off based on a joint collaboration of the University of Bologna with politecnico di Milano, the Golinelli Foundation, the Italian Institute of Technology, Cineca, the ISI Foundation and INFN. Even though they are all Italian, each of the aforementioned institutions has already achieved a renown international role in the upcoming field of scientific management and processing of data. Nonetheless, during its lifetime the Course is intended to discuss, design and establish a series of international initiatives that include the possibility to reach agreements with foreign Universities and Research Institutions to issue, for example: joint doctoral degrees, coÂtutorships and student exchanges. These activities will be carried out also based on the contribution that each member of the Course Board will provide.
+The PhD course starts off based on a joint collaboration of the University of Bologna with politecnico di Milano, the Golinelli Foundation, the Italian Institute
+of Technology, Cineca, the ISI Foundation and INFN. Even though they are all Italian, each of the aforementioned institutions has already achieved a renown
+ international role in the upcoming field of scientific management and processing of data. Nonetheless, during its lifetime the Course is intended to discuss,
+design and establish a series of international initiatives that include the possibility to reach agreements with foreign Universities and Research Institutions to
+issue, for example: joint doctoral degrees, co-Âtutorship and student exchanges. These activities will be carried out also based on the contribution that each
+member of the Course Board will provide.
-The PhD course runs for four years and is aimed at train people to become able to carry out academic and industrial research at a level of abstraction that builds atop each single scientific skill which lies at the basis of the field of ``Data Science".
+The PhD course runs for four years and is aimed at train people to become able to carry out academic and industrial research at a level of abstraction that
+builds atop each single scientific skill which lies at the basis of the field of ``Data Science".
-Drawing on this, students graduated in the field of Mathematical Physical, Chemical and Astronomical Sciences should produce original and significant researches in terms of scientific publications and innovative applications, blending basic disciplines and finally specializing in specific fields as from those provided in the following ``Curricula and Research'' topics
+Drawing on this, students graduated in the field of Mathematical Physical, Chemical and Astronomical Sciences should produce original and significant
+researches in terms of scientific publications and innovative applications, blending basic disciplines and finally specializing in specific fields as from those
+ provided in the following ``Curricula and Research'' topics
\begin{itemize}
\item Quantitative Finance and Economics
\item Materials and Industry 4.0
@@ -36,54 +48,93 @@ Drawing on this, students graduated in the field of Mathematical Physical, Chem
\item Big Data, Smart Cities \& Society
\end{itemize}
-In this respect, INFN-CNAF was reponsible for two courses: Infrastrucuture for Big Data processing Basic (IBDB) and Advanced (IBDA). Davide Salomoni has been the responible in charge for both courses.
+In this respect, INFN-CNAF was responsible for two courses: Infrastructure for Big Data processing Basic (IBDB) and Advanced (IBDA).
+ Davide Salomoni has been the responsible in charge for both courses.
\section{Activities to be carried out during the Course}
-At the beginning of the course each student is supported by a supervisor, member of the Collegio dei Docenti (Faculty Board), who guides him throughout the Ph.D. studies. The first 24 months are devoted to the integration and deepening of the student expertise, according to a personalized learning plan (drawn up by the student in agreement with the supervisor and then submitted to the Board for approval). The learning plan foresees reaching 40 CFU (credits) by attending courses and passing the corresponding exams. By the 20th month (from the beginning of the course) the student must submit a written thesis proposal to the Board for approval. By the end of the 24th month the student must have completed the personalized learning plan and must report on the progress of the thesis draft. The admission (from the first) to the second is taken into consideration by the Board (and approved in the positive case) on the basis of the fact that the candidate has obtained an adequate number of CFU. The admission (from the second) to the third is is taken into consideration by the Board (and approved in the positive case) if the candidate has obtained all the CFU and on the basis of a candidate's public presentation regarding his/her thesis proposal. The third and the fourth years are entirely devoted to the thesis work. he admission (from the third) to the fourth is is taken into consideration by the Board (and approved in the positive case) on the basis of a candidate's public presentation regarding the current status of his/her thesis. The Board finally approves the admission to the final exam, on the basis of the reviewers' comments. The Board may authorize a student to spend a period in Italy at universities, research centers or companies. It is mandatory for the student to spend a period of at least 3 months abroad, during the 3rd/4th year of the course.
+At the beginning of the course each student is supported by a supervisor, member of the Collegio dei Docenti (Faculty Board), who guides him throughout
+the Ph.D. studies. The first 24 months are devoted to the integration and deepening of the student expertise, according to a personalized learning plan
+(drawn up by the student in agreement with the supervisor and then submitted to the Board for approval). The learning plan foresees reaching 40 CFU
+ (credits) by attending courses and passing the corresponding exams. By the 20th month (from the beginning of the course) the student must submit a
+ written thesis proposal to the Board for approval. By the end of the 24th month the student must have completed the personalized learning plan and
+must report on the progress of the thesis draft. The admission (from the first) to the second is taken into consideration by the Board (and approved in
+the positive case) on the basis of the fact that the candidate has obtained an adequate number of CFU. The admission (from the second) to the third
+is taken into consideration by the Board (and approved in the positive case) if the candidate has obtained all the CFU and on the basis of a candidate's
+public presentation regarding his/her thesis proposal. The third and the fourth years are entirely devoted to the thesis work. he admission (from the third)
+to the fourth is is taken into consideration by the Board (and approved in the positive case) on the basis of a candidate's public presentation regarding the
+current status of his/her thesis. The Board finally approves the admission to the final exam, on the basis of the reviewers' comments. The Board may
+authorize a student to spend a period in Italy at universities, research centers or companies. It is mandatory for the student to spend a period of at
+least 3 months abroad, during the 3rd/4th year of the course.
\section{Infrastructure for Big Data processing}
-As already mentioned, the didactical units Infrastructure for Big Data processing Basic (IBDB) and Advanced (IBDA), headed by Davide Salomoni with the support of the authors, have been an integral part of the PhD couse and constituted the personalized learning plan of some PhD students.
-In order to made available the teaching material and to made possible an active interaction among the teachers and the students, a Contatn Management System have been deployed and made available. The CMS elected for such activity have been Moodle \cite{moodle} and the entire courses have been made available trough it via a dedicated link (https://moodle.cloud.cnaf.infn.it/).
+As already mentioned, the didactical units Infrastructure for Big Data processing Basic (IBDB) and Advanced (IBDA), headed by Davide Salomoni with the
+support of the authors, have been an integral part of the PhD couse and constituted the personalized learning plan of some PhD students.
+In order to made available the teaching material and to made possible an active interaction among the teachers and the students, a Content
+Management System have been deployed and made available. The CMS elected for such activity have been Moodle \cite{moodle} and the entire courses
+have been made available trough it via a dedicated link (https://moodle.cloud.cnaf.infn.it/).
\subsection{Infrastructure for Big Data processing Basic}
-The course is aimed at providing basic concepts of Cloud computing at the Infrastructure-as-a-Service level. The course started with an introduction to Big Data It will continue with a description of the building blocks of modern data centers and how they are abstracted by the Cloud paradigm. A real-life computational challenge was also given and students have to create (during the course) a cloud-based computing model to solve this challenge. Access to a limited set of Cloud resources and services was granted to students in order to complete the exercises. A very brief introduction to High Performance Computing (HPC) has been also be given. Notions about the emerging “fog†and “edge†computing paradigms and how they are linked to Cloud infrastructures concluded the course.
+The course is aimed at providing basic concepts of Cloud computing at the Infrastructure-as-a-Service level. The course started with an introduction to
+ Big Data It will continue with a description of the building blocks of modern data centers and how they are abstracted by the Cloud paradigm. A real-life
+computational challenge was also given and students have to create (during the course) a cloud-based computing model to solve this challenge. Access
+ to a limited set of Cloud resources and services was granted to students in order to complete the exercises. A very brief introduction to High Performance
+Computing (HPC) has been also be given. Notions about the emerging “fog†and “edge†computing paradigms and how they are linked to Cloud infrastructures concluded the course.
The course foresees an oral exam focusing on the presented topics. Students have been requested to prepare a small project discussed during the exam.
The course IBDA covered the wollowing arguments
\begin{itemize}
-\item Introduction to IBDB: Here, an introduction to the course and its objective are described to the students. Moreover, a pesentation of the computational challenges during the course.
-\item Datacenter building blocks: Basic concepts related to batch system, queues, allocation policies, quota, etc. and a description of the different storage system have been provided. Moreover, an overview of networking, monitoring and provisioning concepts have been given.
-\item Infrastructures for Parallel Computing: High Throughput Vs High Performance computing have been descrived and analysed.
-\item Cloud Computing: An introduction to Cloud IaaS have been provided and some comparisons among public and provate cloud have been given. Hands-on have been provided on how to use the IaaS stack layer, deploy virtual resources and create different components.
-\item Creating a computing model in distributed infrastructures and multi-sites Cloud: Here an overview of the common strategies for Job Submission, Data Management, Failover and Disaster Recovery have been described. Moreover, a discussion on computing model creation and introduction to the projects requested for the examination have been started.
+\item Introduction to IBDB: Here, an introduction to the course and its objective are described to the students. Moreover, a presentation of the computational challenges during the course.
+\item Datacenter building blocks: Basic concepts related to batch system, queues, allocation policies, quota, etc. and a description of the different storage system have been provided.
+Moreover, an overview of networking, monitoring and provisioning concepts have been given.
+\item Infrastructures for Parallel Computing: High Throughput Vs High Performance computing have been described and analysed.
+\item Cloud Computing: An introduction to Cloud IaaS have been provided and some comparisons among public and private cloud have been given. Hands-on have been provided
+on how to use the IaaS stack layer, deploy virtual resources and create different components.
+\item Creating a computing model in distributed infrastructures and multi-sites Cloud: Here an overview of the common strategies for Job Submission, Data Management, Failover
+and Disaster Recovery have been described. Moreover, a discussion on computing model creation and introduction to the projects requested for the examination have been started.
\item Computing Continuum: Here an introduction to Low Power devices, Edge Computing, Fog Computing and Computing Continuum for Big Data Infrastructures have been presented.
\end{itemize}
\subsection{Infrastructure for Big Data processing Advanced}
-The course is aimed at discussing the foundations of Cloud computing and storage services beyond IaaS (PaaS and SaaS) leading the students to understand how to exploit distributed infrastructures for Big Data processing.
-The IBDA couse is intended as an evolution of the IBDB and, therefore, before following this course the IBDB should have already been achieved, or haveing familiarity with the covered topics.
-At the end of the course, the student had practical and theoretical knowledge on distributed computing and storage infrastructures, cloud computing and virtualization, parallel computing and their application to Big Data Analysis.
+The course is aimed at discussing the foundations of Cloud computing and storage services beyond IaaS (PaaS and SaaS) leading the students to understand how to
+exploit distributed infrastructures for Big Data processing.
+The IBDA couse is intended as an evolution of the IBDB and, therefore, before following this course the IBDB should have already been achieved, or having familiarity with the covered topics.
+At the end of the course, the student had practical and theoretical knowledge on distributed computing and storage infrastructures, cloud computing and virtualization,
+ parallel computing and their application to Big Data Analysis.
The course foresees an oral exam focusing on the presented topics. Students have been requested to prepare a small project discussed during the exam.
The course IBDA covered the wollowing arguments
\begin{itemize}
-\item Introduction to IBDA. Here, an introduction to the course and its objective are described to the students. Moreover, a general presentation about Clouds beyond the IaaS and the INDIGO-DataCloud architecture as a concrete example have been discussed.
-\item Authentication and Authorization: Here principles of Cloud authentication and authorization (X.509, SAML, OpenID-Connect, LDAP, Kerberos, Username/password, OAuth) have been presented, with a focus on the INDIGO-IAM (Identity and Access Management) tool \cite{iam}. The session envisaged also a set of hands-on related to 1)Connecting to INDIGO IAM, 2)Adapting a web-based application to use IAM, 3)Connecting multiple AuthN methods.
-\item Cloud PaaS. Here an overview of PaaS and related examples have bee provided, together with a hogh-level description of the TOSCA standard for PaaS automation \cite{tosca}. Hands-on related to TOSCA template and Alien4Cloud \cite{a4c}.
+\item Introduction to IBDA. Here, an introduction to the course and its objective are described to the students. Moreover, a general presentation about Clouds beyond
+the IaaS and the INDIGO-DataCloud architecture as a concrete example have been discussed.
+\item Authentication and Authorization: Here principles of Cloud authentication and authorization (X.509, SAML, OpenID-Connect, LDAP, Kerberos, Username/password,
+OAuth) have been presented, with a focus on the INDIGO-IAM (Identity and Access Management) tool \cite{iam}. The session envisaged also a set of hands-on related to
+1)Connecting to INDIGO IAM, 2)Adapting a web-based application to use IAM, 3)Connecting multiple AuthN methods.
+\item Cloud PaaS. Here an overview of PaaS and related examples have bee provided, together with a hogh-level description of the TOSCA \cite{tosca} standard for PaaS automation.
+Hands-on related to TOSCA template and Alien4Cloud \cite{a4c}.
\item Non-Posix Cloud Storage. Lessons are intended tp provide to the students the basic concepts on POSIX and Object storage with pracital examples and hands-on on CEPH \cite{ceph}
-\item Containers. The origin of containers, Docker \cite{docker} and dockerfiles, automation with Docker Swarm and security considerations about containers are provided. Moreover, a description of how to run docker containers in userspace with udocker \cite{udocker}. Hands-on on how to create a container, working with docker versions and deploy a container in a Cloud have been carried out to conplete the session.
-\item Resource orchestration. Here the local orchestration of resources in Kubernetes \cite{kubernetes}, Mesos \cite{mesos} have been described, with a focus on how Information Sysytems and the INDIGO Orcehstrator \cite{orchestrator} can be used to orcehstrate resources remotely. The hands-on to create and deploy an HTCondor cluster over a Cloud has been also provided to the students.
+\item Containers. The origin of containers, Docker \cite{docker} and dockerfiles, automation with Docker Swarm and security considerations about containers are provided. Moreover,
+a description of how to run docker containers in userspace with udocker \cite{udocker}. Hands-on on how to create a container, working with docker versions and deploy a container
+ in a Cloud have been carried out to conplete the session.
+\item Resource orchestration. Here the local orchestration of resources in Kubernetes \cite{kubernetes}, Mesos \cite{mesos} have been described, with a focus on how Information
+Sysytems and the INDIGO Orcehstrator \cite{orchestrator} can be used to orchestrate resources remotely. The hands-on to create and deploy an HTCondor cluster over a Cloud has been also provided to the students.
\item Distributed File Systems. Storj, ipfs and Onedata basic concepts have been described. For the laest topic, an hands-on on how to store and replicate files at multiple sites with Onedata have been provided.
-\item Cloud automation. The basic concepts of configuration management automation have been described, focusing the session on Ansible configuration manager and its relation with the TOSCA templates.
+\item Cloud automation. The basic concepts of configuration management automation have been described, focusing the session on Ansible \cite{ansible} configuration manager and its relation with the TOSCA templates.
\end{itemize}
\section{Conclusions}
-Based on a joint collaboration of the University of Bologna with politecnico di Milano, the Golinelli Foundation, the Italian Institute of Technology, Cineca, the ISI Foundation and INFN, the XXXIII PhD couse in Data Sciece and Computation has been activated.
-The course is aimed at train people to become able to carry out academic and industrial research at a level of abstraction that builds atop each single scientific skill which lies at the basis of the field of Data Science.
+Based on a joint collaboration of the University of Bologna with Politecnico di Milano, the Golinelli Foundation, the Italian Institute of Technology,
+Cineca, the ISI Foundation and INFN, the XXXIII PhD course in Data Sciece and Computation has been activated.
+The course is aimed at train people to become able to carry out academic and industrial research at a level of abstraction
+that builds atop each single scientific skill which lies at the basis of the field of Data Science.
-As part of the PhD course, the teaching units Infrastructure for Big Data processing Basic (IBDB) and Advanced (IBDA) has been included in the personalized learning plan of some PhD students. The teaching units are aimed at providing foundations of Cloud computing and storage services beyond IaaS, PaaS, SaaS, leading the students to understand how to exploit distributed infrastructures for Big Data processing.
+As part of the PhD course, the teaching units Infrastructure for Big Data processing Basic (IBDB) and Advanced (IBDA) has
+been included in the personalized learning plan of some PhD students. The teaching units are aimed at providing foundations of Cloud
+computing and storage services beyond IaaS, PaaS, SaaS, leading the students to understand how to exploit distributed infrastructures for Big Data processing.
-As an expect result, original, relevant and significant research activities are due by the end of the Course that can take different forms including for example: scientific publications, system and software design, realization and production, and any kind of innovative applications specializing on a broad gamut of topics, such as for example: Quantitative Finance and Economics; Materials and Industry 4.0; Genomics and bioinformatics; Personalised medicine; Hardware and Infrastructure; Machine learning and deep learning; Computational physics; Big Data, Smart Cities \& Society.
+As an expect result, original, relevant and significant research activities are due by the end of the Course that can take different forms including
+ for example: scientific publications, system and software design, realization and production, and any kind of innovative applications specializing on a
+ broad gamut of topics, such as for example: Quantitative Finance and Economics; Materials and Industry 4.0; Genomics and bioinformatics; Personalised
+medicine; Hardware and Infrastructure; Machine learning and deep learning; Computational physics; Big Data, Smart Cities \& Society.
\section{References}
\begin{thebibliography}{}
@@ -97,7 +148,7 @@ Web site: https://github.com/indigo-dc/tosca-types
Web site: https://github.com/indigo-dc/alien4cloud-deep
\bibitem{ceph}
Web site: https://ceph.com
-\bibitem{a4c}
+\bibitem{docker}
Web site: https://www.docker.com/
\bibitem{udocker}
Web site: https://github.com/indigo-dc/udocker
@@ -107,6 +158,8 @@ Web site: https://kubernetes.io/
Web site: mesos.apache.org
\bibitem{orchestrator}
Web site: https://www.indigo-datacloud.eu/paas-orchestrator
+\bibitem{ansible}
+Web site: https://www.ansible.com
\end{thebibliography}
diff --git a/contributions/alice/.gitkeep b/contributions/alice/.gitkeep
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/contributions/alice/main.tex b/contributions/alice/main.tex
new file mode 100644
index 0000000000000000000000000000000000000000..9a8b1a845df329d1c72a029bccaafa235ccbda20
--- /dev/null
+++ b/contributions/alice/main.tex
@@ -0,0 +1,319 @@
+\documentclass[a4paper]{jpconf}
+\usepackage{graphicx}
+
+\newcommand{\hyp} {$^{3}_{\Lambda}\mathrm H$}
+\newcommand{\antihyp}{$^{3}_{\bar{\Lambda}} \overline{\mathrm H}$}
+\newcommand{\fourhhyp} {$^{4}_{\Lambda}\mathrm H$}
+\newcommand{\fourhehyp} {$^{4}_{\Lambda}\mathrm{He}$}
+\newcommand{\parantihyp}{$\left(^{3}_{\bar{\Lambda}} \overline{\mathrm H} \right)$}
+\newcommand{\he} {$^{3}\mathrm{He}$}
+\newcommand{\antihe} {$^{3}\mathrm{\overline{He}}$}
+\newcommand{\hefour} {$^{4}\mathrm{He}$}
+\newcommand{\pip} {$\pi^+$}
+\newcommand{\pim} {$\pi^-$}
+\newcommand{\pio} {$\pi$}
+\newcommand{\dedx} {d$E$/d$x$}
+\newcommand{\pp} {pp\;}
+\newcommand{\pPb} {p--Pb\;}
+\newcommand{\PbPb} {Pb--Pb\;}
+\newcommand{\XeXe} {Xe--Xe\;}
+\newcommand{\Mmom} {\mbox{\rm MeV$\kern-0.15em /\kern-0.12em c$}}
+\newcommand{\Gmom} {\mbox{\rm GeV$\kern-0.15em /\kern-0.12em c$}}
+\newcommand{\Gmass} {\mbox{\rm GeV$\kern-0.15em /\kern-0.12em c^2$}}
+\newcommand{\Mmass} {\mbox{\rm MeV$\kern-0.15em /\kern-0.12em c^2$}}
+%\newcommand{\pt} {$p_{\rm T}$}
+\newcommand{\ctau} {$c \tau$}
+\newcommand{\ct} {$ct$}
+\newcommand{\LKz} {$\Lambda$/$K^{0}$}
+\newcommand{\s} {$\sqrt{s}$}
+\newcommand{\snn} {$\sqrt{s_{\mathrm{NN}}}$}
+\newcommand{\dndy} {d$N$/d$y$}
+\newcommand{\OO} {$\mathrm{O^{2}}$}
+
+\begin{document}
+\title{ALICE computing at the INFN CNAF Tier1}
+
+\author{Stefano Piano$^1$, Domenico Elia$^2$, Stefano Bagnasco$^3$, Francesco Noferini$^4$, Nicol\`o Jacazio$^5$, Gioacchino Vino$^2$}
+\address{$^1$ INFN Sezione di Trieste, Trieste, Italy}
+\address{$^2$ INFN Sezione di Bari, Bari, Italy}
+\address{$^3$ INFN Sezione di Torino, Torino, Italy}
+\address{$^4$ INFN Sezione di Bologna, Bologna, Italy}
+\address{$^5$ INFN CNAF, Bologna, Italy}
+
+\ead{stefano.piano@ts.infn.it}
+
+\begin{abstract}
+In this paper the computing activities for the ALICE experiment at the CERN LHC are described, in particular those in connection with the contribution of the Italian community and the role of the Tier1 located at the INFN CNAF in Bologna.
+\end{abstract}
+
+\section{Experimental apparatus and physics goal}
+ALICE (A Large Ion Collider Experiment) is a general-purpose heavy-ion experiment specifically designed to study the physics of strongly interacting matter and QGP (Quark-Gluon Plasma) in nucleus-nucleus collisions at the CERN LHC (Large Hadron Collider).
+The experimental apparatus consists of a central barrel part, which measures hadrons, electrons and photons, and a forward spectrometer to measure muons. It has been upgraded for Run2 by installing a second arm complementing the EMCAL at the opposite azimuth and thus enhancing the jet and di-jet physics. This extension, named DCAL for “Dijet Calorimeter†has been installed during the Long Shutdown 1 (LS1) period. Other detectors were also upgraded or completed: in particular the last few modules of TRD and PHOS were also installed while the TPC was refilled with a different gas mixture and equipped with a new redesigned readout electronics. Also the DAQ and HLT computing farms were upgraded to match the increased data rate foreseen in Run2 from the TPC and the TRD. A detailed description of the ALICE sub-detectors can be found in~\cite{Abelev:2014ffa}.\\
+The main goal of ALICE is the study of the hot and dense matter created in ultra-relativistic nuclear collisions. At high temperature the Quantum CromoDynamics (QCD) predicts a phase transition between hadronic matter, where quarks and gluons are confined inside hadrons, and a deconfined state of matter known as Quark-Gluon Plasma~\cite{Adam:2015ptt, Adam:2016izf, Acharya:2018qsh}. Such deconfined state was also created in the primordial matter, a few microseconds after the Big Bang. The ALICE experiment creates the QGP in the laboratory through head-on collisions of heavy nuclei at the unprecedented energies of the LHC. The heavier the colliding nuclei and the higher the center-of-mass energy, the greater the chance of creating the QGP: for this reason, ALICE has also chosen lead, which is one of the largest nuclei readily available. In addition to the Pb-Pb collisions, the ALICE Collaboration is currently studying \pp and \PbPb systems, which are also used as reference data for the nucleus-nucleus collisions. During 2017 ALICE acquired also a short pilot run (corresponding to one LHC fill) of \XeXe collisions.
+
+
+\section{Data taking, physics results and upgrade activities}
+
+The main goal of the run in 2018 was to complete the approved Run2 physics program and it was fully achieved thanks to the excellent performance of the apparatus.
+
+ALICE resumed data taking with beams in April at the restart of LHC operation with pp collisions (\s~=~13~TeV). ALICE continued to collect statistics with pp collisions from April 2nd to October 25th with the same trigger mix as in 2017. As planned, ALICE was operating with pp luminosity leveled to $\mathrm{2.6\times10^{30}}$ $\mathrm{cm^{-2}s^{-1}}$ providing an interaction rate of 150 kHz. The HLT compression factor was improved to 8.5 throughout the data taking, thus the HLT was able to reject the higher amount of spurious clusters, which were anticipated with Ar-CO2 gas mixture in the TPC. The average RAW data event size after compression was 1.7MB at the nominal interaction rate (150 kHz), exactly as expected and used for the resource calculations. At the end of the pp period, ALICE arrived at 43\% combined efficiency (LHC availability 47\% * ALICE efficiency 92\%).
+
+The \PbPb (\snn~=~5.02~TeV) data taking period started in November 2018 and was scheduled for 24 days. The target was to reach a total integrated luminosity of 1 $\mathrm{nb^{-1}}$ for Run2 and to complete the ALICE goals for the collection of a large sample of central and minimum bias collisions. To achieve this, the interaction rate was leveled at 8 kHz (L = $\mathrm{1.0\times10^{27}}$ $\mathrm{cm^{-2}s^{-1}}$) and data taken at close to the maximum achievable readout rate. The accelerator conditions were different compared to the foreseen mainly because of the delay in the beam start by 3-4 days due to solenoid coil fault in LINAC3 and the 20\% loss of integrated luminosity due to beam sizes 50\% larger at IP2 than at IP1/IP5 during the whole Pb-Pb period. The LHC time in Stable Beams was 47\%, the average data taking efficiency by ALICE was 87\% and a maximum HLT compression factor close to 9 has been reached during the Pb-Pb period. To compensate for the reduced beam availability, the rates of different triggers were adjusted to increase as much as possible the statistics in central and semi-central events. Overall, we collected 251M central and mid-central events and 159M minimum bias events. To further minimize the impact of Pb-bPb run on tape resources, ALICE additionally compressed the non-TPC portion of RAW data (by applying level 2 gzip compression) resulting in additional 17\% reduction of data volume on tape. As a result, the accumulated amount of Pb--Pb RAW data was 5.5~PiB. A total amount of RAW data of 11~PiB, including pp, was written to tape at Tier0, and then replicated at the Tier1s. The data accumulation curve at Tier0 is shown in Fig.\ref{fig:rawdata} and about 4.2~PiB of RAW data has been replicated to CNAF during 2018 with a maximum rate of 360 TiB per week, limited only by the tape drives speed considering the 100 Gb/s LHCOPN bandwidth between CERN and CNAF, as shown by the Fig.\ref{fig:tottraftape}.
+
+\begin{figure}[!ht]
+\begin{center}
+\includegraphics[width=0.75\textwidth]{raw_data_accumulation_run2.png}
+\end{center}
+\caption{Raw data accumulation curve for Run2.}
+\label{fig:rawdata}
+\end{figure}
+
+The p-p data collected in 2018 has been fully calibrated and processed in Pass1, as well as the associated general-purpose MC. All productions were executed according to plan and within the CPU and storage budget, in time to free the resources for the Pb-Pb data processing. The Pb-Pb RAW data calibration and offline quality assurance validation started in parallel with the data taking, with samples of data uniformly taken from each LHC fill. Full calibration was completed by 20 December, then the production pass began at the T0/T1s. On average, 40K CPU cores are used for the production and the processing has been completed by the end of February 2019. In parallel, the general purpose MC associated with the Pb-Pb data is being validated and prepared for full production.
+
+\begin{figure}[!ht]
+\begin{center}
+\includegraphics[width=0.75\textwidth]{total_traffic_cnaf_tape_2018.png}
+\end{center}
+\caption{ALICE traffic per week and total traffic on the CNAF tape during 2018.}
+\label{fig:tottraftape}
+\end{figure}
+
+Along 2018 ALICE many new physics results have been obtained from pp, p--Pb, \PbPb and \XeXe collisions from Run2 data taking, while also the collaboration has continued to work on results from the analysis of the Run1 data. Almost 50 papers have been submitted to journals in the last year, including in particular the main topics reported in the following.
+
+ In \pp and in \pPb collisions, for instance, ALICE studied the
+ $\Lambda_{\rm c}^+$ production~\cite{Acharya:2017kfy}, the prompt and non-prompt $\hbox {J}/\psi $ production and nuclear modification at mid-rapidity~\cite{Acharya:2018yud} and the measurement of the inclusive J/$\psi$ polarization at forward rapidity in \pp collisions at $\mathbf {\sqrt{s} = 8}$~TeV \cite{Acharya:2018uww}.
+Looking at \PbPb data ALICE succeeded in studying
+the $D$-meson azimuthal anisotropy in midcentral Pb-Pb collisions at $\mathbf{\sqrt{s_{\rm NN}}=5.02}$ TeV~\cite{Acharya:2017qps}, the Z$^0$-boson production at large rapidities in Pb-Pb collisions at $\sqrt{s_{\rm NN}}=5.02$ TeV~\cite{Acharya:2017wpf} and the anisotropic flow of identified particles in Pb-Pb collisions at $ {\sqrt{s}}_{\mathrm{NN}}=5.02 $ TeV~\cite{Acharya:2018zuq}. The anisotropic flow was also studied in \XeXe collisions at $\mathbf{\sqrt{s_{\rm{NN}}} = 5.44}$ TeV~\cite{Acharya:2018ihu}, together with the inclusive J/$\psi$ production~\cite{Acharya:2018jvc} and the transverse momentum spectra and nuclear modification factors of charged particles~\cite{Acharya:2018eaq}.\\
+
+The general upgrade strategy for Run3 is conceived to deal with this challenge with expected \PbPb interaction rates of up to 50 kHz aiming at an integrated luminosity above 10 $\mathrm{nb^{-1}}$. The five TDRs, namely for the new ITS, the TPC GEM-based readout chambers, the Muon Forward Tracker, the Trigger and Readout system, and the Online/Offline computing system were fully approved by the CERN Research Board between 2014 and 2015. In 2017 the transition from the R\&D phase to the construction of prototypes of the final detector elements was successfully completed. For the major systems, the final prototype tests and evaluations were performed and the production readiness reviews have been successful, the production started during the 2017 and has been continued throughout 2018.
+
+\section{Computing model and R\&D activity in Italy}
+
+The ALICE computing model is still heavily based on Grid distributed computing; since the very beginning, the base principle underlying it has been that every physicist should have equal access to the data and computing resources~\cite{ALICE:2005aa}. According to this principle, the ALICE peculiarity has always been to operate its Grid as a “cloud†of computing resources (both CPU and storage) with no specific role assigned to any given centre, the only difference between them being the Tier level to which they belong. All resources have to be made available to all ALICE members, according only to experiment policy and not on resource physical location, and data is distributed according to network topology and availability of resources and not in pre-defined datasets. Tier1s only peculiarities are their size and the availability of tape custodial storage, which holds a collective second copy of raw data and allows the collaboration to run event reconstruction tasks there. In the ALICE model, though, tape recall is almost never done: all useful data reside on disk, and the custodial tape copy is used only for safekeeping. All data access is done through the xrootd protocol, either through the use of “native†xrootd storage or, like in many large deployments, using xrootd servers in front of a distributed parallel filesystem like GPFS.\\
+The model has not changed significantly for Run2, except for scavenging of some extra computing power by opportunistically use the HLT farm when not needed for data taking. All raw data collected in 2017 has been passed through the calibration stages, including the newly developed track distortion calibration for the TPC, and has been validated by the offline QA process before entering the final reconstruction phase. The ALICE software build system has been extended with additional functionality to validate the AliRoot release candidates with a large set of raw data from different years as well as with various MC generators and configurations. It uses the CERN elastic cloud infrastructure, thus allowing for dynamic provision of resources as needed. The Grid utilization in the accounting period remained high, with no major incidents. The CPU/Wall efficiency remained constant, at about 85\% across all Tiers, similar to the previous year. The much higher data rate foreseen for Run3, though, will require a major rethinking of the current computing model in all its components, from the software framework to the algorithms and of the distributed infrastructure. The design of the new computing framework for Run3, started in 2013 and mainly based on the concepts of Online-Offline integration (“\OO\ Projectâ€), has been finalized with the corresponding Technical Design Report~\cite{Buncic:2015ari}: development and implementation phases as well as performance tests are currently ongoing.\\
+The Italian share of the ALICE distributed computing effort (currently about 17\%) includes resources both form the Tier1 at CNAF and from the Tier2s in Bari, Catania, Torino and Padova-LNL, plus some extra resources in Trieste. The contribution from the Italian community to the ALICE computing in 2018 has been mainly spread over the usual items, such as the development and maintenance of the (AliRoot) software framework, the management of the computing infrastructure (Tier1 and Tier2 sites) and the participation in the Grid operations of the experiment.\\
+
+In addition, in the framework of the computing R\&D activities in Italy, the design and development of a site dashboard project started a couple of years ago has been continued in 2017 and has been finalized in the first half of 2018. In its original idea, the project aimed at building a monitoring system able to gather information from all the available sources to improve the management of a Tier2 datacenter. A centralized site dashboard based on specific tools selected to meet tight technical requirements, like the capability to manage a huge amount of data in a fast way and through an interactive and customizable graphical user interface, has been developed. Its current version, running in the Bari Tier2 site since more than two years, relies on an open source time-series database (InfluxDB), a dashboard builder for visualizing time-series metrics (Grafana) and dedicated code written to implement the gathering sensors. The Bari dashboard has been exported in all the other sites along 2016 and 2017: the project has now entered the final phase where a unique centralized dashboard for the ALICE computing in Italy is being implemented. The project prospects also include the design of a more general monitoring system for distributed datacenters able to provide active support to site administrators in detecting critical events as well as to improve problem solving and debugging procedures. A contribution on the Italian dashboard has been presented at CHEP 2016~\cite{Elia:2017dzc}. This project also underlies the development of the new ALICE monitoring system for the \OO\ farm at CERN, which was approved by the \OO\ Technical Board; a first prototype of such monitoring system has been made ready to be used for the TPC detector test at P2 in May 2018. This development corresponds to the main activity item for one of the three fellowship contracts provided by the INFN in 2017 for the LHC computing developments towards Run3 and Run4. The other two fellowships are devoted to the analysis framework and to new strategies in the analysis algorithms. In particular, one fellow focuses on implementing a new analysis framework for the \OO\ system, while the other one is implementing a general-purpose framework to easily include industry-standard Machine Learning tools in the analysis workflows.\\
+
+\section{Role and contribution of the INFN Tier1 at CNAF}
+
+CNAF is a full-fledged ALICE Tier1 centre, having been one of the first to join the production infrastructure years ago. According to the ALICE cloud-like computing model, it has no special assigned task or reference community, but provides computing and storage resources to the whole collaboration, along with offering valuable support staff for the experiment’s computing activities. It provides reliable xrootd access both to its disk storage and to the tape infrastructure, through a TSM plugin that was developed by CNAF staff specifically for ALICE use.\\
+As a result of flooding, the CNAF computing centre stopped operation on November 8th, 2017; tape access had been made available again on January 31st 2018, and the ALICE Storage Element was fully recovered by February 23th. The loss of CPU resources during the Tier1 shutdown was partially mitigated by the reallocation of the Tier1 worker nodes located in Bari to the Tier2 Bari queue. At the end of February 2018 the CNAF local farm had been powered again moving from 50 kHS06 gradually to 140 kHS06. In addition, on March 15th 170 kHS06 at CINECA became available thanks to a 500 Gb/s dedicated link.
+Since March running at CNAF has been remarkably stable: for example, both the disk and tape storage availabilities have been better than 98\%, ranking CNAF in the top 5 most reliable sites for ALICE. The computing resources provided for ALICE at the CNAF Tier1 centre were fully used along the year, matching and often exceeding the pledged amounts due to access to resources unused by other collaborations. Overall, about 64\% of the ALICE computing activity was Monte Carlo simulation, 14\% raw data processing (which takes place at the Tier0 and Tier1 centres only) and 22\% analysis activities: Fig.~\ref{fig:runjobsusers} illustrates the share among the different activities in the ALICE running job profile along the last 12 months.\\
+\begin{figure}[!ht]
+\begin{center}
+\includegraphics[width=0.75\textwidth]{running_jobs_per_users_2018.png}
+\end{center}
+\caption{Share among the different ALICE activities in the 2018 running jobs profile.}
+\label{fig:runjobsusers}
+\end{figure}
+In order to optimize the use of resources and enhance the “CPU efficiency†(the ratio of CPU to Wall Clock times), an effort was started in 2011 to move the analysis tasks from user-submitted “chaotic†jobs to organized, centrally managed “analysis trainsâ€. The current split of analysis activities, in terms of CPU hours, is about 14\% individual jobs and 86\% organized trains.
+Since April 2018, CNAF deployed the pledged resources corresponding to about 52 kHS06 CPU, 5140 TB disk and 13530 TB tape storage.\\
+The INFN Tier1 has provided about 4,9\% since March 2018 and about 4.20\% along all year of the total CPU hours used by ALICE, ranking second of the ALICE Tier1 sites despite the flooding incident, as shown in Fig. \ref{fig:walltimesharet1}. The cumulated fraction of CPU hours along the whole year for CNAF is about 21\% of the all ALICE Tier1 sites, following only FZK in Karlsruhe (24\%).
+\begin{figure}[!ht]
+\begin{center}
+\includegraphics[width=0.75\textwidth]{wall_time_tier1_2018.png}
+\end{center}
+\caption{Ranking of CNAF among ALICE Tier1 centres in 2018.}
+\label{fig:walltimesharet1}
+\end{figure}
+This amounts to about 44\% of the total Wall Time of the INFN contribution: it successfully completed nearly 10.5 million jobs, for a total of more than 44 millions CPU hours, the running job profile at CNAF in 2018 is shown in Fig.\ref{fig:rjobsCNAFunov}.\\
+Since mid-November a new job submission queue has been made available to ALICE and used to successfully test the job queueing mechanism, the scheduling policy, the priority scheme, the resource monitoring and the resource management with HTCondor at CNAF.
+\begin{figure}[!ht]
+\begin{center}
+\includegraphics[width=0.75\textwidth]{running_jobs_CNAF_2018.png}
+\end{center}
+\caption{Running jobs profile at CNAF in 2018.}
+\label{fig:rjobsCNAFunov}
+\end{figure}
+At the end of the last year ALICE was keeping on disk at CNAF more than 4.1 PiB of data in nearly 118 million files, plus more than 10 PiB of raw data on custodial tape storage; the reliability of the storage infrastructure is commendable, even taking into account the extra layer of complexity introduced by the xrootd interfaces. The excellent FS performances allow to analyse data from SE with an average throughput of about 1.6 GB/s and a peak throughput of about 3.0 GB/s, as shown in Fig.\ref{fig:nettrafse}.
+\begin{figure}[!ht]
+\begin{center}
+\includegraphics[width=0.75\textwidth]{network_traffic_cnaf_se_2018.png}
+\end{center}
+\caption{Network traffic on the ALICE xrootd servers at CNAF during 2018.}
+\label{fig:nettrafse}
+\end{figure}
+Also network connectivity has always been reliable; the 100 Gb/s of the LHCOPN and the 100 Gb/s of the LHCONE WAN links makes CNAF one of the better-connected sites in the ALICE Computing Grid, allowing ALICE to sustain a total traffic up to 360 TB of raw data per week from Tier0 to CNAF, as demonstrated by the Fig.\ref{fig:tottraftape}.
+
+
+\section*{References}
+
+\begin{thebibliography}{9}
+
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+
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+
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+
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+ %%CITATION = ARXIV:1802.09145;%%
+
+%\cite{Acharya:2017kfy}
+\bibitem{Acharya:2017kfy}
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+% [arXiv:1712.09581 [nucl-ex]].
+ %%CITATION = doi:10.1007/JHEP04(2018)108;%%
+ %34 citations counted in INSPIRE as of 07 May 2019
+
+\bibitem{Acharya:2018yud}
+ S.~Acharya {\it et al.} [ALICE Collaboration],
+ %``Prompt and non-prompt $\hbox {J}/\psi $ production and nuclear modification at mid-rapidity in p–Pb collisions at $\mathbf{\sqrt{{ s}_{\text {NN}}}= 5.02}$ TeV,''
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+% [arXiv:1802.00765 [nucl-ex]].
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+ %3 citations counted in INSPIRE as of 07 May 2019
+
+%\cite{Acharya:2018uww}
+\bibitem{Acharya:2018uww}
+ S.~Acharya {\it et al.} [ALICE Collaboration],
+ %``Measurement of the inclusive J/ $\psi $ polarization at forward rapidity in pp collisions at $\mathbf {\sqrt{s} = 8}$ TeV,''
+ Eur.\ Phys.\ J.\ C {\bf 78} (2018) no.7, 562.
+% doi:10.1140/epjc/s10052-018-6027-2
+% [arXiv:1805.04374 [hep-ex]].
+ %%CITATION = doi:10.1140/epjc/s10052-018-6027-2;%%
+ %4 citations counted in INSPIRE as of 07 May 2019
+
+%\cite{Acharya:2017qps}
+\bibitem{Acharya:2017qps}
+ S.~Acharya {\it et al.} [ALICE Collaboration],
+ %``$D$-meson azimuthal anisotropy in midcentral Pb-Pb collisions at $\mathbf{\sqrt{s_{\rm NN}}=5.02}$ TeV,''
+ Phys.\ Rev.\ Lett.\ {\bf 120} (2018) no.10, 102301.
+% doi:10.1103/PhysRevLett.120.102301
+% [arXiv:1707.01005 [nucl-ex]].
+ %%CITATION = doi:10.1103/PhysRevLett.120.102301;%%
+ %42 citations counted in INSPIRE as of 07 May 2019
+
+%\cite{Acharya:2017wpf}
+\bibitem{Acharya:2017wpf}
+ S.~Acharya {\it et al.} [ALICE Collaboration],
+ %``Measurement of Z$^0$-boson production at large rapidities in Pb-Pb collisions at $\sqrt{s_{\rm NN}}=5.02$ TeV,''
+ Phys.\ Lett.\ B {\bf 780} (2018) 372.
+% doi:10.1016/j.physletb.2018.03.010
+% [arXiv:1711.10753 [nucl-ex]].
+ %%CITATION = doi:10.1016/j.physletb.2018.03.010;%%
+ %4 citations counted in INSPIRE as of 07 May 2019
+
+%\cite{Acharya:2018zuq}
+\bibitem{Acharya:2018zuq}
+ S.~Acharya {\it et al.} [ALICE Collaboration],
+ %``Anisotropic flow of identified particles in Pb-Pb collisions at $ {\sqrt{s}}_{\mathrm{NN}}=5.02 $ TeV,''
+ JHEP {\bf 1809} (2018) 006.
+% doi:10.1007/JHEP09(2018)006
+% [arXiv:1805.04390 [nucl-ex]].
+ %%CITATION = doi:10.1007/JHEP09(2018)006;%%
+ %11 citations counted in INSPIRE as of 07 May 2019
+
+%\cite{Acharya:2018ihu}
+\bibitem{Acharya:2018ihu}
+ S.~Acharya {\it et al.} [ALICE Collaboration],
+ %``Anisotropic flow in Xe-Xe collisions at $\mathbf{\sqrt{s_{\rm{NN}}} = 5.44}$ TeV,''
+ Phys.\ Lett.\ B {\bf 784} (2018) 82.
+% doi:10.1016/j.physletb.2018.06.059
+% [arXiv:1805.01832 [nucl-ex]].
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+ %19 citations counted in INSPIRE as of 07 May 2019
+
+ %\cite{Acharya:2018jvc}
+\bibitem{Acharya:2018jvc}
+ S.~Acharya {\it et al.} [ALICE Collaboration],
+ %``Inclusive J/$\psi$ production in Xe–Xe collisions at $\sqrt{s_{\rm NN}}$ = 5.44 TeV,''
+ Phys.\ Lett.\ B {\bf 785} (2018) 419.
+% doi:10.1016/j.physletb.2018.08.047
+% [arXiv:1805.04383 [nucl-ex]].
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+ %5 citations counted in INSPIRE as of 07 May 2019
+
+ %\cite{Acharya:2018eaq}
+\bibitem{Acharya:2018eaq}
+ S.~Acharya {\it et al.} [ALICE Collaboration],
+ %``Transverse momentum spectra and nuclear modification factors of charged particles in Xe-Xe collisions at $\sqrt{s_{\rm NN}}$ = 5.44 TeV,''
+ Phys.\ Lett.\ B {\bf 788} (2019) 166.
+% doi:10.1016/j.physletb.2018.10.052
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+ %18 citations counted in INSPIRE as of 07 May 2019
+
+%\cite{ALICE:2005aa}
+\bibitem{ALICE:2005aa}
+ P.~Cortese {\it et al.} [ALICE Collaboration],
+ %``ALICE technical design report of the computing,''
+ CERN-LHCC-2005-018.
+ %%CITATION = CERN-LHCC-2005-018;%%
+ %44 citations counted in INSPIRE as of 01 Mar 2018
+
+%\cite{Buncic:2015ari}
+\bibitem{Buncic:2015ari}
+ P.~Buncic, M.~Krzewicki and P.~Vande Vyvre,
+ %``Technical Design Report for the Upgrade of the Online-Offline Computing System,''
+ CERN-LHCC-2015-006, ALICE-TDR-019.
+ %%CITATION = CERN-LHCC-2015-006, ALICE-TDR-019;%%
+ %53 citations counted in INSPIRE as of 01 Mar 2018
+
+%\cite{Elia:2017dzc}
+\bibitem{Elia:2017dzc}
+ D.~Elia {\it et al.} [ALICE Collaboration],
+ %``A dashboard for the Italian computing in ALICE,''
+ J.\ Phys.\ Conf.\ Ser.\ {\bf 898} (2017) no.9, 092054.
+ %doi:10.1088/1742-6596/898/9/092054
+ %%CITATION = doi:10.1088/1742-6596/898/9/092054;%%
+
+%\cite{Abelev:2014dsa}
+%\bibitem{Abelev:2014dsa}
+% B.~B.~Abelev {\it et al.} [ALICE Collaboration],
+% %``Transverse momentum dependence of inclusive primary charged-particle production in p-Pb
+% collisions at $\sqrt{s_\mathrm{{NN}}}=5.02~\text {TeV}$,''
+% Eur.\ Phys.\ J.\ C {\bf 74} (2014) no.9, 3054.
+% %doi:10.1140/epjc/s10052-014-3054-5
+% %[arXiv:1405.2737 [nucl-ex]].
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+% %73 citations counted in INSPIRE as of 01 Mar 2018
+
+%\cite{Abelev:2013haa}
+%\bibitem{Abelev:2013haa}
+% B.~B.~Abelev {\it et al.} [ALICE Collaboration],
+% %``Multiplicity Dependence of Pion, Kaon, Proton and Lambda Production in p-Pb Collisions
+% at $\sqrt{s_{NN}}$ = 5.02 TeV,''
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+% %%CITATION = doi:10.1016/j.physletb.2013.11.020;%%
+% %233 citations counted in INSPIRE as of 01 Mar 2018
+
+\end{thebibliography}
+
+\end{document}
+
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+\documentclass[a4paper]{jpconf}
+\usepackage{graphicx}
+\usepackage{hyperref}
+\usepackage{color}
+
+\begin{document}
+\title{AMS-02 data processing and analysis at CNAF}
+
+\author{B. Bertucci$^{1,2}$, M. Duranti$^2$, V. Formato$^{2,\ast}$, D. Spiga$^{2}$}
+
+\address{$^1$ Universit\`a di Perugia, I-06100 Perugia, Italy}
+\address{$^2$ INFN, Sezione Perugia, I-06100 Perugia, Italy}
+
+\address{AMS experiment \url{http://ams.cern.ch}, \url{http://www.ams02.org}, \url{http://www.pg.infn.it/ams/}}
+
+\ead{* valerio.formato@infn.it}
+
+
+\begin{abstract}
+AMS is a large acceptance instrument conceived to search for anti-particles (positrons, anti-protons, anti-deuterons) coming from dark matter
+annihilation, primordial anti-matter (anti-He or light anti nuclei) and to
+perform accurate measurements in space of the cosmic radiation in the GeV-TeV
+energy range.
+Installed on the International Space Station (ISS) in mid-May 2011, it is
+operating continuously since then, with a collected statistics of $\sim$ 130
+billion events up to the end of 2018.
+CNAF is one of the repositories of the full AMS data set and contributes to the
+data production and Monte Carlo simulation of the international collaboration.
+It represents the central computing resource for the data analysis performed by
+Italian collaboration.
+In the following, the AMS computing framework, the role of the CNAF computing
+center and the use of the CNAF resources in 2018 will be given.
+\end{abstract}
+
+\section{Introduction}
+AMS is a large acceptance instrument conceived to search for anti-particles
+(positrons, anti-protons, anti-deuterons) coming from dark matter annihilation,
+primordial anti-matter (anti-He or light anti nuclei) and to perform accurate
+measurements in space of the cosmic radiation in the GeV-TeV energy range.
+
+\begin{figure}[t]
+\begin{center}
+\includegraphics[width=0.49\textwidth]{AMS_nuovo.pdf}
+\end{center}
+\caption{\label{fig:ams_layout} AMS-02 detector consists of nine planes of
+precision silicon tracker, a transition radiation detector (TRD), four planes
+of time of flight counters (TOF), a permanent magnet, an array of
+anticoincidence counters (ACC), surrounding the inner tracker, a ring imaging
+Cherenkov detector (RICH), and an electromagnetic calorimeter (ECAL).}
+\end{figure}
+The layout of the AMS-02 detector is shown in Fig. \ref{fig:ams_layout}.
+A large spectrometer is the core of the instrument: a magnetic field of 0.14
+T generated by a permanent magnet deflects in opposite directions positive and
+negative particles whose trajectories are accurately measured up to TeV
+energies by means of 9 layers of double side silicon micro-strip detectors -
+the Tracker - with a spatial resolution of $\sim 10 \mu m$ in the single point
+measurement along the track. Redundant measurements of the particle
+characteristics, as velocity, absolute charge magnitude ($Z$), rigidity and
+energy are performed by a Time of Flight system, the tracker, a RICH detector
+and a 3D imaging calorimeter with a 17 $X_0$ depth. A transition radiation
+detector provides an independent e/p separation with a rejection power of
+$\sim 10^3$ around 100 GeV.
+
+AMS has been installed on the International Space Station (ISS) in mid-May 2011
+and it is operating continuously since then, with a collected statistics of
+$\sim$ 130 billion events up to the end of 2018.
+The signals from the $\sim$ 300.000 electronic channels of the detector and its
+monitoring system (thermal and pressure sensors) are reduced on board to match
+the average bandwidth of $\sim$10 Mbit/s for the data transmission from space
+to ground, for a $\sim$ 100 GB/day of raw data produced by the experiment.
+
+Due to the rapidly changing environmental conditions along the $\sim$ 90 minutes
+orbit of the ISS at 390 Km of altitude, continuous monitoring and adjustments of
+the data taking conditions are performed in the Payload and Operation Control
+Center (POCC) located at CERN and a careful calibration of the detector response
+is needed to process the raw data and reconstruct physics quantities for data analysis.
+
+CNAF is one of the repositories of the full AMS data set, both raw and processed
+data are stored at CNAF which represents the central computing resource for the
+data analysis performed by Italian collaboration and contributes as well to the
+data production and Monte Carlo simulation of the international collaboration.
+
+
+\section{AMS-02 Computing Model and Computing Facilities}
+
+As a payload on the ISS, AMS has to be compliant to all of the standard
+communication protocols used by NASA to communicate with ISS, and its data have
+to be transmitted through the NASA communication network.
+On the ground, data are finally stored at the AMS Payload Operation Control
+Center (POCC) at CERN.
+Data are continuously collected, 24 hours per day, 365 days per year.
+The data reconstruction pipeline is mainly composed by two logical step:
+\begin{itemize}
+\item[1)]{
+ the {\bf First Production} runs continuously over incoming data doing an
+ initial validation and indexing. It produces the so called "standard" (STD)
+ reconstructed data stream, ready within two hours after data are received at
+ CERN, that is used to calibrate different sub-detectors as well as to monitor
+ off-line the detector performances. In this stage Data Summary Files are
+ produced for fast event selections.
+}
+\item[2)]{
+ Data from the First Production are reprocessed applying all of sub-detector
+ calibrations, alignments, ancillary data from ISS and slow control data to
+ produce reconstructed data for the physics analysis.
+ This {\bf Second production} step is usually applied in an incremental way
+ to the STD data sample, every 6 months, the time needed to produce and
+ certify the calibrations. A full reprocessing of all AMS data is carried
+ out periodically in case of major software major updates, providing the so
+ called "pass" production. Up to 2018 there were 7 full data reproductions
+ done. The last published measurements were based on the pass6 data set, but all the analyses being carried out for the next publications are based on the pass7 ones.
+}
+\end{itemize}
+
+The First Production is processed at CERN on a dedicated farm of about 200
+cores, whereas Monte Carlo productions, ISS data reprocessing and user data
+analysis are supported by a network of computing centers (see fig.
+\ref{fig:contributors}).
+
+\begin{figure}[t]
+\begin{center}
+\includegraphics[width=0.5\textwidth]{contributors.pdf}
+\end{center}
+\caption{AMS-02 Major Contributors to Computing Resources.}
+\label{fig:contributors}
+\end{figure}
+
+Usually China and Taiwan centers are mostly devoted to Monte Carlo production,
+while CERN, CNAF and FZJ Julich are the main centers for data reprocessing.
+A light-weight production platform has been realized to run on different
+computing centers, using different platforms. Based on perl, python and sqlite3,
+it is easily deployable and allows to have a fully automated production cycle,
+from job submission to monitoring, validation, transferring.
+
+
+\section{CNAF contribution}
+CNAF is the main computing resource for data analysis of the AMS Italian collaboration with $\sim$ 20000 HS06, $\sim$ 2 PB of storage on disk and 1 PB on tape, allocated in 2018.
+A full copy of the AMS raw data is preserved on tape, while, usually, the latest production and part of the Monte Carlo sample are available on disk.
+More then 30 users are routinely performing the bulk of their analysis at CNAF, transferring to local sites (i.e. their small local computing farm or their laptop) just reduced data sets or histograms.
+
+As described in the following, during 2018, the possibility of a XRootD endpoint at CNAF has been explored. The goal is to federate, through XRootD, the $\sim$ 5 PB available for the AMS Collaboration at CERN, with the $\sim$ 2 PB at CNAF. In this picture, CNAF will be the second data center to share its disk space togheter with the one available for the collaboration, large-scale optimizing it.
+
+\section{Data processing strategy at CNAF}
+
+Two local queues are available for the AMS users: the default running is the
+{\it ams} queue, with a CPU limit of 11520 minutes (it allows to run 8 core
+multi-thread jobs for 1 day) and a maximum of 1500 job running simultaneously,
+where as for test runs the {\it ams$\_$short} queue, with high priority but a
+CPU limit of 360 minutes and 100 jobs as running limit.
+For data reprocessing or MC production the AMS production queue {\it ams$\_$prod},
+with a CPU limit of 5760 minutes and no jobs limit, is available and accessible
+only to the data production team of the international collaboration and few
+experts users of the Italian team.
+In fact, the {\it ams$\_$prod} queue is used within the data analysis process
+to produce data streams of pre-selected events and lightweight data files with a
+custom format \cite{dst} on the full AMS data statistics.
+In such a way, the final analysis can easily process the reduced data set
+avoiding the access to the large AMS data sample.
+The data-stream and custom data files productions are usually repeated few times a year.\\
+
+At CNAF, on the local filesystem, usually, the last data production (at the time of writing is still the pass6 but the full transfer of the pass7 is proceeding) and a sub-sample of Monte Carlo production are available.\\
+%Due to the high I/O throughput from disk of AMS jobs, $\sim$ 1MB/s (1000 running
+%jobs may generate $\sim$ 1GB/s of I/O throughput from disk), the AMS Collaboration verified the possibility to remotely access, in a batch job run ning , all the files of the AMS production at CERN via XRootD.
+%To efficiently use all of the resources allocated at CNAF, in terms of disk and
+%CPU time, AMS decided to adopt a double strategy to process AMS data files:
+%lsf jobs using data stored on local filesystem and lsf jobs accessing data files
+%at CERN via xrootd protocol.
+%{\color{red}
+%BOH PURE TUTTA STA PARTE QUA \\
+%We limit the number of jobs running on local filesystem to $\sim$ 800 and use all the available computing resources to process files via xrootd, not saturating the access to local disk. Typical use of CNAF resources is shown in figure \ref{fig:input_output_net}: the number of pending (green) and running (blue) AMS jobs in the top plot and the input/output (green/blue) network traffic rate, in the bottom plot, as a function of time are displayed.
+%From figure \ref{fig:input_output_net}, one can observe the increasing in the
+%network traffic correlated to the number of running jobs making use of xrootd.
+%}
+%Currently, AMS server disk can support I/O throughput up to 40 Gb/s and we are verifying our strategy, increasing the number of lsf running on local disk and accessing external files via xrootd only when they are not locally available or if the local filesystem is going to be saturated.
+In the past years, the AMS-Italy collaboration, explored the possibility to run part of the batch (LSF) jobs running at CNAF, on data accessed remotely, through XRootD, from the AMS dataset at CERN. This was completely proven to run smoothly and since a couple of years, once a dataset is not present at CNAF, due to the lack of space, the analysis is performed simply accessing these files from CERN. While usually the last `pass` is fully avalaible at CNAF, we don't have enough space to host also the corresponding Monte Carlo data samples.\\
+On the contrary there are some data samples (e.g. reduced {\it streams} or reduced ntuples produced with a custom and lightest data format) tailored for the analyses being carried by the AMS-Italy members, that are not present at CERN and so, essentially, available only directly from CNAF.\\
+To facilitate data analysis for users on small remote sites (i.e. the computing farms present in the various INFN branches and in the ASI headquarters) and to seamlessly integrate extra available resources (e.g. cloud resources), in 2018 the possibility of a XRootD endpoint at CNAF has been explored and is currently under test. This will allow users to read/write data on the GPFS area and it will serve as a starting point for an eventual federation with the CERN AMS XRootD endpoint.\\
+Having a XRootD federation with CERN will automatically provide all the functionalities described above:
+\begin{itemize}
+ \item CNAF users will ``see'' a single {\it namespace} with all the AMS data files. They will access all the data files ignoring if these are present or not at CNAF: if a file is not locally avalaible the XRootD server will transparently redirect to the corresponding version at CERN;
+ \item the online disk space will be optimized between CERN and CNAF: most used data sets (e.g. pass7) will be present in both the sites while less accessed ones will be present just in one of the two sites. Custom data sets, instead, will be present just at CNAF;
+ \item the smaller computing centers and cloud resources, essentially without disk space, will access the complete AMS data set from the XRootD federation and will have the possibility to write their output directly at CNAF.
+\end{itemize}
+The potentiality of the integration of external resources (AMS-ASI computing center and cloud resources) into a single batch system will be described in more detailes in Sec.\ref{ReD}.
+
+
+%\begin{figure}[h]
+%\begin{center}
+%\includegraphics[width=20pc]{input_output.jpg}
+%\end{center}
+%\caption{Number of pending (green) and running (blue) AMS jobs, in the top plot, and input (green)/output(blue) network traffic rate, on the lower plot, as a function of time}.
+%\label{fig:input_output_net}
+%\end{figure}
+
+\section{Activities in 2018}
+
+AMS activities at CNAF in 2018 have been related to data reprocessing, Monte
+Carlo production and data analysis. Those activities have produced four publications reporting the measurement of the primary and secondary component of cosmic rays from Lithium to Oxygen \cite{Aguilar:2018keu,Aguilar:2018njt} and of the fine time-structures of electron, positron, proton and Helium fluxes \cite{Aguilar:2018wmi,Aguilar:2018ons} perfomed by AMS.
+
+%\subsection*{Monte Carlo production}
+
+%As part of the network AMS computing centers, CNAF has been involved in the Monte Carlo campaign devoted to the study of proton, helium and light nuclei ions for AMS publications. To support Monte Carlo campaign, special LSF profile has been implemented to allow AMS users to submit multi-thread simulation jobs. The AMS collaboration in 2016 used $\sim$11000 CPU-years for MC production. In particular in 2016 the collaboration started to face one of the main physics objectives of the experiment: the search for primordial anti-matter, i.e. anti-Helium. Being the anti-Helium more rare than 1 particle over 10 million Helium particles, and so the signal/background so tiny, a large effort to produce a MC sample of the background (i.e. Helium) is needed in order to have a statistical meaning sample to search Helium particles being mis-identified as anti-Helium. A large MC Helium production, with 35 billion simulated events, corresponding to $\sim$ 6000 CPU-years, has been conducted. This effort has been shared among the various AMS collaboration production sites, including CNAF, as shown in Fig.\ref{fig:He-MC}.
+%\begin{figure}[h]
+%\begin{center}
+%\includegraphics[trim = 145pt 270pt 145pt 270pt, clip, width=0.35\textwidth]{He-MC.pdf}
+%\end{center}
+%\caption{Sharing among the various production sites of the $\sim$ 6000 CPU-years needed for the anti-Helium analysis.}.
+%\label{fig:He-MC}
+%\end{figure}
+
+\subsection*{Data analysis}
+
+Different analysis are carried on by the Italian collaboration. In 2018, the CNAF resources for user analysis have been devoted to several different topic: the update, with more statistics, of the electron and positron analyses (they resulted in two PRL publications in 2019 \cite{Aguilar:2019pos,Aguilar:2019ele}), the measurement of the light nuclei abundances (that resulted in the PRL publications \cite{Aguilar:2018keu,Aguilar:2018njt}) and the study of their time variation as well as the study of the proton and helium flux as a function of time, the deuteron abundance measurement and the antideuteron search analysis.
+%The disk resources pledged in 2018, $\sim$ 2 PB, were mostly devoted to the pass7 data sample ($\sim$ 1 PB), MC data sample ($\sim$ 400 TB), selected data streams ($\sim$ 100 TB of pre-selected data used for common electron/positron, antiproton, antideuteron, proton and ion analysis) and scratch area for users.
+
+\subsection*{Research and Development}
+\label{ReD}
+As mentioned above, during 2017 AMS started evaluating the technical feasibility of integrating also cloud resources (possibly seamlessly) in order to primarily benefit of external computing resources, meant as opportunistic resources. The architectural model foreseen is that all AMS data are and will be hosted at CNAF. Possible cloud compute resources should be able to remotely access data (might be caching locally for the sake of the I/O optimization) and produced data (namely output files) should be moved into the CNAF storage.\\
+AMS work-flow has been successfully integrated in DODAS (Dynamic On Demand Analysis Service, a thematic service funded by the EOSC-hub European project) and the work-flow has been validated and consolidated during 2018. The success of the validation tests performed over HelixNebula Science Cloud provided resources and over Google Cloud INFN grant motivate further exploitation as well as evolution of the strategy. In total in 2018 the Italian collaboration benefited of more than 4\textit{\,k\,HS06\,yr} of opportunistic resources, that represent $\sim$ 20\% of the ones obtained from CNAF.\\
+More in detail during the 2019 the plan is to consolidate the usage of the INFN on-premises cloud providers, namely Cloud@ReCaS Bari and Cloud@CNAF in the context of DODAS. Consolidation by means of improvement in managing I/O by using emerging solution for data caching as well as starting exploiting geographically distributed clusters.\\
+The latter is about exploiting DODAS based solutions to create a single logical cluster running over any available resource provider. The desired solution is to allow user submitting jobs from e.g. CNAF provided User Interface to a single queue and allow dynamic clusters to fetch payloads in a secure and transparent (to the end user) way.\\
+From a technical perspective the distributed cluster implementation will be based on HTCondor technology which is a important strategic aspect because of we expect this will allow, later on, a completely seamless integration within the batch system of the CNAF Tier 1.
+As a note, the two above mentioned activities are strictly related and the optimization of the I/O strategy will be key to the success of the distributed cluster implementation.\\
+Another initiative started during 2017 is the geographically extension of the OpenStack to a remote site. More in detail this activity is about a geographically distributed cloud system (based on OpenStack) aiming to share and manage computing and storage resources, owned by heterogeneous cooperating entities.\\
+The prototype has been already developed and tested. During the 2019 the plan is to complete the integration of the whole available hardware hosted at ASI-SSDC (Space Science Data Center at the Italian Space Agency) located in Rome and starting exploiting it through DODAS. This will be one of the provider we expect to include in the geo-distributed setup above mentioned.
+The goal by the end of 2019 is to bring the ASI-SSDC hosted computing resources to production.
+
+\section*{References}
+
+\begin{thebibliography}{9}
+
+\bibitem{Aguilar:2018keu}
+ M.~Aguilar {\it et al.} [AMS Collaboration],
+ %``Precision Measurement of Cosmic-Ray Nitrogen and its Primary and Secondary Components with the Alpha Magnetic Spectrometer on the International Space Station,''
+ Phys.\ Rev.\ Lett.\ {\bf 121} (2018) no.5, 051103. DOI:\url{10.1103/PhysRevLett.121.051103}
+ %%CITATION = doi:10.1103/PhysRevLett.121.051103;%%
+ %6 citations counted in INSPIRE as of 24 Apr 2019
+
+\bibitem{Aguilar:2018wmi}
+ M.~Aguilar {\it et al.} [AMS Collaboration],
+ %``Observation of Fine Time Structures in the Cosmic Proton and Helium Fluxes with the Alpha Magnetic Spectrometer on the International Space Station,''
+ Phys.\ Rev.\ Lett.\ {\bf 121} (2018) no.5, 051101. doi:\url{10.1103/PhysRevLett.121.051101}
+ %%CITATION = doi:10.1103/PhysRevLett.121.051101;%%
+ %8 citations counted in INSPIRE as of 24 Apr 2019
+
+\bibitem{Aguilar:2018ons}
+ M.~Aguilar {\it et al.} [AMS Collaboration],
+ %``Observation of Complex Time Structures in the Cosmic-Ray Electron and Positron Fluxes with the Alpha Magnetic Spectrometer on the International Space Station,''
+ Phys.\ Rev.\ Lett.\ {\bf 121} (2018) no.5, 051102. doi:\url{10.1103/PhysRevLett.121.051102}
+ %%CITATION = doi:10.1103/PhysRevLett.121.051102;%%
+ %10 citations counted in INSPIRE as of 24 Apr 2019
+
+\bibitem{Aguilar:2018njt}
+ M.~Aguilar {\it et al.} [AMS Collaboration],
+ %``Observation of New Properties of Secondary Cosmic Rays Lithium, Beryllium, and Boron by the Alpha Magnetic Spectrometer on the International Space Station,''
+ Phys.\ Rev.\ Lett.\ {\bf 120} (2018) no.2, 021101. doi:\url{10.1103/PhysRevLett.120.021101}
+ %%CITATION = doi:10.1103/PhysRevLett.120.021101;%%
+ %34 citations counted in INSPIRE as of 24 Apr 2019
+
+ \bibitem{Aguilar:2019pos}
+ M.~Aguilar {\it et al.} [AMS Collaboration],
+ % Towards Understanding the Origin of Cosmic-Ray Positrons
+ Phys.\ Rev.\ Lett.\ {\bf 122} (2019) no.4, 041102.
+ doi:\url{10.1103/PhysRevLett.122.041102}
+
+ \bibitem{Aguilar:2019ele}
+ M.~Aguilar {\it et al.} [AMS Collaboration],
+ % Towards Understanding the Origin of Cosmic-Ray Electrons
+ Phys.\ Rev.\ Lett.\ {\bf 122} (2019) no.10, 101101.
+ doi:\url{10.1103/PhysRevLett.122.101101}
+
+\bibitem{dst} D. D'Urso \& M. Duranti, Journal of Physics: Conference Series, 664 (2015), 072016
+
+%\bibitem{xrootd} http://xrootd.org.
+
+\end{thebibliography}
+
+\end{document}
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+\documentclass[a4paper]{jpconf}
+\usepackage{graphicx}
+\begin{document}
+\title{The ATLAS Experiment at the INFN CNAF Tier-1}
+
+\author{Alessandro De Salvo$^1$, Lorenzo Rinaldi$^2$}
+
+\address{$^1$ INFN Sezione di Roma-1, piazzale Aldo Moro 2, 00185 Roma, Italy,\\ $^2$ Universit\`a di Bologna e INFN, via Irnerio 46, 40126 Bologna, Italy}
+
+\ead{alessandro.desalvo@roma1.infn.it, lorenzo.rinaldi@bo.infn.it}
+
+\begin{abstract}
+The ATLAS experiment at LHC was fully operating in 2017. In this contribution we describe the ATLAS computing activities performed in the Italian sites of the Collaboration, and in particular the utilisation of the CNAF Tier-1.
+\end{abstract}
+
+\section{Introduction}
+
+
+ATLAS \cite{ATLAS-det} is one of two general-purpose detectors at the Large Hadron Collider (LHC). It investigates a wide range of physics, from the search for the Higgs boson and standard model studies to extra dimensions and particles that could make up dark matter. Beams of particles from the LHC collide at the centre of the ATLAS detector making collision debris in the form of new particles, which fly out from the collision point in all directions. Six different detecting subsystems arranged in layers around the collision point record the paths, momentum, and energy of the particles, allowing them to be individually identified. A huge magnet system bends the paths of charged particles so that their momenta can be measured. The interactions in the ATLAS detectors create an enormous flow of data. To digest the data, ATLAS uses an advanced trigger system to tell the detector which events to record and which to ignore. Complex data-acquisition and computing systems are then used to analyse the collision events recorded. At 46 m long, 25 m high and 25 m wide, the 7000-tons ATLAS detector is the largest volume particle detector ever built. It sits in a cavern 100 m below ground near the main CERN site, close to the village of Meyrin in Switzerland.
+More than 3000 scientists from 174 institutes in 38 countries work on the ATLAS experiment.
+ATLAS has been taking data from 2010 to 2012, at center of mass energies of 7 and 8 TeV, collecting about 5 and 20 fb$^{-1}$ of integrated luminosity, respectively. During the complete Run-2 phase (2015-2018) ATLAS collected and registered at the Tier-0 147 fb$^{-1}$ of integrated luminosity at center of mass energies of 13 TeV.
+The experiment has been designed to look for New Physics over a very large set of final states and signatures, and for precision measurements of known Standard Model (SM) processes. Its most notable result up to now has been the discovery of a new resonance at a mass of about 125 GeV \cite{ATLAS higgs}, followed by the measurement of its properties (mass, production cross sections in various channels and couplings). These measurements have confirmed the compatibility of the new resonance with the Higgs boson, foreseen by the SM but never observed before.
+
+
+
+\section{The ATLAS Computing System}
+
+
+
+ The ATLAS Computing System \cite{ATLAS-cm} is responsible for the provision of the software framework and services, the data management system, user-support services, and the world-wide data access and job-submission system. The development of detector-specific algorithmic code for simulation, calibration, alignment, trigger and reconstruction is under the responsibility of the detector projects, but the Software and Computing Project plans and coordinates these activities across detector boundaries. In particular, a significant effort has been made to ensure that relevant parts of the “offline†framework and event-reconstruction code can be used in the High Level Trigger. Similarly, close cooperation with Physics Coordination and the Combined Performance groups ensures the smooth development of global event-reconstruction code and of software tools for physics analysis.
+
+\subsection{The ATLAS Computing Model}
+The ATLAS Computing Model embraces the Grid paradigm and a high degree of decentralisation and sharing of computing resources. The required level of computing resources means that off-site facilities are vital to the operation of ATLAS in a way that was not the case for previous CERN-based experiments. The primary event processing occurs at CERN in a Tier-0 Facility. The RAW data is archived at CERN and copied (along with the primary processed data) to the Tier-1 facilities around the world. These facilities archive the raw data, provide the reprocessing capacity, provide access to the various processed versions, and allow scheduled analysis of the processed data by physics analysis groups. Derived datasets produced by the physics groups are copied to the Tier-2 facilities for further analysis. The Tier-2 facilities also provide the simulation capacity for the experiment, with the simulated data housed at Tier-1s. In addition, Tier-2 centres provide analysis facilities, and some provide the capacity to produce calibrations based on processing raw data. A CERN Analysis Facility provides an additional analysis capacity, with an important role in the calibration and algorithmic development work. ATLAS has adopted an object-oriented approach to software, based primarily on the C++ programming language, but with some components implemented using FORTRAN and Java. A component-based model has been adopted, whereby applications are built up from collections of plug-compatible components based on a variety of configuration files. This capability is supported by a common framework that provides common data-processing support. This approach results in great flexibility in meeting both the basic processing needs of the experiment, but also for responding to changing requirements throughout its lifetime. The heavy use of abstract interfaces allows for different implementations to be provided, supporting different persistency technologies, or optimized for the offline or high-level trigger environments.
+The Athena framework is an enhanced version of the Gaudi framework that was originally developed by the LHCb experiment, but is now a common ATLAS-LHCb project. Major
+design principles are the clear separation of data and algorithms, and between transient (in-memory) and persistent (in-file) data. All levels of processing of ATLAS data, from high-level trigger to event simulation, reconstruction and analysis, take place within the Athena framework; in this way it is easier for code developers and users to test and run algorithmic code, with the assurance that all geometry and conditions data will be the same for all types of applications ( simulation, reconstruction, analysis, visualization).
+One of the principal challenges for ATLAS computing is to develop and operate a data storage and management infrastructure able to meet the demands of a yearly data volume of O(10PB) utilized by data processing and analysis activities spread around the world. The ATLAS Computing Model establishes the environment and operational requirements that ATLAS data-handling systems must support and provides the primary guidance for the development of the data management systems.
+The ATLAS Databases and Data Management Project (DB Project) leads and coordinates ATLAS activities in these areas, with a scope encompassing technical data bases (detector production, installation and survey data), detector geometry, online/TDAQ databases, conditions databases (online and offline), event data, offline processing configuration and bookkeeping, distributed data management, and distributed database and data management services. The project is responsible for ensuring the coherent development, integration and operational capability of the distributed database and data management software and infrastructure for ATLAS across these areas.
+The ATLAS Computing Model defines the distribution of raw and processed data to Tier-1 and Tier-2 centres, so as to be able to exploit fully the computing resources that are made available to the Collaboration. Additional computing resources are available for data processing and analysis at Tier-3 centres and other computing facilities to which ATLAS may have access. A complex set of tools and distributed services, enabling the automatic distribution and processing of the large amounts of data, has been developed and deployed by ATLAS in cooperation with the LHC Computing Grid (LCG) Project and with the middleware providers of the three large Grid infrastructures we use: EGI, OSG and NorduGrid. The tools are designed in a flexible way, in order to have the possibility to extend them to use other types of Grid middleware in the future.
+The main computing operations that ATLAS have to run comprise the preparation, distribution and validation of ATLAS software, and the computing and data management operations run centrally on Tier-0, Tier-1s and Tier-2s. The ATLAS Virtual Organization allows production and analysis users to run jobs and access data at remote sites using the ATLAS-developed Grid tools.
+The Computing Model, together with the knowledge of the resources needed to store and process each ATLAS event, gives rise to estimates of required resources that can be used to design and set up the various facilities. It is not assumed that all Tier-1s or Tier-2s are of the same size; however, in order to ensure a smooth operation of the Computing Model, all Tier-1s usually have broadly similar proportions of disk, tape and CPU, and similarly for the Tier-2s.
+The organization of the ATLAS Software and Computing Project reflects all areas of activity within the project itself. Strong high-level links are established with other parts of the ATLAS organization, such as the TDAQ Project and Physics Coordination, through cross-representation in the respective steering boards. The Computing Management
+Board, and in particular the Planning Officer, acts to make sure that software and computing developments take place coherently across sub-systems and that the project as a whole meets its milestones. The International Computing Board assures the information flow between the ATLAS Software and Computing Project and the national resources and their Funding Agencies.
+
+
+
+\section{The role of the Italian Computing facilities in the global ATLAS Computing}
+
+Italy provides Tier-1, Tier-2 and Tier-3 facilities to the ATLAS collaboration. The Tier-1, located at CNAF, Bologna, is the main centre, also referred as “regional†centre. The Tier-2 centres are distributed in different areas of Italy, namely in Frascati, Napoli, Milano and Roma. All 4 Tier-2 sites are considered as Direct Tier-2 (T2D), meaning that they have an higher importance with respect to normal Tier-2s and can have primary data too. They are also considered satellites of the Tier-1, also identified as nucleus. The total of the Tier-2 sites corresponds to more than the total ATLAS size at the Tier-1, for what concerns disk and CPUs; tape is not available in the Tier-2 sites. A third category of sites is the so-called Tier-3 centres. Those are smaller centres, scattered in different places in Italy, that nevertheless contributes in a consistent way to the overall computing power, in terms of disk and CPUs. The overall size of the Tier-3 sites corresponds roughly to the size of a Tier-2 site. The Tier-1 and Tier-2 sites have pledged resources, while the Tier-3 sites do not have any pledge resource available.
+In terms of pledged resources, Italy contributes to the ATLAS computing as 9\% of both CPU and disk for the Tier-1. The share of the Tier-2 facilities corresponds to 7\% of disk and 9\% of CPU of the whole ATLAS computing infrastructure. The Italian Tier-1, together with the other Italian centres, provides both resources and expertise to the ATLAS computing community, and manages the so-called Italian Cloud of computing. Since 2015 the Italian Cloud does not only include Italian sites, but also Tier-3 sites of other countries, namely South Africa and Greece.
+The computing resources, in terms of disk, tape and CPU, available in the Tier-1 at CNAF have been very important for all kind of activities, including event generation, simulation, reconstruction, reprocessing and analysis, for both MonteCarlo and real data. Its major contribution has been the data reprocessing, since this is a very I/O and memory intense operation, normally executed only in Tier-1 centres. In this sense CNAF has played a fundamental role for the fine measurement of the Higgs [3] properties in 2018 and other analysis. The Italian centres, including CNAF, have been very active not only in the operation side, but contributed a lot in various aspect of the Computing of the ATLAS experiment, in particular for what concerns the network, the storage systems, the storage federations and the monitoring tools. The Tier-1 at CNAF has been very important for the ATLAS community in 2018, for some specific activities:
+
+\begin{itemize}
+\item improvements on the WebDAV/HTTPS access for StoRM, in order to be used as main renaming method for the ATLAS files in StoRM and for http federation purposes;
+\item improvements of the dynamic model of the multi-core resources operated via the LSF resource management system and simplification of the PanDA queues, using the Harvester service to mediate the control and information flow between PanDA and the resources.
+\item network troubleshooting via the Perfsonar-PS network monitoring system, used for the LHCONE overlay network, together with the other Tier-1 and Tier-2 sites;
+\item planning, readiness testing and implementation of the HTCondor batch system for the farming resources management.
+\end{itemize}
+
+\section{Main achievements of ATLAS Computing centers in Italy}
+
+The Italian Tier-2 Federation runs all the ATLAS computing activities in the Italian cloud supporting the operations at CNAF, the Italian Tier-1 centre, and the Milano, Napoli, Roma1 and Frascati Tier-2 sites. This insures an optimized use of the resources and a fair and efficient data access. The computing activities of the ATLAS collaboration have been constantly carried out over the whole 2018, in order to analyse the data of the Run-2 and produce the Monte Carlo data needed for the 2018 run.
+
+The LHC data taking started in April 2018 and, until the end of the operation in December 2018, all the Italian sites, the CNAF Tier-1 and the four Tier-2s, have been involved in all the computing operations of the collaboration: data reconstruction, Monte Carlo simulation, user and group analysis and data transfer among all the sites. Besides these activities, the Italian centers have contributed to the upgrade of the Computing Model both from the testing side and the development of specific working groups. ATLAS collected and registered at the Tier-0 ~60.6 fb$^{-1}$ and ~25 PB of raw and derived data, while the cumulative data volume distributed in all the data centers in the grid was of the order of ~80 PB. The data has been replicated with an efficiency of 100\% and an average throughput of the order of ~13 GB/s during the data taking period, with peaks above 25 GB/s. For just Italy, the average throughput was of the order of 800 MB/s with peaks above 2GB/s. The data replication speed from Tier-0 to the Tier-2s has been quite fast with a transfer time lower than 4 hours. The average number of simultaneous jobs running on the grid has been of about 110k for production (simulation and reconstruction) and data analysis, with peaks over 150k, with an average CPU efficiency up to more than 80\%. The use of the grid for analysis has been stable on ~26k simultaneous jobs, with peaks around the conferences’ periods to over 40k, showing the reliability and effectiveness of the use of grid tools for data analysis.
+
+The Italian sites contributed to the development of the Xrootd and http/webdav federation. In the latter case the access to the storage resources is managed using the http/webdav protocol, in collaboration with the CERN DPM team, the Belle2 experiment, the Canadian Corporate Cloud ant the RAL (UK) site. The purpose is to build a reliable storage federation, alternative to the Xrootd one, to access physics data both on the grid and on cloud storage infrastructures (like Amazon S3, MicroSoft Azure, etc). The Italian community is particularly involved in this project and the first results have been presented to the WLCG collaboration.
+
+The Italian community also contributes to develop new tools for distributed data analysis and management. Another topic of interest is the usage of new computing technologies: in this field the Italian community contributed to the development and testing of muon tracking algorithms in the ATLAS High Level Trigger, using GPGPU. Other topics in which the Italian community is involved are the Machine Learning/Deep Learning for both analysis and Operational Intelligence and their applications to the experiment software and infrastructure, by using accelerators like GPGPU and FPGAs.
+
+The contribution of the Italian sites to the computing activities in terms of processed jobs and data recorded has been of about 9\%, corresponding to the order of the resource pledged to the collaboration, with very good performance in term of availability, reliability and efficiency. All the sites are always in the top positions in the ranking of the collaboration sites.
+
+Besides the Tier-1 and Tier-2s, in 2018 also the Tier-3s gave a significant contribution to the Italian physicists community for the data analysis. The Tier-3s are local farms dedicated to the interactive data analysis, the last step of the analysis workflow, and to the grid analysis over small data sample. Several italian groups set up a farm for such a purpose in their universities and, after a testing and validation process performed by the distributed computing team of the collaboration, all have been recognized as official Tier-3s of the collaboration.
+
+
+
+\section{Impact of CNAF flooding incident on ATLAS computing activities}
+
+
+
+The ATLAS Computing Model was designed to have a sufficient redundancy of the available resources in order to tackle emergency situations like the flooding occurred on November 9th 2017 at CNAF. Thanks to the huge effort of the whole community of the CNAF, the operativity of the data centre restarted gradually from the second half of February 2018. A continuous interaction between ATLAS distributed computing community and CNAF people was needed to bring the computing operation fully back to normality. The deep collaboration was very successful and after one month the site was almost fully operational and the ATLAS data management and processing activities were running smoothly again. Eventually, the overall impact of the incident was limited enough, mainly thanks to the relatively quick recovery of the CNAF data center and to the robustness of the computing model.
+
+
+
+
+
+\section*{References}
+\begin{thebibliography}{9}
+
+\bibitem{ATLAS-det} The ATLAS Computing Technical Design Report ATLAS-TDR-017;
+CERN-LHCC-2005-022, June 2005
+
+\bibitem{ATLAS higgs} Observation of a new particle in the search for the Standard Model Higgs boson with the ATLAS detector at the LHC, the ATLAS Collaboration, Physics Letters B, Volume 716, Issue 1, 17 September 2012, Pages 1–29
+
+\bibitem{ATLAS-cm} The evolution of the ATLAS computing model; R W L Jones and D Barberis 2010 J. Phys.: Conf. Ser. 219 072037 doi:10.1088/1742-6596/219/7/072037
+
+
+
+
+
+
+\end{thebibliography}
+
+\end{document}
+
+
+
+
+
+
diff --git a/contributions/audit/Audit-2018.tex b/contributions/audit/Audit-2018.tex
new file mode 100644
index 0000000000000000000000000000000000000000..6696b6e6581b9c5608847ef2cc6e1cf7bf38b3e5
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@@ -0,0 +1,74 @@
+\documentclass[a4paper]{jpconf}
+\bibliographystyle{iopart-num}
+
+\begin{document}
+\title{Internal Auditing INFN for GDPR compliance}
+\author{V.~Ciaschini, P.~Belluomo}
+\address{INFN CNAF, Viale Berti Pichat 6/2, 40127, Bologna, Italy}
+\address{INFN sezione di Catania, Via Santa Sofia 64, 95123, Catania, Italy}
+
+\begin{abstract}
+With the General Data Protection Regulation (GDPR) coming into
+force, INFN had to decide how to implement its principles and
+requirements. To monitor their application and in general INFN's
+compliance with GDPR, INFN created a new group, called ``Compliance
+Auditing,'' whose job is to be internal auditors for all structures.
+This article describes the startup activity for the group.
+\end{abstract}
+
+\section{Compliance Auditing Group}
+\subsection{Rationale for creation}
+When discussing GDPR application during the Commissione Calcolo e Reti
+(CCR) 2018 workshop in Rimini, it became clear that setting up
+a set of rules and assuming that all parts of INFN would correctly
+follow them was not, by itself, enough. Indeed it was necessary to
+comply with the duty of vigilance, which in turn required periodic
+checkups.
+
+To counteract this worries, and to vigilate on its proper application,
+it was soon proposed to create a team which would take the
+name of ``compliance auditors,'' whose job was to act as internal
+auditors for all of INFN structures to check on the proper
+application of the regulations as implemented by INFN.
+
+
+\subsection{Startup Activity}
+Following the proposal of the group creation, the first task to solve
+was how to staff it. Two people, who had previous experience with the
+setup of ISO compliance structures for some of INFN sections
+volunteered, Patrizia Belluomo (Lead auditor, Sezione di Catania) and
+Vincenzo Ciaschini (CNAF).
+
+The first activity undertaken by the group was a collection, followed
+by the study of all the norms applicable to INFN's implementation of
+GDPR, like the text of the normative itself, other applicable Italian
+legislation, the documents describing INFN's implementation, and
+several INFN regulations that, while not specifically talking about
+GDPR, still governed issues that were related to it, e.g data
+retention policies.
+
+We also had to decide how to structure the audits. We decided to
+implement it according to well-known quality assurance principles. To
+apply these principles, we ended up deciding on a set of arguments
+that would be investigated during the audits, and a set of questions
+that could, but not necessarily would, be asked during the audits
+themselves, to act as a set of guidelines and to permit INFN
+structures to prepare properly.
+
+When the group was formally approved, these procedures were
+presented at the CCR workshop in Pisa in October, and an indicative
+calendar for the audits created and sent to the structures as a
+proposal on when they would be audited.
+
+Due to budget limitations, it was also decided that, at least for the
+first year, most of the audits would be done by telepresence, with
+on-site audits reserved for the sections that had, or would have, the
+most critical data, i.e: the structures that hosted or would host
+INFN's Sistema Informativo.
+
+The rest of the year was devoted to refine this organization and
+prepare the formal documentation that would be the output of the
+audits and the procedures that we would follow during the audits,
+which began in earnest in 9 January 2019, but that would be out of
+scope for 2018's Annual Report.
+\end{document}
diff --git a/contributions/belle/Cnaf-2019-5.0.pdf b/contributions/belle/Cnaf-2019-5.0.pdf
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diff --git a/contributions/borexino/Borexino_CNAFreport2018.tex b/contributions/borexino/Borexino_CNAFreport2018.tex
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+\documentclass[a4paper]{jpconf}
+\usepackage{graphicx}
+\begin{document}
+\title{The Borexino experiment at the INFN- CNAF}
+
+\author{Alessandra Carlotta Re\\ \small{on behalf of the BOREXINO collaboration}}
+\address{Universit\`{a} degli Studi e INFN di Milano, via Celoria 16, 20133 Milano, Italy}
+\ead{alessandra.re@mi.infn.it}
+
+\begin{abstract} %OK
+Almost all the energy from the Sun is produced through sequences of nuclear reactions that convert hydrogen into helium. Five of these
+processes emit neutrinos and represent a unique probe of the Sun's internal working.
+Borexino is a large volume liquid scintillator experiment designed for low energy neutrino detection, installed at the National
+Laboratory of Gran Sasso (Assergi, Italy) and operating since May 2007.
+Given the tiny cross-section of neutrino interactions with electrons ($\sigma ~ \approx 10^{-44}\,-\,10^{-45}~\mathrm{cm}^2$, for the
+solar neutrino energy range), the Borexino expected rates are very small. Despite that, the exceptional levels of radiopurity made possible
+for Borexino to accomplish not only its primary goal but also to produce many other interesting results both within and beyond the Standard
+Model of particle physics, helping a better understanding of the neutrino's features
+\end{abstract}
+
+\section{The Borexino experiment} %OK
+The Borexino experiment is located deep underground (3,800 meter water equivalent) in the Hall C of the National Laboratory of Gran Sasso (Assergi, Italy), and measures
+solar neutrinos via their interactions with a target of 278 ton organic liquid scintillator. The ultrapure liquid scintillator is contained inside a very thin transparent nylon vessel of 8.5 m diameter.
+
+Solar neutrinos are detected by measuring the energy and position of electrons scattered by the neutrino-electron elastic interactions.
+The scintillator promptly converts the kinetic energy of the electrons by emitting photons, which are then detected and converted into electronic signals by 2212 photomultipliers (PMT) mounted on a concentric 13.7 m diameter stainless steel sphere.
+
+The Borexino detector was designed exploiting the principle of graded shielding: an onion-like structure allows to shield from external radiations and from radiations produced in the external layers. The requirements on material radiopurity increase when moving to the innermost region of the detector.
+
+Starting from 2007 and through years, the Borexino \cite{ref:BxLong} experiment has been measuring the fluxes of low-energy neutrinos (neutrinos with energy $<3$ MeV), most notably those emitted in nuclear fusion reactions and $\beta$ decays along the pp-chain in the Sun.
+
+
+\section{The Borexino recent results} %OK
+On January 2018, the Borexino collaboration released a detailed paper \cite{ref:BxMC} about the Monte Carlo (MC) simulation of its detector and the agreement of the MC output
+with the detector's acquired data. The simulation accounts for absorption, reemission, and scattering of the optical photons, tracking them until they either are absorbed or reach the photocathode of one of the photomultiplier tubes. These simulations were used and still are used, to study and reproduce the energy response of the detector, its uniformity within the fiducial scintillator volume relevant to neutrino physics, and the time distribution of detected photons to better than 1\% between 100 keV and several MeV. This work has been foundamental to all the Borexino analysis so far done.
+
+On October 2018, the collaboration published on Nature \cite{ref:BxNuSol} the latest solar neutrino result concerning a comprehensive measurement of all fluxes of the pp-chain solar neutrinos. This work is a milestone for solar neutrino physics since it provides the first, complete study of the solar pp-chain and of its different terminations in a single detector and with a uniform data analysis procedure. This study confirmed the nuclear origin of the solar power and provided the most complete real-time insight into the core of our Sun so far.
+
+The Borexino analysis is now focused on the possibility to measure the interaction rates of the rare CNO solar neutrinos.
+
+
+\section{The Borexino computing at CNAF} %OK
+The INFN-CNAF currently hosts the whole Borexino data statistics and the users' area for physics studies.
+
+The Borexino data are classified into three types:
+\begin{itemize}
+\item {\bf raw data~} Raw data are compressed binary files with a typical size of about 600 Mb corresponding to a data taking time of $\sim$6h.
+\item {\bf root files~~~~} Root files are files containing the Borexino reconstructed events, each organized in a {\tt ROOT TTree}: their typical dimension is $\sim$1Gb.
+\item {\bf DSTs~~~~~~~} DST files contain only a selection of events for the high level analyses.
+\end{itemize}
+
+Borexino standard data taking requires a disk space increase of about 10 Tb/year while a complete Monte Carlo simulation of both neutrino signals and backgrounds requires about 8 Tb/DAQ year.
+
+The CNAF TAPE area also hosts a full backup of the Borexino rawdata.
+
+Our dedicated front-end machine ({\tt ui-borexino.cr.cnaf.infn.it}) and pledged CPU resources (about 1500 HS06) are used by the Borexino collaboration for root files production, Monte Carlo simulations, interactive and batch analysis jobs.
+Moreover, few times a year, an extraordinary peak usage (up to 3000 HS06 at least) is needed in order to perform a full reprocessing of the whole data statistics with updated versions of the reconstruction code and/or a massive Monte Carlo generation.
+
+\section{Conclusions} %OK
+Borexino has been, so far, the only experiment able to perform a real-time spectroscopy of neutrinos from almost all the nuclear reactions happening in the Sun. Near future goals are mainly focused around improving its current limit of the CNO neutrino flux and possibly measure it. While the amount of CPUs resources needed is expected to remain quite stable, during next years the Borexino collaboration will increase its disk space requests so to successfully complete its challenging and very rich physics program.
+
+\section*{References}
+\begin{thebibliography}{9}
+\bibitem{ref:BxLong} Bellini~G. {\it et al.} 2014~{\it Phys. Rev. D} {\bf 89} 112007.
+\bibitem{ref:BxMC} Agostini~M. {\it et al.} 2018~{\it Astropart. Phys.} {\bf 97} 136.
+\bibitem{ref:BxNuSol} Agostini~M. {\it et al.} 2018~{\it Nature} {\bf 562} 505.
+\end{thebibliography}
+\end{document}
+
diff --git a/contributions/cms/report-cms-feb-2019.tex b/contributions/cms/report-cms-feb-2019.tex
new file mode 100644
index 0000000000000000000000000000000000000000..dfe65d3abd98eb7ce6c03c4a49ab7b6813c86f13
--- /dev/null
+++ b/contributions/cms/report-cms-feb-2019.tex
@@ -0,0 +1,93 @@
+\documentclass[a4paper]{jpconf}
+\usepackage{graphicx}
+\begin{document}
+\title{The CMS Experiment at the INFN CNAF Tier1}
+
+\author{Giuseppe Bagliesi}
+
+\address{INFN Sezione di Pisa, L.go B.Pontecorvo 3, 56127 Pisa, Italy}
+
+\ead{giuseppe.bagliesi@cern.ch}
+
+\begin{abstract}
+A brief description of the CMS Computing operations during LHC RunII and their recent developments is given. The CMS utilization at Tier-1 CNAF is described
+\end{abstract}
+
+\section{Introduction}
+The CMS Experiment \cite{CMS-descr} at CERN collects and analyses data from the pp collisions in the LHC Collider.
+The first physics Run, at centre of mass energy of 7-8 TeV, started in late March 2010, and ended in February 2013; more than 25~fb$^{-1}$ of collisions were collected during the Run. RunII, at 13 TeV, started in 2015, and finished at the end of 2018.
+
+During the first two years of RunII, LHC has been able to largely exceed its design parameters: already in 2016 instantaneous luminosity reached $1.5\times 10^{34}\mathrm{cm^{-2}s^{-1}}$, 50\% more than the planned “high luminosity†LHC phase. The most astonishing achievement, still, is a huge improvement on the fraction of time LHC can serve physics collision, increased form ~35\% of RunI to more than 80\% in some months on 2016.
+The most visible effect, computing wise, is a large increase of data to be stored, processed and analysed offline, with 2016 allowing for the collection of more than 40 fb$^{-1}$ of physics data.
+
+In 2017 CMS recorded more than 46 fb$^{-1}$ of pp collisions, in addition to the data collected during 2016. These data were collected under considerably higher than expected pileup conditions forcing CMS to request a lumi-levelling to PU~55 for the first hours of the LHC fill; this has challenged both the computing system and CMS analysts with more complex events to process with respect to the modelling. From the computing operations side, higher pileup meant larger events and more time to process events than anticipated in the 2017 planning. As these data taking conditions affected only the second part of the year, the average 2017 pileup was in line with that used during the CMS resource planning.
+
+2018 was another excellent year for LHC operations and luminosity delivered to the experiments. CMS recorded 64 fb$^{-1}$ of pp collisions during 2018, in addition to the 84 fb$^{-1}$ collected during 2016 and 2017. This brings the total luminosity delivered in RunII to more than 150 fb$^{-1}$ , and the total RunI + RunII dataset to more than 190 fb$^{-1}$.
+
+
+
+\section{Run II computing operations}
+During Run~II, the computing 2004 model designed for Run~I has greatly evolved. The MONARC Hierarchical division of sites in Tier0, Tier-1s and Tier-2s, is still present, but less relevant during operations. All simulation, analysis and processing workflows can now be executed at virtually any site, with a full transfer mesh allowing for point-to-point data movement, outside the rigid hierarchy.
+
+Remote access to data, using WAN-aware protocols like XrootD and data federations, are used more and more instead of planned data movement, allowing for an easier exploitation of CPU resources.
+Opportunistic computing is becoming a key component, with CMS having explored access to HPC systems, Commercial Clouds, and with the capability of running its workflows on virtually any (sizeable) resource we have access to.
+
+In 2018 CMS deployed singularity \cite{singu} to all sites supporting the CMS VO. Singularity is a container solution which allows CMS to select the OS on a per job basis and decouples the OS of worker nodes from that required by experiments. Sites can setup worker nodes with a Singularity supported OS and CMS will choose the appropriate OS image for each job.
+
+CMS deployed a new version of the prompt reconstruction software on July 2018, during LHC MD2. This software is adapted to detector upgrades and data taking conditions, and the production level of alignment and calibration algorithms is reached. Data collected before this point has now been reprocessed for a fully consistent data set for analysis, in time for the Moriond 2019 conference. Production and distributed analysis activities continued at a very high level throughout 2018. The MC17 campaign, to be used for Winter and Summer 18 conferences, continued throughout the year, with decreasing utilization of resources; overall, more than 15B events were available by the Summer. The equivalent simulation campaign for 2018 data, MC18, started in October 2018 and is now almost completed.
+
+Developments to increase CMS throughput and disk usage efficiently continue. Of particular interest is the development of the NanoAOD data tier as a new alternative for analysis users.
+The NanoAOD size per event is approximately 1 kB, 30-50 times smaller than the MiniAOD data tier and relies on only simple data types rather than the hierarchical data format structure in the CMS MiniAOD (and AOD) data tier. NanoAOD samples for the 2016, 2017 and 2018 data and corresponding Monte Carlo simulation have been produced, and are being used in many analyses. NanoAOD is now automatically produced in all the central production campaigns, and fast reprocessing campaigns from MiniAOD to NanoAOD have been tested and are able to achieve more than 4B events per day using only a fraction of CMS resources.
+
+
+\section{CMS WLCG Resources and expected increase}
+CMS Computing model has been used to request resources for 2018-19 RunII data taking and reprocessing, with total requests (Tier-0 + Tier-1s + Tier-2s) exceeding 2073 kHS06, 172 PB on disk, and 320 PB on tape.
+However the actual pledged resources have been substantially lower than the requests due to budget restrictions from the funding agencies. To reduce the impact of this issue, CMS was able to achieve and deploy several technological advancements, including reducing the needed amount of AOD(SIM) on disk and to reduce the amount of simulated raw events on tape. In addition, some computing resource providers were able to provide more than their pledged level of resources to CMS during 2018.
+Thanks to the optimizations and technological improvements described before it has been possible to tune accordingly the computing model of CMS. Year-by-year increases, which would have been large in presence of the reference computing model, have been reduced substantially.
+
+Italy contributes to CMS computing with 13\% of the Tier-1 and Tier-2 resources. The increase of CNAF pledges for 2019 have been reduced by a factor two with respect to the original request, due to INFN budget limitations, and the remaining increase has been postponed to 2021.
+The 2019 pledges are therefore 78 kHS06 of CPU, 8020 TB of disk, and 26 PB for tape.
+
+CMS usage of CNAF is very intense and it represents one of the largest Tier-1 in CMS as number of processed hours, after the US Tier-1; the same holds for total number of processed jobs, as shown in Fig.~\ref{cms-jobs}.
+
+
+\begin{figure}
+\begin{center}
+\includegraphics[width=0.8\textwidth,bb=0 0 900 900]{tier1-jobs-2018.pdf}
+\end{center}
+\caption{\label{cms-jobs}Jobs processed at CMS Tier1s during 2018}
+\end{figure}
+
+
+
+\section{The CNAF flood incident}
+On November 9th 2017 a major incident happened when the CNAF computer center was flooded.
+This caused an interruption of all CNAF services and the damage of many disk arrays and servers, as well as of the tape library. About 40 damaged tapes (out of a total of 150) belonged to CMS. They contained unique copy of MC and RECO data. Six tapes contained a 2nd custodial copy of RAW data.
+A special recovery procedure was adopted by CNAF team through a specialized company and no data have been permanently lost.
+
+The impact of this incident for CMS, although serious, was mitigated thanks to the intrinsic redundancy of our distributed computing model. Other Tier1s increased temporary their share to compensate the CPU loss, deploying the 2018 pledges as soon as possible.
+A full recovery of CMS services of CNAF was achieved by beginning of March 2018.
+
+It is important to point out that, despite the incident affecting the first months of 2018, the integrated site readiness of CNAF in 2018 was very good and at the same level or better than the other CMS Tier1s, see Fig.~\ref{tier1-cms-sr}.
+
+\begin{figure}
+\begin{center}
+\includegraphics[width=0.8\textwidth,bb=0 0 900 900]{tier1-readiness-2018.pdf}
+\end{center}
+\caption{\label{tier1-cms-sr}Site readiness of CMS Tier1s in 2018}
+\end{figure}
+
+
+\section{Conclusions}
+CNAF is an important asset for the CMS Collaboration, being the second Tier1 in terms of resource utilization, pledges and availability.
+The unfortunate incident of the end of 2017 has been managed professionally and efficiently by the CNAF staff, guaranteeing the fastest possible recovery with minimal data losses at the beginning of 2018.
+
+
+\section*{References}
+\begin{thebibliography}{9}
+\bibitem{CMS-descr}CMS Collaboration, The CMS experiment at the CERN LHC, JINST 3 (2008) S08004,
+doi:10.1088/1748-0221/3/08/S08004.
+\bibitem{singu} http://singularity.lbl.gov/
+\end{thebibliography}
+
+\end{document}
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diff --git a/contributions/cnprov/cnprov.tex b/contributions/cnprov/cnprov.tex
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@@ -0,0 +1,82 @@
+\documentclass[a4paper]{jpconf}
+\usepackage{graphicx}
+\usepackage{hyperref}
+\usepackage{eurosym}
+
+\begin{document}
+\title{CNAF Provisioning system: Puppet 5 upgrade}
+
+\author{
+ Stefano Bovina$^1$,
+ Diego Michelotto$^1$,
+ Enrico Fattibene$^1$,
+ Antonio Falabella$^1$,
+ Andrea Chierici$^1$
+}
+
+\address{$^1$ INFN CNAF, Viale Berti Pichat 6/2, 40126, Bologna, Italy}
+
+\ead{
+ stefano.bovina@cnaf.infn.it,
+ diego.michelotto@cnaf.infn.it,
+ enrico.fattibene@cnaf.infn.it,
+ antonio.falabella@cnaf.infn.it,
+ andrea.chierici@cnaf.infn.it
+}
+
+\begin{abstract}
+Since 2015 CNAF departments can take advantage of a common provisioning system based on Foreman/Puppet to install and configure heterogeneous sets of physical and virtual machines.
+During 2017 and 2018, the CNAF provisioning system, preciously based on Puppet~\cite{ref:puppet} version 3, has been upgraded, since that version has reached "End-of-life" at 31/12/2016.
+Due to other higher priority tasks, the start of this activity was postponed to 2017.
+In this report we are going to describe activities that have been carried on in order to finalize the migration from Puppet 3 to Puppet 5.
+\end{abstract}
+
+\section{Provisioning at CNAF}
+The installation and configuration activity, in a big computing centre like CNAF, must take into account the size of the resources
+(roughly a thousand nodes to manage), the heterogeneity of the systems (virtual vs physical nodes, computing nodes and different type of servers)
+and the different working group in charge for their management.
+To meet this challenge CNAF implemented a unique solution, adopted by all the departments,
+based on two well known open source technologies: Foreman~\cite{ref:foreman} for the initial installation, and Puppet for the configuration.
+\newline
+
+Due to the importance of this infrastructure, it is crucial to upgrade it trying to minimize the impact on production systems, so that
+preventing service disruptions or broken configurations.
+To achieve this, we have worked on the Puppet test suite based on RSpec~\cite{ref:rspec} and rspec-puppet~\cite{ref:rspec-puppet} tools.
+
+
+\section{Puppet 5 upgrade: finalization}
+Going from Puppet 3 to Puppet 5 implies a major software upgrade, with lots of configurations and functionality changes.
+For this reason, the main activity in 2017 has been the setup of automated tests and the development of specific utilities for Puppet modules in order to prepare the migration.
+During 2017 we prepared and documented a detailed procedure for the upgrade of all resources administered by the different CNAF departments and several tests were performed
+in order to minimize the risks of issues in production.
+At the beginning of 2018 we started the upgrade of the production environment which consisted in the following steps:
+
+\begin{itemize}
+\item Upgrade Foreman to version 1.16.0 in order to support Puppet 5;
+\item Ensuring that every client configuration contains the ca\_server entry;
+\item Ensuring that every client is at version 3.8.7 in order to support Puppet 5;
+\item Deploy a Puppet 5 CA as replacement of the Puppet 3 CA;
+\item Deploy Puppet 5 workers (3x Puppetserver) in addition to the existing ones;
+\item Upgrade the server configuration entry (from Puppet 3 to 5) on every client while keeping client at version 3.8.7;
+\item Upgrade Puppet client to version 5;
+\item Remove old Puppet 3 infrastructure;
+\item Upgrade Puppetforge modules to a newer version (not Puppet 3 compatible).
+\end{itemize}
+
+By the end of 2018 all the ~1500 hosts administered through the CNAF provisioning system were made able to exploit the upgraded infrastructure.
+
+\section{Future works}
+Currently, we are finalizing the Puppetforge modules upgrade. Once all modules are updated, Foreman will be updated to the latest version and tests for Puppet 6 migration will begin immediately after.
+
+
+\section{References}
+\begin{thebibliography}{1}
+ \bibitem{ref:puppet} Puppet webpage: https://puppet.com/
+ \bibitem{ref:foreman} The Foreman webpage: https://theforeman.org/
+ \bibitem{ref:rspec} The RSpec webpage: http://rspec.info/
+ \bibitem{ref:rspec-puppet} The rspec-puppet webpage: http://rspec-puppet.com/
+\end{thebibliography}
+
+
+\end{document}
+
diff --git a/contributions/cnprov/cnprov.tex.bak b/contributions/cnprov/cnprov.tex.bak
new file mode 100644
index 0000000000000000000000000000000000000000..833307d0ec0e9e96849f831a4742048c6def67db
--- /dev/null
+++ b/contributions/cnprov/cnprov.tex.bak
@@ -0,0 +1,82 @@
+\documentclass[a4paper]{jpconf}
+\usepackage{graphicx}
+\usepackage{hyperref}
+\usepackage{eurosym}
+
+\begin{document}
+\title{CNAF Provisioning system: Puppet 5 upgrade}
+
+\author{
+ Stefano Bovina$^1$,
+ Diego Michelotto$^1$,
+ Enrico Fattibene$^1$,
+ Antonio Falabella$^1$,
+ Andrea Chierici$^1$
+}
+
+\address{$^1$ INFN CNAF, Viale Berti Pichat 6/2, 40126, Bologna, Italy}
+
+\ead{
+ stefano.bovina@cnaf.infn.it,
+ diego.michelotto@cnaf.infn.it,
+ enrico.fattibene@cnaf.infn.it,
+ antonio.falabella@cnaf.infn.it,
+ andrea.chierici@cnaf.infn.it
+}
+
+\begin{abstract}
+Since 2015 CNAF departments can take advantage of a common provisioning system based on Foreman/Puppet to install and configure heterogeneous sets of physical and virtual machines.
+During 2017 and 2018, the CNAF provisioning system, priviously based on Puppet~\cite{ref:puppet} version 3, has been upgraded, since that version has reached "End-of-life" at 31/12/2016.
+Due to other higher priority tasks, the start of this activity was postponed to 2017.
+In this report we are going to describe activities that have been carried on in order to finalize the migration from Puppet 3 to Puppet 5.
+\end{abstract}
+
+\section{Provisioning at CNAF}
+The installation and configuration activity, in a big computing centre like CNAF, must take into account the size of the resources
+(roughly a thousand nodes to manage), the heterogeneity of the systems (virtual vs physical nodes, computing nodes and different type of servers)
+and the different working group in charge for their management.
+To meet this challenge CNAF implemented a unique solution, adopted by all the departments,
+based on two well known open source technologies: Foreman~\cite{ref:foreman} for the initial installation, and Puppet for the configuration.
+\newline
+
+Due to the importance of this infrastructure, it is crucial to upgrade it trying to minimize the impact on production systems, so that
+preventing service disruptions or broken configurations.
+To achieve this, we have worked on the Puppet test suite based on RSpec~\cite{ref:rspec} and rspec-puppet~\cite{ref:rspec-puppet} tools.
+
+
+\section{Puppet 5 upgrade: finalization}
+Going from Puppet 3 to Puppet 5 implies a major software upgrade, with lots of configurations and functionality changes.
+For this reason, the main activity in 2017 has been the setup of automated tests and the development of specific utilities for Puppet modules in order to prepare the migration.
+During 2017 we prepared and documented a detailed procedure for the upgrade of all resources administred by the different CNAF departments and several tests were performed
+in order to minimize the risks of issues in production.
+At the beginning of 2018 we started the upgrade of the production environment which consisted in the following steps:
+
+\begin{itemize}
+\item Upgrade Foreman to version 1.16.0 in order to support Puppet 5;
+\item Ensuring that every client configuration contains the ca\_server entry;
+\item Ensuring that every client is at version 3.8.7 in order to support Puppet 5;
+\item Deploy a Puppet 5 CA as replacement of the Puppet 3 CA;
+\item Deploy Puppet 5 workers (3x Puppetserver) in addition to the existing ones;
+\item Upgrade the server config entry (from Puppet 3 to 5) on every client while keeping client at version 3.8.7;
+\item Upgrade Puppet client to version 5;
+\item Remove old Puppet 3 infrastructure;
+\item Upgrade Puppetforge modules to a newer version (not Puppet 3 compatible).
+\end{itemize}
+
+By the end of 2018 all the ~1500 hosts administered through the CNAF provisioning system were made able to exploit the upgraded infrastructure.
+
+\section{Future works}
+Currently, we are finalizing the Puppetforge modules upgrade. Once all modules are updated, Foreman will be updated to the latest version and tests for Puppet 6 migration will begin immediately after.
+
+
+\section{References}
+\begin{thebibliography}{1}
+ \bibitem{ref:puppet} Puppet webpage: https://puppet.com/
+ \bibitem{ref:foreman} The Foreman webpage: https://theforeman.org/
+ \bibitem{ref:rspec} The RSpec webpage: http://rspec.info/
+ \bibitem{ref:rspec-puppet} The rspec-puppet webpage: http://rspec-puppet.com/
+\end{thebibliography}
+
+
+\end{document}
+
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diff --git a/contributions/cta/CTA_annualreport_2018_v1.tex b/contributions/cta/CTA_annualreport_2018_v1.tex
new file mode 100644
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+\documentclass[a4paper]{jpconf}
+\usepackage{epsfig}
+%\usepackage{epstopdf}
+\usepackage{graphicx}
+\begin{document}
+\title{The Cherenkov Telescope Array}
+
+\author{L. Arrabito$^1$, C. Bigongiari$^2$, F. Di Pierro$^3$ and P. Vallania$^{3,4}$}
+
+\address{$^1$ Laboratoire Univers et Particules de Montpellier, Universit\'e de Montpellier II Place Eug\`ene Bataillon - CC 72, CNRS/IN2P3,
+ F-34095 Montpellier, France}
+\address{$^2$ INAF Osservatorio Astronomico di Roma - Via Frascati 33, 00040, Monte Porzio Catone (RM), Italy}
+\address{$^3$ INFN Sezione di Torino - Via Pietro Giuria 1, 10125, Torino (TO), Italy}
+\address{$^4$ INAF Osservatorio Astrofisico di Torino - Via Pietro Giuria 1, 10125, Torino (TO), Italy}
+
+\ead{arrabito@in2p3.fr, ciro.bigongiari@oa-roma.inaf.it, federico.dipierro@to.infn.it, piero.vallania@to.infn.it}
+
+
+\begin{abstract}
+
+The Cherenkov Telescope Array (CTA) is an ongoing worldwide project to build a new generation ground based observatory for Very High Energy (VHE) gamma-ray astronomy.
+CTA will feature two arrays of Imaging Atmospheric Cherenkov Telescopes (IACTs), one in each Earth hemisphere, to ensure the full sky coverage and will be operated as an open observatory to maximize its scientific yield.
+Each array will be composed of tens of IACTs of different sizes to achieve a ten-fold improvement in sensitivity,
+with respect to current generation facilities, over an unprecedented energy range which extends from a few tens of GeV to a hundred of TeV.
+Imaging Cherenkov telescopes have already discovered tens of VHE gamma-ray emitters providing plentiful of valuable data and clearly demonstrating the power of the imaging Cherenkov technique.
+The much higher telescope multiplicity provided by CTA will drive to highly improved angular and energy resolution, which will permit more accurate morphological and spectrographical studies of VHE gamma-ray sources. CTA project combines therefore guaranteed scientific return, in the form of high precision astrophysics, with considerable potential for major discoveries in astrophysics, cosmology and fundamental physics.
+
+\end{abstract}
+
+\section{Introduction}
+
+Since the discovery of the first VHE gamma-ray source, the Crab Nebula \cite{CrabDiscovery} by the Whipple collaboration in 1989, ground-based gamma-ray astronomy has undergone an impressive development which drove to the discovery of more than 190 gamma-ray sources in less than 30 years \cite{TevCat}.
+Whenever a new generation of ground-based gamma-ray observatory came into play gamma-ray astronomy experienced a major step in the number of discovered sources as well as in the comprehension of the astrophysical phenomena involved in the emission of VHE gamma radiation.
+Present generation facilities like H.E.S.S. \cite{HESS}, MAGIC \cite{MAGIC} and VERITAS \cite{VERITAS} already provided a deep insight into the non-thermal processes which are responsible of the high energy emission by many astrophysical sources, like Supernova Remnants, Pulsar Wind Nebulae, Micro-quasars and Active Galactic Nuclei, clearly demonstrating the huge physics potential of this field, which is not restricted to pure astrophysical observations, but allows significant contributions to particle physics and cosmology too, see \cite{DeNauroisMazin2015,LemoineGoumard2015} for recent reviews. The impressive physics achievements obtained with the present generation instruments as well as the technological developments regarding mirror production
+and new photon-detectors triggered many projects for a new-generation gamma-ray observatory by groups of astroparticle physicists around the world which later merged to form the CTA consortium \cite{CtaConsortium}.
+CTA members are carrying on a worldwide effort to provide the scientific community with a state-of-the-art ground-based gamma-ray observatory, allowing exploration of cosmic radiation in the very high energy range with unprecedented accuracy and sensitivity.
+
+
+\begin{figure}[ht]
+\includegraphics[width=\textwidth]{CTA_ProjectTimeline_Nov2018.eps}
+\caption{\label{CtaTimeline} CTA project time line.}
+\end{figure}
+
+
+VHE gamma-rays can be produced in the collision of highly relativistic particles with surrounding gas clouds or in their interaction with low energy photons or magnetic fields. Possible sources of such energetic particles include jets emerging from active galactic nuclei, remnants of supernova explosions, and the environment of rapidly spinning neutron stars. High-energy gamma-rays can also be produced in top-down scenarios by the decay of heavy particles such as hypothetical dark matter candidates or cosmic strings.
+The CTA observations will be used for detailed studies of above-mentioned astrophysical sources as well as for fundamental physics measurements, such as the indirect search of dark matter, searches for high energy violation of Lorentz invariance and searches for axion-like particles.
+High-energy gamma-rays can be used moreover to trace the populations of high-energy particles, thus providing insightful information about the sources of cosmic rays.
+Close cooperation with observatories of other wavelength ranges of the electromagnetic spectrum, and those using cosmic rays, neutrinos and gravitational waves are foreseen.
+
+To achieve a full sky-coverage the CTA observatory will consist of two arrays of IACTs, one in both Earth hemispheres. The northern array will be placed at the Observatorio del Roque de Los Muchachos on La Palma Island, Spain, while the southern array will be located in Chile at the ESO site close to the Cerro Paranal.
+The two sites were selected after years of careful consideration of extensive studies of the environmental conditions, simulations of the science performance and assessments of construction and operation costs.
+Each array will be composed by IACTs of different sizes to achieve an overall ten-fold improvement in sensitivity with respect to current IACT arrays while extending the covered energy range from about 20 GeV to about 300 TeV.
+The southern hemisphere array will feature telescopes of three different sizes to cover the full energy range for a detailed investigation of galactic sources, and in particular of the Galactic center, without neglecting observations of extragalactic objects.
+The northern hemisphere array instead will consist of telescopes of two different sizes only covering the low energy end of the above-mentioned range (up to some tens of TeV) and will be dedicated mainly to northern extragalactic objects and cosmology studies.
+
+The CTA observatory with its two arrays will be operated by one single consortium and a significant and increasing fraction of the observation time will be open to the general astrophysical community to maximize CTA scientific return.
+
+The CTA project has entered the pre-construction phase. The first Large Size Telescope has been inaugurated in October 2018, accordingly to the schedule (see Fig. \ref{CtaTimeline}), in the La Palma CTA Northern Site. During 2019 the construction of 3 more LSTs will start. In December 2018 another telescope prototype, the Dual Mirror Medium Size Telescope has been also inaugurated at the Mount Whipple Observatory (Arizona, US).
+Meanwhile detailed geophysical characterization of the southern site is ongoing and the agreement between the hosting country and the CTA Observatory has been signed.
+First commissioning data from LST1 have started to be acquired at the end of 2018, in 2019 the first gamma-rays observations are expected.
+CTA Observatory is expected to become fully operational by 2025 but precursors mini-arrays are expected to operate already in 2020.
+
+A detailed description of the project and its expected performance can be found in a dedicated volume of the Astroparticle Physics journal \cite{CtaApP}, while an update on the project status can be found in \cite{Ong2017}.
+CTA is included in the 2008 roadmap of the European Strategy Forum on Research Infrastructures (ESFRI),
+is one of the Magnificent Seven of the European strategy for astroparticle physics by ASPERA,
+and highly ranked in the strategic plan for European astronomy of ASTRONET.
+
+
+
+\section{Computing Model}
+
+In the pre-construction phase the available computing resources are used mainly for the simulation of atmospheric showers and their interaction with the Cherenkov telescopes of the CTA arrays to evaluate the expected performance and optimize many construction parameters.
+The simulation of the atmospheric shower development, performed with Corsika \cite{Corsika}, is followed by the simulation of the detector response with sim\_telarray \cite{SimTelarray}, a code developed within the CTA consortium.
+It is worthwhile to notice that thanks to the very high rejection of hadronic background achieved with the IACT technique, huge samples of simulated hadronic events are needed to achieve statistically significant estimates of the CTA performance.
+About $10^{11}$ cosmic ray induced atmospheric showers for each site are needed to properly estimate the array sensitivity, energy and angular resolution requiring extensive computing needs in term of both disk space and CPU power. Given these large storage and computing requirements, the Grid approach was chosen to pursue this task and a Virtual Organization for CTA was created in 2008 and is presently supported by 20 EGI sites and one ARC site spread over 7 countries, with more than 3.6 PB of storage, about 7000 available cores on average and usage peaks as high as 12000 concurrent running jobs.
+
+The CTA production system currently in use \cite{Arrabito2015} is based on the DIRAC framework \cite{Dirac}, which has been originally developed to support the production activities of the LHCb (Large Hadron Collider Beauty) experiment and today is extensively used by several particle physics and biology communities. DIRAC offers powerful job submission functionalities and can interface with a palette of heterogeneous resources, such as grid sites, cloud sites, HPC centers, computer clusters and volunteer computing platforms. Moreover, DIRAC provides a layer for interfacing with different types of resources, like computing elements, catalogs or storage systems.
+
+A massive production of simulated data has been carried on in 2018 to estimate the expected performance with improved telescopes' models and with different night-sky background levels. A simulation dedicated to the detailed comparison of different Small Size Telescope versions was also carried on. Simulated data have been analyzed with two different analysis chains to crosscheck the results and have been also used for the development of the new official CTA reconstruction and analysis pipeline.
+
+\begin{figure}[ht]
+\includegraphics[width=\textwidth]{cpu-days-used-2018-bysite.eps}
+\caption{\label{CPU} CPU power provided in 2018 by Grid sites in the CTA Virtual Organization.}
+\end{figure}
+
+About 2.7 million of GRID jobs have been executed in 2018 for such task corresponding to about 206.4 millions of HS06 hours of CPU power and 10 PB of data transferred.
+CNAF contributed to this effort with about 16.8 millions of HS06 hours and 790 TB of disk space corresponding to 8\% of the overall CPU power used and the 17\% of the disk space resulting the second contributor in terms of storage and the fourth in terms of CPU time (see Fig. \ref{CPU}-\ref{Disk}).
+
+\begin{figure}[ht]
+\includegraphics[width=0.8\textwidth]{normalized-cpu-used-2018-bysite-cumulative.eps}
+\caption{\label{CPU-cumu} Cumulative normalized CPU used in 2018 by Grid sites in the CTA Virtual Organization.}
+\end{figure}
+
+\begin{figure}[ht]
+\includegraphics[width=0.8\textwidth]{transfered-data-2018-bysite.eps}
+\caption{\label{Disk} Total transferred data in 2018, for the Grid sites in the CTA Virtual Organization.}
+\end{figure}
+
+\clearpage
+
+\section*{References}
+\begin{thebibliography}{19}
+\bibitem{CrabDiscovery} Weekes T C {\it et al.} 1898 ``Observation of TeV gamma rays from the Crab nebula using the atmospheric Cerenkov imaging technique''
+{\it ApJ} {\bf 342} 379-95
+
+\bibitem{TevCat} TevCat web page http://tevcat.uchicago.edu
+
+\bibitem{HESS} H.E.S.S. web page https://www.mpi-hd.mpg.de/hfm/HESS/
+
+\bibitem{MAGIC} MAGIC web page https://magic.mppmu.mpg.de
+
+\bibitem{VERITAS} VERITAS web page http://veritas.sao.arizona.edu
+
+\bibitem{DeNauroisMazin2015} de Naurois M and Mazin D ``Ground-based detectors in very-high-energy gamma-ray astronomy''
+Comptes Rendus - Physique {\bf 16} Issue 6-7, 610-27
+
+\bibitem{LemoineGoumard2015} Lemoine-Goumard M 2015 ``Status of ground-based gamma-ray astronomy'' Conf. Proc of $34^{th}$ International Conference on C, 2015, The Hague,
+PoS ICRC2015 (2016) 012
+
+\bibitem{CtaConsortium} CTA web page https://www.cta-observatory.org/about/cta-consortium/
+
+\bibitem{CtaApP} Hinton J, Sarkar S, Torres D and Knapp J 2013 ``Seeing the High-Energy Universe with the Cherenkov Telescope Array. The Science Explored with the CTA'' {\it Astropart. Phys.} {\bf 43} 1-356
+
+%\bibitem{Bigongiari2016} Bigongiari C 2016 ``The Cherenkov Telescope Array'' Proc. of Cosmic Ray International Seminar (CRIS2015), %2015, Gallipoli,
+% {\it Nucl. Part. Phys. Proc.} {\bf 279–281} 174-81
+
+\bibitem{Ong2017} Ong R A et al. 2017 ``Cherenkov Telescope Array: The Next Generation Gamma-Ray Observatory''
+Proc. of 35th Int. Cosmic Ray Conf. - ICRC2017, 10-20 July, 2017, Busan, Korea (arXiv:1709.05434v1)
+
+\bibitem{Corsika} Heck D, Knapp J, Capdevielle J N, Schatz G and Thouw T 1998 ``CORSIKA: a Monte Carlo code to simulate extensive air showers''
+Forschungszentrum Karlsruhe GmbH, Karlsruhe (Germany), Feb 1998, V + 90 p., TIB Hannover, D-30167 Hannover (Germany)
+
+\bibitem{SimTelarray} Bernlh{\"o}r K 2008 ``Simulation of imaging atmospheric Cherenkov telescopes with CORSIKA and sim\_telarray'' {\it Astropart. Phys} {\bf 30} 149-58
+
+\bibitem{Arrabito2015} Arrabito L, Bregeon J, Haupt A, Graciani Diaz R, Stagni F and Tsaregorodtsev A 2015 ``Prototype of a production system for Cherenkov Telescope Array with DIRAC'' Proc. of $21^{st}$ Int. Conf.e on Computing in High Energy and Nuclear Physics (CHEP2015), 2015, Okinawa,
+{\it J. Phys.: Conf. Series} {\bf 664} 032001
+
+\bibitem{Dirac} Tsaregorodtsev A {\it et al.} 2014 ``DIRAC Distributed Computing Services'' Proc. of $20^{st}$ Int. Conf.e on Computing in High Energy and Nuclear Physics (CHEP2013)
+{\it J. Phys.: Conf. Series} {\bf 513} 032096
+
+
+\end{thebibliography}
+
+\end{document}
+
+
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diff --git a/contributions/cupid/cupid-biblio.bib b/contributions/cupid/cupid-biblio.bib
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index 0000000000000000000000000000000000000000..3834c471af5fd834621cea4a9bee04fba5ddeff7
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@@ -0,0 +1,114 @@
+%% This BibTeX bibliography file was created using BibDesk.
+%% http://bibdesk.sourceforge.net/
+
+%% Created for Fabio Bellini at 2018-02-24 11:10:52 +0100
+
+
+%% Saved with string encoding Unicode (UTF-8)
+
+
+
+@article{Azzolini:2018tum,
+ author = "Azzolini, O. and others",
+ title = "{CUPID-0: the first array of enriched scintillating
+ bolometers for $0\nu\beta\beta$ decay investigations}",
+ collaboration = "CUPID",
+ journal = "Eur. Phys. J.",
+ volume = "C78",
+ year = "2018",
+ number = "5",
+ pages = "428",
+ doi = "10.1140/epjc/s10052-018-5896-8",
+ eprint = "1802.06562",
+ archivePrefix = "arXiv",
+ primaryClass = "physics.ins-det",
+ SLACcitation = "%%CITATION = ARXIV:1802.06562;%%"
+}
+
+@article{Azzolini:2018dyb,
+ author = "Azzolini, O. and others",
+ title = "{First Result on the Neutrinoless Double-$\beta$ Decay of
+ $^{82}Se$ with CUPID-0}",
+ collaboration = "CUPID-0",
+ journal = "Phys. Rev. Lett.",
+ volume = "120",
+ year = "2018",
+ number = "23",
+ pages = "232502",
+ doi = "10.1103/PhysRevLett.120.232502",
+ eprint = "1802.07791",
+ archivePrefix = "arXiv",
+ primaryClass = "nucl-ex",
+ SLACcitation = "%%CITATION = ARXIV:1802.07791;%%"
+}
+
+@article{Azzolini:2018yye,
+ author = "Azzolini, O. and others",
+ title = "{Analysis of cryogenic calorimeters with light and heat
+ read-out for double beta decay searches}",
+ journal = "Eur. Phys. J.",
+ volume = "C78",
+ year = "2018",
+ number = "9",
+ pages = "734",
+ doi = "10.1140/epjc/s10052-018-6202-5",
+ eprint = "1806.02826",
+ archivePrefix = "arXiv",
+ primaryClass = "physics.ins-det",
+ SLACcitation = "%%CITATION = ARXIV:1806.02826;%%"
+}
+
+@article{Azzolini:2018oph,
+ author = "Azzolini, O. and others",
+ title = "{Search of the neutrino-less double beta decay of$^{82}$
+ Se into the excited states of$^{82}$ Kr with CUPID-0}",
+ collaboration = "CUPID",
+ journal = "Eur. Phys. J.",
+ volume = "C78",
+ year = "2018",
+ number = "11",
+ pages = "888",
+ doi = "10.1140/epjc/s10052-018-6340-9",
+ eprint = "1807.00665",
+ archivePrefix = "arXiv",
+ primaryClass = "nucl-ex",
+ SLACcitation = "%%CITATION = ARXIV:1807.00665;%%"
+}
+
+@article{DiDomizio:2018ldc,
+ author = "Di Domizio, S. and others",
+ title = "{A data acquisition and control system for large mass
+ bolometer arrays}",
+ journal = "JINST",
+ volume = "13",
+ year = "2018",
+ number = "12",
+ pages = "P12003",
+ doi = "10.1088/1748-0221/13/12/P12003",
+ eprint = "1807.11446",
+ archivePrefix = "arXiv",
+ primaryClass = "physics.ins-det",
+ SLACcitation = "%%CITATION = ARXIV:1807.11446;%%"
+}
+
+@article{Beretta:2019bmm,
+ author = "Beretta, M. and others",
+ title = "{Resolution enhancement with light/heat decorrelation in
+ CUPID-0 bolometric detector}",
+ year = "2019",
+ eprint = "1901.10434",
+ archivePrefix = "arXiv",
+ primaryClass = "physics.ins-det",
+ SLACcitation = "%%CITATION = ARXIV:1901.10434;%%"
+}
+
+@article{Azzolini:2019nmi,
+ author = "Azzolini, O. and others",
+ title = "{Background Model of the CUPID-0 Experiment}",
+ collaboration = "CUPID",
+ year = "2019",
+ eprint = "1904.10397",
+ archivePrefix = "arXiv",
+ primaryClass = "nucl-ex",
+ SLACcitation = "%%CITATION = ARXIV:1904.10397;%%"
+}
\ No newline at end of file
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+\documentclass[a4paper]{jpconf}
+\usepackage{graphicx}
+
+\bibliographystyle{iopart-num}
+%\usepackage{citesort}
+
+\begin{document}
+\title{CUPID-0 experiment}
+
+\author{CUPID-0 collaboration}
+
+%\address{}
+
+\ead{stefano.pirro@lngs.infn.it}
+
+\begin{abstract}
+With their excellent energy resolution, efficiency, and intrinsic radio-purity, cryogenic calorimeters are primed for the search of neutrino-less double beta decay (0$\nu$DBD).
+CUPID-0 is an array of 24 Zn$^{82}$Se scintillating bolometers used to search for 0$\nu$DBD of $^{82}$Se.
+It is the first large mass 0$\nu$DBD experiment exploiting a double read-out technique: the heat signal to accurately measure particle energies and the light signal to identify the particle type.
+The CUPID-0 is in data taking since March 2017 and obtained several outstanding scientific results.
+The configuration of the CUPID-0 data processing environment on the CNAF computing cluster has been used for the analysis of the first period of data taking.
+\end{abstract}
+
+\section{The experiment}
+Neutrino-less Double Beta Decay (0$\nu$DBD) is a hypothesized nuclear transition in which a nucleus decays emitting only two electrons.
+This process can not be accommodated in the Standard Model, as the absence of emitted neutrinos would violate the lepton number conservation.
+Among the several experimental approaches proposed for the search of 0$\nu$DBD, cryogenic calorimeters (bolometers) stand out for the possibility of achieving excellent energy resolution ($\sim$0.1\%), efficiency ($\ge$80\%) and intrinsic radio-purity. Moreover, the crystals that are operated as bolometers can be grown starting from most of the 0$\nu$DBD emitters, enabling the test of different nuclei.
+The state of the art of the bolometric technique is represented by CUORE, an experiment composed of 988 bolometers for a total mass of 741 kg, presently in data taking at Laboratori Nazionali del Gran Sasso.
+The ultimate limit of the CUORE background suppression resides in the presence of $\alpha$-decaying isotopes located in the detector structure.
+The CUPID-0 project \cite{Azzolini:2018dyb,Azzolini:2018tum} was born to overcome the actual limits.
+The main breakthrough of CUPID-0 is the addition of independent devices to measure the light signals emitted from scintillation in ZnSe bolometers.
+ The different properties of the light emission of electrons and $\alpha$ particles will enable event-by-event rejection of $\alpha$ interactions, suppressing the overall background in the region of interest for 0$\nu$DBD of at least one order of magnitude.
+The detector is composed by 26 ZnSe ultra-pure $\sim$ 500g bolometers, enriched at 95\% in $^{82}$Se, the 0$\nu$DBD emitter, and faced to Ge disks light detector operated as bolometers.
+CUPID-0 is hosted in a dilution refrigerator at the Laboratori Nazionali del Gran Sasso and started the data taking in March 2017.
+The first scientific run (i.e.,~ Phase I) ended in December 2018, collecting 9.95 kg$\times$y of ZnSe exposure.
+Such data were used to calculate a new limits on the $^{82}$Se 0$\nu$DBD~\cite{Azzolini:2018dyb,Azzolini:2018oph} and to develop a full background model of the experiment~\cite{Azzolini:2019nmi}.
+Phase II will start in June 2019 with an improved detector configuration.
+
+\section{CUPID-0 computing model and the role of CNAF}
+The CUPID-0 computing model is similar to the CUORE one, being the only difference in the sampling frequency and working point of the light detector bolometers.
+The full data stream is saved in root files, and a derivative trigger is software generated with a channel dependent threshold.
+%Raw data are saved in Root files and contain events in correspondence with energy releases occurred in the bolometers.
+Each event contains the waveform of the triggering bolometer and those geometrically close to it, plus some ancillary information.
+The non-event-based information is stored in a PostgreSQL database that is also accessed by the offline data analysis software.
+The data taking is arranged in runs, each run lasting about two days.
+Details of the CUPID-0 data acquisition and control system can be found in \cite{DiDomizio:2018ldc}.
+Raw data are transferred from the DAQ computers (LNGS) to the permanent storage area (located at CNAF) at the end of each run.
+A full copy of data is also preserved on tape.
+
+The data analysis flow consists of two steps; in the first level analysis, the event-based quantities are evaluated, while in the second level analysis the energy spectra are produced.
+The analysis software is organized in sequences.
+Each sequence consists of a collection of modules that scan the events in the Root files sequentially, evaluate some relevant quantities and store them back in the events.
+The analysis flow consists of several key steps that can be summarized in pulse amplitude estimation, detector gain correction, energy calibration and search for events in coincidence among multiple bolometers.
+The new tools developed for CUPID-0 to handle the light signals are introduced in \cite{Azzolini:2018yye,Beretta:2019bmm}.
+The main instance of the database was located at CNAF and the full analysis framework was used to analyze data until November 2017. A web page for offline reconstruction monitoring was maintained.
+%During 2017 a more intense usage of the CNAF resources is expected, both in terms of computing resourced and storage space.
+
+\section*{References}
+\bibliography{cupid-biblio}
+\end{document}
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+\documentclass[a4paper]{jpconf}
+\usepackage{graphicx}
+\usepackage{hyperref}
+\usepackage{todonotes}
+
+\begin{document}
+\title{DAMPE data processing and analysis at CNAF}
+
+\author{G. Ambrosi$^1$, G. Donvito$^5$, D.F.Droz$^6$, M. Duranti$^1$, D. D'Urso$^{2,3,4}$, F. Gargano$^{5,\ast}$, G. Torralba Elipe$^{7,8}$}
+
+
+\address{$^1$ INFN, Sezione di Perugia, I-06100 Perugia, Italy}
+\address{$^2$ Universit\`a di Sassari, I-07100 Sassari, Italy}
+\address{$^3$ ASDC, I-00133 Roma, Italy}
+\address{$^4$ INFN-LNS, I-95123 Catania, Italy}
+%\address{$^3$ Universit\`a di Perugia, I-06100 Perugia, Italy}
+\address{$^5$ INFN, Sezione di Bari, I-70125 Bari, Italy}
+\address{$^6$ University of Geneva, Departement de physique nucléaire et corpusculaire (DPNC), CH-1211, Gen\`eve 4, Switzerland}
+
+\address{$^7$ Gran Sasso Science Institute, L'Aquila, Italy}
+\address{$^8$ INFN - Laboratori Nazionali del Gran Sasso, L'Aquila, Italy}
+
+
+\address{DAMPE experiment \url{http://dpnc.unige.ch/dampe/},
+\url{http://dampe.pg.infn.it}}
+
+\ead{* fabio.gargano@ba.infn.it}
+
+\begin{abstract}
+DAMPE (DArk Matter Particle Explorer) is one of the five satellite missions in the framework of the Strategic Pioneer Research Program in Space Science of the Chinese Academy of Sciences (CAS). DAMPE has been launched the 17 December 2015 at 08:12 Beijing time into a sun-synchronous orbit at the altitude of 500 km. The satellite is equipped with a powerful space telescope for high energy gamma-ray, electron and cosmic ray detection.
+CNAF computing center is the mirror of DAMPE data outside China and the main data center for Monte Carlo production. It also supports user data analysis of the Italian DAMPE Collaboration.
+\end{abstract}
+
+\section{Introduction}
+
+\begin{figure}[ht]
+\begin{center}
+\includegraphics[width=20pc]{dampe_layout_2.jpg}
+\end{center}
+\caption{\label{fig:dampe_layout} DAMPE telescope scheme: a double layer of the plastic scintillator strip detector (PSD);
+the silicon-tungsten tracker-converter (STK) made of 6 tracking double layers; the imaging calorimeter with about 31 radiation lengths thickness, made of 14 layers of Bismuth Germanium Oxide (BGO) bars in a hodoscopic arrangement and finally
+the neutron detector (NUD) placed just below the calorimeter.}
+\end{figure}
+
+DAMPE is a space telescope for high energy cosmic-ray detection.
+In Fig. \ref{fig:dampe_layout} a scheme of the DAMPE telescope is shown. The top, the plastic scintillator strip detector (PSD) consists of one double layer of scintillating plastic strips detector, which serves as an anti-coincidence detector and to measure particle charge, followed by a silicon-tungsten tracker-converter (STK), which is made of 6 tracking layers. Each tracking layer consists of two layers of single-sided silicon strip detectors measuring the position on the two orthogonal views perpendicular to the pointing direction of the apparatus. Three layers of Tungsten plates with a thickness of 1~mm are inserted in front of tracking layers 3, 4 and 5 to promote photon conversion into electron-positron pairs. The STK is followed by an imaging calorimeter of about 31 radiation lengths thickness, made up of 14 layers of Bismuth Germanium Oxide (BGO) bars which are placed in a hodoscopic arrangement. The total thickness of the BGO and the STK corresponds to about 33 radiation lengths, making it the deepest calorimeter ever used in space. Finally, in order to detect delayed neutron resulting from hadron showers and to improve the electron/proton separation power, a neutron detector (NUD) is placed just below the calorimeter. The NUD consists of 16, 1~cm thick, boron-doped plastic scintillator plates of 19.5 $\times$ 19.5 cm$^2$ large, each read out by a photomultiplier.
+
+The primary scientific goal of DAMPE is to measure electrons and photons with much higher energy resolution and energy reach than achievable with existing space experiments. This will help to identify possible Dark Matter signatures but also may advance our understanding of the origin and propagation mechanisms of high energy cosmic rays and possibly lead to new discoveries in high energy gamma-ray astronomy.
+
+DAMPE was designed to have unprecedented sensitivity and energy reach for electrons, photons and heavier cosmic rays (proton and heavy ions). For electrons and photons, the detection range is 2 GeV-10 TeV, with an energy resolution of about 1.5\% at 100 GeV. For proton and heavy ions, the detection range is 100 GeV-100 TeV, with an energy resolution better than 40\% at 800 GeV. The geometrical factor is about 0.3 m$^2$ sr for electrons and photons, and about 0.2 m$^2$ sr for heavier cosmic rays. The angular resolution is 0.1$^{\circ}$ at 100 GeV.
+
+\section{DAMPE Computing Model and Computing Facilities}
+As a Chinese satellite, DAMPE data are collected via the Chinese space communication system and transmitted to the China National Space Administration (CNSA) center in Beijing. From Beijing data are then transmitted to the Purple Mountain Observatory (PMO) in Nanjing, where they are processed and reconstructed.
+On the European side, the DAMPE collaboration consists of research groups from INFN and University of Perugia, Lecce and Bari, and from the Department of Particle and Nuclear Physics (DPNC) at the University of Geneva in Switzerland.
+
+
+\subsection{Data production}
+PMO is the deputed center for DAMPE data production. Data are collected 4 times per day, each time the DAMPE satellite is passing over Chinese ground stations (almost every 6 hours). Once transferred to PMO, binary data, downloaded from the satellite, are processed to produce a stream of raw data in ROOT \cite{root} format ({\it 1B} data stream, $\sim$ 7 GB/day), and a second stream that include the orbital and slow control information ({\it 1F} data stream, $\sim$ 7 GB/day). The {\it 1B} and {\it 1F} streams are used to derive calibration files for the different subdetectors ($\sim$ 400MB/day). Finally, data are reconstructed using the DAMPE official reconstruction code, and the so-called {\it 2A} data stream (ROOT files, $\sim$ 85 GB/day) is produced. The total amount of data volume produced per day is $\sim$ 100 GB.
+Data processing and reconstruction activities are currently supported by a computing farm consisting of more than 1400 computing cores, able to reprocess 3 years DAMPE data in 1 month.
+
+\subsection{Monte Carlo Production}
+Analysis of DAMPE data requires large amounts of Monte Carlo simulation, to fully understand detector capabilities, measurement limits and systematic. In order to facilitate easy work-flow handling and management and also enable effective monitoring of a large number of batch jobs in various states, a NoSQL meta-data database using MongoDB \cite{mongo} was developed with a prototype currently running at the Physics Department of Geneva University. Database access is provided through a web-frontend and command tools based on the flask-web toolkit \cite{flask} with a client-backend of cron scripts that run on the selected computing farm. The design and implementation of this work-flow system were heavily influenced by the implementation of the Fermi-LAT data processing pipeline \cite{latpipeline} and the DIRAC computing framework \cite{dirac}.
+
+Once submitted, each batch job continuously reports its status to the database through outgoing HTTP requests. To that end, computing nodes need to allow for outgoing internet access. Each batch job implements a work-flow where input and output data transfers are being performed (and their return codes are reported) as well as the actual running of the payload of a job (which is defined in the metadata description of the job). Dependencies on productions are implemented at the framework level and jobs are only submitted once dependencies are satisfied.
+Once generated, a secondary job is initiated which performs digitization and reconstruction of existing MC data with a given release for large amounts of MC data in bulk. This process is set-up via a cronjob at DPNC and occupies up to 200 slots in a 6-hour limited computing queue.
+
+\subsection{Data availability}
+DAMPE data are available to the Chinese Collaboration through the PMO institute, while they are kept accessible to the European Collaboration transferring them from PMO to CNAF and from there to the DPNC.
+Every time a new {\it 1B}, {\it 1F} or {\it 2A} data files are available at PMO, they are copied, using the GridFTP \cite{gridftp} protocol,
+to a server at CNAF, \texttt{ gridftp-plain-virgo.cr.cnaf.infn.it}, into the DAMPE storage area. From CNAF, every 4 hours a copy of each stream is triggered to the Geneva computing farm via rsync. Dedicated lsf jobs are submitted once per day to asynchronously verify the checksum of newly transferred data from PMO to CNAF and from CNAF to Geneva.
+Data verification and copy processes are managed through a dedicated User Interface (UI), \texttt{ui-dampe}.
+
+The connection to China is passing through the Orientplus \cite{orientplus} link of the G${\rm \acute{e}}$ant Consortium \cite{geant}. The data transfer rate is currently limited by the connection of the PMO to the China Education and Research Network (CERNET), which has a maximum bandwidth of 100 Mb/s. So the PMO-CNAF copy processed is used for daily data production.
+
+To transfer towards Europe data in case of DAMPE data re-processing and to share in China Monte Carlo generated in Europe,
+a dedicated DAMPE server has been installed at the Institute for high energy physics, IHEP, in Beijing which is connected to CERNT with a 1Gb/s bandwidth. Data synchronization between this server and PMO is done by a manually induced hard-drive exchange.
+
+To simplify user data access overall Europe, an XRootD federation has been implemented: an XRootD redirector has been set up in Bari with end-point XRootD server installations (providing the real data) at CNAF, Bari and in Geneva. These end-points provide unified read access for users in Europe.
+
+\section{CNAF contribution}
+The CNAF computing center is the mirror of DAMPE data outside China and the main data center for Monte Carlo production.\\
+In 2018, a dedicated user interface, 300 TB of disk space and 7.8k HS06 of CPU time have been allocated for the DAMPE activities.
+
+
+\section{Activities in 2018}
+DAMPE activities at CNAF in 2018 have been related to data transfer, Monte Carlo production and data analysis.
+
+
+
+\subsection{Data transfer}
+The daily activity of data transfer from PMO to CNAF and thereafter from CNAF to GVA have been performed all along the year.
+Daily transfer rate has been of about 100 GB per day from PMO to CNAF more 100 GB from CNAF to PMO.
+The step between PMO and CNAF is performed, as seen in previous sections, via \texttt{gridftp} protocol.
+Two strategies have been, instead, used to copy data from CNAF to PMO: via \texttt{rsync} from the UI and via \texttt{rsync} managed by batch (LSF) jobs.
+DAMPE data have been reprocessed three times along the year and a dedicated copy task has been fulfilled to copy the new production releases, in addition to the ordinary daily copy.
+
+
+\subsection{Monte Carlo Production}
+
+\iffalse
+\begin{figure}
+\begin{center}
+\includegraphics[width=30pc]{CNAF_HS06_2017}
+\end{center}
+\caption{\label{fig:hs06_2017} CPU time consumption, in terms of HS06 (blue solid for daily computation, dashed for the average over the entire year). The red solid line corresponds to the annual pledge and the green dotted line corresponds to the job efficiency computed in a 14-day sliding window.}
+\end{figure}
+\fi
+
+\begin{figure}[ht]
+\begin{center}
+\includegraphics[width=35pc]{figure_cnaf.png}
+\end{center}
+\caption{\label{fig:figure_cnaf} Status of completed simulation production at CNAF.}
+\end{figure}
+
+\begin{figure}[ht]
+\begin{center}
+\includegraphics[width=35pc]{figureCNAF2018.png}
+\end{center}
+\caption{\label{fig:figure_cnaf_2018} Status of completed simulation production at CNAF in 2018.}
+\end{figure}
+
+\iffalse
+\begin{figure}[ht]
+\begin{center}
+\includegraphics[width=35pc]{figure_all.png}
+\end{center}
+\caption{\label{fig:figure_all} Status of completed simulation production at all DAMPE simulation sites.}
+\end{figure}
+\fi
+
+As the main data center for Monte Carlo production, CNAF has been strongly involved in the Monte Carlo campaign.
+
+At CNAF almost 300 thousand jobs have been executed for a total of about 3 billion of Monte Carlo events.
+
+Monte Carlo campaign is still ongoing for different species and different energy ranges.
+In figure \ref{fig:figure_cnaf} the status of completed simulation production at CNAF is shown.
+During 2019 we will perform a new full simulation campaign with an improved version of our simulation code: this is crucial for all the forthcoming analysis.
+
+\subsection{Data Analysis}
+Most of the analysis in Europe is performed at CNAF and its role has been crucial for all the DAMPE publications such as the Nature paper on direct detection of a break in the TeV cosmic-ray spectrum of electrons and positrons \cite{nature}.
+
+
+\section{Acknowledgments}
+The DAMPE mission was founded by the strategic priority science and technology projects in space science of the Chinese Academy of Sciences and in part by the National Key Program for Research and Development, and the 100 Talents program of the Chinese Academy of Sciences. In Europe, the work is supported by the Italian National Institute for Nuclear Physics (INFN), the Italian University and Research Ministry (MIUR), and the University of Geneva. We extend our gratitude to CNAF-T1 for their continued support also beyond providing computing resources.
+
+
+\section*{References}
+\begin{thebibliography}{9}
+\bibitem{root} Antcheva I. {\it et al.} 2009 {\it Computer Physics Communications} {\bf 180} 12, 2499 - 2512, \newline https://root.cern.ch/guides/reference-guide.
+\bibitem{mongo} https://www.mongodb.org
+\bibitem{flask} http://flask.pocoo.org
+\bibitem{latpipeline} Dubois R. 2009 {\it ASP Conference Series} {\bf 411} 189
+\bibitem{dirac} Tsaregorodtsev A. et al. 2008 {\it Journal of Physics: Conference Series} {\bf 119} 062048
+\bibitem{gridftp} Allcock, W.; Bresnahan, J.; Kettimuthu, R.; Link, M. (2005). "The Globus Striped GridFTP Framework and Server". ACM/IEEE SC 2005 Conference (SC'05). p. 54. doi:10.1109/SC.2005.72. \newline ISBN 1-59593-061-2. http://www.globus.org/toolkit/docs/latest-stable/gridftp/
+\bibitem{nature} Ambrosi, G et al. 'Direct detection of a break in the teraelectronvolt cosmic-ray spectrum of electrons and positrons' {\it NATURE} Vol. {\bf 552} (2017)
+\bibitem{orientplus} http://www.orientplus.eu
+\bibitem{geant} http://www.geant.org
+\bibitem{cernet} http://www.cernet.edu.cn/HomePage/english/index.shtml
+\bibitem{asdc} http://www.asdc.asi.it
+
+\end{thebibliography}
+
+
+\end{document}
\ No newline at end of file
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+}
+
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+@Book{Hofmann2013,
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+@Book{Zhao2012,
+ title = {R and Data Mining},
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+@Book{Fenton2014,
+ title = {Software {M}etrics: {A} {R}igorous and {P}ractical {A}pproach, Third Edition},
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+ year = {2017},
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+ publisher = {IEEE},
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+ doi = {10.1109/CONISOFT.2017.00020},
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+ title = {Neural {N}etworks: {A} {C}omprehensive {F}oundation},
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+ title = {An {E}valuation {F}ramwork and a {B}rief {S}urvey of {D}ecision {T}ree {T}ools},
+ booktitle = {39th {I}nternational {C}onference on {I}nformation and {C}ommunication {T}echnology, {E}lettronics and {M}icroelettronics},
+ year = {2016},
+ pages = {1299-1304},
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+
+@InProceedings{Liu2016,
+ author = {j. Liu and Z. Tian and P. Liu and J. Jiang and Z. Li},
+ title = {An {A}pproach of {S}ematic {W}eb {S}ervice {C}lassification {B}ased on {N}aive {B}ayes},
+ booktitle = {IEEE International Conference on Services Computing},
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+ pages = {356-362},
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+ doi = {DOI 10.1109/SCC.2016.53},
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+
+@Book{Han2006,
+ title = {Data Mining Concepts and Techniques},
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+ title = {Deep {C}onvolutional {N}eural {N}etworks for {S}entiment {A}nalysis of {S}hort {T}exts},
+ booktitle = {25th International Conference on Computational Linguistics (COLING)},
+ year = {2014},
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+ title = {Image-based classification of diabetic retinopathy using machine learning},
+ booktitle = {12th {I}nternational {C}onference on {I}ntelligence {S}ystem {D}esign and {A}pplications (ISDA)},
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+}
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+ title = {{BENCHMARKING MACHINE LEARNING TECHNIQUES FOR SOFTWARE DEFECT DETECTION}},
+ journal = {International Journal of Software Engineering \& Applications (IJSEA)},
+ year = {2015},
+ volume = {6},
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+ month = may,
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+}
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+ author = {D. Gray and D. Bowes and N. Davey},
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+ booktitle = {15th {A}nnual {C}onference on {E}valuation \& {A}ssessment in {S}oftware {E}ngineering ({EASE})},
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+ month = apr,
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+ title = {Towards {A}ccurate {D}uplicate {B}ug {R}etrieval {U}sing {D}eep {L}earning {T}echniques},
+ booktitle = {{IEEE} {I}nternational {C}onference on {S}oftware {M}aintenance and {E}volution ({ICSME})},
+ year = {2017},
+ pages = {115-124},
+ publisher = {IEEE},
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+ journal = {IEEE TRANSACTIONS ON SOFTWARE ENGINEERING},
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+ year = {2000},
+ author = {V.N. Vapnik},
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+ title = {"Ensemble Learning" {T}he {H}andbook of {B}rain {T}heory and {N}eural {N}etworks},
+ year = {2002},
+ author = {T. G. Dietterich},
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+}
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+ booktitle = {IEEE 40th Annual Computer Software and Applications Conference ({COMPSAC})},
+ year = {2016},
+ pages = {113--122},
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+}
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+}
+
+@InProceedings{collobert,
+ author = {R. Collobert and J. Weston},
+ title = {A {U}nified {A}rchitecture for {N}atural {L}anguage {P}rocessing: {D}eep {N}eural {N}etworks with {M}ultitask {L}earning},
+ booktitle = {Proceedings of the 25th International Conference on Machine Learning},
+ year = {2008},
+}
+
+@TechReport{shen,
+ author = {V. Y. Shen and S. D. Conte},
+ title = {{S}oftware {S}cience {R}ivisited: {A} {C}ritical {A}nalysis of the {T}heory and Its {E}mpirical {S}upport},
+ institution = {Department of Computer Science - Purdue University},
+ year = {1981},
+}
+
+@Book{,
+ title = {Elements of {S}oftware {S}cience ({O}perating and programming systems series)},
+ publisher = {Elsevier Science},
+ year = {1977},
+ author = {M. H. Halstead},
+}
+
+@InProceedings{li,
+ author = {W. Li and S. Henry},
+ title = {Maintenance {M}etrics for the {O}bject {O}riented {P}aradigm},
+ booktitle = {First International Software Metrics Symposium},
+ year = {1993},
+ publisher = {IEEE},
+ doi = {10.1109/METRIC.1993.263801},
+}
+
+@Article{catal,
+ author = {C. Catal and B. Diri},
+ title = {A systematic review of software fault prediction studies},
+ journal = {Expert Systems with Applications},
+ year = {2009},
+ volume = {36},
+ pages = {7346--7354},
+ doi = {10.1016/j.eswa.2008.10.027},
+}
+
+@Article{xu,
+ author = {J. Xu and D. Ho and L. F. Capretz},
+ title = {An {E}mpirical {S}tudy on the {P}rocedure to {D}erive {S}oftware {Q}uality {E}stimation {M}odels},
+ journal = {International Journal of Computer Science \& Information Technology ({IJCSIT})},
+ year = {2010},
+ volume = {2},
+ number = {4},
+ pages = {1--16},
+ month = aug,
+}
+
+@Article{kumaresh,
+ author = {S. Kumaresh and R. Baskaran},
+ title = {Defect {A}nalysis and {P}revention for {S}oftware {P}rocess {Q}uality {I}mprovement},
+ journal = {International Journal of Computer Applications},
+ year = {2010},
+ volume = {8},
+ number = {7},
+ pages = {42--47},
+ month = oct,
+}
+
+@Article{ahmad,
+ author = {K. Ahmad and N. Varshney},
+ title = {On {M}inimizing {S}oftware {D}efects during {N}ew {P}roduct {D}evelopment {U}sing {E}nhanced {P}reventive {A}pproach},
+ journal = {International Journal of Soft Computing and Engineering (IJSCE)},
+ year = {2012},
+ volume = {2},
+ number = {5},
+ pages = {9--12},
+}
+
+@Article{andersson,
+ author = {C. Andersson},
+ title = {A replicated empirical study of a selection method for software reliability growth models},
+ journal = {Empirical Software Engineering},
+ year = {2007},
+ volume = {12},
+ number = {2},
+ pages = {161--182},
+}
+
+@Article{fenton,
+ author = {N. E. Fenton and N. Ohlsson},
+ title = {Quantitative analysis of faults and failures in a complex software system},
+ journal = {IEEE Trans. Softw. Eng.},
+ year = {2000},
+ volume = {26},
+ number = {8},
+ pages = {797--814},
+ doi = {10.1109/32.879815},
+}
+
+@InProceedings{dam,
+ author = {H. K. Dam and T. Tran and A. Ghose},
+ title = {Explainable {S}oftware {A}nalytics},
+ booktitle = {40th International Conference on Software Engineering: New Ideas and Emerging Results (ICSE-NIER)},
+ year = {2018},
+ pages = {53--56},
+ address = {New York, NY, USA},
+ publisher = {ACM},
+ doi = {10.1145/3183399.3183424},
+}
+
+@Misc{weka,
+ title = {Weka 3: {D}ata {M}ining {S}oftware in {J}ava},
+ url = {https://www.cs.waikato.ac.nz/ml/weka/},
+}
+
+@Misc{scikit,
+ title = {scikit-learn, {M}achine {L}earning in {P}ython},
+ url = {http://scikit-learn.org/stable/},
+}
+
+@Misc{r,
+ title = {The {R} {P}roject for {S}tatistical {C}omputing},
+ url = {https://www.r-project.org/},
+}
+
+@Misc{AR,
+ title = {Machine {L}earning \& {D}ata {M}ining {A}lgorithms},
+ url = {http://tunedit.org/repo/PROMISE/DefectPrediction},
+}
+
+@Misc{nasadataset,
+ title = {NASA {D}efect {D}ataset},
+ url = {https://github.com/klainfo/NASADefectDataset},
+}
+
+@Misc{eclipsedataset,
+ title = {Bug prediction dataset, {E}valuate your bug prediction approach on our benchmark},
+ url = {http://bug.inf.usi.ch},
+}
+
+@Misc{androiddataset,
+ url = {http://www.inf.u-szeged.hu/$\sim$ferenc/papers/GitHubBugDataSet},
+}
+
+@InProceedings{joulin,
+ author = {A. Joulin and T. Mikonov},
+ title = {Inferring algorithmic patterns with stack-augmented recurrent nets},
+ booktitle = {Proceedings of 28th International Conference on Neural Information Processing Systems},
+ year = {(2015)},
+ volume = {1},
+ pages = {190-198},
+ publisher = {MIT Press Cambridge, MA, USA},
+ comment = {arXiv:1503.01007},
+}
+
+@Article{tong,
+ author = {H. Tong and B. Liu and S. Wang},
+ title = {Software defect prediction using stacked denoising autoencoders and two-stage ensemble learning},
+ journal = {Information and Software Technology},
+ year = {2018},
+ volume = {96},
+}
+
+@InProceedings{canaparo,
+ author = {M. Canaparo and E. Ronchieri},
+ title = {{Data Mining Techniques for Software Quality Prediction in Open Source Software: An Initial Assessment}},
+ booktitle = {under publication Proc. of EPJ Conf.},
+ year = {2018},
+ journal = {under pubblication},
+}
+
+@InProceedings{ronchieri,
+ author = {E. Ronchieri and M. Canaparo and A. Costantini and D. C. Duma},
+ title = {{Data mining techniques for software quality prediction: a comparative study}},
+ booktitle = {under publication Proceedings of IEEE NSS/MIC},
+ year = {2018},
+}
+
+@Article{salomoni,
+ author = {E. Ronchieri and M. Canaparo and D. Salomoni},
+ title = {{Machine Learning Techniques for Software Analysis of Unlabelled Program Modules}},
+ journal = {under publication PROCEEDINGS OF SCIENCE},
+ year = {2019},
+}
+
+@Comment{jabref-meta: databaseType:bibtex;}
diff --git a/contributions/dmsq/dmsq2018.tex b/contributions/dmsq/dmsq2018.tex
new file mode 100644
index 0000000000000000000000000000000000000000..44a7bd1b74f80f361926dbb274231ac99203056a
--- /dev/null
+++ b/contributions/dmsq/dmsq2018.tex
@@ -0,0 +1,597 @@
+\documentclass[a4paper]{jpconf}
+\usepackage{graphicx}
+
+\usepackage{booktabs}
+\bibliographystyle{iopart-num}
+
+\begin{document}
+\title{Comparing Data Mining Techniques for Software Defect Prediction}
+
+\author{Marco Canaparo, Elisabetta Ronchieri}
+
+\address{INFN CNAF, Bologna, Italy}
+
+\ead{marco.canaparo@cnaf.infn.it, elisabetta.ronchieri@cnaf.infn.it}
+
+\begin{abstract}
+In the last decades, the role of Data Mining techniques have grown in the field of software engineering to cover various tasks, such as software defect prediction and test code generation. In this contribution, we describe the work done in 2018 to compare these techniques for software defect prediction in order to identify the ones that perform the best.
+\end{abstract}
+
+%--------------------------------------------------------------------------------
+\section{Introduction}
+\label{sec_intro}
+Over the past years, the use of Data Mining techniques have been growing in various applications of software engineering. In this field, typical tasks \cite{Ali2013} are source code generation \cite{joulin} and software defect prediction \cite{tong}: the former is usually for the test activity, the latter is for the quality assessment. They rely on software datasets compose of a set of features for the various instances. The features include software metrics and other information, like the instances defectiveness. Through data mining algorithms, software developers may detect violation in the code. Existing literature shows promising approaches to address software engineering issues. Our contribution aims to compare these techniques for software defect prediction in order to identify the ones that perform the best.
+
+During 2018, the main focus of our work was to define a methodology to compare data mining techniques in the context of open source and HEP software.
+The following paragraphs summarize the research procedure and the preliminary results.
+
+\section{Research Procedure}
+\label{sec_rproc}
+
+The research procedure is composed of five steps:
+\begin{enumerate}
+\item collection of data mining techniques in the software engineering field;
+\item collection of software metrics;
+\item collection of datasets;
+\item identification of data mining tools and library for this study;
+\item identification of performance criteria.
+\end{enumerate}
+
+\subsection{Data Mining Techniques}
+For the first step, we have considered existing literature focusing on defect prediction.
+\noindent\textbf{Support Vector Machine} (e.g. SMO): is a supervised techniques that searches for the optimal hyperplane to separate training data. The hyperplane found is intuitive: it is the one which is maximally distant from the two classes of labelled points located in each side \cite{vapnik, campbell}.
+
+\noindent\textbf{Decision Tree} (e.g. J48): is a flow-chart like tree structure. It is composed of: nodes which represent a test on a attribute value; branches which show the outcome of the tests; leaves, that indicate the resulting classes \cite{Han2006}.
+
+\noindent\textbf{Naive Bayes}: relies on the Bayesian rule of conditional probability. It assumes that all the attributes are independent and analyses each of them individually \cite{mccallum}.
+
+\noindent\textbf{Ensemble Classifier} (e.g. Random Forest): consists of training multiple classifiers and then combining their predictions \cite{dietterich}. This technique leads to a generalized improvement of the ability of each classifier \cite{he}. According to the way the component classifiers are trained, parallel or sequential, we can distinguish two different categories of ensemble. Bagging \cite{breiman} and Random Forest \cite{breiman2} are both parallel classifiers. Bagging creates multiple version of the classifier by replicating the learning set in parallel from the original on and the final decision is made by majority voting strategy. Random Forest adopts a combination of tree predictors, each depending on the values of a random vector sampled independently and with the same distribution for all trees in the forest. Adaboost \cite{freund} is an example of a sequential classifier since each classifier of this technique is applied sequentially on the training samples misclassified by the previous one.
+
+\noindent\textbf{Deep Learning}: is applied to feature hierarchy where features of higher levels are formed by the composition of lower level ones. Deep learning techniques leverage learning intermediate representations that can be shared across tasks and, as a consequence, they can exploit unsupervised data and data from similar tasks to improve performance on problems characterised by scarcity of labelled data \cite{bengio, raina, collobert}.
+
+\subsection{Software Metrics}
+Concerning software metrics, we have collected all the metrics used in literature over time, some of them are:
+
+\noindent\textbf{McCabe} (e.g. Cyclomatic Complexity, Essential Complexity): is used to evaluate the complexity of a software program. It is derived from a flow graph and is mathematically computed using graph theory. Basically, it is determined by counting the number of decision statements in a program \cite{McCabe1976, McCabe1989}.
+
+\noindent\textbf{Halstead} (e.g. Base Measures, Derived Measures): is used to measure some characteristics of a program module - such as the "Length", the "Potential Volume", "Difficulty", the "Programming Time" - by employing some basic metrics like number of unique operators, number of unique operands, total occurrences of operators, total occurrences of operands \cite{shen, Halstead1977}.
+
+\noindent\textbf{Size} (e.g. Lines of Code, Comment Lines of Code): the Lines of Code (LOC) is used to measure a software module and the accumulated LOC of all the modules for measuring a program \cite{li}.
+
+\noindent\textbf{Chidamber and Kemerer} (e.g. Number of Children, Depth of Inheritance): is used for object-oriented programs and is the most popular for performing software analysis and prediction. It has been adopted by many software tool vendors and computer scientists \cite{Chidamber1994, catal}. Some metrics of the suite are: Weighted Method Per Class, which measures the number of methods which is in each class; Depth of Inheritance Tree, which measures the distance of the longest path from a class to the root in the inheritance tree; Number Of Children, which measures the number of classes that are direct descendants of each class.
+
+For the third step, we have focused on the NASA Defect Dataset \cite{Shepperd2013, zhang, song, Gray2011, zhou, Aleem2015, nasadataset, AR}, Eclipse \cite{eclipsedataset}, and Android and Elastic Search \cite{androiddataset}. Table \ref{tab:datasets} shows a summary of the most important characteristics of these datasets in terms of number of projects, metrics, modules and percentage of defective modules per projects, reporting their range whenever possible. Modules refer to instances and represent e.g. classes, files, functions and so on.
+%\vspace*{-\baselineskip}
+ \begin{table}[h]
+ \begin{center}
+ \caption{Summary of the datasets employed}
+ \label{tab:datasets}
+% \scriptsize
+ \begin{tabular}{rrrrr}
+ \toprule
+ Repository & \#Projects & \#Metrics & \#Modules & \%Defective Modules\\
+ \midrule
+ NASA Defect Datasets & 11 & [30,41] & [101, 5589] & [0.41, 48.80]\%\\
+ Eclipse Datasets & 5 & 17 each & [324, 1863] & [9.26, 39.81]\%\\
+ Android Datasets & 6 & 102 each & [74, 124] & [0, 27.02]\%\\
+ Elastic Search Datasets & 12 &102 each & [1860, 7263]& [0.16, 11.47]\%\\
+ \bottomrule
+ \end{tabular}
+ \end{center}
+ \end{table}
+ %\vspace*{-\baselineskip}
+
+\subsection{Data Mining Tools}
+In relation to the data mining tools, we have employed Weka \cite{weka}, scikit-learn \cite{scikit} and R \cite{r}. They are based on java, python and R and they are characterized by a different learning curve.
+
+\subsection{Performance Criteria}
+Finally, for the performance criteria we have taken into account what is available in literature. All the criteria are defined on the basis of the \textbf{confusion matrix} that summarizes the performance of a classification algorithm. According to confusion matrix, we have defined: True Positive (TP) all the instances predicted as defective and that are actually defective; True Negative (TN) all the instances predicted as non-defective and that are actually non-defective; False Positive (FP) all the instances predicted as defective and that are actually non-defective; False Negative (FN) all the instances predicted as non-defective and that are actually defective. In the following, criteria are reported.
+
+\textbf{Accuracy} is the percentage of modules correctly classified as either faulty or non-faulty.
+
+\textbf{Precision} is the percentage of modules classified as faulty that are actually faulty.
+
+\textbf{Recall} or \textbf{Completeness} is the percentage of faulty modules that are predicted as faulty.
+
+\textbf{Mean Absolute Error} determines how close the values of predicted and actual fault rate differ.
+
+\textbf{F-measure} is a combined measure of recall and precision, the higher value of this indicator the better is the quality of the learning method for software prediction.
+
+\section{Preliminary Results and Future Works}
+\label{sec_pr}
+
+Bagging and Random Forest have achieved the best average accuracy over all the datasets \cite{canaparo}. In the future, we will focus on (semi-)unsupervised machine learning techniques that enable us to include them in the software development process since the majority of software datasets lacks of instance categorizations \cite{ronchieri}. Furthermore, we will investigate in the adoption of various machine learning frameworks on different resource infrastructure, such as cloud and GPU-equipped resources \cite{salomoni}.
+
+
+% ------------------------------------------------------------------------
+
+\section*{References}
+\bibliography{ar2018}
+
+%\section{Introduction}
+%These guidelines show how to prepare articles for publication in \jpcs\ using \LaTeX\ so they can be published quickly and accurately. Articles will be refereed by the \corg s but the accepted PDF will be published with no editing, proofreading or changes to layout. It is, therefore, the author's responsibility to ensure that the content and layout are correct. This document has been prepared using \cls\ so serves as a sample document. The class file and accompanying documentation are available from \verb"http://jpcs.iop.org".
+%
+%\section{Preparing your paper}
+%\verb"jpconf" requires \LaTeXe\ and can be used with other package files such
+%as those loading the AMS extension fonts
+%\verb"msam" and \verb"msbm" (these fonts provide the
+%blackboard bold alphabet and various extra maths symbols as well as
+%symbols useful in figure captions); an extra style file \verb"iopams.sty" is
+%provided to load these packages and provide extra definitions for bold Greek letters.
+%\subsection{Headers, footers and page numbers}
+%Authors should {\it not} add headers, footers or page numbers to the pages of their article---they will
+%be added by \iopp\ as part of the production process.
+%
+%\subsection{{\cls\ }package options}
+%The \cls\ class file has two options `a4paper' and `letterpaper':
+%\begin{verbatim}
+%\documentclass[a4paper]{jpconf}
+%\end{verbatim}
+%
+%or \begin{verbatim}
+%\documentclass[letterpaper]{jpconf}
+%\end{verbatim}
+%
+%\begin{center}
+%\begin{table}[h]
+%\caption{\label{opt}\cls\ class file options.}
+%%\footnotesize\rm
+%\centering
+%\begin{tabular}{@{}*{7}{l}}
+%\br
+%Option&Description\\
+%\mr
+%\verb"a4paper"&Set the paper size and margins for A4 paper.\\
+%\verb"letterpaper"&Set the paper size and margins for US letter paper.\\
+%\br
+%\end{tabular}
+%\end{table}
+%\end{center}
+%
+%The default paper size is A4 (i.e., the default option is {\tt a4paper}) but this can be changed to Letter by
+%using \verb"\documentclass[letterpaper]{jpconf}". It is essential that you do not put macros into the text which alter the page dimensions.
+%
+%\section{The title, authors, addresses and abstract}
+%The code for setting the title page information is slightly different from
+%the normal default in \LaTeX\ but please follow these instructions as carefully as possible so all articles within a conference have the same style to the title page.
+%The title is set in bold unjustified type using the command
+%\verb"\title{#1}", where \verb"#1" is the title of the article. The
+%first letter of the title should be capitalized with the rest in lower case.
+%The next information required is the list of all authors' names followed by
+%the affiliations. For the authors' names type \verb"\author{#1}",
+%where \verb"#1" is the
+%list of all authors' names. The style for the names is initials then
+%surname, with a comma after all but the last
+%two names, which are separated by `and'. Initials should {\it not} have
+%full stops. First names may be used if desired. The command \verb"\maketitle" is not
+%required.
+%
+%The addresses of the authors' affiliations follow the list of authors.
+%Each address should be set by using
+%\verb"\address{#1}" with the address as the single parameter in braces.
+%If there is more
+%than one address then a superscripted number, followed by a space, should come at the start of
+%each address. In this case each author should also have a superscripted number or numbers following their name to indicate which address is the appropriate one for them.
+%
+%Please also provide e-mail addresses for any or all of the authors using an \verb"\ead{#1}" command after the last address. \verb"\ead{#1}" provides the text Email: so \verb"#1" is just the e-mail address or a list of emails.
+%
+%The abstract follows the addresses and
+%should give readers concise information about the content
+%of the article and should not normally exceed 200
+%words. {\bf All articles must include an abstract}. To indicate the start
+%of the abstract type \verb"\begin{abstract}" followed by the text of the
+%abstract. The abstract should normally be restricted
+%to a single paragraph and is terminated by the command
+%\verb"\end{abstract}"
+%
+%\subsection{Sample coding for the start of an article}
+%\label{startsample}
+%The code for the start of a title page of a typical paper might read:
+%\begin{verbatim}
+%\title{The anomalous magnetic moment of the
+%neutrino and its relation to the solar neutrino problem}
+%
+%\author{P J Smith$^1$, T M Collins$^2$,
+%R J Jones$^{3,}$\footnote[4]{Present address:
+%Department of Physics, University of Bristol, Tyndalls Park Road,
+%Bristol BS8 1TS, UK.} and Janet Williams$^3$}
+%
+%\address{$^1$ Mathematics Faculty, Open University,
+%Milton Keynes MK7~6AA, UK}
+%\address{$^2$ Department of Mathematics,
+%Imperial College, Prince Consort Road, London SW7~2BZ, UK}
+%\address{$^3$ Department of Computer Science,
+%University College London, Gower Street, London WC1E~6BT, UK}
+%
+%\ead{williams@ucl.ac.uk}
+%
+%\begin{abstract}
+%The abstract appears here.
+%\end{abstract}
+%\end{verbatim}
+%
+%\section{The text}
+%The text of the article should should be produced using standard \LaTeX\ formatting. Articles may be divided into sections and subsections, but the length limit provided by the \corg\ should be adhered to.
+%
+%\subsection{Acknowledgments}
+%Authors wishing to acknowledge assistance or encouragement from
+%colleagues, special work by technical staff or financial support from
+%organizations should do so in an unnumbered Acknowledgments section
+%immediately following the last numbered section of the paper. The
+%command \verb"\ack" sets the acknowledgments heading as an unnumbered
+%section.
+%
+%\subsection{Appendices}
+%Technical detail that it is necessary to include, but that interrupts
+%the flow of the article, may be consigned to an appendix.
+%Any appendices should be included at the end of the main text of the paper, after the acknowledgments section (if any) but before the reference list.
+%If there are two or more appendices they will be called Appendix A, Appendix B, etc.
+%Numbered equations will be in the form (A.1), (A.2), etc,
+%figures will appear as figure A1, figure B1, etc and tables as table A1,
+%table B1, etc.
+%
+%The command \verb"\appendix" is used to signify the start of the
+%appendixes. Thereafter \verb"\section", \verb"\subsection", etc, will
+%give headings appropriate for an appendix. To obtain a simple heading of
+%`Appendix' use the code \verb"\section*{Appendix}". If it contains
+%numbered equations, figures or tables the command \verb"\appendix" should
+%precede it and \verb"\setcounter{section}{1}" must follow it.
+%
+%\section{References}
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%In the online version of \jpcs\ references will be linked to their original source or to the article within a secondary service such as INSPEC or ChemPort wherever possible. To facilitate this linking extra care should be taken when preparing reference lists.
+%
+%Two different styles of referencing are in common use: the Harvard alphabetical system and the Vancouver numerical system. For \jpcs, the Vancouver numerical system is preferred but authors should use the Harvard alphabetical system if they wish to do so. In the numerical system references are numbered sequentially throughout the text within square brackets, like this [2], and one number can be used to designate several references.
+%
+%\subsection{Using \BibTeX}
+%We highly recommend the {\ttfamily\textbf\selectfont iopart-num} \BibTeX\ package by Mark~A~Caprio \cite{iopartnum}, which is included with this documentation.
+%
+%\subsection{Reference lists}
+%A complete reference should provide the reader with enough information to locate the article concerned, whether published in print or electronic form, and should, depending on the type of reference, consist of:
+%
+%\begin{itemize}
+%\item name(s) and initials;
+%\item date published;
+%\item title of journal, book or other publication;
+%\item titles of journal articles may also be included (optional);
+%\item volume number;
+%\item editors, if any;
+%\item town of publication and publisher in parentheses for {\it books};
+%\item the page numbers.
+%\end{itemize}
+%
+%Up to ten authors may be given in a particular reference; where
+%there are more than ten only the first should be given followed by
+%`{\it et al}'. If an author is unsure of a particular journal's abbreviated title it is best to leave the title in
+%full. The terms {\it loc.\ cit.\ }and {\it ibid.\ }should not be used.
+%Unpublished conferences and reports should generally not be included
+%in the reference list and articles in the course of publication should
+%be entered only if the journal of publication is known.
+%A thesis submitted for a higher degree may be included
+%in the reference list if it has not been superseded by a published
+%paper and is available through a library; sufficient information
+%should be given for it to be traced readily.
+%
+%\subsection{Formatting reference lists}
+%Numeric reference lists should contain the references within an unnumbered section (such as \verb"\section*{References}"). The
+%reference list itself is started by the code
+%\verb"\begin{thebibliography}{<num>}", where \verb"<num>" is the largest
+%number in the reference list and is completed by
+%\verb"\end{thebibliography}".
+%Each reference starts with \verb"\bibitem{<label>}", where `label' is the label used for cross-referencing. Each \verb"\bibitem" should only contain a reference to a single article (or a single article and a preprint reference to the same article). When one number actually covers a group of two or more references to different articles, \verb"\nonum"
+%should replace \verb"\bibitem{<label>}" at
+%the start of each reference in the group after the first.
+%
+%For an alphabetic reference list use \verb"\begin{thereferences}" ... \verb"\end{thereferences}" instead of the
+%`thebibliography' environment and each reference can be start with just \verb"\item" instead of \verb"\bibitem{label}"
+%as cross referencing is less useful for alphabetic references.
+%
+%\subsection {References to printed journal articles}
+%A normal reference to a journal article contains three changes of font (see table \ref{jfonts}) and is constructed as follows:
+%
+%\begin{itemize}
+%\item the authors should be in the form surname (with only the first letter capitalized) followed by the initials with no periods after the initials. Authors should be separated by a comma except for the last two which should be separated by `and' with no comma preceding it;
+%\item the article title (if given) should be in lower case letters, except for an initial capital, and should follow the date;
+%\item the journal title is in italic and is abbreviated. If a journal has several parts denoted by different letters the part letter should be inserted after the journal in Roman type, e.g. {\it Phys. Rev.} A;
+%\item the volume number should be in bold type;
+%\item both the initial and final page numbers should be given where possible. The final page number should be in the shortest possible form and separated from the initial page number by an en rule `-- ', e.g. 1203--14, i.e. the numbers `12' are not repeated.
+%\end{itemize}
+%
+%A typical (numerical) reference list might begin
+%
+%\medskip
+%\begin{thebibliography}{9}
+%\item Strite S and Morkoc H 1992 {\it J. Vac. Sci. Technol.} B {\bf 10} 1237
+%\item Jain S C, Willander M, Narayan J and van Overstraeten R 2000
+%{\it J. Appl. Phys}. {\bf 87} 965
+%\item Nakamura S, Senoh M, Nagahama S, Iwase N, Yamada T, Matsushita T, Kiyoku H
+%and Sugimoto Y 1996 {\it Japan. J. Appl. Phys.} {\bf 35} L74
+%\item Akasaki I, Sota S, Sakai H, Tanaka T, Koike M and Amano H 1996
+%{\it Electron. Lett.} {\bf 32} 1105
+%\item O'Leary S K, Foutz B E, Shur M S, Bhapkar U V and Eastman L F 1998
+%{\it J. Appl. Phys.} {\bf 83} 826
+%\item Jenkins D W and Dow J D 1989 {\it Phys. Rev.} B {\bf 39} 3317
+%\end{thebibliography}
+%\smallskip
+%
+%\noindent which would be obtained by typing
+%
+%\begin{verbatim}
+%\begin{\thebibliography}{9}
+%\item Strite S and Morkoc H 1992 {\it J. Vac. Sci. Technol.} B {\bf 10} 1237
+%\item Jain S C, Willander M, Narayan J and van Overstraeten R 2000
+%{\it J. Appl. Phys}. {\bf 87} 965
+%\item Nakamura S, Senoh M, Nagahama S, Iwase N, Yamada T, Matsushita T, Kiyoku H
+%and Sugimoto Y 1996 {\it Japan. J. Appl. Phys.} {\bf 35} L74
+%\item Akasaki I, Sota S, Sakai H, Tanaka T, Koike M and Amano H 1996
+%{\it Electron. Lett.} {\bf 32} 1105
+%\item O'Leary S K, Foutz B E, Shur M S, Bhapkar U V and Eastman L F 1998
+%{\it J. Appl. Phys.} {\bf 83} 826
+%\item Jenkins D W and Dow J D 1989 {\it Phys. Rev.} B {\bf 39} 3317
+%\end{\thebibliography}
+%\end{verbatim}
+%
+%\begin{center}
+%\begin{table}[h]
+%\centering
+%\caption{\label{jfonts}Font styles for a reference to a journal article.}
+%\begin{tabular}{@{}l*{15}{l}}
+%\br
+%Element&Style\\
+%\mr
+%Authors&Roman type\\
+%Date&Roman type\\
+%Article title (optional)&Roman type\\
+%Journal title&Italic type\\
+%Volume number&Bold type\\
+%Page numbers&Roman type\\
+%\br
+%\end{tabular}
+%\end{table}
+%\end{center}
+%
+%\subsection{References to \jpcs\ articles}
+%Each conference proceeding published in \jpcs\ will be a separate {\it volume};
+%references should follow the style for conventional printed journals. For example:\vspace{6pt}
+%\numrefs{1}
+%\item Douglas G 2004 \textit{J. Phys.: Conf. Series} \textbf{1} 23--36
+%\endnumrefs
+%
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%\subsection{References to preprints}
+%For preprints there are two distinct cases:
+%\renewcommand{\theenumi}{\arabic{enumi}}
+%\begin{enumerate}
+%\item Where the article has been published in a journal and the preprint is supplementary reference information. In this case it should be presented as:
+%\medskip
+%\numrefs{1}
+%\item Kunze K 2003 T-duality and Penrose limits of spatially homogeneous and inhomogeneous cosmologies {\it Phys. Rev.} D {\bf 68} 063517 ({\it Preprint} gr-qc/0303038)
+%\endnumrefs
+%\item Where the only reference available is the preprint. In this case it should be presented as
+%\medskip
+%\numrefs{1}
+%\item Milson R, Coley A, Pravda V and Pravdova A 2004 Alignment and algebraically special tensors {\it Preprint} gr-qc/0401010
+%\endnumrefs
+%\end{enumerate}
+%
+%\subsection{References to electronic-only journals}
+%In general article numbers are given, and no page ranges, as most electronic-only journals start each article on page 1.
+%
+%\begin{itemize}
+%\item For {\it New Journal of Physics} (article number may have from one to three digits)
+%\numrefs{1}
+%\item Fischer R 2004 Bayesian group analysis of plasma-enhanced chemical vapour deposition data {\it New. J. Phys.} {\bf 6} 25
+%\endnumrefs
+%\item For SISSA journals the volume is divided into monthly issues and these form part of the article number
+%
+%\numrefs{2}
+%\item Horowitz G T and Maldacena J 2004 The black hole final state {\it J. High Energy Phys.} JHEP02(2004)008
+%\item Bentivegna E, Bonanno A and Reuter M 2004 Confronting the IR fixed point cosmology with high-redshift observations {\it J. Cosmol. Astropart. Phys.} JCAP01(2004)001
+%\endnumrefs
+%\end{itemize}
+%
+%\subsection{References to books, conference proceedings and reports}
+%References to books, proceedings and reports are similar to journal references, but have
+%only two changes of font (see table~\ref{book}).
+%
+%\begin{table}
+%\centering
+%\caption{\label{book}Font styles for references to books, conference proceedings and reports.}
+%\begin{tabular}{@{}l*{15}{l}}
+%\br
+%Element&Style\\
+%\mr
+%Authors&Roman type\\
+%Date&Roman type\\
+%Book title (optional)&Italic type\\
+%Editors&Roman type\\
+%Place (city, town etc) of publication&Roman type\\
+%Publisher&Roman type\\
+%Volume&Roman type\\
+%Page numbers&Roman type\\
+%\br
+%\end{tabular}
+%\end{table}
+%
+%Points to note are:
+%\medskip
+%\begin{itemize}
+%\item Book titles are in italic and should be spelt out in full with initial capital letters for all except minor words. Words such as Proceedings, Symposium, International, Conference, Second, etc should be abbreviated to {\it Proc.}, {\it Symp.}, {\it Int.}, {\it Conf.}, {\it 2nd}, respectively, but the rest of the title should be given in full, followed by the date of the conference and the town or city where the conference was held. For Laboratory Reports the Laboratory should be spelt out wherever possible, e.g. {\it Argonne National Laboratory Report}.
+%\item The volume number, for example vol 2, should be followed by the editors, if any, in a form such as `ed A J Smith and P R Jones'. Use {\it et al} if there are more than two editors. Next comes the town of publication and publisher, within brackets and separated by a colon, and finally the page numbers preceded by p if only one number is given or pp if both the initial and final numbers are given.
+%\end{itemize}
+%
+%Examples taken from published papers:
+%\medskip
+%
+%\numrefs{99}
+%\item Kurata M 1982 {\it Numerical Analysis for Semiconductor Devices} (Lexington, MA: Heath)
+%\item Selberherr S 1984 {\it Analysis and Simulation of Semiconductor Devices} (Berlin: Springer)
+%\item Sze S M 1969 {\it Physics of Semiconductor Devices} (New York: Wiley-Interscience)
+%\item Dorman L I 1975 {\it Variations of Galactic Cosmic Rays} (Moscow: Moscow State University Press) p 103
+%\item Caplar R and Kulisic P 1973 {\it Proc. Int. Conf. on Nuclear Physics (Munich)} vol 1 (Amsterdam: North-Holland/American Elsevier) p 517
+%\item Cheng G X 2001 {\it Raman and Brillouin Scattering-Principles and Applications} (Beijing: Scientific)
+%\item Szytula A and Leciejewicz J 1989 {\it Handbook on the Physics and Chemistry of Rare Earths} vol 12, ed K A Gschneidner Jr and L Erwin (Amsterdam: Elsevier) p 133
+%\item Kuhn T 1998 {\it Density matrix theory of coherent ultrafast dynamics Theory of Transport Properties of Semiconductor Nanostructures} (Electronic Materials vol 4) ed E Sch\"oll (London: Chapman and Hall) chapter 6 pp 173--214
+%\endnumrefs
+%
+%\section{Tables and table captions}
+%Tables should be numbered serially and referred to in the text
+%by number (table 1, etc, {\bf rather than} tab. 1). Each table should be a float and be positioned within the text at the most convenient place near to where it is first mentioned in the text. It should have an
+%explanatory caption which should be as concise as possible.
+%
+%\subsection{The basic table format}
+%The standard form for a table is:
+%\begin{verbatim}
+%\begin{table}
+%\caption{\label{label}Table caption.}
+%\begin{center}
+%\begin{tabular}{llll}
+%\br
+%Head 1&Head 2&Head 3&Head 4\\
+%\mr
+%1.1&1.2&1.3&1.4\\
+%2.1&2.2&2.3&2.4\\
+%\br
+%\end{tabular}
+%\end{center}
+%\end{table}
+%\end{verbatim}
+%
+%The above code produces table~\ref{ex}.
+%
+%\begin{table}[h]
+%\caption{\label{ex}Table caption.}
+%\begin{center}
+%\begin{tabular}{llll}
+%\br
+%Head 1&Head 2&Head 3&Head 4\\
+%\mr
+%1.1&1.2&1.3&1.4\\
+%2.1&2.2&2.3&2.4\\
+%\br
+%\end{tabular}
+%\end{center}
+%\end{table}
+%
+%Points to note are:
+%\medskip
+%\begin{enumerate}
+%\item The caption comes before the table.
+%\item The normal style is for tables to be centred in the same way as
+%equations. This is accomplished
+%by using \verb"\begin{center}" \dots\ \verb"\end{center}".
+%
+%\item The default alignment of columns should be aligned left.
+%
+%\item Tables should have only horizontal rules and no vertical ones. The rules at
+%the top and bottom are thicker than internal rules and are set with
+%\verb"\br" (bold rule).
+%The rule separating the headings from the entries is set with
+%\verb"\mr" (medium rule). These commands do not need a following double backslash.
+%
+%\item Numbers in columns should be aligned as appropriate, usually on the decimal point;
+%to help do this a control sequence \verb"\lineup" has been defined
+%which sets \verb"\0" equal to a space the size of a digit, \verb"\m"
+%to be a space the width of a minus sign, and \verb"\-" to be a left
+%overlapping minus sign. \verb"\-" is for use in text mode while the other
+%two commands may be used in maths or text.
+%(\verb"\lineup" should only be used within a table
+%environment after the caption so that \verb"\-" has its normal meaning
+%elsewhere.) See table~\ref{tabone} for an example of a table where
+%\verb"\lineup" has been used.
+%\end{enumerate}
+%
+%\begin{table}[h]
+%\caption{\label{tabone}A simple example produced using the standard table commands
+%and $\backslash${\tt lineup} to assist in aligning columns on the
+%decimal point. The width of the
+%table and rules is set automatically by the
+%preamble.}
+%
+%\begin{center}
+%\lineup
+%\begin{tabular}{*{7}{l}}
+%\br
+%$\0\0A$&$B$&$C$&\m$D$&\m$E$&$F$&$\0G$\cr
+%\mr
+%\0\023.5&60 &0.53&$-20.2$&$-0.22$ &\01.7&\014.5\cr
+%\0\039.7&\-60&0.74&$-51.9$&$-0.208$&47.2 &146\cr
+%\0123.7 &\00 &0.75&$-57.2$&\m--- &--- &---\cr
+%3241.56 &60 &0.60&$-48.1$&$-0.29$ &41 &\015\cr
+%\br
+%\end{tabular}
+%\end{center}
+%\end{table}
+%
+%\section{Figures and figure captions}
+%Figures must be included in the source code of an article at the appropriate place in the text not grouped together at the end.
+%
+%Each figure should have a brief caption describing it and, if
+%necessary, interpreting the various lines and symbols on the figure.
+%As much lettering as possible should be removed from the figure itself and
+%included in the caption. If a figure has parts, these should be
+%labelled ($a$), ($b$), ($c$), etc.
+%\Tref{blobs} gives the definitions for describing symbols and lines often
+%used within figure captions (more symbols are available
+%when using the optional packages loading the AMS extension fonts).
+%
+%\begin{table}[h]
+%\caption{\label{blobs}Control sequences to describe lines and symbols in figure
+%captions.}
+%\begin{center}
+%\begin{tabular}{lllll}
+%\br
+%Control sequence&Output&&Control sequence&Output\\
+%\mr
+%\verb"\dotted"&\dotted &&\verb"\opencircle"&\opencircle\\
+%\verb"\dashed"&\dashed &&\verb"\opentriangle"&\opentriangle\\
+%\verb"\broken"&\broken&&\verb"\opentriangledown"&\opentriangledown\\
+%\verb"\longbroken"&\longbroken&&\verb"\fullsquare"&\fullsquare\\
+%\verb"\chain"&\chain &&\verb"\opensquare"&\opensquare\\
+%\verb"\dashddot"&\dashddot &&\verb"\fullcircle"&\fullcircle\\
+%\verb"\full"&\full &&\verb"\opendiamond"&\opendiamond\\
+%\br
+%\end{tabular}
+%\end{center}
+%\end{table}
+%
+%
+%Authors should try and use the space allocated to them as economically as possible. At times it may be convenient to put two figures side by side or the caption at the side of a figure. To put figures side by side, within a figure environment, put each figure and its caption into a minipage with an appropriate width (e.g. 3in or 18pc if the figures are of equal size) and then separate the figures slightly by adding some horizontal space between the two minipages (e.g. \verb"\hspace{.2in}" or \verb"\hspace{1.5pc}". To get the caption at the side of the figure add the small horizontal space after the \verb"\includegraphics" command and then put the \verb"\caption" within a minipage of the appropriate width aligned bottom, i.e. \verb"\begin{minipage}[b]{3in}" etc (see code in this file used to generate figures 1--3).
+%
+%Note that it may be necessary to adjust the size of the figures (using optional arguments to \verb"\includegraphics", for instance \verb"[width=3in]") to get you article to fit within your page allowance or to obtain good page breaks.
+%
+%\begin{figure}[h]
+%\begin{minipage}{14pc}
+%\includegraphics[width=14pc]{name.eps}
+%\caption{\label{label}Figure caption for first of two sided figures.}
+%\end{minipage}\hspace{2pc}%
+%\begin{minipage}{14pc}
+%\includegraphics[width=14pc]{name.eps}
+%\caption{\label{label}Figure caption for second of two sided figures.}
+%\end{minipage}
+%\end{figure}
+%
+%\begin{figure}[h]
+%\includegraphics[width=14pc]{name.eps}\hspace{2pc}%
+%\begin{minipage}[b]{14pc}\caption{\label{label}Figure caption for a narrow figure where the caption is put at the side of the figure.}
+%\end{minipage}
+%\end{figure}
+%
+%Using the graphicx package figures can be included using code such as:
+%\begin{verbatim}
+%\begin{figure}
+%\begin{center}
+%\includegraphics{file.eps}
+%\end{center}
+%\caption{\label{label}Figure caption}
+%\end{figure}
+%\end{verbatim}
+%
+%\section*{References}
+%\begin{thebibliography}{9}
+%\bibitem{iopartnum} IOP Publishing is to grateful Mark A Caprio, Center for Theoretical Physics, Yale University, for permission to include the {\tt iopart-num} \BibTeX package (version 2.0, December 21, 2006) with this documentation. Updates and new releases of {\tt iopart-num} can be found on \verb"www.ctan.org" (CTAN).
+%\end{thebibliography}
+
+\end{document}
+
+
diff --git a/contributions/ds_cloud_c/Artifact/ds_cloud_c.pdf b/contributions/ds_cloud_c/Artifact/ds_cloud_c.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..bfc31c99f785f141fbec05d759c64ccefb3ef3a4
Binary files /dev/null and b/contributions/ds_cloud_c/Artifact/ds_cloud_c.pdf differ
diff --git a/contributions/ds_cloud_c/Artifact/iopams.sty b/contributions/ds_cloud_c/Artifact/iopams.sty
new file mode 100644
index 0000000000000000000000000000000000000000..044dde929745d48d13601b572a0f586728ebf0a4
--- /dev/null
+++ b/contributions/ds_cloud_c/Artifact/iopams.sty
@@ -0,0 +1,87 @@
+%%
+%% This is file `iopams.sty'
+%% File to include AMS fonts and extra definitions for bold greek
+%% characters for use with iopart.cls
+%%
+\NeedsTeXFormat{LaTeX2e}
+\ProvidesPackage{iopams}[1997/02/13 v1.0]
+\RequirePackage{amsgen}[1995/01/01]
+\RequirePackage{amsfonts}[1995/01/01]
+\RequirePackage{amssymb}[1995/01/01]
+\RequirePackage{amsbsy}[1995/01/01]
+%
+\iopamstrue % \newif\ifiopams in iopart.cls & iopbk2e.cls
+% % allows optional text to be in author guidelines
+%
+% Bold lower case Greek letters
+%
+\newcommand{\balpha}{\boldsymbol{\alpha}}
+\newcommand{\bbeta}{\boldsymbol{\beta}}
+\newcommand{\bgamma}{\boldsymbol{\gamma}}
+\newcommand{\bdelta}{\boldsymbol{\delta}}
+\newcommand{\bepsilon}{\boldsymbol{\epsilon}}
+\newcommand{\bzeta}{\boldsymbol{\zeta}}
+\newcommand{\bfeta}{\boldsymbol{\eta}}
+\newcommand{\btheta}{\boldsymbol{\theta}}
+\newcommand{\biota}{\boldsymbol{\iota}}
+\newcommand{\bkappa}{\boldsymbol{\kappa}}
+\newcommand{\blambda}{\boldsymbol{\lambda}}
+\newcommand{\bmu}{\boldsymbol{\mu}}
+\newcommand{\bnu}{\boldsymbol{\nu}}
+\newcommand{\bxi}{\boldsymbol{\xi}}
+\newcommand{\bpi}{\boldsymbol{\pi}}
+\newcommand{\brho}{\boldsymbol{\rho}}
+\newcommand{\bsigma}{\boldsymbol{\sigma}}
+\newcommand{\btau}{\boldsymbol{\tau}}
+\newcommand{\bupsilon}{\boldsymbol{\upsilon}}
+\newcommand{\bphi}{\boldsymbol{\phi}}
+\newcommand{\bchi}{\boldsymbol{\chi}}
+\newcommand{\bpsi}{\boldsymbol{\psi}}
+\newcommand{\bomega}{\boldsymbol{\omega}}
+\newcommand{\bvarepsilon}{\boldsymbol{\varepsilon}}
+\newcommand{\bvartheta}{\boldsymbol{\vartheta}}
+\newcommand{\bvaromega}{\boldsymbol{\varomega}}
+\newcommand{\bvarrho}{\boldsymbol{\varrho}}
+\newcommand{\bvarzeta}{\boldsymbol{\varsigma}} %NB really sigma
+\newcommand{\bvarsigma}{\boldsymbol{\varsigma}}
+\newcommand{\bvarphi}{\boldsymbol{\varphi}}
+%
+% Bold upright capital Greek letters
+%
+\newcommand{\bGamma}{\boldsymbol{\Gamma}}
+\newcommand{\bDelta}{\boldsymbol{\Delta}}
+\newcommand{\bTheta}{\boldsymbol{\Theta}}
+\newcommand{\bLambda}{\boldsymbol{\Lambda}}
+\newcommand{\bXi}{\boldsymbol{\Xi}}
+\newcommand{\bPi}{\boldsymbol{\Pi}}
+\newcommand{\bSigma}{\boldsymbol{\Sigma}}
+\newcommand{\bUpsilon}{\boldsymbol{\Upsilon}}
+\newcommand{\bPhi}{\boldsymbol{\Phi}}
+\newcommand{\bPsi}{\boldsymbol{\Psi}}
+\newcommand{\bOmega}{\boldsymbol{\Omega}}
+%
+% Bold versions of miscellaneous symbols
+%
+\newcommand{\bpartial}{\boldsymbol{\partial}}
+\newcommand{\bell}{\boldsymbol{\ell}}
+\newcommand{\bimath}{\boldsymbol{\imath}}
+\newcommand{\bjmath}{\boldsymbol{\jmath}}
+\newcommand{\binfty}{\boldsymbol{\infty}}
+\newcommand{\bnabla}{\boldsymbol{\nabla}}
+\newcommand{\bdot}{\boldsymbol{\cdot}}
+%
+% Symbols for caption
+%
+\renewcommand{\opensquare}{\mbox{$\square$}}
+\renewcommand{\opentriangle}{\mbox{$\vartriangle$}}
+\renewcommand{\opentriangledown}{\mbox{$\triangledown$}}
+\renewcommand{\opendiamond}{\mbox{$\lozenge$}}
+\renewcommand{\fullsquare}{\mbox{$\blacksquare$}}
+\newcommand{\fulldiamond}{\mbox{$\blacklozenge$}}
+\newcommand{\fullstar}{\mbox{$\bigstar$}}
+\newcommand{\fulltriangle}{\mbox{$\blacktriangle$}}
+\newcommand{\fulltriangledown}{\mbox{$\blacktriangledown$}}
+
+\endinput
+%%
+%% End of file `iopams.sty'.
diff --git a/contributions/ds_cloud_c/Artifact/jpconf.cls b/contributions/ds_cloud_c/Artifact/jpconf.cls
new file mode 100644
index 0000000000000000000000000000000000000000..09f509fdcfde0543cfbc37e4f64c02e11d9b4972
--- /dev/null
+++ b/contributions/ds_cloud_c/Artifact/jpconf.cls
@@ -0,0 +1,957 @@
+\NeedsTeXFormat{LaTeX2e}[1995/12/01]
+\ProvidesClass{jpconf}
+ [2007/03/07 v1.1
+ LaTeX class for Journal of Physics: Conference Series]
+%\RequirePackage{graphicx}
+\newcommand\@ptsize{1}
+\newif\if@restonecol
+\newif\if@letterpaper
+\newif\if@titlepage
+\newif\ifiopams
+\@titlepagefalse
+\@letterpaperfalse
+\DeclareOption{a4paper}
+ {\setlength\paperheight {297mm}%
+ \setlength\paperwidth {210mm}%
+\@letterpaperfalse}
+\DeclareOption{letterpaper}
+ {\setlength\paperheight {279.4mm}%
+ \setlength\paperwidth {215.9mm}%
+\@letterpapertrue}
+\DeclareOption{landscape}
+ {\setlength\@tempdima {\paperheight}%
+ \setlength\paperheight {\paperwidth}%
+ \setlength\paperwidth {\@tempdima}}
+\DeclareOption{twoside}{\@twosidetrue \@mparswitchtrue}
+\renewcommand\@ptsize{1}
+%\ExecuteOptions{A4paper, twoside}
+\ExecuteOptions{A4paper}
+\ProcessOptions
+\DeclareMathAlphabet{\bi}{OML}{cmm}{b}{it}
+\DeclareMathAlphabet{\bcal}{OMS}{cmsy}{b}{n}
+\input{jpconf1\@ptsize.clo}
+\setlength\lineskip{1\p@}
+\setlength\normallineskip{1\p@}
+\renewcommand\baselinestretch{}
+\setlength\parskip{0\p@ \@plus \p@}
+\@lowpenalty 51
+\@medpenalty 151
+\@highpenalty 301
+\setlength\parindent{5mm}
+\setcounter{topnumber}{8}
+\renewcommand\topfraction{1}
+\setcounter{bottomnumber}{3}
+\renewcommand\bottomfraction{.99}
+\setcounter{totalnumber}{8}
+\renewcommand\textfraction{0.01}
+\renewcommand\floatpagefraction{.8}
+\setcounter{dbltopnumber}{6}
+\renewcommand\dbltopfraction{1}
+\renewcommand\dblfloatpagefraction{.8}
+\renewcommand{\title}{\@ifnextchar[{\@stitle}{\@ftitle}}
+\pretolerance=5000
+\tolerance=8000
+% Headings for all pages apart from first
+%
+\def\ps@headings{%
+ \let\@oddfoot\@empty
+ \let\@evenfoot\@empty
+ \let\@oddhead\@empty
+ \let\@evenhead\@empty
+ %\def\@evenhead{\thepage\hfil\itshape\rightmark}%
+ %\def\@oddhead{{\itshape\leftmark}\hfil\thepage}%
+ %\def\@evenhead{{\itshape Journal of Physics: Conference Series}\hfill}%
+ %\def\@oddhead{\hfill {\itshape Journal of Physics: Conference Series}}%%
+ \let\@mkboth\markboth
+ \let\sectionmark\@gobble
+ \let\subsectionmark\@gobble}
+%
+% Headings for first page
+%
+\def\ps@myheadings{\let\@oddfoot\@empty\let\@evenfoot\@empty
+ \let\@oddhead\@empty\let\@evenhead\@empty
+ \let\@mkboth\@gobbletwo
+ \let\sectionmark\@gobble
+ \let\subsectionmark\@gobble}
+%
+\def\@stitle[#1]#2{\markboth{#1}{#1}%
+ %\pagestyle{empty}%
+ \thispagestyle{myheadings}
+ \vspace*{25mm}{\exhyphenpenalty=10000\hyphenpenalty=10000
+ %\Large
+\fontsize{18bp}{24bp}\selectfont\bf\raggedright\noindent#2\par}}
+\def\@ftitle#1{\markboth{#1}{#1}%
+ \thispagestyle{myheadings}
+%\pagestyle{empty}%
+ \vspace*{25mm}{\exhyphenpenalty=10000\hyphenpenalty=10000
+ %\Large\raggedright\noindent\bf#1\par}
+\fontsize{18bp}{24bp}\selectfont\bf\noindent\raggedright#1\par}}
+%AUTHOR
+\renewcommand{\author}{\@ifnextchar[{\@sauthor}{\@fauthor}}
+\def\@sauthor[#1]#2{\markright{#1} % for production only
+ \vspace*{1.5pc}%
+ \begin{indented}%
+ \item[]\normalsize\bf\raggedright#2
+ \end{indented}%
+ \smallskip}
+\def\@fauthor#1{%\markright{#1} for production only
+ \vspace*{1.5pc}%
+ \begin{indented}%
+ \item[]\normalsize\bf\raggedright#1
+ \end{indented}%
+ \smallskip}
+%E-MAIL
+\def\eads#1{\vspace*{5pt}\address{E-mail: #1}}
+\def\ead#1{\vspace*{5pt}\address{E-mail: \mailto{#1}}}
+\def\mailto#1{{\tt #1}}
+%ADDRESS
+\newcommand{\address}[1]{\begin{indented}
+ \item[]\rm\raggedright #1
+ \end{indented}}
+\newlength{\indentedwidth}
+\newdimen\mathindent
+\mathindent = 6pc
+\indentedwidth=\mathindent
+% FOOTNOTES
+%\renewcommand\footnoterule{%
+% \kern-3\p@
+% \hrule\@width.4\columnwidth
+% \kern2.6\p@}
+%\newcommand\@makefntext[1]{%
+% \parindent 1em%
+% \noindent
+% \hb@xt@1.8em{\hss\@makefnmark}#1}
+% Footnotes: symbols selected in same order as address indicators
+% unless optional argument of [<num>] use to specify required symbol,
+% 1=\dag, 2=\ddag, etc
+% Usage: \footnote{Text of footnote}
+% \footnote[3]{Text of footnote}
+%
+\def\footnoterule{}%
+\setcounter{footnote}{0}
+\long\def\@makefntext#1{\parindent 1em\noindent
+ \makebox[1em][l]{\footnotesize\rm$\m@th{\fnsymbol{footnote}}$}%
+ \footnotesize\rm #1}
+\def\@makefnmark{\normalfnmark}
+\def\normalfnmark{\hbox{${\fnsymbol{footnote}}\m@th$}}
+\def\altfnmark{\hbox{$^{\rm Note}\ {\fnsymbol{footnote}}\m@th$}}
+\def\footNote#1{\let\@makefnmark\altfnmark\footnote{#1}\let\@makefnmark\normalfnmark}
+\def\@thefnmark{\fnsymbol{footnote}}
+\def\footnote{\protect\pfootnote}
+\def\pfootnote{\@ifnextchar[{\@xfootnote}{\stepcounter{\@mpfn}%
+ \begingroup\let\protect\noexpand
+ \xdef\@thefnmark{\thempfn}\endgroup
+ \@footnotemark\@footnotetext}}
+\def\@xfootnote[#1]{\setcounter{footnote}{#1}%
+ \addtocounter{footnote}{-1}\footnote}
+
+\newcommand\ftnote{\protect\pftnote}
+\newcommand\pftnote[1]{\setcounter{footnote}{#1}%
+ \addtocounter{footnote}{-1}\footnote}
+\newcommand{\fnm}[1]{\setcounter{footnote}{#1}\footnotetext}
+
+\def\@fnsymbol#1{\ifnum\thefootnote=99\hbox{*}\else^{\thefootnote}\fi\relax}
+%
+% Address marker
+%
+\newcommand{\ad}[1]{\noindent\hbox{$^{#1}$}\relax}
+\newcommand{\adnote}[2]{\noindent\hbox{$^{#1,}$}\setcounter{footnote}{#2}%
+ \addtocounter{footnote}{-1}\footnote}
+\def\@tnote{}
+\newcounter{oldftnote}
+\newcommand{\tnote}[1]{*\gdef\@tnote{%
+ \setcounter{oldftnote}{\c@footnote}%
+ \setcounter{footnote}{99}%
+ \footnotetext{#1}%
+ \setcounter{footnote}{\c@oldftnote}\addtocounter{footnote}{-1}}}
+%==================
+% Acknowledgments (no heading if letter)
+% Usage \ack for Acknowledgments, \ackn for Acknowledgement
+\def\ack{\section*{Acknowledgments}}
+\def\ackn{\section*{Acknowledgment}}
+%SECTION DEFINITIONS
+\setcounter{secnumdepth}{3}
+\newcounter {section}
+\newcounter {subsection}[section]
+\newcounter {subsubsection}[subsection]
+\newcounter {paragraph}[subsubsection]
+\newcounter {subparagraph}[paragraph]
+\renewcommand \thesection {\arabic{section}}
+\renewcommand\thesubsection {\thesection.\arabic{subsection}}
+\renewcommand\thesubsubsection{\thesubsection .\arabic{subsubsection}}
+\renewcommand\theparagraph {\thesubsubsection.\arabic{paragraph}}
+\renewcommand\thesubparagraph {\theparagraph.\arabic{subparagraph}}
+%\nosections
+\def\nosections{\vspace{30\p@ plus12\p@ minus12\p@}
+ \noindent\ignorespaces}
+
+%\renewcommand{\@startsection}[6]
+%{%
+%\if@noskipsec \leavevmode \fi
+%\par
+% \@tempskipa #4\relax
+%%\@tempskipa 0pt\relax
+% \@afterindenttrue
+% \ifdim \@tempskipa <\z@
+% \@tempskipa -\@tempskipa \@afterindentfalse
+% \fi
+% \if@nobreak
+% \everypar{}%
+% \else
+% \addpenalty\@secpenalty\addvspace\@tempskipa
+% \fi
+% \@ifstar
+% {\@ssect{#3}{#4}{#5}{#6}}%
+% {\@dblarg{\@sect{#1}{#2}{#3}{#4}{#5}{#6}}}}
+%\renewcommand{\@sect}[8]{%
+% \ifnum #2>\c@secnumdepth
+% \let\@svsec\@empty
+% \else
+% \refstepcounter{#1}%
+% \protected@edef\@svsec{\@seccntformat{#1}\relax}%
+% \fi
+% \@tempskipa #5\relax
+% \ifdim \@tempskipa>\z@
+% \begingroup
+% #6{%
+% \@hangfrom{\hskip #3\relax\@svsec}%
+% \interlinepenalty \@M #8\@@par}%
+% \endgroup
+% \csname #1mark\endcsname{#7}%
+% \addcontentsline{toc}{#1}{%
+% \ifnum #2>\c@secnumdepth \else
+% \protect\numberline{\csname the#1\endcsname}%
+% \fi
+% #7}%
+% \else
+% \def\@svsechd{%
+% #6{\hskip #3\relax
+% \@svsec #8}%
+% \csname #1mark\endcsname{#7}%
+% \addcontentsline{toc}{#1}{%
+% \ifnum #2>\c@secnumdepth \else
+% \protect\numberline{\csname the#1\endcsname}%
+% \fi
+% #7}}%
+% \fi
+% \@xsect{#5}}
+%\renewcommand{\@xsect}[1]{%
+% \@tempskipa #1\relax
+% \ifdim \@tempskipa>\z@
+% \par \nobreak
+% \vskip \@tempskipa
+% \@afterheading
+% \else
+% \@nobreakfalse
+% \global\@noskipsectrue
+% \everypar{%
+% \if@noskipsec
+% \global\@noskipsecfalse
+% {\setbox\z@\lastbox}%
+% \clubpenalty\@M
+% \begingroup \@svsechd \endgroup
+% \unskip
+% \@tempskipa #1\relax
+% \hskip -\@tempskipa
+% \else
+% \clubpenalty \@clubpenalty
+% \everypar{}%
+% \fi}%
+% \fi
+% \ignorespaces}
+%========================================================================
+\newcommand\section{\@startsection {section}{1}{\z@}%
+ {-3.25ex\@plus -1ex \@minus -.2ex}%
+ {1sp}%
+ {\reset@font\normalsize\bfseries\raggedright}}
+\newcommand\subsection{\@startsection{subsection}{2}{\z@}%
+ {-3.25ex\@plus -1ex \@minus -.2ex}%
+ {1sp}%
+ {\reset@font\normalsize\itshape\raggedright}}
+\newcommand\subsubsection{\@startsection{subsubsection}{3}{\z@}%
+ {-3.25ex\@plus -1ex \@minus -.2ex}%
+ {-1em \@plus .2em}%
+ {\reset@font\normalsize\itshape}}
+\newcommand\paragraph{\@startsection{paragraph}{4}{\z@}%
+ {3.25ex \@plus1ex \@minus.2ex}%
+ {-1em}%
+ {\reset@font\normalsize\itshape}}
+\newcommand\subparagraph{\@startsection{subparagraph}{5}{\parindent}%
+ {3.25ex \@plus1ex \@minus .2ex}%
+ {-1em}%
+ {\reset@font\normalsize\itshape}}
+\def\@sect#1#2#3#4#5#6[#7]#8{\ifnum #2>\c@secnumdepth
+ \let\@svsec\@empty\else
+ \refstepcounter{#1}\edef\@svsec{\csname the#1\endcsname. }\fi
+ \@tempskipa #5\relax
+ \ifdim \@tempskipa>\z@
+ \begingroup #6\relax
+ \noindent{\hskip #3\relax\@svsec}{\interlinepenalty \@M #8\par}%
+ \endgroup
+ \csname #1mark\endcsname{#7}\addcontentsline
+ {toc}{#1}{\ifnum #2>\c@secnumdepth \else
+ \protect\numberline{\csname the#1\endcsname}\fi
+ #7}\else
+ \def\@svsechd{#6\hskip #3\relax %% \relax added 2 May 90
+ \@svsec #8\csname #1mark\endcsname
+ {#7}\addcontentsline
+ {toc}{#1}{\ifnum #2>\c@secnumdepth \else
+ \protect\numberline{\csname the#1\endcsname}\fi
+ #7}}\fi
+ \@xsect{#5}}
+%
+\def\@ssect#1#2#3#4#5{\@tempskipa #3\relax
+ \ifdim \@tempskipa>\z@
+ \begingroup #4\noindent{\hskip #1}{\interlinepenalty \@M #5\par}\endgroup
+ \else \def\@svsechd{#4\hskip #1\relax #5}\fi
+ \@xsect{#3}}
+% LIST DEFINITIONS
+\setlength\leftmargini {2em}
+\leftmargin \leftmargini
+\setlength\leftmarginii {2em}
+\setlength\leftmarginiii {1.8em}
+\setlength\leftmarginiv {1.6em}
+ \setlength\leftmarginv {1em}
+ \setlength\leftmarginvi {1em}
+\setlength\leftmargin{\leftmargini}
+\setlength \labelsep {.5em}
+\setlength \labelwidth{\leftmargini}
+\addtolength\labelwidth{-\labelsep}
+\@beginparpenalty -\@lowpenalty
+\@endparpenalty -\@lowpenalty
+\@itempenalty -\@lowpenalty
+\renewcommand\theenumi{\roman{enumi}}
+\renewcommand\theenumii{\alph{enumii}}
+\renewcommand\theenumiii{\arabic{enumiii}}
+\renewcommand\theenumiv{\Alph{enumiv}}
+\newcommand\labelenumi{(\theenumi)}
+\newcommand\labelenumii{(\theenumii)}
+\newcommand\labelenumiii{\theenumiii.}
+\newcommand\labelenumiv{(\theenumiv)}
+\renewcommand\p@enumii{(\theenumi)}
+\renewcommand\p@enumiii{(\theenumi.\theenumii)}
+\renewcommand\p@enumiv{(\theenumi.\theenumii.\theenumiii)}
+\newcommand\labelitemi{$\m@th\bullet$}
+\newcommand\labelitemii{\normalfont\bfseries --}
+\newcommand\labelitemiii{$\m@th\ast$}
+\newcommand\labelitemiv{$\m@th\cdot$}
+\renewcommand \theequation {\@arabic\c@equation}
+
+%%%%%%%%%%%%% Figures
+\newcounter{figure}
+\renewcommand\thefigure{\@arabic\c@figure}
+\def\fps@figure{tbp}
+\def\ftype@figure{1}
+\def\ext@figure{lof}
+\def\fnum@figure{\figurename~\thefigure}
+\newenvironment{figure}{\footnotesize\rm\@float{figure}}%
+ {\end@float\normalsize\rm}
+\newenvironment{figure*}{\footnotesize\rm\@dblfloat{figure}}{\end@dblfloat}
+\newcounter{table}
+\renewcommand\thetable{\@arabic\c@table}
+\def\fps@table{tbp}
+\def\ftype@table{2}
+\def\ext@table{lot}
+\def\fnum@table{\tablename~\thetable}
+\newenvironment{table}{\footnotesize\rm\@float{table}}%
+ {\end@float\normalsize\rm}
+\newenvironment{table*}{\footnotesize\rm\@dblfloat{table}}%
+ {\end@dblfloat\normalsize\rm}
+\newlength\abovecaptionskip
+\newlength\belowcaptionskip
+\setlength\abovecaptionskip{10\p@}
+\setlength\belowcaptionskip{0\p@}
+%Table Environments
+%\newenvironment{tableref}[3][\textwidth]{%
+%\begin{center}%
+%\begin{table}%
+%\captionsetup[table]{width=#1}
+%\centering\caption{\label{#2}#3}}{\end{table}\end{center}}
+%%%%%%%%%%%%%%%%%
+%\newcounter{figure}
+%\renewcommand \thefigure {\@arabic\c@figure}
+%\def\fps@figure{tbp}
+%\def\ftype@figure{1}
+%\def\ext@figure{lof}
+%\def\fnum@figure{\figurename~\thefigure}
+%ENVIRONMENT: figure
+%\newenvironment{figure}
+% {\@float{figure}}
+% {\end@float}
+%ENVIRONMENT: figure*
+%\newenvironment{figure*}
+% {\@dblfloat{figure}}
+% {\end@dblfloat}
+%ENVIRONMENT: table
+%\newcounter{table}
+%\renewcommand\thetable{\@arabic\c@table}
+%\def\fps@table{tbp}
+%\def\ftype@table{2}
+%\def\ext@table{lot}
+%\def\fnum@table{\tablename~\thetable}
+%\newenvironment{table}
+% {\@float{table}}
+% {\end@float}
+%ENVIRONMENT: table*
+%\newenvironment{table*}
+% {\@dblfloat{table}}
+% {\end@dblfloat}
+%\newlength\abovecaptionskip
+%\newlength\belowcaptionskip
+%\setlength\abovecaptionskip{10\p@}
+%\setlength\belowcaptionskip{0\p@}
+% CAPTIONS
+% Added redefinition of \@caption so captions are not written to
+% aux file therefore less need to \protect fragile commands
+%
+\long\def\@caption#1[#2]#3{\par\begingroup
+ \@parboxrestore
+ \normalsize
+ \@makecaption{\csname fnum@#1\endcsname}{\ignorespaces #3}\par
+ \endgroup}
+\long\def\@makecaption#1#2{%
+ \vskip\abovecaptionskip
+ \sbox\@tempboxa{{\bf #1.} #2}%
+ \ifdim \wd\@tempboxa >\hsize
+ {\bf #1.} #2\par
+ \else
+ \global \@minipagefalse
+ \hb@xt@\hsize{\hfil\box\@tempboxa\hfil}%
+ \fi
+ \vskip\belowcaptionskip}
+\DeclareOldFontCommand{\rm}{\normalfont\rmfamily}{\mathrm}
+\DeclareOldFontCommand{\sf}{\normalfont\sffamily}{\mathsf}
+\DeclareOldFontCommand{\tt}{\normalfont\ttfamily}{\mathtt}
+\DeclareOldFontCommand{\bf}{\normalfont\bfseries}{\mathbf}
+\DeclareOldFontCommand{\it}{\normalfont\itshape}{\mathit}
+\DeclareOldFontCommand{\sl}{\normalfont\slshape}{\@nomath\sl}
+\DeclareOldFontCommand{\sc}{\normalfont\scshape}{\@nomath\sc}
+\DeclareRobustCommand*\cal{\@fontswitch\relax\mathcal}
+\DeclareRobustCommand*\mit{\@fontswitch\relax\mathnormal}
+%\newcommand\@pnumwidth{1.55em}
+%\newcommand\@tocrmarg{2.55em}
+%\newcommand\@dotsep{4.5}
+%\setcounter{tocdepth}{3}
+%\newcommand\tableofcontents{%
+% \section*{\contentsname
+% \@mkboth{%
+% \MakeUppercase\contentsname}{\MakeUppercase\contentsname}}%
+% \@starttoc{toc}%
+% }
+%\newcommand*\l@part[2]{%
+% \ifnum \c@tocdepth >-2\relax
+% \addpenalty\@secpenalty
+% \addvspace{2.25em \@plus\p@}%
+% \begingroup
+% \parindent \z@ \rightskip \@pnumwidth
+% \parfillskip -\@pnumwidth
+% {\leavevmode
+% \large \bfseries #1\hfil \hb@xt@\@pnumwidth{\hss #2}}\par
+% \nobreak
+% \if@compatibility
+% \global\@nobreaktrue
+% \everypar{\global\@nobreakfalse\everypar{}}%
+% \fi
+% \endgroup
+% \fi}
+%\newcommand*\l@section[2]{%
+% \ifnum \c@tocdepth >\z@
+% \addpenalty\@secpenalty
+% \addvspace{1.0em \@plus\p@}%
+% \setlength\@tempdima{1.5em}%
+% \begingroup
+% \parindent \z@ \rightskip \@pnumwidth
+% \parfillskip -\@pnumwidth
+% \leavevmode \bfseries
+% \advance\leftskip\@tempdima
+% \hskip -\leftskip
+% #1\nobreak\hfil \nobreak\hb@xt@\@pnumwidth{\hss #2}\par
+% \endgroup
+% \fi}
+%\newcommand*\l@subsection{\@dottedtocline{2}{1.5em}{2.3em}}
+%\newcommand*\l@subsubsection{\@dottedtocline{3}{3.8em}{3.2em}}
+%\newcommand*\l@paragraph{\@dottedtocline{4}{7.0em}{4.1em}}
+%\newcommand*\l@subparagraph{\@dottedtocline{5}{10em}{5em}}
+%\newcommand\listoffigures{%
+% \section*{\listfigurename
+% \@mkboth{\MakeUppercase\listfigurename}%
+% {\MakeUppercase\listfigurename}}%
+% \@starttoc{lof}%
+% }
+%\newcommand*\l@figure{\@dottedtocline{1}{1.5em}{2.3em}}
+%\newcommand\listoftables{%
+% \section*{\listtablename
+% \@mkboth{%
+% \MakeUppercase\listtablename}{\MakeUppercase\listtablename}}%
+% \@starttoc{lot}%
+% }
+%\let\l@table\l@figure
+%======================================
+%ENVIRONMENTS
+%======================================
+%ENVIRONMENT: indented
+\newenvironment{indented}{\begin{indented}}{\end{indented}}
+\newenvironment{varindent}[1]{\begin{varindent}{#1}}{\end{varindent}}
+%
+\def\indented{\list{}{\itemsep=0\p@\labelsep=0\p@\itemindent=0\p@
+ \labelwidth=0\p@\leftmargin=\mathindent\topsep=0\p@\partopsep=0\p@
+ \parsep=0\p@\listparindent=15\p@}\footnotesize\rm}
+\let\endindented=\endlist
+\def\varindent#1{\setlength{\varind}{#1}%
+ \list{}{\itemsep=0\p@\labelsep=0\p@\itemindent=0\p@
+ \labelwidth=0\p@\leftmargin=\varind\topsep=0\p@\partopsep=0\p@
+ \parsep=0\p@\listparindent=15\p@}\footnotesize\rm}
+\let\endvarindent=\endlist
+%ENVIRONMENT: abstract
+\newenvironment{abstract}{%
+ \vspace{16pt plus3pt minus3pt}
+ \begin{indented}
+ \item[]{\bfseries \abstractname.}\quad\rm\ignorespaces}
+ {\end{indented}\vspace{10mm}}
+%ENVIRONMENT: description
+\newenvironment{description}
+ {\list{}{\labelwidth\z@ \itemindent-\leftmargin
+ \let\makelabel\descriptionlabel}}
+ {\endlist}
+\newcommand\descriptionlabel[1]{\hspace\labelsep
+ \normalfont\bfseries #1}
+%ENVIRONMENT: quotation
+\newenvironment{quotation}
+ {\list{}{\listparindent 1.5em%
+ \itemindent \listparindent
+ \rightmargin \leftmargin
+ \parsep \z@ \@plus\p@}%
+ \item[]}
+ {\endlist}
+%ENVIRONMENT: quote
+\newenvironment{quote}
+ {\list{}{\rightmargin\leftmargin}%
+ \item[]}
+ {\endlist}
+%ENVIRONMENT: verse
+\newenvironment{verse}
+ {\let\\=\@centercr
+ \list{}{\itemsep \z@
+ \itemindent -1.5em%
+ \listparindent\itemindent
+ \rightmargin \leftmargin
+ \advance\leftmargin 1.5em}%
+ \item[]}
+ {\endlist}
+%ENVIRONMENT: bibliography
+\newdimen\bibindent
+\setlength\bibindent{1.5em}
+\def\thebibliography#1{\list
+ {\hfil[\arabic{enumi}]}{\topsep=0\p@\parsep=0\p@
+ \partopsep=0\p@\itemsep=0\p@
+ \labelsep=5\p@\itemindent=-10\p@
+ \settowidth\labelwidth{\footnotesize[#1]}%
+ \leftmargin\labelwidth
+ \advance\leftmargin\labelsep
+ \advance\leftmargin -\itemindent
+ \usecounter{enumi}}\footnotesize
+ \def\newblock{\ }
+ \sloppy\clubpenalty4000\widowpenalty4000
+ \sfcode`\.=1000\relax}
+\let\endthebibliography=\endlist
+\def\numrefs#1{\begin{thebibliography}{#1}}
+\def\endnumrefs{\end{thebibliography}}
+\let\endbib=\endnumrefs
+%%%%%%%%%%%%%%%%%%
+
+
+%\newenvironment{thebibliography}[1]
+% {\section*{References}
+% \list{\@biblabel{\@arabic\c@enumiv}}%
+% {\settowidth\labelwidth{\@biblabel{#1}}%
+% \leftmargin\labelwidth
+% \advance\leftmargin\labelsep
+% \@openbib@code
+% \usecounter{enumiv}%
+% \let\p@enumiv\@empty
+% \renewcommand\theenumiv{\@arabic\c@enumiv}}%
+% \sloppy
+% \clubpenalty4000
+% \@clubpenalty \clubpenalty
+% \widowpenalty4000%
+% \sfcode`\.\@m}
+% {\def\@noitemerr
+% {\@latex@warning{Empty `thebibliography' environment}}%
+% \endlist}
+%\newcommand\newblock{\hskip .11em\@plus.33em\@minus.07em}
+%\let\@openbib@code\@empty
+%ENVIRONMENT: theindex
+\newenvironment{theindex}
+ {\if@twocolumn
+ \@restonecolfalse
+ \else
+ \@restonecoltrue
+ \fi
+ \columnseprule \z@
+ \columnsep 35\p@
+ \twocolumn[\section*{\indexname}]%
+ \@mkboth{\MakeUppercase\indexname}%
+ {\MakeUppercase\indexname}%
+ \thispagestyle{plain}\parindent\z@
+ \parskip\z@ \@plus .3\p@\relax
+ \let\item\@idxitem}
+ {\if@restonecol\onecolumn\else\clearpage\fi}
+\newcommand\@idxitem{\par\hangindent 40\p@}
+\newcommand\subitem{\@idxitem \hspace*{20\p@}}
+\newcommand\subsubitem{\@idxitem \hspace*{30\p@}}
+\newcommand\indexspace{\par \vskip 10\p@ \@plus5\p@ \@minus3\p@\relax}
+%=====================
+\def\appendix{\@ifnextchar*{\@appendixstar}{\@appendix}}
+\def\@appendix{\eqnobysec\@appendixstar}
+\def\@appendixstar{\@@par
+ \ifnumbysec % Added 30/4/94 to get Table A1,
+ \@addtoreset{table}{section} % Table B1 etc if numbering by
+ \@addtoreset{figure}{section}\fi % section
+ \setcounter{section}{0}
+ \setcounter{subsection}{0}
+ \setcounter{subsubsection}{0}
+ \setcounter{equation}{0}
+ \setcounter{figure}{0}
+ \setcounter{table}{0}
+ \def\thesection{Appendix \Alph{section}}
+ \def\theequation{\ifnumbysec
+ \Alph{section}.\arabic{equation}\else
+ \Alph{section}\arabic{equation}\fi} % Comment A\arabic{equation} maybe
+ \def\thetable{\ifnumbysec % better? 15/4/95
+ \Alph{section}\arabic{table}\else
+ A\arabic{table}\fi}
+ \def\thefigure{\ifnumbysec
+ \Alph{section}\arabic{figure}\else
+ A\arabic{figure}\fi}}
+\def\noappendix{\setcounter{figure}{0}
+ \setcounter{table}{0}
+ \def\thetable{\arabic{table}}
+ \def\thefigure{\arabic{figure}}}
+\setlength\arraycolsep{5\p@}
+\setlength\tabcolsep{6\p@}
+\setlength\arrayrulewidth{.4\p@}
+\setlength\doublerulesep{2\p@}
+\setlength\tabbingsep{\labelsep}
+\skip\@mpfootins = \skip\footins
+\setlength\fboxsep{3\p@}
+\setlength\fboxrule{.4\p@}
+\renewcommand\theequation{\arabic{equation}}
+% NAME OF STRUCTURES
+\newcommand\contentsname{Contents}
+\newcommand\listfigurename{List of Figures}
+\newcommand\listtablename{List of Tables}
+\newcommand\refname{References}
+\newcommand\indexname{Index}
+\newcommand\figurename{Figure}
+\newcommand\tablename{Table}
+\newcommand\partname{Part}
+\newcommand\appendixname{Appendix}
+\newcommand\abstractname{Abstract}
+%Miscellaneous commands
+\newcommand{\BibTeX}{{\rm B\kern-.05em{\sc i\kern-.025em b}\kern-.08em
+ T\kern-.1667em\lower.7ex\hbox{E}\kern-.125emX}}
+\newcommand{\jpcsit}{{\bfseries\itshape\selectfont Journal of Physics: Conference Series}}
+\newcommand{\jpcs}{{\itshape\selectfont Journal of Physics: Conference Series}}
+\newcommand{\iopp}{IOP Publishing}
+\newcommand{\cls}{{\upshape\selectfont\texttt{jpconf.cls}}}
+\newcommand{\corg}{conference organizer}
+\newcommand\today{\number\day\space\ifcase\month\or
+ January\or February\or March\or April\or May\or June\or
+ July\or August\or September\or October\or November\or December\fi
+ \space\number\year}
+ \setlength\columnsep{10\p@}
+\setlength\columnseprule{0\p@}
+\newcommand{\Tables}{\clearpage\section*{Tables and table captions}
+\def\fps@table{hp}\noappendix}
+\newcommand{\Figures}{\clearpage\section*{Figure captions}
+ \def\fps@figure{hp}\noappendix}
+%
+\newcommand{\Figure}[1]{\begin{figure}
+ \caption{#1}
+ \end{figure}}
+%
+\newcommand{\Table}[1]{\begin{table}
+ \caption{#1}
+ \begin{indented}
+ \lineup
+ \item[]\begin{tabular}{@{}l*{15}{l}}}
+\def\endTable{\end{tabular}\end{indented}\end{table}}
+\let\endtab=\endTable
+%
+\newcommand{\fulltable}[1]{\begin{table}
+ \caption{#1}
+ \lineup
+ \begin{tabular*}{\textwidth}{@{}l*{15}{@{\extracolsep{0pt plus 12pt}}l}}}
+\def\endfulltable{\end{tabular*}\end{table}}
+%BIBLIOGRAPHY and References
+%\newcommand{\Bibliography}[1]{\section*{References}\par\numrefs{#1}}
+%\newcommand{\References}{\section*{References}\par\refs}
+%\def\thebibliography#1{\list
+% {\hfil[\arabic{enumi}]}{\topsep=0\p@\parsep=0\p@
+% \partopsep=0\p@\itemsep=0\p@
+% \labelsep=5\p@\itemindent=-10\p@
+% \settowidth\labelwidth{\footnotesize[#1]}%
+% \leftmargin\labelwidth
+% \advance\leftmargin\labelsep
+% \advance\leftmargin -\itemindent
+% \usecounter{enumi}}\footnotesize
+% \def\newblock{\ }
+% \sloppy\clubpenalty4000\widowpenalty4000
+% \sfcode`\.=1000\relax}
+%\let\endthebibliography=\endlist
+%\def\numrefs#1{\begin{thebibliography}{#1}}
+%\def\endnumrefs{\end{thebibliography}}
+%\let\endbib=\endnumrefs
+
+\def\thereferences{\list{}{\topsep=0\p@\parsep=0\p@
+ \partopsep=0\p@\itemsep=0\p@\labelsep=0\p@\itemindent=-18\p@
+\labelwidth=0\p@\leftmargin=18\p@
+}\footnotesize\rm
+\def\newblock{\ }
+\sloppy\clubpenalty4000\widowpenalty4000
+\sfcode`\.=1000\relax}%
+\let\endthereferences=\endlist
+% MISC EQUATRION STUFF
+%\def\[{\relax\ifmmode\@badmath\else
+% \begin{trivlist}
+% \@beginparpenalty\predisplaypenalty
+% \@endparpenalty\postdisplaypenalty
+% \item[]\leavevmode
+% \hbox to\linewidth\bgroup$ \displaystyle
+% \hskip\mathindent\bgroup\fi}
+%\def\]{\relax\ifmmode \egroup $\hfil \egroup \end{trivlist}\else \@badmath \fi}
+%\def\equation{\@beginparpenalty\predisplaypenalty
+% \@endparpenalty\postdisplaypenalty
+%\refstepcounter{equation}\trivlist \item[]\leavevmode
+% \hbox to\linewidth\bgroup $ \displaystyle
+%\hskip\mathindent}
+%\def\endequation{$\hfil \displaywidth\linewidth\@eqnnum\egroup \endtrivlist}
+%\@namedef{equation*}{\[}
+%\@namedef{endequation*}{\]}
+%\def\eqnarray{\stepcounter{equation}\let\@currentlabel=\theequation
+%\global\@eqnswtrue
+%\global\@eqcnt\z@\tabskip\mathindent\let\\=\@eqncr
+%\abovedisplayskip\topsep\ifvmode\advance\abovedisplayskip\partopsep\fi
+%\belowdisplayskip\abovedisplayskip
+%\belowdisplayshortskip\abovedisplayskip
+%\abovedisplayshortskip\abovedisplayskip
+%$$\halign to
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+% \tabskip\z@skip
+% &$\@lign\displaystyle{{}##}$\hfill\tabskip\@centering
+% &\llap{$\@lign\hbox{\rm##}$}\tabskip\z@skip\crcr
+% #1\crcr}}
+%%
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+\def\theequation{\ifnumbysec
+ \arabic{section}.\arabic{equation}\else
+ \arabic{equation}\fi}
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+\newcounter{eqnval}
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+ \else\arabic{eqnval}{\it\alph{equation}}\fi}}
+\def\endnumparts{\def\theequation{\ifnumbysec
+ \arabic{section}.\arabic{equation}\else
+ \arabic{equation}\fi}%
+ \setcounter{equation}{\value{eqnval}}}
+%
+\def\cases#1{%
+ \left\{\,\vcenter{\def\\{\cr}\normalbaselines\openup1\jot\m@th%
+ \ialign{\strut$\displaystyle{##}\hfil$&\tqs
+ \rm##\hfil\crcr#1\crcr}}\right.}%
+\def\eqalign#1{\null\vcenter{\def\\{\cr}\openup\jot\m@th
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+ \crcr#1\crcr}}\,}
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+ \def\-{\llap{$-$}}}
+%
+%%%%%%%%%%%%%%%%%%%%%
+% Tables rules %
+%%%%%%%%%%%%%%%%%%%%%
+
+\newcommand{\boldarrayrulewidth}{1\p@}
+% Width of bold rule in tabular environment.
+
+\def\bhline{\noalign{\ifnum0=`}\fi\hrule \@height
+\boldarrayrulewidth \futurelet \@tempa\@xhline}
+
+\def\@xhline{\ifx\@tempa\hline\vskip \doublerulesep\fi
+ \ifnum0=`{\fi}}
+
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+% Rules for tables with extra space around
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+\newcommand{\etal}{{\it et al\/}\ }
+\newcommand{\dash}{------}
+\newcommand{\nonum}{\par\item[]} %\par added 1/9/93
+\newcommand{\mat}[1]{\underline{\underline{#1}}}
+%
+% abbreviations for IOPP journals
+%
+\newcommand{\CQG}{{\it Class. Quantum Grav.} }
+\newcommand{\CTM}{{\it Combust. Theory Modelling\/} }
+\newcommand{\DSE}{{\it Distrib. Syst. Engng\/} }
+\newcommand{\EJP}{{\it Eur. J. Phys.} }
+\newcommand{\HPP}{{\it High Perform. Polym.} } % added 4/5/93
+\newcommand{\IP}{{\it Inverse Problems\/} }
+\newcommand{\JHM}{{\it J. Hard Mater.} } % added 4/5/93
+\newcommand{\JO}{{\it J. Opt.} }
+\newcommand{\JOA}{{\it J. Opt. A: Pure Appl. Opt.} }
+\newcommand{\JOB}{{\it J. Opt. B: Quantum Semiclass. Opt.} }
+\newcommand{\JPA}{{\it J. Phys. A: Math. Gen.} }
+\newcommand{\JPB}{{\it J. Phys. B: At. Mol. Phys.} } %1968-87
+\newcommand{\jpb}{{\it J. Phys. B: At. Mol. Opt. Phys.} } %1988 and onwards
+\newcommand{\JPC}{{\it J. Phys. C: Solid State Phys.} } %1968--1988
+\newcommand{\JPCM}{{\it J. Phys.: Condens. Matter\/} } %1989 and onwards
+\newcommand{\JPD}{{\it J. Phys. D: Appl. Phys.} }
+\newcommand{\JPE}{{\it J. Phys. E: Sci. Instrum.} }
+\newcommand{\JPF}{{\it J. Phys. F: Met. Phys.} }
+\newcommand{\JPG}{{\it J. Phys. G: Nucl. Phys.} } %1975--1988
+\newcommand{\jpg}{{\it J. Phys. G: Nucl. Part. Phys.} } %1989 and onwards
+\newcommand{\MSMSE}{{\it Modelling Simulation Mater. Sci. Eng.} }
+\newcommand{\MST}{{\it Meas. Sci. Technol.} } %1990 and onwards
+\newcommand{\NET}{{\it Network: Comput. Neural Syst.} }
+\newcommand{\NJP}{{\it New J. Phys.} }
+\newcommand{\NL}{{\it Nonlinearity\/} }
+\newcommand{\NT}{{\it Nanotechnology} }
+\newcommand{\PAO}{{\it Pure Appl. Optics\/} }
+\newcommand{\PM}{{\it Physiol. Meas.} } % added 4/5/93
+\newcommand{\PMB}{{\it Phys. Med. Biol.} }
+\newcommand{\PPCF}{{\it Plasma Phys. Control. Fusion\/} } % added 4/5/93
+\newcommand{\PSST}{{\it Plasma Sources Sci. Technol.} }
+\newcommand{\PUS}{{\it Public Understand. Sci.} }
+\newcommand{\QO}{{\it Quantum Opt.} }
+\newcommand{\QSO}{{\em Quantum Semiclass. Opt.} }
+\newcommand{\RPP}{{\it Rep. Prog. Phys.} }
+\newcommand{\SLC}{{\it Sov. Lightwave Commun.} } % added 4/5/93
+\newcommand{\SST}{{\it Semicond. Sci. Technol.} }
+\newcommand{\SUST}{{\it Supercond. Sci. Technol.} }
+\newcommand{\WRM}{{\it Waves Random Media\/} }
+\newcommand{\JMM}{{\it J. Micromech. Microeng.\/} }
+%
+% Other commonly quoted journals
+%
+\newcommand{\AC}{{\it Acta Crystallogr.} }
+\newcommand{\AM}{{\it Acta Metall.} }
+\newcommand{\AP}{{\it Ann. Phys., Lpz.} }
+\newcommand{\APNY}{{\it Ann. Phys., NY\/} }
+\newcommand{\APP}{{\it Ann. Phys., Paris\/} }
+\newcommand{\CJP}{{\it Can. J. Phys.} }
+\newcommand{\JAP}{{\it J. Appl. Phys.} }
+\newcommand{\JCP}{{\it J. Chem. Phys.} }
+\newcommand{\JJAP}{{\it Japan. J. Appl. Phys.} }
+\newcommand{\JP}{{\it J. Physique\/} }
+\newcommand{\JPhCh}{{\it J. Phys. Chem.} }
+\newcommand{\JMMM}{{\it J. Magn. Magn. Mater.} }
+\newcommand{\JMP}{{\it J. Math. Phys.} }
+\newcommand{\JOSA}{{\it J. Opt. Soc. Am.} }
+\newcommand{\JPSJ}{{\it J. Phys. Soc. Japan\/} }
+\newcommand{\JQSRT}{{\it J. Quant. Spectrosc. Radiat. Transfer\/} }
+\newcommand{\NC}{{\it Nuovo Cimento\/} }
+\newcommand{\NIM}{{\it Nucl. Instrum. Methods\/} }
+\newcommand{\NP}{{\it Nucl. Phys.} }
+\newcommand{\PL}{{\it Phys. Lett.} }
+\newcommand{\PR}{{\it Phys. Rev.} }
+\newcommand{\PRL}{{\it Phys. Rev. Lett.} }
+\newcommand{\PRS}{{\it Proc. R. Soc.} }
+\newcommand{\PS}{{\it Phys. Scr.} }
+\newcommand{\PSS}{{\it Phys. Status Solidi\/} }
+\newcommand{\PTRS}{{\it Phil. Trans. R. Soc.} }
+\newcommand{\RMP}{{\it Rev. Mod. Phys.} }
+\newcommand{\RSI}{{\it Rev. Sci. Instrum.} }
+\newcommand{\SSC}{{\it Solid State Commun.} }
+\newcommand{\ZP}{{\it Z. Phys.} }
+%===================
+\pagestyle{headings}
+\pagenumbering{arabic}
+\raggedbottom
+\onecolumn
+\endinput
+%%
+%% End of file `jconf.cls'.
diff --git a/contributions/ds_cloud_c/Artifact/jpconf11.clo b/contributions/ds_cloud_c/Artifact/jpconf11.clo
new file mode 100644
index 0000000000000000000000000000000000000000..63541cbb98638b86bbc1df2d09f4eafbe3233a42
--- /dev/null
+++ b/contributions/ds_cloud_c/Artifact/jpconf11.clo
@@ -0,0 +1,141 @@
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diff --git a/contributions/ds_cloud_c/catc_monitoring.png b/contributions/ds_cloud_c/catc_monitoring.png
new file mode 100644
index 0000000000000000000000000000000000000000..d945a1547757e3396ab7587dcacb5e95076c5c6f
Binary files /dev/null and b/contributions/ds_cloud_c/catc_monitoring.png differ
diff --git a/contributions/ds_cloud_c/ds_cloud_c.tex b/contributions/ds_cloud_c/ds_cloud_c.tex
index d8802adde645c157fa84855fc9c16015e2b7c77a..0fd550f3ed9656297647825b6bea8a0598d42645 100644
--- a/contributions/ds_cloud_c/ds_cloud_c.tex
+++ b/contributions/ds_cloud_c/ds_cloud_c.tex
@@ -1,154 +1,205 @@
\documentclass[a4paper]{jpconf}
\usepackage{graphicx}
\begin{document}
-\title{Cloud@CNAF Management and Evolution: placeholder}
+\title{Cloud@CNAF Management and Evolution}
\author{C. Duma$^1$, A. Costantini$^1$, D. Michelotto$^1$ and D. Salomoni$^1$}
\address{$^1$INFN Division CNAF, Bologna, Italy}
-%\address{$^2$IFCA, Consejo Superior de Investigaciones Cientificas-CSIC, Santander, Spain}
\ead{ds@cnaf.infn.it}
\begin{abstract}
- This paper describes the achievements of the H2020 project INDIGO-DataCloud in the field of software lifecycle management, the Continuous Integration and Delivery systems setup to manage the new releases, as a first step towards the implementation of a DevOps approach.
+Cloud@CNAF is the cloud infrastructure hosted at CNAF, based on open source solutions aiming
+to serve different use cases present here. The infrastructure is the result of
+the collaboration of a transversal group of people from all CNAF
+functional units: networking, storage, farming, national services, distributed systems.
+If 2016 was for the Cloud@CNAF IaaS (Infrastructure as a Service) based on OpenStack,
+a period of consolidation and improvement, 2017 was an year of consolidation and
+operation ended with an extreme event - the flooding of the DataCenter, when an
+aqueduct pipe located in the street nearby CNAF went broke. This event caused
+down of the entire DataCenter, including the Cloud@CNAF infrastructure.This paper
+presents the activities carried out throughout 2018 to ensure the functioning
+of the center cloud infrastructure, that saw the its migration from CNAF to INFN-Ferrara,
+starting to the re-design of the entire to cope with the limited availability of
+space and weigth imposed by the new location, to the physical migration of the
+racks and remote management and operation of infrastructure in order to continue
+to provide high-quality services for our users and communities.
\end{abstract}
\section{Introduction}
-Text
-\section{First section}
-\label{sec:release}
-
-TOCHANGE
-The software development lifecycle (SDL) process (Figure~\ref{fig:1}) in INDIGO has been supported by a continuous
-software improvement process that regarded the software quality assurance, software maintenance,
-including release management, support services, and the management of pilot infrastructures
-needed for software integration and acceptance testing.
-
-%\begin{figure}
-% \centering
-% \includegraphics[width=\textwidth]{Figure5.pdf}
-% \caption{Software development lifecycle implementation}
-% \label{fig:1}
-%\end{figure}
-
-
-Preview releases are made available for evaluation by user communities and
-resource providers through the pilot infrastructures. Release
-candidates are subjected to integration testing, which may include the
-
-%\subsection{Software development lifecycle management}
-
-Software lifecycle management is performed mostly via automated actions orchestrated.
-
-In Figure we depict the project's software lifecycle management services and
-activities and their interdependencies:
+The main goal of Cloud@CNAF \cite{catc} project is to provide a production quality
+Cloud Infrastructure for CNAF internal activities as well as national and
+international projects hosted at CNAF:
\begin{itemize}
-\item Version Control System (VCS) - Source Code is made available through public VCS
- repositories, hosted externally in GitHub repositories, guaranteeing in this
- way the software openness and visibility, simplifying the exploitation beyond the
- project lifetime. The INDIGO-DataCloud software is released under the Apache 2.0
- software license and can be deployed on both public and private Cloud infrastructures.
-\item Software quality assurence criteria and control activities and services to enable them:
-\begin{itemize}
-\item Continuous Integration service using {\bf Jenkins}: Service to automate the building,
- packaging (where applicable) and execution of unit and functional tests of software components.
-\item Code review service using GitHub: Code review of software source code is one integral part of the SQA\@. This service facilitates the code review proces. It records the
- comments and allows the reviewer to verify the software modification.
-\item Code metrics services using {\bf Grimoire}: To collect and visualize several metrics about the software components.
-\end{itemize}
-\item Software release and maintenance activities, services and supporting infrastructures
-\begin{itemize}
-\item A project management service using {\bf openproject.org} is made available by the
- project: It provides tools such as an issue tracker, wiki, a placeholder for documents and a project management timeline.
-\item Artifacts repositories for RPM and Debian packages, and Docker Hub for containers:
- In INDIGO-DataCloud there are two types of artifacts, packaged software and virtual images.
- The software can be downloaded from our public repository\footnote{http://repo.indigo-datacloud.eu}.
-\item Release notes, installation and configuration guides, user and development manuals are made
- available on {\bf GitBook}\footnote{https://indigo-dc.gitbooks.io/indigo-datacloud-releases}.
-\item Bug trackers using GitHub issues tracker: Services to track issues and bugs of INDIGO-DataCloud software components.
-\item Integration infrastructure: this infrastructure is composed of computing resources to support directly
- the Continuous Integration service. It's the place where building and packaging of software
- occurs as well as the execution of unit and functional tests. These resources are provided by INDIGO partners.
-\item Testing infrastructure: this infrastructure aims to provide several types of environment. A stable environment
- for users where they can preview the software and services developed by INDIGO-DataCloud, prior to its public release.
-\item Preview infrastructure: where the released artifacts are deployed and made available for testing and validation by the use-cases.
+ \item Internal activities
+ \begin{itemize}
+ \item Provisioning VM for CNAF departments and staff members
+ \item Tutorial and courses
+ \end{itemize}
+ \item National and international projects
+ \begin{itemize}
+ \item Providing VMs for experiments hosted at CNAF, like CMS, ATLAS, EEE and FAZIA
+ \item testbeds for testing the services developed by projects like the INDIGO-DataCloud, eXtreme-DataCLoud and DEEP-HybridDataCloud
+ \end{itemize}
\end{itemize}
-\end{itemize}
-
-
-The first INDIGO-DataCloud major release (codename {\tt MidnightBlue}) was released 1st of August 2016 (see table~\ref{tab:1} for the fact sheet). The
-second INDIGO-DataCloud major release (codename {\tt ElectricIndigo}) was made publicly available on April 14th 2017 (see table~\ref{tab:2} for the fact sheet).
-
-
-\section{DevOps approach in INDIGO}
-
-Progressive levels of automation were adopted throughout the different phases of
-the INDIGO-DataCloud project software development and delivery processes.
-
-\subsection{Services for continuous integration and SQA}
-
-The INDIGO-DataCloud CI process is schematically shown
-in Figure~\ref{fig:3}. The process, in its different steps, reflects some of
-the main and important achievements of the software integration team, such as:
-
+The infrastructure made available is based on OpenStack \cite{openstack}, version Mitaka, with all the
+services deployed using a High-Availability (HA) setup or in a
+clustered manner (for ex. for the DBs used). During 2016 the infrastructure has been
+enhanced, by adding new resources, compute and network, and its operation has been improved and guaranteed by
+adding the monitoring part, improving the support, automating the maintenance activities.
+
+Thanks to this enhancement, Cloud@CNAF was able to offer high reliable services to the users and communities who rely on such infrastructure.
+
+At the end of 2017, on November 9th early at morning, an aqueduct pipe located in the street nearby CNAF, broke as documented in Ref. \cite{flood}.
+As a result, a river of water and mud flowed towards the Tier1 data center. The level of the water did not exceeded the
+threshold of safety of the waterproof doors but, due to the porosity of the external walls and the floor, it could find a way
+ into the data center. Both electric lines failed at about 7.10AM CET. Access to the data center was possible only
+ in the afternoon, after all the water had been pumped out.
+As a result, the entire Tier1 data center went down, included the Cloud@CNAF infrastructure.
+
+
+\section{The resource migration}
+Some weeks after the flooding, has been decided to move the Cloud@CNAF core services in a different location
+in order to recover the services provided for communities and experiments.
+Thanks to a strong relationship, both University of Parma/INFN-Parma and INFN-Ferrara proposed to host our
+core machinery and related services.
+Due to the geographical proximity and the presence of Point of Presence (PoP) GARR, the
+Cloud@CNAF core machinery was moved to the INFN-Ferrara location.
+
+Unfortunately, we were not able to move all the Cloud@CNAF resources due to a limited power and weight availability in the new location.
+For the above mentioned reason, the re-design of the new infrastructure has been considered.
+As a first step, the services and the related machinery to move to the new - temporary - location have been selected in order to
+ fit the maximum power consumption and weight estimated for each of the two rooms devoted to host Cloud@CNAF services (see Table \ref{table:1} for details).
+
+\begin{table} [ht]
+\centering
+\begin{tabular}{ l|c|c|c||c||c| }
+\cline{2-6}
+ & \multicolumn{3}{c||}{Room1} & Room2 & Tot \\
+\cline{2-5}
+ & Rack1 & Rack2 & Tot & Rack3 & \\
+\hline
+Power consumption (kW) & 8,88 & 4,91 & 13,79 (15) & 5,8 (7)& 19,59\\
+Weight (Kg) & 201 & 151 & 352 (400Kg/mq) & 92 (400Kg/mq) & 444 \\
+Occupancy (U) & 9 & 12 & 21 & 10 & 31 \\
+\hline
+\end{tabular}
+\caption{Power consumption weight and occupancy for each Rack. In brackets, the maximum value admitted for the Room.}
+\label{table:1}
+\end{table}
+
+\section{Re-design the new infrastructure}
+Due to the limitations described in Table\ref{table:1} only three racks have been used to host Cloud@CNAF core service.
+Among this three racks, the first hosts the storage resources, the second hosts the Openstack controller, the network
+ services and the GPFS cluster. The third hosts Ovirt and Openstack compute nodes, together with
+ some other ancillary services (see Table \ref{table:2} for details).
+Rack1 and Rack2 have been connected by 2x40Gbps through our Brocade VDX switches and Rack1 and Rack3 have been connected
+by 2x10Gbps through PowerConnect switches.
+
+\begin{table} [ht]
+\centering
+\begin{tabular}{ c|l|l|l| }
+\cline{2-4}
+& \multicolumn{1}{|c|}{Rack1} & \multicolumn{1}{|c|}{Rack2} & \multicolumn{1}{|c|}{Rack3}\\
+\hline
+& VDX & VDX & PowerConnect x2 \\
+Resources & EqualLogic & Cloud controllers & Ovirt nodes\\
+and & Powervault & Cloud networks & Compute nodes\\
+Services & & Gridstore & DBs nodes\\
+& & Other services & Cloud UI\\
+\hline
+\end{tabular}
+\caption{List of resources and services hosted per Rack}
+\label{table:2}
+\end{table}
+
+Moreover, Rack1 is connected to PoP GARR with 1x1Gbps fiber connection to guarantee external connectivity.
+A complete overview of the new infrastructure and related resource location is shown in Figure \ref{new_c_at_c}.
+As depicted from the Figure \ref{new_c_at_c} and taking into account the limitations described in Table \ref{table:1}) the power consumption
+has been limited up to 13,79kW in respect to Room1 (limit 15kW) and up to 5.8kW (limit 7kW) in respect to Room2.
+
+The whole migration process (from the design to the reconfiguration of the new infrastructure) took just a business week
+and after that the Cloud@CNAF infrastructure and related services where up and running, able to serve again different projects and communities.
+
+Thanks to the experience and documentation gathered, in June 2018 - after the Tier1 returned in its production status,
+Cloud@CNAF has been migrated back in less than three business days.
+
+\section{Cloud@CNAF evolution}
+
+Starting from the activity carried out in 2016 related to the improvements done at the infrastructure level \cite{catc}, in
+2018 (after the return of the core infrastructure services due to the flooding)
+the increase of the computing resources, in terms of quality and quantity, continued in order to enhance both the
+ services and the performance offered to users.
+
+Thanks to such activity, during the last year the Cloud@CNAF saw a growth on the number of users and use cases
+ implemented in the infrastructure, in particular the number of projects increased up to 87 using approximately
+ 1035 virtual CPUS, 1.766TB of RAM, with a total of 267 virtual machines (see Figure \ref{catc_monitor} for more details).
+
+Among others, some of the projects that used the cloud infrastructure are:
\begin{itemize}
- \item New features are developed independently from the
- production version in \textit{feature branches}. The creation of
- a pull request for a specific feature branch marks the start of
- the automated validation process through the execution of the
- SQA jobs.
-
- \item The SQA jobs perform the code style verification and calculate unit
- and functional test coverage.
- \begin{itemize}
- \item The tools necessary for tackling these tests are packaged in
- Docker images, available in DockerHub.
- \item Each test then initiates a new container that provides a
- clean environment for its execution.
- \item This is an innovative approach that provides the flexibility
- needed to cope with the INDIGO-DataCloud software diversity.
- \end{itemize}
-
- \item The results of the several SQA jobs are made available in the Jenkins
- service which notifies back to GitHub their exit status.
- \begin{itemize}
- \item Only if the tests have succeeded, the source code is
- validated and is ready to be merged into the production branch.
- \end{itemize}
-
- \item The last step in the workflow is the code review, where a human
- review of the change is performed. After code review the source code
- can be merged and becomes ready for integration and later release.
+\item HARMONY - Proof-of-concept under the TTLab coordination, is a project aimed at finding resourceful medicines offensive against neoplasms in hematology,
+\item EEE - Extreme Energy Events - Science inside Schools (EEE), is a special research activity about the origin of cosmic rays carried out with the essential contribution of students and teachers of high schools,
+\item CHNET-DHLab - Cultural heritage network of INFN for the development of virtual laboratories services,
+\item USER Support - for the development of experiments dashboard and the hosting of the production instance of the dashboard, displayed on the monitor present on the CNAF hallway,
+\item EOSC-hub DODAS - Temaic service for Elastic Extension of Computing Centre batch resources on external clouds,
+\item Services devoted to EU projects like DEEP-HDC \cite{deep}, XDC \cite{xdc} and EOSC-pilot \cite{pilot}.
\end{itemize}
-As a general rule, the described CI process must be followed by all the PTs
-contributing code to INDIGO-DataCloud. However there are exceptions to this rule that fall into two main categories:
-
-\subsection{Continuous delivery}
-Continuous delivery adds, on top of the software development chain, a seamless
-manufacturing of software packages ready to be deployed into production
-services. Therefore, fast, frequent and small releases can be taken over thus
-promoting the reliability of the software.
-
-\subsection{DevOps adoption from user communities}
-
-The experience gathered throughout the project with regards to the adoption of different DevOps
-practices is not only useful and suitable for the software related to the core services in the
-INDIGO-DataCloud solution, but also applicable to the development and distribution of the applications coming from the user communities.
-
-\section{Conclusions}
-
-Thanks to the new common solutions developed by the INDIGO project, teams of first-line
-researchers in Europe are using public and private Cloud resources to get new results in Physics, Biology, Astronomy, Medicine, Humanities and other disciplines.
-
-
-%\section*{Acknowledgments}
-%eXtreme-DataCloud has been funded by the European Commision H2020 research and innovation program under grant agreement RIA XXXXXXX.
+\section{Conclusions and future work}
+Due to a damage in the aqueduct pipe located in the street nearby CNAF, a river of water and mud flowed towards the Tier1 data center causing the
+shutdown of the entire data center. For such reason, the services and related resources hosted by Cloud@CNAF went down.
+To cope with this problem, the decision to temporary migrate the core resources and services of Clud@CNAF to INFN-Ferrara has been taken and adopted.
+In order to do this, a complete re-design of the entire infrastructure was needed to tackle the limitations in terms of power consumption and
+ weight imposed by the new location.
+The joint effort and expertise of all the CNAF people and the INFN-Ferrara colleagues made possible to re-design, migrate and make operational
+the Cloud@CNAF infrastructure and related hosted services in less than a business week.
+Thanks to the experience and the documentation gathered, in June 2018 - after the Tier1 returned in its production status, Cloud@CNAF
+has been migrated back in less than three business days.
+Even with the above described problems, the Cloud@CNAF infrastructure has been maintained and evolved, giving the possibility
+to the users to carry on their activities and obtain their desidered results.
+For the next year new and challenging activities are planned, in particular the migration to the OpenStack Rocky version and the deployment of a new architecture distributed between
+differnet functional units, Data Center and SDDS.
+
+
+
+\begin{figure}[h]
+\centering
+\includegraphics[width=15cm,clip]{infn-fe23.png}
+\caption{The new architecture of the Cloud@CNAF developed to cope the limitations at INFN-Ferrara.}
+\label{new_c_at_c}
+\end{figure}
+
+\begin{figure}[h]
+\centering
+\includegraphics[width=12cm,clip]{catc_monitoring.png}
+\caption{Cloud@CNAF monitoring and status}
+\label{catc_monitor}
+\end{figure}
+
+\section{References}
+
+\begin{thebibliography}{}
+
+\bibitem{catc}
+Cloud@CNAF - maintenance and operation, C. Duma, R. Bucchi, A. Costantini, D. Michelotto, M. Panella, D. Salomoni and G. Zizzi, CNAF Annual Report 2016, https://www.cnaf.infn.it/Annual-Report/annual-report-2016.pdf
+\bibitem{openstack}
+Web site: https://www.openstack.org/
+\bibitem{flood}
+The flood, L. dell’Agnello, CNAF Annual Report 2017, https://www.cnaf.infn.it/wp-content/uploads/2018/09/cnaf-annual-report-2017.pdf
+\bibitem{deep}
+Web site: https://deep-hybrid-datacloud.eu/
+\bibitem{xdc}
+Web site: www.extreme-datacloud.eu
+\bibitem{pilot}
+Web site: https://eoscpilot.eu
+
+
+\end{thebibliography}
\end{document}
diff --git a/contributions/ds_cloud_c/infn-fe23.png b/contributions/ds_cloud_c/infn-fe23.png
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diff --git a/contributions/ds_eoschub/ds_eoschub.tex b/contributions/ds_eoschub/ds_eoschub.tex
index 585bfcf7840b06112f6fa34f3f3bcaf5d72eff6b..aa30c4b94e7c49b26264aa734e39297ca1aa6c21 100644
--- a/contributions/ds_eoschub/ds_eoschub.tex
+++ b/contributions/ds_eoschub/ds_eoschub.tex
@@ -148,8 +148,8 @@ Thanks to the new common solutions developed by the INDIGO project, teams of fir
researchers in Europe are using public and private Cloud resources to get new results in Physics, Biology, Astronomy, Medicine, Humanities and other disciplines.
\section*{Acknowledgments}
-eXtreme-DataCloud has been funded by the European Commision H2020 research and innovation program under grant agreement RIA XXXXXXX.
-
+EOSC-hub has been funded by the European Commission H2020 research and innovation
+program under grant agreement RIA 777536.
\end{document}
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+\@writefile{toc}{\contentsline {section}{\numberline {2}Activities and Achievements}{2}}
+\newlabel{sec:activities}{{2}{2}}
+\@writefile{toc}{\contentsline {subsection}{\numberline {2.1}Interoperability pilots: Transparent Networking}{2}}
+\@writefile{toc}{\contentsline {subsection}{\numberline {2.2}Interoperability pilots: Grid-Cloud interoperability demonstrator for HEP community}{2}}
+\newlabel{fig:1}{{1}{3}}
+\@writefile{toc}{\contentsline {subsection}{\numberline {2.3}Interoperability pilots: AAI}{3}}
+\newlabel{fig:2}{{2}{4}}
+\newlabel{fig:3}{{3}{5}}
+\@writefile{toc}{\contentsline {subsection}{\numberline {2.4}Data Interoperability Demonstrators}{5}}
+\newlabel{fig:4}{{4}{6}}
+\@writefile{toc}{\contentsline {section}{\numberline {3}Other activities}{6}}
+\@writefile{toc}{\contentsline {section}{\numberline {4}Conclusions}{6}}
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--- a/contributions/ds_eoscpilot/ds_eoscpilot.tex
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@@ -1,153 +1,326 @@
\documentclass[a4paper]{jpconf}
\usepackage{graphicx}
\begin{document}
-\title{EOSCpilot: placeholder}
+\title{EOSCpilot: Interoperability Interim results}
\author{C. Duma$^1$, A. Costantini$^1$, D. Michelotto$^1$,
A. Ceccanti$^1$, E. Fattibene $^1$ and D. Salomoni$^1$}
\address{$^1$INFN Division CNAF, Bologna, Italy}
-%\address{$^2$IFCA, Consejo Superior de Investigaciones Cientificas-CSIC, Santander, Spain}
\ead{ds@cnaf.infn.it}
\begin{abstract}
- This paper describes the achievements of the H2020 project INDIGO-DataCloud in the field of software lifecycle management, the Continuous Integration and Delivery systems setup to manage the new releases, as a first step towards the implementation of a DevOps approach.
+The EOSCpilot project is the first project in the entire EOSC programme, tasked
+with exploring some of the scientific, technical and cultural challenges that need
+to be addressed in the deployment of the EOSC. The EOSCpilot project has been funded
+to support the first phase in the development of the European Open Science Cloud
+(EOSC). In this paper we present a summary of the second year activities results
+in the field of interoperability containing the first results of the validation
+of services and demonstrators in the interoperability testbeds and the revised
+interoperability requirements derived from these activities.
+
\end{abstract}
\section{Introduction}
-Text
-\section{First section}
-\label{sec:release}
-
-TOCHANGE
-The software development lifecycle (SDL) process (Figure~\ref{fig:1}) in INDIGO has been supported by a continuous
-software improvement process that regarded the software quality assurance, software maintenance,
-including release management, support services, and the management of pilot infrastructures
-needed for software integration and acceptance testing.
-
-%\begin{figure}
-% \centering
-% \includegraphics[width=\textwidth]{Figure5.pdf}
-% \caption{Software development lifecycle implementation}
-% \label{fig:1}
-%\end{figure}
-
-Preview releases are made available for evaluation by user communities and
-resource providers through the pilot infrastructures. Release
-candidates are subjected to integration testing, which may include the
-
-%\subsection{Software development lifecycle management}
+The European Open Science Cloud (EOSC) programme aims to deliver an Open Data
+Science Environment that federates existing scientific data infrastructures to
+offer European science and technology researchers and practitioners seamless
+access to services for storage, management, analysis and re-use of research data
+presently restricted by geographic borders and scientific disciplines.
+
+In the framework of the EOSCpilot, WP6, "Interoperability", aims to develop and
+demonstrate the interoperability requirements between e-Infrastructures,
+domain research infrastructures and other service providers needed in the
+European Open Science Cloud. It provides solutions, based on analysis of existing
+and planned assets and techniques, to the challenge of interoperability.
+Two aspects of interoperability are taken into consideration: {\bf Data interoperability},
+ensuring that data can be discovered accessed and used according to the FAIR
+principles, and {\bf Service interoperability}, ensuring that services operated
+within different infrastructures can interchange and interwork.
+
+In the framework of the EOSCpilot project INFN, and in particular CNAF is the
+coordinator of the activities of the task T6.3 - “Interoperability pilots
+(service implementation, integration, validation, provisioning for Science
+Demonstrators)â€.
+
+One of the project's main Objectives related to WP6 is to:
+\begin{itemize}
+\item “Develop a number of pilots that integrate services and infrastructures
+ to demonstrate interoperability in a number of scientific domainsâ€
+\end{itemize}
+mapped into some specific Objectives addressed by the T6.3 task:
+\begin{itemize}
+\item Validating the compliance of services provided by WP5, "Services",
+ with specifications and requirements defined by the Science Demonstrators in WP4,
+ "Science Demonstrators"
+\item Defining and setting up distributed Interoperability Pilots, involving
+ multiple infrastructures, providers and scientific communities, with the purpose
+ of validating the WP5 service portfolio.
+\end{itemize}
-Software lifecycle management is performed mostly via automated actions orchestrated.
+\section{Activities and Achievements}
+\label{sec:activities}
-In Figure we depict the project's software lifecycle management services and
-activities and their interdependencies:
+During 2018 the main activities coordinated by INFN-CNAF were:
\begin{itemize}
-\item Version Control System (VCS) - Source Code is made available through public VCS
- repositories, hosted externally in GitHub repositories, guaranteeing in this
- way the software openness and visibility, simplifying the exploitation beyond the
- project lifetime. The INDIGO-DataCloud software is released under the Apache 2.0
- software license and can be deployed on both public and private Cloud infrastructures.
-\item Software quality assurence criteria and control activities and services to enable them:
+\item Support the setup of the Science Demonstrator pilots, following their
+ interoperability requirements and matching them again with available services and solutions
+\item Setup of different pilot addressing different interoperability aspects:
\begin{itemize}
-\item Continuous Integration service using {\bf Jenkins}: Service to automate the building,
- packaging (where applicable) and execution of unit and functional tests of software components.
-\item Code review service using GitHub: Code review of software source code is one integral part of the SQA\@. This service facilitates the code review proces. It records the
- comments and allows the reviewer to verify the software modification.
-\item Code metrics services using {\bf Grimoire}: To collect and visualize several metrics about the software components.
+\item Transparent Networking – PiCo2 (Pilot for COnnection between COmputing centers)
+\item Grid and Cloud interoperability – pilot demonstrator for one of the HEP experiments
+\item AAI – through the setup of a scoped interoperability pilot as part of the
+ WLCG Authorization WG, AARC and EOSCpilot collaboration
+\item Resource Brokering \& orchestration – leveraging INDIGO-DataCloud solutions
+\item Data accessibility \& interoperability of underlying storage systems –
+ distributed Onedata deployment
\end{itemize}
-\item Software release and maintenance activities, services and supporting infrastructures
+\item Continuous interaction and communication with Science Demonstrators shepherds
+in order to collect eventual new requirements result of the activities done in the
+implementation of the SDs specific use cases.
+\end{itemize}
+
+\subsection{Interoperability pilots: Transparent Networking}
+
+The {\bf PiCO2 (Pilot for COnnecting COmputing centers)} is one of the first
+interoperability pilots between generic, community agnostic, infrastructures,
+especially Tier-1 (National HPC/HTC centres), and Tier-2 (HPC/HTC regional centres).
+Its main objective is the automation of frequent, community agnostic, data flow
+(many large files) and code exchange between HPC (National, Regional) and HTC (national, grid) infrastructures
+During 2018 technical groups have been set up:
\begin{itemize}
-\item A project management service using {\bf openproject.org} is made available by the
- project: It provides tools such as an issue tracker, wiki, a placeholder for documents and a project management timeline.
-\item Artifacts repositories for RPM and Debian packages, and Docker Hub for containers:
- In INDIGO-DataCloud there are two types of artifacts, packaged software and virtual images.
- The software can be downloaded from our public repository\footnote{http://repo.indigo-datacloud.eu}.
-\item Release notes, installation and configuration guides, user and development manuals are made
- available on {\bf GitBook}\footnote{https://indigo-dc.gitbooks.io/indigo-datacloud-releases}.
-\item Bug trackers using GitHub issues tracker: Services to track issues and bugs of INDIGO-DataCloud software components.
-\item Integration infrastructure: this infrastructure is composed of computing resources to support directly
- the Continuous Integration service. It's the place where building and packaging of software
- occurs as well as the execution of unit and functional tests. These resources are provided by INDIGO partners.
-\item Testing infrastructure: this infrastructure aims to provide several types of environment. A stable environment
- for users where they can preview the software and services developed by INDIGO-DataCloud, prior to its public release.
-\item Preview infrastructure: where the released artifacts are deployed and made available for testing and validation by the use-cases.
+\item one for building a network of peer to peer federations between iRODS zones
+ (data storage service), between Tier1 \& Tier 2, between Tier2, and between Tier 2 and the grid
+\item one for connecting the infrastructures within a L3VPN network and
+ monitoring the performance of the network between sites
+\item one for facilitating the mobility and use of codes between different
+ machines, using containers, packages for configuration management, and notebooks
\end{itemize}
+In Figure~\ref{fig:1} we see the current status of the project with the sites involved.
+
+\begin{figure}
+ \centering
+ \includegraphics[width=12cm,clip]{pico2_anrep2018.png}
+ \caption{PiCO2 Layer 3 VPN}
+ \label{fig:1}
+\end{figure}
+
+
+\subsection{Interoperability pilots: Grid-Cloud interoperability demonstrator
+for HEP community}
+
+Dynamic On Demand Analysis Service (DODAS) is a Platform as a Service tool built
+combining several solutions and products developed by the INDIGO-DataCloud H2020
+project. It has been extensively tested on a dedicated interoperability testbed
+under the umbrella of the EOSCpilot project, during the first year of the project.
+Although originally designed for the Compact Muon Solenoid (CMS) Experiment at
+LHC, DODAS has been quickly adopted by the Alpha Magnetic Spectrometer (AMS)
+astroparticle physics experiment mounted on the ISS as a solution to exploit
+opportunistic computing, nowadays an extremely important topic for research
+domains where computing needs constantly increase. Given its flexibility and
+efficiency, DODAS was selected as one of the Thematic Services that will provide
+multi-disciplinary solutions in the EOSC-hub project. An integration and management
+system of the European Open Science Cloud starting in January 2018.
+During the integration pilot the usage of any cloud (both public and private)
+to seamlessly integrate existing Grid computing model of CMS was demonstrated.
+Overall, integration has been successful and much experience has been gained
+resulting in improved understanding of weaknesses and aspects to improve and to optimise.
+Weaknesses, and aspects to be improved include:
+\begin{itemize}
+\item Federation: federated access to underlying IaaS is a key. So far we ha€™ve
+experienced several issues. Frequently we had issues with the IaaS provider
+already using OpenID Connect Authorisation Server and thus unable to federate
+additional services. We adopted ESACO solution to solve such a problem. It
+would be crucial to have it as a EOSC provided service.
+\begin{itemize}
+\item for non-proprietary IaaSs would be extremely important in the EOSC
+landscape. A scenario where, as example, a commercial cloud is used, would
+benefit of such functionality for counting the overall HEPSpec .
+\end{itemize}
+\item Transparent Data Access: so far the only scalable solution we can use is
+XrootD . However, this might not fit all possible use cases. A more generic
+solution would be a big plus.
+\item Resource monitoring: we didn'€™t find a common solution for monitoring
+cloud resources. Although we implemented our own we are convinced that a
+common strategy would be extremely valuable.
+\item PaaS Orchestration: Although the current INDIGO PaaS Orchestrator has
+been fully integrated and show enormous advantages while dealing with multiple
+IaaSs, there is room for improvement both in the interface and in the management
+of IaaS ranking.
\end{itemize}
-The first INDIGO-DataCloud major release (codename {\tt MidnightBlue}) was released 1st of August 2016 (see table~\ref{tab:1} for the fact sheet). The
-second INDIGO-DataCloud major release (codename {\tt ElectricIndigo}) was made publicly available on April 14th 2017 (see table~\ref{tab:2} for the fact sheet).
+\subsection{Interoperability pilots: AAI}
+The EOSCpilot and AARC (add reference) projects started a collaboration activity
+in the field of authorisation and authentication, policies and recommendations
+regarding their design, that took shape, in the scope of the WP6 activities,
+under the form of an AAI interoperability demonstrator setup as part of the
+AARC pilots Task 1: {\bf Pilots with research communities based on use cases
+provided - the WLCG use case}, regarding the {\it “Implementation of IdP/SP Proxy,
+mainly to provide Token Translation Services to allow end users to login without
+the need of manually managing X.509 certificates}. A team of people was formed,
+under the WLCG coordination, to deal with the various activities, the {\bf WLCG
+ Authorisation WorkingGroup (WG)}, motivated by:
+\begin{itemize}
+ \item Evolving Identity Landscape
+ \begin{itemize}
+ \item User-owned x509 certificates -> Federated Identities
+ \item Federated Identities linkage with existing VOMS authorisations not supported
+ \item Maintaining assurance and identity vetting for federated users not supported
+ \end{itemize}
+ \item Central User Blocking
+ \begin{itemize}
+ \item Retirement of glexec removes blocking capability (\& traceability)
+ \item VO-level blocking not a realistic sanction
+ \end{itemize}
+ \item Data Protection
+ \begin{itemize}
+ \item Tightening of data protection (GDPR) requires fine-grained user level
+access control
+ \end{itemize}
+\end{itemize}
-\section{DevOps approach in INDIGO}
+The federated identities and the adoption of new authorisation standards by industry
+is a strong signal for WLCG to adapt its authorisation infrastructure, of which
+we can see the schema in Figure~\ref{fig:2}.
+
+\begin{figure}
+ \centering
+ \includegraphics[width=12cm,clip]{aai_anrepo2018.png}
+ \caption{WLCG AAI system}
+ \label{fig:2}
+\end{figure}
+
+After an initial requirements gathering , and analysis of how existing solutions
+functionalities match the requirements , two main activities started:
+\begin{enumerate}
+\item Design and testing of a WLCG Membership Management and Token Translation
+service, facilitated by pilot projects with the support of AARC (AAI Pilot Projects)
+\item Definition of a token based authorization schema for downstream WLCG
+services and token issuers (JWT)
+\end{enumerate}
+
+The activities done during 2018 regarded the:
+\begin{itemize}
+ \item IAM instance deployed @ INFN-CNAF since January 2018 to showcase
+ main features and integration capabilities of the INDIGO-IAM service (figure~\ref{fig:3})
+ \begin{itemize}
+ \item https://wlcg-authz-wg.cloud.cnaf.infn.it/login
+ \end{itemize}
+ \item The migration of this deployment to CERN infrastructure for further
+ validation \& feedback on
+\begin{itemize}
+ \item RCAuth.eu and CERN HR database integration
+ \item Registration \& administration management functionality
+\end{itemize}
+\end{itemize}
-Progressive levels of automation were adopted throughout the different phases of
-the INDIGO-DataCloud project software development and delivery processes.
-\subsection{Services for continuous integration and SQA}
+\begin{figure}
+ \centering
+ \includegraphics[width=8cm,clip]{aai_2_anrepo2018.png}
+ \caption{INDIGO-IAM service architecture}
+ \label{fig:3}
+\end{figure}
-The INDIGO-DataCloud CI process is schematically shown
-in Figure~\ref{fig:3}. The process, in its different steps, reflects some of
-the main and important achievements of the software integration team, such as:
+\subsection{Data Interoperability Demonstrators}
+One of the two tracks into which interoperability is mapped in the EOSCpilot WP6
+is the Research and Data Interoperability track, task T6.2 that provides the research
+infrastructure and domain expert view in the work programme with focus on data
+interoperability.
+T6.2 aims to {\bf establish principles and develop mechanisms} that enable the EOSC to
+provide research and data interoperability across the diversity of existing
+(and potential future) research communities, research infrastructures and
+other research organisations. It
\begin{itemize}
- \item New features are developed independently from the
- production version in \textit{feature branches}. The creation of
- a pull request for a specific feature branch marks the start of
- the automated validation process through the execution of the
- SQA jobs.
-
- \item The SQA jobs perform the code style verification and calculate unit
- and functional test coverage.
- \begin{itemize}
- \item The tools necessary for tackling these tests are packaged in
- Docker images, available in DockerHub.
- \item Each test then initiates a new container that provides a
- clean environment for its execution.
- \item This is an innovative approach that provides the flexibility
- needed to cope with the INDIGO-DataCloud software diversity.
- \end{itemize}
-
- \item The results of the several SQA jobs are made available in the Jenkins
- service which notifies back to GitHub their exit status.
- \begin{itemize}
- \item Only if the tests have succeeded, the source code is
- validated and is ready to be merged into the production branch.
- \end{itemize}
-
- \item The last step in the workflow is the code review, where a human
- review of the change is performed. After code review the source code
- can be merged and becomes ready for integration and later release.
+ \item analyses the existing interoperation mechanisms for
+ data, software components, workflows, users and resource access with particular
+ attention to the use of standards and their syntactic and semantic representations.
+ \item provides the knowledge management framework - the content descriptions -
+ consumed by the services established in WP5 and technical interoperability
+ defined in task 6.1 and 6.3.
+ \item gathers requirements from the participating RIs and science partners
+ \item is organised following the FAIR principles, and address the
+ Findability, Accessibility, Interoperability and Reusability of research assets.
\end{itemize}
+\begin{figure}
+ \centering
+ \includegraphics[width=12cm,clip]{t6_2_anrepo2018.png}
+ \caption{Data Interoperability activities plan}
+ \label{fig:4}
+\end{figure}
+After the delivery of the first draft of the strategy and recommendations done in
+2017 and beginning of 2018, four data interoperability demonstrators have been
+proposed to test components of the strategy:
+\begin{itemize}
+ \item Evaluation of the EDMI (EOSC Datasets Minimum Information) metadata guidelines to find and access datasets 

+ \item Discovery of compliant data resources and metadata catalogues 

+ \item Research schemas for exposing dataset metadata 

+ \item Description and guidelines per metadata property 

+\end{itemize}
-As a general rule, the described CI process must be followed by all the PTs
-contributing code to INDIGO-DataCloud. However there are exceptions to this rule that fall into two main categories:
+Our role during 2018 was to:
+\begin{itemize}
+ \item Facilitate \& Support through
+ \begin{itemize}
+ \item Integration of the feedback from demonstrators into the
+ EOSCpilot data interoperability strategy
+ \item Organisation of phone calls, F2F meetings and other events to help delivering the proposed tasks
+ \item Track the outcomes produced by the data interoperability demonstrators
+ \item Promote the activities and results of the demonstrators and work on
+ ways to recognise the contribution of the demonstrator participants.
+ \end{itemize}
+\end{itemize}
-\subsection{Continuous delivery}
-Continuous delivery adds, on top of the software development chain, a seamless
-manufacturing of software packages ready to be deployed into production
-services. Therefore, fast, frequent and small releases can be taken over thus
-promoting the reliability of the software.
+\section{Other activities}
-\subsection{DevOps adoption from user communities}
+During 2018 we contributed also to the writing of two of the project deliverables
+summarizing the activities done:
+\begin{itemize}
+ \item {\bf D6.5: Interim Interoperability Testbed report} - highlighting
+ the status of all Science Demonstrators testbeds and activities, most of them
+ in line with what planned initially, some of them requiring extensions in order
+ to finalise the work.
+ \item {\bf D6.7: Revised Requirements of the Interoperability Testbeds} - providing
+ an updated picture of the different actors involved in the EOSCpilot project,
+ that, through their activities, aim in shaping the EOSC environment,
+ improving the services and e-infrastructures it consists of, and also provide
+ requirements and recommendations, based on the experiences they gained during
+ the project, to help in the prioritisation of the new features of the existing
+ services and of the development of new services that are aligned with the needs
+ and expectations of researchers.
+\end{itemize}
-The experience gathered throughout the project with regards to the adoption of different DevOps
-practices is not only useful and suitable for the software related to the core services in the
-INDIGO-DataCloud solution, but also applicable to the development and distribution of the applications coming from the user communities.
\section{Conclusions}
-Thanks to the new common solutions developed by the INDIGO project, teams of first-line
-researchers in Europe are using public and private Cloud resources to get new results in Physics, Biology, Astronomy, Medicine, Humanities and other disciplines.
+After the collection of the initial requirements on the interoperability testbeds,
+reported in deliverable D6.4, at the end of 2017, the activities continued on
+supporting the projects Science Demonstrators and an interim report on the
+status of the testbeds was provided in the D6.5 deliverable. In the second part
+of the project after the first round of selected Science Demonstrators were almost
+at the end of their activities, while the second round was at the beginning, an
+updated list of requirements regarding interoperability aspects was provided in
+the deliverable D6.7.
+The activities of the Interoperability Pilots task will be concluded during the first part of 2019
+by providing the validation of the e-infrastructures and services deployed. For this
+final assessment we will take into considerations the tools/services developed as
+part of other EC projects to implement the interoperability aspects, e.g. the
+Interoperability (IOP) Quick Assessment Toolkit (add reference), developed in the
+context of Action 2.1 of the Interoperability Solutions for European Public
+Administrations (ISA) Programme (add reference)
+
\section*{Acknowledgments}
-EOSCpilot has been funded by the European Commision H2020 research and innovation program under grant agreement RIA XXXXXXX.
+EOSCpilot has been funded by the European Commission H2020 research and innovation
+program under grant agreement RIA 739563.
\end{document}
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+\newcommand{\bpartial}{\boldsymbol{\partial}}
+\newcommand{\bell}{\boldsymbol{\ell}}
+\newcommand{\bimath}{\boldsymbol{\imath}}
+\newcommand{\bjmath}{\boldsymbol{\jmath}}
+\newcommand{\binfty}{\boldsymbol{\infty}}
+\newcommand{\bnabla}{\boldsymbol{\nabla}}
+\newcommand{\bdot}{\boldsymbol{\cdot}}
+%
+% Symbols for caption
+%
+\renewcommand{\opensquare}{\mbox{$\square$}}
+\renewcommand{\opentriangle}{\mbox{$\vartriangle$}}
+\renewcommand{\opentriangledown}{\mbox{$\triangledown$}}
+\renewcommand{\opendiamond}{\mbox{$\lozenge$}}
+\renewcommand{\fullsquare}{\mbox{$\blacksquare$}}
+\newcommand{\fulldiamond}{\mbox{$\blacklozenge$}}
+\newcommand{\fullstar}{\mbox{$\bigstar$}}
+\newcommand{\fulltriangle}{\mbox{$\blacktriangle$}}
+\newcommand{\fulltriangledown}{\mbox{$\blacktriangledown$}}
+
+\endinput
+%%
+%% End of file `iopams.sty'.
diff --git a/contributions/ds_eoscpilot/jpconf.cls b/contributions/ds_eoscpilot/jpconf.cls
new file mode 100644
index 0000000000000000000000000000000000000000..09f509fdcfde0543cfbc37e4f64c02e11d9b4972
--- /dev/null
+++ b/contributions/ds_eoscpilot/jpconf.cls
@@ -0,0 +1,957 @@
+\NeedsTeXFormat{LaTeX2e}[1995/12/01]
+\ProvidesClass{jpconf}
+ [2007/03/07 v1.1
+ LaTeX class for Journal of Physics: Conference Series]
+%\RequirePackage{graphicx}
+\newcommand\@ptsize{1}
+\newif\if@restonecol
+\newif\if@letterpaper
+\newif\if@titlepage
+\newif\ifiopams
+\@titlepagefalse
+\@letterpaperfalse
+\DeclareOption{a4paper}
+ {\setlength\paperheight {297mm}%
+ \setlength\paperwidth {210mm}%
+\@letterpaperfalse}
+\DeclareOption{letterpaper}
+ {\setlength\paperheight {279.4mm}%
+ \setlength\paperwidth {215.9mm}%
+\@letterpapertrue}
+\DeclareOption{landscape}
+ {\setlength\@tempdima {\paperheight}%
+ \setlength\paperheight {\paperwidth}%
+ \setlength\paperwidth {\@tempdima}}
+\DeclareOption{twoside}{\@twosidetrue \@mparswitchtrue}
+\renewcommand\@ptsize{1}
+%\ExecuteOptions{A4paper, twoside}
+\ExecuteOptions{A4paper}
+\ProcessOptions
+\DeclareMathAlphabet{\bi}{OML}{cmm}{b}{it}
+\DeclareMathAlphabet{\bcal}{OMS}{cmsy}{b}{n}
+\input{jpconf1\@ptsize.clo}
+\setlength\lineskip{1\p@}
+\setlength\normallineskip{1\p@}
+\renewcommand\baselinestretch{}
+\setlength\parskip{0\p@ \@plus \p@}
+\@lowpenalty 51
+\@medpenalty 151
+\@highpenalty 301
+\setlength\parindent{5mm}
+\setcounter{topnumber}{8}
+\renewcommand\topfraction{1}
+\setcounter{bottomnumber}{3}
+\renewcommand\bottomfraction{.99}
+\setcounter{totalnumber}{8}
+\renewcommand\textfraction{0.01}
+\renewcommand\floatpagefraction{.8}
+\setcounter{dbltopnumber}{6}
+\renewcommand\dbltopfraction{1}
+\renewcommand\dblfloatpagefraction{.8}
+\renewcommand{\title}{\@ifnextchar[{\@stitle}{\@ftitle}}
+\pretolerance=5000
+\tolerance=8000
+% Headings for all pages apart from first
+%
+\def\ps@headings{%
+ \let\@oddfoot\@empty
+ \let\@evenfoot\@empty
+ \let\@oddhead\@empty
+ \let\@evenhead\@empty
+ %\def\@evenhead{\thepage\hfil\itshape\rightmark}%
+ %\def\@oddhead{{\itshape\leftmark}\hfil\thepage}%
+ %\def\@evenhead{{\itshape Journal of Physics: Conference Series}\hfill}%
+ %\def\@oddhead{\hfill {\itshape Journal of Physics: Conference Series}}%%
+ \let\@mkboth\markboth
+ \let\sectionmark\@gobble
+ \let\subsectionmark\@gobble}
+%
+% Headings for first page
+%
+\def\ps@myheadings{\let\@oddfoot\@empty\let\@evenfoot\@empty
+ \let\@oddhead\@empty\let\@evenhead\@empty
+ \let\@mkboth\@gobbletwo
+ \let\sectionmark\@gobble
+ \let\subsectionmark\@gobble}
+%
+\def\@stitle[#1]#2{\markboth{#1}{#1}%
+ %\pagestyle{empty}%
+ \thispagestyle{myheadings}
+ \vspace*{25mm}{\exhyphenpenalty=10000\hyphenpenalty=10000
+ %\Large
+\fontsize{18bp}{24bp}\selectfont\bf\raggedright\noindent#2\par}}
+\def\@ftitle#1{\markboth{#1}{#1}%
+ \thispagestyle{myheadings}
+%\pagestyle{empty}%
+ \vspace*{25mm}{\exhyphenpenalty=10000\hyphenpenalty=10000
+ %\Large\raggedright\noindent\bf#1\par}
+\fontsize{18bp}{24bp}\selectfont\bf\noindent\raggedright#1\par}}
+%AUTHOR
+\renewcommand{\author}{\@ifnextchar[{\@sauthor}{\@fauthor}}
+\def\@sauthor[#1]#2{\markright{#1} % for production only
+ \vspace*{1.5pc}%
+ \begin{indented}%
+ \item[]\normalsize\bf\raggedright#2
+ \end{indented}%
+ \smallskip}
+\def\@fauthor#1{%\markright{#1} for production only
+ \vspace*{1.5pc}%
+ \begin{indented}%
+ \item[]\normalsize\bf\raggedright#1
+ \end{indented}%
+ \smallskip}
+%E-MAIL
+\def\eads#1{\vspace*{5pt}\address{E-mail: #1}}
+\def\ead#1{\vspace*{5pt}\address{E-mail: \mailto{#1}}}
+\def\mailto#1{{\tt #1}}
+%ADDRESS
+\newcommand{\address}[1]{\begin{indented}
+ \item[]\rm\raggedright #1
+ \end{indented}}
+\newlength{\indentedwidth}
+\newdimen\mathindent
+\mathindent = 6pc
+\indentedwidth=\mathindent
+% FOOTNOTES
+%\renewcommand\footnoterule{%
+% \kern-3\p@
+% \hrule\@width.4\columnwidth
+% \kern2.6\p@}
+%\newcommand\@makefntext[1]{%
+% \parindent 1em%
+% \noindent
+% \hb@xt@1.8em{\hss\@makefnmark}#1}
+% Footnotes: symbols selected in same order as address indicators
+% unless optional argument of [<num>] use to specify required symbol,
+% 1=\dag, 2=\ddag, etc
+% Usage: \footnote{Text of footnote}
+% \footnote[3]{Text of footnote}
+%
+\def\footnoterule{}%
+\setcounter{footnote}{0}
+\long\def\@makefntext#1{\parindent 1em\noindent
+ \makebox[1em][l]{\footnotesize\rm$\m@th{\fnsymbol{footnote}}$}%
+ \footnotesize\rm #1}
+\def\@makefnmark{\normalfnmark}
+\def\normalfnmark{\hbox{${\fnsymbol{footnote}}\m@th$}}
+\def\altfnmark{\hbox{$^{\rm Note}\ {\fnsymbol{footnote}}\m@th$}}
+\def\footNote#1{\let\@makefnmark\altfnmark\footnote{#1}\let\@makefnmark\normalfnmark}
+\def\@thefnmark{\fnsymbol{footnote}}
+\def\footnote{\protect\pfootnote}
+\def\pfootnote{\@ifnextchar[{\@xfootnote}{\stepcounter{\@mpfn}%
+ \begingroup\let\protect\noexpand
+ \xdef\@thefnmark{\thempfn}\endgroup
+ \@footnotemark\@footnotetext}}
+\def\@xfootnote[#1]{\setcounter{footnote}{#1}%
+ \addtocounter{footnote}{-1}\footnote}
+
+\newcommand\ftnote{\protect\pftnote}
+\newcommand\pftnote[1]{\setcounter{footnote}{#1}%
+ \addtocounter{footnote}{-1}\footnote}
+\newcommand{\fnm}[1]{\setcounter{footnote}{#1}\footnotetext}
+
+\def\@fnsymbol#1{\ifnum\thefootnote=99\hbox{*}\else^{\thefootnote}\fi\relax}
+%
+% Address marker
+%
+\newcommand{\ad}[1]{\noindent\hbox{$^{#1}$}\relax}
+\newcommand{\adnote}[2]{\noindent\hbox{$^{#1,}$}\setcounter{footnote}{#2}%
+ \addtocounter{footnote}{-1}\footnote}
+\def\@tnote{}
+\newcounter{oldftnote}
+\newcommand{\tnote}[1]{*\gdef\@tnote{%
+ \setcounter{oldftnote}{\c@footnote}%
+ \setcounter{footnote}{99}%
+ \footnotetext{#1}%
+ \setcounter{footnote}{\c@oldftnote}\addtocounter{footnote}{-1}}}
+%==================
+% Acknowledgments (no heading if letter)
+% Usage \ack for Acknowledgments, \ackn for Acknowledgement
+\def\ack{\section*{Acknowledgments}}
+\def\ackn{\section*{Acknowledgment}}
+%SECTION DEFINITIONS
+\setcounter{secnumdepth}{3}
+\newcounter {section}
+\newcounter {subsection}[section]
+\newcounter {subsubsection}[subsection]
+\newcounter {paragraph}[subsubsection]
+\newcounter {subparagraph}[paragraph]
+\renewcommand \thesection {\arabic{section}}
+\renewcommand\thesubsection {\thesection.\arabic{subsection}}
+\renewcommand\thesubsubsection{\thesubsection .\arabic{subsubsection}}
+\renewcommand\theparagraph {\thesubsubsection.\arabic{paragraph}}
+\renewcommand\thesubparagraph {\theparagraph.\arabic{subparagraph}}
+%\nosections
+\def\nosections{\vspace{30\p@ plus12\p@ minus12\p@}
+ \noindent\ignorespaces}
+
+%\renewcommand{\@startsection}[6]
+%{%
+%\if@noskipsec \leavevmode \fi
+%\par
+% \@tempskipa #4\relax
+%%\@tempskipa 0pt\relax
+% \@afterindenttrue
+% \ifdim \@tempskipa <\z@
+% \@tempskipa -\@tempskipa \@afterindentfalse
+% \fi
+% \if@nobreak
+% \everypar{}%
+% \else
+% \addpenalty\@secpenalty\addvspace\@tempskipa
+% \fi
+% \@ifstar
+% {\@ssect{#3}{#4}{#5}{#6}}%
+% {\@dblarg{\@sect{#1}{#2}{#3}{#4}{#5}{#6}}}}
+%\renewcommand{\@sect}[8]{%
+% \ifnum #2>\c@secnumdepth
+% \let\@svsec\@empty
+% \else
+% \refstepcounter{#1}%
+% \protected@edef\@svsec{\@seccntformat{#1}\relax}%
+% \fi
+% \@tempskipa #5\relax
+% \ifdim \@tempskipa>\z@
+% \begingroup
+% #6{%
+% \@hangfrom{\hskip #3\relax\@svsec}%
+% \interlinepenalty \@M #8\@@par}%
+% \endgroup
+% \csname #1mark\endcsname{#7}%
+% \addcontentsline{toc}{#1}{%
+% \ifnum #2>\c@secnumdepth \else
+% \protect\numberline{\csname the#1\endcsname}%
+% \fi
+% #7}%
+% \else
+% \def\@svsechd{%
+% #6{\hskip #3\relax
+% \@svsec #8}%
+% \csname #1mark\endcsname{#7}%
+% \addcontentsline{toc}{#1}{%
+% \ifnum #2>\c@secnumdepth \else
+% \protect\numberline{\csname the#1\endcsname}%
+% \fi
+% #7}}%
+% \fi
+% \@xsect{#5}}
+%\renewcommand{\@xsect}[1]{%
+% \@tempskipa #1\relax
+% \ifdim \@tempskipa>\z@
+% \par \nobreak
+% \vskip \@tempskipa
+% \@afterheading
+% \else
+% \@nobreakfalse
+% \global\@noskipsectrue
+% \everypar{%
+% \if@noskipsec
+% \global\@noskipsecfalse
+% {\setbox\z@\lastbox}%
+% \clubpenalty\@M
+% \begingroup \@svsechd \endgroup
+% \unskip
+% \@tempskipa #1\relax
+% \hskip -\@tempskipa
+% \else
+% \clubpenalty \@clubpenalty
+% \everypar{}%
+% \fi}%
+% \fi
+% \ignorespaces}
+%========================================================================
+\newcommand\section{\@startsection {section}{1}{\z@}%
+ {-3.25ex\@plus -1ex \@minus -.2ex}%
+ {1sp}%
+ {\reset@font\normalsize\bfseries\raggedright}}
+\newcommand\subsection{\@startsection{subsection}{2}{\z@}%
+ {-3.25ex\@plus -1ex \@minus -.2ex}%
+ {1sp}%
+ {\reset@font\normalsize\itshape\raggedright}}
+\newcommand\subsubsection{\@startsection{subsubsection}{3}{\z@}%
+ {-3.25ex\@plus -1ex \@minus -.2ex}%
+ {-1em \@plus .2em}%
+ {\reset@font\normalsize\itshape}}
+\newcommand\paragraph{\@startsection{paragraph}{4}{\z@}%
+ {3.25ex \@plus1ex \@minus.2ex}%
+ {-1em}%
+ {\reset@font\normalsize\itshape}}
+\newcommand\subparagraph{\@startsection{subparagraph}{5}{\parindent}%
+ {3.25ex \@plus1ex \@minus .2ex}%
+ {-1em}%
+ {\reset@font\normalsize\itshape}}
+\def\@sect#1#2#3#4#5#6[#7]#8{\ifnum #2>\c@secnumdepth
+ \let\@svsec\@empty\else
+ \refstepcounter{#1}\edef\@svsec{\csname the#1\endcsname. }\fi
+ \@tempskipa #5\relax
+ \ifdim \@tempskipa>\z@
+ \begingroup #6\relax
+ \noindent{\hskip #3\relax\@svsec}{\interlinepenalty \@M #8\par}%
+ \endgroup
+ \csname #1mark\endcsname{#7}\addcontentsline
+ {toc}{#1}{\ifnum #2>\c@secnumdepth \else
+ \protect\numberline{\csname the#1\endcsname}\fi
+ #7}\else
+ \def\@svsechd{#6\hskip #3\relax %% \relax added 2 May 90
+ \@svsec #8\csname #1mark\endcsname
+ {#7}\addcontentsline
+ {toc}{#1}{\ifnum #2>\c@secnumdepth \else
+ \protect\numberline{\csname the#1\endcsname}\fi
+ #7}}\fi
+ \@xsect{#5}}
+%
+\def\@ssect#1#2#3#4#5{\@tempskipa #3\relax
+ \ifdim \@tempskipa>\z@
+ \begingroup #4\noindent{\hskip #1}{\interlinepenalty \@M #5\par}\endgroup
+ \else \def\@svsechd{#4\hskip #1\relax #5}\fi
+ \@xsect{#3}}
+% LIST DEFINITIONS
+\setlength\leftmargini {2em}
+\leftmargin \leftmargini
+\setlength\leftmarginii {2em}
+\setlength\leftmarginiii {1.8em}
+\setlength\leftmarginiv {1.6em}
+ \setlength\leftmarginv {1em}
+ \setlength\leftmarginvi {1em}
+\setlength\leftmargin{\leftmargini}
+\setlength \labelsep {.5em}
+\setlength \labelwidth{\leftmargini}
+\addtolength\labelwidth{-\labelsep}
+\@beginparpenalty -\@lowpenalty
+\@endparpenalty -\@lowpenalty
+\@itempenalty -\@lowpenalty
+\renewcommand\theenumi{\roman{enumi}}
+\renewcommand\theenumii{\alph{enumii}}
+\renewcommand\theenumiii{\arabic{enumiii}}
+\renewcommand\theenumiv{\Alph{enumiv}}
+\newcommand\labelenumi{(\theenumi)}
+\newcommand\labelenumii{(\theenumii)}
+\newcommand\labelenumiii{\theenumiii.}
+\newcommand\labelenumiv{(\theenumiv)}
+\renewcommand\p@enumii{(\theenumi)}
+\renewcommand\p@enumiii{(\theenumi.\theenumii)}
+\renewcommand\p@enumiv{(\theenumi.\theenumii.\theenumiii)}
+\newcommand\labelitemi{$\m@th\bullet$}
+\newcommand\labelitemii{\normalfont\bfseries --}
+\newcommand\labelitemiii{$\m@th\ast$}
+\newcommand\labelitemiv{$\m@th\cdot$}
+\renewcommand \theequation {\@arabic\c@equation}
+
+%%%%%%%%%%%%% Figures
+\newcounter{figure}
+\renewcommand\thefigure{\@arabic\c@figure}
+\def\fps@figure{tbp}
+\def\ftype@figure{1}
+\def\ext@figure{lof}
+\def\fnum@figure{\figurename~\thefigure}
+\newenvironment{figure}{\footnotesize\rm\@float{figure}}%
+ {\end@float\normalsize\rm}
+\newenvironment{figure*}{\footnotesize\rm\@dblfloat{figure}}{\end@dblfloat}
+\newcounter{table}
+\renewcommand\thetable{\@arabic\c@table}
+\def\fps@table{tbp}
+\def\ftype@table{2}
+\def\ext@table{lot}
+\def\fnum@table{\tablename~\thetable}
+\newenvironment{table}{\footnotesize\rm\@float{table}}%
+ {\end@float\normalsize\rm}
+\newenvironment{table*}{\footnotesize\rm\@dblfloat{table}}%
+ {\end@dblfloat\normalsize\rm}
+\newlength\abovecaptionskip
+\newlength\belowcaptionskip
+\setlength\abovecaptionskip{10\p@}
+\setlength\belowcaptionskip{0\p@}
+%Table Environments
+%\newenvironment{tableref}[3][\textwidth]{%
+%\begin{center}%
+%\begin{table}%
+%\captionsetup[table]{width=#1}
+%\centering\caption{\label{#2}#3}}{\end{table}\end{center}}
+%%%%%%%%%%%%%%%%%
+%\newcounter{figure}
+%\renewcommand \thefigure {\@arabic\c@figure}
+%\def\fps@figure{tbp}
+%\def\ftype@figure{1}
+%\def\ext@figure{lof}
+%\def\fnum@figure{\figurename~\thefigure}
+%ENVIRONMENT: figure
+%\newenvironment{figure}
+% {\@float{figure}}
+% {\end@float}
+%ENVIRONMENT: figure*
+%\newenvironment{figure*}
+% {\@dblfloat{figure}}
+% {\end@dblfloat}
+%ENVIRONMENT: table
+%\newcounter{table}
+%\renewcommand\thetable{\@arabic\c@table}
+%\def\fps@table{tbp}
+%\def\ftype@table{2}
+%\def\ext@table{lot}
+%\def\fnum@table{\tablename~\thetable}
+%\newenvironment{table}
+% {\@float{table}}
+% {\end@float}
+%ENVIRONMENT: table*
+%\newenvironment{table*}
+% {\@dblfloat{table}}
+% {\end@dblfloat}
+%\newlength\abovecaptionskip
+%\newlength\belowcaptionskip
+%\setlength\abovecaptionskip{10\p@}
+%\setlength\belowcaptionskip{0\p@}
+% CAPTIONS
+% Added redefinition of \@caption so captions are not written to
+% aux file therefore less need to \protect fragile commands
+%
+\long\def\@caption#1[#2]#3{\par\begingroup
+ \@parboxrestore
+ \normalsize
+ \@makecaption{\csname fnum@#1\endcsname}{\ignorespaces #3}\par
+ \endgroup}
+\long\def\@makecaption#1#2{%
+ \vskip\abovecaptionskip
+ \sbox\@tempboxa{{\bf #1.} #2}%
+ \ifdim \wd\@tempboxa >\hsize
+ {\bf #1.} #2\par
+ \else
+ \global \@minipagefalse
+ \hb@xt@\hsize{\hfil\box\@tempboxa\hfil}%
+ \fi
+ \vskip\belowcaptionskip}
+\DeclareOldFontCommand{\rm}{\normalfont\rmfamily}{\mathrm}
+\DeclareOldFontCommand{\sf}{\normalfont\sffamily}{\mathsf}
+\DeclareOldFontCommand{\tt}{\normalfont\ttfamily}{\mathtt}
+\DeclareOldFontCommand{\bf}{\normalfont\bfseries}{\mathbf}
+\DeclareOldFontCommand{\it}{\normalfont\itshape}{\mathit}
+\DeclareOldFontCommand{\sl}{\normalfont\slshape}{\@nomath\sl}
+\DeclareOldFontCommand{\sc}{\normalfont\scshape}{\@nomath\sc}
+\DeclareRobustCommand*\cal{\@fontswitch\relax\mathcal}
+\DeclareRobustCommand*\mit{\@fontswitch\relax\mathnormal}
+%\newcommand\@pnumwidth{1.55em}
+%\newcommand\@tocrmarg{2.55em}
+%\newcommand\@dotsep{4.5}
+%\setcounter{tocdepth}{3}
+%\newcommand\tableofcontents{%
+% \section*{\contentsname
+% \@mkboth{%
+% \MakeUppercase\contentsname}{\MakeUppercase\contentsname}}%
+% \@starttoc{toc}%
+% }
+%\newcommand*\l@part[2]{%
+% \ifnum \c@tocdepth >-2\relax
+% \addpenalty\@secpenalty
+% \addvspace{2.25em \@plus\p@}%
+% \begingroup
+% \parindent \z@ \rightskip \@pnumwidth
+% \parfillskip -\@pnumwidth
+% {\leavevmode
+% \large \bfseries #1\hfil \hb@xt@\@pnumwidth{\hss #2}}\par
+% \nobreak
+% \if@compatibility
+% \global\@nobreaktrue
+% \everypar{\global\@nobreakfalse\everypar{}}%
+% \fi
+% \endgroup
+% \fi}
+%\newcommand*\l@section[2]{%
+% \ifnum \c@tocdepth >\z@
+% \addpenalty\@secpenalty
+% \addvspace{1.0em \@plus\p@}%
+% \setlength\@tempdima{1.5em}%
+% \begingroup
+% \parindent \z@ \rightskip \@pnumwidth
+% \parfillskip -\@pnumwidth
+% \leavevmode \bfseries
+% \advance\leftskip\@tempdima
+% \hskip -\leftskip
+% #1\nobreak\hfil \nobreak\hb@xt@\@pnumwidth{\hss #2}\par
+% \endgroup
+% \fi}
+%\newcommand*\l@subsection{\@dottedtocline{2}{1.5em}{2.3em}}
+%\newcommand*\l@subsubsection{\@dottedtocline{3}{3.8em}{3.2em}}
+%\newcommand*\l@paragraph{\@dottedtocline{4}{7.0em}{4.1em}}
+%\newcommand*\l@subparagraph{\@dottedtocline{5}{10em}{5em}}
+%\newcommand\listoffigures{%
+% \section*{\listfigurename
+% \@mkboth{\MakeUppercase\listfigurename}%
+% {\MakeUppercase\listfigurename}}%
+% \@starttoc{lof}%
+% }
+%\newcommand*\l@figure{\@dottedtocline{1}{1.5em}{2.3em}}
+%\newcommand\listoftables{%
+% \section*{\listtablename
+% \@mkboth{%
+% \MakeUppercase\listtablename}{\MakeUppercase\listtablename}}%
+% \@starttoc{lot}%
+% }
+%\let\l@table\l@figure
+%======================================
+%ENVIRONMENTS
+%======================================
+%ENVIRONMENT: indented
+\newenvironment{indented}{\begin{indented}}{\end{indented}}
+\newenvironment{varindent}[1]{\begin{varindent}{#1}}{\end{varindent}}
+%
+\def\indented{\list{}{\itemsep=0\p@\labelsep=0\p@\itemindent=0\p@
+ \labelwidth=0\p@\leftmargin=\mathindent\topsep=0\p@\partopsep=0\p@
+ \parsep=0\p@\listparindent=15\p@}\footnotesize\rm}
+\let\endindented=\endlist
+\def\varindent#1{\setlength{\varind}{#1}%
+ \list{}{\itemsep=0\p@\labelsep=0\p@\itemindent=0\p@
+ \labelwidth=0\p@\leftmargin=\varind\topsep=0\p@\partopsep=0\p@
+ \parsep=0\p@\listparindent=15\p@}\footnotesize\rm}
+\let\endvarindent=\endlist
+%ENVIRONMENT: abstract
+\newenvironment{abstract}{%
+ \vspace{16pt plus3pt minus3pt}
+ \begin{indented}
+ \item[]{\bfseries \abstractname.}\quad\rm\ignorespaces}
+ {\end{indented}\vspace{10mm}}
+%ENVIRONMENT: description
+\newenvironment{description}
+ {\list{}{\labelwidth\z@ \itemindent-\leftmargin
+ \let\makelabel\descriptionlabel}}
+ {\endlist}
+\newcommand\descriptionlabel[1]{\hspace\labelsep
+ \normalfont\bfseries #1}
+%ENVIRONMENT: quotation
+\newenvironment{quotation}
+ {\list{}{\listparindent 1.5em%
+ \itemindent \listparindent
+ \rightmargin \leftmargin
+ \parsep \z@ \@plus\p@}%
+ \item[]}
+ {\endlist}
+%ENVIRONMENT: quote
+\newenvironment{quote}
+ {\list{}{\rightmargin\leftmargin}%
+ \item[]}
+ {\endlist}
+%ENVIRONMENT: verse
+\newenvironment{verse}
+ {\let\\=\@centercr
+ \list{}{\itemsep \z@
+ \itemindent -1.5em%
+ \listparindent\itemindent
+ \rightmargin \leftmargin
+ \advance\leftmargin 1.5em}%
+ \item[]}
+ {\endlist}
+%ENVIRONMENT: bibliography
+\newdimen\bibindent
+\setlength\bibindent{1.5em}
+\def\thebibliography#1{\list
+ {\hfil[\arabic{enumi}]}{\topsep=0\p@\parsep=0\p@
+ \partopsep=0\p@\itemsep=0\p@
+ \labelsep=5\p@\itemindent=-10\p@
+ \settowidth\labelwidth{\footnotesize[#1]}%
+ \leftmargin\labelwidth
+ \advance\leftmargin\labelsep
+ \advance\leftmargin -\itemindent
+ \usecounter{enumi}}\footnotesize
+ \def\newblock{\ }
+ \sloppy\clubpenalty4000\widowpenalty4000
+ \sfcode`\.=1000\relax}
+\let\endthebibliography=\endlist
+\def\numrefs#1{\begin{thebibliography}{#1}}
+\def\endnumrefs{\end{thebibliography}}
+\let\endbib=\endnumrefs
+%%%%%%%%%%%%%%%%%%
+
+
+%\newenvironment{thebibliography}[1]
+% {\section*{References}
+% \list{\@biblabel{\@arabic\c@enumiv}}%
+% {\settowidth\labelwidth{\@biblabel{#1}}%
+% \leftmargin\labelwidth
+% \advance\leftmargin\labelsep
+% \@openbib@code
+% \usecounter{enumiv}%
+% \let\p@enumiv\@empty
+% \renewcommand\theenumiv{\@arabic\c@enumiv}}%
+% \sloppy
+% \clubpenalty4000
+% \@clubpenalty \clubpenalty
+% \widowpenalty4000%
+% \sfcode`\.\@m}
+% {\def\@noitemerr
+% {\@latex@warning{Empty `thebibliography' environment}}%
+% \endlist}
+%\newcommand\newblock{\hskip .11em\@plus.33em\@minus.07em}
+%\let\@openbib@code\@empty
+%ENVIRONMENT: theindex
+\newenvironment{theindex}
+ {\if@twocolumn
+ \@restonecolfalse
+ \else
+ \@restonecoltrue
+ \fi
+ \columnseprule \z@
+ \columnsep 35\p@
+ \twocolumn[\section*{\indexname}]%
+ \@mkboth{\MakeUppercase\indexname}%
+ {\MakeUppercase\indexname}%
+ \thispagestyle{plain}\parindent\z@
+ \parskip\z@ \@plus .3\p@\relax
+ \let\item\@idxitem}
+ {\if@restonecol\onecolumn\else\clearpage\fi}
+\newcommand\@idxitem{\par\hangindent 40\p@}
+\newcommand\subitem{\@idxitem \hspace*{20\p@}}
+\newcommand\subsubitem{\@idxitem \hspace*{30\p@}}
+\newcommand\indexspace{\par \vskip 10\p@ \@plus5\p@ \@minus3\p@\relax}
+%=====================
+\def\appendix{\@ifnextchar*{\@appendixstar}{\@appendix}}
+\def\@appendix{\eqnobysec\@appendixstar}
+\def\@appendixstar{\@@par
+ \ifnumbysec % Added 30/4/94 to get Table A1,
+ \@addtoreset{table}{section} % Table B1 etc if numbering by
+ \@addtoreset{figure}{section}\fi % section
+ \setcounter{section}{0}
+ \setcounter{subsection}{0}
+ \setcounter{subsubsection}{0}
+ \setcounter{equation}{0}
+ \setcounter{figure}{0}
+ \setcounter{table}{0}
+ \def\thesection{Appendix \Alph{section}}
+ \def\theequation{\ifnumbysec
+ \Alph{section}.\arabic{equation}\else
+ \Alph{section}\arabic{equation}\fi} % Comment A\arabic{equation} maybe
+ \def\thetable{\ifnumbysec % better? 15/4/95
+ \Alph{section}\arabic{table}\else
+ A\arabic{table}\fi}
+ \def\thefigure{\ifnumbysec
+ \Alph{section}\arabic{figure}\else
+ A\arabic{figure}\fi}}
+\def\noappendix{\setcounter{figure}{0}
+ \setcounter{table}{0}
+ \def\thetable{\arabic{table}}
+ \def\thefigure{\arabic{figure}}}
+\setlength\arraycolsep{5\p@}
+\setlength\tabcolsep{6\p@}
+\setlength\arrayrulewidth{.4\p@}
+\setlength\doublerulesep{2\p@}
+\setlength\tabbingsep{\labelsep}
+\skip\@mpfootins = \skip\footins
+\setlength\fboxsep{3\p@}
+\setlength\fboxrule{.4\p@}
+\renewcommand\theequation{\arabic{equation}}
+% NAME OF STRUCTURES
+\newcommand\contentsname{Contents}
+\newcommand\listfigurename{List of Figures}
+\newcommand\listtablename{List of Tables}
+\newcommand\refname{References}
+\newcommand\indexname{Index}
+\newcommand\figurename{Figure}
+\newcommand\tablename{Table}
+\newcommand\partname{Part}
+\newcommand\appendixname{Appendix}
+\newcommand\abstractname{Abstract}
+%Miscellaneous commands
+\newcommand{\BibTeX}{{\rm B\kern-.05em{\sc i\kern-.025em b}\kern-.08em
+ T\kern-.1667em\lower.7ex\hbox{E}\kern-.125emX}}
+\newcommand{\jpcsit}{{\bfseries\itshape\selectfont Journal of Physics: Conference Series}}
+\newcommand{\jpcs}{{\itshape\selectfont Journal of Physics: Conference Series}}
+\newcommand{\iopp}{IOP Publishing}
+\newcommand{\cls}{{\upshape\selectfont\texttt{jpconf.cls}}}
+\newcommand{\corg}{conference organizer}
+\newcommand\today{\number\day\space\ifcase\month\or
+ January\or February\or March\or April\or May\or June\or
+ July\or August\or September\or October\or November\or December\fi
+ \space\number\year}
+ \setlength\columnsep{10\p@}
+\setlength\columnseprule{0\p@}
+\newcommand{\Tables}{\clearpage\section*{Tables and table captions}
+\def\fps@table{hp}\noappendix}
+\newcommand{\Figures}{\clearpage\section*{Figure captions}
+ \def\fps@figure{hp}\noappendix}
+%
+\newcommand{\Figure}[1]{\begin{figure}
+ \caption{#1}
+ \end{figure}}
+%
+\newcommand{\Table}[1]{\begin{table}
+ \caption{#1}
+ \begin{indented}
+ \lineup
+ \item[]\begin{tabular}{@{}l*{15}{l}}}
+\def\endTable{\end{tabular}\end{indented}\end{table}}
+\let\endtab=\endTable
+%
+\newcommand{\fulltable}[1]{\begin{table}
+ \caption{#1}
+ \lineup
+ \begin{tabular*}{\textwidth}{@{}l*{15}{@{\extracolsep{0pt plus 12pt}}l}}}
+\def\endfulltable{\end{tabular*}\end{table}}
+%BIBLIOGRAPHY and References
+%\newcommand{\Bibliography}[1]{\section*{References}\par\numrefs{#1}}
+%\newcommand{\References}{\section*{References}\par\refs}
+%\def\thebibliography#1{\list
+% {\hfil[\arabic{enumi}]}{\topsep=0\p@\parsep=0\p@
+% \partopsep=0\p@\itemsep=0\p@
+% \labelsep=5\p@\itemindent=-10\p@
+% \settowidth\labelwidth{\footnotesize[#1]}%
+% \leftmargin\labelwidth
+% \advance\leftmargin\labelsep
+% \advance\leftmargin -\itemindent
+% \usecounter{enumi}}\footnotesize
+% \def\newblock{\ }
+% \sloppy\clubpenalty4000\widowpenalty4000
+% \sfcode`\.=1000\relax}
+%\let\endthebibliography=\endlist
+%\def\numrefs#1{\begin{thebibliography}{#1}}
+%\def\endnumrefs{\end{thebibliography}}
+%\let\endbib=\endnumrefs
+
+\def\thereferences{\list{}{\topsep=0\p@\parsep=0\p@
+ \partopsep=0\p@\itemsep=0\p@\labelsep=0\p@\itemindent=-18\p@
+\labelwidth=0\p@\leftmargin=18\p@
+}\footnotesize\rm
+\def\newblock{\ }
+\sloppy\clubpenalty4000\widowpenalty4000
+\sfcode`\.=1000\relax}%
+\let\endthereferences=\endlist
+% MISC EQUATRION STUFF
+%\def\[{\relax\ifmmode\@badmath\else
+% \begin{trivlist}
+% \@beginparpenalty\predisplaypenalty
+% \@endparpenalty\postdisplaypenalty
+% \item[]\leavevmode
+% \hbox to\linewidth\bgroup$ \displaystyle
+% \hskip\mathindent\bgroup\fi}
+%\def\]{\relax\ifmmode \egroup $\hfil \egroup \end{trivlist}\else \@badmath \fi}
+%\def\equation{\@beginparpenalty\predisplaypenalty
+% \@endparpenalty\postdisplaypenalty
+%\refstepcounter{equation}\trivlist \item[]\leavevmode
+% \hbox to\linewidth\bgroup $ \displaystyle
+%\hskip\mathindent}
+%\def\endequation{$\hfil \displaywidth\linewidth\@eqnnum\egroup \endtrivlist}
+%\@namedef{equation*}{\[}
+%\@namedef{endequation*}{\]}
+%\def\eqnarray{\stepcounter{equation}\let\@currentlabel=\theequation
+%\global\@eqnswtrue
+%\global\@eqcnt\z@\tabskip\mathindent\let\\=\@eqncr
+%\abovedisplayskip\topsep\ifvmode\advance\abovedisplayskip\partopsep\fi
+%\belowdisplayskip\abovedisplayskip
+%\belowdisplayshortskip\abovedisplayskip
+%\abovedisplayshortskip\abovedisplayskip
+%$$\halign to
+%\linewidth\bgroup\@eqnsel$\displaystyle\tabskip\z@
+% {##{}}$&\global\@eqcnt\@ne $\displaystyle{{}##{}}$\hfil
+% &\global\@eqcnt\tw@ $\displaystyle{{}##}$\hfil
+% \tabskip\@centering&\llap{##}\tabskip\z@\cr}
+%\def\endeqnarray{\@@eqncr\egroup
+% \global\advance\c@equation\m@ne$$\global\@ignoretrue }
+%\mathindent = 6pc
+%%
+%\def\eqalign#1{\null\vcenter{\def\\{\cr}\openup\jot\m@th
+% \ialign{\strut$\displaystyle{##}$\hfil&$\displaystyle{{}##}$\hfil
+% \crcr#1\crcr}}\,}
+%%
+%\def\eqalignno#1{\displ@y \tabskip\z@skip
+% \halign to\displaywidth{\hspace{5pc}$\@lign\displaystyle{##}$%
+% \tabskip\z@skip
+% &$\@lign\displaystyle{{}##}$\hfill\tabskip\@centering
+% &\llap{$\@lign\hbox{\rm##}$}\tabskip\z@skip\crcr
+% #1\crcr}}
+%%
+\newif\ifnumbysec
+\def\theequation{\ifnumbysec
+ \arabic{section}.\arabic{equation}\else
+ \arabic{equation}\fi}
+\def\eqnobysec{\numbysectrue\@addtoreset{equation}{section}}
+\newcounter{eqnval}
+\def\numparts{\addtocounter{equation}{1}%
+ \setcounter{eqnval}{\value{equation}}%
+ \setcounter{equation}{0}%
+ \def\theequation{\ifnumbysec
+ \arabic{section}.\arabic{eqnval}{\it\alph{equation}}%
+ \else\arabic{eqnval}{\it\alph{equation}}\fi}}
+\def\endnumparts{\def\theequation{\ifnumbysec
+ \arabic{section}.\arabic{equation}\else
+ \arabic{equation}\fi}%
+ \setcounter{equation}{\value{eqnval}}}
+%
+\def\cases#1{%
+ \left\{\,\vcenter{\def\\{\cr}\normalbaselines\openup1\jot\m@th%
+ \ialign{\strut$\displaystyle{##}\hfil$&\tqs
+ \rm##\hfil\crcr#1\crcr}}\right.}%
+\def\eqalign#1{\null\vcenter{\def\\{\cr}\openup\jot\m@th
+ \ialign{\strut$\displaystyle{##}$\hfil&$\displaystyle{{}##}$\hfil
+ \crcr#1\crcr}}\,}
+% OTHER USEFUL BITS
+\newcommand{\e}{\mathrm{e}}
+\newcommand{\rme}{\mathrm{e}}
+\newcommand{\rmi}{\mathrm{i}}
+\newcommand{\rmd}{\mathrm{d}}
+\renewcommand{\qquad}{\hspace*{25pt}}
+\newcommand{\tdot}[1]{\stackrel{\dots}{#1}} % Added 1/9/94
+\newcommand{\tqs}{\hspace*{25pt}}
+\newcommand{\fl}{\hspace*{-\mathindent}}
+\newcommand{\Tr}{\mathop{\mathrm{Tr}}\nolimits}
+\newcommand{\tr}{\mathop{\mathrm{tr}}\nolimits}
+\newcommand{\Or}{\mathord{\mathrm{O}}} %changed from \mathop 20/1/95
+\newcommand{\lshad}{[\![}
+\newcommand{\rshad}{]\!]}
+\newcommand{\case}[2]{{\textstyle\frac{#1}{#2}}}
+\def\pt(#1){({\it #1\/})}
+\newcommand{\dsty}{\displaystyle}
+\newcommand{\tsty}{\textstyle}
+\newcommand{\ssty}{\scriptstyle}
+\newcommand{\sssty}{\scriptscriptstyle}
+\def\lo#1{\llap{${}#1{}$}}
+\def\eql{\llap{${}={}$}}
+\def\lsim{\llap{${}\sim{}$}}
+\def\lsimeq{\llap{${}\simeq{}$}}
+\def\lequiv{\llap{${}\equiv{}$}}
+%
+\newcommand{\eref}[1]{(\ref{#1})}
+%\newcommand{\eqref}[1]{Equation (\ref{#1})}
+%\newcommand{\Eqref}[1]{Equation (\ref{#1})}
+\newcommand{\sref}[1]{section~\ref{#1}}
+\newcommand{\fref}[1]{figure~\ref{#1}}
+\newcommand{\tref}[1]{table~\ref{#1}}
+\newcommand{\Sref}[1]{Section~\ref{#1}}
+\newcommand{\Fref}[1]{Figure~\ref{#1}}
+\newcommand{\Tref}[1]{Table~\ref{#1}}
+\newcommand{\opencircle}{\mbox{\Large$\circ\,$}} % moved Large outside maths
+\newcommand{\opensquare}{\mbox{$\rlap{$\sqcap$}\sqcup$}}
+\newcommand{\opentriangle}{\mbox{$\triangle$}}
+\newcommand{\opentriangledown}{\mbox{$\bigtriangledown$}}
+\newcommand{\opendiamond}{\mbox{$\diamondsuit$}}
+\newcommand{\fullcircle}{\mbox{{\Large$\bullet\,$}}} % moved Large outside maths
+\newcommand{\fullsquare}{\,\vrule height5pt depth0pt width5pt}
+\newcommand{\dotted}{\protect\mbox{${\mathinner{\cdotp\cdotp\cdotp\cdotp\cdotp\cdotp}}$}}
+\newcommand{\dashed}{\protect\mbox{-\; -\; -\; -}}
+\newcommand{\broken}{\protect\mbox{-- -- --}}
+\newcommand{\longbroken}{\protect\mbox{--- --- ---}}
+\newcommand{\chain}{\protect\mbox{--- $\cdot$ ---}}
+\newcommand{\dashddot}{\protect\mbox{--- $\cdot$ $\cdot$ ---}}
+\newcommand{\full}{\protect\mbox{------}}
+
+\def\;{\protect\psemicolon}
+\def\psemicolon{\relax\ifmmode\mskip\thickmuskip\else\kern .3333em\fi}
+\def\lineup{\def\0{\hbox{\phantom{0}}}%
+ \def\m{\hbox{$\phantom{-}$}}%
+ \def\-{\llap{$-$}}}
+%
+%%%%%%%%%%%%%%%%%%%%%
+% Tables rules %
+%%%%%%%%%%%%%%%%%%%%%
+
+\newcommand{\boldarrayrulewidth}{1\p@}
+% Width of bold rule in tabular environment.
+
+\def\bhline{\noalign{\ifnum0=`}\fi\hrule \@height
+\boldarrayrulewidth \futurelet \@tempa\@xhline}
+
+\def\@xhline{\ifx\@tempa\hline\vskip \doublerulesep\fi
+ \ifnum0=`{\fi}}
+
+%
+% Rules for tables with extra space around
+%
+\newcommand{\br}{\ms\bhline\ms}
+\newcommand{\mr}{\ms\hline\ms}
+%
+\newcommand{\centre}[2]{\multispan{#1}{\hfill #2\hfill}}
+\newcommand{\crule}[1]{\multispan{#1}{\hspace*{\tabcolsep}\hrulefill
+ \hspace*{\tabcolsep}}}
+\newcommand{\fcrule}[1]{\ifnum\thetabtype=1\multispan{#1}{\hrulefill
+ \hspace*{\tabcolsep}}\else\multispan{#1}{\hrulefill}\fi}
+%
+% Extra spaces for tables and displayed equations
+%
+\newcommand{\ms}{\noalign{\vspace{3\p@ plus2\p@ minus1\p@}}}
+\newcommand{\bs}{\noalign{\vspace{6\p@ plus2\p@ minus2\p@}}}
+\newcommand{\ns}{\noalign{\vspace{-3\p@ plus-1\p@ minus-1\p@}}}
+\newcommand{\es}{\noalign{\vspace{6\p@ plus2\p@ minus2\p@}}\displaystyle}%
+%
+\newcommand{\etal}{{\it et al\/}\ }
+\newcommand{\dash}{------}
+\newcommand{\nonum}{\par\item[]} %\par added 1/9/93
+\newcommand{\mat}[1]{\underline{\underline{#1}}}
+%
+% abbreviations for IOPP journals
+%
+\newcommand{\CQG}{{\it Class. Quantum Grav.} }
+\newcommand{\CTM}{{\it Combust. Theory Modelling\/} }
+\newcommand{\DSE}{{\it Distrib. Syst. Engng\/} }
+\newcommand{\EJP}{{\it Eur. J. Phys.} }
+\newcommand{\HPP}{{\it High Perform. Polym.} } % added 4/5/93
+\newcommand{\IP}{{\it Inverse Problems\/} }
+\newcommand{\JHM}{{\it J. Hard Mater.} } % added 4/5/93
+\newcommand{\JO}{{\it J. Opt.} }
+\newcommand{\JOA}{{\it J. Opt. A: Pure Appl. Opt.} }
+\newcommand{\JOB}{{\it J. Opt. B: Quantum Semiclass. Opt.} }
+\newcommand{\JPA}{{\it J. Phys. A: Math. Gen.} }
+\newcommand{\JPB}{{\it J. Phys. B: At. Mol. Phys.} } %1968-87
+\newcommand{\jpb}{{\it J. Phys. B: At. Mol. Opt. Phys.} } %1988 and onwards
+\newcommand{\JPC}{{\it J. Phys. C: Solid State Phys.} } %1968--1988
+\newcommand{\JPCM}{{\it J. Phys.: Condens. Matter\/} } %1989 and onwards
+\newcommand{\JPD}{{\it J. Phys. D: Appl. Phys.} }
+\newcommand{\JPE}{{\it J. Phys. E: Sci. Instrum.} }
+\newcommand{\JPF}{{\it J. Phys. F: Met. Phys.} }
+\newcommand{\JPG}{{\it J. Phys. G: Nucl. Phys.} } %1975--1988
+\newcommand{\jpg}{{\it J. Phys. G: Nucl. Part. Phys.} } %1989 and onwards
+\newcommand{\MSMSE}{{\it Modelling Simulation Mater. Sci. Eng.} }
+\newcommand{\MST}{{\it Meas. Sci. Technol.} } %1990 and onwards
+\newcommand{\NET}{{\it Network: Comput. Neural Syst.} }
+\newcommand{\NJP}{{\it New J. Phys.} }
+\newcommand{\NL}{{\it Nonlinearity\/} }
+\newcommand{\NT}{{\it Nanotechnology} }
+\newcommand{\PAO}{{\it Pure Appl. Optics\/} }
+\newcommand{\PM}{{\it Physiol. Meas.} } % added 4/5/93
+\newcommand{\PMB}{{\it Phys. Med. Biol.} }
+\newcommand{\PPCF}{{\it Plasma Phys. Control. Fusion\/} } % added 4/5/93
+\newcommand{\PSST}{{\it Plasma Sources Sci. Technol.} }
+\newcommand{\PUS}{{\it Public Understand. Sci.} }
+\newcommand{\QO}{{\it Quantum Opt.} }
+\newcommand{\QSO}{{\em Quantum Semiclass. Opt.} }
+\newcommand{\RPP}{{\it Rep. Prog. Phys.} }
+\newcommand{\SLC}{{\it Sov. Lightwave Commun.} } % added 4/5/93
+\newcommand{\SST}{{\it Semicond. Sci. Technol.} }
+\newcommand{\SUST}{{\it Supercond. Sci. Technol.} }
+\newcommand{\WRM}{{\it Waves Random Media\/} }
+\newcommand{\JMM}{{\it J. Micromech. Microeng.\/} }
+%
+% Other commonly quoted journals
+%
+\newcommand{\AC}{{\it Acta Crystallogr.} }
+\newcommand{\AM}{{\it Acta Metall.} }
+\newcommand{\AP}{{\it Ann. Phys., Lpz.} }
+\newcommand{\APNY}{{\it Ann. Phys., NY\/} }
+\newcommand{\APP}{{\it Ann. Phys., Paris\/} }
+\newcommand{\CJP}{{\it Can. J. Phys.} }
+\newcommand{\JAP}{{\it J. Appl. Phys.} }
+\newcommand{\JCP}{{\it J. Chem. Phys.} }
+\newcommand{\JJAP}{{\it Japan. J. Appl. Phys.} }
+\newcommand{\JP}{{\it J. Physique\/} }
+\newcommand{\JPhCh}{{\it J. Phys. Chem.} }
+\newcommand{\JMMM}{{\it J. Magn. Magn. Mater.} }
+\newcommand{\JMP}{{\it J. Math. Phys.} }
+\newcommand{\JOSA}{{\it J. Opt. Soc. Am.} }
+\newcommand{\JPSJ}{{\it J. Phys. Soc. Japan\/} }
+\newcommand{\JQSRT}{{\it J. Quant. Spectrosc. Radiat. Transfer\/} }
+\newcommand{\NC}{{\it Nuovo Cimento\/} }
+\newcommand{\NIM}{{\it Nucl. Instrum. Methods\/} }
+\newcommand{\NP}{{\it Nucl. Phys.} }
+\newcommand{\PL}{{\it Phys. Lett.} }
+\newcommand{\PR}{{\it Phys. Rev.} }
+\newcommand{\PRL}{{\it Phys. Rev. Lett.} }
+\newcommand{\PRS}{{\it Proc. R. Soc.} }
+\newcommand{\PS}{{\it Phys. Scr.} }
+\newcommand{\PSS}{{\it Phys. Status Solidi\/} }
+\newcommand{\PTRS}{{\it Phil. Trans. R. Soc.} }
+\newcommand{\RMP}{{\it Rev. Mod. Phys.} }
+\newcommand{\RSI}{{\it Rev. Sci. Instrum.} }
+\newcommand{\SSC}{{\it Solid State Commun.} }
+\newcommand{\ZP}{{\it Z. Phys.} }
+%===================
+\pagestyle{headings}
+\pagenumbering{arabic}
+\raggedbottom
+\onecolumn
+\endinput
+%%
+%% End of file `jconf.cls'.
diff --git a/contributions/ds_eoscpilot/jpconf11.clo b/contributions/ds_eoscpilot/jpconf11.clo
new file mode 100644
index 0000000000000000000000000000000000000000..63541cbb98638b86bbc1df2d09f4eafbe3233a42
--- /dev/null
+++ b/contributions/ds_eoscpilot/jpconf11.clo
@@ -0,0 +1,141 @@
+%%
+%% This is file `jpconf11.clo'
+%%
+%% This file is distributed in the hope that it will be useful,
+%% but WITHOUT ANY WARRANTY; without even the implied warranty of
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+%%
+%% \CharacterTable
+%% {Upper-case \A\B\C\D\E\F\G\H\I\J\K\L\M\N\O\P\Q\R\S\T\U\V\W\X\Y\Z
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+%% Digits \0\1\2\3\4\5\6\7\8\9
+%% Exclamation \! Double quote \" Hash (number) \#
+%% Dollar \$ Percent \% Ampersand \&
+%% Acute accent \' Left paren \( Right paren \)
+%% Asterisk \* Plus \+ Comma \,
+%% Minus \- Point \. Solidus \/
+%% Colon \: Semicolon \; Less than \<
+%% Equals \= Greater than \> Question mark \?
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+ \belowdisplayskip \abovedisplayskip
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+ \belowdisplayskip \abovedisplayskip}
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+ \itemsep=3\p@ \@plus2\p@ \@minus1\p@}
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+\@listi
+\def\@listii {\leftmargin\leftmarginii
+ \labelwidth\leftmarginii
+ \advance\labelwidth-\labelsep
+ \topsep=3\p@ \@plus2\p@ \@minus\p@
+ \parsep=\z@
+ \itemsep=\parsep}
+\def\@listiii{\leftmargin\leftmarginiii
+ \labelwidth\leftmarginiii
+ \advance\labelwidth-\labelsep
+ \topsep=\z@
+ \parsep=\z@
+ \partopsep=\z@
+ \itemsep=\z@}
+\def\@listiv {\leftmargin\leftmarginiv
+ \labelwidth\leftmarginiv
+ \advance\labelwidth-\labelsep}
+\def\@listv{\leftmargin\leftmarginv
+ \labelwidth\leftmarginv
+ \advance\labelwidth-\labelsep}
+\def\@listvi {\leftmargin\leftmarginvi
+ \labelwidth\leftmarginvi
+ \advance\labelwidth-\labelsep}
+\endinput
+%%
+%% End of file `iopart12.clo'.
diff --git a/contributions/ds_eoscpilot/pico2_anrep2018.png b/contributions/ds_eoscpilot/pico2_anrep2018.png
new file mode 100644
index 0000000000000000000000000000000000000000..ca30bb193c2f10be031b806b147f4659406bc0e2
Binary files /dev/null and b/contributions/ds_eoscpilot/pico2_anrep2018.png differ
diff --git a/contributions/ds_eoscpilot/t6_2_anrepo2018.png b/contributions/ds_eoscpilot/t6_2_anrepo2018.png
new file mode 100644
index 0000000000000000000000000000000000000000..b6f849f97cfe5c0c071557ec08b4ce7209c9ec00
Binary files /dev/null and b/contributions/ds_eoscpilot/t6_2_anrepo2018.png differ
diff --git a/contributions/ds_infn_cc/artifact/ds_infn_cc.pdf b/contributions/ds_infn_cc/artifact/ds_infn_cc.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..fffaab2c15e18fb512ff3943c675a48914419117
Binary files /dev/null and b/contributions/ds_infn_cc/artifact/ds_infn_cc.pdf differ
diff --git a/contributions/ds_infn_cc/artifact/iopams.sty b/contributions/ds_infn_cc/artifact/iopams.sty
new file mode 100644
index 0000000000000000000000000000000000000000..044dde929745d48d13601b572a0f586728ebf0a4
--- /dev/null
+++ b/contributions/ds_infn_cc/artifact/iopams.sty
@@ -0,0 +1,87 @@
+%%
+%% This is file `iopams.sty'
+%% File to include AMS fonts and extra definitions for bold greek
+%% characters for use with iopart.cls
+%%
+\NeedsTeXFormat{LaTeX2e}
+\ProvidesPackage{iopams}[1997/02/13 v1.0]
+\RequirePackage{amsgen}[1995/01/01]
+\RequirePackage{amsfonts}[1995/01/01]
+\RequirePackage{amssymb}[1995/01/01]
+\RequirePackage{amsbsy}[1995/01/01]
+%
+\iopamstrue % \newif\ifiopams in iopart.cls & iopbk2e.cls
+% % allows optional text to be in author guidelines
+%
+% Bold lower case Greek letters
+%
+\newcommand{\balpha}{\boldsymbol{\alpha}}
+\newcommand{\bbeta}{\boldsymbol{\beta}}
+\newcommand{\bgamma}{\boldsymbol{\gamma}}
+\newcommand{\bdelta}{\boldsymbol{\delta}}
+\newcommand{\bepsilon}{\boldsymbol{\epsilon}}
+\newcommand{\bzeta}{\boldsymbol{\zeta}}
+\newcommand{\bfeta}{\boldsymbol{\eta}}
+\newcommand{\btheta}{\boldsymbol{\theta}}
+\newcommand{\biota}{\boldsymbol{\iota}}
+\newcommand{\bkappa}{\boldsymbol{\kappa}}
+\newcommand{\blambda}{\boldsymbol{\lambda}}
+\newcommand{\bmu}{\boldsymbol{\mu}}
+\newcommand{\bnu}{\boldsymbol{\nu}}
+\newcommand{\bxi}{\boldsymbol{\xi}}
+\newcommand{\bpi}{\boldsymbol{\pi}}
+\newcommand{\brho}{\boldsymbol{\rho}}
+\newcommand{\bsigma}{\boldsymbol{\sigma}}
+\newcommand{\btau}{\boldsymbol{\tau}}
+\newcommand{\bupsilon}{\boldsymbol{\upsilon}}
+\newcommand{\bphi}{\boldsymbol{\phi}}
+\newcommand{\bchi}{\boldsymbol{\chi}}
+\newcommand{\bpsi}{\boldsymbol{\psi}}
+\newcommand{\bomega}{\boldsymbol{\omega}}
+\newcommand{\bvarepsilon}{\boldsymbol{\varepsilon}}
+\newcommand{\bvartheta}{\boldsymbol{\vartheta}}
+\newcommand{\bvaromega}{\boldsymbol{\varomega}}
+\newcommand{\bvarrho}{\boldsymbol{\varrho}}
+\newcommand{\bvarzeta}{\boldsymbol{\varsigma}} %NB really sigma
+\newcommand{\bvarsigma}{\boldsymbol{\varsigma}}
+\newcommand{\bvarphi}{\boldsymbol{\varphi}}
+%
+% Bold upright capital Greek letters
+%
+\newcommand{\bGamma}{\boldsymbol{\Gamma}}
+\newcommand{\bDelta}{\boldsymbol{\Delta}}
+\newcommand{\bTheta}{\boldsymbol{\Theta}}
+\newcommand{\bLambda}{\boldsymbol{\Lambda}}
+\newcommand{\bXi}{\boldsymbol{\Xi}}
+\newcommand{\bPi}{\boldsymbol{\Pi}}
+\newcommand{\bSigma}{\boldsymbol{\Sigma}}
+\newcommand{\bUpsilon}{\boldsymbol{\Upsilon}}
+\newcommand{\bPhi}{\boldsymbol{\Phi}}
+\newcommand{\bPsi}{\boldsymbol{\Psi}}
+\newcommand{\bOmega}{\boldsymbol{\Omega}}
+%
+% Bold versions of miscellaneous symbols
+%
+\newcommand{\bpartial}{\boldsymbol{\partial}}
+\newcommand{\bell}{\boldsymbol{\ell}}
+\newcommand{\bimath}{\boldsymbol{\imath}}
+\newcommand{\bjmath}{\boldsymbol{\jmath}}
+\newcommand{\binfty}{\boldsymbol{\infty}}
+\newcommand{\bnabla}{\boldsymbol{\nabla}}
+\newcommand{\bdot}{\boldsymbol{\cdot}}
+%
+% Symbols for caption
+%
+\renewcommand{\opensquare}{\mbox{$\square$}}
+\renewcommand{\opentriangle}{\mbox{$\vartriangle$}}
+\renewcommand{\opentriangledown}{\mbox{$\triangledown$}}
+\renewcommand{\opendiamond}{\mbox{$\lozenge$}}
+\renewcommand{\fullsquare}{\mbox{$\blacksquare$}}
+\newcommand{\fulldiamond}{\mbox{$\blacklozenge$}}
+\newcommand{\fullstar}{\mbox{$\bigstar$}}
+\newcommand{\fulltriangle}{\mbox{$\blacktriangle$}}
+\newcommand{\fulltriangledown}{\mbox{$\blacktriangledown$}}
+
+\endinput
+%%
+%% End of file `iopams.sty'.
diff --git a/contributions/ds_infn_cc/artifact/jpconf.cls b/contributions/ds_infn_cc/artifact/jpconf.cls
new file mode 100644
index 0000000000000000000000000000000000000000..09f509fdcfde0543cfbc37e4f64c02e11d9b4972
--- /dev/null
+++ b/contributions/ds_infn_cc/artifact/jpconf.cls
@@ -0,0 +1,957 @@
+\NeedsTeXFormat{LaTeX2e}[1995/12/01]
+\ProvidesClass{jpconf}
+ [2007/03/07 v1.1
+ LaTeX class for Journal of Physics: Conference Series]
+%\RequirePackage{graphicx}
+\newcommand\@ptsize{1}
+\newif\if@restonecol
+\newif\if@letterpaper
+\newif\if@titlepage
+\newif\ifiopams
+\@titlepagefalse
+\@letterpaperfalse
+\DeclareOption{a4paper}
+ {\setlength\paperheight {297mm}%
+ \setlength\paperwidth {210mm}%
+\@letterpaperfalse}
+\DeclareOption{letterpaper}
+ {\setlength\paperheight {279.4mm}%
+ \setlength\paperwidth {215.9mm}%
+\@letterpapertrue}
+\DeclareOption{landscape}
+ {\setlength\@tempdima {\paperheight}%
+ \setlength\paperheight {\paperwidth}%
+ \setlength\paperwidth {\@tempdima}}
+\DeclareOption{twoside}{\@twosidetrue \@mparswitchtrue}
+\renewcommand\@ptsize{1}
+%\ExecuteOptions{A4paper, twoside}
+\ExecuteOptions{A4paper}
+\ProcessOptions
+\DeclareMathAlphabet{\bi}{OML}{cmm}{b}{it}
+\DeclareMathAlphabet{\bcal}{OMS}{cmsy}{b}{n}
+\input{jpconf1\@ptsize.clo}
+\setlength\lineskip{1\p@}
+\setlength\normallineskip{1\p@}
+\renewcommand\baselinestretch{}
+\setlength\parskip{0\p@ \@plus \p@}
+\@lowpenalty 51
+\@medpenalty 151
+\@highpenalty 301
+\setlength\parindent{5mm}
+\setcounter{topnumber}{8}
+\renewcommand\topfraction{1}
+\setcounter{bottomnumber}{3}
+\renewcommand\bottomfraction{.99}
+\setcounter{totalnumber}{8}
+\renewcommand\textfraction{0.01}
+\renewcommand\floatpagefraction{.8}
+\setcounter{dbltopnumber}{6}
+\renewcommand\dbltopfraction{1}
+\renewcommand\dblfloatpagefraction{.8}
+\renewcommand{\title}{\@ifnextchar[{\@stitle}{\@ftitle}}
+\pretolerance=5000
+\tolerance=8000
+% Headings for all pages apart from first
+%
+\def\ps@headings{%
+ \let\@oddfoot\@empty
+ \let\@evenfoot\@empty
+ \let\@oddhead\@empty
+ \let\@evenhead\@empty
+ %\def\@evenhead{\thepage\hfil\itshape\rightmark}%
+ %\def\@oddhead{{\itshape\leftmark}\hfil\thepage}%
+ %\def\@evenhead{{\itshape Journal of Physics: Conference Series}\hfill}%
+ %\def\@oddhead{\hfill {\itshape Journal of Physics: Conference Series}}%%
+ \let\@mkboth\markboth
+ \let\sectionmark\@gobble
+ \let\subsectionmark\@gobble}
+%
+% Headings for first page
+%
+\def\ps@myheadings{\let\@oddfoot\@empty\let\@evenfoot\@empty
+ \let\@oddhead\@empty\let\@evenhead\@empty
+ \let\@mkboth\@gobbletwo
+ \let\sectionmark\@gobble
+ \let\subsectionmark\@gobble}
+%
+\def\@stitle[#1]#2{\markboth{#1}{#1}%
+ %\pagestyle{empty}%
+ \thispagestyle{myheadings}
+ \vspace*{25mm}{\exhyphenpenalty=10000\hyphenpenalty=10000
+ %\Large
+\fontsize{18bp}{24bp}\selectfont\bf\raggedright\noindent#2\par}}
+\def\@ftitle#1{\markboth{#1}{#1}%
+ \thispagestyle{myheadings}
+%\pagestyle{empty}%
+ \vspace*{25mm}{\exhyphenpenalty=10000\hyphenpenalty=10000
+ %\Large\raggedright\noindent\bf#1\par}
+\fontsize{18bp}{24bp}\selectfont\bf\noindent\raggedright#1\par}}
+%AUTHOR
+\renewcommand{\author}{\@ifnextchar[{\@sauthor}{\@fauthor}}
+\def\@sauthor[#1]#2{\markright{#1} % for production only
+ \vspace*{1.5pc}%
+ \begin{indented}%
+ \item[]\normalsize\bf\raggedright#2
+ \end{indented}%
+ \smallskip}
+\def\@fauthor#1{%\markright{#1} for production only
+ \vspace*{1.5pc}%
+ \begin{indented}%
+ \item[]\normalsize\bf\raggedright#1
+ \end{indented}%
+ \smallskip}
+%E-MAIL
+\def\eads#1{\vspace*{5pt}\address{E-mail: #1}}
+\def\ead#1{\vspace*{5pt}\address{E-mail: \mailto{#1}}}
+\def\mailto#1{{\tt #1}}
+%ADDRESS
+\newcommand{\address}[1]{\begin{indented}
+ \item[]\rm\raggedright #1
+ \end{indented}}
+\newlength{\indentedwidth}
+\newdimen\mathindent
+\mathindent = 6pc
+\indentedwidth=\mathindent
+% FOOTNOTES
+%\renewcommand\footnoterule{%
+% \kern-3\p@
+% \hrule\@width.4\columnwidth
+% \kern2.6\p@}
+%\newcommand\@makefntext[1]{%
+% \parindent 1em%
+% \noindent
+% \hb@xt@1.8em{\hss\@makefnmark}#1}
+% Footnotes: symbols selected in same order as address indicators
+% unless optional argument of [<num>] use to specify required symbol,
+% 1=\dag, 2=\ddag, etc
+% Usage: \footnote{Text of footnote}
+% \footnote[3]{Text of footnote}
+%
+\def\footnoterule{}%
+\setcounter{footnote}{0}
+\long\def\@makefntext#1{\parindent 1em\noindent
+ \makebox[1em][l]{\footnotesize\rm$\m@th{\fnsymbol{footnote}}$}%
+ \footnotesize\rm #1}
+\def\@makefnmark{\normalfnmark}
+\def\normalfnmark{\hbox{${\fnsymbol{footnote}}\m@th$}}
+\def\altfnmark{\hbox{$^{\rm Note}\ {\fnsymbol{footnote}}\m@th$}}
+\def\footNote#1{\let\@makefnmark\altfnmark\footnote{#1}\let\@makefnmark\normalfnmark}
+\def\@thefnmark{\fnsymbol{footnote}}
+\def\footnote{\protect\pfootnote}
+\def\pfootnote{\@ifnextchar[{\@xfootnote}{\stepcounter{\@mpfn}%
+ \begingroup\let\protect\noexpand
+ \xdef\@thefnmark{\thempfn}\endgroup
+ \@footnotemark\@footnotetext}}
+\def\@xfootnote[#1]{\setcounter{footnote}{#1}%
+ \addtocounter{footnote}{-1}\footnote}
+
+\newcommand\ftnote{\protect\pftnote}
+\newcommand\pftnote[1]{\setcounter{footnote}{#1}%
+ \addtocounter{footnote}{-1}\footnote}
+\newcommand{\fnm}[1]{\setcounter{footnote}{#1}\footnotetext}
+
+\def\@fnsymbol#1{\ifnum\thefootnote=99\hbox{*}\else^{\thefootnote}\fi\relax}
+%
+% Address marker
+%
+\newcommand{\ad}[1]{\noindent\hbox{$^{#1}$}\relax}
+\newcommand{\adnote}[2]{\noindent\hbox{$^{#1,}$}\setcounter{footnote}{#2}%
+ \addtocounter{footnote}{-1}\footnote}
+\def\@tnote{}
+\newcounter{oldftnote}
+\newcommand{\tnote}[1]{*\gdef\@tnote{%
+ \setcounter{oldftnote}{\c@footnote}%
+ \setcounter{footnote}{99}%
+ \footnotetext{#1}%
+ \setcounter{footnote}{\c@oldftnote}\addtocounter{footnote}{-1}}}
+%==================
+% Acknowledgments (no heading if letter)
+% Usage \ack for Acknowledgments, \ackn for Acknowledgement
+\def\ack{\section*{Acknowledgments}}
+\def\ackn{\section*{Acknowledgment}}
+%SECTION DEFINITIONS
+\setcounter{secnumdepth}{3}
+\newcounter {section}
+\newcounter {subsection}[section]
+\newcounter {subsubsection}[subsection]
+\newcounter {paragraph}[subsubsection]
+\newcounter {subparagraph}[paragraph]
+\renewcommand \thesection {\arabic{section}}
+\renewcommand\thesubsection {\thesection.\arabic{subsection}}
+\renewcommand\thesubsubsection{\thesubsection .\arabic{subsubsection}}
+\renewcommand\theparagraph {\thesubsubsection.\arabic{paragraph}}
+\renewcommand\thesubparagraph {\theparagraph.\arabic{subparagraph}}
+%\nosections
+\def\nosections{\vspace{30\p@ plus12\p@ minus12\p@}
+ \noindent\ignorespaces}
+
+%\renewcommand{\@startsection}[6]
+%{%
+%\if@noskipsec \leavevmode \fi
+%\par
+% \@tempskipa #4\relax
+%%\@tempskipa 0pt\relax
+% \@afterindenttrue
+% \ifdim \@tempskipa <\z@
+% \@tempskipa -\@tempskipa \@afterindentfalse
+% \fi
+% \if@nobreak
+% \everypar{}%
+% \else
+% \addpenalty\@secpenalty\addvspace\@tempskipa
+% \fi
+% \@ifstar
+% {\@ssect{#3}{#4}{#5}{#6}}%
+% {\@dblarg{\@sect{#1}{#2}{#3}{#4}{#5}{#6}}}}
+%\renewcommand{\@sect}[8]{%
+% \ifnum #2>\c@secnumdepth
+% \let\@svsec\@empty
+% \else
+% \refstepcounter{#1}%
+% \protected@edef\@svsec{\@seccntformat{#1}\relax}%
+% \fi
+% \@tempskipa #5\relax
+% \ifdim \@tempskipa>\z@
+% \begingroup
+% #6{%
+% \@hangfrom{\hskip #3\relax\@svsec}%
+% \interlinepenalty \@M #8\@@par}%
+% \endgroup
+% \csname #1mark\endcsname{#7}%
+% \addcontentsline{toc}{#1}{%
+% \ifnum #2>\c@secnumdepth \else
+% \protect\numberline{\csname the#1\endcsname}%
+% \fi
+% #7}%
+% \else
+% \def\@svsechd{%
+% #6{\hskip #3\relax
+% \@svsec #8}%
+% \csname #1mark\endcsname{#7}%
+% \addcontentsline{toc}{#1}{%
+% \ifnum #2>\c@secnumdepth \else
+% \protect\numberline{\csname the#1\endcsname}%
+% \fi
+% #7}}%
+% \fi
+% \@xsect{#5}}
+%\renewcommand{\@xsect}[1]{%
+% \@tempskipa #1\relax
+% \ifdim \@tempskipa>\z@
+% \par \nobreak
+% \vskip \@tempskipa
+% \@afterheading
+% \else
+% \@nobreakfalse
+% \global\@noskipsectrue
+% \everypar{%
+% \if@noskipsec
+% \global\@noskipsecfalse
+% {\setbox\z@\lastbox}%
+% \clubpenalty\@M
+% \begingroup \@svsechd \endgroup
+% \unskip
+% \@tempskipa #1\relax
+% \hskip -\@tempskipa
+% \else
+% \clubpenalty \@clubpenalty
+% \everypar{}%
+% \fi}%
+% \fi
+% \ignorespaces}
+%========================================================================
+\newcommand\section{\@startsection {section}{1}{\z@}%
+ {-3.25ex\@plus -1ex \@minus -.2ex}%
+ {1sp}%
+ {\reset@font\normalsize\bfseries\raggedright}}
+\newcommand\subsection{\@startsection{subsection}{2}{\z@}%
+ {-3.25ex\@plus -1ex \@minus -.2ex}%
+ {1sp}%
+ {\reset@font\normalsize\itshape\raggedright}}
+\newcommand\subsubsection{\@startsection{subsubsection}{3}{\z@}%
+ {-3.25ex\@plus -1ex \@minus -.2ex}%
+ {-1em \@plus .2em}%
+ {\reset@font\normalsize\itshape}}
+\newcommand\paragraph{\@startsection{paragraph}{4}{\z@}%
+ {3.25ex \@plus1ex \@minus.2ex}%
+ {-1em}%
+ {\reset@font\normalsize\itshape}}
+\newcommand\subparagraph{\@startsection{subparagraph}{5}{\parindent}%
+ {3.25ex \@plus1ex \@minus .2ex}%
+ {-1em}%
+ {\reset@font\normalsize\itshape}}
+\def\@sect#1#2#3#4#5#6[#7]#8{\ifnum #2>\c@secnumdepth
+ \let\@svsec\@empty\else
+ \refstepcounter{#1}\edef\@svsec{\csname the#1\endcsname. }\fi
+ \@tempskipa #5\relax
+ \ifdim \@tempskipa>\z@
+ \begingroup #6\relax
+ \noindent{\hskip #3\relax\@svsec}{\interlinepenalty \@M #8\par}%
+ \endgroup
+ \csname #1mark\endcsname{#7}\addcontentsline
+ {toc}{#1}{\ifnum #2>\c@secnumdepth \else
+ \protect\numberline{\csname the#1\endcsname}\fi
+ #7}\else
+ \def\@svsechd{#6\hskip #3\relax %% \relax added 2 May 90
+ \@svsec #8\csname #1mark\endcsname
+ {#7}\addcontentsline
+ {toc}{#1}{\ifnum #2>\c@secnumdepth \else
+ \protect\numberline{\csname the#1\endcsname}\fi
+ #7}}\fi
+ \@xsect{#5}}
+%
+\def\@ssect#1#2#3#4#5{\@tempskipa #3\relax
+ \ifdim \@tempskipa>\z@
+ \begingroup #4\noindent{\hskip #1}{\interlinepenalty \@M #5\par}\endgroup
+ \else \def\@svsechd{#4\hskip #1\relax #5}\fi
+ \@xsect{#3}}
+% LIST DEFINITIONS
+\setlength\leftmargini {2em}
+\leftmargin \leftmargini
+\setlength\leftmarginii {2em}
+\setlength\leftmarginiii {1.8em}
+\setlength\leftmarginiv {1.6em}
+ \setlength\leftmarginv {1em}
+ \setlength\leftmarginvi {1em}
+\setlength\leftmargin{\leftmargini}
+\setlength \labelsep {.5em}
+\setlength \labelwidth{\leftmargini}
+\addtolength\labelwidth{-\labelsep}
+\@beginparpenalty -\@lowpenalty
+\@endparpenalty -\@lowpenalty
+\@itempenalty -\@lowpenalty
+\renewcommand\theenumi{\roman{enumi}}
+\renewcommand\theenumii{\alph{enumii}}
+\renewcommand\theenumiii{\arabic{enumiii}}
+\renewcommand\theenumiv{\Alph{enumiv}}
+\newcommand\labelenumi{(\theenumi)}
+\newcommand\labelenumii{(\theenumii)}
+\newcommand\labelenumiii{\theenumiii.}
+\newcommand\labelenumiv{(\theenumiv)}
+\renewcommand\p@enumii{(\theenumi)}
+\renewcommand\p@enumiii{(\theenumi.\theenumii)}
+\renewcommand\p@enumiv{(\theenumi.\theenumii.\theenumiii)}
+\newcommand\labelitemi{$\m@th\bullet$}
+\newcommand\labelitemii{\normalfont\bfseries --}
+\newcommand\labelitemiii{$\m@th\ast$}
+\newcommand\labelitemiv{$\m@th\cdot$}
+\renewcommand \theequation {\@arabic\c@equation}
+
+%%%%%%%%%%%%% Figures
+\newcounter{figure}
+\renewcommand\thefigure{\@arabic\c@figure}
+\def\fps@figure{tbp}
+\def\ftype@figure{1}
+\def\ext@figure{lof}
+\def\fnum@figure{\figurename~\thefigure}
+\newenvironment{figure}{\footnotesize\rm\@float{figure}}%
+ {\end@float\normalsize\rm}
+\newenvironment{figure*}{\footnotesize\rm\@dblfloat{figure}}{\end@dblfloat}
+\newcounter{table}
+\renewcommand\thetable{\@arabic\c@table}
+\def\fps@table{tbp}
+\def\ftype@table{2}
+\def\ext@table{lot}
+\def\fnum@table{\tablename~\thetable}
+\newenvironment{table}{\footnotesize\rm\@float{table}}%
+ {\end@float\normalsize\rm}
+\newenvironment{table*}{\footnotesize\rm\@dblfloat{table}}%
+ {\end@dblfloat\normalsize\rm}
+\newlength\abovecaptionskip
+\newlength\belowcaptionskip
+\setlength\abovecaptionskip{10\p@}
+\setlength\belowcaptionskip{0\p@}
+%Table Environments
+%\newenvironment{tableref}[3][\textwidth]{%
+%\begin{center}%
+%\begin{table}%
+%\captionsetup[table]{width=#1}
+%\centering\caption{\label{#2}#3}}{\end{table}\end{center}}
+%%%%%%%%%%%%%%%%%
+%\newcounter{figure}
+%\renewcommand \thefigure {\@arabic\c@figure}
+%\def\fps@figure{tbp}
+%\def\ftype@figure{1}
+%\def\ext@figure{lof}
+%\def\fnum@figure{\figurename~\thefigure}
+%ENVIRONMENT: figure
+%\newenvironment{figure}
+% {\@float{figure}}
+% {\end@float}
+%ENVIRONMENT: figure*
+%\newenvironment{figure*}
+% {\@dblfloat{figure}}
+% {\end@dblfloat}
+%ENVIRONMENT: table
+%\newcounter{table}
+%\renewcommand\thetable{\@arabic\c@table}
+%\def\fps@table{tbp}
+%\def\ftype@table{2}
+%\def\ext@table{lot}
+%\def\fnum@table{\tablename~\thetable}
+%\newenvironment{table}
+% {\@float{table}}
+% {\end@float}
+%ENVIRONMENT: table*
+%\newenvironment{table*}
+% {\@dblfloat{table}}
+% {\end@dblfloat}
+%\newlength\abovecaptionskip
+%\newlength\belowcaptionskip
+%\setlength\abovecaptionskip{10\p@}
+%\setlength\belowcaptionskip{0\p@}
+% CAPTIONS
+% Added redefinition of \@caption so captions are not written to
+% aux file therefore less need to \protect fragile commands
+%
+\long\def\@caption#1[#2]#3{\par\begingroup
+ \@parboxrestore
+ \normalsize
+ \@makecaption{\csname fnum@#1\endcsname}{\ignorespaces #3}\par
+ \endgroup}
+\long\def\@makecaption#1#2{%
+ \vskip\abovecaptionskip
+ \sbox\@tempboxa{{\bf #1.} #2}%
+ \ifdim \wd\@tempboxa >\hsize
+ {\bf #1.} #2\par
+ \else
+ \global \@minipagefalse
+ \hb@xt@\hsize{\hfil\box\@tempboxa\hfil}%
+ \fi
+ \vskip\belowcaptionskip}
+\DeclareOldFontCommand{\rm}{\normalfont\rmfamily}{\mathrm}
+\DeclareOldFontCommand{\sf}{\normalfont\sffamily}{\mathsf}
+\DeclareOldFontCommand{\tt}{\normalfont\ttfamily}{\mathtt}
+\DeclareOldFontCommand{\bf}{\normalfont\bfseries}{\mathbf}
+\DeclareOldFontCommand{\it}{\normalfont\itshape}{\mathit}
+\DeclareOldFontCommand{\sl}{\normalfont\slshape}{\@nomath\sl}
+\DeclareOldFontCommand{\sc}{\normalfont\scshape}{\@nomath\sc}
+\DeclareRobustCommand*\cal{\@fontswitch\relax\mathcal}
+\DeclareRobustCommand*\mit{\@fontswitch\relax\mathnormal}
+%\newcommand\@pnumwidth{1.55em}
+%\newcommand\@tocrmarg{2.55em}
+%\newcommand\@dotsep{4.5}
+%\setcounter{tocdepth}{3}
+%\newcommand\tableofcontents{%
+% \section*{\contentsname
+% \@mkboth{%
+% \MakeUppercase\contentsname}{\MakeUppercase\contentsname}}%
+% \@starttoc{toc}%
+% }
+%\newcommand*\l@part[2]{%
+% \ifnum \c@tocdepth >-2\relax
+% \addpenalty\@secpenalty
+% \addvspace{2.25em \@plus\p@}%
+% \begingroup
+% \parindent \z@ \rightskip \@pnumwidth
+% \parfillskip -\@pnumwidth
+% {\leavevmode
+% \large \bfseries #1\hfil \hb@xt@\@pnumwidth{\hss #2}}\par
+% \nobreak
+% \if@compatibility
+% \global\@nobreaktrue
+% \everypar{\global\@nobreakfalse\everypar{}}%
+% \fi
+% \endgroup
+% \fi}
+%\newcommand*\l@section[2]{%
+% \ifnum \c@tocdepth >\z@
+% \addpenalty\@secpenalty
+% \addvspace{1.0em \@plus\p@}%
+% \setlength\@tempdima{1.5em}%
+% \begingroup
+% \parindent \z@ \rightskip \@pnumwidth
+% \parfillskip -\@pnumwidth
+% \leavevmode \bfseries
+% \advance\leftskip\@tempdima
+% \hskip -\leftskip
+% #1\nobreak\hfil \nobreak\hb@xt@\@pnumwidth{\hss #2}\par
+% \endgroup
+% \fi}
+%\newcommand*\l@subsection{\@dottedtocline{2}{1.5em}{2.3em}}
+%\newcommand*\l@subsubsection{\@dottedtocline{3}{3.8em}{3.2em}}
+%\newcommand*\l@paragraph{\@dottedtocline{4}{7.0em}{4.1em}}
+%\newcommand*\l@subparagraph{\@dottedtocline{5}{10em}{5em}}
+%\newcommand\listoffigures{%
+% \section*{\listfigurename
+% \@mkboth{\MakeUppercase\listfigurename}%
+% {\MakeUppercase\listfigurename}}%
+% \@starttoc{lof}%
+% }
+%\newcommand*\l@figure{\@dottedtocline{1}{1.5em}{2.3em}}
+%\newcommand\listoftables{%
+% \section*{\listtablename
+% \@mkboth{%
+% \MakeUppercase\listtablename}{\MakeUppercase\listtablename}}%
+% \@starttoc{lot}%
+% }
+%\let\l@table\l@figure
+%======================================
+%ENVIRONMENTS
+%======================================
+%ENVIRONMENT: indented
+\newenvironment{indented}{\begin{indented}}{\end{indented}}
+\newenvironment{varindent}[1]{\begin{varindent}{#1}}{\end{varindent}}
+%
+\def\indented{\list{}{\itemsep=0\p@\labelsep=0\p@\itemindent=0\p@
+ \labelwidth=0\p@\leftmargin=\mathindent\topsep=0\p@\partopsep=0\p@
+ \parsep=0\p@\listparindent=15\p@}\footnotesize\rm}
+\let\endindented=\endlist
+\def\varindent#1{\setlength{\varind}{#1}%
+ \list{}{\itemsep=0\p@\labelsep=0\p@\itemindent=0\p@
+ \labelwidth=0\p@\leftmargin=\varind\topsep=0\p@\partopsep=0\p@
+ \parsep=0\p@\listparindent=15\p@}\footnotesize\rm}
+\let\endvarindent=\endlist
+%ENVIRONMENT: abstract
+\newenvironment{abstract}{%
+ \vspace{16pt plus3pt minus3pt}
+ \begin{indented}
+ \item[]{\bfseries \abstractname.}\quad\rm\ignorespaces}
+ {\end{indented}\vspace{10mm}}
+%ENVIRONMENT: description
+\newenvironment{description}
+ {\list{}{\labelwidth\z@ \itemindent-\leftmargin
+ \let\makelabel\descriptionlabel}}
+ {\endlist}
+\newcommand\descriptionlabel[1]{\hspace\labelsep
+ \normalfont\bfseries #1}
+%ENVIRONMENT: quotation
+\newenvironment{quotation}
+ {\list{}{\listparindent 1.5em%
+ \itemindent \listparindent
+ \rightmargin \leftmargin
+ \parsep \z@ \@plus\p@}%
+ \item[]}
+ {\endlist}
+%ENVIRONMENT: quote
+\newenvironment{quote}
+ {\list{}{\rightmargin\leftmargin}%
+ \item[]}
+ {\endlist}
+%ENVIRONMENT: verse
+\newenvironment{verse}
+ {\let\\=\@centercr
+ \list{}{\itemsep \z@
+ \itemindent -1.5em%
+ \listparindent\itemindent
+ \rightmargin \leftmargin
+ \advance\leftmargin 1.5em}%
+ \item[]}
+ {\endlist}
+%ENVIRONMENT: bibliography
+\newdimen\bibindent
+\setlength\bibindent{1.5em}
+\def\thebibliography#1{\list
+ {\hfil[\arabic{enumi}]}{\topsep=0\p@\parsep=0\p@
+ \partopsep=0\p@\itemsep=0\p@
+ \labelsep=5\p@\itemindent=-10\p@
+ \settowidth\labelwidth{\footnotesize[#1]}%
+ \leftmargin\labelwidth
+ \advance\leftmargin\labelsep
+ \advance\leftmargin -\itemindent
+ \usecounter{enumi}}\footnotesize
+ \def\newblock{\ }
+ \sloppy\clubpenalty4000\widowpenalty4000
+ \sfcode`\.=1000\relax}
+\let\endthebibliography=\endlist
+\def\numrefs#1{\begin{thebibliography}{#1}}
+\def\endnumrefs{\end{thebibliography}}
+\let\endbib=\endnumrefs
+%%%%%%%%%%%%%%%%%%
+
+
+%\newenvironment{thebibliography}[1]
+% {\section*{References}
+% \list{\@biblabel{\@arabic\c@enumiv}}%
+% {\settowidth\labelwidth{\@biblabel{#1}}%
+% \leftmargin\labelwidth
+% \advance\leftmargin\labelsep
+% \@openbib@code
+% \usecounter{enumiv}%
+% \let\p@enumiv\@empty
+% \renewcommand\theenumiv{\@arabic\c@enumiv}}%
+% \sloppy
+% \clubpenalty4000
+% \@clubpenalty \clubpenalty
+% \widowpenalty4000%
+% \sfcode`\.\@m}
+% {\def\@noitemerr
+% {\@latex@warning{Empty `thebibliography' environment}}%
+% \endlist}
+%\newcommand\newblock{\hskip .11em\@plus.33em\@minus.07em}
+%\let\@openbib@code\@empty
+%ENVIRONMENT: theindex
+\newenvironment{theindex}
+ {\if@twocolumn
+ \@restonecolfalse
+ \else
+ \@restonecoltrue
+ \fi
+ \columnseprule \z@
+ \columnsep 35\p@
+ \twocolumn[\section*{\indexname}]%
+ \@mkboth{\MakeUppercase\indexname}%
+ {\MakeUppercase\indexname}%
+ \thispagestyle{plain}\parindent\z@
+ \parskip\z@ \@plus .3\p@\relax
+ \let\item\@idxitem}
+ {\if@restonecol\onecolumn\else\clearpage\fi}
+\newcommand\@idxitem{\par\hangindent 40\p@}
+\newcommand\subitem{\@idxitem \hspace*{20\p@}}
+\newcommand\subsubitem{\@idxitem \hspace*{30\p@}}
+\newcommand\indexspace{\par \vskip 10\p@ \@plus5\p@ \@minus3\p@\relax}
+%=====================
+\def\appendix{\@ifnextchar*{\@appendixstar}{\@appendix}}
+\def\@appendix{\eqnobysec\@appendixstar}
+\def\@appendixstar{\@@par
+ \ifnumbysec % Added 30/4/94 to get Table A1,
+ \@addtoreset{table}{section} % Table B1 etc if numbering by
+ \@addtoreset{figure}{section}\fi % section
+ \setcounter{section}{0}
+ \setcounter{subsection}{0}
+ \setcounter{subsubsection}{0}
+ \setcounter{equation}{0}
+ \setcounter{figure}{0}
+ \setcounter{table}{0}
+ \def\thesection{Appendix \Alph{section}}
+ \def\theequation{\ifnumbysec
+ \Alph{section}.\arabic{equation}\else
+ \Alph{section}\arabic{equation}\fi} % Comment A\arabic{equation} maybe
+ \def\thetable{\ifnumbysec % better? 15/4/95
+ \Alph{section}\arabic{table}\else
+ A\arabic{table}\fi}
+ \def\thefigure{\ifnumbysec
+ \Alph{section}\arabic{figure}\else
+ A\arabic{figure}\fi}}
+\def\noappendix{\setcounter{figure}{0}
+ \setcounter{table}{0}
+ \def\thetable{\arabic{table}}
+ \def\thefigure{\arabic{figure}}}
+\setlength\arraycolsep{5\p@}
+\setlength\tabcolsep{6\p@}
+\setlength\arrayrulewidth{.4\p@}
+\setlength\doublerulesep{2\p@}
+\setlength\tabbingsep{\labelsep}
+\skip\@mpfootins = \skip\footins
+\setlength\fboxsep{3\p@}
+\setlength\fboxrule{.4\p@}
+\renewcommand\theequation{\arabic{equation}}
+% NAME OF STRUCTURES
+\newcommand\contentsname{Contents}
+\newcommand\listfigurename{List of Figures}
+\newcommand\listtablename{List of Tables}
+\newcommand\refname{References}
+\newcommand\indexname{Index}
+\newcommand\figurename{Figure}
+\newcommand\tablename{Table}
+\newcommand\partname{Part}
+\newcommand\appendixname{Appendix}
+\newcommand\abstractname{Abstract}
+%Miscellaneous commands
+\newcommand{\BibTeX}{{\rm B\kern-.05em{\sc i\kern-.025em b}\kern-.08em
+ T\kern-.1667em\lower.7ex\hbox{E}\kern-.125emX}}
+\newcommand{\jpcsit}{{\bfseries\itshape\selectfont Journal of Physics: Conference Series}}
+\newcommand{\jpcs}{{\itshape\selectfont Journal of Physics: Conference Series}}
+\newcommand{\iopp}{IOP Publishing}
+\newcommand{\cls}{{\upshape\selectfont\texttt{jpconf.cls}}}
+\newcommand{\corg}{conference organizer}
+\newcommand\today{\number\day\space\ifcase\month\or
+ January\or February\or March\or April\or May\or June\or
+ July\or August\or September\or October\or November\or December\fi
+ \space\number\year}
+ \setlength\columnsep{10\p@}
+\setlength\columnseprule{0\p@}
+\newcommand{\Tables}{\clearpage\section*{Tables and table captions}
+\def\fps@table{hp}\noappendix}
+\newcommand{\Figures}{\clearpage\section*{Figure captions}
+ \def\fps@figure{hp}\noappendix}
+%
+\newcommand{\Figure}[1]{\begin{figure}
+ \caption{#1}
+ \end{figure}}
+%
+\newcommand{\Table}[1]{\begin{table}
+ \caption{#1}
+ \begin{indented}
+ \lineup
+ \item[]\begin{tabular}{@{}l*{15}{l}}}
+\def\endTable{\end{tabular}\end{indented}\end{table}}
+\let\endtab=\endTable
+%
+\newcommand{\fulltable}[1]{\begin{table}
+ \caption{#1}
+ \lineup
+ \begin{tabular*}{\textwidth}{@{}l*{15}{@{\extracolsep{0pt plus 12pt}}l}}}
+\def\endfulltable{\end{tabular*}\end{table}}
+%BIBLIOGRAPHY and References
+%\newcommand{\Bibliography}[1]{\section*{References}\par\numrefs{#1}}
+%\newcommand{\References}{\section*{References}\par\refs}
+%\def\thebibliography#1{\list
+% {\hfil[\arabic{enumi}]}{\topsep=0\p@\parsep=0\p@
+% \partopsep=0\p@\itemsep=0\p@
+% \labelsep=5\p@\itemindent=-10\p@
+% \settowidth\labelwidth{\footnotesize[#1]}%
+% \leftmargin\labelwidth
+% \advance\leftmargin\labelsep
+% \advance\leftmargin -\itemindent
+% \usecounter{enumi}}\footnotesize
+% \def\newblock{\ }
+% \sloppy\clubpenalty4000\widowpenalty4000
+% \sfcode`\.=1000\relax}
+%\let\endthebibliography=\endlist
+%\def\numrefs#1{\begin{thebibliography}{#1}}
+%\def\endnumrefs{\end{thebibliography}}
+%\let\endbib=\endnumrefs
+
+\def\thereferences{\list{}{\topsep=0\p@\parsep=0\p@
+ \partopsep=0\p@\itemsep=0\p@\labelsep=0\p@\itemindent=-18\p@
+\labelwidth=0\p@\leftmargin=18\p@
+}\footnotesize\rm
+\def\newblock{\ }
+\sloppy\clubpenalty4000\widowpenalty4000
+\sfcode`\.=1000\relax}%
+\let\endthereferences=\endlist
+% MISC EQUATRION STUFF
+%\def\[{\relax\ifmmode\@badmath\else
+% \begin{trivlist}
+% \@beginparpenalty\predisplaypenalty
+% \@endparpenalty\postdisplaypenalty
+% \item[]\leavevmode
+% \hbox to\linewidth\bgroup$ \displaystyle
+% \hskip\mathindent\bgroup\fi}
+%\def\]{\relax\ifmmode \egroup $\hfil \egroup \end{trivlist}\else \@badmath \fi}
+%\def\equation{\@beginparpenalty\predisplaypenalty
+% \@endparpenalty\postdisplaypenalty
+%\refstepcounter{equation}\trivlist \item[]\leavevmode
+% \hbox to\linewidth\bgroup $ \displaystyle
+%\hskip\mathindent}
+%\def\endequation{$\hfil \displaywidth\linewidth\@eqnnum\egroup \endtrivlist}
+%\@namedef{equation*}{\[}
+%\@namedef{endequation*}{\]}
+%\def\eqnarray{\stepcounter{equation}\let\@currentlabel=\theequation
+%\global\@eqnswtrue
+%\global\@eqcnt\z@\tabskip\mathindent\let\\=\@eqncr
+%\abovedisplayskip\topsep\ifvmode\advance\abovedisplayskip\partopsep\fi
+%\belowdisplayskip\abovedisplayskip
+%\belowdisplayshortskip\abovedisplayskip
+%\abovedisplayshortskip\abovedisplayskip
+%$$\halign to
+%\linewidth\bgroup\@eqnsel$\displaystyle\tabskip\z@
+% {##{}}$&\global\@eqcnt\@ne $\displaystyle{{}##{}}$\hfil
+% &\global\@eqcnt\tw@ $\displaystyle{{}##}$\hfil
+% \tabskip\@centering&\llap{##}\tabskip\z@\cr}
+%\def\endeqnarray{\@@eqncr\egroup
+% \global\advance\c@equation\m@ne$$\global\@ignoretrue }
+%\mathindent = 6pc
+%%
+%\def\eqalign#1{\null\vcenter{\def\\{\cr}\openup\jot\m@th
+% \ialign{\strut$\displaystyle{##}$\hfil&$\displaystyle{{}##}$\hfil
+% \crcr#1\crcr}}\,}
+%%
+%\def\eqalignno#1{\displ@y \tabskip\z@skip
+% \halign to\displaywidth{\hspace{5pc}$\@lign\displaystyle{##}$%
+% \tabskip\z@skip
+% &$\@lign\displaystyle{{}##}$\hfill\tabskip\@centering
+% &\llap{$\@lign\hbox{\rm##}$}\tabskip\z@skip\crcr
+% #1\crcr}}
+%%
+\newif\ifnumbysec
+\def\theequation{\ifnumbysec
+ \arabic{section}.\arabic{equation}\else
+ \arabic{equation}\fi}
+\def\eqnobysec{\numbysectrue\@addtoreset{equation}{section}}
+\newcounter{eqnval}
+\def\numparts{\addtocounter{equation}{1}%
+ \setcounter{eqnval}{\value{equation}}%
+ \setcounter{equation}{0}%
+ \def\theequation{\ifnumbysec
+ \arabic{section}.\arabic{eqnval}{\it\alph{equation}}%
+ \else\arabic{eqnval}{\it\alph{equation}}\fi}}
+\def\endnumparts{\def\theequation{\ifnumbysec
+ \arabic{section}.\arabic{equation}\else
+ \arabic{equation}\fi}%
+ \setcounter{equation}{\value{eqnval}}}
+%
+\def\cases#1{%
+ \left\{\,\vcenter{\def\\{\cr}\normalbaselines\openup1\jot\m@th%
+ \ialign{\strut$\displaystyle{##}\hfil$&\tqs
+ \rm##\hfil\crcr#1\crcr}}\right.}%
+\def\eqalign#1{\null\vcenter{\def\\{\cr}\openup\jot\m@th
+ \ialign{\strut$\displaystyle{##}$\hfil&$\displaystyle{{}##}$\hfil
+ \crcr#1\crcr}}\,}
+% OTHER USEFUL BITS
+\newcommand{\e}{\mathrm{e}}
+\newcommand{\rme}{\mathrm{e}}
+\newcommand{\rmi}{\mathrm{i}}
+\newcommand{\rmd}{\mathrm{d}}
+\renewcommand{\qquad}{\hspace*{25pt}}
+\newcommand{\tdot}[1]{\stackrel{\dots}{#1}} % Added 1/9/94
+\newcommand{\tqs}{\hspace*{25pt}}
+\newcommand{\fl}{\hspace*{-\mathindent}}
+\newcommand{\Tr}{\mathop{\mathrm{Tr}}\nolimits}
+\newcommand{\tr}{\mathop{\mathrm{tr}}\nolimits}
+\newcommand{\Or}{\mathord{\mathrm{O}}} %changed from \mathop 20/1/95
+\newcommand{\lshad}{[\![}
+\newcommand{\rshad}{]\!]}
+\newcommand{\case}[2]{{\textstyle\frac{#1}{#2}}}
+\def\pt(#1){({\it #1\/})}
+\newcommand{\dsty}{\displaystyle}
+\newcommand{\tsty}{\textstyle}
+\newcommand{\ssty}{\scriptstyle}
+\newcommand{\sssty}{\scriptscriptstyle}
+\def\lo#1{\llap{${}#1{}$}}
+\def\eql{\llap{${}={}$}}
+\def\lsim{\llap{${}\sim{}$}}
+\def\lsimeq{\llap{${}\simeq{}$}}
+\def\lequiv{\llap{${}\equiv{}$}}
+%
+\newcommand{\eref}[1]{(\ref{#1})}
+%\newcommand{\eqref}[1]{Equation (\ref{#1})}
+%\newcommand{\Eqref}[1]{Equation (\ref{#1})}
+\newcommand{\sref}[1]{section~\ref{#1}}
+\newcommand{\fref}[1]{figure~\ref{#1}}
+\newcommand{\tref}[1]{table~\ref{#1}}
+\newcommand{\Sref}[1]{Section~\ref{#1}}
+\newcommand{\Fref}[1]{Figure~\ref{#1}}
+\newcommand{\Tref}[1]{Table~\ref{#1}}
+\newcommand{\opencircle}{\mbox{\Large$\circ\,$}} % moved Large outside maths
+\newcommand{\opensquare}{\mbox{$\rlap{$\sqcap$}\sqcup$}}
+\newcommand{\opentriangle}{\mbox{$\triangle$}}
+\newcommand{\opentriangledown}{\mbox{$\bigtriangledown$}}
+\newcommand{\opendiamond}{\mbox{$\diamondsuit$}}
+\newcommand{\fullcircle}{\mbox{{\Large$\bullet\,$}}} % moved Large outside maths
+\newcommand{\fullsquare}{\,\vrule height5pt depth0pt width5pt}
+\newcommand{\dotted}{\protect\mbox{${\mathinner{\cdotp\cdotp\cdotp\cdotp\cdotp\cdotp}}$}}
+\newcommand{\dashed}{\protect\mbox{-\; -\; -\; -}}
+\newcommand{\broken}{\protect\mbox{-- -- --}}
+\newcommand{\longbroken}{\protect\mbox{--- --- ---}}
+\newcommand{\chain}{\protect\mbox{--- $\cdot$ ---}}
+\newcommand{\dashddot}{\protect\mbox{--- $\cdot$ $\cdot$ ---}}
+\newcommand{\full}{\protect\mbox{------}}
+
+\def\;{\protect\psemicolon}
+\def\psemicolon{\relax\ifmmode\mskip\thickmuskip\else\kern .3333em\fi}
+\def\lineup{\def\0{\hbox{\phantom{0}}}%
+ \def\m{\hbox{$\phantom{-}$}}%
+ \def\-{\llap{$-$}}}
+%
+%%%%%%%%%%%%%%%%%%%%%
+% Tables rules %
+%%%%%%%%%%%%%%%%%%%%%
+
+\newcommand{\boldarrayrulewidth}{1\p@}
+% Width of bold rule in tabular environment.
+
+\def\bhline{\noalign{\ifnum0=`}\fi\hrule \@height
+\boldarrayrulewidth \futurelet \@tempa\@xhline}
+
+\def\@xhline{\ifx\@tempa\hline\vskip \doublerulesep\fi
+ \ifnum0=`{\fi}}
+
+%
+% Rules for tables with extra space around
+%
+\newcommand{\br}{\ms\bhline\ms}
+\newcommand{\mr}{\ms\hline\ms}
+%
+\newcommand{\centre}[2]{\multispan{#1}{\hfill #2\hfill}}
+\newcommand{\crule}[1]{\multispan{#1}{\hspace*{\tabcolsep}\hrulefill
+ \hspace*{\tabcolsep}}}
+\newcommand{\fcrule}[1]{\ifnum\thetabtype=1\multispan{#1}{\hrulefill
+ \hspace*{\tabcolsep}}\else\multispan{#1}{\hrulefill}\fi}
+%
+% Extra spaces for tables and displayed equations
+%
+\newcommand{\ms}{\noalign{\vspace{3\p@ plus2\p@ minus1\p@}}}
+\newcommand{\bs}{\noalign{\vspace{6\p@ plus2\p@ minus2\p@}}}
+\newcommand{\ns}{\noalign{\vspace{-3\p@ plus-1\p@ minus-1\p@}}}
+\newcommand{\es}{\noalign{\vspace{6\p@ plus2\p@ minus2\p@}}\displaystyle}%
+%
+\newcommand{\etal}{{\it et al\/}\ }
+\newcommand{\dash}{------}
+\newcommand{\nonum}{\par\item[]} %\par added 1/9/93
+\newcommand{\mat}[1]{\underline{\underline{#1}}}
+%
+% abbreviations for IOPP journals
+%
+\newcommand{\CQG}{{\it Class. Quantum Grav.} }
+\newcommand{\CTM}{{\it Combust. Theory Modelling\/} }
+\newcommand{\DSE}{{\it Distrib. Syst. Engng\/} }
+\newcommand{\EJP}{{\it Eur. J. Phys.} }
+\newcommand{\HPP}{{\it High Perform. Polym.} } % added 4/5/93
+\newcommand{\IP}{{\it Inverse Problems\/} }
+\newcommand{\JHM}{{\it J. Hard Mater.} } % added 4/5/93
+\newcommand{\JO}{{\it J. Opt.} }
+\newcommand{\JOA}{{\it J. Opt. A: Pure Appl. Opt.} }
+\newcommand{\JOB}{{\it J. Opt. B: Quantum Semiclass. Opt.} }
+\newcommand{\JPA}{{\it J. Phys. A: Math. Gen.} }
+\newcommand{\JPB}{{\it J. Phys. B: At. Mol. Phys.} } %1968-87
+\newcommand{\jpb}{{\it J. Phys. B: At. Mol. Opt. Phys.} } %1988 and onwards
+\newcommand{\JPC}{{\it J. Phys. C: Solid State Phys.} } %1968--1988
+\newcommand{\JPCM}{{\it J. Phys.: Condens. Matter\/} } %1989 and onwards
+\newcommand{\JPD}{{\it J. Phys. D: Appl. Phys.} }
+\newcommand{\JPE}{{\it J. Phys. E: Sci. Instrum.} }
+\newcommand{\JPF}{{\it J. Phys. F: Met. Phys.} }
+\newcommand{\JPG}{{\it J. Phys. G: Nucl. Phys.} } %1975--1988
+\newcommand{\jpg}{{\it J. Phys. G: Nucl. Part. Phys.} } %1989 and onwards
+\newcommand{\MSMSE}{{\it Modelling Simulation Mater. Sci. Eng.} }
+\newcommand{\MST}{{\it Meas. Sci. Technol.} } %1990 and onwards
+\newcommand{\NET}{{\it Network: Comput. Neural Syst.} }
+\newcommand{\NJP}{{\it New J. Phys.} }
+\newcommand{\NL}{{\it Nonlinearity\/} }
+\newcommand{\NT}{{\it Nanotechnology} }
+\newcommand{\PAO}{{\it Pure Appl. Optics\/} }
+\newcommand{\PM}{{\it Physiol. Meas.} } % added 4/5/93
+\newcommand{\PMB}{{\it Phys. Med. Biol.} }
+\newcommand{\PPCF}{{\it Plasma Phys. Control. Fusion\/} } % added 4/5/93
+\newcommand{\PSST}{{\it Plasma Sources Sci. Technol.} }
+\newcommand{\PUS}{{\it Public Understand. Sci.} }
+\newcommand{\QO}{{\it Quantum Opt.} }
+\newcommand{\QSO}{{\em Quantum Semiclass. Opt.} }
+\newcommand{\RPP}{{\it Rep. Prog. Phys.} }
+\newcommand{\SLC}{{\it Sov. Lightwave Commun.} } % added 4/5/93
+\newcommand{\SST}{{\it Semicond. Sci. Technol.} }
+\newcommand{\SUST}{{\it Supercond. Sci. Technol.} }
+\newcommand{\WRM}{{\it Waves Random Media\/} }
+\newcommand{\JMM}{{\it J. Micromech. Microeng.\/} }
+%
+% Other commonly quoted journals
+%
+\newcommand{\AC}{{\it Acta Crystallogr.} }
+\newcommand{\AM}{{\it Acta Metall.} }
+\newcommand{\AP}{{\it Ann. Phys., Lpz.} }
+\newcommand{\APNY}{{\it Ann. Phys., NY\/} }
+\newcommand{\APP}{{\it Ann. Phys., Paris\/} }
+\newcommand{\CJP}{{\it Can. J. Phys.} }
+\newcommand{\JAP}{{\it J. Appl. Phys.} }
+\newcommand{\JCP}{{\it J. Chem. Phys.} }
+\newcommand{\JJAP}{{\it Japan. J. Appl. Phys.} }
+\newcommand{\JP}{{\it J. Physique\/} }
+\newcommand{\JPhCh}{{\it J. Phys. Chem.} }
+\newcommand{\JMMM}{{\it J. Magn. Magn. Mater.} }
+\newcommand{\JMP}{{\it J. Math. Phys.} }
+\newcommand{\JOSA}{{\it J. Opt. Soc. Am.} }
+\newcommand{\JPSJ}{{\it J. Phys. Soc. Japan\/} }
+\newcommand{\JQSRT}{{\it J. Quant. Spectrosc. Radiat. Transfer\/} }
+\newcommand{\NC}{{\it Nuovo Cimento\/} }
+\newcommand{\NIM}{{\it Nucl. Instrum. Methods\/} }
+\newcommand{\NP}{{\it Nucl. Phys.} }
+\newcommand{\PL}{{\it Phys. Lett.} }
+\newcommand{\PR}{{\it Phys. Rev.} }
+\newcommand{\PRL}{{\it Phys. Rev. Lett.} }
+\newcommand{\PRS}{{\it Proc. R. Soc.} }
+\newcommand{\PS}{{\it Phys. Scr.} }
+\newcommand{\PSS}{{\it Phys. Status Solidi\/} }
+\newcommand{\PTRS}{{\it Phil. Trans. R. Soc.} }
+\newcommand{\RMP}{{\it Rev. Mod. Phys.} }
+\newcommand{\RSI}{{\it Rev. Sci. Instrum.} }
+\newcommand{\SSC}{{\it Solid State Commun.} }
+\newcommand{\ZP}{{\it Z. Phys.} }
+%===================
+\pagestyle{headings}
+\pagenumbering{arabic}
+\raggedbottom
+\onecolumn
+\endinput
+%%
+%% End of file `jconf.cls'.
diff --git a/contributions/ds_infn_cc/artifact/jpconf11.clo b/contributions/ds_infn_cc/artifact/jpconf11.clo
new file mode 100644
index 0000000000000000000000000000000000000000..63541cbb98638b86bbc1df2d09f4eafbe3233a42
--- /dev/null
+++ b/contributions/ds_infn_cc/artifact/jpconf11.clo
@@ -0,0 +1,141 @@
+%%
+%% This is file `jpconf11.clo'
+%%
+%% This file is distributed in the hope that it will be useful,
+%% but WITHOUT ANY WARRANTY; without even the implied warranty of
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+%%
+%% \CharacterTable
+%% {Upper-case \A\B\C\D\E\F\G\H\I\J\K\L\M\N\O\P\Q\R\S\T\U\V\W\X\Y\Z
+%% Lower-case \a\b\c\d\e\f\g\h\i\j\k\l\m\n\o\p\q\r\s\t\u\v\w\x\y\z
+%% Digits \0\1\2\3\4\5\6\7\8\9
+%% Exclamation \! Double quote \" Hash (number) \#
+%% Dollar \$ Percent \% Ampersand \&
+%% Acute accent \' Left paren \( Right paren \)
+%% Asterisk \* Plus \+ Comma \,
+%% Minus \- Point \. Solidus \/
+%% Colon \: Semicolon \; Less than \<
+%% Equals \= Greater than \> Question mark \?
+%% Commercial at \@ Left bracket \[ Backslash \\
+%% Right bracket \] Circumflex \^ Underscore \_
+%% Grave accent \` Left brace \{ Vertical bar \|
+%% Right brace \} Tilde \~}
+\ProvidesFile{jpconf11.clo}[2005/05/04 v1.0 LaTeX2e file (size option)]
+\renewcommand\normalsize{%
+ \@setfontsize\normalsize\@xipt{13}%
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+ \belowdisplayshortskip 6.5\p@ \@plus3.5\p@ \@minus3\p@
+ \belowdisplayskip \abovedisplayskip
+ \let\@listi\@listI}
+\normalsize
+\newcommand\small{%
+ \@setfontsize\small\@xpt{12}%
+ \abovedisplayskip 11\p@ \@plus3\p@ \@minus6\p@
+ \abovedisplayshortskip \z@ \@plus3\p@
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diff --git a/contributions/ds_infn_cc/ds_infn_cc.tex b/contributions/ds_infn_cc/ds_infn_cc.tex
index cf9452ee786fe76cb4ad9463b905a9b814c49cc7..4a4ae6b97a55db9413f57c49adc2c47447f5cd56 100644
--- a/contributions/ds_infn_cc/ds_infn_cc.tex
+++ b/contributions/ds_infn_cc/ds_infn_cc.tex
@@ -1,7 +1,7 @@
\documentclass[a4paper]{jpconf}
\usepackage{graphicx}
\begin{document}
-\title{INFN Corporate Cloud - Management and Evolution: placeholder}
+\title{INFN Corporate Cloud - Management and Evolution}
\author{C. Duma$^1$, A. Costantini$^1$, D. Michelotto$^1$ and D. Salomoni$^1$}
@@ -12,139 +12,202 @@
\begin{abstract}
- This paper describes the achievements of the H2020 project INDIGO-DataCloud in the field of software lifecycle management, the Continuous Integration and Delivery systems setup to manage the new releases, as a first step towards the implementation of a DevOps approach.
+This paper describes the achievements and the evolution of INFN Corporate Cloud (INFN-CC), the geographically
+distributed private Cloud infrastructure aimed at providing ICT services starting from the Infrastructure as a Service
+(IaaS) cloud level based on OpenStack. In particular, the contribution provided by CNAF in terms of operations and possible evolution
+is here described and analysed.
+
+
\end{abstract}
\section{Introduction}
-Text
-\section{First section}
-\label{sec:release}
-TOCHANGE
-The software development lifecycle (SDL) process (Figure~\ref{fig:1}) in INDIGO has been supported by a continuous
-software improvement process that regarded the software quality assurance, software maintenance,
-including release management, support services, and the management of pilot infrastructures
-needed for software integration and acceptance testing.
+The INFN Cloud Working Group as been active for almost three years within the so called "Commissione Calcolo e Reti" (CCR)
+in INFN. Its activity being that of testing and acquiring expertise on technologies related to Cloud Computing and of selecting
+solutions that can be adopted in INFN sites in order to meet the computing needs of the INFN scientific community and more
+generally to ease information sharing inside and outside INFN. In the recent past, a number of projects related to Cloud
+Computing started in INFN thanks to the knowledge and expertise that were the outcome of the activity of the Cloud Working
+Group. A restricted team has been working in the last two years on the deployment of a distributed private cloud infrastructure
+to be hosted in a limited number of INFN sites. The INFN-CC working group planned and tested possible architectural designs for
+the implementation of a distributed private cloud infrastructure and implemented a prototype that is described hereafter.
-%\begin{figure}
-% \centering
-% \includegraphics[width=\textwidth]{Figure5.pdf}
-% \caption{Software development lifecycle implementation}
-% \label{fig:1}
-%\end{figure}
+INFN-ÂCC \cite{infncc-chep2018, infncc-wiki} is intended to represent a part of the INFN Cloud infrastructure, with peculiar features
+that make it the optimal cloud facility for a number of usecases that are of great importance for INFN.
+While the INFN Cloud ecosystem will be able to federate heterogeneous installations that will forcibly adopt a loose coupling
+scheme, INFN-ÂCC tightly couples a few homogeneous OpenStack installations that share a number of services, while being
+independent, but still coordinated, on other aspects.
-Preview releases are made available for evaluation by user communities and
-resource providers through the pilot infrastructures. Release
-candidates are subjected to integration testing, which may include the
-%\subsection{Software development lifecycle management}
+ The focus of INFN-ÂCC is on resource replication, distribution and high availability, both for network services and for user applications. INFN-ÂCC
+represents a single, though distributed, administrative domain.
-Software lifecycle management is performed mostly via automated actions orchestrated.
-In Figure we depict the project's software lifecycle management services and
-activities and their interdependencies:
-\begin{itemize}
-\item Version Control System (VCS) - Source Code is made available through public VCS
- repositories, hosted externally in GitHub repositories, guaranteeing in this
- way the software openness and visibility, simplifying the exploitation beyond the
- project lifetime. The INDIGO-DataCloud software is released under the Apache 2.0
- software license and can be deployed on both public and private Cloud infrastructures.
-\item Software quality assurence criteria and control activities and services to enable them:
-\begin{itemize}
-\item Continuous Integration service using {\bf Jenkins}: Service to automate the building,
- packaging (where applicable) and execution of unit and functional tests of software components.
-\item Code review service using GitHub: Code review of software source code is one integral part of the SQA\@. This service facilitates the code review proces. It records the
- comments and allows the reviewer to verify the software modification.
-\item Code metrics services using {\bf Grimoire}: To collect and visualize several metrics about the software components.
-\end{itemize}
-\item Software release and maintenance activities, services and supporting infrastructures
-\begin{itemize}
-\item A project management service using {\bf openproject.org} is made available by the
- project: It provides tools such as an issue tracker, wiki, a placeholder for documents and a project management timeline.
-\item Artifacts repositories for RPM and Debian packages, and Docker Hub for containers:
- In INDIGO-DataCloud there are two types of artifacts, packaged software and virtual images.
- The software can be downloaded from our public repository\footnote{http://repo.indigo-datacloud.eu}.
-\item Release notes, installation and configuration guides, user and development manuals are made
- available on {\bf GitBook}\footnote{https://indigo-dc.gitbooks.io/indigo-datacloud-releases}.
-\item Bug trackers using GitHub issues tracker: Services to track issues and bugs of INDIGO-DataCloud software components.
-\item Integration infrastructure: this infrastructure is composed of computing resources to support directly
- the Continuous Integration service. It's the place where building and packaging of software
- occurs as well as the execution of unit and functional tests. These resources are provided by INDIGO partners.
-\item Testing infrastructure: this infrastructure aims to provide several types of environment. A stable environment
- for users where they can preview the software and services developed by INDIGO-DataCloud, prior to its public release.
-\item Preview infrastructure: where the released artifacts are deployed and made available for testing and validation by the use-cases.
-\end{itemize}
-
-\end{itemize}
+\section{INFN-CC - a distributed cloud}
+As already mentioned, INFN Corporate Cloud (INFN-CC) is the INFN geographically distributed private Cloud infrastructure
+ aimed at providing services starting from the IaaS level and it is based on OpenStack that has been deployed in three of the
+major INFN data-centres in Italy (INFN-CNAF, INFN-Bari and INFN-LNF). INFN-CC has a twofold purpose: on one hand its fully
+redundant architecture and its resiliency characteristics make of it theperfect environment for providing critical network services
+ for the INFN community, on the other hand the fact that it is hosted in modern and large data-centres makes of INFN-CC the
+ platform of choice for a number of scientific computing use cases. INFN-CC also deploys a higher PaaS layer, developed within
+ the EU funded project INDIGO-DataCloud \cite{indigo-dc}, in order to provide to the INFN scientific communities
+ not only an easier access solution to computing and storage resources, but also both automatic instantiation and configuration
+of services or applications used for their everyday work, like batch-system on demand or big data analytics facilities. The PaaS
+layer, together with the underlying IaaS, is able to provide automatic scalability of the clusters instantiated and fault tolerance
+ in case of a single node or complete site failures.
-The first INDIGO-DataCloud major release (codename {\tt MidnightBlue}) was released 1st of August 2016 (see table~\ref{tab:1} for the fact sheet). The
-second INDIGO-DataCloud major release (codename {\tt ElectricIndigo}) was made publicly available on April 14th 2017 (see table~\ref{tab:2} for the fact sheet).
+\subsection{Architecture and services}
-\section{DevOps approach in INDIGO}
+Techinically speaking, from the OpenStack \cite{openstack} point of view INFN-CC is a multi-region cloud composed of different OpenStack
+installations sharing a set of services that are managed globally while maintaining other services local, as shown in Figure \ref{infncc-services}.
-Progressive levels of automation were adopted throughout the different phases of
-the INDIGO-DataCloud project software development and delivery processes.
+The available INFN-CC services can be summarized in the following categories:
-\subsection{Services for continuous integration and SQA}
+Ancillary services such as:
+\begin{itemize}
+\item A distributed Percona XtraDB Cluster relies on this network and is the back-end both for the identity service and the image service catalog,
+\item A distributed DNS dynamically modified, by humans as well as monitoring processes, in order to make clients point only to working endpoints.
+\end{itemize}
-The INDIGO-DataCloud CI process is schematically shown
-in Figure~\ref{fig:3}. The process, in its different steps, reflects some of
-the main and important achievements of the software integration team, such as:
+Local services, implemented independently on each site, they have a local scope such as compute, volume and network.
+In particular Compute and Volume services rely on a CEPH \cite{ceph} back-end. Each site has a CEPH instance with different priority and the
+CEPH rbd mirror is employed to replicate data across INFN-CC sites for disaster recovery.
+Global services, Implemented on all sites for high availability, backed by common DBs when needed, they have a global scope and are here listed:
\begin{itemize}
- \item New features are developed independently from the
- production version in \textit{feature branches}. The creation of
- a pull request for a specific feature branch marks the start of
- the automated validation process through the execution of the
- SQA jobs.
-
- \item The SQA jobs perform the code style verification and calculate unit
- and functional test coverage.
- \begin{itemize}
- \item The tools necessary for tackling these tests are packaged in
- Docker images, available in DockerHub.
- \item Each test then initiates a new container that provides a
- clean environment for its execution.
- \item This is an innovative approach that provides the flexibility
- needed to cope with the INDIGO-DataCloud software diversity.
- \end{itemize}
-
- \item The results of the several SQA jobs are made available in the Jenkins
- service which notifies back to GitHub their exit status.
- \begin{itemize}
- \item Only if the tests have succeeded, the source code is
- validated and is ready to be merged into the production branch.
- \end{itemize}
-
- \item The last step in the workflow is the code review, where a human
- review of the change is performed. After code review the source code
- can be merged and becomes ready for integration and later release.
+\item Openstack Horizon, providing the GUI to access the INFN-resources and services via Web,
+\item OpenStack Keystone access points, pointing to the above mentioned distributed DBMS, are available on all INFN-CC sites,
+\item OpenStack Swift relies on the INFN-CC private network and is deployed geographically,
+\item Openstack Glance relies on CEPH as a storage backend and on the Percona cluster as a catalog, this way it is fully distributed as well.
\end{itemize}
+\begin{figure}[h]
+\centering
+\includegraphics[width=15cm,clip]{infncc-services.png}
+\caption{INFN-CC architecture and related services.}
+\label{infncc-services}
+\end{figure}
+
+In order to provide the above mentioned list of services, particular care was made to define the network setup among the INFN-CC sites in
+order to provide standard connectivity to the VMs and cross site connectivity among the three INFN sites.
+The connectivity, made by a level 3 distributed private network provided by GARR, allows an easy cloud management and fast data exchange.
+As shown in Figure \ref{infncc-net}, in the INFN-CC model the VM networks remain private and do not cross the border of their own “regionâ€.
+Also public networks are separate and managed locally, except they might benefit of a cross-site DNS domain namespace in order to allow
+for easy service migration.
+Hosts on the management networks of the different sites, on the other hand, must be able to intercommunicate, possibly taking advantage
+of a set of loose firewall rules, in order to speed up the system setup and maintenance. Moreover, a cross-site DNS domain namespace
+enable tos dynamically migrate cloud services, when needed, for high availability.
+
+\begin{figure}[h]
+\centering
+\includegraphics[width=15cm,clip]{infncc-net.png}
+\caption{INFN-CC networking and related components.}
+\label{infncc-services}
+\end{figure}
-As a general rule, the described CI process must be followed by all the PTs
-contributing code to INDIGO-DataCloud. However there are exceptions to this rule that fall into two main categories:
-\subsection{Continuous delivery}
-Continuous delivery adds, on top of the software development chain, a seamless
-manufacturing of software packages ready to be deployed into production
-services. Therefore, fast, frequent and small releases can be taken over thus
-promoting the reliability of the software.
+\subsection{INFN-CC functionalities}
-\subsection{DevOps adoption from user communities}
+INFN-CC provides some interesting functionalities and features thanks to the its geographical distribution among different sites:
+
+\begin{itemize}
+\item Single point of access to distributed resources, fully exploiting the native functionalities of OpenStack and with no (or very small)
+need of external integration tools.
+\item Single Sign On (SSO) and common authorization platform. User roles and projects are the same throughout the infrastructure,
+while quotas for projects vary from site to site.
+\item Secure dashboard and API access to all services for all users. The dashboard, OpenStack APIs and EC2 APIs are available.
+All services are implemented on top of an SSL layer, in order to secure resource access and data privacy.
+\item Easy sharing of VM images and snapshots through a common Object Storage deployment.
+A single image/snapshot database is used by all the project sites. This means that all VM images and snapshots are available in all sites.
+\item Common DNS name space for distributed resources. DNS HA provides high availability for distributed resources.
+\item Block device sharing over remote sites; a rough way to implement is through CEPH backend volume backups, faster and more
+efficient ways are under investigation. The final approach will mainly depend on the WAN bandwidth and latency among the INFN-CC sites.
+\item Self-service backup for instances and block storage. Backed-up data can be accessed/restored transparently from/to any site.
+Final users and tenant administrators are responsible for backing up their instances and the attached block devices. Adequate tools,
+native to OpenStack, are provided. As the backup storage backend, both for instance images and snapshots and for block devices,
+are replicated and distributed, data backup is transparently available in all the cloud sites and is still available in the case of a site failure.
+\end{itemize}
+
+\subsection{The management model}
+As resources in INFN-CC are so closely coupled and interdependent, they must be managed carefully by expert staff and must always work correctly.
+For this reasons a limited number of cloud administrator, no matter where they are based, are allowed to administer hosts offering
+OpenStack services in any INFN-CC site both for normal maintenance and in case of emergency.
+This approach is eased by the homogeneity of the infrastructure, but requires a trust agreement that breaks the barriers of the
+single site: remote administrators must be trusted exactly as residents.
+On the other hand, infrastructure and hardware management is not easily performed from a remote site and should be full responsibility
+ of the local IT staff. Cloud administrators and local IT staff should of course interact for better problem detection and solving.
+This management model brings issues that exceed the technical and organizational problems of a distributed management team: hosting
+ sites must agree on having external people manage part of their infrastructure as if they were local staff.
+
+\section{Use cases for the INFN-CC}
+The architecture of INFN-CC is particularly fit for a wide range of use cases where a strict relation exists between resources that are
+ distributed over different sites.
+Most of these use cases are related to the delivery of computing services for the INFN community, be they of local interest for users
+ belonging to a single INFN site or of general interest for the whole community.
+This does not mean that scientific computing is unfit for the INFN-CC, but often scientific computing environments do not need the
+ high availability features provided by INFN-CC and can take advantage of other cloud deployments.
+
+\subsection{Scientific computing}
+Massive data analysis or simulations do not usually need an environment like that of INFN-CC, but this does not mean that the
+INFN-CC doors are closed to scientific computing.
+Tier 3 virtualization, the last mile of data analysis, as well as software development environments are the first use cases that
+might take advantage of INFN-CC and use it efficiently.
+Further use cases might be applicable in the future, according to the available resources and to the project development.
+
+\subsection{Distributed Web application}
+In this use case, a generic distributed web application can use a distributed SQL database (accessed through HAProxy) and a
+distributed object storage data backend (with almost no single point of failure).
+The failure of one instance does not affect final users, that are still able to use the application.
+
+
+\section{Operations and evolution}
+As previously described in the text, the INFN-CC infrastructure is a multi-region cloud composed of different OpenStack installations.
+The actual configuration of the CNAF region is here described:
+\begin{itemize}
+\item A network node: bare metal resource hosting the OpenStack Networking service that deploys several processes across a number of nodes. These processes
+interact with each other and other OpenStack services. The main process of the OpenStack Networking service is neutron-server, a Python
+daemon that exposes the OpenStack Networking API and passes tenant requests to a suite of plug-ins for additional processing
+\item Two Compute nodes: bare metal resources on which the VM's are actually deployed. Each compute node runs an hypervisor to deploy and run the VM.
+\item A storage node: bare metal resource hosting a cluster distribution of CEPH object storage that provides interfaces for object-, block- and file-level storage
+\item A ToR switch
+\end{itemize}
+Up to date, CNAF is providing to the INFN-CC the following IaaS resources: 20 VCPUs, 50GB RAM, 50 Floating IPs and 50TB of volume storage.
+A set of new resources are expected to be acquired by 2019 and became part of the CNAF region od INFN-CC infrastructure.
+In the next year, a contribution from CNAF in terms of development and integration of new services is also expected, in particular in the deployment and testing of
+CEPH distributions.
-The experience gathered throughout the project with regards to the adoption of different DevOps
-practices is not only useful and suitable for the software related to the core services in the
-INDIGO-DataCloud solution, but also applicable to the development and distribution of the applications coming from the user communities.
\section{Conclusions}
+In this contribution, the INFN-CC cloud infrastructure has been briefly presented from different aspects. Archietecture, services, maintecance model
+and possible usecse have been also discussed.
+In particular, the contribution of CNAF in terms of operations and evolution of both the CNAF regions and the the INFN-CC cloud infrastructure at whole
+have been described.
+In the next years, the evolution of the services offered by INFN-CC is expected to bring new and challenging use cases.
+In this respect, CNAF is aiming to contribute in terms of manpower and expertise to improve both the reliability and the quality of the service offered to INFN and worldwide.
+
+
+\section{References}
+
+\begin{thebibliography}{}
+\bibitem{infncc-chep2018}
+Web site: https://indico.cern.ch/event/587955/contributions/2935944
+\bibitem{infncc-wiki}
+Web site: https://wiki.infn.it/cn/ccr/cloud/infn\_cc
+\bibitem{indigo-dc}
+Web site: www.indigo-datacloud.eu
+\bibitem{openstack}
+Web site: https://www.openstack.org/
+\bibitem{ceph}
+https://ceph.com
+\bibitem{deep}
+Web site: https://deep-hybrid-datacloud.eu/
+\bibitem{xdc}
+Web site: www.extreme-datacloud.eu
+\end{thebibliography}
-Thanks to the new common solutions developed by the INDIGO project, teams of first-line
-researchers in Europe are using public and private Cloud resources to get new results in Physics, Biology, Astronomy, Medicine, Humanities and other disciplines.
%\section*{Acknowledgments}
%eXtreme-DataCloud has been funded by the European Commision H2020 research and innovation program under grant agreement RIA XXXXXXX.
diff --git a/contributions/ds_infn_cc/infncc-net.png b/contributions/ds_infn_cc/infncc-net.png
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diff --git a/contributions/farming/ARFarming2018.tex b/contributions/farming/ARFarming2018.tex
new file mode 100644
index 0000000000000000000000000000000000000000..e43c66c32abcf15ba022416cbc5d7c10c2707958
--- /dev/null
+++ b/contributions/farming/ARFarming2018.tex
@@ -0,0 +1,201 @@
+\documentclass[a4paper]{jpconf}
+\usepackage{graphicx}
+\usepackage{tikz}
+\usepackage{hyperref}
+\usepackage{eurosym}
+%%%%%%%%%% Start TeXmacs macros
+\newcommand{\tmem}[1]{{\em #1\/}}
+\newcommand{\tmop}[1]{\ensuremath{\operatorname{#1}}}
+\newcommand{\tmtextit}[1]{{\itshape{#1}}}
+\newcommand{\tmtt}[1]{\texttt{#1}}
+%%%%%%%%%% End TeXmacs macros
+
+\begin{document}
+\title{The INFN-Tier1: the computing farm}
+
+\author{Andrea Chierici}
+\ead{andrea.chierici@cnaf.infn.it}
+
+\author{Stefano Dal Pra}
+\ead{stefano.dalpra@cnaf.infn.it}
+
+\author{Diego Michelotto}
+\ead{diego.michelotto@cnaf.infn.it}
+
+%\begin{abstract}
+%\end{abstract}
+
+\section{Introduction}
+The farming group is responsible for the management of the computing resources of the centre. This implies the deployment of installation and configuration services, monitoring facilities and to fairly distribute the resources to the experiments that have agreed to run at CNAF.
+
+%\begin{figure}
+%\centering
+%\includegraphics[keepaspectratio,width=10cm]{ge_arch.pdf}
+%\caption{Grid Engine instance at INFN-T1}
+%\label{ge_arch}
+%\end{figure}
+
+
+\section{Farming status update}
+During 2018 the group got reorganized: Antonio Falabella left the group and Diego Michelotto took over him. This turnover was quite harmless since Diego already was aware of many of the procedures adopted in farming group as well as of the collaborative tools used internally.
+
+\subsection{Computing}
+It's well known that in November 2017 we suffered a flooding in our data center and so the largest part of 2018 was dedicated to restoring the facility, trying to understand how much of the computing power was damaged and how much was recoverable. We had quite a luck on blade servers (2015 tender) while on 2016 tender, most of the nodes that we thought were reusable, after some time got broken and were unrecoverable. We were able to recover working parts from the broken servers (like ram, CPUs and disks) and with those we assembled some nodes to be used as service nodes: the parts were accurately tested by a system integrator that guaranteed for us the stability and reliability of the resulting platform.
+As a result of the flooding, approximately 24K HS06 got damaged.
+
+In spring we finally installed the new tender, composed of AMD EPYC nodes, sporting more than 42K HS06, with 256GB of ram, 2x1TB SSDs and 10Gbit Ethernet network. This is the first time we adopt 10Gbit connection for WNs and we think from now on it will be a basic requirement: modern CPUs provide several cores, enabling us to pack more jobs in a single node, where a 1Gbit network speed may be a significant bottleneck. The same applies to HDDs vs SSDs: we think that modern computing nodes can provide 100\% of their capabilities only with SSDs disks.
+General job execution trend can be seen in figure~\ref{farm-jobs}.
+
+\begin{figure}
+\centering
+\includegraphics[keepaspectratio,width=15cm]{farm-jobs.png}
+\caption{Farm job trend during 2018}
+\label{farm-jobs}
+\end{figure}
+
+\subsubsection{CINECA extension}
+Thanks to an agreement between INFN and CINECA\cite{ref:cineca}, we were able to integrate a portion (3 racks for a total of 216 servers providing $\sim$180 kHS06) of the Marconi cluster into our computing farm, reaching the total computing power of 400.000 HS06, almost doubling the power we provided last year. Each server is equipped with a 10 Gbit uplink connection to the rack switch while each of them, in turn, is connected to the aggregation router with 4x40 Gbit links.
+
+Due to the proximity of CINECA we set up a highly reliable fiber connection between the computing centers, with a very low latency (the RTT\footnote{Round-trip time (RTT) is the duration it takes for a network request to go from a starting point to a destination and back again to the starting point.} is 0.48 ms vs. 0.28 ms measured on the CNAF LAN), and could avoid to set up a cache storage on the CINECA side: all the remote nodes access storage resources hosted at CNAF in the exact same manner as the local nodes do. This simplifies a lot the setup and increases global farm reliability (see figure~\ref{cineca} for details on setup).
+
+\begin{figure}
+ \centering
+ \includegraphics[keepaspectratio,width=12cm]{cineca.png}
+ \caption{INFN-T1 farm extension to CINECA}
+ \label{cineca}
+\end{figure}
+
+These nodes have undergone several reconfigurations due to both the hardware and the type of workflow of the experiments. In April we had to upgrade the BIOS to overcome a bug which was preventing the full resource usage, limiting at $\sim$78\% of the total what we were getting from the nodes.
+Moreover, since nodes at CINECA are setup with standard HDDs and since so many cores are available per node, we hit a bottleneck.
+To mitigate this limitation, a reconfiguration of the local RAID configuration of disks has been done\footnote{The initial choice of using RAID-1 for local disks instead of RAID-0 proved to slow down the system even if safer from an operational point of view} and the amount of jobs per node was slightly reduced (generally this equals the number of logical cores). It's important to notice that we did not reach this limit with the latest tender we purchased, since it comes with two enterprise class SSDs.
+
+During 2018 we kept using also the Bari ReCaS farm extension, with a reduced set of nodes that provided approx. 10k HS06. See 2017 AR for details on the setup.
+
+\subsection{Hardware resources}
+Hardware resources for farming group are quite new and a refresh was not foreseen during this year. The main concern is on the two different virtualization infrastructures, that only required a warranty renewal. Since we were able to recover a few parts from the flood-damaged nodes, we were able to acquire a 2U 4 node enclosure to be used as the main resource provider for the forthcoming HTCondor instance.
+
+\subsection{Software updates}
+During 2018 we completed the migration from SL6 to CentOS7, on all the farming nodes. The configurations have been stored on our provisioning system: with the WNs the migration process has been rather simple, while with CEs and UIs we took extra care and proceed one at a time in order to guarantee continuity to the service. The same configurations have been used to upgrade LHCb-T2 and INFN-BO-T3, with minimal modifications. All the modules produced for our site can easily be exported to other sites, willing to perform the same update.
+As already said the update involved all the services with just a small number of exceptions: CMS experiment is using PhEDEx\cite{ref:phedex}, a system that provides the data placement and the file transfer system that is incompatible with CentOS7. Since the system will be phased out in mid 2019, we agreed with the experiment to not perform any update. Same thing happened with a few legacy UIs and some services for the CDF experiment, that are involved in a LTDP project (more details in next year report).
+
+In any case, if an experiment needs a legacy OS, like SL6, on all the Worker Nodes we provide a container solution based on singularity\cite{ref:singu} software.
+Singularity enables users to have full control of their environment through containers: it can be used to package entire scientific workflows, software and libraries, and even data. This avoids the T1 users to ask farming sysadmin to install any software, since everything can be put container and run. Users are in control of the extent to which containers interacts with its host: there can be seamless integration, or little to no communication at all.
+
+Year 2018 has been terrible from a security point of view. Several critical vulnerabilities have been discovered, affecting data-center CPUs and major software stacks: the major ones were meltdown and spectre~\cite{ref:meltdown} (see figure~\ref{meltdown} and~\ref{meltdown2}). These discoveries required us to promptly intervene in order to mitigate and/or correct these vulnerabilities, applying software updates (this mostly breaks down to updating Linux kernel and firmware) that most of the times required to reboot the whole farm. This impacts greatly in term of resource availability, but it's mandatory in order to prevent security issues and possible sensitive data disclosures. Thanks to our internally-developed dynamic update procedure, patch application is smooth and almost automatic, avoiding farm staff to waste a lot of time.
+
+\begin{figure}
+\centering
+\includegraphics[keepaspectratio,width=12cm]{meltdown.jpg}
+\caption{Meltdown and Spectre comparison}
+\label{meltdown}
+\end{figure}
+\begin{figure}
+\centering
+\includegraphics[keepaspectratio,width=12cm]{meltdown2.jpg}
+\caption{Meltdown attack description}
+\label{meltdown2}
+\end{figure}
+
+\subsection{HTCondor udpate}
+INFN-T1 decided to migrate to HTCondor from LSF for several reasons. The main one is that this software has proved to be extremely scalable and ready to stand the forthcoming challenges that High Luminosity LHC will raise in our research community in the near future. Moreover many of the other T1s involved in LHC have announced the transition to HTCondor or have already completed it, not to consider the fact that our current batch system, LSF, is no longer under warranty, since INFN decided not to renew the contract with IBM (the provider of this software now re-branded ``Spectrum LSF''), in order to save money and considering the alternative given by HTCondor.
+
+\section{DataBase service: Highly available PostgreSQL}
+In 2013 INFN-T1 switched to a custom solution the job accounting
+system~\cite{DGAS} based on a PostgreSQL backend. The database was
+made more robust over time, introducing redundancy, reliable hardware
+and storage. This architecture was powerful enough to also host other
+database schema, or even independent instances, to meet
+requirements from user communities (CUORE, CUPID) for their computing
+model. A MySQL based solution is also in place, to accommodate needs of
+the AUGER experiment.
+
+\subsection{Hardware setup}
+A High Availability PostgreSQL instance has been deployed on two
+identical SuperMicro hosts, ``dbfarm-1'' and ``dbfarm-2'' each one equipped as
+follows:
+
+\begin{itemize}
+ \item Intel(R) Xeon(R) CPU E5-2603 v2 @ 1.80GHz,
+ \item 32GB Ram
+ \item two FiberChannel controllers
+ \item a Storage Area Network volume of 2 TB
+ \item two redundant power supply
+\end{itemize}
+
+The path to the SAN storage is also fully redundant, since each Fiber Channel
+controller is connected to two independent SAN switches.
+
+One node also hosts 2 HDDs, 1.8TB configured with software RAID--1, to work as service storage
+area for supplementary data-base backup and other maintenance tasks.
+
+\subsection{Software setup}
+A PostgreSQL 11.1 master has been installed on the two host. dbfarm-1
+has been set up to work as master and dbfarm-2 works as a Hot standby
+replica. With this configuration the master is the main database,
+while the replica can be accessed in read only mode. This instance is
+used to host the accounting database of the farming, the inventory of
+the hardware of the T1-centre (docet) and a database used by the CUPID
+experiment. The content of this database is updated directly by
+authorized users of the experiment, while jobs running on our worker
+nodes can access its data from the standby replica.
+
+A second independent instance has also been installed on dbfarm-2
+working as a hot standby replica of a remote Master instance managed
+by the CUORE collaboration and located at INFN-LNGS. the continuous
+synchronization with the master database happens through a VPN channel.
+Local read access from our Worker Nodes to this
+instance can be quite intense: the standby server has been
+sustaining up to 500 connections without any evident problem.
+
+\subsection{Distributed MySQL service}
+A different solution for the AUGER experiment has been put in place for several
+years now, and has been recently redesigned when moving our Worker
+Nodes to CentOS7. Several jobs of the Auger experiment need
+concurrent read-only access to a MySQL (actually MariaDB, with CentOS7
+and later) data base. A single server instance cannot sustain the
+overall load generated by the clients. For this reason we have
+configured a reasonable subset of Worker Nodes (two racks) to host a
+local binary copy of the AUGER data base. The ``master'' copy of this database
+is available from a dedicated User Interface and
+users can update its content when they need to.
+
+The copy on the Worker Nodes can be updated every few months, upon
+request from the experiment. To do so, we must in order:
+\begin{itemize}
+\item drain any running job accessing the database
+\item shutdown every MariaDB instance,
+\item update the binary copy using rsync
+\item restart the database
+\item re-enable normal auger activity
+\end{itemize}
+
+\section{Helix Nebula Science Cloud}
+During the first part of 2018, farming group has been directly involved in the pilot phase of Helix Nebula Science Cloud project~\cite{ref:hnsc}, whose aim was to allow research institutes like INFN to be able to test commercial clouds against HEP use-cases, identifying strength and weak points.
+The pilot phase has seen some very intense interaction between the public procurers and both commercial and public service providers.
+
+\subsection{Pilot Phase}
+The pilot phase of the HNSciCloud PCP, is the final step in the implementation of the hybrid cloud platform proposed by the contractors that were selected. During the period January to June 2018, the technical activities of the project focused on
+scalability of the platforms and on training of new users that will access the pilot at the end of this phase.
+Farming members guided the contractors throughout the first part of the pilot phase,
+testing the scalability of the proposed platforms, organizing the procurers’ hosted events and assessing the deliverables produced by the contractors together with the other partners of the project.
+
+\subsection{Conclusions of the Pilot Phase}
+Improvements to the platforms have been implemented during this phase even though
+some R\&D activities had still to be completed, the general evaluation of the first part of the pilot phase is positive.
+In particular, the Buyers Group reiterated the need for a fully functioning cloud storage service and highlighted the commercial advantage such a transparent data service represents for the Contractors. Coupled with a flexible voucher scheme, such an offering will encourage a greater uptake within the Buyers Group and the wider public research sector. The increase in demand for GPUs, even if not originally considered critical during the design phase, has become more important and highlighted a weak point in the current offering.
+
+
+\section{References}
+\begin{thebibliography}{9}
+\bibitem{ref:cineca} Cineca webpage: https://www.cineca.it/
+\bibitem{ref:phedex} PhEDEx webpage: https://cmsweb.cern.ch/phedex/about.html
+\bibitem{ref:singu} Singularity website: https://singularity.lbl.gov/
+\bibitem{ref:meltdown} Meltdown attack website: https://meltdownattack.com/
+\bibitem{ref:hnsc} Helix Nebula The Science Cloud website: https://www.hnscicloud.eu/
+\bibitem{DGAS} Dal Pra, Stefano. ``Accounting Data Recovery. A Case Report from
+ INFN-T1'' Nota interna, Commissione Calcolo e Reti dell'INFN,
+ {\tt CCR-48/2014/P}
+ \bibitem{DOCET} Dal Pra, Stefano, and Alberto Crescente. ``The data operation centre tool. Architecture and population strategies'' Journal of Physics: Conference Series. Vol. 396. No. 4. IOP Publishing, 2012.
+\end{thebibliography}
+
+\end{document}
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+\documentclass[a4paper]{jpconf}
+\usepackage{graphicx}
+\usepackage{xspace}
+\newcommand{\Fermi}{\emph{Fermi}\xspace}
+\begin{document}
+\title{The \Fermi-LAT experiment}
+
+\author{
+M Kuss$^{1}$,
+F Longo$^{2}$,
+on behalf of the \Fermi LAT collaboration}
+
+\address{$^{1}$ Istituto Nazionale di Fisica Nucleare, Sezione di Pisa, I-56127 Pisa, Italy}
+\address{$^{2}$ Department of Physics, University of Trieste, via Valerio 2, Trieste and INFN, Sezione di Trieste, via Valerio 2, Trieste, Italy}
+\ead{michael.kuss@pi.infn.it}
+
+\begin{abstract}
+The \Fermi Large Area Telescope is a current generation experiment dedicated to gamma-ray astrophysics.
+\end{abstract}
+
+\section{The \Fermi LAT Experiment}
+
+The Large Area Telescope (LAT) is the primary instrument on the \emph{Fermi Gamma-ray Space Telescope} mission, launched on June 11, 2008.
+It is the product of an international collaboration between DOE, NASA and academic US institutions as well as international partners in France,
+Italy, Japan and Sweden.
+The LAT is a pair-conversion detector of high-energy gamma rays covering the energy range from 20 MeV to more than 300 GeV \cite{LATinstrument}.
+It has been designed to achieve a good position resolution ($<$10 arcmin) and an energy resolution of $\sim$10 \%.
+Thanks to its wide field of view ($\sim$2.4 sr at 1 GeV), the LAT has been routinely monitoring the gamma-ray sky and has shed light on the extreme, non-thermal Universe.
+This includes gamma-ray sources such as active galactic nuclei, gamma-ray bursts, galactic pulsars
+and their environment, supernova remnants, solar flares, etc.
+
+% ref:
+% triggers: last roll-over integral + telemetry trending of LHKGEMSENT
+% events: datacat integral
+% photons: current value on https://fermi.gsfc.nasa.gov/cgi-bin/ssc/LAT/LATDataQuery.cgi
+% 2018: I took Rob's presentation at the collaboration meeting
+
+By end of 2018, the LAT had registered 640 billion triggers (1800 Hz average trigger rate).
+An on-board filter analyses the event topology and discards about 80\%.
+Of the 128 billion events that were transferred to ground 1.2 billion were classified as photons.
+All photon data are made public almost immediately.
+Downlink, processing, preparation and storage take about 8 hours.
+
+\section{Scientific Achievements Published in 2018}
+
+% source: Fermi LAT publications page and links there and Peter's presentation
+In 2018, 48 collaboration papers (Cat.\ I and II) were published, keeping the impressive pace of about 50 - 60 per year since the launch in 2008.
+Independent publications by LAT collaboration members (Cat.\ III) amount to 18.
+% source: NASA Fermi Bibliography Search Tool
+Also external scientists are able to analyse the \Fermi public data, resulting in about 100 external publications.
+Also the latter number is constant over the years, demonstrating the continuous interest in LAT science by the astrophysics community.
+
+\section{The Computing Model}
+
+The \Fermi-LAT offline processing system is hosted by the LAT ISOC (Instrument Science Operations Center)
+based at the SLAC National Accelerator Laboratory in California.
+The \Fermi-LAT data processing pipeline (e.g.\ see \cite{LATp2} for a detailed technical description)
+was designed with the focus on allowing the management of arbitrarily complex work flows and handling multiple tasks simultaneously
+(e.g., prompt data processing, data reprocessing, MC production, and science analysis).
+The available resources are used for specific tasks: the SLAC batch farm for data processing, high level analysis, and smaller MC tasks,
+the batch farm of the CC-IN2P3 at Lyon and the grid resources for large MC campaigns.
+The grid resources \cite{CHEP2013} are accessed through a DIRAC (Distributed Infrastructure with Remote Agent Control) \cite{DIRAC} interface to the LAT data pipeline \cite{LAT-DIRAC}.
+This setup was put into production mode in April 2014.
+
+\section{Conclusions and Perspectives}
+\label{conclusions}
+
+The prototype setup based on the DIRAC framework described in the INFN-CNAF Annual Report 2013 \cite{CNAF2013} proved to be successful.
+In 2014 we transitioned into production mode.
+However, \Fermi{} is in its full maturity and doesn't plan major upgrades
+to be supported by massive MC simulations.
+The regular data processing and possible re-processing is managed by SLAC.
+The not regular MC production is currently taken care by the Lyon farm.
+Note however that we expect that our usage may rise again,
+partially due to changes in the computing model associated with long term mission plans of Fermi-LAT,
+and partially to satisfy specialized simulation needs.
+
+\section*{References}
+\begin{thebibliography}{99}
+\bibitem{LATinstrument} Atwood W B et al.\ 2009 {\it Astrophysical Journal} {\bf 697}, 1071
+\bibitem{LATp2} Dubois R 2009 {\it ASP Conference Series} {\bf 411} 189
+\bibitem{CHEP2013} Arrabito L et al.\ 2013 CHEP 2013 conference proceedings arXiv:1403.7221
+\bibitem{DIRAC} Tsaregorodtsev A et al.\ 2008 {\it Journal of Physics: Conference Series} {\bf 119}, 062048
+\bibitem{LAT-DIRAC} Zimmer S et al.\ 2012 {\it Journal of Physics: Conference Series} {\bf 396}, 032121
+\bibitem{CNAF2013} Arrabito L et al.\ 2014 {\it INFN-CNAF Annual Report 2013}, edited by L.\ dell'Agnello, F.\ Giacomini, and C.\ Grandi, pp.\ 46
+
+\end{thebibliography}
+
+\end{document}
diff --git a/contributions/gamma/.gitkeep b/contributions/gamma/.gitkeep
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+\documentclass[a4paper]{jpconf}
+
+\usepackage{url}
+\usepackage[]{color}
+\usepackage{graphicx}
+\usepackage{makecell}
+\usepackage{booktabs}
+\usepackage{subfig}
+\usepackage{float}
+\usepackage{graphicx}
+\usepackage{tikz}
+\usepackage[binary-units=true,per-mode=symbol]{siunitx}
+
+% \usepackage{pgfplots}
+% \usepgfplotslibrary{patchplots}
+% \usepackage[binary-units=true,per-mode=symbol]{siunitx}
+
+\begin{document}
+\title{GAMMA experiment}
+\author{AGATA collaboration}
+\ead{Benedicte.Million@mi.infn.it, Silvia.Leoni@mi.infn.it, Daniel.R.Napoli@lnl.infn.it}
+
+
+\begin{abstract}
+ AGATA (Advanced GAmma Tracking Array) represents the state-of-the-art in gamma-ray spectroscopy and is an essential precision tool underpinning a broad program of studies in nuclear structure, nuclear astrophysics and nuclear reactions. Consisting of a full shell of segmented germanium detectors instrumented with digital electronics its projected detection sensitivity rises much higher than for precedent shielded germanium array and up to 1000 times in specific configurations.
+\end{abstract}
+
+
+\section{The GAMMA experiment and the AGATA array}
+
+The strong interaction described by quantum chromodynamics (QCD) is responsible for binding neutrons and protons into nuclei and for the many facets of nuclear structure and reaction physics. Combined with the electroweak interaction, it determines the properties of all nuclei in a similar way as quantum electrodynamics shapes the periodic table of elements. While the latter is well understood, it is still unclear how the nuclear chart emerges from the underlying strong interactions. This requires the development of a unified description of all nuclei based on systematic theories of strong interactions at low energies, advanced few- and many-body methods, as well as a consistent description of nuclear reactions. Nuclear structure and dynamics have not reached the discovery frontier yet (e.g., new isotopes, new elements, …), and a high precision frontier is also being approached with higher beam intensities and purity, along with better efficiency and sensitivity of instruments. The access to new and complementary experiments combined with theoretical advances allows key questions to be addressed such as:
+
+How does the nuclear chart emerge from the underlying fundamental interactions?
+
+Where are the limits of stability and what is the heaviest element that can be created?
+
+How does nuclear structure evolve across the nuclear landscape and what shapes can nuclei adopt?
+
+How does nuclear structure change with temperature and angular momentum?
+
+How can nuclear structure and reaction approaches be unified?
+
+How complex are nuclear excitations?
+
+How do correlations appear in dilute neutron matter, both in structure and reactions?
+
+What is the density and isospin dependence of the nuclear equation of state?
+
+\noindent The experiment GAMMA is addressing most of these questions through gamma-ray spectroscopy measurements, in particular studying: properties of nuclei far from stability by measuring observables (energy, spin, transition probabilities, beta-decay lifetimes) to constrain theoretical models in exotic regions of the nuclear chart; collective modes like Pygmy Dipole Resonances, Giant Resonances; symmetries, including dynamical symmetries; Nuclear shapes; Magnetic moments, as a test of the nature of specific isomeric configurations; conversion electrons (EC), probing electromagnetic decays and E0 transitions. The experimental activity is based on the use of multi-detector arrays at stable (LNL Legnaro, GANIL Caen) and radioactive (GSI Darmstadt, RIKEN, SPES/LNL in future) ion beam facilities. The experimental setups involve the use of Ge detector arrays coupled to complementary detectors such as large scintillators (for high-energy gamma-rays), small scintillators (for multiplicity measurements or fast timing techniques), charged particle detectors, neutron detectors and magnetic spectrometers. The main activities involving CNAF are carried out with AGATA, presently installed at GANIL and coupled now to the VAMOS spectrometer and the segmented charged particle detector MUGAST, and previously to the NEDA neutron array.
+
+\noindent AGATA \cite{ref:gamma_first,ref:gamma_second} is the European Advanced Gamma Tracking Array for nuclear spectroscopy project consisting of a full shell of high purity segmented germanium detectors. Being fully instrumented with digital electronics it exploits the novel technique of gamma-ray tracking. AGATA will be employed at all the large-scale radioactive and stable beam facilities and in the long-term will be fully completed in 60 detectors unit geometry, in order to realize the envisaged scientific program. AGATA is being realized in phases with the goal of completing the first phase with 20 units by 2020. AGATA has been successfully operated since 2009 at LNL, GSI and GANIL, taking advantage of different beams and powerful ancillary detector systems. It will be used in LNL again in 2022, with stable beams and later with SPES radioactive beams, and in future years is planned to be installed in GSI/FAIR, Jyvaskyla, GANIL again, and HIE-ISOLDE.
+
+\section{AGATA computing model and the role of CNAF}
+At present the array consists of 15 units, each composed by a cluster of 3 HPGe crystals. Each individual crystal is composed of 36 segments for a total of 38 associated electronics channels/crystal. The data acquisition rate, including Pulse Shape Analysis, can stand up to 4/5 kHz events per crystal. The bottleneck is presently the Pulse Shape Analysis procedure to extract the interaction positions from the HPGe detectors traces. With future faster processor one expects to be able to process the PSA at 10 kHz/crystal. The amount of raw data per experiment, including traces, is about 20 TB for a standard data taking of about 1 week and can increase to 50 TB for specific experimental configuration. The collaboration is thus acquiring locally about 250 TB of data per year. During data-taking raw data is temporarily stored in a computer farm located at the experimental site and, later on, it is dispatched on the GRID in two different centers, CCIN2P3 (Lyon) and CNAF (INFN Bologna), used as TIER1: the duplication process is a security in case of failures/losses of one of the TIER1.
+The GRID itself is seldom used to re-process the data and the users usually download their data set to local storage where they can run emulators able to manage part or the full workflow.
+
+
+\section{References}
+\begin{thebibliography}{9}
+ \bibitem{ref:gamma_first}
+ S. Akkoyun et al., Nucl. Instrum. Methods A 668, 26 (2012).
+ \bibitem{ref:gamma_second} A. Gadea et al., Nucl. Instrum. Methods A 654, 88 (2011).
+\end{thebibliography}
+
+
+
+
+\end{document}
+
+
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+\documentclass[a4paper]{jpconf}
+\usepackage[font=small]{caption}
+\usepackage{graphicx}
+
+\begin{document}
+
+\title{ICARUS}
+\author{A. Rappoldi, on behalf of the ICARUS Collaboration}
+\address{INFN, Sez. di Pavia, via Bassi, 6, 27100 Pavia, Italy}
+\ead{andrea.rappoldi@pv.infn.it}
+
+
+\begin{abstract}
+
+After its successful operation at the INFN underground laboratories
+of Gran Sasso (LNGS) from 2010 to 2013, ICARUS has been moved to
+Fermilab Laboratory at Chicago (FNAL),
+where it represents an important element of the
+Short Baseline Neutrino Project (SBN).
+
+Indeed, the ICARUS T600 detector, which has undergone various technical upgrades
+operations at CERN to improve its performance and make it more suitable
+to operate at shallow depth, will constitute one of three LAr detectors
+exposed to the FNAL Booster Neutrino Beam (BNB).
+
+The purpose of this project is to provide adequate answers to the
+"sterile neutrino puzzle", due to the observation, claimed by various
+other experiments, of anomalies in the results obtained in the
+measurement of the parameters that regulate the mechansm of neutrino
+flavor oscillations.
+
+\end{abstract}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\section{The ICARUS project}
+\label{ICARUS}
+
+The technology of the Liquid Argon Time Projection chamber (LAr TPC),
+was first proposed by scientist Carlo Rubbia in 1977. It was conceived as a tool for
+detecting neutrinos in a way that would result in completely uniform imaging with high
+accuracy of massive volumes (several thousand tons).
+
+ICARUS T600, the first large-scale detector exploiting this detection technique,
+is the biggest LAr TPC ever realized, with a cryostat containing 760 tons of liquid argon.
+Its construction was the culmination of many years of ICARUS collaboration R\&D studies,
+with larger and larger laboratory and industrial prototypes, mostly developed thanks
+to the Italian National Institute for Nuclear Physics (INFN), with the support of CERN.
+
+Nowadays, it represents the state of the art of this technique, and it marks a major
+milestone in the practical realization of large-scale liquid-argon detectors.
+
+The ICARUS T600 detector was previously installed in the underground Italian INFN Gran
+Sasso National Laboratory (LNGS) and was the first large-mass LAr TPC operating as a continuously
+sensitive general-purpose observatory.
+The detector was exposed to the CERN Neutrinos to Gran Sasso (CNGS) beam,
+a neutrino beam produced at CERN and
+traveling undisturbed straight through Earth for 730 km.
+
+This very successful run lasted 3 years (2010-2013),
+during which were collected
+$8.6 \cdot 10^{19}$ protons on target with a
+detector live time exceeding 93\%, recording 2650 CNGS neutrinos,
+(in agreement with expectations) and cosmic rays (with a total exposure of 0.73 kilotons per year).
+ICARUS T600 demonstrated the effectiveness of the so-called {\it single-phase} TPC technique
+for neutrino physics, providing a series of results, both from the technical and from the
+physical point of views.
+
+Beside the excellent detector performance, both as tracking device and as homogeneous calorimeter,
+ICARUS demonstrated a remarkable capability in electron-photon separation and particle
+identification, exploiting the measurement of dE/dx versus range, including also the
+reconstruction of the invariant mass of photon pairs (coming from $\pi^0$ decay) to reject to unprecedented level
+the Neutral Current (NC) background to $\nu_e$ Charge Current (CC) events (see Fig.~\ref{Fig1}).
+
+\begin{figure}[ht]
+\centering
+% \includegraphics[width=0.8\textwidth,natwidth=1540,natheight=340]{icarus-nue.png}
+\includegraphics[width=0.8\textwidth]{icarus-nue.png}
+\end{figure}
+
+\begin{figure}[ht]
+\centering
+\includegraphics[width=0.6\textwidth]{ICARUS-nue-mip.png}
+\caption{\label{Fig1} {\it Top:} A typical $\nu_e$ CC events recorded during the ICARUS operation
+at LNGS. The neutrino, coming from the right, interacts with the Ar nucleus and produce a
+proton (short heavy ionizing track) and an electron (light gray track) which starts an electromagnetic
+shower, which develops to the left. {\it Bottom:} The accurate analysis of {\it dE/dx} allows
+to easily distinguish the parts of the track in which there is the overlap of more particles,
+locating with precision the beginning of the shower.}
+\end{figure}
+
+The tiny intrinsic $\nu_e$ component in the CNGS $\nu_{\mu}$
+beam allowed ICARUS to perform a sensitive search for anomalous LSND-like $\nu_\mu \rightarrow \nu_e$ oscillations.
+Globally, seven electron-like events have been observed, consistent with the $8.5 \pm 1.1$ events
+expected from intrinsic beam $\nu_e$ component and standard oscillations, providing the limit on
+the oscillation probability $P(\nu_\muμ \rightarrow \nu_e) \le 3.86 \cdot 10^{−3}$ at 90\% CL and
+$P(\nu_\mu \rightarrow \nu_e) \le 7.76 \cdot 10^{−3}$ at 99\% CL, as shown in
+Fig.~\ref{Fig2}.
+
+\begin{figure}[ht]
+\centering
+\includegraphics[width=0.5\textwidth]{ICARUS-sterile-e1529944099665.png}
+\caption{\label{Fig2} Exclusion plot for the $\nu_\mu \rightarrow \nu_e$ oscillations.
+The yellow star marks the best fit point of MiniBooNE.
+The ICARUS limits on the oscillation probability are shown with the red lines. Most of
+LSND allowed regios is excluded, except for a small area around $\sin^2 2 \theta \sim 0.005$,
+$\Delta m^2 < 1 eV^2$.
+}
+\end{figure}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\section{ICARUS at FNAL}
+\label{FNAL}
+After its successful operation at LNGS, the ICARUS T600 detector was planned
+to be included in the Short Baseline Neutrino project (SBN) at Fermilab\cite{SBN},
+in Chicago, aiming to give some definitive answer to the so-called
+{\it Sterile Neutrino Puzzle}.
+In this context, it will operate as the {\it far detector}, put along the
+Booster Neutrino Beam (BNB) line, 600 meters from the target (see Fig.~\ref{Fig3}).
+
+\begin{figure}[h]
+\centering
+\includegraphics[width=0.8\textwidth]{SBN.png}
+\caption{\label{Fig3} The Short Baseline Neutrino Project (SBN) at
+Fermilab (Chicago) will use three LAr TPC detectors, exposed to the
+Booster Neutrino Beam, at different distances fron the target.
+The ICARUS T600 detector, put at 600 m, will operate as the {\it far detector},
+voted to detect any anomaly in the beam flux and spectrum, with respect to
+the initial beam composition detected by the {\it near detector}
+(SBND).
+These anomalies, due to neutrino flavour oscillations, would consist of
+either $\nu_e$ appearence or $\nu_\mu$ disappearance.
+}
+\end{figure}
+
+For this purpose, the ICARUS T600 detector underwent intensive
+overhauling at CERN, before shipping to FNAL,
+in order to make it better suited to surface operation (instead of in
+an underground environment).
+
+This important technical improvements took place in the CERN
+Neutrino Platform framework (WA104) from 2015 to 2017.
+In addition to significant mechanical improvements, especially concerning
+a new cold vessel, with a purely passive thermal insulation,
+some important innovations have been applied to the scintillation
+light detection system\cite{PMT} and to the readout
+electronics\cite{Electronics}.
+
+% The role of ICARUS will be to detect any anomaly in the neutrino beam flux and
+% composition that can occour during its propagation (from the near to the
+% far detector), caused by neutrino flavour oscillation.
+% This task requires to have an excellent capability to detect and identify
+% neutrino interaction within the LAr sensitive volume, rejecting any other
+% spurious event with a high level of confidence.
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\section{ICARUS data amount}
+\label{Computingreport_2015.pdf}
+
+% The new ICARUS T600 detector (that has been modified and improved to operate
+% at FNAL) contains about 54,000 sensitive wires (that give an electric signal
+% proportional to the charge released into the LAr volume by ionizing particles)
+% and 180 large PMTs, producing a prompt signal coming from the scintillation light.
+% Both these analogic signal types are then converted in digital form, by mean of
+% fast ADC modules.
+%
+% During normal run conditions, the trigger rate is about 0.5 Hz, and
+% a full event, consisting of the digitized charge signals of all wires
+% and all PMTs, has a size of about 80 MB (compressed).
+% Therefore, the expected acquisition rate is about 40 MB/s, corrisponding
+ %to 1 PB/yr.
+
+The data produced by ICARUS detector (which is a LAr Time Projection Chamber)
+basically consist of a large number of waveforms generated by sampling the electric
+signals induced on the sensing wires by the drift of the charge deposited along
+the trajectory of the charged particles within the Lar sensitive volume.
+
+The waveforms recorded on about 54000 wires and 360 PMTs are digitized
+(at sample rate of 2.5 MHz and 500 MHz respectively) and compressed,
+resulting in a total size of about 80 MB/event.
+
+Considering the forseen acquisition rate of about 0.5 Hz (in normal
+run conditions), the expected data flow is about 40 MB/s, which
+involves a data production of about 1 PB/yr.
+
+The raw data are then processed by automated filters that allow to recognize
+and select the various event types (cosmic, beam, background, etc.) and rewrite
+them in a more flexible format, suitable for the following analysis,
+which is also supported by means of graphics interactive programs.
+
+% The experiment is expected to start commissioning phase at the end of 2018,
+% with first data coming as soon as the Liquid Argon filling procedure is completed.
+% Trigger logic tuning will last not less than a couple of months during which
+% one PB of data is expected.
+
+Furthermore, the ICARUS Collaboration is actively working on
+producing Montecarlo events needed
+to design and test the trigger conditions to be implemented on the detector.
+This is done by using the same analysis and simulation tools
+developed at Fermilab for the SBN detectors (the {\it LArSoft framework}), in
+order to have a common software platform, and to facilitate algorithm testing
+and performance checking by all the components of the collaboration.
+
+During the 2018 many activities related to the detector installation
+were still ongoing, and the start of data acquisition activities
+is scheduled for the 2019.
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\section{Role and contribution of CNAF}
+\label{CNAF}
+
+All the data (raw and reduced) will be stored on the Fermilab using local facility;
+however, the ICARUS collaboration agreed to have a mirror site in Italy
+(located at CNAF INFN Tier1) where to retain a full replica of the preselected
+raw data, both to have redundancy and provide a more direct data access
+to european part of the collaboration.
+
+The CNAF Tier-1 computing resources assigned to ICARUS for 2018 consist of:
+4000 HSPEC of CPU, 500 TB of disk storage and 1500 TB of tape archive.
+
+A small fraction of the available storage has been used to
+make a copy of all the raw data acquired at LNGS,
+which are still subject to analysis.
+
+During 2018 the ICARUS T600 detector was still in preparation, so
+only a limited fraction
+of such resorces has been used, mainly to perform data transfer tests
+(from FNAL to CNAF) and to check the installation of LArSoft framework
+in the Tier-1 environment. For this last purpose, a dedicate virtual
+machine with custom environment was also used.
+
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\section*{References}
+
+\begin{thebibliography}{1}
+
+\bibitem{SBN}
+ R. Acciarri et al.,
+ {\it A Proposal for a Three Detector Short-Baseline Neutrino
+ Oscillation Program in the Fermilab Booster Neutrino Beam},
+ arXiv:1503.01520 [physics.ins-det]
+
+\bibitem{PMT}
+ M. Babicz et al.,
+ {\it Test and characterization of 400 Hamamatsu R5912-MOD
+ photomultiplier tubes for the ICARUS T600 detector}.
+ JINST 13 (2018) P10030
+
+\bibitem{Electronics}
+ L. Bagby et al.,
+ {\it New read-out electronics for ICARUS-T600 liquid
+ argon TPC. Description, simulation and tests of the new
+ front-end and ADC system}.
+ JINST 13 (2018) P12007
+
+\end{thebibliography}
+
+
+\end{document}
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+\documentclass[a4paper]{jpconf}
+\usepackage{graphicx}
+\begin{document}
+\title{LHCb Computing at CNAF}
+
+\author{Stefano Perazzini}
+
+\address{INFN Sezione di Bologna, viale Berti Pichat 6/2, 40127 Bologna (BO), Italy E-mail: Stefano.Perazzini@bo.infn.it}
+
+\author{Concezio Bozzi}
+
+\address{CERN, EP/LBD, CH-1211 Geneve 23, Switzerland, and INFN Sezione di Ferrara, via Saragat 1, 44122 Ferrara, Italy E-mail: Concezio.Bozzi@fe.infn.it}
+
+
+\ead{bozzi@fe.infn.it}
+
+
+\begin{abstract}
+In this document a summary of the LHCb computing activities during the 2018 is reported. The usage of the CPU, disk and tape resources spread among various computing centres is analysed, with particular attention to the performances of the INFN Tier 1 at CNAF. Projections of the necessary resources in the years to come are also briefly discussed.
+\end{abstract}
+
+\section{Introduction}
+The Large Hadron Collider beauty (LHCb) experiment is the experiment dedicated to the study of $c$- and $b$-physics at the Large Hadrond Collider (LHC) accelerator at CERN. Exploiting the large production cross section of $b\bar{b}$ and $c\bar{c}$ quark pairs in proton-proton ($p-p$) collisions at the LHC, LHCb is able to analyse unprecedented quantities of heavy-flavoured hadrons, with particular attention to their $C\!P$-violation observables. Besides its core programme, the LHCb experiment is also able to perform analyses of production cross sections and electroweak physics in the forward region. To date, the LHCb collaboration is composed of about 1350 people, from 79 institutes spread all around the world in 18 countries. More than 50 physics paper have been published by LHCb during 2018, for a total of almost 500 papers since the start of its activities in 2010.
+
+The LHCb detector is a single-arm forward spectrometer covering the pseudorapidity range between 2 and 5. The detector includes a
+high-precision tracking system consisting of a silicon-strip vertex detector surrounding the $p-p$ interaction region, a large-area
+silicon-strip detector located upstream of a dipole magnet with a bending power of about 4 Tm, and three stations of silicon-strip
+detectors and straw drift tubes placed downstream. The combined tracking system provides a momentum measurement with relative
+uncertainty that varies from 0.4\% at 5 GeV/$c$ to 0.6\% at 100 GeV/$c$, and impact parameter resolution of 20 $\mu$m for tracks with high transverse momenta. Charged hadrons are identified using two ring-imaging Cherenkov detectors. Photon, electron and hadron candidates are identified by a calorimeter system consisting of scintillating-pad and preshower detectors, an electromagnetic calorimeter and a hadronic calorimeter. Muons are identified by a system composed of alternating layers of iron and multiwire proportional chambers. The trigger consists of a hardware stage, based on information from the calorimeter and muon systems, followed by a software stage, which applies a full event reconstruction.
+
+\section{Overview of LHCb computing activities in 2018}
+
+The usage of offline computing resources involved: (a) the production of simulated events, which runs continuously; (b) running user jobs, which is also continuous; (c) stripping cycles before and after the end of data taking; (d) processing (i.e. reconstruction and stripping of the full stream, µDST streaming of the TURBO stream) of data taken in 2018 in proton-proton and heavy ion collisions; (e) centralized production of ntuples for analysis working groups.
+
+Activities related to the 2018 data taking were tested in May and started at the beginning of the LHC physics run mid-June. A steady processing and export of data transferred from the pit to offline were always seen.
+
+We recall that LHCb implemented in Run2 a trigger strategy, by which the high-level trigger is split in two parts. The first one (HLT1), synchronous with data taking, writes events at a 150kHz output rate in a temporary disk buffer located on the HLT farm nodes. Real-time calibrations and alignments are then performed and used in the second high-level trigger stage (HLT2), where event reconstruction algorithms as close as possible to those run offline are applied, and event selection is taking place.
+
+Events passing the high-level trigger selections are sent to offline, either via a FULL stream of RAW events which are then reconstructed and processed as in Run1, or via a TURBO stream which directly records the results of the online reconstruction on tape. TURBO data are subsequently reformatted in a µDST format that does not require further processing, are stored on disk and can be used right away for physics analysis.
+
+The information saved for an event of the TURBO stream is customizable and can range from information related to signal candidates only to the full event. The average size of a TURBO event is about 30kB, to be compared with a size of 60kB for the full event. The TURBO output is also streamed in O(5) streams, in order to optimize data access.
+
+The offline reconstruction of the FULL stream for proton collision data run from May until November. The reconstruction of heavy-ion collision data was run in December.
+
+A full re-stripping of 2015, 2016 and 2017 proton collision data, started in autumn 2017, ended in April 2018. A stripping cycle of 2015 lead collision data was also performed in that period. The stripping cycle concurrent with the 2018 proton collision data taking started in June and run continuously until November.
+
+The INFN Tier1 centre at CNAF was in downtime from November 2017, due to a major flood incident. However, the site was again fully available in March 2018, allowing the completion of the stripping cycles on hold, waiting for the data located at CNAF (about 20\% of the total). Despite the unavailability of CNAF resources for the first months of 2018 the site performed excellently for the rest of the year, as testified by the number reported in this report.
+
+As in previous years, LHCb continued to make use of opportunistic resources, that are not pledged to WLCG, but that significantly contributed to the overall usage.
+
+\section{Resource usage in 2018}
+
+Table~\ref{tab:pledges} shows the resources pledged for LHCb at the various tier levels for the 2018 period.
+\begin{table}[htbp]
+ \caption{LHCb 2017 WLCG pledges.}
+ \centering
+ \begin{tabular}{lccc}
+ \hline
+ 2018 & CPU & Disk & Tape \\
+ & kHS06 & PB & PB \\
+\hline
+Tier 0 & 88 & 11.4 & 33.6 \\
+Tier 1 & 250 & 26.2 & 56.9 \\
+Tier 2 & 164 & 3.7 & \\ \hline
+Total WLCG & 502 & 41.3 & 90.5\\ \hline
+ \end{tabular}
+ \label{tab:pledges}
+\end{table}
+
+The usage of WLCG CPU resources by LHCb is obtained from the different views provided by the EGI Accounting portal. The CPU usage is presented in Figure~\ref{fig:T0T1} for the Tier0 and Tier1s and in Figure~\ref{fig:T2} for Tier2s . The same data is presented in tabular form in Table~\ref{tab:T0T1} and Table~\ref{tab:T2}, respectively.
+
+\begin{figure}
+\begin{center}
+\includegraphics[width=0.8\textwidth]{T0T1.png}
+\end{center}
+\caption{\label{fig:T0T1}Monthly CPU work provided by the Tier-0 and
+ Tier 1 centres to LHCb during 2018.}
+\end{figure}
+
+\begin{figure}
+\begin{center}
+\includegraphics[width=0.8\textwidth]{T2.png}
+\end{center}
+\caption{\label{fig:T2}Monthly CPU work provided by the Tier-2 centres to LHCb during 2018.}
+\end{figure}
+
+
+\begin{table}[htbp]
+ \caption{Average CPU power provided by the Tier-0 and the Tier 1
+ centres to LHCb during 2018.}
+ \centering
+ \begin{tabular}{lcc}
+\hline
+ $<$Power$>$ & Used & Pledge \\
+ & kHS06 & kHS06 \\
+\hline
+CH-CERN & 141.0 & 88 \\
+DE-KIT & 51.3 & 42.2 \\
+ES-PIC & 12.8 & 14.8 \\
+FR-CCIN2P3 & 43.2 & 30.4 \\
+IT-INFN-CNAF & 64.1 & 46.8 \\
+NL-T1 & 38.0 & 24.6 \\
+RRC-KI-T1 & 22.0 & 16.4 \\
+UK-T1-RAL & 71.7 & 74.8 \\
+\hline
+ Total & 447.6 & 338.1 \\
+\hline
+ \end{tabular}
+ \label{tab:T0T1}
+\end{table}
+
+\begin{table}[htbp]
+ \caption{Average CPU power provided by the Tier-2
+ centres to LHCb during 2018.}
+ \centering
+ \begin{tabular}{lcc}
+\hline
+ $<$Power$>$ & Used & Pledge \\
+ & kHS06 & kHS06 \\
+\hline
+China & 0.3 & 0 \\
+Brazil & 11.5 & 17.2 \\
+France & 27.1 & 22.9 \\
+Germany & 9.3 & 8.1 \\
+Israel & 0.2 & 0 \\
+Italy & 8.6 & 26.0 \\
+Poland & 7.6 & 4.1 \\
+Romania & 2.8 & 6.5 \\
+Russia & 16.0 & 19.0 \\
+Spain & 7.9 & 7.0 \\
+Switzerland & 29.6 & 24.0 \\
+UK & 85.7 & 29.3 \\
+\hline
+ Total & 206.3 & 164.0 \\
+\hline
+ \end{tabular}
+ \label{tab:T2}
+\end{table}
+
+The average power used at Tier0+Tier1s sites is about 32\% higher than the pledges. The average power used at Tier2s is about 26\% higher than the pledges.
+
+The average CPU power accounted for by WLCG (including Tier0/1 + Tier2) amounts to 654 kHS06, to be compared to 502 kHS06 estimated needs quoted in Table~\ref{tab:pledges}. The Tier0 and Tier1s usage is generally higher than the pledges. The LHCb computing model is flexible enough to use computing resources for all production workflows wherever available. It is important to note that this is true also for CNAF, despite it started to contribute to the computing activities only in March, after the recovery from the incident. After that the CNAF Tier1 has offered great stability, leading to maximal efficiency in the overall exploitation of the resources. The total amount of CPU used at Tier0 and Tier1s centres is detailed in Figure~\ref{fig:T0T1_MC}, showing that about 76\% of the CPU work is due to Monte Carlo simulation. From the same plot it is visible the start of a stripping campaign in March. This corresponds to the recovery of the backlog in the restripping of the Run2 data collected in 2015-2017, due to the unavailability of CNAF after the incident of November 2017. As it is visible from the plot, the backlog has been recovered by the end of April 2018, before the restart of data-taking operations. Even if all the other Tier1s contributed to reprocess these data, the recall of them from tape has been done exclusively at CNAF. Approximately 580 TB of data have been recalled from tape in about 6 weeks, with a maximum throughput of about 250 MB/s.
+
+\begin{figure}
+\begin{center}
+\includegraphics[width=0.8\textwidth]{T0T1_MC.png}
+\end{center}
+\caption{\label{fig:T0T1_MC}Usage of LHCb resources at Tier0 and Tier1s during 2018. The plot shows the normalized CPU usage (kHS06) for the various activities.}
+\end{figure}
+
+Since the start of data taking in May 2018, tape storage grew by about 16.7 PB. Of these, 9.5 PB were due to new collected RAW data. The rest was due to RDST (2.6 PB) and ARCHIVE (4.6 PB), the latter due to the archival of Monte Carlo productions, re-stripping of former real data, and new Run2 data. The total tape occupancy as of December 31st 2018 is 68.9 PB, 38.4 PB of which are used for RAW data, 13.3 PB for RDST, 17.2 PB for archived data. This is 12.9\% lower than the original request of 79.2 PB. The total tape occupancy at CNAF at the end of 2018 was about 9.3 PB, of which 3.3 PB of RAW data, 3.6 PB of ARCHIVE and 2.4 of RDST. This correspond to an increase of about 2.3 PB with respect to the end of 2017. These numbers are in agreement with the share of resources expected from CNAF.
+
+\begin{table}[htbp]
+ \caption{Disk Storage resource usage as of February 11$^{\rm th}$ 2019 for the Tier0 and Tier1s centres. The top row is taken from the LHCb accounting, the other ones (used, available and installed capacity) are taken from the recently commissioned WLCG Storage Space Accounting tool. The 2018 pledges are shown in the last row.}
+ \begin{center}
+ \resizebox{\columnwidth}{!}{
+ \begin{tabular}{|l|cc|ccccccc|}
+\hline
+ Disk (PB) & CERN & Tier 1s & CNAF & GRIDKA & IN2P3 & PIC & RAL & RRCKI & SARA \\
+\hline
+LHCb accounting & 6.00 & 19.78 & 4.33 & 3.32 & 2.77 & 1.21 & 4.55 & 1.63 & 1.96 \\
+\hline
+SRM T0D1 used & 6.32 & 19.88 & 4.37 & 3.34 & 2.77 & 1.25 & 4.54 & 1.69 & 1.92 \\
+SRM T0D1 free & 2.08 & 2.87 & 0.93 & 0.44 & 0.36 & 0.11 & 0.26 & 0.71 & 0.05 \\
+SRM T1D0 (used+free) & 1.40 & 2.25 & 1.30 & 0.15 & 0.03 & 0.02 & 0.63 & 0.09 & 0.03 \\
+\hline
+SRM T0D1+T1D0 total & 9.80 & 25.00 & 6.60 & 3.93 & 3.16 & 1.38 & 5.43 & 2.49 & 2.01 \\
+\hline
+Pledge '18 & 11.4 & 26.25 & 5.61 & 4.01 & 3.20 & 1.43 & 7.32 & 2.30 & 2.31 \\
+\hline
+ \end{tabular}\label{tab:disk}
+}
+\end{center}
+\end{table}
+
+Table~\ref{tab:disk} shows the situation of disk storage resources at CERN and Tier1s, as well as at each Tier1 site, as of February 11$^{\rm th}$ 2019. The used space includes derived data, i.e. DST and micro-DST of both real and simulated data, and space reserved for users. The latter accounts for 1.2 PB in total, 0.9 of which are used. The SRR disk used and SRR disk free information concerns only permanent disk storage (previously known as “T0D1â€). The first two lines show a good agreement between what the site reports and what the LHCb accounting (first line) reports. The sum of the Tier0 and Tier1s 2018 pledges amount to 37.7 PB. The available disk space is 35 PB in total, 26 PB of which are used to store real and simulated datasets, and user data. A total of 3.7PB is used as tape buffer, the remaining 5 PB are free and will be used to store the output of the legacy stripping campaigns of Run1 and Run2 data that are currently being prepared. The disk space available at CNAF is about 6.6 PB, about 18\% above the pledge.
+
+In summary, the usage of computing resources in the 2018 calendar year has been quite smooth for LHCb. Simulation is the dominant activity in terms of CPU work. Additional unpledged resources, as well as clouds, on-demand and volunteer computing resources, were also successfully used. They were essential
+in providing CPU work during the outage of the CNAF Tier 1 centre. As for the INFN Tier1 at CNAF, it came back to its fully-operational status in March 2018. After that, the backlog in the restripping campaign due to unavailability of data stored at CNAF was recovered, thanks also to the contribution of other sites, in time for the restart of data taking. After March 2018, CNAF operated in a very efficient and reliable way, being even able to over perform in terms of CPU power with respect to the pledged resources.
+
+\section{Expected growth of resources in 2020-2021}
+
+In terms of CPU requirements, the different activities result in CPU work estimates for 2020-2021, that are apportioned between the different Tiers taking into account the computing model constraints and also capacities that are already installed. This results in the requests shown in Table~\ref{tab:req_CPU} together with the pledged resources for 2019. The CPU work required at CNAF would correspond to about 18\% of the total CPU requested at Tier1s+Tier2s sites.
+\begin{table}[htbp]
+ \centering
+ \caption{CPU power requested at the different Tiers in 2020-2021. Pledged resources for 2019 are also reported}
+\label{tab:req_CPU}
+ \begin{tabular}{lccc}
+ \hline
+ CPU power (kHS06) & 2019 & 2020 & 2021 \\
+ \hline
+ Tier 0 & 86 & 98 & 125\\
+ Tier 1 & 268 & 328 & 409\\
+ Tier 2 & 193 & 185 & 229\\
+ \hline
+ Total WLCG & 547 & 611 & 763\\
+ \hline
+ \end{tabular}
+ \end{table}
+
+The forecast total disk and tape space usage at the end of the years 2019-2020 are broken down into fractions to be provided by the different Tiers. These numbers are shown in Table~\ref{tab:req_disk} for disk and Table~\ref{tab:req_tape} for tape. The disk resources required at CNAF would be about 18\% of those requested for Tier1s+Tier2s sites, while for tape storage CNAF is supposed to provide about 24\% of the total tape request to Tier1s sites.
+
+\begin{table}[htbp]
+ \centering
+ \caption{LHCb disk request for each Tier level in 2020-2021. Pledged resources for 2019 are also shown.}
+ \label{tab:req_disk}
+ \begin{tabular}{lccc}
+ \hline
+ Disk (PB) & 2019 & 2020 & 2021 \\
+ \hline
+ Tier0 & 13.4 & 17.2 & 19.5 \\
+ Tier 1 & 29.0 & 33.2 & 39.0 \\
+ Tier2 & 4 & 7.2 & 7.5 \\
+ \hline
+ Total & 46.4 & 57.6 & 66.0 \\
+ \hline
+ \end{tabular}
+\end{table}
+
+\begin{table}[htbp]
+ \centering
+ \caption{LHCb tape request for each Tier level in 2020-2012. Pledged resources for 2019 are also reported.}
+ \label{tab:req_tape}
+ \begin{tabular}{lccc}
+ \hline
+ Tape (PB) & 2019 & 2020 & 2021 \\
+ \hline
+ Tier0 & 35.0 & 36.1 & 52.0 \\
+ Tier 1 & 53.1 & 55.5 & 90.0 \\
+ \hline
+ Total & 88.1 & 91.6 & 142.0 \\
+ \hline
+ \end{tabular}
+\end{table}
+
+\section{Conclusion}
+
+A description of the LHCb computing activities during 2018 has been given, with particular emphasis on the usage of resources and on the forecasts of resource needs until 2021. As in previous years, the CNAF Tier1 centre gave a substantial contribution to LHCb computing in terms of CPU work and storage made available to the collaboration. This achievement is particularly important this year, as CNAF was recovering from the major incident of November 2017 that unfortunately interrupted its activities. The effects of CNAF unavailability have been overcome also thanks to extra efforts from other sites and to the opportunistic usage of non-WLCG resources. The main consequence of the incident, in terms of LHCb operations, has been the delay in the restripping campaign of data collected during 2015-2017. The data that were stored at CNAF (approximately 20\% of the total) have been processed when the site restarted the operations in March 2018. It is worth to mention that despite the delay, the restripping campaign has been completed before the start of data taking according to the predicted schedule, avoiding further stress to the LHCb computing operations. Emphasis should be put also on the fact that an almost negligible amount of data have been lost in the incident and in any case it has been possible to recover them from backup copies stored at other sites.
+
+\end{document}
diff --git a/contributions/lhcf/.gitkeep b/contributions/lhcf/.gitkeep
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diff --git a/contributions/lhcf/lhcf.tex b/contributions/lhcf/lhcf.tex
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index 0000000000000000000000000000000000000000..8c2b03ae470761c7f951cb32680c6c9db9af8d3f
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+\documentclass[a4paper]{jpconf}
+\usepackage{graphicx}
+\begin{document}
+\title{The LHCf experiment}
+
+\author{A Tiberio$^{2,1}$, O Adriani$^{2,1}$, E Berti $^{2,1}$, L Bonechi$^{1}$, M Bongi$^{2,1}$, R D'Alessandro$^{2,1}$, S Ricciarini$^{1,3}$, and A Tricomi$^{4,5}$ for the LHCf Collaboration}
+\address{$^1$ INFN, Section of Florence, I-50019 Sesto Fiorentino, Florence, Italy}
+\address{$^2$ Department of Physics, University of Florence, I-50019 Sesto Fiorentino, Florence, Italy}
+\address{$^3$ IFAC-CNR, I-50019 Sesto Fiorentino, Florence, Italy}
+\address{$^4$ INFN, Section of Catania, I-95131 Catania, Italy}
+\address{$^5$ Department of Physics, University of Catania, I-95131 Catania, Italy}
+
+\ead{alessio.tiberio@fi.infn.it}
+
+\begin{abstract}
+The LHCf experiment is dedicated to the measurement of very forward particle production in the high energy hadron-hadron collisions at LHC, with the aim of improving the cosmic-ray air shower developments models. Most of the simulations of particle collisions and detector response are produced exploiting the resources available at CNAF. The role of CNAF and the main recent results of the experiment are discussed in the following.
+\end{abstract}
+
+\section{Introduction}
+The LHCf experiment is dedicated to the measurement of very forward particle production in the high energy hadron-hadron collisions at LHC. The main purpose of LHCf is improving the performance of the hadronic interaction models, that are one of the important ingredients of the simulations of the Extensive Air Showers (EAS) produced by primary cosmic rays.
+Since 2009 the LHCf detector has taken data in different configurations of the LHC: p-p collisions at center of mass energies of 900\,GeV, 2.76\,TeV, 7\,TeV and 13\,TeV, and p-Pb collisions at $\sqrt{s_{NN}}\,=\,5.02$\,TeV and 8.16\,TeV. The main results obtained in 2018 is shortly presented in the next paragraphs.
+
+\section{The LHCf detector}
+The LHCf detector is made of two independent electromagnetic calorimeters placed along the beam line at 140\,m on both sides of the ATLAS Interaction Point, IP1 \cite{LHCf_experiment, LHCf_detector}. Each of the two detectors, called Arm1 and Arm2, contains two separate calorimeter towers allowing to optimize the reconstruction of neutral pion events decaying into couples of gamma rays. During data taking the LHCf detectors are installed in the so called \"recombination chambers\", a place where the beam pipe of IP1 splits into two separate pipes, thus allowing small detectors to be inserted just on the interaction line (this position is shared with the ATLAS ZDC e.m. modules). For this reason the size of the calorimeter towers is very limited (few centimeters). Because of the performance needed to study very high energy particles with the requested precision to allow discriminating between different hadronic interaction models, careful simulations of particle collisions and detector’s response are mandatory. In particular, due to the tiny transversal size of the detectors, large effects are observed due to e.m. shower leackage in and out of the calorimeter towers. Most of the simulations produced by the LHCf Collaboration for the study and calibration of the Arm2 detector have been run exploiting the resources made available at CNAF.
+
+\section{Results obtained in 2018}
+
+During 2018 no experimental operations were performed in LHC tunnel or SPS experimental area, so all the work was concentrated to the analysis of data collected during the 2015 operation in p-p collisions at 13 TeV and during 2016 operation in p-Pb collisions at 8.16 TeV.
+The final results of photon and neutron production spectra in proton-proton collisions at $\sqrt{s} =$ 13 TeV in the very forward region ($8.81 < \eta < 8.99$ and $\eta > 10.94$ for photons, $8.81 < \eta < 9.22$ and $\eta > 10.76$ for neutrons) were published on Physics Letters B and Journal of High Energy Physics, respectively \cite{LHCf_photons, LHCf_neutrons}.
+These are the first published results of the collaboration at the highest available collision energy of 13 TeV at the LHC.
+In addition to proton-proton results, preliminary results for photon spectrum in proton-lead collisions at $\sqrt{s_{NN}} = 8.16$ TeV were obtained and presented in several international conferences.
+
+\section{LHCf simulations and data processing}
+
+A full LHCf event involves two kinds of simulations: the first one was produced making use of the COSMOS and EPICS libraries, the second one making use of the CRMC toolkit. In both cases we used the most common generators employed in cosmic ray physics. For the second group only secondary particles produced by collisions were considered, whereas for the first group transport through the beam pipe and detector interaction were simulated as well. For this purpose, all this software was at first installed on the CNAF dedicated machine, then we performed some debug and finally we interactively run some test simulations.
+In order to optimize the usage of resources, simulations production was shared between Italian and Japanese side of the collaboration. For this reason, the machine was used as well to transfer data from/to Japanese server.
+In addition to simulations activity, CNAF resources were important for data analysis, both for experimental and simulation files. This work required to apply all reconstruction processes, from raw data up to a ROOT file containing all relevant physics quantities reconstructed from detector information. For this purpose, LHCf analysis software was installed, debugged and continuously updated on the system. Because the reconstruction of a single file can take several hours and the number of files to be reconstructed is large, the usage of the queue dedicated to LHCf was necessary to accomplish this task. ROOT files were then transferred to local PCs in Firenze, in order to have more flexibility on the final analysis steps, that does not require long computing time.
+
+In 2018, the CNAF resources were mainly used by LHCf for mass production of MC simulations needed for the $\pi^0$ analysis of LHC data relative to proton-proton collisions at $\sqrt{s} = 13\,$TeV.
+In order to extend the rapidity coverage, in $\pi^0$ analysis also the data acquired with the detector shifted 5 mm upward with respect to the nominal position are analysed.
+As a consequence all the MC simulations involving the detector have to be generated again with that modified geometry.
+The full sample of $10^8$ collisions was generated for QGSJET model, while about 50\% of the EPOS sample was completed.
+
+\section*{References}
+
+\begin{thebibliography}{9}
+\bibitem{LHCf_experiment} O. Adriani {\it et~al.}, JINST \textbf{3}, S08006 (2008)
+\bibitem{LHCf_detector} O. Adriani {\it et~al.}, JINST \textbf{5}, P01012 (2010)
+\bibitem{LHCf_photons} O. Adriani {\it et~al.}, Physics Letters B \textbf{780} (2018) 233–239
+\bibitem{LHCf_neutrons} O. Adriani {\it et~al.}, J. High Energ. Phys. (2018) \textbf{2018}: 73.
+\end{thebibliography}
+
+\end{document}
diff --git a/contributions/limadou/limadou.tex b/contributions/limadou/limadou.tex
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--- /dev/null
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@@ -0,0 +1,47 @@
+\documentclass[a4paper]{jpconf}
+\usepackage{graphicx}
+\begin{document}
+\title{CSES-Limadou at CNAF}
+
+\author{Matteo Merg\'e}
+
+\address{Agenzia Spaziale Italiana, Space Science Data Center ASI-SSDC \newline via del politecnico 1, 00133, Rome, Italy }
+
+\ead{matteo.merge@roma2.infn.it, matteo.merge@ssdc.asi.it}
+
+\begin{abstract}
+ The CSES space mission, originated from an international collaboration between Italy and China, aims at monitoring the perturbations induced by electromagnetic emissions in the ionosphere, magnetosphere and Van Allen Radiation belts and investigating possible correlations with seismic events. More in general, CSES mission will investigate the structure and the dynamic of the topside ionosphere, the coupling mechanisms with the lower and higher plasma layers and the temporal variations of the geomagnetic field, in quiet and disturbed conditions. Data collected by the mission will also allow studying solar-terrestrial interactions and phenomena of solar physics, namely Coronal Mass Ejections (CMEs), solar flares and cosmic ray solar modulation. CSES satellite has been launched on February 2nd, 2018. Expected lifetime is 5 years.
+\end{abstract}
+
+\section{The Scientific Objectives}
+The lithosphere-atmosphere-ionosphere coupling is a complex subject involving many physical effects and interactions that occur from the Earth surface up to the magnetosphere. The investigation of such coupling mechanisms - and in particular of the, partially unknown, behavior of the iono-magnetosphere transition region - is of fundamental importance for Earth remote sensing, monitoring of the near-Earth electromagnetic environment and studying of natural hazards. A great part of these effects is caused by natural non-seismic and anthropogenic electromagnetic emissions, but of particular relevance are the electromagnetic disturbances associated with the seismic activity that can produce ionospheric perturbations as well as the precipitation of particles from the Van Allen belts, observed before, during and after earthquakes of medium and strong magnitude. All of these phenomena must be distinguished from those induced by sources external to the geomagnetic cavity and by atmospheric events. In fact, an important role in controlling the dynamic of the topside ionosphere is played by the Sun – that generates (regular and irregular) variations of the lithosphere-ionosphere-magnetosphere parameters by impulsive events as solar Coronal Mass Ejections and Solar Flares – as well as by tropospheric activity (lightning, TLE, etc.). More info can be found in \cite{web}.
+
+\section{High Energy Particle Detector}
+The High-Energy Particle Detector (HEPD), developed by the INFN, detects electrons, protons and light nuclei. The main objective is to measure the increase of the electron and proton fluxes due to short-time perturbations of the radiation belts caused by solar, terrestrial and anthropic phenomena. The energy range explored is 3 - 100 MeV for electrons and 30 - 200 MeV for protons.
+The instrument consists of several detectors. Two planes of double-side silicon microstrip sensors placed on the top of the instrument provide the direction of the incident particle. Just below, two layers of plastic scintillators, one thin segmented, give the trigger; they are followed by a calorimeter, constituted by other 16 scintillators and a layer of LYSO sensors. A scintillator veto system completes the instrument.
+
+\section{HEPD Data}
+The reconstruction occurs in three phases, which determine three different data formats, namely 0, 1 and 2, with increasing degree of abstraction. This structure is reflected on the data-persistency format, as well as on the software design. Raw data as downlinked from the CSES. They include ADC counts from the silicon strip, detector, from trigger scintillators, from energy scintillators and from LYSO crystals. ADC counts from lateral veto are also there, together with other very low-level information. Data are usually stored in ROOT format. Level 1 data contain all detector responses after calibration and equalization. The tracker response is clustered (if not already in this format at level0) and corrected for the signal integration time. All scintillator responses are calibrated and equalized. Information on the event itself like time, trigger flags, dead/alive time, etc… are directly inherited from level 0. Data are usually stored in ROOT format. Level 2 data contain higher level information, used to compute final data products. Currently the data are transferred from China as soon as they are downlinked from the CSES satellite and are processed at a dedicated facility at ASI Space Science Data Center (ASI-SSDC \cite{ssdc}) and then distributed to the analysis sites includind CNAF.
+
+\section{HEPD Data Analysis at CNAF}
+Level2 data of the HEPD detector are currently produced daily in ROOT format from the raw files. Once a week they are transferred at CNAF, using gfal-tools for the analysis team to be used. Raw data are transfered also to the CNAF facility on weekly basis and will be transferred to the tape storage. Most of the data analysis software and tools have been developed to be used at CNAF. Geant4 MC simulations are currently ran at CNAF by the collaboration, the facility proved to be crucial to perform, computational intensive, optical photons simulations needed to simulate the light yield of the plastic scintillators of the detector. Most of the software is written in C++/ROOT while several attempts to use Machine Learning and Neural Networks tecniques are pushing the collaboration to use more frequently Python for the analysis.
+
+
+
+\section*{References}
+\begin{thebibliography}{9}
+
+%\bibitem{iopartnum} IOP Publishing is to grateful Mark A Caprio, Center for Theoretical Physics, Yale University, for permission to include the {\tt iopart-num} \BibTeX package (version 2.0, December 21, 2006) with this documentation. Updates and new releases of {\tt iopart-num} can be found on \verb"www.ctan.org" (CTAN).
+
+\bibitem{web}\begin{verbatim}
+http://cses.roma2.infn.it
+\end{verbatim}
+
+\bibitem{ssdc}\begin{verbatim}
+http://www.asdc.asi.it
+\end{verbatim}
+
+\end{thebibliography}
+\end{document}
+
+
diff --git a/contributions/na62/.gitkeep b/contributions/na62/.gitkeep
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+\documentclass[a4paper]{jpconf}
+\usepackage{graphicx}
+
+\bibliographystyle{iopart-num}
+%\usepackage{citesort}
+
+\begin{document}
+\title{The NA62 experiment at CERN}
+
+\author{Antonino Sergi, on behalf of the NA62 collaboration}
+
+%\address{}
+
+\ead{antonino.sergi@cern.ch}
+
+\begin{abstract}
+The rare decays
+are theoretically clean processes excellent to make tests of new
+physics at the highest scale complementary to LHC. The NA62 experiment at CERN SPS aims
+to collect of the order of 100
+events in two years of data taking, keeping the back-
+ground less than 20\% of the signal.
+\end{abstract}
+
+\section{Introduction}
+Among the flavour changing neutral current $K$ and $B$ decays, the $K\to\pi\nu\bar\nu$ decays play a key role in the search for new physics through the underlying mechanisms of flavour mixing. These decays are strongly suppressed in the SM (the highest CKM suppression), and are dominated by top-quark loop contributions. The SM branching ratios have been computed to high
+precision with respect to other loop-induced meson decays: ${\rm
+BR}(K^+\to\pi^+\nu\bar\nu)=8.22(75)\times 10^{-11}$ and ${\rm
+BR}(K_L\to\pi^0\nu\bar\nu)=2.57(37)\times 10^{-11}$; the uncertainties are dominated by parametric ones, and the irreducible theoretical uncertainties are at a $\sim 1\%$ level~\cite{br11}. The theoretical cleanness of these decays remains also in certain new physics scenarios. Experimentally, the $K^+\to\pi^+\nu\bar\nu$ decay has been observed by the BNL E787/E949 experiments, and the measured branching ratio is
+$\left(1.73^{+1.15}_{-1.05}\right)\times 10^{-10}$~\cite{ar09}. The
+achieved precision is inferior to that of the SM expectation.
+
+The main goal of the NA62 experiment at CERN is the measurement of the $K^+\to\pi^+\nu\bar\nu$ decay rate at the 10\% precision level, which would constitute a significant test of the SM. The experiment is expected to collect about 100 signal events in two years of data taking, keeping the systematic uncertainties and backgrounds low. Assuming a 10\% signal acceptance and the SM decay rate, the kaon flux should correspond to at least $10^{13}$ $K^+$ decays in the fiducial volume. In order to achieve a small systematic uncertainty, a rejection factor for generic kaon decays of the order of $10^{12}$ is required, and the background suppression factors need to be measured directly from the data. In order to achieve the required kaon intensity, signal acceptance and
+background suppression, most of the NA48/NA62 apparatus used until 2008
+was replaced with new detectors. The CERN SPS extraction line used by the NA48 experiment is capable of delivering beam intensity sufficient for the NA62. Consequently the new setup is housed at the CERN North Area High Intensity Facility where the NA48 was located. The decay in flight technique will be used; optimisation of the signal acceptance drives the
+choice of a 75 GeV/$c$ charged kaon beam with 1\% momentum bite. The
+experimental setup includes
+a $\sim 100$~m long beam line to form the appropriate secondary
+beam, a $\sim 80$~m long evacuated decay volume, and a series of
+downstream detectors measuring the secondary particles from the
+$K^+$ decays in the fiducial decay volume.
+
+The signal signature is one track in the final state matched to one $K^+$ track in the beam. The integrated rate upstream is about 800 MHz (only 6\% of the beam particles are kaons, the others being mostly $\pi^+$ and protons). The rate seen by the detector downstream is about 10 MHz, mainly due to $K^+$ decays. Timing and
+spatial information are required to match the upstream and downstream tracks. Backgrounds come from kaon decays with a single reconstructed track in the final state, including accidentally matched upstream and downstream tracks. The background suppression profits from the high kaon beam momentum. A variety of techniques are employed in combination in order to reach the required level of background rejection. They can be schematically divided into kinematic rejection, precise timing, highly efficient photon and muon veto systems, and precise particle identification systems to distinguish $\pi^+$, $K^+$ and positrons. The above requirements drove the design and the construction of the subdetector systems.
+
+The main NA62 subdetectors are: a differential Cherenkov counter (CEDAR) on the beam line to identify the $K^+$ in the beam; a silicon pixel beam tracker; guard-ring counters surrounding the beam tracker to veto catastrophic interactions of particles; a downstream spectrometer composed of 4 straw chambers operating in vacuum; a RICH detector to identify pions and muons; a scintillator hodoscope; a muon veto detector. The photon veto detectors include a series of annular lead glass calorimeters surrounding the decay and detector volume, the NA48 LKr calorimeter, and two small angle calorimeters to provide hermetic coverage for photons emitted at close to zero angle to the beam. The design of the experimental apparatus and the R\&D of the new subdetectors have been completed. The experiment started collecting physics data in 2015, and since 2016 is fully commissioned and in its production phase.
+
+
+\section{NA62 computing model and the role of CNAF}
+NA62 raw data consist in custom binary files, collecting data packets directly from the DAQ electronics, after a minimal overall formatting; there is a one to one correspondence between files and spills from the SPS. Data contains up to 16 different level-0 trigger streams, for a total maximum bandwidth of 1 MHz, which are filtered by software algorithms to reduce the output rate to less than 50kHz.
+Raw data is stored on CASTOR and promptly calibrated and reconstructed, on a scale of few hours, for data quality monitoring using the batch system at CERN and EOS. Near-line fast physics selection for data quality, off-line data processing and analysis is currently performed using only CERN computing facilities.
+
+Currently NA62 exploits the GRID only for Monte Carlo productions, under the management of the UK GRID-PP collaboration members; in 2018 CNAF resources have been used as one of the GRID sites that serve NA62VO.
+
+\section*{References}
+\begin{thebibliography}{99} % Use for 10-99 references
+%
+\bibitem{br11}
+J. Brod, M. Gorbahn and E. Stamou, Phys. Rev. {\bf D83}, 034030
+(2011).
+%
+\bibitem{ar09}
+A.V. Artamonov {\it et al.}, Phys. Rev. Lett. {\bf 101} (2008) 191802.
+%
+\end{thebibliography}
+
+\end{document}
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+
+\documentclass[a4paper]{jpconf}
+\usepackage{graphicx}
+\begin{document}
+\title{The INFN-Tier1: Network and Security}
+
+\author{S.~Zani$^1$, D.~De~Girolamo$^1$, L.~Chiarelli$^{1,2}$, V.~Ciaschini$^1$}
+ \address{$^1$ INFN-CNAF, Bologna, IT}
+
+\address{$^2$ GARR Consortium, Roma, IT}
+
+\ead{stefano.zani@cnaf.infn.it}
+
+
+
+%\begin{abstract}
+%DA SCRIVERE
+%\end{abstract}
+
+\section{Introduction}
+The Network unit manages the wide area and local area connections of CNAF, it is responsible for the security of the center, contributes to the management of the local CNAF services (e.g., DNS, Windows domain etc.) and some of the INFN national ICT services. It gives also support to the GARR PoP hosted at CNAF.
+
+
+\section{Wide Area Network}
+Inside CNAF datacentre is hosted the main PoP of GARR network, based on a fully managed dark fiber infrastructure.
+
+CNAF is connected to the WAN via GARR/GEANT essentially with two physical links:
+
+\begin{itemize}
+ \item General Internet: General IP link is $20 Gbps$ (2x10 Gbps) via GARR and GEANT
+ \item LHCOPN/LHCONE: The link to WLCG destinations is $200Gbps$ (2x100 Gbps) link shared between the LHC-OPN network for traffic with the Tier-0 (CERN) and the other Tier-1s and LHCONE network mainly for traffic with the Tier-2s. Since Summer 2018, the LHCOPN dedicated link to CERN (from Milan GARR POP) has been upgraded to 2x100 Gbps while the peering to LHCONE is at $100Gbps$ (from Milan GARR POP and GEANT GARR POP).
+\end{itemize}
+
+
+\begin{figure}[h]
+ \begin{center}
+ \includegraphics[width=30pc]{connection-schema.png}\hspace{2pc}%
+ %\begin{minipage}[b]{14pc}
+ \caption{\label{schema-rete}INFN CNAF connection schema.}
+ %\end{minipage}
+ \end{center}
+\end{figure}
+
+
+As shown in the figures~\ref{lhc-opn-usage} and \ref{gpn-usage}, the network usage is growing both on LHCOPN/ONE and on General IP, even if, at the beginning of last year the traffic was very low because of the flooding occurred in November 2017 (the Computing Center returned completely online during February 2018).
+
+
+\begin{figure}[h]
+ \begin{center}
+ \includegraphics[width=30pc]{lhcone-opn.png}\hspace{2pc}%
+ \caption{\label{lhc-opn-usage}LHC OPN + LHC ONE link usage.}
+ \end{center}
+\end{figure}
+
+
+
+\begin{figure}[h]
+ \begin{center}
+ \includegraphics[width=30pc]{gpn.png}\hspace{2pc}%
+ \caption{\label{gpn-usage}General IP link usage.}
+ \end{center}
+\end{figure}
+
+
+Currently the dedicated bandwidth for LHCOPN to CERN is 100Gbps with a backup link of 4x10Gbps. During 2019 the configuration will change and there will be provided 2x100 Gb/s links to the two CERN POP granting a better resiliency and giving potentially 200 Gbpss full speed with CERN and the Tier-1s.
+
+
+\section{Data Center Interconnect with CINECA}
+
+
+At the beginning of the 2018, CNAF obtained by CINECA the use of 216 Servers based on Intel Xeon CPU E5-2697 v4 (with 36 physical cores) coming from the Super Computer “Marconi†partition 1 in phase out for HPC workflows.
+
+In order to integrate all of those computing resources in our farm, it has been fundamental to guarantee the appropriate access bandwidth to the storage resources located at CNAF. This has been implemented with the collaboration of GARR using the Data Center Interconnect (DCI) technology
+provided by a pair of Infinera Cloud Express 2 (CX1200).
+The Cloud Express 2 are Transponders with 12 x 100 Gigabit Ethernet interfaces on LAN Side and one LC fiber interface on “Line†side capable of up to 1,2 Tbps on a single mode fiber at a maximum distance of 100 Kilometers (CNAF and CINECA are 17 km far). In CNAF-CINECA case, the systems are configured for a 400 Gbps connection.
+
+The latency introduced by each CX1200 is of $\sim 5 \mu$s and the total RTT (Round Trip Time) between servers at CNAF and servers at CINECA is of 0,48 ms comparable to what we observe on the LAN (0,28 ms).
+
+All worker nodes on the network segment at CINECA have IP addresses of the INFN Tier-1 network and are used as they were installed at the Tier-1 facility (see fig.~\ref{cineca-schema}). The data access bandwidth is 400 Gbps but can scale up to 1,2 Tbps.
+
+This DCI interconnection has been implemented rapidly and as a proof of concept (this is the first time this technology has been used in Italy), now it is in production and as it is becoming a stable and relevant asset for CNAF (fig.~\ref{cineca-traffic}), it is in our plan to have a second optical fiber (between CNAF and CINECA) for resiliency reasons.
+
+
+
+\begin{figure}[h]
+ \begin{center}
+ \includegraphics[width=30pc]{cineca-schema.png}\hspace{2pc}%
+ \caption{\label{cineca-schema}INFN Tier-1 – CINECA Data Center Interconnection.}
+ \end{center}
+\end{figure}
+
+
+
+\begin{figure}[h]
+ \begin{center}
+ \includegraphics[width=30pc]{cineca.png}\hspace{2pc}%
+ \caption{\label{cineca-traffic}INFN Tier-1 – CINECA link usage}
+ \end{center}
+\end{figure}
+
+
+\section{Security}
+The network security policies are mainly implemented as hardware based ACLs on the access router and on the core switches (with a dedicated ASICS on the devices).
+
+The network group, in coordination with GARR-CERT and EGI-CSIRT, also takes care of security incidents at CNAF (both for compromised systems or credential and known vulnerability of software and grid middleware) cooperating with the involved parties.
+
+
+During 2018, CNAF Security Group has been reorganized with the formal involvement of at least one representative for each unit in order to obtain a stronger coordination on security policies implementation and a faster reaction to security incidents.
+
+
+As always in 2018 CNAF's has had an important commitment to security which had seen it active on several fronts.
+
+
+
+\subsection{“Misure Minime†Implementation}
+CNAF has had an important role in determining how the whole of INFN would implement compliance with the “Misure Minimeâ€\footnote{Misure Minime is a set of minimum ICT security measures to be adopted by all the Italian public administrations.} regulation. It actively contributed to the discussion and to the implementation guidelines for each OS, and had a central role in defining the Risk Management procedures, writing the prototype version and co-writing the final definition.
+
+
+\subsection{Vulnerability scanning}
+
+In an effort to monitor the security of the centre, CNAF has started a campaign of systematic and periodic scanning all of its machines, personal and not, looking for vulnerabilities in an effort to find and fixing them before they could be actively exploited by an attacker.
+
+As expected, this scanning brought to light a number of issues that were promptly corrected (when possible) or mitigated (when not) thus nipping a number of potential problems in the bud.
+
+
+\subsection{Security Assessment}
+In light of its growing importance, a security assessment of Indigo-IAM has also taken place.
+
+Focused on testing the actual security of the product and finding ways in which it could be exploited, this assessment brought to light a number of issues of varying importance which have been sent back and discussed with the developers to increase the security and reliability of the product.
+
+
+\subsection{Technology tracking}
+A constant technology tracking activity is ongoing on security tools and devices. In particular meeting with some the main Next Generation Firewall producers have been scheduled in 2017 and in 2018. During this two years three Next-Generation firewall from Fortinet, Huawei and Palo Alto Networks had been tested on production links in order to define the fundamental characteristics to be included in the tender for the acquisition of the NG Firewall to be installed on the “General IP†Wide Area Network Link.
+
+
+
+
+
+
+
+
+%\section*{References}
+%\begin{thebibliography}{9}
+%\bibitem{iopartnum} IOP Publishing is to grateful Mark A Caprio, Center for Theoretical Physics, Yale University, for permission to include the {\tt iopart-num} \BibTeX package (version 2.0, December 21, 2006) with this documentation. Updates and new releases of {\tt iopart-num} can be found on \verb"www.ctan.org" (CTAN).
+%\end{thebibliography}
+
+\end{document}
+
+
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+
+@misc{opennext,
+ url = "http://www.t3lab.it/en/progetti/open-next/"
+}
+
+@misc{harmony,
+ url = "https://www.harmony-alliance.eu/"
+}
+
+@misc{htn,
+ url = "https://www.retealtatecnologia.it/en"
+}
+
+@misc{industry40,
+ url = "http://www.sviluppoeconomico.gov.it/images/stories/documenti/PIANO-NAZIONALE-INDUSTRIA-40_ITA.pdf "
+}
+
+@misc{opusfacere,
+ url = "http://www.opusfacere.it/"
+}
+
+@article{eee,
+ author={M Abbrescia and S Aiola and R Antolini and C Avanzini and R Baldini Ferroli and G Bencivenni and E Bossini and E Bressan and A
+Chiavassa and C Cicalo and L Cifarelli and E Coccia and D De Gruttula and S De Pasquale and A Di Giovanni and M D'Incecco and K
+Doroud and M Dreucci and F L Fabbri and V Frolov and M Garbini and G Gemme and I Gnesi and C Gustavino and D Hatzifotiadu and P La
+Rocca and S Li and F Librizzi and A Maggiora and M Massai and S Miozzi and R Moro and M Panareo and R Paoletti and L Perasso and F Pilo and G
+Piragino and A Regano and F Riggi and G C Righini and F Romano and G Sartorelli and E Scapparone and A Scribano and M Selvi and S
+Serci and E Siddi and G Spandre and S Squarcia and M Taiuti and F Toselli and L Votano and M C S Williams and A Zichichi and R Zouyevski},
+ title={The EEE Project: cosmic rays, multigap resistive plate chambers and high school students},
+ journal={Journal of Instrumentation},
+ volume={7},
+ number={11},
+ pages={P11011},
+ url={http://stacks.iop.org/1748-0221/7/i=11/a=P11011},
+ year={2012},
+ abstract={The Extreme Energy Events Project has been designed to join the scientific interest of a cosmic rays physics experiment with the enormous didactic potentiality deriving from letting it be carried out by high school students and teachers. After the initial phase, the experiment is starting to take data continuously, and the first interesting physics results have been obtained, demonstrating the validity of the idea of running a real physics investigation in these peculiar conditions. Here an overview of its structure and status is presented, together with some studies about detector performance and first physics results.}
+}
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+\documentclass[a4paper]{jpconf}
+
+\usepackage{url}
+%\usepackage[]{color}
+
+\usepackage{makecell}
+%usepackage{booktabs}
+\usepackage{siunitx}
+%\usepackage{subfig}
+\usepackage{float}
+%\usepackage{graphicx}
+
+\begin{document}
+\title{External Projects and Technology Transfer}
+\author{Cristina Vistoli, Barbara Martelli}
+\address{INFN CNAF, viale Berti Pichat 6/2 40127 Bologna, Italy}
+
+
+\ead{barbara.martelli@cnaf.infn.it}
+
+\begin{abstract}
+The main mission of the External Projects and Technology Transfer Unit (PETT) is the coordination of CNAF activities funded by external organization (Region, Italian Ministry of Education, EU) and CNAF Technology Transfer actions. PETT Unit coordinates the INFN Technology Transfer Laboratory in Emilia Romagna (TTLab), accredited to the Emilia Romagna High Technology Network (HTN) since 2015.
+In 2018 TTLab submitted 4 proposals to the POR-FESR Emilia Romagna call, and at the beginning of 2019 three of them were approved and funded: FORTRESS, WE-LIGHT and SmartChain.
+In the meantime, the TROPIC project, approved in the former POR-FESR call, continued to run smoothly and the Harmony project started to move from a Proof of Concept phase to the production one.
+In its first year of life, the ISO 27001 Information Security Management System (ISMS) had to manage the critical situation originated by the datacenter flood happened at the end of 2017 and it did it successfully, passing the ISO 27001 external audit without any non-conformity.
+
+\end{abstract}
+
+\section{Introduction}
+During 2018 the External Projects and Technology Transfer (PETT) Organizational Unit has
+contributed to various projects in the field of computing, communication of science, technology
+transfer and education. Some of the most relevant ones are: FiloBlu (POR-FESR Regione
+Marche), Opus Facere (MIUR), Emilia Romagna Plan for high
+competencies in Research Technology Transfer and Entrepreneurship, OPEN-NEXT and TROPIC(POR-FESR
+2014-2020), Harmony. Great effort has been put on the
+start up phase of the new Technology Transfer Laboratory which put together heterogeneous
+competencies (physics, computing, mechanics and electronics) from Emilia Romagna INFN
+Sections and Centers (Bologna, Ferrara and CNAF) in order to promote the transfer of INFN
+know-how toward regional enterprises. In 2017 we concluded an activity finalized to
+the ISO-27001 certification of a subset of the INFN Tier1 resources. This is required in order
+to store and manage private and sensitive personal data and could open new opportunities of
+exploitation of the Tier1 resources in the near future.
+
+\section{The TROPIC project}
+TTLab is coordinating the TROPIC project (Target for Radioisotope Production via anti-Channelling) in a consortium with COMECER and Biomeccanica Srl.
+The project is part of the European Regional Development Plan POR-FESR Axis 1, Research and Innovation 2014-2020 of the Emilia-Romagna region. Axis 1 aims at strengthening the regional network of research and technology transfer to companies with the purpose of increasing the ability to bring innovative solutions and products to the market. Through collaborations with researchers, it promotes innovation paths in the strategic areas of the regional production system and strengthens the high-tech network.
+The TROPIC project intends to explore a new radioisotope production method through the irradiation of solid targets in which a quantum effect called anti-channelling is exploited. Thanks to this effect, the probability of impact of the particle emitted by the accelerator on a crystalline matrix is much higher than the same dynamic but with a traditional amorphous solid target. This leads to an increase in the yield of nuclear bombardment and thus produces the desired isotope in larger quantities. The project intends to evaluate how much it is possible to save in terms of cost of the enriched material and how much the reaction yield grows in this particular configuration of the target. The ultimate goal is to make the production of these isotopes, extremely interesting from a diagnostic and therapeutic point of view, easier and less expensive.
+The theoretical research activity has already produced various results published in the past years. The next step will be the experimental test and the realisation of the first prototype.
+
+\section{Summer Students and CNAF Log Analysis}
+....
+
+\section{The HARMONY Alliance}
+The HARMONY project (Healthcare alliance for resourceful medicines offensive against neoplasms in hematology) \cite{harmony} is part of IMI’s Big Data for Better Outcomes programme, which aims to facilitate the use of diverse data sources to deliver results that reflect health outcomes of treatments that are meaningful for patients, clinicians, regulators, researchers, healthcare decision-makers, and others.
+
+Blood cancers, or haematologic cancers (e.g. leukaemia, lymphoma and myeloma), affect the production and function of blood cells and account for about one third of cancer cases in children and about one third of cancer deaths. As many blood cancers are rare, and healthcare practice varies across EU, a lack of data on relevant outcomes represents a challenge for clinicians, researchers, and decision-makers alike. The HARMONY project aims to use big data to deliver information that will help to improve the care of patients with these diseases. Specifically, the project will gather together, integrate and analyse anonymous patient data from a number of high quality sources. This will help the team to define clinical endpoints and outcomes for these diseases that are recognised by all key stakeholders. Meanwhile the project’s data sharing platform will facilitate and improve decision making for policy makers and clinicians alike to help them to give the right treatment to the right patient at the right time. More broadly, the project will result in a pan-European network of stakeholders with expertise in this disease area.
+TTLab is involved as Linked Third Party of University of Bologna and is in charge of providing and managing the Harmony Big Data Platform Hosting.
+
+\section{Other regional activities}
+In 2018, as industrial research lab of the Emilia Romagna High Technology Network \cite{htn}, TTLab carried out a number of activities in order to strengthen the link between research and industry sector.
+
+In 2018 TTLab kept on contributing in the following Emilia Romagna Clust-ERs:
+\begin{itemize}
+\item[--]INNOVATE (ICT): focused on the role of digital technologies as a means for innovate services in a global context and to emphasize their transformative power of the economy and society.
+\item[--]AGRIFOOD: covers the whole “from farm to fork†value chain, starting from the farmed produce all the way to the consumers’ plates, it includes ICT systems, equipment and machineries, transformation and packaging plants, logistics and food by-products and waste valorization.
+\item[--]CREATE: aims to improve the innovation in the culture and creative industries sector
+\item[--]HEALTH: focused on health related topics like biomed, pharmaceutical and omics sciences, smart and active living. In Emilia-Romagna there is the most important medtech district in Europe and regional policies encourage local research actors to team-up with private companies in order to maximize innovation.
+\item[--]MECH: focused on the mechatronics and motor sector. A number of worldwide famous brands both in the automotive and in the mechanical sector are located in the region. These companies are at the cutting edge of a corporate system and can take advantage of technologies developed by our research teams.
+\item[--] BUILD: supports the innovation system in the building and construction field.
+\end{itemize}
+Clust-ERs are recognised Associations, formed in accordance with articles 14-42 of the Italian Civil Code. Clust-ER Associations are communities of public and private bodies (research centres, businesses, training bodies) that share ideas, skills, tools, and resources to support the competitiveness of the most important production systems in Emilia-Romagna. In these Clust-ERs, research laboratories and centres for innovation belonging to the High Technology Network team up with the business system and the higher education system to make up the inter-disciplinary critical mass necessary to multiply opportunities and develop strategic projects with a high regional impact. Main objectives of Clust-ERs are: to maximise the opportunities for participating in European programmes and international research and innovation networks, to forge synergies and set up coordinated and stable networks and connections with other public/private agglomerations operating in the same sectors at national and European level, to encourage and support the development and creation of initiatives in higher education and the development of human resources and to support the development of new research infrastructures.
+TTLab is part of the National Cluster ``Intelligent Factories'': an association that includes large and medium-small companies, universities and research centres, company associations and other stakeholders active in the advanced manufacturing sector. The association is recognized by MIUR as a driver of sustainable economic growth in all the regions of the national economic system, as it fosters the innovation and specialization of Italian manufacturing systems. The mission of CFI is to increase the competitiveness of the italian maufacturing industry through the design and implementation of a number of research projects for the development of new enabling technologies; to maintain and develop advanced skill in Italian manufacturing; to increase Italian companies access to national and international funds; to support entrepreneurship and company growth through the involvement of private investors.
+
+TTLab particapates to the project Opus Facere (Lab for Employability) \cite{opusfacere} with a course about Cosmic Rays Data Analysis, on the EEE \cite{eee} experiment data, where students of the fifth year of secondary school can understand and practice the job of data scientist and physicist.
+
+In 2018 TTLab started the activities founded by the Regional Plan for High Competencies for Research, Technology Transfer and Entrepreneurship (5 research grants) for industrial research activities in different areas: models and algorithms for genome sequencing analysis, geospatial data access and processing services, big data analisys of physical, atrophysical and aerospatial data, big data analysis for smart cities. In particular, the research grants activated are:
+\begin{itemize}
+\item[--]Big Data Analysis: algorithms and models for the analysis of nucleic acid sequencing data - partner CIG/Unibo
+\item[--]Big Data management: services for accessing and processing geospatial data in the era of Big Data – Industrial partner MEEO s.r.l Meteorological Enviromental Earth Observation http://www.meeo.it/wp/
+\item[--]Big Data management: the analysis of data in the field of physics, astrophysics and space science industrial partner VEM Sistemi S.p.A https://vem.com/en/
+\item[--]Big Data management: Big Data in Smart Cities Industrial partner Filippetti S.p.A https://www.filippetti.it/en/
+\end{itemize}
+
+Finally, PETT coordinated the participation of INFN to the BI-REX (Big data Innovation and Research Excellence) Competence Center and actively contributed to the proposal. The BI-REX Competence Center is a project funded by the Ministry of Economic Development in the scope of Industry-4.0 plan. It involves 61 public and private partner, among which all Universities and Research Agencies in the Emilia Romagna region and a number of enterprises of all sizes (multinationals, large and SME).
+
+\section{Conclusions}
+In 2018 the External Projects and Technology Transfer group consolidated its collaboration with the research and innovation regional system participating and contributing to many initiatives aimed at creating a strong partnership between the research and industry sectors.
+
+\bibliographystyle{iopart-num}
+\section*{References}
+\bibliography{bibliopett}
+
+
+\end{document}
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+\documentclass[a4paper]{jpconf}
+\usepackage{graphicx}
+\begin{document}
+\title{ The annual international conference of high performance computing: SC18 from INFN point of view}
+
+%\address{Production Editor, \jpcs, \iopp, Dirac House, Temple Back, Bristol BS1~6BE, UK}
+\author{A. Costantini$^1$, D. Salomoni$^1$, S. Zani$^1$, S. Longo$^1$, L.Chiarelli$^2$ and G. Grandi$^3$
+ % etc.
+}
+
+\address{$^1$ INFN-CNAF, Bologna, Italy}
+\address{$^2$ GARR, Bologna, Italy}
+\address{$^3$ INFN-Bologna, Bologna, Italy}
+
+
+\ead{alessandro.costantini@cnaf.infn.it}
+
+\begin{abstract}
+Since 2012 INFN, together with INAF, GARR, ENEA and CINECA is participating as exhibitor in the annual international conference of high performance
+ computing, networking, storage and analysis. In 2018 SC took place in Dallas (US) between 12 and 16 November 2018. SC18 was particular enriched
+by many events where the major software and hardware vendors presented their innovative products, strategies and next investments plans and actions.
+\end{abstract}
+
+
+\section{Introduction}
+SC18 \cite{sc18} marks the 30th anniversary of the annual international conference of high performance computing, networking, storage and analysis.
+ It celebrates the contributions of researchers and scientists – from those just starting their careers to those whose contributions have made lasting impacts.
+INFN \cite{infn} is participating to this international conference since 2012 with the support and the collaboration of
+\begin{itemize}
+\item CINECA \cite{cineca}, a not-for-profit Consortium, made up of 67 Italian universities, 9 Italian Research Institutions, 1 Polyclinic and the Italian Ministry of Education.
+ Today it is the largest Italian computing centre, one of the most important worldwide.
+\item INAF \cite{inaf}, is the most important Italian institution conducting scientific research in astronomy and astrophysics. Research ranges from the study of the
+ planets and minor bodies of the Solar system up to the large-scale structure of the Universe and groups and clusters of galaxies on cosmological scales.
+\item GARR\cite{garr}, the ultra-broadband network dedicated to the Italian research and education community. Its main objective is to provide high-performance
+connectivity and to develop innovative services for the daily activities of researchers, professors and students as well as for international collaboration.
+\item ENEA \cite{enea}, the National Agency for New Technologies, Energy and Sustainable Economic Development, a public body aimed at research, technological
+ innovation and the provision of advanced services to enterprises, public administration and citizens in the sectors of energy, the environment and sustainable economic development.
+\end{itemize}
+
+\section{SC18 in brief}
+The conference drew a record-breaking 13,071 (as of 11/15/18) attendees and featured a technical program spanning six days – making it the largest SC conference of all time.
+In all, the conference and exhibition infused the local economy with more than \$40 million in revenue according to the local Dallas Convention Bureau.
+\subsection{Conference Themes}
+ Inspiring the Next Generation \& Diversity. A conference highlight related to this theme was the Student Cluster Competition, which features 15 international student
+teams competing in a non-stop “Iron-Chef’' style challenge to complete a real-world scientific workload, while impressing conference attendees and judges with their HPC knowledge.
+A shrinking labor force is one of the major shortfalls in the STEM industry. The SC Conference brought together all nationalities, ethnicities, genders, and technical capabilities
+ with the goal of sparking new ideas on how to attract more women, minorities, and young people to HPC.
+Inspiring the World. HPC has the power and promise to solve world’s most difficult challenges. From hurricane and earthquake predictions to solving global hunger
+challenges, a main focus of the conference was to demonstrate how the HPC industry is using supercomputing to help make the world a better place.
+Inspiring the Future of Technology. HPC is powering the advancement of artificial intelligence. In technical sessions and on the exhibit floor, the conference explored
+how HPC is helping AI bring improvements in societies, economies, and organizations.
+\subsection{World’s Fastest Network}
+SCinet gave SC18 attendees the chance to experience the world’s fastest temporary network, delivering 4.02 terabits per second of network capacity to the Kay Bailey
+ Hutchison Convention Center in Dallas (US).
+In preparation, volunteers installed more than 67 miles of fiber optic cable, including two miles of new underground fiber that now connects the convention center to a
+ downtown Dallas data center. After this year’s conference concludes, that underground fiber will remain in place for the benefit of the city of Dallas.
+To deliver WiFi for all attendees across one million square feet of exhibit space, volunteers also installed 300 wireless access points in just one week.
+SCinet is made possible by the contributions of 40 industry-leading vendors, who in total donated \$52 million in hardware, software, and services.
+\subsection{Exhibit Records}
+According to Christy Adkinson, SC18 Exhibits Chair from Cray Inc, the SC18 Exhibition broke several records including largest research booth space at 65,000 sq. ft. and
+more industry exhibitors than ever. Plus, it exceeded the most total number of exhibitors at 364 and was the largest Exhibits ever with over 150,000 sq. ft. occupied. It also
+ featured the first ever “Start-Up†Pavilion allowing small companies just entering the field an economic way to have a presence at the conference. Finally, SC18 featured more 1st time exhibitors than ever.
+
+\section{Innovations and new products at SC18}
+The consolidated role of SC as the reference point high performance computing, networking, storage and analysis push the major vendors and companies to present their new products and activities.
+Some of them have been briefly reported and described in the following subsections.
+
+\subsection{INTEL}
+Intel \cite{intel} presented the improved family of processors:
+\begin{itemize}
+\item Cascade Lake: Intel Deep Learning Boost with the support to “Speed Select Technology" VNNI (vector neural network instruction) for inference acceleration
+\item Cooper Lake: the successor of Cascade Lake (expected to be released on 1st half of 2020). Supports Bfloat16 for Deep Learning training,which provides the same level of precision as double-precision (32Âbit) floating points, but in a smaller (16Âbit) data size.
+\item Ice Lake: the 10nm Ultrabook-class processors planned to ne released in late 2020. Will introduce PCIe Gen 4, with up to 64 lanes per CPU.
+\item Intel Nervana Neural Netwrok Processor for Training pltted for early.
+\item PCI express card for inference available of the first quarter 2019.
+\end{itemize}
+
+\subsection{Dell EMC}
+Dell EMC \cite{dellemc} presented at their Community Meeting event the Frontera supercomputer. The Dell EMC PowerEdge system plans to combine several technical
+ innovations such as CoolIT Systems high-density Direct Contact Liquid Cooling, high performance Mellanox HDR 200Gb/s InfiniBand interconnect and next generation
+Intel® Xeon® Scalable processors. Frontera’s early projects are expecting to include analysis of particle collisions from CERN’s Large Hadron Collider, global climate
+modeling, hurricane forecasting and multi-messenger astronomy.
+
+\subsection{NVIDIA}
+NVIDIA \cite{nvidia}presented the new NVIDIA® T4 GPU accelerates diverse cloud workloads, including high-performance computing, deep learning training and inference,
+machine learning, data analytics, and graphics. Based on the new NVIDIA Turing architecture and packaged in an energy-efficient 70-watt, small PCIe form factor, T4 is
+optimized for mainstream computing environments and features multi-precision Turing Tensor Cores and new RT Cores. Combined with accelerated containerized software
+stacks from NGC, T4 delivers revolutionary performance at scale.
+
+\subsection{ARISTA}
+ARISTA \cite{ARISTA} presented two high density 400 Gigabit Ethernet datacenter switches based on the Broadcom 12.8 Tbps Tomahawk 3 silicon
+consisting on 32 400 GbEthernet ports in 1 Rack Unit.
+The two models are supporting different type of transceivers: The 7060PX4-32 supports 32 OSFP Interfaces and the 7060DX4-32 has 32 ports of QSFP-DD.
+The adapter from OSFP to DD standard were also available. The devices were available to touch and test.
+
+\section{INFN at SC18}
+As mentioned above, INFN actively participated to SC18 by handling a booth where the advances in research of INFN and its partners (CINECA, INAF. ENEA and GARR)
+ have been shown through the support of posters, video, leaflets and brochures (See Figures \ref{fig-1}, \ref{fig-2}, \ref{fig-3} and \ref{fig-4} for detais).
+In particular, the following list of posters, and related contributors, have been shown:
+\begin{itemize}
+\item Federated Cloud For Research (GARR)
+\item COmputing on SoC Architecture: the INFN COSA Project
+\item INAF - HPC New challenges and perspectives CINECA and EU-H2020 Programs
+\item CRESCO6: tech specs \& benchmarks (ENEA)
+\item ENEA partnership in the European Energy oriented Centre of Excellence (ENEA)
+\item INFN Collaboration and Opportunities
+\item DataCloud HYBRID SERVICES From Integrated Solutions to Exascale and beyond
+\item INFN Service Portfolio
+\item The INDIGO Identity and Access Management Service
+\item HTC, HPC, CLOUD, no matter what your flavors are. New users are welcome at ReCaS-Bari DataCenter
+\item HPC for Theoretical Physics at INFN
+\item INFN CNAF “The Italian LHC TIER-1"
+
+\end{itemize}
+
+\subsection{Statistics at the INFN booth}
+Thanks to the support of INFN National Services, a web survey \cite{limesurvey} has been deployed an used to collect information from the SC18 visitors interested in the
+ scientific activities presented at the booth.
+Among all the SC18 participants who visited the INFN booth, 54 of them decided to fill-in the survey by replying to the following multiple-choise questions related to
+\begin{itemize}
+\item Education
+\item Current occupation
+\item Interest for INFN projects or services
+\subitem -Software services for Research and Data Centers
+\subitem -Industrial Collaboration (Consultancy, Design and Planning)
+\subitem -Training courses, Programming and DevOps methodologies
+\subitem -Distributed computing paradigm (Grid Middleware)
+\subitem -INDIGO-DataCloud
+\subitem -eXtreme-DataCloud (XDC)
+\subitem -DEEP-Hybrid DataCloud (DEEP)
+\item Interest in possible collaboration with INFN
+\subitem -Submission of new ideas for possible co-development / evaluation
+\subitem -Work via existing institutional channels (e.g. Horizon2020, WLCG, etc)
+\subitem -Explore some Technology Transfer opportunities toward industry
+\subitem -Use of INFN storage or compute facilities
+\item Job opportunities at INFN
+\subitem -Temporary Research Fellow
+\subitem -Temporary Contract (Software developer, Technologist)
+\subitem -Visiting Scientist
+\end{itemize}
+
+From the statistical analysis it appears clear the high education level of the participants (see Figure \ref{survey1}) and the distributed background due
+to the different occupational levels (see Figure \ref{survey2}) of the visitors.
+Most of the INFN services, in particular Software services for Research and Data Centers (see Figure \ref{survey3}), actracted the attention of the
+visitors and, as a direct consequence, their interest on the INFN activities expressed both in the form of collaborations (see Figure \ref{survey4}) or job opportunities (see Figure \ref{survey5}).
+
+
+\section{Conclusions}
+Supercomputing 2018 (SC18) is the annual international conference of high performance computing, networking, storage and analysis.
+ The major vendors and companies presented in such event their new products and activities of which some of them have been discussed in the
+session “Innovations and new products at SC18". INFN, in collaboration with INAF, GARR, ENEA and CINECA participated as exhibitor at SC18 by
+presenting their activities and related collaborations. Furthermore, a survey among the booth visitors have been proposed by INFN and the related information have been collected and analysed.
+
+\section{References}
+\begin{thebibliography}{}
+\bibitem{sc18}
+Web site: https://sc18.supercomputing.org
+\bibitem{infn}
+Web site: https://www.infn.it
+\bibitem{cineca}
+Web site: https://www.cineca.it
+\bibitem{inaf}
+Web site: www.inaf.it
+\bibitem{garr}
+Web site: https://www.garr.it
+\bibitem{enea}
+Web site: www.enea.it
+\bibitem{intel}
+Web site: https://www.intel.com
+\bibitem{dellemc}
+Web site: https://www.dellemc.com
+\bibitem{nvidia}
+Web site: https://www.nvidia.com
+\bibitem{ARISTA}
+Web site: https://www.arista.com
+\bibitem{limesurvey}
+Web site: https://surveys.infn.it
+\end{thebibliography}
+
+\begin{figure}[h]
+\centering
+\includegraphics[width=6cm,clip]{20181112_173827-min.png}
+\caption{First view of the INFN booth at SC18, Dallas (US)}
+\label{fig-1}
+\end{figure}
+
+
+\begin{figure}[h]
+\centering
+\includegraphics[width=6cm,clip]{20181112_173843-min.png}
+\caption{Seconf view of the INFN booth at SC18, Dallas (US)}
+\label{fig-2}
+\end{figure}
+
+
+\begin{figure}[h]
+\centering
+\includegraphics[width=6cm,clip]{20181112_181720-min.png}
+\caption{INFN employee is presenting the INDIGO-DataCloud products and the new running Cloud-oriented projects: DEEP-HybridDatacloud, eXtreme-DataCloud and EOSC-hub.}
+\label{fig-3}
+\end{figure}
+
+
+\begin{figure}[h]
+\centering
+\includegraphics[width=10cm,clip]{20181112_190135-min.png}
+\caption{Panoramic view (partial) of the SC18 exibitor area.}
+\label{fig-4}
+\end{figure}
+
+\begin{figure}[h]
+\centering
+\includegraphics[width=6cm,clip]{2.png}
+\caption{Distribution of the participants in terms of education.}
+\label{survey1}
+\end{figure}
+
+\begin{figure}[h]
+\centering
+\includegraphics[width=6cm,clip]{3.png}
+\caption{Distribution of the participants in terms of occupation.}
+\label{survey2}
+\end{figure}
+
+\begin{figure}[h]
+\centering
+\includegraphics[width=6cm,clip]{4.png}
+\caption{Distribution in terms of interest for INFN services.}
+\label{survey3}
+\end{figure}
+
+\begin{figure}[h]
+\centering
+\includegraphics[width=6cm,clip]{5.png}
+\caption{Distribution of interest in therms of collaboration opportunities.}
+\label{survey4}
+\end{figure}
+
+\begin{figure}[h]
+\centering
+\includegraphics[width=6cm,clip]{6.png}
+\caption{Distribution of interest in therms of job opportunities.}
+\label{survey5}
+\end{figure}
+
+
+
+
+
+\end{document}
+
+
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@@ -4,161 +4,264 @@
\title{DEEP-Hybrid DataCloud project: Hybrid services for distributed e-infrastructures}
%\address{Production Editor, \jpcs, \iopp, Dirac House, Temple Back, Bristol BS1~6BE, UK}
-\author{A. Costantini$^1$, D.C. Duma$^1$, G. Donvito$^2$, J. Marco de Lucas$^8$,
+\author{A. Costantini$^1$, D.C. Duma$^1$, D. Michelotto$^1$, A. Falabella$^1$, E. Ronchieri$^1$, A. Ceccanti$^1$, M. Caberletti$^1$, D.Salomoni$^1$
% etc.
}
\address{$^1$ INFN-CNAF, Bologna, Italy}
-\address{$^2$ INFN Bari, Bari, Italy}
-\address{$^11$ Univ. de Cantabria, Spain}
+
\ead{alessandro.costantini@cnaf.infn.it}
\begin{abstract}
-DEEP Hybrid DataCloud is an Horizon 2020 project that addresses the need to support intensive computing techniques that require specialized HPC hardware, like GPUs or low-latency interconnects, to explore very large datasets.
-Launched in November 2017 the H2020 DEEP Hybrid-DataCloud - DEEP-HDC is lasting for 30 months and is combining the expertise of 10 large European research organisations.
-The project proposes to deploy under the common label of “DEEP as a Service†a set of building blocks that enable the easy development of applications requiring these techniques: deep learning using neural networks, parallel post-processing of very large data, and analysis of massive online data streams.
+DEEP Hybrid DataCloud is an Horizon 2020 project that addresses the need to support intensive computing
+ techniques that require specialized HPC hardware, like GPUs or low-latency interconnects, to explore very large data sets.
+Launched in November 2017 the H2020 DEEP Hybrid-DataCloud - DEEP-HDC is lasting for 30 months and is
+combining the expertise of 10 large European research organisations.
+The project proposes to deploy under the common label of “DEEP as a Service†a set of building blocks that
+ enable the easy development of applications requiring these techniques: deep learning using neural networks,
+ parallel post-processing of very large data, and analysis of massive online data streams.
+This contribution will introduce the project, presents the foreseen overall architecture and the contribution to the
+activities that are being carried on by INFN-CNAF personnel to achieve the project goals and objectives.
\end{abstract}
\section{Introduction}
-Machine learning 'as-a-service' can clearly be seen as one of the main user requirements being asked for when thinking about using large-scale computing infrastructure. With ever more data being available, the wish to exploit this data is omnipresent. While machine learning pipelines for small-scale data sets are available in the form of several software libraries, large-scale learning tasks provide another level of challenge. With the need for a proper design of the learning task at hand, additional tasks result in the need to organize large-scale data, the provision of necessary computing power and storage capacity and, since large-scale data is commonly distributed, the orchestration of various infrastructure components at different places. It is obvious that such learning tasks cannot be managed by a user with domain knowledge in the field of application, only. Therefore, support by the infrastructure layer must break down the complexity of the task and allow the user to focus on what she/he is skilled on, i.e., modelling of the problem, evaluating and interpreting the results of the machine learning algorithms.
-As a consequence, infrastructure providers have to understand the needs of their user communities and help them to combine their services in a way that encapsulates technical details the end user does not have to deal with. The goal of the DEEP project is to develop such applications along the lines of selected Use Cases. Indeed, this is the goal of the DEEP-HDC project \cite{deep} aimed at deploying under the common label of “DEEP as a Service†a set of building blocks that enable the easy development of applications requiring these techniques: deep learning using neural networks, parallel post-processing of very large data, and analysis of massive online data streams.
-
-The targeted platforms for the released products are the already existing and the next generation e-Infrastructures deployed in Europe, such as the European Open Science Cloud (EOSC) \cite{EOSC}, the European Grid Infrastructure (EGI) \cite{EGI} and the computing infrastructures that will be funded by the upcoming H2020 EINFRA-12 call. DEEP-HDC is funded by the H2020 EINFRA-21-2017 Research and Innovation action under the topic Platform-driven e-Infrastructure innovation \cite{einfracall21}. It is carried on by a Consortium that brings together technology providers with a proven long-standing experience in software development and large research communities belonging to diverse disciplines: Biological and Medical Science, Computing Security, Physical Sciences, Citizen Science and Earth Observation.
-
-DEEP-HDC started on 1st November 2017 and will run for 30 months until April 2020. The EU contribution for the project is 2.98 million euros.
+Machine learning 'as-a-service' can clearly be seen as one of the main user requirements being asked for when
+ thinking about using large-scale computing infrastructure. With ever more data being available, the wish to
+exploit this data is omnipresent. While machine learning pipelines for small-scale data sets are available in the
+form of several software libraries, large-scale learning tasks provide another level of challenge. With the need
+for a proper design of the learning task at hand, additional tasks result in the need to organize large-scale data,
+ the provision of necessary computing power and storage capacity and, since large-scale data is commonly
+ distributed, the orchestration of various infrastructure components at different places. It is obvious that such
+learning tasks cannot be managed by a user with domain knowledge in the field of application, only. Therefore,
+ support by the infrastructure layer must break down the complexity of the task and allow the user to focus on
+what she/he is skilled on, i.e., modeling of the problem, evaluating and interpreting the results of the machine
+ learning algorithms.
+As a consequence, infrastructure providers have to understand the needs of their user communities and help
+them to combine their services in a way that encapsulates technical details the end user does not have to deal with.
+Indeed, this is the goal of the DEEP-HDC project \cite{deep} aimed at deploying under the common label of “DEEP as a Service†a
+set of building blocks that enable the easy development of applications requiring these techniques: deep learning
+using neural networks, parallel post-processing of very large data, and analysis of massive online data streams.
+
+The targeted platforms for the released products are the already existing and the next generation e-Infrastructures
+deployed in Europe, such as the European Open Science Cloud (EOSC) \cite{EOSC}, the European Grid Infrastructure
+(EGI) \cite{EGI} and the computing infrastructures that will be funded by the upcoming H2020 EINFRA-12 call.
+ DEEP-HDC is funded by the H2020 EINFRA-21-2017 Research and Innovation action under the topic Platform-driven
+ e-Infrastructure innovation \cite{einfracall21}. It is carried on by a Consortium that brings together technology
+ providers with a proven long-standing experience in software development and large research communities
+belonging to diverse disciplines: Biological and Medical Science, Computing Security, Physical Sciences, Citizen
+Science and Earth Observation.
+DEEP-HDC started on 1st November 2017 and will run for 30 months until April 2020. The EU contribution for
+the project is 2.98 million euros.
\section{Project Objectives}
-The DEEP-Hybrid-DataCloud project started with the global objective of promoting the usage of intensive computing services by different research communities and areas, and their support by the corresponding e-Infrastructure providers and open source projects. Other objectives followed by the project are:
+The DEEP-Hybrid-DataCloud project started with the global objective of promoting the usage of intensive
+ computing services by different research communities and areas, and their support by the corresponding
+e-Infrastructure providers and open source projects. Other objectives followed by the project are:
\begin{itemize}
-\item Focus on intensive computing techniques for the analysis of very large datasets considering highly demanding use cases.
+\item Focus on intensive computing techniques for the analysis of very large data sets considering highly demanding use cases.
\item Evolve up to production level, intensive computing services exploiting specialized hardware.
\item Integrate intensive computing services under a hybrid cloud approach.
\item Define a “DEEP as a Service†solution to offer an adequate integration path to developers of final applications.
\item Analyse the complementarity with other ongoing projects targeting added value services for the cloud.
\end{itemize}
-The DEEP-Hybrid-DataCloud project aims to provide a bridge towards a more flexible exploitation of intensive computing resources by the research community, enabling access to the latest technologies that require also last generation hardware and the scalability to be able to explore large datasets. It is structured into six different work packages, covering Networking Activities (NA) devoted to the coordination, communication and community liaison; Service Activities (SA) focused on the provisioning of services and resources for the execution of the data analysis challenges; and Joint Research Activities (JRAs), dealing with the development of new components and technologies to support data analysis.
-
-In order to achieve these objectives, we propose to evolve existing cloud services, taking into account the following design principles:
-\begin{itemize}
-\item Evolve the required services from TRL6 to TRL8 under an open framework and considering existing standards for interoperability.
-\item Re-use if possible existing cloud services in production, and in particular those being adopted for proposed e-infrastructure of the European Open Science Cloud.
-\item Consider the integration of existing specialized resources into cloud services having in mind the point of view of the current daily management of those resources, like for example current HPC data centres.
-\item Ensure that the resulting framework will have a low learning curve for the developers of the solutions, by delivering a DEEP catalogue that can be directly exploited by users to build their applications.
-\item Assure the scalability and performance of the solution developed, which is key to guarantee the interest both of resource providers and users.
-\end{itemize}
+The DEEP-Hybrid-DataCloud project aims to provide a bridge towards a more flexible exploitation of intensive
+ computing resources by the research community, enabling access to the latest technologies that require also
+ last generation hardware and the scalability to be able to explore large data sets. It is structured into six
+ different work packages, covering Networking Activities (NA) devoted to the coordination, communication
+and community liaison; Service Activities (SA) focused on the provisioning of services and resources for the
+execution of the data analysis challenges; and Joint Research Activities (JRAs), dealing with the development
+ of new components and technologies to support data analysis.
+In order to achieve these objectives, we propose to evolve existing cloud services, taking into account the
-\section{Research Communities and requirements}
-The Research Communities participating in the DEEP-HDC project enable to cover differet scientific areas ranging from Biological and Medical Science, Computing Security, Physical Sciences, Citizen Science and Earth Observation.
-
-\subsection{Medical science}
-Deep learning approaches to biomedical image analysis have opened new opportunities in how diseases are diagnosed and treated. However, one drawback of automated analysis of medical images with deep learning is the requirement for sophisticated IT infrastructures (hardware, software, network). In this project, we will explore various ways to apply deep learning to analyse images in the context of retinopathy \cite{Yau2012}.
-Requirements injected into the project:
+ following design principles:
\begin{itemize}
-\item develop and evaluate a deep learning tool facilitating the classification of retinopathy stage and progression based on digital color fundus retinal photography images.
-\item improve automated classification retinopathy stage (Healthy, Mild, Medium, Severe) and reconstruct disease progression by means of deep learning.
-\item explore construction (training) of deep learning models using inherently distributed training data.
-\item address the need for a comprehensive and automated method for large-scale screening programs based on medical images.
+\item Evolve the required services from TRL6 to TRL8 under an open framework and considering existing
+standards for interoperability.
+\item Re-use if possible existing cloud services in production, and in particular those being adopted for
+ proposed e-infrastructure of the European Open Science Cloud.
+\item Consider the integration of existing specialized resources into cloud services having in mind the point
+of view of the current daily management of those resources, like for example current HPC data centres.
+\item Ensure that the resulting framework will have a low learning curve for the developers of the solutions,
+by delivering a DEEP catalogue that can be directly exploited by users to build their applications.
+\item Assure the scalability and performance of the solution developed, which is key to guarantee the interest
+both of resource providers and users.
\end{itemize}
-
-\subsection{Computing Security}
-The usage of specialised hardware in order to speed up packet capturing, pre-processing and classification for network analysis is becoming very popular in recent times. Intrusion detection, or deep packet inspection systems are highly demanded application frameworks by network security analysts.
- The common feature to these network applications is that it is needed to process a continuous flow of information and react promptly to the generated events.
-Requirements injected into the project:
-\begin{itemize}
-\item Definition of an architecture for data intake, analysis and storage.
-\item Research and development of different tools e.g. monitoring tools, decision support modules, prediction module with cloud supports that allow data analysis.
-\item Research and development of intelligent modules using ML/DL to analyse and to get meaningful insights of massive online data. Applying and testing different approaches toward cyber-security aspects focused on event detection.
-\item Accelerate Use Case development using cloud e-infrastructure modern technology advantages such as isolated independent environment, that provide built-in security, portability, and flexibility features.
-\end{itemize}
+\section{Project structure}
+The DEEP Hybrid DataCloud project is structured into six different work packages, covering Networking
+Activities (NA) devoted to the coordination, communication and community liaison; Service Activities (SA)
+focused on the provisioning of services and resources for the execution of the data analysis challenges; and
+Joint Research Activities (JRAs), dealing with the development of new components and technologies to
+support data analysis. Figure \ref{DEEP-WP} describes the interaction between the different work packages.
-\subsection{Physical Sciences}
-Quantum Chromodynamics (QCD) is the theory that describes the interaction responsible for the confinement of quarks inside hadrons, the so-called strong interaction. Investigating the properties of QCD requires different techniques depending on the scale of energy we are interested in.
-In this respect, data analysis presents technical challenges to the researchers involved. Those challenges can be traced down to the lack of a flexible environment to move data across the network and analyse them in a flexible way to improve the efficiency of the process of configuration analysis.
-Requirements injected into the project:
-\begin{itemize}
-\item designing a data configuration tool to have general applicability for similar usage scenarios in other scientific areas.
-\end{itemize}
+\begin{figure}[h]
+\centering
+\includegraphics[width=10cm,clip]{DEEP-WP.png}
+\caption{Diagram showing WPs interrelation.}
+\label{fig-wp}
+\end{figure}
+
+It is important to remark the key role of WP2/NA2 and WP3/SA1 to define and channel towards the JRA
+work packages, WP4, WP5, WP6, the requirements for the solutions to be developed, and then provide feedback.
+The direct interaction between WP2 and WP6 will promote an agile interaction on the design and
+DEEP Hybrid DataCloud implementation of the services for final users.
+
+{\bf Work Package 1, WP1 (NA1) - Project Management and Exploitation.}
+This work package will perform the global oversight of the activities carried out within the project, ensuring
+that they are aligned with the DEEP Hybrid DataCloud work programme. WP1 will also coordinate the
+consortium management through the governance structure, including the promotion
+of an adequate interaction between the WP through the steering committee.
+
+{\bf Work Package 2, WP2 (NA2) - Intensive Computing Pilot Applications.}
+This work package is responsible for the definition and correct understanding of the pilot usage scenarios
+regarding the project’s technical architecture and will propose an architecture that is
+applicable for the identified applications. Moreover, NA2 will interact with SA1 and JRA3 to ensure that the
+delivered outcomes are aligned with the expectations of the user communities, are compliant with the
+proposed scenarios and validated against the user applications.
+
+{\bf Work Package 3, WP3 (SA1) - Testbed and integration with EOSC services.}
+The service activities of the project will be supported by WP3, that will guarantee that the project pilot
+testbeds are correctly integrated with other state of the art and e-Infrastructures and services from the
+European Open Science Cloud (EOSC), so that the project can exploit their services in an easy way.
+Moreover, this work package will supervise the software development within the project, providing a
+continuous software improvement process that will involve quality assurance activities, software release
+management, maintenance and support.
+In particular, INFN-CNAF is coordinating Task 3.2 - Software quality assurance, release, maintenance and support.
+ Expressed in terms of Software Quality Assurance and Software Release and Maintenance, CNAF is coordinating
+the management of those software products that became officially part of the first DEEP releases, codenamed
+Genesis \cite{deep-genesis}, foreseen for late 2018 and effectively released in January 2019.
+INFN CNAF is also coordinating the implementation of the continuous software improvement process,
+ following a DevOps approach, through the definition and realization of an innovative Continuous
+Integration (CI) and Delivery (CD) system.
+ INFN-CNAF is contributing also to Task 3.1 - Pilot testbeds and integration with EOSC platform and their services - by
+providing and maintaining the testbeds dedicated to developers, software integration and software preview.
+In particular, the activities were focused in implementing the services needed to support the software development and release
+management and included among others the source code repository, and continuous integration system.
+
+
+{\bf Work Package 4, WP4 (JRA1) - Accelerated and High Performance Computing in the Cloud.}
+This key research activity will be carried out close to the hardware and infrastructure, addressing the gaps
+that currently exist in the support of accelerators (like GPU), specialized hardware (such as low-latency
+interconnects) and HPC systems in general.
+In particular, INFN-CNAF contributes to Task 4.3 - Interaction with HPC resources with PaaS approach - by making
+available its experience on virtualization technologies and cloud middleware frameworks to develop advanced
+solutions that enable the delivery of bare-metal like performance and the resource sharing in multi-tenancy environments.
+
+{\bf Work Package 5, WP5 (JRA2) - High Level Hybrid Cloud solutions.}
+Lead by INFN, WP5 will take care of the provisioning of the platform exploiting the outcomes from JRA1 in a hybrid
+approach, delivering an execution platform for JRA2, ensuring that applications can be spawned in across
+several cloud infrastructures.
+In particular, INFN-CNAF contributes to Task 5.1 - PaaS-level Orchestration Supporting Multi-IaaS Hybrid Infrastructures -
+by contributing both to the development of solutions aimed at provision and orchestrate resources among multiple IaaS and to the test
+of the new TOSCA Templates that are able to deploy clusters of services.
+
+
+{\bf Work Package 6, WP6 (JRA3) - DEEP as a Service.}
+This activity focuses on bridging the outcomes of NA2, JRA1 and JRA2 so as to deliver the final solution to
+the users in the form of a DEEP as a Service solution. This service will ensure that scientists have an easy
+way to deploy and execute their intensive compute applications based on containers (from NA2) that will be
+executed in an hybrid cloud platform (JRA2), exploiting the specialized hardware that their application requires (JRA1).
+INFN-CNAF contributes to the JRA3 activities and task by supporting integration and testing activities aimed at
+composing a set of defined building blocks that will model the user application and deploying these applications as services that
+can be offered to final users, as a way to deliver scientific results to a wider scope of stakeholders.
+In particular, INFN-CNAF is testing the DEEP-Alien4Cloud \cite{A4C} plugin, elected as the tool able to provide an
+easy to use and intuitive application composition to deliver the DEEaaS solutions.
-\subsection{Citizen Science}
-The potential of applying deep learning techniques for plant classification and its usage for citizen science in large-scale biodiversity monitoring has been discussed in recent publications \cite{Heredia2017}. The predictions can be confidently used as a baseline classification in citizen science communities which in turn can share their data with biodiversity portals.
-Requirements injected into the project:
-\begin{itemize}
-\item Produce a tool that is able to classify plants species from images.
-\item Have the results produced by the developed tools validated by biodiversity experts.
-\item Deploy this tool to automated monitoring of biodiversity.
-\end{itemize}
-\subsection{Earth Observation}
-The application of NN to pattern recognition in satellite images, and their combination with other in-situ measurements, opens new possibilities in areas like Ecosystems and Biodiversity. The EU Copernicus Programme relies on a family of dedicated Earth Observation missions called the Sentinels. The data acquired from these missions are systematically downlinked and processed to operational user products, and made available under an open and free license \cite{Copernicus}.
-\begin{itemize}
-\item Enable monitors for ecosystems and the design of better policies regarding the environment.
-\item Enable the capabilities of the European biodiversity platforms such as LifeWatch.
-\item Develop a detection and prediction system that combines the latest Deep Learning techniques with satellite data. An environment where you can process and analyse different satellite maps, choosing the place, the date, etc.
-\end{itemize}
\section{DEEP Overall architecture}
-The DEEP PaaS layer is based on the components developed and integrated in the INDIGO-DataCloud project \cite{indigo}. The architecture is depicted in Figure~\ref{fig-1} and the main components are briefly described hereafter:
+The DEEP PaaS layer is based on the components developed and integrated in the INDIGO-DataCloud project \cite{indigo}.
+The architecture is depicted in Figure~\ref{fig-arch} and the main components are briefly described hereafter:
\begin{figure}[h]
\centering
-\includegraphics[width=10cm,clip]{DEEP-fig1.PNG}
+\includegraphics[width=10cm,clip]{DEEP-arch.png}
\caption{The architecture of the DEEP PaaS layer is based on the building blocks provided by the INDIGO-DataCloud project.}
-\label{fig-1}
+\label{fig-arch}
\end{figure}
-The PaaS Orchestrator is the core component of the PaaS layer. It receives high-level deployment requests and coordinates the deployment process over the IaaS platforms.
-
-The Identity and Access Management (IAM) Service provides a layer where identities, enrolment, group membership, attributes and policies to access distributed resources and services can be managed in an homogeneous and interoperable way.
-
-The Monitoring Service is in charge of collecting monitoring data from the targeted clouds, analysing and transforming them into information to be consumed by the Orchestrator.
+The PaaS Orchestrator is the core component of the PaaS layer. It receives high-level deployment requests and coordinates
+the deployment process over the IaaS platforms.
+The Identity and Access Management (IAM) Service provides a layer where identities, enrollment, group membership, attributes
+ and policies to access distributed resources and services can be managed in an homogeneous and interoperable way.
-The Cloud Provider Ranker (CPR) is a rule-based engine that allows to rank cloud providers in order to help the Orchestrator to select the best one for the requested deployment. The ranking algorithm can take into account preferences specified by the user and other information like SLAs and monitoring data.
+The Monitoring Service is in charge of collecting monitoring data from the targeted clouds, analysing and transforming them into
+ information to be consumed by the Orchestrator.
+The Cloud Provider Ranker (CPR) is a rule-based engine that allows to rank cloud providers in order to help the Orchestrator
+to select the best one for the requested deployment. The ranking algorithm can take into account preferences specified by
+the user and other information like SLAs and monitoring data.
+The SLA Management (SLAM) service allows the handshake between users and a site on a given SLA.
+The Managed Service/Application (MSA) Deployment Service is in charge of scheduling, spawning, executing and monitoring
+applications and services on a distributed infrastructure; the core of this component consists of an elastic Mesos cluster with
+ slave nodes dynamically provisioned and distributed on the IaaS sites.
+The Infrastructure Manager (IM) deploys complex and customized virtual infrastructures on a IaaS site providing an abstraction
+ layer to define and provision resources in different clouds and virtualization platforms.
+The Data Management Services is a collection of services that provide an abstraction layer for accessing the data storage
+ in a unified and federated way.
+The Information Provider and Accounting System collects detailed information from an IaaS provider about the current
+ status of the resources from the amount of resources of CPU, RAM or storage to the availability of a service.
-The SLA Management (SLAM) Service allows the handshake between users and a site on a given SLA.
-The Managed Service/Application (MSA) Deployment Service is in charge of scheduling, spawning, executing and monitoring applications and services on a distributed infrastructure; the core of this component consists of an elastic Mesos cluster with slave nodes dynamically provisioned and distributed on the IaaS sites.
-The Infrastructure Manager (IM) deploys complex and customized virtual infrastructures on a IaaS site providing an abstraction layer to define and provision resources in different clouds and virtualization platforms.
-The Data Management Services is a collection of services that provide an abstraction layer for accessing the data storage in a unified and federated way.
-
-The Information Provider and Accounting System collects detailed information from an IaaS provider about the current status of the resources from the amount of resources of CPU, RAM or storage to the availability of a service.
\section{DEEP as a Service solution}
-The high level decomposition of the DEEP as a Service design is depicted in Figure~\ref{fig-2} and consists on the following key components:
+The high level decomposition of the DEEP as a Service design is depicted in Figure~\ref{fig-DEEPaas}
+and consists on the following key components:
\begin{itemize}
-\item The DEEP open Catalog where the users, communities, etc. can browse, store and download relevant modules for building up their applications (like ready to use machine learning frameworks, complex application topologies, etc.).
+\item The DEEP open Catalog where the users, communities, etc. can browse, store and download relevant modules
+ for building up their applications (like ready to use machine learning frameworks, complex application topologies, etc.).
\item An application modeler or composition tool, that will be used to build up complex application topologies in an easy way.
-\item A runtime engine, that will take the defined topology as input, provision the required computing resources and deploy the application.
-\item The DEEP PaaS layer, that will coordinate the overall workflow execution to choose the appropriate Cloud sites and manage the deployment of the applications to be executed.
+\item A runtime engine, that will take the defined topology as input, provision the required computing resources and
+deploy the application.
+\item The DEEP PaaS layer, that will coordinate the overall workflow execution to choose the appropriate Cloud sites
+and manage the deployment of the applications to be executed.
\item The DEEP as a Service solution, that will offer the application functionality to the user.
-\item The EINFRA/EOSC data services, to be integrated with the DEEP solutions in order to provide access to any of the data facilities existing in the European Open Science Cloud
+\item The EINFRA/EOSC data services, to be integrated with the DEEP solutions in order to provide access to any of
+the data facilities existing in the European Open Science Cloud
\end{itemize}
-The system is designed with extensibility in mind, taking great care in designing a framework which can be updated easily and where a component can be replaced with a new one in case it is needed. Many of the anticipated changes to our system in future phases will only require adding additional functionality on top of existing components, remaining backwards compatible with previous versions.
+The system is designed with extensibility in mind, taking great care in designing a framework which can be updated
+easily and where a component can be replaced with a new one in case it is needed. Many of the anticipated changes
+to our system in future phases will only require adding additional functionality on top of existing components,
+remaining backwards compatible with previous versions.
\begin{figure}[h]
\centering
-\includegraphics[width=12cm,clip]{DEEP-fig2.PNG}
+\includegraphics[width=12cm,clip]{DEEP-aas.png}
\caption{DEEPaaS high level architecture.}
-\label{fig-2}
+\label{fig-DEEPaas}
\end{figure}
\section{Conclusions}
In the present contribution the DEEP-XDC project and its objectives have been presented and discussed.
-These objective, together with the related needs proper of the research communities involved in the project, are the real driver to develop innovative and reliable open source solutions able to fill up the technology gaps that currently prevent effective exploitation of distributed computing and storage resources by many scienti c communities.
+These objective, together with the related needs proper of the research communities involved in the project, are
+the real driver to develop innovative and reliable open source solutions able to fill up the technology gaps that currently
+ prevent effective exploitation of distributed computing and storage resources by many scientific communities.
+
+For the second part of project, the activities carried on at INFN-CNAF will continue to ensure the fulfillment of the
+project objectives.
+In particular, the already available software solutions will be enriched by advanced functionalities (provided by JRAs)
+aimed at addressing the use case requirements provided by NA2.
+The implementation and related testing of those new solutions will be performed in the testbeds maintained by SA1.
+SA1 will also continue its activities aimed at further validate the software, its robustness and scalability and will follow
+ the preparation of the second project release, DEEP-2 , foreseen for the second half of 2019.
+
+Moreover, DEEP-HDC project can complement and integrate with other running projects and communities and with
+existing multi-national, multi-community infrastructures. As an example,DEEP-HDC is collaborating with the
+ eXtreme-DataCloud (XDC) \cite{xdc} project aimed at developing scalable technologies for federating storage
+resources and managing data in highly distributed computing environments.
-Moreover, DEEP-HDC project can complement and integrate with other running projects and communities and with existing multi-national, multi-community infrastructures. As an example,DEEP-HDC is collaborating with the eXtreme-DataCloud (XDC) \cite{xdc} project aimed at developing scalable technologies for federating storage resources and managing data in highly distributed computing environments.
+\section*{Acknowledgments}
+DEEP-HybridDataCloud has been funded by the European Commission H2020 research and innovation
+program under grant agreement RIA 777435.
-As an added value both projects (DEEP-HDC and XDC) have the common objective to
-open new possibilities to scienti c research communities in Europe by supporting the evolution of e-Infrastructure services for exascale computing. Those services are expected to become a reliable part of the nal solutions for the research communities available in the European Open Science Cloud Service Catalogue.
\section{References}
@@ -172,13 +275,17 @@ Web site: https://ec.europa.eu/research/openscience/index.cfm?pg=open-science-cl
Web site: https://www.egi.eu/
\bibitem{einfracall21}
Web site: http://ec.europa.eu/research/participants/portal/desktop/en/opportunities/h2020/topics/einfra-21-2017.html
-\bibitem{Yau2012} Yau, J.W., Rogers, S.L., Kawasaki, R., Lamoureux, E.L., Kowalski, J.W., et al. (2012) Global prevalence and major risk factors of diabetic retinopathy. Diabetes Care 35: 556–564.
-\bibitem{Heredia2017} Ignacio Heredia, 2017. Large-Scale Plant Classification with Deep Neural Networks. Proceedings of the Computing Frontiers Conference , 259-262.
-\bibitem{Copernicus} http://www.copernicus.e u/main/data-access
+\bibitem{deep-genesis}
+Web site: https://deep-hybrid-datacloud.eu/2019/01/18/deep-genesis-first-software-release-is-out/
+\bibitem{A4C}
+Web site: https://github.com/indigo-dc/alien4cloud-deep/
\bibitem{indigo}
Web site: https://www.indigo-datacloud.eu
\bibitem{xdc}
Web site: www.extreme-datacloud.eu
+
+
+
\end{thebibliography}
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diff --git a/contributions/sdds-xdc/SDDS-XDC.tex b/contributions/sdds-xdc/SDDS-XDC.tex
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--- a/contributions/sdds-xdc/SDDS-XDC.tex
+++ b/contributions/sdds-xdc/SDDS-XDC.tex
@@ -4,158 +4,296 @@
\title{eXtreme-DataCloud project: Advanced data management services for distributed e-infrastructures}
%\address{Production Editor, \jpcs, \iopp, Dirac House, Temple Back, Bristol BS1~6BE, UK}
-\author{A. Costantini$^1$, D. Cesini$^1$, D.C. Duma$^1$, G. Donvito$^2$, M. Viljolen$^3$, S. Battaglia$^4$, V. Poireau$^5$, L. Dell'Agnello$^1$, O. Keeble$^6$, R. Lemrani$^7$, C. Ohmann$^4$, J. Marco de Lucas$^8$, L. Dutka$^9$, P. Fuhrmann$^10$, F. Aguilar Gomez$^11$
+\author{A. Costantini$^1$, D. Cesini$^1$, D.C. Duma$^1$, D. Michelotto$^1$, A. Falabella$^1$, L. Dell'Agnello$^1$, D.Salomoni$^1$, L. Morgantii$^1$, G. Grandi$^2$
% etc.
}
\address{$^1$ INFN-CNAF, Bologna, Italy}
-\address{$^2$ INFN Bari, Bari, Italy}
-\address{$^3$ EGI, Netherlands}
-\address{$^4$ ECRIN, France}
-\address{$^5$ CNRS, France}
-\address{$^6$ CERN, Switzerland}
-\address{$^7$ IN2P3, France}
-\address{$^8$ CSIC, Spain}
-\address{$^9$ AGH, Polland}
-\address{$^10$ DESY, Germany}
-\address{$^11$ Univ. de Cantabria, Spain}
+\address{$^2$ INFN Bologna, Bologna, Italy}
\ead{alessandro.costantini@cnaf.infn.it}
\begin{abstract}
-The develpoment of new data management services able to cope with very large data resources is becaming a key challenge. Such capability, in fact, will allow the future e-infrastructures to address the needs of the next generation extreme scale scientific experiments.
-To face this challenge, in November 2017 the H2020 eXtreme DataCloud - XDC project has been launched. Lasting for 27 months and combining the expertise of 8 large European research organisations, the project aims at developing scalable technologies for federating storage resources and managing data in highly distributed computing environments. The targeted platforms are the current and next generation e-Infrastructures deployed in Europe, such as the European Open Science Cloud (EOSC), the European Grid Infrastructure (EGI), and the Worldwide LHC Computing Grid (WLCG).
-The project is use-case driven with a multidisciplinary approach, addressing requirements from research communities belonging to a wide range of scientific domains: High Energy Physics, Astronomy, Photon and Life Science, Medical research.
-XDC will implementing data management scalable services, combining already established data management and orchestration tools, to address the following high level topics policy driven data management based on Quality-of-Service, Data Life-cycle management, smart placement of data with caching mechanisms to reduce access latency, meta-data with no predefined schema handling, execution of pre-processing applications during ingestion, data management and protection of sensitive data in distributed e-infrastructures, intelligent data placement based on access patterns.
-This contribution will introduce the project, presents the foreseen overall architecture and the developments that are being carried on to implement the requested functionalities.
+The development of new data management services able to cope with very large data resources is becoming a key challenge.
+Such capability, in fact, will allow the future e-infrastructures to address the needs of the next generation extreme scale scientific experiments.
+To face this challenge, in November 2017 the H2020 eXtreme DataCloud - XDC project has been launched. Lasting for 27 months and combining
+ the expertise of 8 large European research organisations, the project aims at developing scalable technologies for federating storage resources
+and managing data in highly distributed computing environments.
+The project is use-case driven with a multidisciplinary approach, addressing requirements from research communities belonging to a wide range
+of scientific domains: High Energy Physics, Astronomy, Photon and Life Science, Medical research.
+XDC will implementing data management scalable services, combining already established data management and orchestration tools, to address
+ the following high level topics policy driven data management based on Quality-of-Service, Data Life-cycle management, smart placement of
+data with caching mechanisms to reduce access latency, meta-data with no predefined schema handling, execution of pre-processing applications
+during ingestion, data management and protection of sensitive data in distributed e-infrastructures, intelligent data placement based on access patterns.
+This contribution will introduce the project, presents the foreseen overall architecture and the contribution to the activities that are being carried
+on by INFN-CNAF personnel to achieve the project goals and objectives.
\end{abstract}
\section{Introduction}
-Lead by INFN-CNAF, the eXtreme DataCloud (XDC) project \cite{xdc} develops scalable technologies for federating storage resources and managing data in highly distributed computing environments. The provided services are capable of operating at the unprecedented scale required by the most demanding, data intensive, research experiments in Europe and Worldwide. The targeted platforms for the released products are the already existing and the next generation e-Infrastructures deployed in Europe, such as the European Open Science Cloud (EOSC) \cite{EOSC}, the European Grid Infrastructure (EGI) \cite{EGI}, the Worldwide LHC Computing Grid (WLCG) \cite{wlcg} and the computing infrastructures that will be funded by the upcoming H2020 EINFRA-12 call. XDC is funded by the H2020 EINFRA-21-2017 Research and Innovation action under the topic Platform-driven e-Infrastructure innovation \cite{einfracall21}. It is carried on by a Consortium that brings together technology providers with a proven long-standing experience in software development and large research communities belonging to diverse disciplines: Life Science, Biodiversity, Clinical Research, Astrophysics, High Energy Physics and Photon Science. XDC started on 1st November 2017 and will run for 27 months until January 2020. The EU contribution for the project is 3.07 million euros.
-XDC is a use case driven development project and the Consortium has been built as a combination of technology providers, Research Communities and Infrastructure providers. New developments will be tested against real-life applications and use cases. Among the high level requirements collected from the Research Communities, the Consortium identified those considered more general (and hence exploitable by other communities), with the greatest impact on the user base and that can be implemented in a timespan compatible with the project duration and funding.
-
+Lead by INFN-CNAF, the eXtreme DataCloud (XDC) project \cite{xdc} develops scalable technologies for federating storage resources and
+managing data in highly distributed computing environments. The provided services will be capable of operating at the unprecedented scale
+ required by the most demanding, data intensive, research experiments in Europe and Worldwide. The targeted platforms for the released
+ products are the already existing and the next generation e-Infrastructures deployed in Europe, such as the European Open Science Cloud
+ (EOSC) \cite{EOSC}, the European Grid Infrastructure (EGI) \cite{EGI}, the Worldwide LHC Computing Grid (WLCG) \cite{wlcg} and the
+ computing infrastructures that will be funded by the upcoming H2020 EINFRA-12 call. XDC is funded by the H2020 EINFRA-21-2017
+ Research and Innovation action under the topic Platform-driven e-Infrastructure innovation \cite{einfracall21}. It is carried on by a
+ Consortium that brings together technology providers with a proven long-standing experience in software development and large
+research communities belonging to diverse disciplines: Life Science, Biodiversity, Clinical Research, Astrophysics, High Energy Physics
+and Photon Science. XDC started on 1st November 2017 and will run for 27 months until January 2020. The EU contribution for the
+ project is 3.07 million euros.
+XDC is a use case driven development project and the Consortium has been built as a combination of technology providers, Research
+Communities and Infrastructure providers. New developments will be tested against real-life applications and use cases. Among the
+ high level requirements collected from the Research Communities, the Consortium identified those considered more general (and hence
+exploitable by other communities), with the greatest impact on the user base and that can be implemented in a timespan compatible
+ with the project duration and funding.
\section{Project Objectives}
-The XDC project develops open, production quality, interoperable and manageable software that can be easily plugged into the target European e-Infrastructures and adopts state of the art standards in order to ensure interoperability. The building blocks of the high-level architecture foreseen by the project are organized in a manner to avoid duplication of development effort. All the interfaces and links to implement the XDC architecture are developed exploiting the most advanced techniques for authorization and authentication. Services are scalable to cope with most demanding, extreme scale scientific experiments like those run at the Large Hadron Collider at CERN and the Cherenkov Telescope Array (CTA), both of them represented in the project consortium.
-The project will enrich already existing data management services by adding missing functionalities as requested by the user communities. The project will continue the effort invested by the now ended INDIGO-DataCloud project \cite{indigo} in the direction of providing friendly, web-based user interfaces and mobile access to the infrastructure data management services. The project will build on the INDIGO-DataCloud achievements in the field of Quality of Services and data lifecycle management developing smart orchestration tools to realize easily an effective policy driven data management.
+The XDC project develops open, production quality, interoperable and manageable software that can be easily plugged into the target
+ European e-Infrastructures and adopts state of the art standards in order to ensure interoperability. The building blocks of the high-level
+architecture foreseen by the project are organised in a manner to avoid duplication of development effort. All the interfaces and links
+ to implement the XDC architecture are developed exploiting the most advanced techniques for authorisation and authentication.
+Services are scalable to cope with most demanding, extreme scale scientific experiments like those run at the Large Hadron Collider
+at CERN and the Cherenkov Telescope Array (CTA), both of them represented in the project consortium.
+The project will enrich already existing data management services by adding missing functionalities as requested by the user
+communities. The project will continue the effort invested by the now ended INDIGO-DataCloud project \cite{indigo} in the direction
+of providing friendly, web-based user interfaces and mobile access to the infrastructure data management services. The project will
+build on the INDIGO-DataCloud achievements in the field of Quality of Services and data lifecycle management developing smart
+orchestration tools to realise easily an effective policy driven data management.
One of the main objectives of the project is to provide data management solutions for the following use cases:
\begin{itemize}
-\item Dynamic extension of a computing center to a remote site providing transparent bidirectional access to the data stored in both locations.
-\item Dynamic inclusion of sites with limited storage capacity in a distributed infrastructure, proving transparent access to the data stored remotely.
-\item Federation of distributed storage endpoints, i.e. a so-called WLCG Data Lake, enabling fast and transparent access to their data without a-priory copy.
+\item Dynamic extension of a computing centre to a remote site providing transparent bidirectional access to the data stored
+ in both locations.
+\item Dynamic inclusion of sites with limited storage capacity in a distributed infrastructure, proving transparent access to the
+ data stored remotely.
+\item Federation of distributed storage endpoints, i.e. a so-called WLCG Data Lake, enabling fast and transparent access to
+their data without a-priory copy.
\end{itemize}
These use cases will be addressed implementing intelligent, automatic and hierarchical caching mechanisms.
-\section{User Communities requirements}
-In the following paragraphs the user communities represented in XDC are presented togehter with the list of the main requirements injected into the project development process.
-
-\subsection{LifeWatch}
-LifeWatch \cite{lifewatch} is the e-Science and Technology European Infrastructure for Biodiversity and Ecosystem Research, that aims to advance science in these disciplines and to address the big environmental challenges as well as to support knowledge-based strategic solutions to environmental preservation. This mission is achieved by providing access to a multitude of datasets, services, tools and computing resources in general, enabling the construction and operation of Virtual Research Environments (VREs).
-Requirements injected into the project:
-\begin{enumerate}
-\item Integration of different tools based on the cloud, that allow the management of the data life cycle, the production of data based on FAIR (+R, Reproducibility) principles,
-\item Integration of tools that allow the automation of saving the data produced by the sensors stored in distributed storage solution and the management of the metadata for the integration of the different sources.
-\end{enumerate}
-
-\subsection{CTA}
-Very high-energy electromagnetic radiation reaches Earth from a large part of the Cosmos, carrying crucial and unique information about the most energetic phenomena in the Universe. CTA \cite{cta} (Cherenkov Telescope Array) will answer many of the persisting questions by enabling the detection of more than thousands sources over the whole sky. CTA builds on the proven technique of detecting gamma-ray induced particle cascades in the atmosphere through their Cherenkov radiation, simultaneously imaging each cascade stereoscopically with multiple telescopes, and reconstructing the properties of the primary gamma ray from those images.
-Requirements injected into the project:
-\begin{enumerate}
-\item Intelligent and automated dataset distribution: The CTA computing model should be distributed among four data centers and two geographic array sites. The event reconstruction consists of six levels of data, each with specific and complex policies for data distribution: disk vs tape, nb of versions, nb of replicas per version, etc. Some versions must be automatically erased/removed by the system. Data placement is important to distribute load between the four data centers, not only for storage but also for reconstruction/analysis jobs. The data access rights are complex.
-\item Data ingestion preprocessing: The CTA distributed archive is based on the Open Archival Information System (OAIS) ISO standard. Event data are in files (FITS format) containing all metadata. Metadata are extracted from the ingested files, with an automatic filling of the metadata database. Metadata will be used for the further query of archive. The system should be able to manage replicas, tapes, disks, etc, with data from low-level to high-level.
-\end{enumerate}
-
-\subsection{ECRIN}
-ECRIN (European Clinical Research Infrastructure Network) \cite{ecrin} is a not-for-profit intergovernmental organisation that provides support for the development and implementation of multinational clinical research projects in Europe. These are mostly investigator initiated (rather than industry sponsored) clinical trials, run by non-commercial Clinical Trials Units (CTUs) based within universities or hospitals, though ECRIN does also support trials initiated by biotech and medical device small and medium enterprises (SMEs).
-As a result more and more researchers are making such material (generically, clinical trial data objects) available for sharing with others. The datasets are rarely freely available - instead a variety of access mechanisms (e.g. individual request and review, membership of pre-authorised groups, or web based self-attestation) are used in combination with different access types (e.g. download versus in-situ perusal). Furthermore the various data objects are stored in a wide variety of different locations
-making the discoverabilty of such data an important challenge to address.
-Requirements injected into the project:
-\begin{enumerate}
-\item Availability of metadata managements tools, easy to use, web based that allow researchers to provide the necessary metadata themselves (and therefore most accurately), aggregating that metadata centrally
-\item Availability of tools to harvest and map the metadata from existing data repositories, using available APIs and/or data mining techniques
-\item Availability of a generic metadata schema that can not only describe the data objects themselves, but also link them to the source trials and provide information on how the data objects can be accessed (ECRIN has recently proposed such a schema, created by extending DataCite).
-\end{enumerate}
-
-\subsection{WLCG}
-The WLCG (Worldwide LHC Computing Grid) \cite{wlcg} is both a worldwide collaboration that counts thousands of researchers and a research distributed e-infrastructure shared by the LHC (Large Hadron Collider) experiments at CERN. WLCG is, in fact, composed by at least four main distinct communities, one per experiment: ALICE, ATLAS, CMS and LHCb.
-WLCG was historically built for the 4 WLCG experiments (ATLAS; CMS; LHCb, ALICE) but it is now shared, in several sites, with many other High Energy Physics (and astrophysics) Virtual Organizations, at national and international level.
-This created a very variegated and heterogeneous ecosystem of HEP user communities injecting requirements into the same infrastructure. Thousands of researchers exploit the infrastructure on a daily basis to run their applications workflows. Due to the advent of the High Luminosity (HI-LUMI) LHC, expected to enter into production in 2025, has been estimated that the infrastructure and the provided services will need to handle more than 1.5 ExaByte. This extreme scale poses several challenges, technical and economical, on the data management infrastructure. In fact, the storage resources counts roughly for the 50\% of the total infrastructure cost.
-To support these new computing models, improved infrastructure-level data management services would greatly help in lowering the effort to maintain the experiment frameworks.
-Requirements injected into the project:
-The XDC project will provide smart caches mechanisms to be added to the storage systems currently deployed in the WLCG infrastructures. These caching mechanisms will be the basis to realize a distributed storage system deployed across centers connected by fat networks (10Tb in 2025) and operated as a single service. The so called "DataLakes" will simplify the dynamic extension of sites to remote locations and allowing for less datasets distribution. The inclusion into the infrastructure of non standard configuration of sites (i.e. diskless, only tape, HPC farm, etc) will be favored by the availability of such systems. The increased usage of caches will allow less disk usage and a reduced a-priori data transfers among the distributed sites.
-
-\subsection{XFEL}
-The European XFEL \cite{xfel} is a X-RAY Light Source, located in Hamburg, Germany. It is installed mainly in underground tunnels which can be accessed on three different sites. The 3.4 kilometre-long facility will run from the DESY campus in Hamburg to the town of Schenefeld in Schleswig-Holstein. At the research campus in Schenefeld, teams of scientists from all over the world will carry out experiments using the X-ray flashes. Using the X-ray flashes of the European XFEL, scientists will be able to map the atomic details of viruses, decipher the molecular composition of cells, take three-dimensional images of the nanoworld, film chemical reactions, and study processes such as those occurring deep inside planets.
-The expectation is to make derived data (images) available for further processing at the Kurchatov Institute NRC as fast as possible after the raw data has been calibrated at DESY. As the European XFEL started in Sep 2017, this process is not yet in place. So the XDC work will be an integral part of setting up the data analysis chain for the collaboration with the Moscow Kurchatov Institute NRC and the XFEL central facilities
-
-
-\section{XDC Overall architecture}
-The XDC project aims at providing advanced data management capabilities that require the execution of several tasks and the interaction among several components and services. Those capabilities should include but are not limited to QoS management, preprocessing at ingestion and automated data transfers. Therefore global orchestration layer is needed to take care of the execution of those complex workflows.
-Figure~\ref{fig-1} highlights the main components and their role among the three different levels: Storage, Federation, and Orchestration.
+
+\section{Overall project structure}
+The project is structured in five Work Packages (WPs). In details, there are two WPs devoted to networking activities (NA),
+one for service activities (SA) and two for development activities (JRA).
+The relationships among the WPs are represented in Figure \ref{fig-WP}: NA1 is supervising the activities of all the Work
+Packages and deals with the management aspects in order to ensure a smoothly progress of the Project activities. NA2,
+representing communities, will provide requirements that will guide the
+development activities carried out by JRA1 and JRA2. JRA1 and JRA2 are responsible to provide new and integrated
+solutions to address the user requirements provided by NA2. SA1 provides Quality Assurance policies and procedures and
+ the Maintenance and Support coordination, including Release Management. NA2 closes the cycle validating the released
+components on the pilot testbeds made available for exploitation by SA1.
+
+
+\begin{figure}[h]
+\centering
+\includegraphics[width=10cm,clip]{XDC-WP.png}
+\caption{Relationships between the WPs in the XDC project.}
+\label{fig-WP}
+\end{figure}
+
+
+{\bf Work Package 1 (NA1)} bring the project towards the successful achievement of its objectives, efficiently
+coordinating the Consortium and ensuring that the activities progress smoothly.
+Coordinated by INFN-CNAF, WP1 is responsible for the financial administration of the project; it controls the effort reporting and the
+progress of the work ensuring that they adhere to the work plan and to the Grant Agreement.
+WP1 defines the Quality Assurance plan and reports periodically to the EC about the overall project progress.
+It is responsible for the resolution of internal conflicts and for the creation of a fruitful spirit of collaboration,
+ensuring that all the partners are engaged to fulfil the project objectives. WP1 communicates the project
+vision and mission to the relevant international events and interested institutions.
+In particular, INFN-CNAF has been in charge of the organisation of the joint eXtreme-DataCloud (XDC)
+and the DEEP-HybridDataCloud kickoff meeting \cite{xdc-ko}, hosted in Bologna (Italy) on 23-25 January, 2018.
+
+{\bf Work Package 2 (NA2)} identify new functionalities for the management of huge data
+volumes from the different Research Communities Use Cases providing requirements to the existing tools
+developers to enhance the user experience. WP2 is also responsible for testing the new developments and for
+providing adequate feedback about the user experience of the different services. WP2 analyses the scalability
+requirements for the infrastructure taking into account the challenges expected in next years and the new
+frameworks of scientific data.
+INFN-CNAF mainly participates to WP2 activities by supporting the WLCG community and related LHC experiments through the figure
+of {\bf Champion} who is a member of Research Communities/Infrastructures that understands very well the needs of the use case
+ and has a general understanding of the available solutions and their features.
+In particular, WLCG Champion at INFN-CNAF has the role to harmonise the XDC development activities with those carried on within
+the WLCG community having the objective to improve the software solutions in terms of scalability, usability, maintainability, interoperability
+and cost effectiveness, looking forward the HL-LHC high demanding data taking conditions.
+
+
+{\bf Work Package 3 (SA1)} provides software lifecycle management services together with pilot e-Infrastructures
+\begin{itemize}
+\item For the project developers in order to ensure the maintenance of the high quality of the
+released software components and services while adding new features
+\item Through Continuous Integration and Delivery, followed by deployment and
+operation/monitoring in production environment
+\item For the User communities, in order to ensure the delivered software consistently pass the
+customer acceptance criteria and continually improve its quality
+\item For the e-Infrastructure providers, in order to ensure an easy and smooth delivery of
+improved software services and components while guaranteeing the stability of their
+production infrastructures.
+\end{itemize}
+INFN-CNAF is coordinating WP3 and its main activities are related to:
+\begin{itemize}
+\item Software Lifecycle Management: expressed in terms of Software Quality Assurance and
+Software Release and Maintenance, CNAF is coordinating the management of those software products that
+became officially part of the first XDC releases, codenamed Pulsar \cite{xdc-pulsar}, foreseen for late 2018 and effectively released in January 2019.
+CNAF is also coordinating the implementation of the continuous
+software improvement process, following a DevOps approach, through the definition and
+realisation of an innovative Continuous Integration (CI) and Delivery (CD) system.
+\item Pilot Infrastructure Services: CNAF, with the support of the project partners, is providing and maintaining the testbeds
+dedicated to developers, software integration and software preview.
+In particular, the activities were focused in implementing the services needed to support the software development and release
+management and included among others the source code repository, and continuous integration system.
+\item Exploitation activities: focused in bridging with infrastructure providers which are the
+targets for the XDC software together with the user communities (WP2). Among the
+exploitation activities, INFN-CNAF actively participated on a task devoted to creating a Service Providers Board and
+establish communication channels with providers.
+\end{itemize}
+Moreover, INFN-CNAF is hosting and maintaining the XDC collaborative tools put in place for an effective project
+communication among partners (web site, INDICO agenda, mailing lists, document repository, video conference,
+ issue tracking system, project management and content collaboration ).
+
+
+{\bf Work Package 4 (JRA1)} provides the semi or fully automated placement of scientific data in
+the Exabyte region on the site (IaaS) as well as on the federated storage level. In the context of this Work
+Package, placement may either refer to the media the data is stored on, to guarantee a requested Quality of
+Service, or the geographical location, in order to move data as close to the compute facility as possible to overcome
+latency issues in geographically distributed infrastructures. In the latter case, data might either be
+permanently moved, or temporarily cached.
+In WP4, INFN-CNAF contributes in the development of an HTTP caching system based on NGINX \cite{nginx} web server.
+Serving as a content cache, the XDC-HTTP caching service, can be deployed in several WLCG data management
+workflows, given that many of the software solutions support the HTTP protocol for data operations.
+In particular, this activity carried on in WP4 aims to add support for VOMS proxy certificates exploiting the
+modularity of NGINX to develop an additional module that inspects the VOMS proxy certificate attributes.
+INFN-CNAF contributed also to the geographically scalability tests of the XCache system, developed within
+WP4 activities, in particular in the deployment and related support of the software in a national testbed.
+
+
+{\bf Work Package 5 (JRA2)} provides enriched high-level data management services unifying
+access to heterogeneous storage resources and services, enable extreme scale data processing on both private
+as well as public Cloud computing resources using established interfaces and allowing usage of legacy
+applications without the need for rewriting them from scratch. These functionalities will be provided mainly
+by Onedata \cite{onedata} distributed virtual file-system platform.
+In particular, INFN-CNAF is in charge to deploy and test the new features released by WP5 by adopting the
+services and solution provided by WP3.
+
+
+\section{General architecture}
+The XDC project aims at providing advanced data management capabilities that require the execution of several tasks and
+ the interaction among several components and services. Those capabilities should include but are not limited to QoS
+management, preprocessing at ingestion and automated data transfers. Therefore a global orchestration layer is needed
+to take care of the execution of those complex workflows.
+Figure~\ref{fig-comp} highlights the main components and their role among the three different levels: Storage,
+Federation, and Orchestration.
\begin{figure}[h]
\centering
-\includegraphics[width=8cm,clip]{XDC-fig1.PNG}
+\includegraphics[width=8cm,clip]{XDC-comp.png}
\caption{XDC main components and related roles.}
-\label{fig-1}
+\label{fig-comp}
\end{figure}
-Figure~\ref{fig-2} highlights the high level architecture of the XDC project by describing the components and the related connections.
+Figure~\ref{fig-HLA} highlights the high level architecture of the XDC project by describing the components and the
+ related connections.
\begin{figure}[h]
\centering
-\includegraphics[width=12cm,clip]{XDC-fig2.PNG}
+\includegraphics[width=12cm,clip]{XDC-HLA.png}
\caption{High level architecture of the XDC project.}
-\label{fig-2}
+\label{fig-HLA}
\end{figure}
-\subsection{XDC Orchestration system}
-In the XDC project the global orchestration layer is needed to take care of the execution of those complex workflows. The orchestration covers two essential aspects:
+\subsection{XDC PaaS Orchestration system}
+In the XDC project a global orchestration layer is needed to take care of the execution of those complex workflows.
+ The orchestration covers two essential aspects:
\begin{itemize}
\item The overall control, steering and bookkeeping including the connection to compute resources
\item The orchestration of the data management activities like data transfers, and data federation.
\end{itemize}
-Consequently we have decided to split the responsibilities between two different components: the INDIGO Orchestrator \cite{paasorch} and Rucio \cite{rucio}.
-The INDIGO PaaS Orchestrator, the system wide orchestration engine, is a component of the PaaS layer that allows to instantiate resources on Cloud Management Frameworks (like OpenStack and OpenNebula) and Mesos clusters. It takes the deployment requests, expressed through templates written in TOSCA YAML Profile 1.0 \cite{tosca}, and deploys them on the best cloud site available.
-The Rucio project, the data management orchestration subsystem, is the new version of ATLAS Distributed Data Management (DDM) system services for allowing the ATLAS collaboration to manage the large volumes of data, both taken by the detector as well as generated or derived, in the ATLAS distributed computing system. Rucio is used to manage accounts, files, datasets and distributed storage systems
-Those two components, the PaaS Orchestrator and Rucio, provide different capabilities and can complement each other to offer a full set of features to meet the XDC requirements.
-Rucio implements the data management functionalities missing in the INDIGO Orchestrator: the Orchestrator will make use of those capabilities to orchestrate the data movement based on policies. Rucio will be integrated in the INDIGO Orchestrator as a plugin to be used to steer the data movement. The Orchestrator will be the main entry point for the user requests and, in particular, it will also interact directly with the storage backends in order to get information about the data availability in order to trigger the right processing flow
+Consequently it was decided to split the responsibilities between two different components: the INDIGO
+Orchestrator \cite{paasorch} and Rucio \cite{rucio}.
+The INDIGO PaaS Orchestrator, the system wide orchestration engine, is a component of the PaaS layer that allows
+ to instantiate resources on Cloud Management Frameworks (like OpenStack and OpenNebula) and Mesos clusters.
+ It takes the deployment requests, expressed through templates written in TOSCA YAML Profile 1.0 \cite{tosca},
+ and deploys them on the best cloud site available.
+The Rucio project, the data management orchestration subsystem, is the new version of ATLAS Distributed Data
+Management (DDM) system services for allowing to manage the large volumes of data, both
+ provided by the detector as well as generated or derived, in the ATLAS distributed computing system. Rucio is used to
+manage accounts, files, datasets and distributed storage systems.
+Those two components, the PaaS Orchestrator and Rucio, provide different capabilities and can complement each
+other to offer a full set of features to meet the XDC requirements.
+Rucio implements the data management functionalities missing in the INDIGO Orchestrator: the Orchestrator will
+make use of those capabilities to orchestrate the data movement based on policies.
\subsection{XDC Quality-of-Service implementation}
-The idea to provide scientific communities or individuals with the ability to specify a particular quality of service when storing data, e.g. the maximum access latency or minimum retention policy, was introduced within the INDIGO-DataCloud project. In XDC, the QoS concept is envisioned to consistently compliment all data related activities. In other words, whenever storage space is requested, either manually by a user or programmatically by a framework, the quality of that space can be negotiated between the requesting entity and the storage provider
+The idea to provide scientific communities or individuals with the ability to specify a particular quality of service
+when storing data, e.g. the maximum access latency or minimum retention policy, was introduced within the
+INDIGO-DataCloud project. In XDC, the QoS concept is envisioned to consistently complement all data related
+ activities. In other words, whenever storage space is requested, either manually by a user or programmatically
+ by a framework, the quality of that space can be negotiated between the requesting entity and the storage provider.
\subsection{Caching within XDC}
-In this section we consider how the XDC architecture treats the storage and access of data, building a hierarchy of components whose goal is to maximise the accessibility of data to clients while minimising global infrastructure costs. The architecture considers a set of multi-site storage systems, potentially accessed through caches, both of which are aggregated globally through a federation.
-While large, multi-site storage systems may hold the majority of a community custodial data, XDC does not foresee that they will necessarily host all the compute capacity. In particular, CPU-only resource centres or cloud procurements must be supported. Provision must therefore be made to ensure wide area data access is as efficient as possible.
-Such resource centres may access custodial data through a standalone proxy cache. The simplest cache envisaged by XDC, a kind of "minimum viable product", would have the
-following characteristics: Read-only operation, Fetch data on miss with service credentials, Data can be chunked or full-file, Manage cache residency, evicting data when necessary, HTTP frontend with group-level authorisation. Beyond this scenario, certain extensions will be investigated: Write support, Synchronisation and enforcement of ACLs, Namespace synchronisation (allowing discovery of non-resident data), Call-out to FTS for data transport, QoS support, Integration with notifications, such as primary storage notifying a file deletion
+In this section we consider how the XDC architecture treats the storage and access of data, building a hierarchy of
+components whose goal is to maximise the accessibility of data to clients while minimising global infrastructure costs.
+ The architecture considers a set of multi-site storage systems, potentially accessed through caches, both of which
+ are aggregated globally through a federation.
To such purpose, various technologies are available to the project to serve as the basis of an implementation:
\begin{itemize}
-\item The system runs native dCache \cite{dcache} or EOS, but operates in a "caching mode" staging data in when a cache miss occurs.
-\item A service such as Dynafed \cite{dynafed} will be augmented to initiate data movement. While it would only hold only metadata, it would use a local storage system for holding the data
-\item A standalone HTTP cache could be built from existing web technology, such as nginx \cite{nginx}, modified for horizontal scalability and relevant AAI support.
+\item The system runs native dCache \cite{dcache} or EOS, but operates in a "caching mode" staging data in
+when a cache miss occurs.
+\item A service such as Dynafed \cite{dynafed} will be augmented to initiate data movement. While it would
+hold only metadata, it would use a local storage system for this.
+\item A standalone HTTP cache could be built from existing web technology, such as NGINX,
+ modified for horizontal scalability and relevant AAI support.
\end{itemize}
\subsection{XDC data management and new developments}
-Data management functionality for end users will be also available via the Onezone component of the Onedata platform \cite{onedata}. Onezone will provide single-sign on authentication and authorization for users, which will be able to create access tokens to perform data access activities via the Web browser, REST API or using Onedata POSIX virtual filesystem. Onezone will enable federating multiple storage sites by deploying Oneprovider services on top of the actual storage resources provisioned by the sites.
-For the purpose of job scheduling and orchestration, Onedata will communicate with Indigo Orchestrator component by means of a message bus, allowing the orchestrator to subscribe for events related to data transfers and data access. This will allow Orchestrator to react to changes in the overall system state (e.g. a new file in a specific directory or space, data distribution changes initiated by manual transfers, cache invalidation or on-the-fly block transfers).
-In order to ensure federation level Quality of Service Onedata will expose an interface providing information on data access latency and block based file location.
-Onedata will be also responsible for definition of federation level authentication and authorization aspects of data access, based on OpenID Connect \cite{oidc}. Upon login, each user will be able to generate access tokens, which can be used for accessing and managing data using REST API or mounting the virtual POSIX filesystems on computational nodes. Furthermore, Onedata will provide a federated level encryption key management service, allowing users to securely upload symmetric encryption keys (e.g. AES-256).
-On the data access layer, Onedata will provide a WebDAV \cite{webdav} storage interface, to enable integration of other HTTP transfer based components such as FTS \cite{fts} or EOS \cite{eos} to make the data managed by these components to be accessible in a unified manner via the POSIX virtual filesystem provided by Onedata.
-Furthermore, Onezone, the entry point to the data management aspects of the platform, will allow for semi-automated creation of data discovery portals, based on metadata stored in the federated Oneprovider instances and on a centralized ElasticSearch engine indexing the metadata. This solution will allow the communities to create custom indexes on the data and metadata, provide customizable styles and icons for their users and defining custom authorization rights based on user classes (public access, access on login, group access, etc.).
+Data management functionality for end users will be also available via the Onedata
+ platform \cite{onedata}. Onezone will provide single-sign on authentication and authorisation for users, which will
+be able to create access tokens to perform data access activities via the Web browser, REST API or using Onedata
+ POSIX virtual filesystem. Onezone will enable federating multiple storage sites through the deployment of Oneprovider services
+on top of the actual storage resources provisioned by the sites.
+For the purpose of job scheduling and orchestration, Onedata will communicate with Indigo Orchestrator component
+by means of a message bus, allowing the Orchestrator to subscribe for events related to data transfers and data
+access. This will allow Orchestrator to react to changes in the overall system state (e.g. a new file in a specific
+directory or space, data distribution changes initiated by manual transfers, cache invalidation or on-the-fly block transfers).
+Onedata will be also responsible for definition of federation level authentication and authorisation aspects of data
+access, based on OpenID Connect \cite{oidc}.
+On the data access layer, Onedata will provide a WebDAV \cite{webdav} storage interface, to enable integration of
+other HTTP transfer based components such as FTS \cite{fts} or EOS \cite{eos} to make the data managed by these
+components accessible in a unified manner via the POSIX virtual filesystem provided by Onedata.
+Furthermore, Onezone, the entry point to the data management aspects of the platform, will allow for semi-automated
+ creation of data discovery portals, based on metadata stored in the federated Oneprovider instances and on a
+ centralised ElasticSearch engine indexing the metadata. This solution will allow the communities to create custom
+ indexes on the data and metadata, provide customisable styles and icons for their users and defining custom
+authorisation rights based on user classes (public access, access on login, group access, etc.).
\section{Conclusions}
-In the present contribution the XDC objectives, starting from the technology gaps that currently prevent effective exploitation of distributed computing and storage resources by many scientific communities, have been discussed and presented.
-Those objectives are the real driver of the project and derive directly from use cases, and the related needs, presented by the scientific communities involved in the project itself, covering areas such as Physics, Astrophysics, Bioinformatics, and others.
-Starting from the above assumptions, the overall structure of the project have been presented by emphasizing its components, typically based upon or extend established open source solutions, and the relations among them
+In the present contribution the XDC objectives, starting from the technology gaps that currently prevent effective
+ exploitation of distributed computing and storage resources by many scientific communities, have been discussed and presented
+together with the activities (and related contributions) carried on by INFN-CNAF for each WP of the project.
+Those objectives are the real driver of the project and derive directly from use cases, and the related needs,
+ presented by the scientific communities involved in the project itself, covering areas such as Physics, Astrophysics, Bioinformatics, and others.
+Starting from the above assumptions, the overall structure of the project has been presented emphasising
+ its components, typically based upon or extend established open source solutions, and the relations among them.
+
+For the second part of project, the activities carried on at INFN-CNAF will continue to ensure the fulfilment of the project objectives.
+In particular, the already available software solutions will be enriched by advanced functionalities (provided by JRAs) aimed at addressing the
+use case requirements provided by NA2. The implementation and related testing of those new solutions will be performed in the testbeds maintained by SA1.
+SA1 will also continue its activities aimed at further validate the software, its robustness and scalability and will follow the preparation of the second
+project release, codenamed Quasar, foreseen for the second half of 2019.
+
+Moreover, XDC project can complement and integrate with other running projects and communities and with
+existing multi-national, multi-community infrastructures. As an example, XDC is collaborating with the Designing
+and Enabling E-Infrastructures for intensive Processing in Hybrid Data Clouds (DEEP-Hybrid-DataCloud) \cite{deep}
+project aimed at promoting the integration of specialised, and expensive, hardware under a Hybrid Cloud platform,
+ and targeting the evolution of the corresponding Cloud services supporting these intensive computing techniques to production level.
-Moreover, XDC project can complement and integrate with other running projects and communities and with existing multi-national, multi-community infrastructures. As an example, XDC is collaborating with the Designing and Enabling E-Infrastructures for intensive Processing in Hybrid Data Clouds (DEEP-Hybrid-DataCloud) \cite{deep} project aimed at promoting the integration of specialized, and expensive, hardware under a Hybrid Cloud platform, and targeting the evolution of the corresponding Cloud services supporting these intensive computing techniques to production level.
-As an added value both projects (XDC and DEEP-HDC) have the common objective to open new possibilities to scientific research communities in Europe by supporting the evolution of e-Infrastructure services for exascale computing. Those services are expected to become a reliable part of the final solutions for the research communities available in the European Open Science Cloud Service Catalogue.
+\section*{Acknowledgments}
+eXtreme DataCloud has been funded by the European Commission H2020 research and innovation
+program under grant agreement RIA 777367.
+
\section{References}
@@ -174,14 +312,20 @@ Web site: wlcg.web.cern.ch/
Web site: http://ec.europa.eu/research/participants/portal/desktop/en/opportunities/h2020/topics/einfra-21-2017.html
\bibitem{indigo}
Web site: https://www.indigo-datacloud.eu
-\bibitem{lifewatch}
-Web site: https://www.lifewatch.eu
-\bibitem{cta}
-Web site: https://www.cta-observatory.org
-\bibitem{ecrin}
-Web site: https://www.ecrin.org
-\bibitem{xfel}
-Web site: https://www.xfel.eu
+\bibitem{xdc-ko}
+Web site: http://www.extreme-datacloud.eu/kickoff/
+\bibitem{xdc-pulsar}
+Web site: http://www.extreme-datacloud.eu/pulsar-out/
+%\bibitem{lifewatch}
+%Web site: https://www.lifewatch.eu
+%\bibitem{cta}
+%Web site: https://www.cta-observatory.org
+%\bibitem{ecrin}
+%Web site: https://www.ecrin.org
+%\bibitem{xfel}
+%Web site: https://www.xfel.eu
+\bibitem{nginx}
+Web site: https://www.nginx.com/
\bibitem{paasorch}
Web site: www.indigo-datacloud.eu/paas-orchestrator
\bibitem{rucio}
@@ -192,8 +336,6 @@ TOSCA Simple Profile in YAML Version 1.0. Edited by Derek Palma, Matt Rutkowski,
Web site: www.dcache.org
\bibitem{dynafed}
Web site: lcgdm.web.cern.ch/dynafed-dynamic-federation-project
-\bibitem{nginx}
-Web site: https://www.nginx.com/
\bibitem{onedata}
Web site: onedata.org
\bibitem{oidc}
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+\documentclass[a4paper]{jpconf}
+
+\usepackage{url}
+\usepackage[]{color}
+\usepackage{graphicx}
+\usepackage{makecell}
+\usepackage{booktabs}
+\usepackage{subfig}
+\usepackage{float}
+\usepackage{graphicx}
+\usepackage{tikz}
+\usepackage[binary-units=true,per-mode=symbol]{siunitx}
+
+% \usepackage{pgfplots}
+% \usepgfplotslibrary{patchplots}
+% \usepackage[binary-units=true,per-mode=symbol]{siunitx}
+
+\begin{document}
+\title{Data management and storage systems}
+\author{A. Cavalli, D. Cesini, A. Falabella, E. Fattibene, L.Morganti, A. Prosperini and V. Sapunenko}
+\address{INFN-CNAF, Bologna, IT}
+\ead{vladimir.sapunenko@cnaf.infn.it}
+
+
+
+\section{Introduction}
+The Data management group, composed by 7 people (5 permanent), is responsible for the installation, configuration and operations of all Data Storage systems including the Storage Area Network (SAN) infrastructure, the disk servers, the Mass Storage System (MSS) and the tape library, as well as the data management services like GridFTP, XRootD, WebDAV and the SRM interfaces (StoRM in our case) to the storage systems.
+
+The installed capacity, at the end of 2018, was around 37 PB of net disk space, and around 72 PB of tape space.
+
+The storage infrastructure is based on industry standards allowing the implementation of a completely redundant data access system from a hardware point of view and capable of very high performances.
+
+The structure is the following:
+\begin{itemize}
+\item Hardware level: Medium Range or enterprise level storage systems interconnected via Storage Area Network (Fiber Channel or InfiniBand) to the disk-servers.
+\item File-system level: IBM Spectrum Scale (formerly GPFS) to manage the storage systems. The GPFS file-systems, one for each main experiment, are directly mounted on the compute nodes, so that jobs from users have direct Posix access to all data. Given the latency between two sites is low (comparable to the one experienced on the LAN), the file-systems from CNAF are directly mounted on CINECA nodes as well.
+\item Hierarchical Storage Manager (HSM): GEMSS (Grid Enabled Mass Storage System, see Section 3 below), a thin software layer developed in house, and IBM Spectrum Protect (formerly TSM) to manage the tape library. In the current setup, a total number of 5 HSM nodes (1 for each LHC experiments and 1 for all the others) are used in production to provide all the data movements between disks and tapes for all the experiments.
+
+\item Data access: users can manage data via StoRM and access the data via Posix, GridFTP, XRootD, WebDAV/http. Virtualization of data management servers (StoRM FrontEnd and BackEnd) within single VM for each major experiment permitted to consolidate HW and increase availability of services; data movers, instead, run on
+dedicated high performing hardware.
+\end{itemize}
+
+By the end of March 2018, we have concluded the installation of the last part of the 2018 tender. The new storage
+was represented by 3 Huawei OceanStor 18800v5 systems for the total of 11.52 PB of usable space and 12 I/O servers equiped with 2x100GbE and 2x56Gps IB cards.
+
+By the end of 2018, we dismissed older storage systems which were in service for more than 6 years, and migrated about 9 PB of data to the recently installed storage. The data migration was performed without any service interruption thanks to Spectrum Scale functionality which permits file system reconfiguration on-the-fly.
+
+A list of storage systems in production as of 31.12.2018 is given in Table \ref{table:3}.
+
+\begin{table}[h!]
+ \centering
+ \begin{tabular}{|c|c|c|}
+ \hline
+ Storage System & Quantity & Net Capacity, TB \\
+ \hline
+ DDN SFA 12K & 2 & 10240 \\
+ DELL MD3860 & 4 & 2304 \\
+ Huawei OS6800v5 & 1 & 5521\\
+ Huawei OS18000v5 & 5 & 19320\\
+ \hline
+ Total (On-line) &&37385 \\
+ \hline
+ \end{tabular}
+ \caption{Storage systems in production as of 31.12.2018.}
+ \label{table:3}
+\end{table}
+
+\section{Recovery from the flooding of 9/11/2017}
+
+The first three months of 2018 were completely dedicated to recovery of the hardware and restoring of the services after the flood event which
+happened on November $9^{th}$ 2017.
+At that time, the Tier-1 storage at CNAF consisted of the resources listed in Table \ref{table:1}. Almost all storage resources were damaged or contaminated by dirty water.
+
+\begin{table}[h!]
+ \centering
+ \begin{tabular}{|c|c|c|c|}
+ \hline
+ System & Quantity & Net Capacity, TB & (\%) of Use, \\
+ \hline
+ DDN SFA 12K & 2 & 10240 & 95 \\
+ DDN SFA 10K & 1 & 2500 & 96 \\
+ DDN S2A 9900 & 6 & 5700 & 80 \\
+ DELL MD3860 & 4 & 2200 & 97 \\
+ Huawei OS6800v5 & 1 & 4480 & 48 \\
+ \hline
+ Total (On-line) && 25120 &\\
+ \hline
+ \end{tabular}
+ \caption{Storage systems in production as of November $9^{th}$ 2017.}
+ \label{table:1}
+\end{table}
+
+The recovery started as soon as the flooded halls became accessible. As the first step, we extracted all tape cartridges and hard disks which went in contact with water respectively from the tape library and from disk enclosures. After extraction, all of them were marked with respective position, cleaned, dried and stored in secure place.
+
+\subsection{Recovery of disk storage systems}
+The strategy for recovering disk storage systems varied depending on redundancy configuration and availability of technical support.
+
+\subsubsection{DDN}
+ All DDN storage systems consisted of a pair of controllers and 10 Disk Enclosures and were configured with RAID6 (8+2) level of data protection in such a way that every RAID group was distributed over all 10 enclosures. Thus, having one Disk Enclosure damaged in every DDN storage system means reduced level of redundancy. In this case we decided to operate systems with reduced redundancy for the time needed to evacuate data to newly installed storage or substitute damaged enclosures and relative disks with new ones and rebuild missing parity.
+For the most recent and still maintained systems, we decided to replace all potentially damaged parts, and specifically 3 Disk Enclosures and 3x84 8TB disks.
+
+After cleaning and drying ,we tested several disk drives in our lab and found that Helium filled HDD being well insulated are mostly immune to water contamination.
+The only sensitive part on such drives is the electronic board and connectors which are easily cleanable even without special equipment.
+Cleaning of Disk Enclosures is much more complicated or even impossible.
+
+For this reason, we decided to replace only DAE and populate them with old but cleaned HDDs, startup the system and then replace and reconstruct old disks one by one while in production. In this way we were able to start using the biggest part of our storage immediately after restore of our power plant.
+
+For the older DDN systems like SFA10000 and S2A 9900, we decided to disconnect contaminated enclosures (one in each system) and to run them with reduced redundancy (RAID5 8+1 instead RAID6 8+2) while moving data to the new storage systems.
+
+\subsubsection{Dell}
+Air-filled disks after cleaning and drying demonstrated limited operability (up to 2-3 weeks), usually enough for data evacuation.
+For Dell MD3860f storage system the situation was quite different since there were only 3 DAE of 60 HDD each, 24 contaminated disks in each system and data protection was based on Distributed RAID technology.
+
+In this case, working in close connection with Dell Support Service and trying to minimize costs, we decided to replace only contaminated elements like electronics boards, backplanes and chassis, leaving original (cleaned and dried) disks in their places and replacing them with new ones after powering-on the system one-by-one, so to allow the rebuild of missing parity. Replacement and rebuild tookn about 3 weeks for each MD3860f system. During this time, we observed only 3 failures (distributed in time) of “wet†HDDs successfully recovered by automated rebuild using reserved capacity.
+
+\subsubsection{Huawei}
+The Huawei OceanStor 6800v5 storage system consisting of 12 disk enclosures of 75 HDD each were installed in 2 cabinets and ended up with two disks enclosures on the lowest level. Therefore, they were contaminated by water. The two contaminated disk enclosures belonged to two different Storage pools.
+
+The data protection in this case was similar to that adopted for Dell MD3860, i.e. three Distributed Raid groups built on top of Storage pools of four disk enclosures. For the recovery we followed the procedure described above, and replaced two disk enclosures. The spare parts were delivered and installed, the disks were cleaned and installed in their original places. However, when powered on, the system did not recognize new enclosures. It turned out that delivered enclosures were incompatible on firmware level with the controllers. While debugging this issue, the system remained powered on and the disks began deteriorating. Finally, when the compatibility issue was solved after two weeks, the number of failed disks had exceeded the supported redundancy. Hence, two out of three RAID-set became permanently damaged, and two third of all data stored on this system were permanently lost.
+The total volume of lost data amounts to 1.4 PB out of 22 PB stored at CNAF data center at the moment of flood.
+
+ \subsection{Recovery of tapes and tape library}
+
+ The SL8500 tape library was contaminated by water in its lowest 20 cm, enough to damage several components and 166 tape cartridges that were stored in the first two levels of slots (out of a total of 5500 cartridges in the tape library).
+ Part of the damaged tapes (16) were still empty.
+ As a first intervention, wet tapes were removed and placed in a safe place, so to let them dry and to start evaluating the potential data loss.
+
+ The TSM database was restored from a backup copy saved on a separate storage system, evacuated to CNR site. This operation permitted to individuate the content of all wet tapes.
+
+We communicated the content of each wet tape to the experiments, asking them whether the data on those tapes could be recovered from other sites or possibly be reproduced.
+It turned out that data contained in 75 tapes were unique and non-reproducible, so those cartridges were sent to a laboratory of an external company to be recovered.
+The recovery process lasted 6 months and 6 tapes resulted partially unrecoverable (20 TB lost out of a total of 630 TB).
+
+ In parallel, a not-trivial work started to clean, repair and certify again the library, finally reinstating the maintenance contract that we still had in place (though temporarily suspended) with Oracle. External technicians disassembled and cleaned all the library and its modules, which also allowed the underlying damaged floating floor to be replaced. Main powers and two robot hands were replaced, and one T10kD tape drive went lost.
+
+ When the SL8500 was finally ready and turned on again, a control board placed in the front door panel got burned, and was therefore replaced, clearly damaged by the moisture.
+
+Once the tape system was put back in production, we audited a sample of non-wet cartridges in order to understand whether the humidity had damaged the tapes during the period immediately after the flood. 500 cartridges (4.2 PB), heterogeneous per experiment and age, were chosen. As a result, 90 files resulted unreadable from 2 tapes, that is a normal error rate compared to production, so no issue related to the exposure to the water has been observed.
+
+The flood affected also several tapes (of 8 GB each) containing data taken from the RUN1 of the CDF experiment, that ran at Fermilab since 1990. When the flood happened, CNAF team had been working to replicate CDF data stored on those old media tapes to modern and reliable storage technologies, in order to make them accessible for further usage. Those tapes were dried in the hours immediately after the flood, but their legibility was not verified afterwards.
+
+
+
+ \subsection{Recovery of servers, switches, etc.}
+In total 15 servers were damaged by contact with water, mainly by leak of acid from on-board batteries which happens in prolonged presence of moisture. In fact, recovery of servers was not of our priority and all contaminated servers remained untouched for about a month. Only one server has been recovered, 6 servers were replaced by already dismissed ones still in working conditions, and 8 servers were purchased as new.
+Also, three Fiber Channel switches were affected by the flood: Brocade 48000 (384 ports) and two Brocade 5300 (96 ports each). All three switches were successfully recovered after cleaning and replacement of power supply modules.
+
+\subsection{Results of hardware recovery}
+At the end, after the restart of the Tier1 data center, we have completely recovered all services and most part of the HW, as described in the following Table \ref{table:2}.
+
+\begin{table}[h!]
+
+ \begin{tabular}{|c|c|c|c|c|p{4cm}|}
+ \hline
+
+Category & Device & qty & Tot. Capacity & Status & Comment \\
+\hline
+SAN & Brocade 48000 & 1 & 384 ports & recovered & repaired power distribution board \\
+SAN & Brocade 5300 & 2 & 196 ports & recovered & replaced power supply units \\
+Storage & DDN S2A 9900 & 6 & 5.7 TB & recovered & repaired 6 controllers, replaced 30 disks and 6 JBODs using already decommissioned system, all data preserved \\
+Storage & DDN SFA 10000 & 1& 2.5 PB & recovered & with reduced redundancy, all data moved to a new storage, than dismissed \\
+Storage & DDN SFA 120000 & 3 & 11.7 PB & recovered & replaced 4 JBOD, 240 disks of 8TB (new) and 60 disks of 3TB (the last one from decommissioned system), all data preserved \\
+Storage &Dell MD3860 &2&1.1PB& recovered & replaced 2 enclosures and 48 disks, all data preserved\\
+Storage & Huawei OS6800 & 1 & 4.5PB & recovered & replaced 2 enclosures and 150 disks, 1.4PB of user data lost\\
+Servers & & 15 && recovered & 1 recovered and 14 replaced\\
+\hline
+ \end{tabular}
+ \caption{2017 flood: summary of damages.}
+ \label{table:2}
+\end{table}
+
+
+\section{Storage infrastructure resiliency}
+
+Considering the increase in single disk, capacity we have moved from RAID6 data protection to Distributed RAID in order to speed up the rebuild of the eventually failed disks. On the other hand, given the foreseen (huge) increase of the installed disk capacity, we are doing a consolidation of the disk-server infrastructure with a sharp decrease in their number: in the last two tenders, each server was configured with 2x100 Gbps Ethernet and 2x56 Gbps (FDR) IB connections while the disk density has been increased from ~200 TB-N/server to ~1000 TB-N/server.
+
+Currently, we have about 45 disk servers to manage ~37 PB of storage capacity.
+
+Also the SAN is being moved from FC to IB, which is cheaper and more performing, whereas the part dedicated to the tape drives and the TSM servers (Tape Area Network or TAN) will remain based on FC.
+
+We are trying to keep all our infrastructures redundant: the dual-path connection from the servers to the SAN, coupled with the path-failover mechanism, which implements also load-balancing, eliminates several single points of failure (server connections, SAN switches, controllers of the disk storage box) and allows a robust and performing implementation of clustered file-systems like GPFS.
+
+The StoRM instances have been virtualized both allowing the implementation of HA.
+
+\section{GEMSS}
+GEMSS is the Mass Storage System used at the Tier-1, a full HSM integration of the General Parallel File System (GPFS), the Tivoli Storage Manager (TSM), both from IBM, and StoRM (developed at INFN); its primary advantages are a high reliability and a low effort needed for its operation.
+
+The GPFS and TSM interaction is the main component of the GEMSS system: a thin software layer has been developed in order to optimize the migration (disk to tape data flow) and, in particular, the recall (tape to disk data flow) operations.
+
+While the native GPFS and TSM implementation of HSM performs recalls file per file, GEMSS collects all the requests in a configurable time lapse and then performs re-ordering to minimize the number of mount/dismount operations in the tape library and unnecessary tape “seek†operation on a single tape.
+
+The migrations from disk to tape are driven through configurable GPFS policies.
+
+The TSM core component is the TSM server (with a “warm†standby machine ready) which relies on a database (replicated and backed up every 6 hours over the SAN) which keeps all metadata information.
+
+StoRM implements the SRM interface and it is designed to support guaranteed space reservation and direct access using native Posix I/O calls to the storage.
+
+\section{Tape library}
+At present, a single tape library SL8500 is installed. The library has undergone various upgrades and it is now fully populated with tape cartridges having 8.4 TB of capacity. In the period 2014-2016 a complete repack has been performed moving all the data to the current technology tapes. After the flooding in 2017, one tape drive and several tapes were damaged: now the library is equipped with 16 T10kD drives, all interconnected via 16 Gbps FC to the TAN.
+
+Since the present library is expected to be completely filled over 2019, a tender is ongoing for a new one. In the meanwhile, the TAN infrastructure has been upgraded to FC 16 Gbps.
+
+The 16 T10kD tape drives are shared among the file systems handling the scientific data. Currently, there is no way to allocate dynamically more or less drives to recall or migration activities on the different file systems.
+In fact, the HSM system administrators can only set manually the maximum number of migration or recall threads for each file system by modifying the GEMSS configuration file. Due to this static setup, we experience that frequently some drives are idle and, at the same time, we notice a certain number of pending recall threads that could become running by using those free drives. In order to overcome this inefficiency, we designed a software solution, and namely a GEMSS extension, to automatically assign free tape drives to accomplish pending recalls and to perform administrative tasks on tape storage pools, such as space reclamations or repack.
+
+\section{Backup and recovery service}
+The Data Management group is also responsible for the backup and recovery service that is running to protect different kinds of CNAF IT services data (mail servers, repositories, service configurations, logs, documents, etc.).
+
+This service was re-designed during 2016 after a couple of episodes of data loss that needed restore of backed-up data from the system. In those cases, data were recovered successfully, but that experience convinced the system administrators to make the service more efficient and secure. Data are stored as multiple copies on both disk and tape, with different retention times.
+
+\section{Data preservation}
+
+CNAF provides the Long Term Data Preservation of the CDF RUN-2 dataset (~4 PB) collected between 2001 and 2011 and already stored on CNAF tapes since 2015. 140 TB of CDF data were unfortunately lost because of the flood occurred at CNAF on November 2017; however now all these data have been successfully re-transferred from Fermilab via GridFTP protocol. The CDF database (based on Oracle), containing information about CDF datasets such as their structure, file locations and metadata, has been imported from FNAL to CNAF.
+
+The Sequential Access via Metadata (SAM) station, a data-handling tool specific to CDF data management and developed at Fermilab, has been installed on a dedicated SL6 server at CNAF. This is fundamental step in the perspective of a complete decommissioning of CDF services by Fermilab. The SAM station allows to manage data transfers and to retrieve information from the CDF database; it also provides a SAMWeb tool which uses HTTP protocol for accessing the CDF database.
+
+Work is ongoing to verify the availability and the correctness of all CDF data stored on CNAF tapes: we are reading all files from the tapes, calculating their checksum and comparing it with the one stored in the database and retrieved through the SAM station. Recent tests showed that CDF analysis jobs, using CDF software distributed via CVMFS and requesting delivery of CDF files stored on CNAF tapes, work properly. When some minor issues regarding the use of X.509 certificates for authentication on CNAF farm will be completely solved, CDF users will be able to access CNAF nodes and submit their jobs via LSF or HTCondor batch systems.
+
+
+
+\section{Third Party Copy activities in DOMA}
+
+At the end of the summer, we joined the TPC (Third Party Copy) subgroup of the WLCG’s DOMA\footnote{Data Organization, Management, and Access. see https://twiki.cern.ch/twiki/bin/view/LCG/DomaActivities} project, dedicated to improving bulk transfers between WLCG sites using non-GridFTP protocols. In particular, the INFN-Tier1 is involved in these activities for what concerns StoRM WebDAV.
+
+In October, the two StoRM WebDAV servers used in production by the ATLAS experiment have been upgraded to a version that implements basic support for Third-Party-Copy, and both endpoints entered the distributed TPC testbed of volunteer sites.
+
+
+
+
+\section{References}
+\begin{thebibliography}{9}
+ \bibitem{ref:GEMSS} Ricci, Pier Paolo et al., The {G}rid {E}nabled {M}ass {S}torage {S}ystem ({GEMSS}): the {S}torage and {D}ata management system used at the {INFN} {T}ier1 at {CNAF} {\it J. Phys.: Conf. Ser.} {\bf 396} 042051 - IOP Publishing (2012)
+ \bibitem{ref:storm} Carbone, A., dell'Agnello, L., Forti, A., Ghiselli, A., Lanciotti, E., Magnoni, L., ... \& Zappi, R. (2007, December). Performance studies of the StoRM storage resource manager. In e-Science and Grid Computing, IEEE International Conference on (pp. 423-430). IEEE.
+ \bibitem{ref:puppet} “CNAF Provisioning system†on CNAF Annual Report 2015
+\end{thebibliography}
+
+
+
+
+\end{document}
+
+
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+\documentclass[a4paper]{jpconf}
+\usepackage{graphicx}
+\usepackage{hyperref}
+\begin{document}
+
+\title{The INFN Information System}
+
+\author{
+ Stefano Bovina$^1$,
+ Marco Canaparo$^1$,
+ Enrico Capannini$^1$,
+ Fabio Capannini$^1$,
+ Claudio Galli$^1$,
+ Guido Guizzunti$^1$,
+ Barbara Demin$^1$
+}
+
+\address{$^1$ INFN CNAF, Viale Berti Pichat 6/2, 40126, Bologna, Italy}
+
+\ead{
+ stefano.bovina@cnaf.infn.it,
+ marco.canaparo@cnaf.infn.it,
+ enrico.capannini@cnaf.infn.it,
+ fabio.capannini@cnaf.infn.it,
+ claudio.galli@cnaf.infn.it,
+ guido.guizzunti@cnaf.infn.it,
+ barbara.demin@cnaf.infn.it
+}
+
+\begin{abstract}
+The Information System Service's mission is the implementation, management and optimization of all the infrastructural and application components of the administrative services of the Institute. In order to guarantee high reliability and redundancy, the same systems are replicated in an analogous infrastructure at the National Laboratories of Frascati (LNF).
+The Information System's team manages all the administrative services of the Institute, both from the hardware and the software point of view and they are in charge of carrying out several software projects.
+The core of the Information System is made up of the salary and HR systems.
+Connected to the core there are several other systems reachable from a unique web portal: firstly, the organizational chart system (GODiVA); secondly, the accounting, the time and attendance, the trip and purchase order and the business intelligence systems. Finally, there are other systems which manage: the training of the employees, their subsidies, their timesheet, the official documents, the computer protocol, the recruitment, the user support etc.
+\end{abstract}
+
+
+\section{Introduction}
+The INFN Information System project was set up in 2001 with the purpose of digitizing and managing all the administrative and accounting processes of the INFN Institute, and of carrying out a gradual dematerialization of documents.\\
+In 2010, INFN decided to transfer the accounting system, based on the Oracle Business Suite (EBS) and the SUN Solaris operating system, from the National Laboratories of Frascati (LNF) to CNAF, where the SUN Solaris platform was migrated to a RedHat Linux Cluster and implemented on commodity hardware.\\
+The Service “Information System†was officially established at CNAF in 2013 with the aim of developing, maintaining and coordinating many IT services which are critical for INFN. Together with the corresponding office in the National Laboratories of Frascati, it is actively involved in fields related to INFN management and administration, developing tools for business intelligence and research quality assurance; it is also involved in the dematerialization process and in the provisioning of interfaces between users and INFN administration.\\
+The Information System service team at CNAF in 2018 was composed of 8 people, both developers and system engineers.\\
+Over the years, other services have been added, leading to a complex infrastructure that covers all aspects of people's life working at INFN.
+
+
+\section{Infrastructure}
+In 2018, the infrastructure-related activity was composed of various tasks that can be summarized as follows: firstly, the consolidation of the Disaster Recovery site in Bari and the restore of CNAF as primary site; secondly, the finalization of Puppet 3 phase out and related Foreman upgrades; thirdly, the improvement of our ELK (Elasticsearch/Logstash/Kibana) and monitoring infrastructure and finally, several "Misure Minime" AGID and GDPR compliance adjustment.
+\newline
+
+After the complete revisiting and upgrade of the ELK stack to version 5 last year, many activities have been done to enhance systems and applications monitoring using this set of tools. To improve the discovery and resolution of problems, several views and dashboards (see Fig.~\ref{fig:presenze_kibana}) have been created on Kibana, as well as a deep analysis and customizations of application logs to introduce useful information.
+
+\begin{figure}[htbp]
+ \begin{center}
+ \includegraphics[scale=0.5]{presenze_kibana.png}
+ \end{center}
+ \caption{\label{fig:presenze_kibana} Time and attendance system manual squaring statistics on Kibana (ELK)}
+\end{figure}
+
+
+With the aim of enhancing our cronjobs management, improving its monitoring and management, avoiding cronjob overlap and in order to identify "dead-man-switches" a new cronjob management tool has been adopted.
+Cronjob executions are available both on Kibana and Grafana (as annotation), so they can be used to be correlated with system events (see Fig.~\ref{fig:cronjob_annotation}); In the same way, software releases are also displayed on Grafana.
+
+
+\begin{figure}[htbp]
+ \begin{center}
+ \includegraphics[scale=0.5]{cronjob_annotation.png}
+ \end{center}
+ \caption{\label{fig:cronjob_annotation} Annotations for cronjobs on Grafana}
+\end{figure}
+
+\newpage
+
+
+Because of the recent regulations that came into force ("Misure Minime" AGID and GDPR), many audits and related adjustments were made, also relying on both official Center for Internet Security (CIS) guides and Openscap scan, using the Payment Card Industry - Data Security Standard (PCI-DSS) profile.
+
+Afterwards, we introduced a proactive security model on some pilot projects, adopting tools for static code analysis and dependency scanning (see Fig.~\ref{fig:deps_scan}).
+
+\begin{figure}[htbp]
+ \begin{center}
+ \includegraphics[width=1.0\textwidth]{deps_scan.png}
+ \end{center}
+ \caption{\label{fig:deps_scan} Dependencies scan tool in action on Gitlab-CI}
+\end{figure}
+
+
+In addition to this, the Platform as a Service (PaaS) infrastructure based on RedHat Openshift Origin (3.x) was upgraded to release 3.11 and for all container-based projects, a signature/scan services was deployed at container registry level (see Fig.~\ref{fig:container_ci}).
+
+\begin{figure}[htbp]
+ \begin{center}
+ \includegraphics[width=1.0\textwidth]{container_ci.png}
+ \end{center}
+ \caption{\label{fig:container_ci} Container registry details and related Gitlab-CI pipeline}
+\end{figure}
+
+\newpage
+
+
+In 2018, Oracle databases related activities concerned their maintenance, an initial analysis about the necessary activities to upgrade to Oracle to databases’ later versions and the study about how to achieve real time replication between the Oracle databases of the Accounting application. Periodic recovery tests were also conducted on the Bari Disaster Recovery site.
+
+
+\section{Time and attendance system improvements}
+The time and attendance system allows employees to clock in and out electronically via swipe card. The data is instantly transferred into a database and shown in a web-based application. This system tracks the working hours and offers employees self-service that allows them to handle many time-tracking tasks on their own all subjected to customizable approval workflows and which include reviewing the hours they have worked, the current and future schedule and requests of paid or unpaid leaves.
+In 2018, the Time and Attendance system related activities concerned both the introduction of new features and the modifications of the existing ones. Furthermore, developers focused on the performance improvement of the system through the optimization of some common procedures.
+The Time and attendance system was enabled to "read" codes introduced together with the clock in/out: through this mechanism, employees can specify the reasons for their leave of absence without using the web-based application.
+Some modifications have been carried out to implement some changes occurred in the national collective agreement. This activity included two new leaves of absence and an extension from three to four months of the period for the check of the average weekly working hours.
+As concerns performance, the developers' team have optimized the procedure that manages the clock in/out by web portal, and the report that shows the paid overtime aggregated in sectors, employees and months.
+
+
+\section{Oracle EBS improvements}
+In 2018, a new Electronic Payments and Receipts (EPR) Framework was introduced, in compliance with the standard set by the Agency for Digital Italy (Agenzia per l'Italia Digitale, AgID) and transmitted through SIOPE+.
+
+SIOPE+ is the new infrastructure that enables general government entities and banks that provide treasury services to exchange information with the objective of improving the quality of the data used for monitoring government expenditure and tracking the payment times to firms that supply general government entities.
+
+SIOPE+ responds to the following needs:
+\begin{itemize}
+\item Availability of detailed information on payments made by general government bodies without burdening the entities involved in the flow of outlays and collections. This will make it easier to obtain information on the payments of trade receivables and, more broadly, to monitor public sector financial flows in real time.
+\item Standardization of information exchange between government bodies and treasury service providers by adopting a single digital standard OPI (Ordinativo di Pagamento e Incasso) in place of the previous local standard OIL (Ordinativo Informatico Locale), with the aim of raising the quality of treasury services, facilitating further integration between the accounting systems of the entities and between payment processes, and supporting the development of electronic payments services.
+\end{itemize}
+
+
+\section{Business Intelligence improvements}
+In 2018, the main task was investigating technical solutions as alternatives to the current Business Intelligence installation, with the aim of reducing licensing costs, while remaining on an open source solution, preserving functionalities and compatibility with other INFN tools and platforms.
+At the end of this activity, the current solution, based on TIBCO platform, was confirmed the best one.
+%At present, we are converting reports that are using deprecated features. Once all reports are converted, the Business Intelligence infrastructure will be upgraded to the last version.
+
+
+\section{Contratti}
+Contratti (previously named Repertorio Contratti) is a new Java application (in test phase) for long term preservation of contract made between INFN and an external supplier, based on Alfresco and mDM protocol.
+Each contract is enriched with a full set of metadata which describe the Contract in its relevant parts and suppliers are extracted automatically from the central supplier registry, together with details of the contract signer.
+
+Last year, several bugfix and improvements has been made, in order to respect our customers requirements. Improvements, can be summarized as following:
+\begin{enumerate}
+\item integration with mDM protocol:
+\begin{itemize}
+\item it is now possible to manage a set of folder where to store the contract file, as if it was a complete folder explorer;
+\item before the contract file is stored in mDM, a protocol signature is written onto the document, without invalidating PAdES signature of the issuer.
+\end{itemize}
+\item complete refactoring of ACLs mechanism, used to manage document and app permissions;
+\item added email notification in order to send a contract link to a set of recipients, extracted automatically from Godiva;
+\item it is now possible to print a label containing the relevant characteristics of the contract;
+\item complete UI restyling in order to improve both readability and usability of the product.
+\end{enumerate}
+
+
+\end{document}
+
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+\documentclass[a4paper]{jpconf}
+\usepackage{graphicx}
+\usepackage{url}
+
+\usepackage{color, colortbl}
+\definecolor{LightCyan}{rgb}{0.88,1,1}
+\definecolor{LightYellow}{rgb}{1,1,0.88}
+\definecolor{Red}{rgb}{1,0,0}
+\definecolor{Green}{rgb}{0,1,0}
+\definecolor{MediumSpringGreen}{rgb}{0,0.98,0.6} %rgb(0,250,154)
+\definecolor{Gold}{rgb}{1,0.84,0}%rgb(255,215,0)
+\definecolor{Gainsboro}{rgb}{0.86,0.86,0.86}%rgb(220,220,220)
+
+\begin{document}
+
+\title{The INFN Tier-1}
+
+\author{Luca dell'Agnello}
+\address{INFN-CNAF, Bologna, IT}
+\ead{luca.dellagnello@cnaf.infn.it}
+
+
+\section{Introduction}
+CNAF hosts the Italian Tier-1 data center for WLCG: over the years, Tier-1 has become the main computing facility for INFN.
+Nowadays, besides the four LHC experiments, the INFN Tier-1 provides services and resources to 30 other scientific collaborations, including BELLE2 and several astro-particle experiments (Tab.\ref{T1-pledge})\footnote{CSN 1, CSN 2 and CSN 3 are the National Scientific Committees of the INFN, respectively, for experiments in high energy physics with accelerators, astro-particle experiments and experiments in nuclear physics with accelerators.}. As showns in Fig.~\ref{pledge2018}, besides LHC, the main users are the astro-particle experiments.
+
+
+\begin{figure}[h]
+ \begin{center}
+ \begin{minipage}{35pc}
+ \includegraphics[width=15pc]{cpu2018.png}\hspace{2pc}%
+% \caption{\label{cpu2018}xxx}
+% \end{minipage}\hspace{2pc}%
+% \begin{minipage}{30pc}
+ \includegraphics[width=15pc]{disk2018.png}\hspace{2pc}%
+% \caption{\label{disk2018}xxx}
+% \end{minipage}
+ \vspace{2pc}%
+% \begin{minipage}{20pc}
+ \begin{center}
+ \includegraphics[width=15pc]{tape2018.png}\hspace{2pc}%
+% \caption{\label{tape2018}xxx}
+ \caption{\label{pledge2018}Relative requests of resources at INFN Tier-1}
+ \end{center}
+ \end{minipage}\hspace{2pc}%
+ \end{center}
+\end{figure}
+
+
+
+Despite the flooding that occurred at the end of 2017, we were able to provide the resources committed to the experiments for 2018, almost in time.
+
+
+
+\begin{table}
+ \begin{center}
+ \begin{tabular}{l|rrr}
+ \br
+ \textbf{Experiment}&\textbf{CPU (kHS06)}&\textbf{Disk (PB-N)}&\textbf{Tape (PB)}\\
+ \hline
+ \rowcolor{MediumSpringGreen}
+ ALICE&52020&5185&13497\\
+ \rowcolor{MediumSpringGreen}
+ ATLAS&85410&6480&17550\\
+ \rowcolor{MediumSpringGreen}
+ CMS&72000&7200&24440\\
+ \rowcolor{MediumSpringGreen}
+ LHCB&46805&5606&11400\\
+ \rowcolor{MediumSpringGreen}
+ \hline
+ \textbf{LHC Total}&\textbf{256235}&\textbf{24471}&\textbf{66887}\\
+ \hline
+ \rowcolor{LightYellow}
+ Belle2&13000&350&0\\
+ \rowcolor{LightYellow}
+ CDF&0&0&4000\\
+ \rowcolor{LightYellow}
+ Compass&40&10&40\\
+ \rowcolor{LightYellow}
+ KLOE&0&33&3075\\
+ \rowcolor{LightYellow}
+ LCHf&6000&90&0\\
+ \rowcolor{LightYellow}
+ NA62&3000&250&200\\
+ \rowcolor{LightYellow}
+ PADME&1500&10&500\\
+ \rowcolor{LightYellow}
+ LHCb Tier2&26085&0&0\\
+ \rowcolor{LightYellow}
+ \hline
+ \rowcolor{LightYellow}
+ \textbf{CSN 1 Total}&\textbf{49625}&\textbf{743}&\textbf{7815}\\
+ \hline
+ \rowcolor{LightCyan}
+ AMS&15800&1990&510\\
+ \rowcolor{LightCyan}
+ ARGO&0&120&1000\\
+ \rowcolor{LightCyan}
+ Auger&2000&615&0\\
+ \rowcolor{LightCyan}
+ BOREX&2000&185&41\\
+ \rowcolor{LightCyan}
+ CTA&4000&796&120\\
+ \rowcolor{LightCyan}
+ CUORE&1900&262&0\\
+ \rowcolor{LightCyan}
+ Cupid&100&15&10\\
+ \rowcolor{LightCyan}
+ DAMPE&8000&200&100\\
+ \rowcolor{LightCyan}
+ DARKSIDE&2000&980&300\\
+ \rowcolor{LightCyan}
+ ENUBET&500&10&0\\
+ \rowcolor{LightCyan}
+ EUCLID&1000&1042&0\\
+ \rowcolor{LightCyan}
+ Fermi&500&15&40\\
+ \rowcolor{LightCyan}
+ Gerda&40&45&40\\
+ \rowcolor{LightCyan}
+ Icarus&4000&500&1500\\
+ \rowcolor{LightCyan}
+ JUNO&3000&230&0\\
+ \rowcolor{LightCyan}
+ KM3&300&250&200\\
+ \rowcolor{LightCyan}
+ LHAASO&300&60&0\\
+ \rowcolor{LightCyan}
+ LIMADOU&400&8&0\\
+ \rowcolor{LightCyan}
+ LSPE&1000&14&0\\
+ \rowcolor{LightCyan}
+ MAGIC&296&65&150\\
+ \rowcolor{LightCyan}
+ NEWS&200&60&60\\
+ \rowcolor{LightCyan}
+ Opera&200&15&15\\
+ \rowcolor{LightCyan}
+ PAMELA&650&100&150\\
+ \rowcolor{LightCyan}
+ Virgo&30000&656&1368\\
+ \rowcolor{LightCyan}
+ Xenon100&1000&200&1000\\
+ \rowcolor{LightCyan}
+ \hline
+ \rowcolor{LightCyan}
+ \textbf{CSN 2 Total}&\textbf{79186}&\textbf{8433}&\textbf{6604}\\
+ \hline
+ \rowcolor{Gainsboro}
+ FOOT&200&20&0\\
+ \rowcolor{Gainsboro}
+ Famu&2250&15&187\\
+ \rowcolor{Gainsboro}
+ GAMMA/AGATA&0&0&1160\\
+ \rowcolor{Gainsboro}
+ NEWCHIM/FARCOS&0&10&300\\
+ \rowcolor{Gainsboro}
+ \hline
+ \rowcolor{Gainsboro}
+ \textbf{CSN 3 Total}&\textbf{2450}&\textbf{45}&\textbf{1460}\\
+ \hline \hline
+ \rowcolor{Green}
+ \textbf{Grand Total}&\textbf{387496}&\textbf{33692}&\textbf{82766}\\
+ \rowcolor{Green}
+ \textbf{Installed}&\textbf{340000}&\textbf{34000}&\textbf{71000}\\
+ \br
+ \end{tabular}
+ \end{center}
+ \caption{Pledged and installed resources at INFN Tier-1 in 2018 (for the CPU power an overlap factor is applied)}
+ \label{T1-pledge}
+ \hfill
+\end{table}
+
+
+
+\subsection{Out of the mud}
+The year 2018 began with the recovery procedures of the data center after the flooding of Novembrer 2017.
+Despite the serious damages to the power plants (both power lines were compromised), immediately after the flooding we started the recovery procedures of both the infrastructure and the IT equipment. The first mandatory intervention was to restore, at least, one of the two power lines (with a leased UPS in the first period). This goal was achieved during December 2017.
+In January, after also the chillers were restarted, we could proceed to re-open all services, including part of the farm (at the beginning only $\sim$ 50 kHS06, 1/5 of the total power capacity, were online, while 13\% was lost) and, one by one, the storage systems.
+The first experiments to resume operations at CNAF were Alice, Virgo, Darkside: in fact, the storage system used by Virgo and Darkside had been easily recovered after Christmas break, while Alice is able to use computing resources relaying on remote storage. During February and March, we were able to progressively re-open the services for all other experiments. %(Fig.\ref{farm2018} shows the restart of the farm). Meanwhile, we had setup a new partition of the farm hosted at CINECA super-computing center premises (see Par.~\ref{CINECAext}).
+
+The final damage inventory shows the loss of $\sim$ 30 kHS06, 4 PB of data and 60 tapes: on the other hand, it was possible to repair all the other systems recovering $\sim$ 20 PB of data; for the infrastructure, the second line was recovered (see \cite{FLOODCHEP} for details).
+
+%\begin{figure}[h]
+% \begin{center}
+% \includegraphics[width=40pc]{t1-img/farm2018.png}\hspace{2pc}%
+% \caption{\label{farm2018}Farm usage in 2018}
+% \end{center}
+%\end{figure}
+
+
+\subsection{The long-term consequences of the flooding}
+The data center was designed taking into account all possible accidents (e.g. fires, power outages ...), except at least this.
+In fact, it was believed that the only threat due to water could come from a very heavy rain and, indeed, waterproof doors were installed some years ago (after a heavy rain).
+The post-mortem analysis showed that the causes, beside the breaking of the tube, are to be found in the unfavorable position (2 underground levels) and in the excessive permeability of the perimeter (while the anti-flood doors worked). Therefore, an intervention has been carried out to increase the waterproofing of the data center and, moreover, work is planned for summer 2019 to strengthen the perimeter of the building and build a second water collection tank.
+
+Even if the search for a new location to move the data center had started before the flooding (the main drive being its limited expandability not able to cope with the foreseen requirements for HL-LHC era when we should scale up to 10 MW of power for IT), the flooding gave us a second strong reason to move.
+An opportunity is given by the new ECMWF center which will be hosted in Bologna, in a new Technopole area, starting from 2019. In the same area the INFN Tier-1 and the CINECA computing centers can be hosted too: funding has been guaranteed to INFN and CINECA by the Italian Government for this. The goal is to have the new data center for the INFN Tier-1 fully operational by the end of 2021.
+
+
+
+
+\section{INFN Tier-1 extension at CINECA}\label{CINECAext}
+As mentioned in the previous Paragraph, part of the farm is hosted at CINECA\footnote{CINECA is the Italian Supercomputing center, also located near Bologna ($\sim17$ far km from CNAF). See \url{http://www.cineca.it/}}.
+
+Out of the 400 kHS06 CPU power (340 kHS06 pledged) of the CNAF farm, $\sim180$ are provided by servers installed in the CINECA data center.
+%Each server is equipped with a 10 Gbit uplink connection to the rack switch while each of them, in turn, is connected to the aggregation router with 4x40 Gbit links.
+The logical network of the farm partition at CINECA is set as an extension of INFN Tier-1 LAN: a dedicated fiber couple interconnects the aggregation router at CINECA with the core switch at the INFN Tier-1 (see Farm and Network Chapters for more details). %Fig.~\ref{cineca-t1}).
+%The transmission on the fiber is managed by a couple of Infinera DCI, allowing to have a logical channel up to 1.2 Tbps (currently it is configured to transmit up to 400 Gbps).
+%\begin{figure}
+% % \begin{minipage}[b]{0.45\textwidth}
+% \begin{center}
+% \includegraphics[width=30pc]{t1-img/cineca-t1.png}
+% \caption{\label{cineca-t1}Schematic view of the CINECA - INFN Tier-1 interconnection}
+% \end{center}
+% % \end{minipage}
+%\end{figure}
+
+These nodes, in production since March 2018 for WLCG experiments have been gradually opened to all other collaborations. %Due the low latency (the RTT is 0.48 ms vs. 0.28 ms measured on the CNAF LAN), there is no need of a disk cache on the CINECA side and the WNs directly access the storage located at CNAF; in fact, the
+The efficiency of the jobs\footnote{The efficiency of a job is defined as the ratio beyween its CPU time and its wall-clock time.} is comparable to the one measured on the farm partition at CNAF.
+
+Since this partition have been installed from the beginning with CentOS 7, legacy applications requiring a different flavour of Operating System can use it through the container technology Singularity~\cite{singularity}.
+
+%Moreover, this partition has undergone several reconfigurations due to both the hardware and the type of workflow of the experiments. In April we had to upgrade the BIOS to overcome a bug which was preventing the full resource usage, limiting at $\sim$~78\% of the total what we were getting from the nodes. Moreover a reconfiguration of the local RAID configuration of disks is ongoing\footnote{The initial choice of using RAID-1 for local disks instead of RAID-0 has been proven to slow down the system even if safer from an operational point of view.} as well as tests to choose the best number of computing slots.
+
+
+
+\section*{References}
+\begin{thebibliography}{9}
+\bibitem{FLOODCHEP} L. dell'Agnello, "Disaster recovery of the INFN Tier-1 data center: lesson learned" to be published in Proceedings of the 23rd International Conference on Computing in High Energy and Nuclear Physics - EPJ Web of Conferences
+\bibitem{singularity} \url{http://singularity.lbl.gov}
+\end{thebibliography}
+
+\end{document}
+
+
diff --git a/contributions/xenon/.gitkeep b/contributions/xenon/.gitkeep
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+\documentclass[a4paper,12pt]{jpconf}
+
+\usepackage[american]{babel}
+\usepackage{geometry}
+%\usepackage{fancyhdr}
+\usepackage{graphicx}
+
+\geometry{a4paper,top=4.0cm,left=2.5cm,right=2.5cm,bottom=2.7cm}
+
+
+%\usepackage[mmm]{fncychap}
+
+%\fancyhf{} % azzeriamo testatine e piedino
+%\fancyhead[L]{\thepage}
+%\renewcommand{\sectionmark}[1]{\markleft{\thesection.\ #1}}
+%\fancyhead[R]{\bfseries\leftmark}
+%\rhead{XENON computing activities}
+
+\begin{document}
+
+\title{XENON computing model}
+%\pagestyle{fancy}
+\author{M. Selvi}
+
+\address{INFN - Sezione di Bologna}
+
+\ead{marco.selvi@bo.infn.it}
+
+ \begin{abstract}
+The XENON project is dedicated to the direct search of dark matter at LNGS.
+XENON1T was the largest double-phase TPC ever built and operated so far, with 2 t of active xenon, decommissioned in December 2018. It successfully set the best world-wide limit to the interaction cross-section of WIMPs with nucleons. In the context of rare event search detectors, the amount of data (in the form of raw waveform) was significant: order of 1 PB/year, including both Science and Calibration runs. The next phase of the experiment, XENONnT, is under construction at LNGS, with a 3 times larger TPC and correspondingly increased data rate. Its commissioning is foreseen by the end of 2019.
+We describe the computing model of the XENON project, with details of the data transfer and management, the massive raw data processing, and the production of Monte Carlo simulation.
+All these topics are addressed using in the most efficient way the computing resources spread mainly in the US and EU, thanks to the OSG and EGI facilities, including those available at CNAF.
+ \end{abstract}
+
+\section{The XENON project}
+\thispagestyle{empty}
+
+The matter composition of the universe has been a debate topic
+among scientists for centuries. In the last couple of decades a series
+of astronomical and astrophysical measurements have corroborated
+the hypothesis that ordinary matter e.g. electrons, quarks,
+neutrinos, etc. represents only 15\% of the total matter in the universe.
+The remaining 85\% is thought to be made of a
+new, yet-undiscovered exotic species of elementary particles called
+dark matter. These indirect evidences of its existence
+triggered a world-wide effort to try observe its interaction with
+ordinary matter in extremely sensitive detectors, but its nature is
+still a mystery.
+The XENON experimental program \cite{225, mc, instr-1T} is searching
+for weakly interacting massive particles (WIMPs), hypothetical
+particles that, if existing, could account for dark matter and
+that might interact with ordinary matter through nuclear recoil.
+XENON1T is the third generation of the experimental
+program; it completed the data taking at the end of 2018, setting the best world-wide limit to the interaction cross-section of WIMPs with nucleons.
+The experiment employs a dual-phase (liquid-gas) xenon
+time projection chamber (TPC) featuring as target for WIMPs two
+tonnes of ultrapure liquid xenon. The detector is designed
+in such a way to be sensitive to rare nuclear recoils of xenon
+nuclei possibly induced by WIMPs scattering within the detector.
+The TPC is surrounded by a water-based muon veto (MV). Each
+sub-detector is read out by its own data acquisition system (DAQ).
+The detector is located underground at the INFN Laboratori Nazionali
+del Gran Sasso in Italy to shield the experiment from cosmic rays.
+
+XENON1T is an order of magnitude larger than any of its predecessor
+experiments. This upscaling in detector size produced a
+proportional increase in the data rate and computing needs of
+the collaboration. The size of the data set required the collaboration
+to transition from a centralized computing model, i.e. the entire
+dataset is stored on a local facility at various institutions, to having
+to distribute the data across collaboration resources. Similarly,
+the computing requirements called for incorporating distributed
+resources, such as the Open Science Grid (OSG) \cite{osg} and the European
+Grid Infrastructure (EGI) \cite{egi}, for main computing tasks,
+e.g. initial data processing and Monte Carlo production.
+
+\section{XENON1T}
+For what concern the data flow, the XENON1T experiment uses a DAQ machine hosted in the XENON1T service
+building underground to acquire data. The DAQ rate in DM mode is ~1.3 TB/day, while in calibration mode it can be significantly larger: up to
+$\sim$13 TB/day.
+
+A significant challenge for the collaboration has been that there is
+no single institution that has the capacity to store the entire data set.
+This requires the data to either be stored in a cloud environment
+or be distributed across various collaboration institutions. Storing
+the data in a cloud environment is prohibitively expensive at this
+point. The data set size and the network traffic charges would
+consume the entire computing budget several times over.
+The only feasible option was to distribute the data across several
+computing facilities associated with collaboration institutions.
+
+The raw data are copied into {\it Rucio}, a data handling system. There are several Rucio endpoints or Rucio
+storage elements (RSE) around the world, including LNGS, NIKHEF, Lyon and Chicago. The raw data are replicated in at
+least two positions and there are two mirrored tape backups, at CNAF and in Stockholm, with 5.6 PB in total. %Help
+When the data have to be processed, they are first copied onto Chicago storage then they are processed using the OSG. The processed data are
+then copied back to Chicago and become available for the analysis.
+In addition, for each user there is a home space of 100 GB available on a disk of 10 TB. A dedicated server will take
+care of the data transfer to/from remote facilities. A high memory 32 cores machine is used to host several virtual
+machines, each one running a dedicated service: code (data processing and Monte Carlo) and documents repository on
+SVN/GIT, the run database, the on-line monitoring web interface, the XENON wiki and GRID UI.
+In fig. \ref{fig:xenonCM} we show a sketch of the XENON computing model and data management scheme.
+
+\begin{figure}[t]
+\begin{center}
+\includegraphics[width=15cm]{xenon-computing-model.pdf}
+\end{center}
+\caption{Overview of the XENON1T Job and Data Management Scheme.}
+\label{fig:xenonCM}
+\end{figure}
+
+The resources at CNAF (CPU and Disk) are used so far mainly for the Monte Carlo simulation of the
+detector (GEANT4 model of the detector and waveform generator), and for the €œreal-data€ storage and processing. %Currently we used about XX TB of the XX TB available for 2018. %Help
+%For this purpose,
+There were some improvements performed recently by the Computing Working group of the experiment. The CNAF Disk at the beginning was not integrated into the Rucio framework because it was not large enough to justify the amount of work needed for the integration (it was 60 TB up to 2016). For this reason we required for 2018 an additional amount of 90 TB, to reach a total 200 TB which is considered significant by the collaboration to consider a full integration of the Disk space.\\
+The second improvement has been to perform the data processing on both the US and EU GRID (previously it was done in the US only). Some software tools have been successfully developed and tested during 2017, and they are used for a fully distributed massive data processing. To fulfil this goal, we required 300 HS06 additional CPUs, for a total of 1000 HS06, equivalent to the resources available on the US OSG.\\
+The request of Tapes (1000 TB) in 2018 was done to fulfil the requirement by INFN to have a copy of all the XENON1T data in Italy, as discussed inside the INFN Astroparticle Committee. A dedicate automatic data transfer to tapes has been developed by CNAF.
+
+The computing model described in this report allowed for a fast and effective processing and analysis of the first XENON1T data in 2017, and of the final ones in 2018, which led to the best limit in the search of WIMPs so far \cite{sr0, sr1}.
+
+\section{XENONnT}
+The planning and initial implementation of the data and job management
+for the next generation experiment, XENONnT, has already
+begun. The experiment is currenlty under construction at LNGS, and it's scheduled to start taking data by the end of 2019. The current plan is the increase the TPC volume by a factor 3
+to have 6 t of active liquid xenon. The new experimental setup will
+also have an additional veto layer called Neutron Veto.
+The larger detector will require modifications to the current data
+and job management. The processing chain and its products will
+undergo significant changes. The larger data volume
+and improved knowledge about data access patterns has informed
+changes to the data organization. Rather than store the full raw
+dataset for later re-processing, the data coming from the detector
+will be filtered to only include interesting events. The full raw
+dataset will only be stored on tape at one or two sites, where one
+of these sites is for long-term archival. The filtered raw dataset will
+be stored at OSG/EGI sites for later reprocessing. The overall data
+volume of the reduced dataset will be similar to the current data
+volume of XENON1T.
+
+
+
+\section{References}
+
+\begin{thebibliography}{9}
+
+\bibitem{225} Aprile E. et al (XENON Collaboration), {\it Dark Matter Results from 225 Live Days of XENON100 Data}, Phys. Rev. Lett. {\bf 109} (2012), 181301
+
+\bibitem{mc} Aprile E. et al (XENON Collaboration), {\it Physics reach of the XENON1T dark matter experiment}, JCAP {\bf 04} (2016), 027
+
+\bibitem{instr-1T} Aprile E. et al (XENON Collaboration), {\it The XENON1T Dark Matter Experiment}, Eur. Phys. J. C77 {\bf 12} (2017), 881
+
+\bibitem{osg} Ruth Pordes et al., {\it The open science grid}, Journal of Physics: Conference Series 78, 1 (2007), 012057.
+
+\bibitem{egi} D. Kranzlmüller et al., {\it The European Grid Initiative (EGI)}, Remote Instrumentation and Virtual Laboratories. Springer US, Boston, MA, 61–66 (2010).
+
+\bibitem{sr0} Aprile E. et al (XENON Collaboration), {\it First Dark Matter Search Results from the XENON1T Experiment }, Phys. Rev. Lett. {\bf 119} (2017), 181301
+
+\bibitem{sr1} Aprile E. et al (XENON Collaboration), {\it Dark Matter Search Results from a One Ton-Year Exposure of XENON1T}, Phys. Rev. Lett. {\bf 121} (2018), 111302
+
+
+\end{thebibliography}
+
+\end{document}
+
+
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