def main(): # pdb.set_trace() DBQO = PDS_DBquery('JOBS') Key = DBQO.jobKey() # Key = '2d7379497fed4c092046b2a06f5471a5' DBQO.setJobsQueued(Key) #*************** Setup logging ****************** logger = logging.getLogger(Key) logger.setLevel(logging.INFO) logFileHandle = logging.FileHandler('/usgs/cdev/PDS/logs/Service.log') formatter = logging.Formatter( '%(asctime)s - %(name)s - %(levelname)s, %(message)s') logFileHandle.setFormatter(formatter) logger.addHandler(logFileHandle) logger.info('Starting Process') xmlOBJ = jobXML(DBQO.jobXML4Key(Key)) # ********** Test if Directory exists and make it if not ******* directory = '/scratch/pds_services/' + Key if not os.path.exists(directory): os.makedirs(directory) logger.info('Working Area: %s', directory) # ******************** Setup 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') RQ_recipe.RemoveAll() RQ_file = RedisQueue(Key + '_FileQueue') RQ_file.RemoveAll() RQ_WorkQueue = RedisQueue(Key + '_WorkQueue') RQ_WorkQueue.RemoveAll() RQ_loggy = RedisQueue(Key + '_loggy') RQ_loggy.RemoveAll() RQ_zip = RedisQueue(Key + '_ZIP') 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/', '/pds_san/PDS_Archive/') elif xmlOBJ.getInst() == 'ISSNA': Input_file = List_file.replace('.IMG', '.LBL') Input_file = Input_file.replace( 'http://pdsimage.wr.usgs.gov/Missions/', '/pds_san/PDS_Archive/') elif xmlOBJ.getInst() == 'ISSWA': Input_file = List_file.replace('.IMG', '.LBL') Input_file = Input_file.replace( 'http://pdsimage.wr.usgs.gov/Missions/', '/pds_san/PDS_Archive/') 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/', '/pds_san/PDS_Archive/') else: Input_file = List_file.replace( 'http://pdsimage.wr.usgs.gov/Missions/', '/pds_san/PDS_Archive/') 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_dict[xmlOBJ.getInst()]) elif xmlOBJ.getProcess() == 'MAP2': recipeOBJ.AddJsonFile(recipe_dict['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('/usgs/dev/contrib/bin/FWTools-linux-x86_64-3.0.3/bin_safe/gdal_translate') GDALprocessOBJ.newProcess('/usgs/apps/anaconda/bin/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('/usgs/cdev/PDS/output/' + Key + '_%A_%a.out') jobOBJ.setStdError('/usgs/cdev/PDS/output/' + Key + '_%A_%a.err') jobOBJ.setWallClock('24:00:00') # jobOBJ.setMemory('8192') # jobOBJ.setMemory('16384') jobOBJ.setMemory('24576') jobOBJ.setPartition('pds') JAsize = RQ_file.QueueSize() jobOBJ.setJobArray(JAsize) logger.info('Job Array Size : %s', str(JAsize)) jobOBJ.addPath('/usgs/apps/anaconda/bin') if xmlOBJ.getProcess() == 'POW': cmd = '/usgs/cdev/PDS/bin/POWprocess.py ' + Key elif xmlOBJ.getProcess() == 'MAP2': cmd = '/usgs/cdev/PDS/bin/MAPprocess.py ' + Key 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) try: jobOBJ.Run() logger.info('Job Submission to HPC: Success') DBQO.setJobsStarted(Key) except IOError as e: logger.error('Jobs NOT Submitted to HPC')
def main(): args = Args() args.parse_args() key = args.key namespace = 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) # Connect to database and access 'jobs' table DBQO = PDS_DBquery('JOBS') if key is None: # If no key is specified, grab the first key key = DBQO.jobKey() 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() # @TODO remove hard-coded path in favor of using whichever utilities are found within the conda environment -- # we need more information here to ensure that whichever utilities are found are capable of supporting GeoJPEG-2000. GDALprocessOBJ.newProcess('/usgs/apps/anaconda/bin/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 + "POWprocess.py -k {} -n {}".format(key, namespace) elif xmlOBJ.getProcess() == 'MAP2': cmd = cmd_dir + "MAPprocess.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) try: jobOBJ.Run() logger.info('Job Submission to HPC: Success') DBQO.setJobsStarted(key) except IOError as e: logger.error('Jobs NOT Submitted to HPC')