Content
Purpose
- short-term goal - support calibration data for detectors moving across LCLS experiments.
- long-term goal - calibration store for LCLS-II
It is assumed that hardware configuration of modern detectors will be associated with detector index coming from DAQ. This index will be used to extract hardly retrievable calibration data such as geometry, gain factors etc. in case of transition of the detector from one experiment to another.
Requirements
- Instrument / Experiment independent - detector can be moved between experiments, hatches, and instruments.
- Portability - calibration data for particular detector should be portable as a self consistent file or (part of) calibration directory.
- Interfaces - API, Command Line (CL), GUI for central management; management can ONLY be done through the API/CL/GUI in order to prevent adding/removing unknown files without history.
- Time stamp (sec) - is THE ONLY value for validity range check; the same rules are applied to the time stamp like for run number in current calibration system.
- File name - the <detname> is equivalent to <dettype>-<detid> and is THE ONLY choice for the file name in the calibration store.
- Aliases to the calibration file names and specific data can be used to simplify access.
- Versions - support versions of calibration data.
- Links to predecessor and successor - support access to predecessor and successor if this info is available.
Architecture
To accommodate requirements Detector Calibration Store (DCS) suppose to be implemented as a combination of FS & DB files (hdf5 for uniformity). Functionality of the DCS from low to top level can be listed as follows.
- All calibration constants for particular detector id (
detid
- index of the detector version) will be kept in a single hdf5 file named as<dettype>-<detid>.h5
- Schema of this file contains a few levels which accounts for constant types, time stamp ranges, versions of constants.
- Beside main functionality each level contains dictionary of parameters and dictionary of history records.
- These files are grouped in the directory for detector type; ex.:
cspad, cspad2x2, pnccd
, etc.- The same directory contains files with aliases
<aliases1>.als
which map human readable detector name-and-version with appropriate<dettype>-<detid>.h5
file.
- The same directory contains files with aliases
- All detector type folders in regular case are collected under
calib
directory, although it is assumed that calibration files can be used directly. - The
calib
directory may be nested in three locations;- repository - experiment-independent space with FS back-up, contains most complete calibration files in terms of time stamp and versions,
- experimental work-space - experiment-dependent space, contains squeezed version of calibration files with time stamp and versions essential for particular experiment,
- local work-space - experiment-independent arbitrary space, with squeezed files similar to experimental work-space.
The repository and experimental works-pace have predictable location in the file system, local work-space may have an arbitrary path. Direct file access pick up calibration file from any place.
- Two-level API, CL and GUI
- interaction with data in particular calibration file,
- add/get/remove constants for type, time stamp, version, etc.
- data exchange between files in repository, experimental and local work-spaces.
- file difference
- transfer constants for type, time stamp, version, etc.
- use web-service mechanism
- interaction with data in particular calibration file,
- Access Control Lists (ACL) depends on file location and is assumed to be
- repository - limited to dedicated persons
- experimental work-spaces - members of experimental group
- local work-spaces - all
Calibration directory and files
Repository
instrument and experiment-independent path to calibration directory and file
- /reg/g/psdm/detector/calib/
<dettype>/<dettype>-<detid>.h5
Experiment calibration directory
experiment-dependent path to calibration directory and file
- /reg/d/psdm/<INS>/<experiment>/calib/
<dettype>/<dettype>-<detid>.h5
Local calibration directory
local calib path to calibration directory and file
- <path>/calib/
<dettype>/<dettype>-<detid>.h5
Direct path to calibration file
direct path to calibration file
- <path>/<dettype>-<detid>.h5
Structure of calibration directory
Everything in lower case:
<path>/calib/ # top calib directory <dettype>/ # detector type folders cspad2x2/ pnccd/ epix100a/ cspad/ <files> # level of files <aliases1>.als # file with a map of aliases to detector names ... <aliasesN>.als # one of these files can be used to map "sources" to detector names <dettype>-<detid>.h5 # files with detector-dependent calibration data <dettype>-<detid>.h5
- The
calib
directory is a top level DCS directory. - Detector type
<dettype>
folder is used to organize files under thecalib
directory. In case of direct access to the hdf5 file the detector type is duplicated in the name of the file. - Unique part of the detector name
<detid>
is used to assign calibration file to the particular detector version. If the detector is changing a new calibration file is created with new<detid>
. - Information about predecessor and successor (if available) can be saved under the root level of the calibration file.
- Current sources (ex:
'Camp.0:pnCCD.1'
) should be presented in the dictionary of aliases.
Calibration file structure
Calibration data hierarchical scheme
Access to calibration data is based on time stamp. Time stamp internally is presented in Unix time sec which can be easily converted forth and back to human readable format YYYY-MM-DDTHH:MM:SS+HH:MM
The scheme(structure) of the DCS files <dettype>-<detid>.h5
/ # top-root-level contains info for the unique detector version dettype (str) # detector type name, ex: cspad, pnccd, etc detid (str) # unique detector id, ex: 01234 tscfile (float) # time stamp of creation of this structure predecessor (str) # name of the previous detector if available or None successor (str) # name of the next detector if available or None dictpars (dict) # dictionary of parameters associated with this version of detector history (dict) # dictionary of history records paired as (tstamp:record) <ctype>/ # folder for calibration type, ex.: pedestals, rms, mask, etc ctype (str) # calibration type name dictpars (dict) # dictionary of parameters associated with calibration type history (dict) # dictionary of history records paired as (tstamp:record) <tstamp-range>/ # folder for time stamp validity range <tstamp>[-<tstamp-end>]/ # folder for validity range. If <tstamp-end> is not specified - then valid to the end tsbegin (float) # time stamp for the beginning of the validity range tsend (float) # time stamp for the end of the validity range defaultv # reference to the default calibration, ex: <vers-tstamp2> dictpars (dict) # dictionary of parameters associated with validity range history (dict) # dictionary of history records paired as (tstamp:record) <vers-tstamp1>/ # folder for version created on tstamp1 tsvers (float) # tstamp1 of this version production calib (ndarray) # calibration data history (dict) # dictionary of history records paired as (tstamp:record) dictpars (dict) # dictionary of parameters, # ex: array size, number of dimensions, shape, data type, experiment, run, comments, author <vers-tstamp2>/ # folder for version created on tstamp2 tsvers (float) calib (ndarray) history (dict) dictpars (dict) <tstamp2>[-<tstamp2-end>]/ # folder for the next validity range. pedestals/ # folder for the next calibration type, pedestals rms/ # folder for the next calibration type, rms
Scheme features
- Detector name consists of a common part
<dettype>
and unique part<detid>
. - Alias to the detector name should be kept in separate dictionary outside the file scheme.
- Each detector may have optional predecessor, successor, and other parameters kept in the dictionary of parameters.
- Calibration type folders contain info about calibrations of particular type, ex: pedestals, rms, status, mask, background, etc.
- Each calibration type contains a set of time stamp ranges defining calibration validity range. If the second time stamp of the range is missing it is considered as infinity (by the end).
- The time stamp range folder contains tstamp_begin, tstamp_end (int) values, dictionary of parameters associated with this folder, reference to the default calibration, and folders with calibration versions, distinguished by there production time stamp.
- The number of calibration versions for each time stamp range is unlimited. Default calibration is defined by the reference default version
defaultv
.
Metadata in dictpars
Below are the lists of metadata fields which potentially can be used to define detector configuration, calibration parameters etc.
Detector metadata
Field name | Description | More details, example |
---|---|---|
dettype | detector type | CSPAD, CSPAD2X2, EPIX100A, etc. |
detname | detector unique name | (if any) ex.: Camera1 |
detalias | alias name | if it is hard to memorize the entire name, ex.: 'cspad1' |
detidx | detector index | integer number which codes the hardware version |
detidxalias | symbolic alias of the index | can be used if it is hard to memorize the index integer number |
detcompidx:001 | list of component indexes | just in case if we are going to retrieve calibration parameters for separate components |
detidxprev | detector index for previous version | detector index for previous version (if available) for the purpose of old calibration search |
detidxnext | detector index for next version | detector index for next version (if available) for the purpose of new calibration search |
dettsec | time-stamp | time stamp associated with beginning of the validity range for new configuration |
detcom:001 | comments for this hardware version | as it says {key:comment} |
detpar:001 | other parameters | just in case if something is forgotten in this table |
Calibration parameters' metadata
Field name | Description | More details, example |
---|---|---|
calibtype | calibration type | ex.: geometry, pixel_status, pixel_gain, pedestals, common_mode, etc. |
tsec | time stamp | beginning of the validity range |
exp | original experiment | (if available) where calibration constants were obtained |
runnum | original run number | (if available) where calibration constants were obtained |
runbegin | begin run number | (if available) for validity range |
runend | end run number | (if available) for validity range |
source | original DAQ data source | data source from DAQ, ex.: 'CxiDs2.0:Cspad.0' |
srcalias | data source alias | ex.: 'cspad' |
calibvers | version par | in order to access using symbolic name or some alias |
calibversalias | version alias | if it is hard to memorize version par |
com:001 | comments for this version | as it says {key:comment} |
par:001 | other parameters | just in case if something is forgotten in this table |
In case of numpy array their metadata are stored with an object.
Text file needs in n-d array metadata
n-d array metadata
Field name | Description | More details, example |
---|---|---|
DTYPE | (str) data type | int, float, double, etc. |
NDIMS | (int) number of dimensions (N) | ex.: 3 |
DIM:1 | (int) size of dim.1 | ex.: 185 |
DIM:2 | (int) size of dim.2 | ex.: 388 |
... | ... | ... |
DIM:N | (int) size of dim.N | ex.: 2 |
API
Parameters
dettype
(str) - detector type: cspad, cspad2x2, pnccd, fccd, opal, epix100a
, etc.
ctype
(str) - calibration type: pedestals, status, rms, mask, gain, bkgd, common_mode, geometry
detid
(str) - detector unique id number, ex: 123456
detname
(str) - detector unique name, combination of <dettype>-<detid>
detalias
(str) - detector alias name assigned to the detname
cpath
(str) - path to the calibration directory (ex: cpath='<path>/calib'
) or direct hdf5 file name (ex: cpath='<path>/<detname>-<detid>.h5'
). Default calibration directory CPATH_DEF='/reg/g/psdm/detector/calib'
.
version
(int) - time stamp of the version creation
versind
(int) - consecutive version index assigned/mapped to the version production time stamp.
Initialization
# Import from PSCalib.DCStore import DCStore # inport DCStore (Detector Calibration Store) object # Initialization REPO = '/reg/g/psdm/detector/calib' # default calib repository cdir = env.calibDir() # '/reg/d/psdm/<INS>/<experiment>/calib' - accept current directory path = cdir + <dettype> fname = '[path/]pnccd-12345678' # standard name includes detector type, dash, and n-digit id number fname = '[path/]Camera1' # alias cs = DCStore(fname) # creates a DCStore object. """ get calibration store object Input parameters: fname [str] - file name/alias of the detector """
- If path is missing - use repository.
- If calibration file is not found - throw raise IOError('File %s is not available' % fname)
UI acess methods
ctype = pedestals # status, rms, mask, gain, bkgd, common_mode, geometry, etc tsp = tstamp parameter to identify constants, which can be retrieved from evt.run() - run number, evt vers = None # for default or versind or version time stamp. # generic access method: obj = cs.get(ctype, tsp, vers=None)
Base class DCBase
Is reserved to support common methods of all project classes. For now it stands for manipulations with dictpars but not limited to.
o = DCBase() # acess methods dictpars = o.dictpars() # returns (dictpars) dictionary of dictpars associated with each object par = o.par(k) # returns par value for key k log = o.history(fmt) # returns (str) history records preceded by the time stamp (default fmt='%Y-%m-%dT%H:%M:%S%Z') as a text d = o.histdict() # returns (dict) history dictionary associated with current object # management methods o.set_dictpars(d) # set (d) dictionary of parameters for object o.add_par(k,v) # add (k,v) par to the dictionary of parameters for object o.del_dictpars() # delete all parameters from the dictionary o.del_par(k) # delete par with key k o.set_history(d) # set (dict) as a history dictionary of the current object o.add_history(rec, ts) # add (str) record with (float) time stamp to the history dictionary (ts:rec). If ts is None - call current time is used as a key.
Class DCStore
cs = DCStore(cpath, detname) # (str) path to calib directory or file, (str) detector name # acess methods nda = cs.get(ctype, tsp, vers) # (str) ctype - calibration type # (...) tsp - parameter to get time stamp (evt, runnum, ts_sec) # (int) vers - version of calibration, None - use default tscfile = cs.tscfile() # (int) time stamp of the file creation dettype = cs.dettype() # (str) detector type detid = cs.detid() # (str) detector id detname = cs.detname() # (str) detector name of self object predecessor = cs.predecessor() # (str) detname of predecessor or None successor = cs.successor() # (str) detname of successor or None ctypes = cs.ctypes() # (list) calibration types in the file cto = cs.ctypeobj(ctype) # (DCType ~ h5py.Group) calibration type object # management methods cs.set_tscfile(ts) # set (int) time stamp of the file creation cs.set_dettype(dettype) # set (str) detector type cs.set_detid(detid) # set (str) detector id cs.set_detname(detname) # set (str) detector name of self object cs.set_predecessor(pred) # set (str) detname of predecessor or None cs.set_successor(succ) # set (str) detname of successor or None cs.add_ctype(ctype) # add (str) calibration type to the DCStore object cs.del_ctype(ctype) # delete ctype (str) from the DCStore object cs.save(path) # save current calibration in the file specified by path, if path is Null - update current file.
Class DCType
cto = DCType(dettype) # (str) detector type # acess methods ctype = cto.ctype() # (str) of ctype name tsranges = cto.ranges() # (list) of time ranges for ctype tsro = cto.rangeobj(tsrange) # (DCRange ~ h5py.Group) time stamp validity range object # management methods cto.add_range(tsr) # add (str) of time ranges for ctype cto.del_range(tsr) # delete range from the DCType object
Class DCRange
tsro = DCRange(tsrange) # (str) time stamp validity range tsro = DCRange(tsbegin, tsend) # (int,int) time stamp validity range # acess methods tsbegin = tsro.begin() # (int) time stamp beginning validity range tsend = tsro.end() # (int) time stamp ending validity range versions = tsro.versions() # (list of float) versions of calibrations versodef = tsro.versdef() # (DCVersion ~ h5py.Group) reference to the default version in the time-range object verso = tsro.versobj(vers) # (DCVersion ~ h5py.Group) specified version in the time-range object # management methods tsro.set_begin(tsbegin) # set (int) time stamp beginning validity range tsro.set_end(tsend) # set (int) time stamp ending validity range tsro.add_version(vers) # set (DCVersion ~ h5py.Group) versions of calibrations tsro.set_versdef(vers) # set (DCVersion ~ h5py.Group) versions of calibrations tsro.del_version(vers) # delete version
Class DCVersion
verso = DCVersion(vers) # (str) version name # acess methods tsvers = verso.tsprod() # (int) time stamp of the version production calibdata = verso.calib() # (np.array) calibration array # management methods verso.set_tsprod(tsprod) # set (int) time stamp of the version production verso.add_calib(nda) # set (np.array) calibration array
TBD
Open questions
- What is included in the detector Id version? FEE version, controller version, etc?
- when constants are updated (file open to write) they are not available... Lock to resolve.
Data flow
- who produces and supply constants
- who is allowed to submit constants
- who is allowed to access constants
- ACL inside API or using OS
- ACL for all or particular detector/type/ etc.
References