22 """Calibration products production task code."""
23 from __future__
import absolute_import, division, print_function
32 import lsst.eotest.sensor
as sensorTest
36 """Config class for the calibration products production (CP) task."""
38 ccdKey = pexConfig.Field(
40 doc=
"The key by which to pull a detector from a dataId, e.g. 'ccd' or 'detector'",
43 fe55 = pexConfig.ConfigurableField(
44 target=sensorTest.Fe55Task,
45 doc=
"The Fe55 analysis task.",
47 doFe55 = pexConfig.Field(
49 doc=
"Measure gains using Fe55?",
52 readNoise = pexConfig.ConfigurableField(
53 target=sensorTest.ReadNoiseTask,
54 doc=
"The read noise task.",
56 doReadNoise = pexConfig.Field(
58 doc=
"Measure the read-noise?",
61 brightPixels = pexConfig.ConfigurableField(
62 target=sensorTest.BrightPixelsTask,
63 doc=
"The bright pixel/column finding task.",
65 doBrightPixels = pexConfig.Field(
67 doc=
"Find bright pixels?",
70 darkPixels = pexConfig.ConfigurableField(
71 target=sensorTest.DarkPixelsTask,
72 doc=
"The dark pixel/column finding task.",
74 doDarkPixels = pexConfig.Field(
76 doc=
"Find dark pixels?",
79 traps = pexConfig.ConfigurableField(
80 target=sensorTest.TrapTask,
81 doc=
"The trap-finding task.",
83 doTraps = pexConfig.Field(
85 doc=
"Find traps using pocket-pumping exposures?",
88 cte = pexConfig.ConfigurableField(
89 target=sensorTest.CteTask,
90 doc=
"The CTE analysis task.",
92 doCTE = pexConfig.Field(
94 doc=
"Measure the charge transfer efficiency?",
97 ptc = pexConfig.ConfigurableField(
98 target=sensorTest.PtcTask,
99 doc=
"The PTC analysis task.",
101 doPTC = pexConfig.Field(
103 doc=
"Measure the photon transfer curve?",
106 flatPair = pexConfig.ConfigurableField(
107 target=sensorTest.FlatPairTask,
108 doc=
"The flat-pair analysis task.",
110 doFlatPair = pexConfig.Field(
112 doc=
"Measure the detector response vs incident flux using flat pairs?",
115 eotestOutputPath = pexConfig.Field(
117 doc=
"Path to which to write the eotest output results. Madatory runtime arg for running eotest.",
120 requireAllEOTests = pexConfig.Field(
122 doc=
"If True, all tests are required to be runnable, and will Raise if data is missing. If False, "
123 "processing will continue if a previous part failed due to the input dataset being incomplete.",
126 flatPairMaxPdFracDev = pexConfig.Field(
128 doc=
"Maximum allowed fractional deviation between photodiode currents for the eotest flatPair task. "
129 "This value is passed to the task's run() method at runtime rather than being stored in the task's"
130 "own pexConfig field.",
135 """Set default config options for the subTasks."""
137 self.
fe55fe55.temp_set_point = -100
138 self.
fe55fe55.temp_set_point_tol = 20
141 self.
readNoisereadNoise.temp_set_point = -100
142 self.
readNoisereadNoise.temp_set_point_tol = 20
156 """Override of the valiate() method.
158 The pexConfigs of the subTasks here cannot be validated in the normal way, as they are the configs
159 for eotest, which does illegal things, and this would require an upstream PR to fix. Therefore, we
160 override the validate() method here, and use it to set the output directory for each of the tasks
161 based on the legal pexConfig parameter for the main task.
163 log = lsstLog.Log.getLogger(
"cp.pipe.runEotestConfig")
165 raise RuntimeError(
"Must supply an output path for eotest data. "
166 "Please set config.eotestOutputPath.")
168 taskList = [
'fe55',
'brightPixels',
'darkPixels',
'readNoise',
'traps',
'cte',
'flatPair',
'ptc']
169 for task
in taskList:
170 if getattr(self, task).output_dir !=
'.':
173 log.warn(
"OVERWRITING: Found a user defined output path of %s for %sTask. "
174 "This has been overwritten with %s, as individually specified output paths for "
175 "subTasks are not supported at present" % (getattr(self, task).output_dir,
182 Task to run test stand data through eotest using a butler.
184 This task is used to produce an eotest report (the project's sensor
185 acceptance testing package)
186 Examples of some of its operations are as follows:
187 * Given a set of flat-field images, find the dark pixels and columns.
188 * Given a set of darks, find the bright pixels and columns.
189 * Given a set of Fe55 exposures, calulate the gain of the readout chain,
191 * Given a set of Fe55 exposures, calulate the instrinsic PSF of the silicon,
192 and the degradation of
193 * the PSF due to CTE.
194 * Given a set of flat-pairs, measure the photon transfer curve (PTC).
195 * Given a set of bias frames, calculate the read noise of the system in e-.
196 * Given a set of pocket-pumping exposures, find charge-traps in the silicon.
198 The RunEotestTask.runEotestDirect() is only applicable to LSST sensors, and
199 only for a specific type of dataset. This method takes a
200 dafPersistance.Butler corresponding to a repository in which a full eotest
201 run has been taken and ingested, and runs each of the tasks in eotest
202 directly, allowing for bitwise comparison with results given by the camera
205 See http://ls.st/ldm-151 Chapter 4, Calibration Products Production for
206 further details regarding the inputs and outputs.
209 ConfigClass = RunEotestConfig
210 _DefaultName =
"runEotest"
213 """Constructor for the RunEotestTask."""
214 if 'lsst.eotest.sensor' not in sys.modules:
215 raise RuntimeError(
'eotest failed to import')
217 pipeBase.CmdLineTask.__init__(self, *args, **kwargs)
225 self.makeSubtask(
"fe55")
226 self.makeSubtask(
"readNoise")
227 self.makeSubtask(
"brightPixels")
228 self.makeSubtask(
"darkPixels")
229 self.makeSubtask(
"traps")
230 self.makeSubtask(
"cte")
231 self.makeSubtask(
"flatPair")
232 self.makeSubtask(
"ptc")
234 def _getMaskFiles(self, path, ccd):
235 """Get all available eotest mask files for a given ccd.
237 Each stage of the processing generates more mask files, so this allows each to be picked up
238 as more and more tests run, and saves having to have clever logic for if some tasks fail.
243 Path on which to find the mask files
244 ccd : `string` or `int`
245 Name/identifier of the CCD
249 maskFiles : iterable of `str`
250 List of mask files, or an empty tuple if none are found
252 pattern =
'*' + str(ccd) +
'*mask*'
253 maskFiles = glob.glob(os.path.join(path, pattern))
254 return maskFiles
if len(maskFiles) > 0
else ()
256 def _cleanupEotest(self, path):
257 """Delete all the medianed files left behind after eotest has run.
259 Running eotest generates a lot of interim medianed files, so this just cleans them up.
264 Path on which to delete all the eotest medianed files.
266 for filename
in glob.glob(os.path.join(path,
'*_median_*.fits')):
270 """After running eotest, generate pdf(s) of the results.
272 Generate a sensor test report from the output data in config.eotestOutputPath, one for each CCD.
273 The pdf file(s), along with the .tex file(s) and the individual plots are written
274 to the eotestOutputPath.
275 .pdf generation requires a TeX distro including pdflatex to be installed.
277 ccds = butler.queryMetadata(
'raw', self.config.ccdKey)
279 self.log.
info(
"Starting test report generation for %s"%ccd)
281 plotPath = os.path.join(self.config.eotestOutputPath,
'plots')
282 if not os.path.exists(plotPath):
283 os.makedirs(plotPath)
284 plots = sensorTest.EOTestPlots(ccd, self.config.eotestOutputPath, plotPath)
285 eoTestReport = sensorTest.EOTestReport(plots, wl_dir=
'')
286 eoTestReport.make_figures()
287 eoTestReport.make_pdf()
288 except Exception
as e:
289 self.log.
warn(
"Failed to make eotest report for %s: %s"%(ccd, e))
290 self.log.
info(
"Finished test report generation.")
295 Generate calibration products using eotest algorithms.
297 Generate all calibration products possible using the vanilla eotest implementation,
298 given a butler for a TS8 (raft-test) repo. It can contain multiple runs, but must correspond to
299 only a single raft/RTM.
301 - Run all eotest tasks possible, using the butler to gather the data
302 - Write outputs in eotest format
304 In order to replicate the canonical eotest analysis, the tasks should be run in a specific order.
305 This is given/defined in the "Steps" section here:
306 http://lsst-camera.slac.stanford.edu/eTraveler/exp/LSST-CAMERA/displayProcess.jsp?processPath=1179
308 But is replicated here for conveniece:
310 * CCD Read Noise Analysis
311 * Bright Defects Analysis
312 * Dark Defects Analysis
314 * Dark Current X - will not be implemented here
315 * Charge Transfer Efficiencies
316 * Photo-response analysis X - will not be implemented here
317 * Flat Pairs Analysis
318 * Photon Transfer Curve
319 * Quantum Efficiency X - will not be implemented here
321 List of tasks that exist in the eotest package but aren't mentioned on the above link:
328 # TODO: For each eotest task, find out what the standard raft testing does for the optional params.
329 i.e. many have optional params for gains, bias-frames etc - if we want bitwise identicallity then we
330 need to know what is typically provided to these tasks when the camera team runs this code.
331 This can probably be worked out from https://github.com/lsst-camera-dh/lcatr-harness
332 but it sounds like Jim Chiang doesn't recommend trying to do that.
337 butler : `lsst.daf.persistence.butler`
338 Butler for the repo containg the eotest data to be used
340 Optional run number, to be used for repos containing multiple runs
342 self.log.
info(
"Running eotest routines direct")
345 runs = butler.queryMetadata(
'raw', [
'run'])
350 raise RuntimeError(
"Butler query found %s for runs. eotest datasets must have a run number,"
351 "and you must specify which run to use if a respoitory contains several."
356 raise RuntimeError(
"Butler query found %s for runs, but the run specified (%s) "
357 "was not among them." % (runs, run))
360 if not os.path.exists(self.config.eotestOutputPath):
361 os.makedirs(self.config.eotestOutputPath)
363 ccds = butler.queryMetadata(
'raw', self.config.ccdKey)
364 imTypes = butler.queryMetadata(
'raw', [
'imageType'])
365 testTypes = butler.queryMetadata(
'raw', [
'testType'])
370 if self.config.doFe55:
371 fe55TaskDataId = {
'run': run,
'testType':
'FE55',
'imageType':
'FE55'}
372 self.log.
info(
"Starting Fe55 pixel task")
374 if 'FE55' not in testTypes:
375 msg =
"No Fe55 tests found. Available data: %s" % testTypes
376 if self.config.requireAllEOTests:
377 raise RuntimeError(msg)
379 self.log.
warn(msg +
"\nSkipping Fe55 task")
381 fe55Filenames = [butler.get(
'raw_filename', dataId={
'visit': visit,
382 self.config.ccdKey: ccd})[0][:-3]
383 for visit
in butler.queryMetadata(
'raw', [
'visit'], dataId=fe55TaskDataId)]
384 self.log.
trace(
"Fe55Task: Processing %s with %s files" % (ccd, len(fe55Filenames)))
385 maskFiles = self.
_getMaskFiles_getMaskFiles(self.config.eotestOutputPath, ccd)
386 gains = self.fe55.
run(sensor_id=ccd, infiles=fe55Filenames, mask_files=maskFiles)
390 butler.put(gains,
'eotest_gain', dataId={self.config.ccdKey: ccd,
'run': run})
401 if self.config.doReadNoise:
403 self.log.
info(
"Starting readNoise task")
404 noiseTaskDataId = {
'run': run,
'testType':
'FE55',
'imageType':
'BIAS'}
406 if (
'FE55' not in testTypes)
or (
'BIAS' not in imTypes):
407 msg =
"Required data for readNoise unavailable. Available data:\
408 \ntestTypes: %s\nimageTypes: %s" % (testTypes, imTypes)
409 if self.config.requireAllEOTests:
410 raise RuntimeError(msg)
412 self.log.
warn(msg +
"\nSkipping noise task")
413 noiseFilenames = [butler.get(
'raw_filename', dataId={
'visit': visit,
414 self.config.ccdKey: ccd})[0][:-3]
415 for visit
in butler.queryMetadata(
'raw', [
'visit'],
416 dataId=noiseTaskDataId)]
417 self.log.
trace(
"Fe55Task: Processing %s with %s files" % (ccd, len(noiseFilenames)))
418 maskFiles = self.
_getMaskFiles_getMaskFiles(self.config.eotestOutputPath, ccd)
419 gains = butler.get(
'eotest_gain', dataId={self.config.ccdKey: ccd,
'run': run})
420 self.readNoise.
run(sensor_id=ccd, bias_files=noiseFilenames,
421 gains=gains, mask_files=maskFiles)
427 if self.config.doBrightPixels:
428 self.log.
info(
"Starting bright pixel task")
429 brightTaskDataId = {
'run': run,
'testType':
'DARK',
'imageType':
'DARK'}
431 if 'DARK' not in testTypes:
432 msg =
"No dark tests found. Available data: %s" % testTypes
433 if self.config.requireAllEOTests:
434 raise RuntimeError(msg)
436 self.log.
warn(msg +
"\nSkipping bright pixel task")
438 darkFilenames = [butler.get(
'raw_filename', dataId={
'visit': visit,
439 self.config.ccdKey: ccd})[0][:-3]
440 for visit
in butler.queryMetadata(
'raw', [
'visit'],
441 dataId=brightTaskDataId)]
442 self.log.
trace(
"BrightTask: Processing %s with %s files" % (ccd, len(darkFilenames)))
443 maskFiles = self.
_getMaskFiles_getMaskFiles(self.config.eotestOutputPath, ccd)
444 gains = butler.get(
'eotest_gain', dataId={self.config.ccdKey: ccd,
'run': run})
445 self.brightPixels.
run(sensor_id=ccd, dark_files=darkFilenames,
446 mask_files=maskFiles, gains=gains)
452 if self.config.doDarkPixels:
453 self.log.
info(
"Starting dark pixel task")
454 darkTaskDataId = {
'run': run,
'testType':
'SFLAT_500',
'imageType':
'FLAT'}
456 if 'SFLAT_500' not in testTypes:
457 msg =
"No superflats found. Available data: %s" % testTypes
458 if self.config.requireAllEOTests:
459 raise RuntimeError(msg)
461 self.log.
warn(msg +
"\nSkipping dark pixel task")
463 sflatFilenames = [butler.get(
'raw_filename', dataId={
'visit': visit,
464 self.config.ccdKey: ccd})[0][:-3]
465 for visit
in butler.queryMetadata(
'raw', [
'visit'],
466 dataId=darkTaskDataId)]
467 self.log.
trace(
"DarkTask: Processing %s with %s files" % (ccd, len(sflatFilenames)))
468 maskFiles = self.
_getMaskFiles_getMaskFiles(self.config.eotestOutputPath, ccd)
469 self.darkPixels.
run(sensor_id=ccd, sflat_files=sflatFilenames, mask_files=maskFiles)
475 if self.config.doTraps:
476 self.log.
info(
"Starting trap task")
477 trapTaskDataId = {
'run': run,
'testType':
'TRAP',
'imageType':
'PPUMP'}
479 if (
'TRAP' not in testTypes)
and (
'PPUMP' not in imTypes):
480 msg =
"No pocket pumping exposures found. Available data: %s" % testTypes
481 if self.config.requireAllEOTests:
482 raise RuntimeError(msg)
484 self.log.
warn(msg +
"\nSkipping trap task")
486 trapFilenames = [butler.get(
'raw_filename', dataId={
'visit': visit,
487 self.config.ccdKey: ccd})[0][:-3]
488 for visit
in butler.queryMetadata(
'raw', [
'visit'], dataId=trapTaskDataId)]
489 if len(trapFilenames) != 1:
490 msg =
"Trap Task: Found more than one ppump trap file: %s" % trapFilenames
491 msg +=
" Running using only the first one found."
493 self.log.
trace(
"Trap Task: Processing %s with %s files" % (ccd, len(trapFilenames)))
494 maskFiles = self.
_getMaskFiles_getMaskFiles(self.config.eotestOutputPath, ccd)
495 gains = butler.get(
'eotest_gain', dataId={self.config.ccdKey: ccd,
'run': run})
496 self.traps.
run(sensor_id=ccd, pocket_pumped_file=trapFilenames[0],
497 mask_files=maskFiles, gains=gains)
503 if self.config.doCTE:
504 self.log.
info(
"Starting CTE task")
505 cteTaskDataId = {
'run': run,
'testType':
'SFLAT_500',
'imageType':
'FLAT'}
507 if 'SFLAT_500' not in testTypes:
508 msg =
"No superflats found. Available data: %s" % testTypes
509 if self.config.requireAllEOTests:
510 raise RuntimeError(msg)
512 self.log.
warn(msg +
"\nSkipping CTE task")
514 sflatFilenames = [butler.get(
'raw_filename', dataId={
'visit': visit,
515 self.config.ccdKey: ccd})[0][:-3]
516 for visit
in butler.queryMetadata(
'raw', [
'visit'], dataId=cteTaskDataId)]
517 self.log.
trace(
"CTETask: Processing %s with %s files" % (ccd, len(sflatFilenames)))
518 maskFiles = self.
_getMaskFiles_getMaskFiles(self.config.eotestOutputPath, ccd)
519 self.cte.
run(sensor_id=ccd, superflat_files=sflatFilenames, mask_files=maskFiles)
525 if self.config.doFlatPair:
526 self.log.
info(
"Starting flatPair task")
527 flatPairDataId = {
'run': run,
'testType':
'FLAT',
'imageType':
'FLAT'}
529 if 'FLAT' not in testTypes:
530 msg =
"No dataset for flat_pairs found. Available data: %s" % testTypes
531 if self.config.requireAllEOTests:
532 raise RuntimeError(msg)
534 self.log.
warn(msg +
"\nSkipping flatPair task")
536 flatPairFilenames = [butler.get(
'raw_filename', dataId={
'visit': visit,
537 self.config.ccdKey: ccd})[0][:-3]
538 for visit
in butler.queryMetadata(
'raw', [
'visit'],
539 dataId=flatPairDataId)]
548 flatPairFilenames = [os.path.realpath(f)
for f
in flatPairFilenames
if
549 os.path.realpath(f).find(
'flat1') != -1
550 or os.path.realpath(f).find(
'flat2') != -1]
551 if not flatPairFilenames:
552 raise RuntimeError(
"No flatPair files found.")
553 self.log.
trace(
"FlatPairTask: Processing %s with %s files" % (ccd, len(flatPairFilenames)))
554 maskFiles = self.
_getMaskFiles_getMaskFiles(self.config.eotestOutputPath, ccd)
555 gains = butler.get(
'eotest_gain', dataId={self.config.ccdKey: ccd,
'run': run})
556 self.flatPair.
run(sensor_id=ccd, infiles=flatPairFilenames, mask_files=maskFiles,
557 gains=gains, max_pd_frac_dev=self.config.flatPairMaxPdFracDev)
563 if self.config.doPTC:
564 self.log.
info(
"Starting PTC task")
565 ptcDataId = {
'run': run,
'testType':
'FLAT',
'imageType':
'FLAT'}
567 if 'FLAT' not in testTypes:
568 msg =
"No dataset for flat_pairs found. Available data: %s" % testTypes
569 if self.config.requireAllEOTests:
570 raise RuntimeError(msg)
572 self.log.
warn(msg +
"\nSkipping PTC task")
574 ptcFilenames = [butler.get(
'raw_filename', dataId={
'visit': visit,
575 self.config.ccdKey: ccd})[0][:-3]
576 for visit
in butler.queryMetadata(
'raw', [
'visit'], dataId=ptcDataId)]
585 ptcFilenames = [os.path.realpath(f)
for f
in ptcFilenames
if
586 os.path.realpath(f).find(
'flat1') != -1
587 or os.path.realpath(f).find(
'flat2') != -1]
589 raise RuntimeError(
"No flatPair files found")
590 self.log.
trace(
"PTCTask: Processing %s with %s files" % (ccd, len(ptcFilenames)))
591 maskFiles = self.
_getMaskFiles_getMaskFiles(self.config.eotestOutputPath, ccd)
592 gains = butler.get(
'eotest_gain', dataId={self.config.ccdKey: ccd,
'run': run})
593 self.ptc.
run(sensor_id=ccd, infiles=ptcFilenames, mask_files=maskFiles, gains=gains)
597 self.log.
info(
"Finished running EOTest")
def runEotestDirect(self, butler, run=None)
def _getMaskFiles(self, path, ccd)
def _cleanupEotest(self, path)
def __init__(self, *args, **kwargs)
def makeEotestReport(self, butler)
def run(self, skyInfo, tempExpRefList, imageScalerList, weightList, altMaskList=None, mask=None, supplementaryData=None)