Beispiel #1
0
        def process():

            # session to be used by executor and handlers
            session = Session()

            task = session.merge(program)

            log.debug("[start] %s" % str(task))

            site = Site()
            nowmjd = site.MJD()
            log.debug("[start] Current MJD is %f", nowmjd)
            if program.startAt:
                waittime = (program.startAt - nowmjd) * 86.4e3
                if waittime > 0.0:
                    log.debug("[start] Waiting until MJD %f to start slewing",
                              program.startAt)
                    log.debug("[start] Will wait for %f seconds", waittime)
                    time.sleep(waittime)
                else:
                    if program.validFor >= 0.0:
                        if -waittime > program.validFor:
                            log.debug("[start] Program is not valid anymore",
                                      program.startAt, program.validFor)
                            self.controller.programComplete(
                                program, SchedulerStatus.OK,
                                "Program not valid anymore.")
                    else:
                        log.debug(
                            "[start] Specified slew start MJD %s has already passed; proceeding without waiting",
                            program.startAt)
            else:
                log.debug("[start] No slew time specified, so no waiting")
            log.debug("[start] Current MJD is %f", site.MJD())
            log.debug("[start] Proceeding since MJD %f should have passed",
                      program.startAt)
            self.controller.programBegin(program)

            try:
                self.executor.execute(task)
                log.debug("[finish] %s" % str(task))
                self.scheduler.done(task)
                self.controller.programComplete(program, SchedulerStatus.OK)
                self.state(State.IDLE)
            except ProgramExecutionException as e:
                self.scheduler.done(task, error=e)
                self.controller.programComplete(program, SchedulerStatus.ERROR,
                                                str(e))
                self.state(State.IDLE)
                log.debug("[error] %s (%s)" % (str(task), str(e)))
            except ProgramExecutionAborted as e:
                self.scheduler.done(task, error=e)
                self.controller.programComplete(program,
                                                SchedulerStatus.ABORTED,
                                                "Aborted by user.")
                self.state(State.OFF)
                log.debug("[aborted by user] %s" % str(task))

            session.commit()
Beispiel #2
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    def restartAllPrograms(self):
        session = Session()

        programs = session.query(Program).all()
        for program in programs:
            program.finished = False

        session.commit()
Beispiel #3
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    def restartAllPrograms(self):
        session = Session()

        programs = session.query(Program).all()
        for program in programs:
            program.finished = False

        session.commit()
Beispiel #4
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    def selectScienceTargets(self):
        '''
		Based on configuration parameters select a good set of targets to run scheduler on a specified Julian Day.
		'''

        session = Session()

        # [To be done] Reject objects that are close to the moon

        for tbin, time in enumerate(self.obsTimeBins):

            if self.obsTimeMask[tbin] < 1.0:
                # Select objects from database that where not observed and where not scheduled yet
                # In the future may include targets that where observed a number of nights ago.
                # This is still incomplete. We should also consider the distance from the previous pointing to the next!
                # Since a target can have a higher airmass but be farther away from a neaby target that will take less time
                # to point.
                # one way of selecting targets that are close together and have good airmass is to select regions that are close
                # to the current location. it can start as searching an area with r1 ~ 10 x the FoV and, if there are no regions
                # to to x2 that and then x4 that. If still there are no targets, than search for the higher in the sky.
                targets = session.query(Targets).filter(
                    Targets.observed == False).filter(
                        Targets.scheduled == False).filter(
                            Targets.type == self.sciFlag)

                lst = _skysub.lst(time, self.sitelong)  #*360./24.
                alt = np.array([
                    _skysub.altit(target.targetDec, lst - target.targetRa,
                                  self.sitelat)[0] for target in targets
                ])
                stg = alt.argmax()

                log.info('Selecting %s' % (targets[stg]))

                # Marking target as schedule
                tst = session.query(Targets).filter(
                    Targets.id == targets[stg].id)

                for t in tst:
                    t.scheduled = True
                    session.commit()
                    self.addObservation(t, time)

                self.obsTimeMask[tbin] = 1.0
            else:
                log.debug(
                    'Bin %3i @mjd=%.3f already filled up with observations. Skipping...'
                    % (tbin, time - 2400000.5))

        #print i
        return 0  #targets
    def next(self):
        if self.rq.empty():
            session = Session()
            programs = session.query(Program).all()

            for program in programs:
                program.finished = False

            session.commit()

            self.reschedule(self.machine)

        if not self.rq.empty():
            return self.rq.get()

        return None
Beispiel #6
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    def next (self):
        if self.rq.empty():
            session = Session()
            programs = session.query(Program).all()

            for program in programs:
                program.finished = False

            session.commit()
            
            self.reschedule(self.machine)

        if not self.rq.empty():
            return self.rq.get()
        
        return None
Beispiel #7
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	def selectScienceTargets(self):
		'''
		Based on configuration parameters select a good set of targets to run scheduler on a specified Julian Day.
		'''
		
		session = Session()
		
		# [To be done] Reject objects that are close to the moon

		for tbin,time in enumerate(self.obsTimeBins):

			if self.obsTimeMask[tbin] < 1.0:
				# Select objects from database that where not observed and where not scheduled yet
				# In the future may include targets that where observed a number of nights ago.
				# This is still incomplete. We should also consider the distance from the previous pointing to the next!
				# Since a target can have a higher airmass but be farther away from a neaby target that will take less time
				# to point.
				# one way of selecting targets that are close together and have good airmass is to select regions that are close
				# to the current location. it can start as searching an area with r1 ~ 10 x the FoV and, if there are no regions
				# to to x2 that and then x4 that. If still there are no targets, than search for the higher in the sky.
				targets = session.query(Targets).filter(Targets.observed == False).filter(Targets.scheduled == False).filter(Targets.type == self.sciFlag)
			
				lst = _skysub.lst(time,self.sitelong) #*360./24.
				alt = np.array([_skysub.altit(target.targetDec,lst - target.targetRa,self.sitelat)[0] for target in targets])
				stg = alt.argmax()

				self.log.info('Selecting %s'%(targets[stg]))
				
				# Marking target as schedule
				tst = session.query(Targets).filter(Targets.id == targets[stg].id)

				for t in tst:
					t.scheduled = True
					session.commit()
					self.addObservation(t,time)
				
				self.obsTimeMask[tbin] = 1.0
			else:
				self.log.debug('Bin %3i @mjd=%.3f already filled up with observations. Skipping...'%(tbin,time-2400000.5))
				
		#print i
		return 0 #targets
Beispiel #8
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	def selectStandardTargets(self,nstars=3,nairmass=3):
		'''
		Based on configuration parameters, select 'nstars' standard stars to run scheduler on a specified Julian Day. Ideally you 
		will select standard stars before your science targets so not to have a full queue. Usually standard stars are observed 
		more than once a night at different airmasses. The user can control this parameter with nairmass and the script will try
		to take care of the rest. 
		'''

		session = Session()
		
		# First of all, standard stars can be obsered multiple times in sucessive nights. I will mark all
		# stars an unscheduled.
		targets = session.query(Targets).filter(Targets.scheduled == True).filter(Targets.type == self.stdFlag)
		for target in targets:
			target.scheduled = False
			session.commit()
		
		# [To be done] Reject objects that are close to the moon

		# Selecting standard stars is not only searching for the higher in that time but select stars than can be observed at 3
		# or more (nairmass) different airmasses. It is also important to select stars with different colors (but this will be
		# taken care in the future).

		if nairmass*nstars > len(self.obsTimeBins):
			self.log.warning('Requesting more stars/observations than it will be possible to schedule. Decreasing number of requests to fit in the night.')
			nstars = len(self.obsTimeBins)/nairmass

		obsStandars = np.zeros(len(self.obsTimeBins))-1 # first selection of observable standards

		for tbin,time in enumerate(self.obsTimeBins):

			if self.obsTimeMask[tbin] < 1.0:
				# 1 - Select objects from database that where not scheduled yet (standard stars may be repited)
				#     that fits our observing night
				targets = session.query(Targets).filter(Targets.scheduled == 0).filter(Targets.type == self.stdFlag)
			
				lst = _skysub.lst(time,self.sitelong) #*360./24.
				alt = np.array([_skysub.altit(target.targetDec,lst - target.targetRa,self.sitelat)[0] for target in targets])
				stg = alt.argmax()

				self.log.info('Selecting %s'%(targets[stg]))
				
				# Marking target as schedule
				tst = session.query(Targets).filter(Targets.id == targets[stg].id)

				for t in tst:
					t.scheduled = True
					session.commit()
					obsStandars[tbin] = t.id
				
			else:
				self.log.info('Bin already filled up with observations. Skipping...')

		if len(obsStandars[obsStandars >= 0]) < nstars:
			self.log.warning('Could not find %i suitable standard stars in catalog. Only %i where found.'%(nstars,len(obsStandars[obsStandars >= 0])))
		#
		# Unmarking potential targets as scheduled
		#
		for id in obsStandars[obsStandars >= 0]:
			target = session.query(Targets).filter(Targets.id == id)
			for t in target:
				t.scheduled = False
				session.commit()
				
			tbin+=1
		#
		# Preparing a grid of altitudes for each target for each observing window
		#
		amGrid = np.zeros(len(obsStandars)*len(obsStandars)).reshape(len(obsStandars),len(obsStandars))

		for i in np.arange(len(obsStandars))[obsStandars >= 0]:
			target = session.query(Targets).filter(Targets.id == obsStandars[i])[0]
			for j in range(len(obsStandars)):
				lst = _skysub.lst(self.obsTimeBins[j],self.sitelong)
				amGrid[i][j] = _skysub.true_airmass(_skysub.secant_z(_skysub.altit(target.targetDec,lst - target.targetRa,self.sitelat)[0]))
				if amGrid[i][j] < 0:
					amGrid [i][j] = 99.
		#
		# Build a grid mask that specifies the position in time each target should be observed. This means that, when
		# selecting a single target we ocuppy more than one, non consecutive, position in the night. This grid shows where are these
		# positions.
		#
		obsMask = np.zeros(len(obsStandars)*len(obsStandars),dtype=np.bool).reshape(len(obsStandars),len(obsStandars))

		for i in np.arange(len(obsStandars))[obsStandars >= 0]:
			amObs = np.linspace(amGrid[i].min(),self.stdMaxAirmass,nairmass) # requested aimasses
			dam = np.mean(np.abs(amGrid[i][amGrid[i]<self.stdMaxAirmass][1:] - amGrid[i][amGrid[i]<self.stdMaxAirmass][:-1])) # how much airmass changes in average
			for j,am in enumerate(amObs):
				# Mark positions where target is at	specified airmass
				if j == 0:
					obsMask[i] = np.bitwise_or(obsMask[i],amGrid[i] == am)
				else:
					obsMask[i] = np.bitwise_or(obsMask[i],np.bitwise_and(amGrid[i]>am-dam,amGrid[i]<am+dam))

			#print amGrid[i][np.where(obsMask[i])]
		#
		# Now it is time to actually select the targets. It will start with the first target and then try the others
		# until it find enough standard stars, as specified by the user.
		#
		# Para cada bin em tempo, varro o bin em massa de ar por coisas observaveis. Se acho um, vejo se posso agendar
		# os outros bins. Se sim, marco o alvo para observacao, se nao, passo para o proximo. Repito ate completar a
		# lista de alvos
		#

		obsMaskTimeGrid = np.zeros(len(obsStandars),dtype=np.bool)
		nrequests = 0
		reqId = np.zeros(nstars,dtype=np.int)-1
		for tbin,time in enumerate(self.obsTimeBins[:-1]):
			# Evaluates if time slots are all available. If yes, mark orbservation and ocuppy slots.
			if ( (not obsMaskTimeGrid[obsMask[tbin]].any()) and (len(amGrid[tbin][obsMask[tbin]])>=nairmass) ):
				obsMaskTimeGrid = np.bitwise_or(obsMaskTimeGrid,obsMask[tbin])
				reqId[nrequests] = tbin
				nrequests += 1
			if nrequests >= nstars:
				break

		# Finally, requesting observations

		for id in reqId[reqId >= 0]:
			target = session.query(Targets).filter(Targets.id == obsStandars[id])[0]
			secz = amGrid[id][obsMask[id]]
			seczreq = np.zeros(nairmass,dtype=np.bool)
			amObs = np.linspace(amGrid[id].min(),self.stdMaxAirmass,nairmass) # requested aimasses
			for i,obstime in enumerate(self.obsTimeBins[obsMask[id]]):
				sindex = np.abs(amObs-secz[i]).argmin()
				if not seczreq[sindex]:
					self.log.info('Requesting observations of %s @airmass=%4.2f @mjd=%.3f...'%(target.name,secz[i],obstime-2400000.5))
					seczreq[sindex] = True
					target.scheduled = True
					session.commit()
					self.addObservation(target,obstime)
					self.obsTimeMask[obsMask[id]] = 1.0
			#print self.obsTimeBins[obsMask[id]]
			#print

		#print i
		return 0 #targets
Beispiel #9
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    def addObservation(self, target, obstime):

        session = Session()

        lineRe = re.compile(
            '(?P<coord>(?P<ra>[\d:-]+)\s+(?P<dec>\+?[\d:-]+)\s+(?P<epoch>[\dnowNOWJjBb\.]+)\s+)?(?P<imagetype>[\w]+)'
            '\s+(?P<objname>\'([^\\n\'\\\\]|\\\\.)*\'|"([^\\n"\\\\]|\\\\.)*"|([^ \\n"\\\\]|\\\\.)*)\s+(?P<exposures>[\w\d\s:\*\(\),]*)'
        )
        programs = []

        entryFormat = '%(ra)s %(dec)s %(epoch)s %(obstype)s %(name)s %(exposures)s'

        p = Position.fromRaDec(target.targetRa, target.targetDec)
        ra = p.ra.HMS
        dec = p.dec.DMS

        filterExpt = self.sciExpTime
        if target.type == self.stdFlag:
            filterExpt = self.stdExpTime

        exposures = '1*('

        for i in range(self.nfilters):
            exposures = exposures + '%s:%.0f, ' % (self.filters[i],
                                                   filterExpt[i])

        exposures = exposures[:-2]
        exposures += ')'

        infos = {
            'ra': '%02.0f:%02.0f:%02.0f' % (ra[1], ra[2], ra[3]),
            'dec': '%+03.0f:%02.0f:%02.0f' % (dec[0] * dec[1], dec[2], dec[3]),
            'epoch': 'J%.0f' % target.targetEpoch,
            'obstype': 'OBJECT',
            'name': target.name,
            'exposures': exposures
        }

        i = 0
        line = entryFormat % infos

        matchs = lineRe.search(line)
        params = matchs.groupdict()

        position = None
        objname = None

        if params.get("coord", None):
            position = Position.fromRaDec(str(params['ra']),
                                          str(params['dec']), params['epoch'])

        imagetype = params['imagetype'].upper()
        objname = params['objname'].replace("\"", "")

        multiplier, exps = params['exposures'].split("*")
        try:
            multiplier = int(multiplier)
        except ValueError:
            multiplier = 1

        exps = exps.replace("(", "").replace(")", "").strip().split(",")

        mjd = obstime - 2400000.5
        for i in range(multiplier):

            program = Program(tid=target.id,
                              name="%s-%03d" % (objname.replace(" ", ""), i),
                              slewAt=mjd,
                              exposeAt=mjd + 1. / 60. / 24.)

            log.info("# program: %s" % program.name)

            if imagetype == "OBJECT":
                if position:
                    program.actions.append(Point(targetRaDec=position))
                else:
                    program.actions.append(Point(targetName=objname))

            if imagetype == "FLAT":
                site = self._remoteManager.getProxy("/Site/0")
                flatPosition = Position.fromAltAz(site['flat_alt'],
                                                  site['flat_az'])
                program.actions.append(Point(targetAltAz=flatPosition))

            #if i == 0:
            #    program.actions.append(AutoFocus(start=1500, end=3000, step=250, filter="R", exptime=10))
            #    program.actions.append(PointVerify(here=True))

            for exp in exps:
                if exp.count(":") > 1:
                    filter, exptime, frames = exp.strip().split(":")
                else:
                    filter, exptime = exp.strip().split(":")
                    frames = 1

                if imagetype in ("OBJECT", "FLAT"):
                    shutter = "OPEN"
                else:
                    shutter = "CLOSE"

                if imagetype == "BIAS":
                    exptime = 0

                if imagetype in ("BIAS", "DARK"):
                    filter = None

                log.info("%s %s %s filter=%s exptime=%s frames=%s" %
                         (imagetype, objname, str(position), filter, exptime,
                          frames))

                program.actions.append(
                    Expose(shutter=shutter,
                           filename="%s-$DATE-$TIME" %
                           objname.replace(" ", ""),
                           filter=filter,
                           frames=frames,
                           exptime=exptime,
                           imageType=imagetype,
                           objectName=objname))
            log.info("")
            programs.append(program)

        session.add_all(programs)
        session.commit()
Beispiel #10
0
    def process(check):

        import yaml
        from chimera.util.position import Position
        from chimera.util.coord import Coord
        from chimera.controllers.scheduler.model import (Session, Program,
                                                         AutoFocus, AutoFlat,
                                                         PointVerify, Point,
                                                         Expose)

        actionDict = {
            'autofocus': AutoFocus,
            'autoflat': AutoFlat,
            'pointverify': PointVerify,
            'point': Point,
            'expose': Expose,
        }

        manager = BaseResponse.manager
        # sched = ConfigureScheduler.scheduler

        # delete all programs
        session = Session()
        programs = session.query(Program).all()
        for program in programs:
            session.delete(program)
        session.commit()

        def generateDatabase(options):

            with open(os.path.join(os.path.expanduser('~/'), options.filename),
                      'r') as stream:
                try:
                    prgconfig = yaml.load(stream)
                except yaml.YAMLError as exc:

                    manager.broadCast(exc)
                    raise
                except Exception, e:
                    manager.broadCast(
                        'Exception trying to start scheduler: %s' % repr(e))
                    raise

            def _validateOffset(value):
                try:
                    offset = Coord.fromAS(int(value))
                except ValueError:
                    offset = Coord.fromDMS(value)

                return offset

            session = Session()

            programs = []

            for prg in prgconfig['programs']:

                # process program

                program = Program()
                for key in prg.keys():
                    if hasattr(program, key) and key != 'actions':
                        try:
                            setattr(program, key, prg[key])
                        except:
                            manager.broadCast(
                                'Could not set attribute %s = %s on Program' %
                                (key, prg[key]))

                # self.out("# program: %s" % program.name)

                # process actions
                for actconfig in prg['actions']:
                    act = actionDict[actconfig['action']]()
                    # self.out('Action: %s' % actconfig['action'])

                    if actconfig['action'] == 'point':
                        if 'ra' in actconfig.keys(
                        ) and 'dec' in actconfig.keys():
                            epoch = 'J2000' if 'epoch' not in actconfig.keys(
                            ) else actconfig['epoch']
                            position = Position.fromRaDec(
                                actconfig['ra'], actconfig['dec'], epoch)
                            # self.out('Coords: %s' % position)
                            act.targetRaDec = position
                            # act = Point(targetRaDec=position)
                        elif 'alt' in actconfig.keys(
                        ) and 'az' in actconfig.keys():
                            position = Position.fromAltAz(
                                actconfig['alt'], actconfig['az'])
                            # self.out('Coords: %s' % position)
                            act.targetAltAz = position
                        elif 'name' in actconfig:
                            # self.out('Target name: %s' % actconfig['name'])
                            act.targetName = actconfig['name']
                        elif 'offset' not in actconfig:
                            manager.broadCast(
                                'Empty Point action. No target to point to or offset to perform!'
                            )
                            continue

                        if 'offset' in actconfig:
                            if 'north' in actconfig['offset']:
                                offset = _validateOffset(
                                    actconfig['offset']['north'])
                                act.offsetNS = offset
                            elif 'south' in actconfig['offset']:
                                offset = _validateOffset(
                                    actconfig['offset']['south'])
                                act.offsetNS = Coord.fromAS(-offset.AS)

                            if 'west' in actconfig['offset']:
                                offset = _validateOffset(
                                    actconfig['offset']['west'])
                                act.offsetEW = offset
                            elif 'east' in actconfig['offset']:
                                offset = _validateOffset(
                                    actconfig['offset']['east'])
                                act.offsetEW = Coord.fromAS(-offset.AS)

                    else:
                        for key in actconfig.keys():
                            if hasattr(act, key) and key != 'action':
                                # self.out('\t%s: %s' % (key,actconfig[key]))
                                try:
                                    setattr(act, key, actconfig[key])
                                except:
                                    manager.broadCast(
                                        'Could not set attribute %s = %s on action %s'
                                        % (key, actconfig[key],
                                           actconfig['action']))
                    program.actions.append(act)

                # self.out("")
                programs.append(program)

            # self.out("List contain %i programs" % len(programs))
            session.add_all(programs)
            session.commit()

            return 0
Beispiel #11
0
    from chimera.controllers.scheduler.model import Program, Expose, Point, Session

    dark = Expose()
    dark.shutter = "CLOSE"
    dark.exptime = 10
    dark.imageType = "dark"
    dark.objectName = "dark"

    flat = Expose()
    flat.shutter = "OPEN"
    flat.filter = "U"
    flat.exptime = 10
    flat.imageType = "flat"
    flat.objectName = "flat"
    
    calibration = Program(name="Calibration")
    calibration.actions = [dark, flat]

    science = Program(name="Science")
    science.actions.append(Point(targetName="M7"))
    
    for i in range(10):
        science.actions.append(Expose(filter="U", exptime=i, shutter="OPEN"))

    session = Session()

    session.add(calibration)
    session.add(science)    
    session.commit()    
Beispiel #12
0
    from chimera.controllers.scheduler.model import Program, Expose, Point, Session

    dark = Expose()
    dark.shutter = "CLOSE"
    dark.exptime = 10
    dark.imageType = "dark"
    dark.objectName = "dark"

    flat = Expose()
    flat.shutter = "OPEN"
    flat.filter = "U"
    flat.exptime = 10
    flat.imageType = "flat"
    flat.objectName = "flat"

    calibration = Program(name="Calibration")
    calibration.actions = [dark, flat]

    science = Program(name="Science")
    science.actions.append(Point(targetName="M7"))

    for i in range(10):
        science.actions.append(Expose(filter="U", exptime=i, shutter="OPEN"))

    session = Session()

    session.add(calibration)
    session.add(science)
    session.commit()
        def generateDatabase(options):

            with open(os.path.join(os.path.expanduser('~/'),
                    options.filename), 'r') as stream:
                try:
                    prgconfig = yaml.load(stream)
                except yaml.YAMLError as exc:

                    manager.broadCast(exc)
                    return -1

            session = Session()

            programs = []

            for prg in prgconfig['programs']:

                # process program

                program = Program()
                for key in prg.keys():
                    if hasattr(program,key) and key != 'actions':
                        try:
                            setattr(program,key,prg[key])
                        except:
                            manager.broadCast('Could not set attribute %s = %s on Program' % (key,prg[key]))

                # self.out("# program: %s" % program.name)

                # process actions
                for actconfig in prg['actions']:
                    act = actionDict[actconfig['action']]()
                    # self.out('Action: %s' % actconfig['action'])

                    if actconfig['action'] == 'point':
                        if 'ra' in actconfig.keys() and 'dec' in actconfig.keys():
                            epoch = 'J2000' if 'epoch' not in actconfig.keys() else actconfig['epoch']
                            position = Position.fromRaDec(actconfig['ra'], actconfig['dec'], epoch)
                            # self.out('Coords: %s' % position)
                            act.targetRaDec = position
                            # act = Point(targetRaDec=position)
                        elif 'alt' in actconfig.keys() and 'az' in actconfig.keys():
                            position = Position.fromAltAz(actconfig['alt'], actconfig['az'])
                            # self.out('Coords: %s' % position)
                            act.targetAltAz = position
                        else:
                            # self.out('Target name: %s' % actconfig['name'])
                            act.targetName = actconfig['name']

                    else:
                        for key in actconfig.keys():
                            if hasattr(act,key) and key != 'action':
                                # self.out('\t%s: %s' % (key,actconfig[key]))
                                try:
                                    setattr(act,key,actconfig[key])
                                except:
                                    manager.broadCast('Could not set attribute %s = %s on action %s' % (key,
                                                                                               actconfig[key],
                                                                                               actconfig['action']))
                    program.actions.append(act)

                # self.out("")
                programs.append(program)

            # self.out("List contain %i programs" % len(programs))
            session.add_all(programs)
            session.commit()

            return 0
    def process(check):

        import yaml
        from chimera.util.position import Position
        from chimera.controllers.scheduler.model import (Session, Program, AutoFocus, AutoFlat,
                                                 PointVerify, Point,
                                                 Expose)

        actionDict = {'autofocus' : AutoFocus,
                      'autoflat'  : AutoFlat,
                      'pointverify' : PointVerify,
                      'point' : Point,
                      'expose' : Expose,
              }

        manager = BaseResponse.manager
        sched = ConfigureScheduler.scheduler

        # delete all programs
        session = Session()
        programs = session.query(Program).all()
        for program in programs:
            session.delete(program)
        session.commit()

        def generateDatabase(options):

            with open(os.path.join(os.path.expanduser('~/'),
                    options.filename), 'r') as stream:
                try:
                    prgconfig = yaml.load(stream)
                except yaml.YAMLError as exc:

                    manager.broadCast(exc)
                    return -1

            session = Session()

            programs = []

            for prg in prgconfig['programs']:

                # process program

                program = Program()
                for key in prg.keys():
                    if hasattr(program,key) and key != 'actions':
                        try:
                            setattr(program,key,prg[key])
                        except:
                            manager.broadCast('Could not set attribute %s = %s on Program' % (key,prg[key]))

                # self.out("# program: %s" % program.name)

                # process actions
                for actconfig in prg['actions']:
                    act = actionDict[actconfig['action']]()
                    # self.out('Action: %s' % actconfig['action'])

                    if actconfig['action'] == 'point':
                        if 'ra' in actconfig.keys() and 'dec' in actconfig.keys():
                            epoch = 'J2000' if 'epoch' not in actconfig.keys() else actconfig['epoch']
                            position = Position.fromRaDec(actconfig['ra'], actconfig['dec'], epoch)
                            # self.out('Coords: %s' % position)
                            act.targetRaDec = position
                            # act = Point(targetRaDec=position)
                        elif 'alt' in actconfig.keys() and 'az' in actconfig.keys():
                            position = Position.fromAltAz(actconfig['alt'], actconfig['az'])
                            # self.out('Coords: %s' % position)
                            act.targetAltAz = position
                        else:
                            # self.out('Target name: %s' % actconfig['name'])
                            act.targetName = actconfig['name']

                    else:
                        for key in actconfig.keys():
                            if hasattr(act,key) and key != 'action':
                                # self.out('\t%s: %s' % (key,actconfig[key]))
                                try:
                                    setattr(act,key,actconfig[key])
                                except:
                                    manager.broadCast('Could not set attribute %s = %s on action %s' % (key,
                                                                                               actconfig[key],
                                                                                               actconfig['action']))
                    program.actions.append(act)

                # self.out("")
                programs.append(program)

            # self.out("List contain %i programs" % len(programs))
            session.add_all(programs)
            session.commit()

            return 0
            # self.out("Restart the scheduler to run it with the new database.")

        if generateDatabase(check) < 0:
            manager.broadCast("Could not configure scheduler with provided arguments.")
            manager.setFlag("scheduler",
                            IOFlag.ERROR)
        else:
            manager.setFlag("scheduler",
                            IOFlag.READY)
            manager.broadCast("Scheduler configured. Restart it to run with the new database.")
Beispiel #15
0
	def addObservation(self,target,obstime):
	
		session = Session()
		
		lineRe = re.compile('(?P<coord>(?P<ra>[\d:-]+)\s+(?P<dec>\+?[\d:-]+)\s+(?P<epoch>[\dnowNOWJjBb\.]+)\s+)?(?P<imagetype>[\w]+)'
                            '\s+(?P<objname>\'([^\\n\'\\\\]|\\\\.)*\'|"([^\\n"\\\\]|\\\\.)*"|([^ \\n"\\\\]|\\\\.)*)\s+(?P<exposures>[\w\d\s:\*\(\),]*)')
		programs = []
		
		entryFormat = '%(ra)s %(dec)s %(epoch)s %(obstype)s %(name)s %(exposures)s'
		
		p = Position.fromRaDec(target.targetRa,target.targetDec)
		ra = p.ra.HMS
		dec = p.dec.DMS
		
		filterExpt = self.sciExpTime
		if target.type == self.stdFlag:
			filterExpt = self.stdExpTime

		exposures = '1*('

		for i in range(self.nfilters):
			exposures = exposures+'%s:%.0f, '%(self.filters[i],filterExpt[i])

		exposures = exposures[:-2]
		exposures += ')'
		
		infos = {	'ra' : '%02.0f:%02.0f:%02.0f'%(ra[1],ra[2],ra[3]),
					'dec': '%+03.0f:%02.0f:%02.0f'%(dec[0]*dec[1],dec[2],dec[3]),
					'epoch' : 'J%.0f'%target.targetEpoch,
					'obstype' : 'OBJECT',
					'name' :target.name,
					'exposures' : exposures
					}

		i = 0
		line = entryFormat%infos
		
		matchs = lineRe.search(line)
		params = matchs.groupdict()
		
		position = None
		objname  = None

		if params.get("coord", None):
			position  = Position.fromRaDec(str(params['ra']), str(params['dec']), params['epoch'])

		imagetype = params['imagetype'].upper()
		objname   = params['objname'].replace("\"", "")

		multiplier, exps = params['exposures'].split("*")
		try:
			multiplier = int(multiplier)
		except ValueError:
			multiplier = 1

		exps = exps.replace("(", "").replace(")", "").strip().split(",")

		mjd = obstime - 2400000.5
		for i in range(multiplier):

			program = Program(tid = target.id ,name="%s-%03d" % (objname.replace(" ", ""), i),
                              slewAt=mjd,exposeAt=mjd+1./60./24.)

			self.log.info("# program: %s" % program.name)

			if imagetype == "OBJECT":
				if position:
					program.actions.append(Point(targetRaDec=position))
				else:
					program.actions.append(Point(targetName=objname))

			if imagetype == "FLAT":
				site = self._remoteManager.getProxy("/Site/0")
				flatPosition = Position.fromAltAz(site['flat_alt'], site['flat_az'])
				program.actions.append(Point(targetAltAz=flatPosition))

			#if i == 0:
			#    program.actions.append(AutoFocus(start=1500, end=3000, step=250, filter="R", exptime=10))
			#    program.actions.append(PointVerify(here=True))

			for exp in exps:
				if exp.count(":") > 1:
					filter, exptime, frames = exp.strip().split(":")
				else:
					filter, exptime = exp.strip().split(":")
					frames = 1

				if imagetype in ("OBJECT", "FLAT"):
					shutter = "OPEN"
				else:
					shutter = "CLOSE"

				if imagetype == "BIAS":
					exptime = 0

				if imagetype in ("BIAS", "DARK"):
					filter = None

				self.log.info("%s %s %s filter=%s exptime=%s frames=%s" % (imagetype, objname, str(position), filter, exptime, frames))

				program.actions.append(Expose(shutter=shutter,
											  filename="%s-$DATE-$TIME" % objname.replace(" ", ""),
											  filter=filter,
											  frames=frames,
											  exptime=exptime,
											  imageType=imagetype,
											  objectName=objname))
			self.log.info("")
			programs.append(program)

		session.add_all(programs)
		session.commit()
Beispiel #16
0
    def selectStandardTargets(self, nstars=3, nairmass=3):
        '''
		Based on configuration parameters, select 'nstars' standard stars to run scheduler on a specified Julian Day. Ideally you 
		will select standard stars before your science targets so not to have a full queue. Usually standard stars are observed 
		more than once a night at different airmasses. The user can control this parameter with nairmass and the script will try
		to take care of the rest. 
		'''

        session = Session()

        # First of all, standard stars can be obsered multiple times in sucessive nights. I will mark all
        # stars an unscheduled.
        targets = session.query(Targets).filter(
            Targets.scheduled == True).filter(Targets.type == self.stdFlag)
        for target in targets:
            target.scheduled = False
            session.commit()

        # [To be done] Reject objects that are close to the moon

        # Selecting standard stars is not only searching for the higher in that time but select stars than can be observed at 3
        # or more (nairmass) different airmasses. It is also important to select stars with different colors (but this will be
        # taken care in the future).

        if nairmass * nstars > len(self.obsTimeBins):
            log.warning(
                'Requesting more stars/observations than it will be possible to schedule. Decreasing number of requests to fit in the night.'
            )
            nstars = len(self.obsTimeBins) / nairmass

        obsStandars = np.zeros(len(
            self.obsTimeBins)) - 1  # first selection of observable standards

        for tbin, time in enumerate(self.obsTimeBins):

            if self.obsTimeMask[tbin] < 1.0:
                # 1 - Select objects from database that where not scheduled yet (standard stars may be repited)
                #     that fits our observing night
                targets = session.query(Targets).filter(
                    Targets.scheduled == 0).filter(
                        Targets.type == self.stdFlag)

                lst = _skysub.lst(time, self.sitelong)  #*360./24.
                alt = np.array([
                    _skysub.altit(target.targetDec, lst - target.targetRa,
                                  self.sitelat)[0] for target in targets
                ])
                stg = alt.argmax()

                log.info('Selecting %s' % (targets[stg]))

                # Marking target as schedule
                tst = session.query(Targets).filter(
                    Targets.id == targets[stg].id)

                for t in tst:
                    t.scheduled = True
                    session.commit()
                    obsStandars[tbin] = t.id

            else:
                log.info(
                    'Bin already filled up with observations. Skipping...')

        if len(obsStandars[obsStandars >= 0]) < nstars:
            log.warning(
                'Could not find %i suitable standard stars in catalog. Only %i where found.'
                % (nstars, len(obsStandars[obsStandars >= 0])))
        #
        # Unmarking potential targets as scheduled
        #
        for id in obsStandars[obsStandars >= 0]:
            target = session.query(Targets).filter(Targets.id == id)
            for t in target:
                t.scheduled = False
                session.commit()

            tbin += 1
        #
        # Preparing a grid of altitudes for each target for each observing window
        #
        amGrid = np.zeros(len(obsStandars) * len(obsStandars)).reshape(
            len(obsStandars), len(obsStandars))

        for i in np.arange(len(obsStandars))[obsStandars >= 0]:
            target = session.query(Targets).filter(
                Targets.id == obsStandars[i])[0]
            for j in range(len(obsStandars)):
                lst = _skysub.lst(self.obsTimeBins[j], self.sitelong)
                amGrid[i][j] = _skysub.true_airmass(
                    _skysub.secant_z(
                        _skysub.altit(target.targetDec, lst - target.targetRa,
                                      self.sitelat)[0]))
                if amGrid[i][j] < 0:
                    amGrid[i][j] = 99.
        #
        # Build a grid mask that specifies the position in time each target should be observed. This means that, when
        # selecting a single target we ocuppy more than one, non consecutive, position in the night. This grid shows where are these
        # positions.
        #
        obsMask = np.zeros(len(obsStandars) * len(obsStandars),
                           dtype=np.bool).reshape(len(obsStandars),
                                                  len(obsStandars))

        for i in np.arange(len(obsStandars))[obsStandars >= 0]:
            amObs = np.linspace(amGrid[i].min(), self.stdMaxAirmass,
                                nairmass)  # requested aimasses
            dam = np.mean(
                np.abs(amGrid[i][amGrid[i] < self.stdMaxAirmass][1:] -
                       amGrid[i][amGrid[i] < self.stdMaxAirmass][:-1])
            )  # how much airmass changes in average
            for j, am in enumerate(amObs):
                # Mark positions where target is at	specified airmass
                if j == 0:
                    obsMask[i] = np.bitwise_or(obsMask[i], amGrid[i] == am)
                else:
                    obsMask[i] = np.bitwise_or(
                        obsMask[i],
                        np.bitwise_and(amGrid[i] > am - dam,
                                       amGrid[i] < am + dam))

            #print amGrid[i][np.where(obsMask[i])]
        #
        # Now it is time to actually select the targets. It will start with the first target and then try the others
        # until it find enough standard stars, as specified by the user.
        #
        # Para cada bin em tempo, varro o bin em massa de ar por coisas observaveis. Se acho um, vejo se posso agendar
        # os outros bins. Se sim, marco o alvo para observacao, se nao, passo para o proximo. Repito ate completar a
        # lista de alvos
        #

        obsMaskTimeGrid = np.zeros(len(obsStandars), dtype=np.bool)
        nrequests = 0
        reqId = np.zeros(nstars, dtype=np.int) - 1
        for tbin, time in enumerate(self.obsTimeBins[:-1]):
            # Evaluates if time slots are all available. If yes, mark orbservation and ocuppy slots.
            if ((not obsMaskTimeGrid[obsMask[tbin]].any())
                    and (len(amGrid[tbin][obsMask[tbin]]) >= nairmass)):
                obsMaskTimeGrid = np.bitwise_or(obsMaskTimeGrid, obsMask[tbin])
                reqId[nrequests] = tbin
                nrequests += 1
            if nrequests >= nstars:
                break

        # Finally, requesting observations

        for id in reqId[reqId >= 0]:
            target = session.query(Targets).filter(
                Targets.id == obsStandars[id])[0]
            secz = amGrid[id][obsMask[id]]
            seczreq = np.zeros(nairmass, dtype=np.bool)
            amObs = np.linspace(amGrid[id].min(), self.stdMaxAirmass,
                                nairmass)  # requested aimasses
            for i, obstime in enumerate(self.obsTimeBins[obsMask[id]]):
                sindex = np.abs(amObs - secz[i]).argmin()
                if not seczreq[sindex]:
                    log.info(
                        'Requesting observations of %s @airmass=%4.2f @mjd=%.3f...'
                        % (target.name, secz[i], obstime - 2400000.5))
                    seczreq[sindex] = True
                    target.scheduled = True
                    session.commit()
                    self.addObservation(target, obstime)
                    self.obsTimeMask[obsMask[id]] = 1.0
            #print self.obsTimeBins[obsMask[id]]
            #print

        #print i
        return 0  #targets
Beispiel #17
0
	def selectStandardTargets(self,flag,nstars=3,nairmass=3):
		'''
		Based on configuration parameters, select 'nstars' standard stars to run scheduler on a specified Julian Day. Ideally you 
		will select standard stars before your science targets so not to have a full queue. Usually standard stars are observed 
		more than once a night at different airmasses. The user can control this parameter with nairmass and the script will try
		to take care of the rest. 
		'''

		session = Session()
		
		# query project information
		projQuery = session.query(Projects).filter(Projects.flag == flag)
		
		totobstime = 0.
		
		# Calculate total observation time
		
		for block in projQuery:
			totobstime += block.exptime
		totobstime /= 86400.0
		# First of all, standard stars can be observed multiple times in sucessive nights. I will mark all
		# stars as unscheduled.
		
		targets = session.query(Targets).filter(Targets.scheduled == True).filter(Targets.type == flag)
		for target in targets:
			target.scheduled = False
			session.commit()
		
		# [To be done] Reject objects that are close to the moon
		# [To be done] Apply all sorts of rejections

		# Selecting standard stars is not only searching for the higher in that time but select stars than can be observed at 3
		# or more (nairmass) different airmasses. It is also important to select stars with different colors (but this will be
		# taken care in the future).

		if nairmass*nstars > len(self.obsTimeBins):
			self.log.warning('Requesting more stars/observations than it will be possible to schedule. Decreasing number of requests to fit in the night.')
			nstars = len(self.obsTimeBins)/nairmass


		# Build a grid of desired times for higher airmass observation of each standard star.
		
		stdObsTimeBin = np.arange(10,len(self.obsTimeBins)-10,(len(self.obsTimeBins)-10)/nstars)
		obsStandars = np.zeros(nstars)
		print stdObsTimeBin
		
		# selecting the closest bin without observation

		stdObsTimeBin,status = self.findSuitableTimeBin(stdObsTimeBin)
		
		if status != 0:
			raise Exception('Could not find suitable time to start observations! Try cleaning queue.')
			
		print stdObsTimeBin
		
		site = Site()

		calclst = lambda time: np.sum(np.array([float(tt) / 60.**i for i,tt in enumerate(str(site._getEphem(datetimeFromJD(time)).sidereal_time()).split(':'))]))
		nightlst = np.array([calclst(obstime) for obstime in self.obsTimeBins])


		for i,tbin in enumerate(stdObsTimeBin):
		
			# selecting the closest bin without observation
			closestcleanbin = tbin
			while self.obsTimeMask[closestcleanbin] > 0.0:
				closestcleanbin += 1
			if i+1 < len(stdObsTimeBin):
				if closestcleanbin > stdObsTimeBin[i+1]:
					raise Exception('Could not find suitable place to start observations of standard star. Try cleaning queue.')
			
			time = self.obsTimeBins[closestcleanbin]

			# 1 - Select objects from database that where not scheduled yet (standard stars may be repited)
			#     that fits our observing night

			#targetSched = False

			# Will try until a good match is obtained
			#while( not targetSched ):
			targets = session.query(Targets).filter(Targets.scheduled == 0).filter(Targets.type == flag)
			if len(targets[:]) > 0:

				#ephem = site._getEphem(datetimeFromJD(time))
				
				lst = calclst(time) #np.sum(np.array([float(tt) / 60.**i for i,tt in enumerate(str(ephem.sidereal_time()).split(':'))]))
				sitelat = np.sum(np.array([float(tt) / 60.**i for i,tt in enumerate(str(site['latitude']).split(':'))]))
				alt = np.array([_skysub.altit(target.targetDec,lst - target.targetRa,sitelat)[0] for target in targets])
				
				stg = alt.argmax()

				print('Selecting %s'%(targets[stg]))
				
				# Marking target as schedule
				tst = session.query(Targets).filter(Targets.id == targets[stg].id)
				
				# Build airmass table for object
				objsecz = np.array([_skysub.true_airmass(_skysub.secant_z(_skysub.altit(targets[stg].targetDec,nlst - targets[stg].targetRa,sitelat)[0])) for nlst in nightlst])
				# Build desired airmass table
				#obsairmass = np.linspace(_skysub.true_airmass(_skysub.secant_z(alt[stg])),projQuery[0].maxairmass,nairmass)
				obsairmass = np.logspace(np.log10(np.min(objsecz[objsecz > 0])),np.log10(projQuery[0].maxairmass),nairmass)
				np.savetxt('airmass_%04i.dat'%(stg),X=zip(self.obsTimeBins,objsecz))
				# Build mask with scheduled airmasses
				#mask = np.zeros(len(objsecz),dtype=bool) == 1
				pltobstime,pltobsairmass = np.array([]),np.array([])
				# Try scheduling observations on all airmasses
				for airmass in obsairmass:
				
					# Get times where the object is close to the desired airmass and there are no observations scheduled
					timeobsmask = np.bitwise_and(self.obsTimeMask < 1.0,np.abs(objsecz - airmass) < self.tolairmass)
					# Check that there are times available
					if not timeobsmask.any():
						#raise Exception('No time available for scheduling observations of standard star %s at airmass %.3f'%(targets[stg],airmass))
						self.log.warning('No time available for scheduling observations of standard star %s at airmass %.3f'%(targets[stg],airmass))
					# Start trying to schedule observations
					indexes = np.arange(len(self.obsTimeMask))[timeobsmask] #np.bitwise_and(self.obsTimeMask, timeobsmask)
					
					obsSched = False


					
					for index in indexes:
						print('[%.3f] - Time bin available for observation of standard star at airmass %.3f'%(self.obsTimeBins[index], airmass))
						print '- Require %i extra time bins'%(totobstime/self.tbin)
						if (self.obsTimeMask[index:index+totobstime/self.tbin] < 1.0).all():
							print 'Observation fit in this block.'
							self.obsTimeMask[index:index+totobstime/self.tbin] = 1.0
							self.log.info('Requesting observations of %s @airmass=%4.2f @mjd=%.3f...'%(target.name,airmass,self.obsTimeBins[index]-2400000.5))
							
							pltobstime = np.append(pltobstime,self.obsTimeBins[index:index+totobstime/self.tbin])
							pltobsairmass = np.append(pltobsairmass, objsecz[index:index+totobstime/self.tbin])
							

							#for nblock,ii in enumerate(range(index,int(index+totobstime/self.tbin),1)):
							self.addObservation(targets[stg],self.obsTimeBins[index],projQuery)
							break
					np.savetxt('obsairmass_%04i.dat'%stg,X = zip(pltobstime,pltobsairmass))

						#self.obsTimeMask[index] = 1.0
						#for iobsbins in range(index+1,index+int(totobstime/self.tbin)):
							#print '[%i] - require extra time bin'%(iobsbins)
							#if self.obsTimeMask[iobsbins] < 1.0:
							#	self.obsTimeMask[iobsbins] = 1.0
							#else:
							#	raise Exception('Time bin [%i/%i] not available for observation of standard star at airmass %.3f'%(iobsbins,len(self.obsTimeMask),airmass))
						#else:
							#raise Exception('Time bin not available for observation of standard star at airmass %.3f'%(airmass))

				for t in tst:
					t.scheduled = True
					session.commit()
					obsStandars[i] = t.id
			else:
				self.log.warning('No suitable standard star for jd:%.3f in database...'%(time))
				return 0

		return 0
		
		if len(obsStandars[obsStandars >= 0]) < nstars:
			self.log.warning('Could not find %i suitable standard stars in catalog. Only %i where found.'%(nstars,len(obsStandars[obsStandars >= 0])))

		obsStandars = np.zeros(len(self.obsTimeBins))-1 # first selection of observable standards
		
		for tbin,time in enumerate(self.obsTimeBins):

			if self.obsTimeMask[tbin] < 1.0:
				# 1 - Select objects from database that where not scheduled yet (standard stars may be repited)
				#     that fits our observing night
				targets = session.query(Targets).filter(Targets.scheduled == 0).filter(Targets.type == flag)
				
				if len(targets[:]) > 0:

					ephem = site._getEphem(datetimeFromJD(time))
					
					lst = np.sum(np.array([float(tt) / 60.**i for i,tt in enumerate(str(ephem.sidereal_time()).split(':'))]))
					sitelat = np.sum(np.array([float(tt) / 60.**i for i,tt in enumerate(str(site['latitude']).split(':'))]))
					secz = np.array([_skysub.secant_z(_skysub.altit(target.targetDec,lst - target.targetRa,sitelat)[0]) for target in targets])
					
					stg = secz.argmax()

					self.log.info('Selecting %s'%(targets[stg]))
					
					# Marking target as schedule
					tst = session.query(Targets).filter(Targets.id == targets[stg].id)

					for t in tst:
						t.scheduled = True
						session.commit()
						obsStandars[tbin] = t.id
				else:
					print('No suitable target for jd:%.3f in database...'%(time))
					break

			else:
				self.log.info('Bin already filled up with observations. Skipping...')

		if len(obsStandars[obsStandars >= 0]) < nstars:
			self.log.warning('Could not find %i suitable standard stars in catalog. Only %i where found.'%(nstars,len(obsStandars[obsStandars >= 0])))
		#
		# Unmarking potential targets as scheduled
		#
		for id in obsStandars[obsStandars >= 0]:
			target = session.query(Targets).filter(Targets.id == id)
			for t in target:
				t.scheduled = False
				session.commit()
				
			tbin+=1
		#
		# Preparing a grid of altitudes for each target for each observing window
		#
		amGrid = np.zeros(len(obsStandars)*len(obsStandars)).reshape(len(obsStandars),len(obsStandars))

		for i in np.arange(len(obsStandars))[obsStandars >= 0]:
			target = session.query(Targets).filter(Targets.id == obsStandars[i])[0]
			for j in range(len(obsStandars)):
				lst = _skysub.lst(self.obsTimeBins[j],self.sitelong)
				amGrid[i][j] = _skysub.true_airmass(_skysub.secant_z(_skysub.altit(target.targetDec,lst - target.targetRa,self.sitelat)[0]))
				if amGrid[i][j] < 0:
					amGrid [i][j] = 99.
		#
		# Build a grid mask that specifies the position in time each target should be observed. This means that, when
		# selecting a single target we ocuppy more than one, non consecutive, position in the night. This grid shows where are these
		# positions.
		#
		obsMask = np.zeros(len(obsStandars)*len(obsStandars),dtype=np.bool).reshape(len(obsStandars),len(obsStandars))

		for i in np.arange(len(obsStandars))[obsStandars >= 0]:
			amObs = np.linspace(amGrid[i].min(),self.stdMaxAirmass,nairmass) # requested aimasses
			dam = np.mean(np.abs(amGrid[i][amGrid[i]<self.stdMaxAirmass][1:] - amGrid[i][amGrid[i]<self.stdMaxAirmass][:-1])) # how much airmass changes in average
			for j,am in enumerate(amObs):
				# Mark positions where target is at	specified airmass
				if j == 0:
					obsMask[i] = np.bitwise_or(obsMask[i],amGrid[i] == am)
				else:
					obsMask[i] = np.bitwise_or(obsMask[i],np.bitwise_and(amGrid[i]>am-dam,amGrid[i]<am+dam))

			#print amGrid[i][np.where(obsMask[i])]
		#
		# Now it is time to actually select the targets. It will start with the first target and then try the others
		# until it find enough standard stars, as specified by the user.
		#
		# Para cada bin em tempo, varro o bin em massa de ar por coisas observaveis. Se acho um, vejo se posso agendar
		# os outros bins. Se sim, marco o alvo para observacao, se nao, passo para o proximo. Repito ate completar a
		# lista de alvos
		#

		obsMaskTimeGrid = np.zeros(len(obsStandars),dtype=np.bool)
		nrequests = 0
		reqId = np.zeros(nstars,dtype=np.int)-1
		for tbin,time in enumerate(self.obsTimeBins[:-1]):
			# Evaluates if time slots are all available. If yes, mark orbservation and ocuppy slots.
			if ( (not obsMaskTimeGrid[obsMask[tbin]].any()) and (len(amGrid[tbin][obsMask[tbin]])>=nairmass) ):
				obsMaskTimeGrid = np.bitwise_or(obsMaskTimeGrid,obsMask[tbin])
				reqId[nrequests] = tbin
				nrequests += 1
			if nrequests >= nstars:
				break

		# Finally, requesting observations

		for id in reqId[reqId >= 0]:
			target = session.query(Targets).filter(Targets.id == obsStandars[id])[0]
			secz = amGrid[id][obsMask[id]]
			seczreq = np.zeros(nairmass,dtype=np.bool)
			amObs = np.linspace(amGrid[id].min(),self.stdMaxAirmass,nairmass) # requested aimasses
			for i,obstime in enumerate(self.obsTimeBins[obsMask[id]]):
				sindex = np.abs(amObs-secz[i]).argmin()
				if not seczreq[sindex]:
					self.log.info('Requesting observations of %s @airmass=%4.2f @mjd=%.3f...'%(target.name,secz[i],obstime-2400000.5))
					seczreq[sindex] = True
					target.scheduled = True
					session.commit()
					self.addObservation(target,obstime)
					self.obsTimeMask[obsMask[id]] = 1.0
			#print self.obsTimeBins[obsMask[id]]
			#print

		#print i
		return 0 #targets