def generate_isis_processes(inputfile, archive, logger):
    logger.info('Starting Process: %s', inputfile)

    recipeOBJ = Recipe()
    recipeOBJ.addMissionJson(archive, 'upc')

    infile = os.path.splitext(inputfile)[0] + '.UPCinput.cub'
    logger.debug("Beginning processing on %s\n", inputfile)

    outfile = os.path.splitext(inputfile)[0] + '.UPCoutput.cub'
    caminfoOUT = os.path.splitext(inputfile)[0] + '_caminfo.pvl'

    processes = []
    # Iterate through each process listed in the recipe
    for item in recipeOBJ.getProcesses():
        # If any of the processes failed, discontinue processing
        processOBJ = Process()
        processOBJ.ProcessFromRecipe(item, recipeOBJ.getRecipe())
        # Handle processing based on string description.
        if '2isis' in item:
            processOBJ.updateParameter('from_', inputfile)
            processOBJ.updateParameter('to', outfile)
        elif item == 'thmproc':
            processOBJ.updateParameter('from_', inputfile)
            processOBJ.updateParameter('to', outfile)
            thmproc_odd = str(workarea) + str(os.path.splitext(
                os.path.basename(inputfile))[0]) + '.UPCoutput.raw.odd.cub'
            thmproc_even = str(workarea) + str(
                os.path.splitext(os.path.basename(
                    inputfile))[0]) + '.UPCoutput.raw.even.cub'
        elif item == 'handmos':
            processOBJ.updateParameter('from_', thmproc_even)
            processOBJ.updateParameter('mosaic', thmproc_odd)
        elif item == 'spiceinit':
            processOBJ.updateParameter('from_', infile)
        elif item == 'cubeatt':
            band_infile = infile + '+' + str(1)
            processOBJ.updateParameter('from_', band_infile)
            processOBJ.updateParameter('to', outfile)
        elif item == 'footprintinit':
            processOBJ.updateParameter('from_', infile)
        elif item == 'caminfo':
            processOBJ.updateParameter('from_', infile)
            processOBJ.updateParameter('to', caminfoOUT)
        else:
            processOBJ.updateParameter('from_', infile)
            processOBJ.updateParameter('to', outfile)

        processes.append(processOBJ)
        pwd = os.getcwd()

    return processes, infile, caminfoOUT, pwd
def main(user_args):
    log_level = user_args.log_level

    logger = logging.getLogger('Browse_Process')
    level = logging.getLevelName(log_level)
    logger.setLevel(level)
    logFileHandle = logging.FileHandler(pds_log + 'Process.log')
    formatter = logging.Formatter(
        '%(asctime)s - %(name)s - %(levelname)s, %(message)s')
    logFileHandle.setFormatter(formatter)
    logger.addHandler(logFileHandle)

    RQ_main = RedisQueue('Browse_ReadyQueue')
    RQ_error = RedisQueue(upc_error_queue)
    RQ_lock = RedisLock(lock_obj)
    RQ_lock.add({RQ_main.id_name: '1'})

    PDSinfoDICT = json.load(open(pds_info, 'r'))

    pds_session_maker, pds_engine = db_connect(pds_db)
    pds_session = pds_session_maker()
    upc_session_maker, upc_engine = db_connect(upc_db)
    upc_session = upc_session_maker()

    tid = get_tid('fullimageurl', upc_session)

    while int(RQ_main.QueueSize()) > 0 and RQ_lock.available(RQ_main.id_name):
        item = literal_eval(RQ_main.QueueGet())
        inputfile = item[0]
        fid = item[1]
        archive = item[2]
        if os.path.isfile(inputfile):
            logger.info('Starting Process: %s', inputfile)
            finalpath = makedir(inputfile)

            recipeOBJ = Recipe()
            recipeOBJ.addMissionJson(archive, 'reduced')

            infile = workarea + os.path.splitext(
                os.path.basename(inputfile))[0] + '.Binput.cub'
            outfile = workarea + os.path.splitext(
                os.path.basename(inputfile))[0] + '.Boutput.cub'
            status = 'success'
            for item in recipeOBJ.getProcesses():
                if status == 'error':
                    logger.error("Error processing %s", inputfile)
                    break
                elif status == 'success':
                    processOBJ = Process()
                    processOBJ.ProcessFromRecipe(item, recipeOBJ.getRecipe())

                    if '2isis' in item:
                        processOBJ.updateParameter('from_', inputfile)
                        processOBJ.updateParameter('to', outfile)
                    elif item == 'spiceinit':
                        processOBJ.updateParameter('from_', infile)
                    elif item == 'cubeatt':
                        label = pvl.load(infile)
                        bands = PDSinfoDICT[archive]['bandorder']
                        query_bands = label['IsisCube']['BandBin'][
                            PDSinfoDICT[archive]['bandbinQuery']]
                        # Create a set from the list / single value
                        try:
                            query_band_set = set(query_bands)
                        except:
                            query_band_set = set([query_bands])

                        # Iterate through 'bands' and grab the first value that is present in the
                        #  set defined by 'bandbinquery' -- if not present, default to 1
                        exband = next(
                            (band for band in bands if band in query_band_set),
                            1)

                        band_infile = infile + '+' + str(exband)
                        processOBJ.updateParameter('from_', band_infile)
                        processOBJ.updateParameter('to', outfile)

                    elif item == 'ctxevenodd':
                        label = pvl.load(infile)
                        SS = label['IsisCube']['Instrument']['SpatialSumming']
                        if SS != 1:
                            break
                        else:
                            processOBJ.updateParameter('from_', infile)
                            processOBJ.updateParameter('to', outfile)

                    elif item == 'reduce':
                        label = pvl.load(infile)
                        Nline = label['IsisCube']['Core']['Dimensions'][
                            'Lines']
                        Nsample = label['IsisCube']['Core']['Dimensions'][
                            'Samples']
                        Nline = int(Nline)
                        Nsample = int(Nsample)
                        Sfactor = scaleFactor(Nline, Nsample, recip_json)
                        processOBJ.updateParameter('lscale', Sfactor)
                        processOBJ.updateParameter('sscale', Sfactor)
                        processOBJ.updateParameter('from_', infile)
                        processOBJ.updateParameter('to', outfile)

                    elif item == 'isis2std':
                        final_outfile = finalpath + '/' + os.path.splitext(
                            os.path.basename(inputfile))[0] + '.browse.jpg'
                        processOBJ.updateParameter('from_', infile)
                        processOBJ.updateParameter('to', final_outfile)

                    else:
                        processOBJ.updateParameter('from_', infile)
                        processOBJ.updateParameter('to', outfile)

                    for k, v in processOBJ.getProcess().items():
                        func = getattr(isis, k)
                        try:
                            func(**v)
                            logger.info('Process %s :: Success', k)
                            if os.path.isfile(outfile):
                                if '.cub' in outfile:
                                    os.rename(outfile, infile)
                            status = 'success'
                            if '2isis' in item:
                                isisSerial = getISISid(infile)
                        except ProcessError as e:
                            print(e)
                            logger.error('Process %s :: Error', k)
                            status = 'error'
            if status == 'success':
                DB_addURL(upc_session, isisSerial, final_outfile, tid)
                os.remove(infile)
                logger.info('Browse Process Success: %s', inputfile)
                AddProcessDB(pds_session, fid, 't')
        else:
            RQ_error.QueueAdd(
                f'Unable to locate or access {inputfile} during browse processing'
            )
            logger.error('File %s Not Found', inputfile)

    upc_session.close()
    pds_session.close()
    upc_engine.dispose()
    pds_engine.dispose()
Example #3
0
def main(user_args):
    key = user_args.key
    norun = user_args.norun
    namespace = user_args.namespace

    if namespace is None:
        namespace = default_namespace

    # Set up logging
    logger = logging.getLogger(key)
    logger.setLevel(logging.INFO)

    logFileHandle = logging.FileHandler(pds_log + 'Service.log')
    formatter = logging.Formatter(
        '%(asctime)s - %(name)s - %(levelname)s, %(message)s')
    logFileHandle.setFormatter(formatter)
    logger.addHandler(logFileHandle)
    RQ_lock = RedisLock(lock_obj)
    RQ_lock.add({'Services': '1'})

    if not RQ_lock.available('Services'):
        exit()

    # Connect to database and access 'jobs' table
    DBQO = PDS_DBquery('JOBS')
    if key is None:
        # If no key is specified, grab the first key
        try:
            key = DBQO.jobKey()
            try:
                key = key.decode('utf-8')
            except:
                pass
        # If the queue is empty, it'll throw a type error.
        except TypeError:
            logger.debug('No keys found in clusterjobs database')
            exit(1)
    try:
        # Set the 'queued' column to current time i.e. prep for processing
        DBQO.setJobsQueued(key)
    except KeyError as e:
        logger.error('%s', e)
        exit(1)

    logger.info('Starting Process')

    xmlOBJ = jobXML(DBQO.jobXML4Key(key))

    # Make directory if it doesn't exist
    directory = scratch + key
    if not os.path.exists(directory):
        os.makedirs(directory)

    logger.info('Working Area: %s', directory)

    # Set up Redis Hash for ground range
    RedisH = RedisHash(key + '_info')
    RedisH.RemoveAll()
    RedisErrorH = RedisHash(key + '_error')
    RedisErrorH.RemoveAll()
    RedisH_DICT = {}
    RedisH_DICT['service'] = xmlOBJ.getProcess()
    RedisH_DICT['fileformat'] = xmlOBJ.getOutFormat()
    RedisH_DICT['outbit'] = xmlOBJ.getOutBit()
    if xmlOBJ.getRangeType() is not None:
        RedisH_DICT['grtype'] = xmlOBJ.getRangeType()
        RedisH_DICT['minlat'] = xmlOBJ.getMinLat()
        RedisH_DICT['maxlat'] = xmlOBJ.getMaxLat()
        RedisH_DICT['minlon'] = xmlOBJ.getMinLon()
        RedisH_DICT['maxlon'] = xmlOBJ.getMaxLon()

    if RedisH.IsInHash('service'):
        pass
    else:
        RedisH.AddHash(RedisH_DICT)
    if RedisH.IsInHash('service'):
        logger.info('Redis info Hash: Success')
    else:
        logger.error('Redis info Hash Not Found')

    # End ground range

    RQ_recipe = RedisQueue(key + '_recipe', namespace)
    RQ_recipe.RemoveAll()
    RQ_file = RedisQueue(key + '_FileQueue', namespace)
    RQ_file.RemoveAll()
    RQ_WorkQueue = RedisQueue(key + '_WorkQueue', namespace)
    RQ_WorkQueue.RemoveAll()
    RQ_loggy = RedisQueue(key + '_loggy', namespace)
    RQ_loggy.RemoveAll()
    RQ_zip = RedisQueue(key + '_ZIP', namespace)
    RQ_zip.RemoveAll()

    if xmlOBJ.getProcess() == 'POW':
        fileList = xmlOBJ.getFileListWB()
    elif xmlOBJ.getProcess() == 'MAP2':
        fileList = xmlOBJ.getMFileListWB()

    for List_file in fileList:

        # Input and output file naming and path stuff
        if xmlOBJ.getProcess() == 'POW':
            if xmlOBJ.getInst() == 'THEMIS_IR':
                Input_file = List_file.replace('odtie1_', 'odtir1_')
                Input_file = Input_file.replace('xxedr', 'xxrdr')
                Input_file = Input_file.replace('EDR.QUB', 'RDR.QUB')
                Input_file = Input_file.replace(
                    'http://pdsimage.wr.usgs.gov/Missions/', archive_base)
            elif xmlOBJ.getInst() == 'ISSNA':
                Input_file = List_file.replace('.IMG', '.LBL')
                Input_file = Input_file.replace(
                    'http://pdsimage.wr.usgs.gov/Missions/', archive_base)
            elif xmlOBJ.getInst() == 'ISSWA':
                Input_file = List_file.replace('.IMG', '.LBL')
                Input_file = Input_file.replace(
                    'http://pdsimage.wr.usgs.gov/Missions/', archive_base)
            elif xmlOBJ.getInst() == 'SOLID STATE IMAGING SYSTEM':
                Input_file = List_file.replace('.img', '.lbl')
                Input_file = Input_file.replace(
                    'http://pdsimage.wr.usgs.gov/Missions/', archive_base)
            else:
                Input_file = List_file.replace(
                    'http://pdsimage.wr.usgs.gov/Missions/', archive_base)

        elif xmlOBJ.getProcess() == 'MAP2':
            Input_file = List_file.replace('file://pds_san', '/pds_san')

            if '+' in Input_file:
                tempsplit = Input_file.split('+')
                tempFile = tempsplit[0]
            else:
                tempFile = Input_file
            label = pvl.load(tempFile)
            # Output final file naming
            Tbasename = os.path.splitext(os.path.basename(tempFile))[0]
            splitBase = Tbasename.split('_')

            labP = xmlOBJ.getProjection()
            if labP == 'INPUT':
                lab_proj = label['IsisCube']['Mapping']['ProjectionName'][0:4]
            else:
                lab_proj = labP[0:4]

            if xmlOBJ.getClat() is None or xmlOBJ.getClon() is None:
                basefinal = splitBase[0] + splitBase[1] + \
                    splitBase[2] + '_MAP2_' + lab_proj.upper()
            else:
                lab_clat = float(xmlOBJ.getClat())
                if lab_clat >= 0:
                    labH = 'N'
                elif lab_clat < 0:
                    labH = 'S'
                lab_clon = float(xmlOBJ.getClon())

                basefinal = splitBase[0] + splitBase[1] + splitBase[
                    2] + '_MAP2_' + str(lab_clat) + labH + str(
                        lab_clon) + '_' + lab_proj.upper()
            RedisH.MAPname(basefinal)

        try:
            RQ_file.QueueAdd(Input_file)
            logger.info('File %s Added to Redis Queue', Input_file)
        except Exception as e:
            logger.warn('File %s NOT Added to Redis Queue', Input_file)
            print('Redis Queue Error', e)
    RedisH.FileCount(RQ_file.QueueSize())
    logger.info('Count of Files Queue: %s', str(RQ_file.QueueSize()))

    # Map Template Stuff
    logger.info('Making Map File')
    mapOBJ = MakeMap()

    if xmlOBJ.getProcess() == 'MAP2' and xmlOBJ.getProjection() == 'INPUT':
        proj = label['IsisCube']['Mapping']['ProjectionName']
        mapOBJ.Projection(proj)
    else:
        mapOBJ.Projection(xmlOBJ.getProjection())

    if xmlOBJ.getClon() is not None:
        mapOBJ.CLon(float(xmlOBJ.getClon()))
    if xmlOBJ.getClat() is not None:
        mapOBJ.CLat(float(xmlOBJ.getClat()))
    if xmlOBJ.getFirstParallel() is not None:
        mapOBJ.FirstParallel(float(xmlOBJ.getFirstParallel()))
    if xmlOBJ.getSecondParallel() is not None:
        mapOBJ.SecondParallel(float(xmlOBJ.getSecondParallel()))
    if xmlOBJ.getResolution() is not None:
        mapOBJ.PixelRes(float(xmlOBJ.getResolution()))
    if xmlOBJ.getTargetName() is not None:
        mapOBJ.Target(xmlOBJ.getTargetName())
    if xmlOBJ.getERadius() is not None:
        mapOBJ.ERadius(float(xmlOBJ.getERadius()))
    if xmlOBJ.getPRadius() is not None:
        mapOBJ.PRadius(float(xmlOBJ.getPRadius()))
    if xmlOBJ.getLatType() is not None:
        mapOBJ.LatType(xmlOBJ.getLatType())
    if xmlOBJ.getLonDirection() is not None:
        mapOBJ.LonDirection(xmlOBJ.getLonDirection())
    if xmlOBJ.getLonDomain() is not None:
        mapOBJ.LonDomain(int(xmlOBJ.getLonDomain()))

    if xmlOBJ.getProcess() == 'MAP2':
        if xmlOBJ.getMinLat() is not None:
            mapOBJ.MinLat(float(xmlOBJ.getMinLat()))
        if xmlOBJ.getMaxLat() is not None:
            mapOBJ.MaxLat(float(xmlOBJ.getMaxLat()))
        if xmlOBJ.getMinLon() is not None:
            mapOBJ.MinLon(float(xmlOBJ.getMinLon()))
        if xmlOBJ.getMaxLon() is not None:
            mapOBJ.MaxLon(float(xmlOBJ.getMaxLon()))

    mapOBJ.Map2pvl()

    MAPfile = directory + "/" + key + '.map'
    mapOBJ.Map2File(MAPfile)

    try:
        f = open(MAPfile)
        f.close
        logger.info('Map File Creation: Success')
    except IOError as e:
        logger.error('Map File %s Not Found', MAPfile)

    # ** End Map Template Stuff **

    logger.info('Building Recipe')
    recipeOBJ = Recipe()
    if xmlOBJ.getProcess() == 'POW':
        recipeOBJ.AddJsonFile(recipe_base + xmlOBJ.getCleanName() + '.json',
                              "pow")
    elif xmlOBJ.getProcess() == 'MAP2':
        recipeOBJ.AddJsonFile(recipe_base + "map2_process.json", "map")
    # Test for stretch and add to recipe
    # if MAP2 and 8 or 16 bit run stretch to set range

    if xmlOBJ.getOutBit() == 'input':
        testBitType = str(label['IsisCube']['Core']['Pixels']['Type']).upper()
    else:
        testBitType = xmlOBJ.getOutBit().upper()

    if xmlOBJ.getProcess() == 'MAP2' and xmlOBJ.STR_Type() is None:
        if str(label['IsisCube']['Core']['Pixels']['Type']).upper(
        ) != xmlOBJ.getOutBit().upper() and str(
                label['IsisCube']['Core']['Pixels']['Type']).upper() != 'REAL':
            if str(label['IsisCube']['Core']['Pixels']
                   ['Type']).upper() == 'SIGNEDWORD':
                strpairs = '0:-32765 0:-32765 100:32765 100:32765'
            elif str(label['IsisCube']['Core']['Pixels']
                     ['Type']).upper() == 'UNSIGNEDBYTE':
                strpairs = '0:1 0:1 100:254 100:254'

            STRprocessOBJ = Process()
            STRprocessOBJ.newProcess('stretch')
            STRprocessOBJ.AddParameter('from_', 'value')
            STRprocessOBJ.AddParameter('to', 'value')
            STRprocessOBJ.AddParameter('usepercentages', 'yes')
            STRprocessOBJ.AddParameter('pairs', strpairs)
            recipeOBJ.AddProcess(STRprocessOBJ.getProcess())

    strType = xmlOBJ.STR_Type()
    if strType == 'StretchPercent' and xmlOBJ.STR_PercentMin(
    ) is not None and xmlOBJ.STR_PercentMax(
    ) is not None and testBitType != 'REAL':
        if float(xmlOBJ.STR_PercentMin()) != 0 and float(
                xmlOBJ.STR_PercentMax()) != 100:
            if testBitType == 'UNSIGNEDBYTE':
                strpairs = '0:1 ' + xmlOBJ.STR_PercentMin() + ':1 ' + \
                    xmlOBJ.STR_PercentMax() + ':254 100:254'
            elif testBitType == 'SIGNEDWORD':
                strpairs = '0:-32765 ' + xmlOBJ.STR_PercentMin() + ':-32765 ' + \
                    xmlOBJ.STR_PercentMax() + ':32765 100:32765'

            STRprocessOBJ = Process()
            STRprocessOBJ.newProcess('stretch')
            STRprocessOBJ.AddParameter('from_', 'value')
            STRprocessOBJ.AddParameter('to', 'value')
            STRprocessOBJ.AddParameter('usepercentages', 'yes')
            STRprocessOBJ.AddParameter('pairs', strpairs)
            recipeOBJ.AddProcess(STRprocessOBJ.getProcess())

    elif strType == 'GaussStretch':
        STRprocessOBJ = Process()
        STRprocessOBJ.newProcess('gaussstretch')
        STRprocessOBJ.AddParameter('from_', 'value')
        STRprocessOBJ.AddParameter('to', 'value')
        STRprocessOBJ.AddParameter('gsigma', xmlOBJ.STR_GaussSigma())
        recipeOBJ.AddProcess(STRprocessOBJ.getProcess())

    elif strType == 'HistogramEqualization':
        STRprocessOBJ = Process()
        STRprocessOBJ.newProcess('histeq')
        STRprocessOBJ.AddParameter('from_', 'value')
        STRprocessOBJ.AddParameter('to', 'value')
        if xmlOBJ.STR_PercentMin() is None:
            STRprocessOBJ.AddParameter('minper', '0')
        else:
            STRprocessOBJ.AddParameter('minper', xmlOBJ.STR_PercentMin())
        if xmlOBJ.STR_PercentMax() is None:
            STRprocessOBJ.AddParameter('maxper', '100')
        else:
            STRprocessOBJ.AddParameter('maxper', xmlOBJ.STR_PercentMax())
        recipeOBJ.AddProcess(STRprocessOBJ.getProcess())

    elif strType == 'SigmaStretch':
        STRprocessOBJ = Process()
        STRprocessOBJ.newProcess('sigmastretch')
        STRprocessOBJ.AddParameter('from_', 'value')
        STRprocessOBJ.AddParameter('to', 'value')
        STRprocessOBJ.AddParameter('variance', xmlOBJ.STR_SigmaVariance())
        recipeOBJ.AddProcess(STRprocessOBJ.getProcess())

    # Test for output bit type and add to recipe
    if xmlOBJ.getProcess() == 'POW':
        if xmlOBJ.getOutBit().upper() == 'UNSIGNEDBYTE' or xmlOBJ.getOutBit(
        ).upper() == 'SIGNEDWORD':
            CAprocessOBJ = Process()
            CAprocessOBJ.newProcess('cubeatt-bit')
            CAprocessOBJ.AddParameter('from_', 'value')
            CAprocessOBJ.AddParameter('to', 'value')
            recipeOBJ.AddProcess(CAprocessOBJ.getProcess())
    elif xmlOBJ.getProcess() == 'MAP2':
        if xmlOBJ.getOutBit().upper() != 'INPUT':
            if xmlOBJ.getOutBit().upper(
            ) == 'UNSIGNEDBYTE' or xmlOBJ.getOutBit().upper() == 'SIGNEDWORD':
                if str(label['IsisCube']['Core']['Pixels']
                       ['Type']).upper() != xmlOBJ.getOutBit().upper():
                    CAprocessOBJ = Process()
                    CAprocessOBJ.newProcess('cubeatt-bit')
                    CAprocessOBJ.AddParameter('from_', 'value')
                    CAprocessOBJ.AddParameter('to', 'value')
                    recipeOBJ.AddProcess(CAprocessOBJ.getProcess())

    # Add Grid(MAP2)
    if xmlOBJ.getGridInterval() is not None:
        GprocessOBJ = Process()
        GprocessOBJ.newProcess('grid')
        GprocessOBJ.AddParameter('from_', 'value')
        GprocessOBJ.AddParameter('to', 'value')
        GprocessOBJ.AddParameter('latinc', xmlOBJ.getGridInterval())
        GprocessOBJ.AddParameter('loninc', xmlOBJ.getGridInterval())
        GprocessOBJ.AddParameter('outline', 'yes')
        GprocessOBJ.AddParameter('boundary', 'yes')
        GprocessOBJ.AddParameter('linewidth', '3')
        recipeOBJ.AddProcess(GprocessOBJ.getProcess())

    # OUTPUT FORMAT
    # Test for GDAL and add to recipe
    Oformat = xmlOBJ.getOutFormat()
    if Oformat == 'GeoTiff-BigTiff' or Oformat == 'GeoJPEG-2000' or Oformat == 'JPEG' or Oformat == 'PNG':
        if Oformat == 'GeoJPEG-2000':
            Oformat = 'JP2KAK'
        if Oformat == 'GeoTiff-BigTiff':
            Oformat = 'GTiff'
        GDALprocessOBJ = Process()
        GDALprocessOBJ.newProcess('gdal_translate')
        if xmlOBJ.getOutBit() != 'input':
            GDALprocessOBJ.AddParameter(
                '-ot', GDALprocessOBJ.GDAL_OBit(xmlOBJ.getOutBit()))
        GDALprocessOBJ.AddParameter('-of', Oformat)

        if Oformat == 'GTiff' or Oformat == 'JP2KAK' or Oformat == 'JPEG':
            GDALprocessOBJ.AddParameter('-co',
                                        GDALprocessOBJ.GDAL_Creation(Oformat))

        recipeOBJ.AddProcess(GDALprocessOBJ.getProcess())
    # set up pds2isis and add to recipe
    elif Oformat == 'PDS':
        pdsProcessOBJ = Process()
        pdsProcessOBJ.newProcess('isis2pds')
        pdsProcessOBJ.AddParameter('from_', 'value')
        pdsProcessOBJ.AddParameter('to', 'value')
        if xmlOBJ.getOutBit() == 'unsignedbyte':
            pdsProcessOBJ.AddParameter('bittype', '8bit')
        elif xmlOBJ.getOutBit() == 'signedword':
            pdsProcessOBJ.AddParameter('bittype', 's16bit')

        recipeOBJ.AddProcess(pdsProcessOBJ.getProcess())

    for item in recipeOBJ.getProcesses():
        processOBJ = Process()
        processOBJ.ProcessFromRecipe(item, recipeOBJ.getRecipe())

        if item == 'cam2map':

            processOBJ.updateParameter('map', MAPfile)

            if xmlOBJ.getResolution() is None:
                processOBJ.updateParameter('pixres', 'CAMERA')
            else:
                processOBJ.updateParameter('pixres', 'MAP')

            if xmlOBJ.getRangeType() is None:
                processOBJ.updateParameter('defaultrange', 'MINIMIZE')
            elif xmlOBJ.getRangeType() == 'smart' or xmlOBJ.getRangeType(
            ) == 'fill':
                processOBJ.updateParameter('defaultrange', 'CAMERA')
                processOBJ.AddParameter('trim', 'YES')

        elif item == 'map2map':
            processOBJ.updateParameter('map', MAPfile)
            if xmlOBJ.getResolution() is None:
                processOBJ.updateParameter('pixres', 'FROM')
            else:
                processOBJ.updateParameter('pixres', 'MAP')

            if xmlOBJ.OutputGeometry() is not None:
                processOBJ.updateParameter('defaultrange', 'MAP')
                processOBJ.AddParameter('trim', 'YES')
            else:
                processOBJ.updateParameter('defaultrange', 'FROM')

        processJSON = processOBJ.Process2JSON()
        try:
            RQ_recipe.QueueAdd(processJSON)
            logger.info('Recipe Element Added to Redis: %s : Success', item)
        except Exception as e:
            logger.warn('Recipe Element NOT Added to Redis: %s', item)

    # HPC job stuff
    logger.info('HPC Cluster job Submission Starting')
    jobOBJ = HPCjob()
    jobOBJ.setJobName(key + '_Service')
    jobOBJ.setStdOut(slurm_log + key + '_%A_%a.out')
    jobOBJ.setStdError(slurm_log + key + '_%A_%a.err')
    jobOBJ.setWallClock('24:00:00')
    jobOBJ.setMemory('24576')
    jobOBJ.setPartition('pds')
    JAsize = RQ_file.QueueSize()
    jobOBJ.setJobArray(JAsize)
    logger.info('Job Array Size : %s', str(JAsize))

    # @TODO replace with source activate <env>
    #jobOBJ.addPath('/usgs/apps/anaconda/bin')

    # Whether or not we use the default namespace, this guarantees that the POW/MAP queues will match the namespace
    #  used in the job manager.
    if xmlOBJ.getProcess() == 'POW':
        cmd = cmd_dir + "pow_process.py -k {} -n {}".format(key, namespace)
    elif xmlOBJ.getProcess() == 'MAP2':
        cmd = cmd_dir + "map_process.py -k {} -n {}".format(key, namespace)

    logger.info('HPC Command: %s', cmd)
    jobOBJ.setCommand(cmd)

    SBfile = directory + '/' + key + '.sbatch'
    jobOBJ.MakeJobFile(SBfile)

    try:
        sb = open(SBfile)
        sb.close
        logger.info('SBATCH File Creation: Success')
    except IOError as e:
        logger.error('SBATCH File %s Not Found', SBfile)

    if norun:
        logger.info('No-run mode, will not submit HPC job.')
    else:
        try:
            jobOBJ.Run()
            logger.info('Job Submission to HPC: Success')
            DBQO.setJobsStarted(key)
        except IOError as e:
            logger.error('Jobs NOT Submitted to HPC')