Changes for page DAQ and data analysis

Last modified by sndueste on 2025/02/05 14:56

From 9.1 to 10.1 From 23.1 to 24.1

From version 10.1

edited by sndueste
on 2019/08/06 13:14

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To version 23.1

edited by sndueste
on 2020/03/26 15:51

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Title

@@ -1,1 +1,1 @@
--User overview
++DAQ and controls overview

Content

@@ -2,22 +2,9 @@
  == Contents ==
--\\
--* Control and DAQ at FLASH (web version)
--** Overview
--** Things to consider before the beamtime
--** Beamline control and photon diagnostics
--** IT infrastructure
--** Data access
--** Online
--** Data acquisition
--** nearOnline
--*** .raw files
--*** HDF5 files
--** Offline
--\\
++{{toc/}}
  \\
@@ -27,29 +27,35 @@
  [[image:attach:overview_flash_control_and_daq.png]]
--The FLASH accelerator, beamlines and experiments are using the Distributed Object Oriented Control System ( [[DOOCS~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:http://tesla.desy.de/doocs/doocs.html||shape="rect"]]). Beamline and experiment devices are mainly operated via graphical user interfaces created with the Java DOOCS Data Display ( [[jddd~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://doocs-web.desy.de/access.html||shape="rect"]]) by the FLASH team or the users themself. Further it is provided a [[DOOCS client API~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://ttfinfo.desy.de/DOOCSWiki/Wiki.jsp?page=DOOCS%20Wiki||shape="rect"]] in Java, Python, Matlab, C or C++ to the users to write own software for data access, online data or device control. User-provided devices can be run in parallel or can be implemented in DOOCS. For each beamline and accelerator is a dedicated [[electronic logbook~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:http://tesla.desy.de/ttf_apps/showElogs.jsp||shape="rect"]] available in which jddd and other software can print directly.
++The FLASH accelerator, beamlines and experiments are using the Distributed Object Oriented Control System ( [[DOOCS~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://doocs-web.desy.de/index.html||shape="rect"]]). Beamline and experiment devices are mainly operated via graphical user interfaces created with the Java DOOCS Data Display ( [[jddd~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://jddd.desy.de/||shape="rect"]]) by the FLASH team or the users themself. Further it is provided a [[DOOCS client API~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://ttfinfo.desy.de/DOOCSWiki/Wiki.jsp?page=DOOCS%20Wiki||shape="rect"]] in Java, Python, Matlab, C or C++ to the users to write own software for data access, online data or device control. User-provided devices can be run in parallel or can be implemented in DOOCS. For each beamline and accelerator is a dedicated [[electronic logbook~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://ttfinfo.desy.de/elog/showElogs.jsp||shape="rect"]] available in which jddd and other software can print directly.
  The data acquisition system (DAQ) collects beamline and experimental data and writes them to hard disk. All data are stored along with a time stamp and, in case of train specific data, along with a (pulse) train ID. There are several ways to access beamline and experimental data stored in the DAQ during or after the beamtime be it programmatically via DAQ access libraries or after data conversion to HDF5 format. While the data transport to the user's home institution is possible, DESY hosts high power computing resources which can be used for analysis.
++[[Contents>>doc:||anchor="Contents"]]
++
  == Things to consider before the beamtime ==
--In consultation with the user's local contact the user should check our [[beamtime preparation checklist>>doc:FLASHUSER.Data Acquisition and controls.DAQ and controls overview.Before beamtime Checklist.WebHome]] and fill in the [[beamtime preparation questionnaire>>attach:Before_beamtime_questionnaire.pdf]].
++In consultation with the user's local contact the user should check our [[beamtime preparation checklist>>doc:FLASHUSER.Data Acquisition and controls.DAQ and controls overview.Before beamtime Checklist.WebHome]] and fill in the [[beamtime preparation questionnaire>>attach:Before beamtime questionnaire.pdf]].
++[[Contents>>doc:||anchor="Contents"]]
++
  == Beamline control and photon diagnostics ==
  Use existing jddd panel provided by FLASH or use the jddd editor to create a new panel according to the user's own needs.
--[[ ~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:http://ttfinfo2.desy.de/common/applications/jddd_xml/run_jnlp.jsp?run=true&file=/svn/FLASH/Hasylab/Photons_beamline_control_main.xml||shape="rect"]][[~[~[image:url:http://hasfweb.desy.de/pub/Setup/Index/jdddEditor.png~|~|alt="jdddEditor.png" width="125"~]~]>>url:http://ttfinfo2.desy.de/common/applications/jddd.jnlp?run=true||title="jddd editor" shape="rect"]](% class="twikiNewLink" %)[[url:http://hasfweb.desy.de/bin/edit/Ttfinfo2/desy/de/common/applications/jddd/Jnlp?topicparent=Setup.Index;nowysiwyg=0||rel="nofollow" shape="rect"]]
++[[ ~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:http://ttfinfo2.desy.de/common/applications/jddd_xml/run_jnlp.jsp?run=true&file=/svn/FLASH/Hasylab/Photons_beamline_control_main.xml||shape="rect"]][[~[~[image:url:http://hasfweb.desy.de/pub/Setup/Index/jdddEditor.png~|~|alt="jdddEditor.png" width="125"~]~]>>url:https://jddd.desy.de/||shape="rect"]](% class="twikiNewLink" %)[[url:http://hasfweb.desy.de/bin/edit/Ttfinfo2/desy/de/common/applications/jddd/Jnlp?topicparent=Setup.Index;nowysiwyg=0||rel="nofollow" shape="rect"]]
  \\
  (% class="wrapped" %)
  |=(((
--[[DOOCS>>url:http://tesla.desy.de/doocs/index.html||title="DOOCS home" shape="rect"]]
++[[DOOCS>>url:https://doocs-web.desy.de/index.html||shape="rect"]]
  )))|=(((
--[[jddd>>url:http://ttfinfo2.desy.de/doocs/jddd/index.html||title="jddd home" shape="rect"]]
++(% style="color: rgb(51,204,204);" %)[[url:https://jddd.desy.de/||style="color: rgb(51,204,204);" shape="rect"]](%%)[[jddd>>url:https://jddd.desy.de/||shape="rect"]]
  )))
++[[Contents>>doc:||anchor="Contents"]]
++
  == IT infrastructure ==
  During a beamtime at FLASH we have two IT infrastructures each with different purpose. In the FLASH halls you have [[local machines>>doc:FLASHUSER.Data Acquisition and controls.DAQ and controls overview.ComputingResourcesUserGuide.WebHome]] which are used with functional accounts and they have access to the [[beamline files-system~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://confluence.desy.de/display/ASAP3/Directory+Structure||shape="rect"]] for your current experiment. For more demanding task we could also provide workstations which can be dedicated to a single user experiment. For offline and nearOnline analysis the [[Maxwell cluster~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://confluence.desy.de/display/IS/Maxwell||shape="rect"]] for high performance computing is available. On the Maxwell cluster you have to work with personal accounts as this regulates data access to the [[core file-system~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://confluence.desy.de/display/ASAP3/Directory+Structure||shape="rect"]].
@@ -59,7 +59,7 @@
  \\
  The FLASH control & DAQ system supports [[several devices>>doc:FLASHUSER.Data Acquisition and controls.Controls (DOOCS, jDDD,\.\.\.).DOOCS Device Support.WebHome]] and at each beamline are [[doc:FLASHUSER.Data Acquisition and controls.Controls (DOOCS, jDDD,\.\.\.).MTCA ADCs.WebHome]] available. With the MTCA technology it is possible to [[synchronize own devices in respect to the FEL>>doc:FLASHUSER.Data Acquisition and controls.Controls (DOOCS, jDDD,\.\.\.).Trigger Howto.WebHome]].
--If the user is using his or her own DAQ system it is further possible to [[receive the trainId via network>>doc:FLASHUSER.TrainID]] for the purpose of synchronization.
++If the user is using his or her own DAQ system it is further possible to [[receive the trainId via network>>doc:FLASHUSER.Data Acquisition and controls.Controls (DOOCS, jDDD,\.\.\.).How to read Train IDs at FLASH.WebHome]] for the purpose of synchronization.
  \\
@@ -83,10 +83,10 @@
  )))|=(((
  [[trigger via MTCA>>doc:FLASHUSER.Data Acquisition and controls.Controls (DOOCS, jDDD,\.\.\.).Trigger Howto.WebHome]]
  )))|=(((
--[[trainId via network>>doc:FLASHUSER.TrainID]]
++[[trainId via network>>doc:FLASHUSER.Data Acquisition and controls.Controls (DOOCS, jDDD,\.\.\.).How to read Train IDs at FLASH.WebHome]]
  )))
--\\
++[[Contents>>doc:||anchor="Contents"]]
  == Data access ==
@@ -94,8 +94,8 @@
  [[image:attach:timescale_dataAccess.png||height="400"]]
--At the Free-electron Laser Hamburg ( [[FLASH~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://flash.desy.de/||shape="rect"]]) we use the Distributed Object Oriented Control System ( [[DOOCS~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:http://tesla.desy.de/doocs/doocs.html||shape="rect"]]). Devices are implemented via DOOCS server and via an API ( [[ONLINE>>doc:FLASHUSER.Online access to DOOCS properties]]) it is possible to request data directly from the DOOCS server by knowing the DOOCS address.
--As correlations of different physical properties are often required all data at FLASH are indexed by the [[trainID>>doc:FLASHUSER.TrainID]], which identify each of FLASH's pulse trains. The during a beamtime recorded data are stored via a Data Acquisition System ( [[DAQ>>doc:FLASHUSER.Information about the FLASH DAQ system]]) which sort all events from the individual DOOCS server by trainID. When requested [[HDF files>>doc:FLASHUSER.Information about the FLASH HDF5 structure]] are created after the beamtime which includes the important data from [[the accelerator and its diagnostic>>doc:FLASHUSER.PBD DAQ]] as well as the data created by the [[users>>doc:FLASHUSER.Description of the Properties in the FLASH1_USER1, 2 and 3 for FLASH1 Users]]. This time scale we define as {{code language="none"}}offline{{/code}} as the HDF files are converted after the beamtime is over. For synchronous data during an experiment it is possible to create shorter HDF slices via a {{code language="none"}}nearOnline{{/code}} converter within a few minutes. For working with this partially incomplete HDF slices we provide an API called [[BeamtimeDaqAccess>>doc:FLASHUSER.Beamtime DAQ Access]]. Reading synchronous data via an {{code language="none"}}online{{/code}} API is possible via a configurable DAQ middle layer server, the [[DAQmonitor>>doc:AIDA2020ESST.DAQ Monitor]], which feeds the correlated data back in the control system while it provides a ring buffer with 32 events in size.
++At the Free-electron Laser Hamburg ( [[FLASH~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://flash.desy.de/||shape="rect"]]) we use the Distributed Object Oriented Control System ( [[DOOCS~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:http://tesla.desy.de/doocs/doocs.html||shape="rect"]]). Devices are implemented via DOOCS server and via an API ( [[ONLINE>>doc:FLASH.Online access to DOOCS properties]]) it is possible to request data directly from the DOOCS server by knowing the DOOCS address.
++As correlations of different physical properties are often required all data at FLASH are indexed by the [[trainID>>doc:FLASHUSER.Data Acquisition and controls.Controls (DOOCS, jDDD,\.\.\.).How to read Train IDs at FLASH.WebHome]], which identify each of FLASH's pulse trains. The during a beamtime recorded data are stored via a Data Acquisition System ( [[DAQ>>doc:FLASHUSER.Data Acquisition and controls.Data Access at FLASH (DAQ, gpfs,\.\.\.).Offline data analysis (DAQ).WebHome]]) which sort all events from the individual DOOCS server by trainID. When requested [[HDF files>>doc:FLASHUSER.Data Acquisition and controls.Data Access at FLASH (DAQ, gpfs,\.\.\.).Offline data analysis (DAQ).The FLASH HDF5 structure.WebHome]] are created after the beamtime which includes the important data from [[the accelerator and its diagnostic>>doc:FLASHUSER.FLASH1 PhotDiag stream]] as well as the data created by the [[users>>doc:FLASHUSER.Configuring the user DAQs]]. This time scale we define as {{code language="none"}}offline{{/code}} as the HDF files are converted after the beamtime is over. For synchronous data during an experiment it is possible to create shorter HDF slices via a {{code language="none"}}nearOnline{{/code}} converter within a few minutes. For working with this partially incomplete HDF slices we provide an API called [[BeamtimeDaqAccess>>doc:FLASHUSER.Near-Online data analysis]]. Reading synchronous data via an {{code language="none"}}online{{/code}} API is possible via a configurable DAQ middle layer server, the [[DAQmonitor>>doc:FLASHUSER.Data Acquisition and controls.Data Access at FLASH (DAQ, gpfs,\.\.\.).Offline data analysis (DAQ).WebHome]], which feeds the correlated data back in the control system while it provides a ring buffer with 32 events in size.
  \\
@@ -121,19 +121,23 @@
  after the beamtime
  )))
++[[Contents>>doc:||anchor="Contents"]]
++
  == Online ==
--To monitor individual parameters online, e.g. ADCs or cameras, the use of jddd is recommended. For more complex tasks the users can use the DOOCS client API for [[Matlab>>doc:FLASHUSER.Data Acquisition and controls.Data Access at FLASH (DAQ, gpfs,\.\.\.).Online data analysis.MatlabDOOCS.WebHome]], [[Python>>doc:FLASHUSER.Data Acquisition and controls.Data Access at FLASH (DAQ, gpfs,\.\.\.).Online data analysis.PythonDOOCS.WebHome]] and [[Labview>>doc:FLASHUSER.How to read and write DOOCS properties with LABVIEW]]. For accessing the control system [[DOOCS addresses>>doc:FLASHUSER.Information about the FLASH HDF5 structure]] are required.
++To monitor individual parameters online, e.g. ADCs or cameras, the use of jddd is recommended. For more complex tasks the users can use the DOOCS client API for [[Matlab>>doc:FLASHUSER.Data Acquisition and controls.Data Access at FLASH (DAQ, gpfs,\.\.\.).Online data analysis.MatlabDOOCS.WebHome]], [[Python>>doc:FLASHUSER.Data Acquisition and controls.Data Access at FLASH (DAQ, gpfs,\.\.\.).Online data analysis.PythonDOOCS.WebHome]] and [[Labview>>doc:FLASHUSER.Data Acquisition and controls.Data Access at FLASH (DAQ, gpfs,\.\.\.).Online data analysis.LabviewDOOCS (no longer supported).WebHome]]. For accessing the control system [[DOOCS addresses>>doc:FLASHUSER.Data Acquisition and controls.Data Access at FLASH (DAQ, gpfs,\.\.\.).Offline data analysis (DAQ).The FLASH HDF5 structure.WebHome]] are required.
--A collection (Matlab [ [[scan tool>>doc:FLASHUSER.Matlab Scantools]] , [[TOF & camera GUIs~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://stash.desy.de/projects/FSFL/repos/matlab-guis/browse||shape="rect"]], [[others>>doc:FLASHUSER.Collection of user codes]]] / [[Juypter notebooks~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://stash.desy.de/projects/FSFL/repos/jupyter-notebook/browse||shape="rect"]]) for common use cases is available.
++A collection (Matlab [ [[TOF & camera GUIs~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://stash.desy.de/projects/FSFL/repos/matlab-guis/browse||shape="rect"]]] / [[Juypter notebooks~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://stash.desy.de/projects/FSFL/repos/jupyter-notebook/browse||shape="rect"]]) for common use cases is available.
++[[Contents>>doc:||anchor="Contents"]]
++
  == Data acquisition ==
--Relevant machine data, e.g. pulse energy or arrival time, are are saved in the FLASH Photon diagnostics DAQ (PBD) while experiment related parameter are saved on demand in the FLASH [[User DAQs>>doc:FLASHUSER.Data Acquisition and controls.Data Access at FLASH (DAQ, gpfs,\.\.\.).Offline data analysis (DAQ).How to save data in the User DAQ.WebHome]]. In addition it is disk space availabe for devices and paramter outside the FLASH DAQ, which can be [[ synchronized via Ethernet connection>>doc:FLASHUSER.TrainID]]. The for the beamtime provided storage space, the [[spectrum scale~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://confluence.desy.de/display/ASAP3/Architecture||shape="rect"]] formerly known as ASAP3/GPFS, is access regulated via [[DOOR~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://door.desy.de/door/index.php||shape="rect"]] and only registered participants have access.
++Relevant machine data, e.g. pulse energy or arrival time, are are saved in the FLASH Photon diagnostics DAQ (PBD) while experiment related parameter are saved on demand in the FLASH [[User DAQs>>doc:FLASHUSER.Data Acquisition and controls.Data Access at FLASH (DAQ, gpfs,\.\.\.).Offline data analysis (DAQ).How to save data in the User DAQ.WebHome]]. In addition it is disk space availabe for devices and paramter outside the FLASH DAQ, which can be [[ synchronized via Ethernet connection>>doc:FLASHUSER.Data Acquisition and controls.Controls (DOOCS, jDDD,\.\.\.).How to read Train IDs at FLASH.WebHome]]. The for the beamtime provided storage space, the [[spectrum scale~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://confluence.desy.de/display/ASAP3/Architecture||shape="rect"]] formerly known as ASAP3/GPFS, is access regulated via [[DOOR~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://door.desy.de/door/index.php||shape="rect"]] and only registered participants have access.
  The FLASH DAQ system records the data in binary .raw files. On request the data will also be available in the HDF5 format after a conversion during or after the beamtime. Incoming data is collected, sorted and saved into .raw files in chunks of 60 MB to 1 GB which corresponds to tens of seconds up to several minutes. The HDF5 files can be created nearOnline or Offline. In the nearOnline conversion every individual .raw files will be converted to a single HDF5 file to provide the fastest access possible. After the beamtime it is possible to get a HDF5 file per DAQ run which is very convenient as it contains the merged data of the User DAQ and the PBD DAQ.
--While the DOOCS addresses are rather cryptic the [[HDF5 file>>doc:FLASHUSER.Information about the FLASH HDF5 structure]] is structured based on the actual location and function of the devices. A complete list is available in [[DESY's Repository~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://stash.desy.de/projects/CS/repos/pah/browse/src/camp/data/channel2HdfName.dat||shape="rect"]].
++While the DOOCS addresses are rather cryptic the [[HDF5 file>>doc:FLASHUSER.Data Acquisition and controls.Data Access at FLASH (DAQ, gpfs,\.\.\.).Offline data analysis (DAQ).The FLASH HDF5 structure.WebHome]] is structured based on the actual location and function of the devices. A complete list is available in [[DESY's Repository~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://stash.desy.de/projects/CS/repos/pah/browse/src/camp/data/channel2HdfName.dat||shape="rect"]].
  \\
@@ -141,35 +141,41 @@
  |=(((
  [[DAQ introductions>>attach:Operator_training_DAQ_May_2016.pdf]]
  )))|=(((
--[[FLASH1 PBD>>doc:FLASHUSER.PBD DAQ]]
++[[FLASH1 PBD>>doc:FLASHUSER.FLASH1 PhotDiag stream]]
  )))|=(((
--[[FLASH2 PBD>>doc:FLASHUSER.FL2PhotDiag stream (status Feb 2017)]]
++[[FLASH2 PBD>>doc:FLASHUSER.FLASH2 PhotDiag stream]]
  )))|=(((
  [[User DAQs>>doc:FLASHUSER.Data Acquisition and controls.Data Access at FLASH (DAQ, gpfs,\.\.\.).Offline data analysis (DAQ).How to save data in the User DAQ.WebHome]]
  )))|=(((
--[[User DAQs subsytems>>doc:FLASHUSER.Description of the Properties in the FLASH1_USER1, 2 and 3 for FLASH1 Users]]
++[[User DAQs subsytems>>doc:FLASHUSER.Configuring the user DAQs]]
  )))|=(((
--[[HDF5 files>>doc:FLASHUSER.Information about the FLASH HDF5 structure]]
++[[HDF5 files>>doc:FLASHUSER.Data Acquisition and controls.Data Access at FLASH (DAQ, gpfs,\.\.\.).Offline data analysis (DAQ).The FLASH HDF5 structure.WebHome]]
  )))
++[[Contents>>doc:||anchor="Contents"]]
++
  == nearOnline ==
  ==== .raw files ====
--The .raw files are only accessible from certain computers within the DESY network and in generell it is not recommended to use them directly. For checking the file content and doing simple analysis, e.g. histogram, line outs, we provide the [[DAQdataGUI>>doc:FLASHUSER.How to get the data out of the DAQ]]. If the user already have very precise knowledge of the desired parameters and it's types it is possible [[to read with Matlab from the files directly>>doc:FLASHUSER.Data Acquisition and controls.Data Access at FLASH (DAQ, gpfs,\.\.\.).Offline data analysis (DAQ).For experts\: many ways to get Data from the DAQ.How to Access the DAQ Using Matlab.WebHome]].
++The .raw files are only accessible from certain computers within the DESY network and in generell it is not recommended to use them directly. For checking the file content and doing simple analysis, e.g. histogram, line outs, we provide the [[DAQdataGUI>>url:https://ttfinfo.desy.de/FLASHWiki/Wiki.jsp?page=FLASHDAQdataGUI||shape="rect"]]. If the user already have very precise knowledge of the desired parameters and it's types it is possible [[to read with Matlab from the files directly>>doc:FLASHUSER.Data Acquisition and controls.Data Access at FLASH (DAQ, gpfs,\.\.\.).Offline data analysis (DAQ).For experts\: many ways to get Data from the DAQ.How to Access the DAQ Using Matlab.WebHome]].
  FLASH's DAQ .raw files are saved locally and with a time delay of a few minutes backupped via tape ( [[dCache~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://confluence.desy.de/display/ASAP3/Managing+data+taken+before+April+2015||shape="rect"]]) by the DESY central IT.
  ==== HDF5 files ====
--As the .raw files are highly optimized for writing speed there are some issues which have to be taken care of which are also present in the nearOnline HDF5 files (e.g. missing/doubled events). For this we provide with [[BeamtimeDaqAccess>>doc:FLASHUSER.Beamtime DAQ Access]] an API which handles a lot of the occurring difficulties as knowing the file or DAQ instances. The [[BeamtimeDaqAccess>>doc:FLASHUSER.Beamtime DAQ Access]] library is written in Python, but a Matlab wrapper is available.
++As the .raw files are highly optimized for writing speed there are some issues which have to be taken care of which are also present in the nearOnline [[HDF5 files>>doc:FLASHUSER.Data Acquisition and controls.Data Access at FLASH (DAQ, gpfs,\.\.\.).Offline data analysis (DAQ).The FLASH HDF5 structure.WebHome]] (e.g. missing/doubled events). For this we provide with [[BeamtimeDaqAccess>>doc:FLASHUSER.Near-Online data analysis]] an API which handles a lot of the occurring difficulties as knowing the file or DAQ instances. The [[BeamtimeDaqAccess>>doc:FLASHUSER.Near-Online data analysis]] library is written in Python, but a Matlab wrapper is available.
++[[Contents>>doc:||anchor="Contents"]]
++
  == Offline ==
--The offline HDF5 files containing complete DAQ runs will be put after the beamtime on the spectrum scale file system. Access is granted from the within the DESY network for beamtime participants or from the outside via [[Gamma portal~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://confluence.desy.de/display/ASAP3/The+Gamma+Portal||shape="rect"]]. HDF-by-run files can processed with common tools, e.g. with [[Matlab>>doc:FLASHUSER.Information about the FLASH HDF5 structure]] or [[Python>>doc:FLASHUSER.FLASHH5 for easier access of FLASH's HDF5 files]], as during the conversion a lot of discrepancies have been resolved. As .raw files are rarely used for analysis they are saved on the FLASH DAQ servers and will only be put on the spectrum scale file system on special request.
++The offline [[HDF5 files >>doc:FLASHUSER.Data Acquisition and controls.Data Access at FLASH (DAQ, gpfs,\.\.\.).Offline data analysis (DAQ).The FLASH HDF5 structure.WebHome]]containing complete DAQ runs will be put after the beamtime on the spectrum scale file system. Access is granted from the within the DESY network for beamtime participants or from the outside via [[Gamma portal~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://confluence.desy.de/display/ASAP3/The+Gamma+Portal||shape="rect"]]. HDF-by-run files can processed with common tools, e.g. with [[Matlab>>doc:FLASHUSER.Data Acquisition and controls.Data Access at FLASH (DAQ, gpfs,\.\.\.).Offline data analysis (DAQ).The FLASH HDF5 structure.WebHome]] or [[Python>>doc:FLASHUSER.FLASHH5 for easier access of FLASH's HDF5 files]], as during the conversion a lot of discrepancies have been resolved. As .raw files are rarely used for analysis they are saved on the FLASH DAQ servers and will only be put on the spectrum scale file system on special request.
  The spectrum scale file system contains the [[substructure~[~[image:url:http://hasfweb.desy.de/pub/TWiki/TWikiDocGraphics/external-link.gif~|~|width="13" height="12"~]~]>>url:https://confluence.desy.de/display/ASAP3/Directory+Structure||shape="rect"]]: {{code language="none"}}raw{{/code}}, {{code language="none"}}processed{{/code}}, {{code language="none"}}shared{{/code}} and {{code language="none"}}scratch{{/code}}. The (% class="WYSIWYG_TT" %)raw (%%)folder contains the data recorded by the experiment (user data and HDF5) and will be set read only shortly after the beamtime is over. {{code language="none"}}Processed{{/code}} is typically used to store processed data and analysis software. Both folder are backupped by the spectrum scale file system.
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