Beispiel #1
0
def main():

    USE_SINGULARITY = cfg.USE_SINGULARITY

    gen.preamble()
    print(gen.col() + '1GC (referenced calibration) setup')
    gen.print_spacer()

    # ------------------------------------------------------------------------------
    #
    # Setup paths, required containers, infrastructure
    #
    # ------------------------------------------------------------------------------

    gen.setup_dir(cfg.LOGS)
    gen.setup_dir(cfg.SCRIPTS)
    gen.setup_dir(cfg.GAINTABLES)

    INFRASTRUCTURE, CONTAINER_PATH = gen.set_infrastructure(sys.argv)
    if CONTAINER_PATH is not None:
        CONTAINER_RUNNER = 'singularity exec '
    else:
        CONTAINER_RUNNER = ''

    CASA_CONTAINER = gen.get_container(CONTAINER_PATH, cfg.CASA_PATTERN,
                                       USE_SINGULARITY)
    MEQTREES_CONTAINER = gen.get_container(CONTAINER_PATH,
                                           cfg.MEQTREES_PATTERN,
                                           USE_SINGULARITY)
    RAGAVI_CONTAINER = gen.get_container(CONTAINER_PATH, cfg.RAGAVI_PATTERN,
                                         USE_SINGULARITY)
    SHADEMS_CONTAINER = gen.get_container(CONTAINER_PATH, cfg.SHADEMS_PATTERN,
                                          USE_SINGULARITY)

    # ------------------------------------------------------------------------------
    #
    # 1GC recipe definition
    #
    # ------------------------------------------------------------------------------

    original_ms = glob.glob('*.ms')[0]
    code = gen.get_code(original_ms)
    myms = original_ms.replace('.ms', '_' + str(cfg.PRE_NCHANS) + 'ch.ms')

    steps = []

    #   _               ______    ___    _   _  ______
    #  | |              | ___ \  / _ \  | \ | | |  _  \
    #  | |      ______  | |_/ / / /_\ \ |  \| | | | | |
    #  | |     |______| | ___ \ |  _  | | . ` | | | | |
    #  | |____          | |_/ / | | | | | |\  | | |/ /
    #  \_____/          \____/  \_| |_/ \_| \_/ |___/

    if cfg.BAND[0].upper() == 'L':

        step = {}
        step['step'] = 0
        step['comment'] = 'Split and average master MS'
        step['dependency'] = None
        step['id'] = 'SPPRE' + code
        syscall = CONTAINER_RUNNER + CASA_CONTAINER + ' ' if USE_SINGULARITY else ''
        syscall += gen.generate_syscall_casa(
            casascript=cfg.OXKAT + '/PRE_casa_average_to_1k_add_wtspec.py')
        step['syscall'] = syscall
        steps.append(step)

        step = {}
        step['step'] = 1
        step['comment'] = 'Run setup script to generate project_info pickle'
        step['dependency'] = 0
        step['id'] = 'SETUP' + code
        syscall = CONTAINER_RUNNER + MEQTREES_CONTAINER + ' ' if USE_SINGULARITY else ''
        syscall += ' python ' + cfg.OXKAT + '/1GC_00_setup.py ' + myms
        step['syscall'] = syscall
        steps.append(step)

        step = {}
        step['step'] = 2
        step[
            'comment'] = 'Rephase primary calibrator visibilties in case of open-time offset problems'
        step['dependency'] = 1
        step['id'] = 'UVFIX' + code
        syscall = CONTAINER_RUNNER + CASA_CONTAINER + ' ' if USE_SINGULARITY else ''
        syscall += gen.generate_syscall_casa(
            casascript=cfg.OXKAT +
            '/1GC_01_casa_rephase_primary_calibrator.py')
        step['syscall'] = syscall
        steps.append(step)

        step = {}
        step['step'] = 3
        step['comment'] = 'Apply basic flagging steps to all fields'
        step['dependency'] = 2
        step['id'] = 'FGBAS' + code
        syscall = CONTAINER_RUNNER + CASA_CONTAINER + ' ' if USE_SINGULARITY else ''
        syscall += gen.generate_syscall_casa(casascript=cfg.OXKAT +
                                             '/1GC_02_casa_basic_flags.py')
        step['syscall'] = syscall
        steps.append(step)

        step = {}
        step['step'] = 4
        step['comment'] = 'Run setjy for primary calibrator'
        step['dependency'] = 3
        step['id'] = 'SETJY' + code
        syscall = CONTAINER_RUNNER + CASA_CONTAINER + ' ' if USE_SINGULARITY else ''
        syscall += gen.generate_syscall_casa(casascript=cfg.OXKAT +
                                             '/1GC_04_casa_setjy.py')
        step['syscall'] = syscall
        steps.append(step)

        step = {}
        step['step'] = 5
        step['comment'] = 'Run auto-flaggers on calibrators'
        step['dependency'] = 4
        step['id'] = 'FGCAL' + code
        syscall = CONTAINER_RUNNER + CASA_CONTAINER + ' ' if USE_SINGULARITY else ''
        syscall += gen.generate_syscall_casa(
            casascript=cfg.OXKAT + '/1GC_05_casa_autoflag_cals_DATA.py')
        step['syscall'] = syscall
        steps.append(step)

        step = {}
        step['step'] = 6
        step['comment'] = 'Split off calibrator MS with 8 SPWs'
        step['dependency'] = 5
        step['id'] = 'SPCAL' + code
        syscall = CONTAINER_RUNNER + CASA_CONTAINER + ' ' if USE_SINGULARITY else ''
        syscall += gen.generate_syscall_casa(
            casascript=cfg.OXKAT + '/1GC_06_casa_split_calibrators.py')
        step['syscall'] = syscall
        steps.append(step)

        step = {}
        step['step'] = 7
        step['comment'] = 'Fit for intrinsic model of secondary calibrator'
        step['dependency'] = 6
        step['id'] = 'CLMOD' + code
        syscall = CONTAINER_RUNNER + CASA_CONTAINER + ' ' if USE_SINGULARITY else ''
        syscall += gen.generate_syscall_casa(
            casascript=cfg.OXKAT + '/1GC_07_casa_get_secondary_model.py')
        step['syscall'] = syscall
        steps.append(step)

        step = {}
        step['step'] = 8
        step[
            'comment'] = 'Generate reference calibration solutions and apply to target(s)'
        step['dependency'] = 7
        step['id'] = 'CL1GC' + code
        syscall = CONTAINER_RUNNER + CASA_CONTAINER + ' ' if USE_SINGULARITY else ''
        syscall += gen.generate_syscall_casa(
            casascript=cfg.OXKAT +
            '/1GC_08_casa_refcal_using_secondary_model.py')
        step['syscall'] = syscall
        steps.append(step)

        step = {}
        step['step'] = 9
        step['comment'] = 'Plot the gain solutions'
        step['dependency'] = 8
        step['id'] = 'PLTAB' + code
        syscall = CONTAINER_RUNNER + RAGAVI_CONTAINER + ' ' if USE_SINGULARITY else ''
        syscall += 'python3 ' + cfg.OXKAT + '/PLOT_gaintables.py cal_1GC_* cal_1GC_*calibrators.ms*'
        step['syscall'] = syscall
        steps.append(step)

        step = {}
        step['step'] = 10
        step['comment'] = 'Split the corrected target data'
        step['dependency'] = 8
        step['id'] = 'SPTRG' + code
        syscall = CONTAINER_RUNNER + CASA_CONTAINER + ' ' if USE_SINGULARITY else ''
        syscall += gen.generate_syscall_casa(casascript=cfg.OXKAT +
                                             '/1GC_09_casa_split_targets.py')
        step['syscall'] = syscall
        steps.append(step)

        step = {}
        step['step'] = 11
        step['comment'] = 'Plot the corrected calibrator visibilities'
        step['dependency'] = 10
        step['id'] = 'PLVIS' + code
        syscall = CONTAINER_RUNNER + SHADEMS_CONTAINER + ' ' if USE_SINGULARITY else ''
        syscall += 'python3 ' + cfg.OXKAT + '/1GC_10_plot_visibilities.py'
        step['syscall'] = syscall
        steps.append(step)

    #   _   _   _   _  ______
    #  | | | | | | | | |  ___|
    #  | | | | | |_| | | |_
    #  | | | | |  _  | |  _|
    #  | |_| | | | | | | |
    #   \___/  \_| |_/ \_|

    elif cfg.BAND[0].upper() == 'U':

        step = {}
        step['step'] = 0
        step['comment'] = 'Split and average master MS'
        step['dependency'] = None
        step['id'] = 'SPPRE' + code
        syscall = CONTAINER_RUNNER + CASA_CONTAINER + ' ' if USE_SINGULARITY else ''
        syscall += gen.generate_syscall_casa(
            casascript=cfg.OXKAT + '/PRE_casa_average_to_1k_add_wtspec.py')
        step['syscall'] = syscall
        steps.append(step)

        step = {}
        step['step'] = 1
        step['comment'] = 'Run setup script to generate project_info pickle'
        step['dependency'] = 0
        step['id'] = 'SETUP' + code
        syscall = CONTAINER_RUNNER + MEQTREES_CONTAINER + ' ' if USE_SINGULARITY else ''
        syscall += ' python ' + cfg.OXKAT + '/1GC_00_setup.py ' + myms
        step['syscall'] = syscall
        steps.append(step)

        step = {}
        step['step'] = 2
        step['comment'] = 'Apply basic flagging steps to all fields'
        step['dependency'] = 1
        step['id'] = 'FGBAS' + code
        syscall = CONTAINER_RUNNER + CASA_CONTAINER + ' ' if USE_SINGULARITY else ''
        syscall += gen.generate_syscall_casa(casascript=cfg.OXKAT +
                                             '/1GC_casa_UHF_basic_flags.py')
        step['syscall'] = syscall
        steps.append(step)

        step = {}
        step['step'] = 3
        step['comment'] = 'Run auto-flaggers on calibrators'
        step['dependency'] = 2
        step['id'] = 'FGCAL' + code
        syscall = CONTAINER_RUNNER + CASA_CONTAINER + ' ' if USE_SINGULARITY else ''
        syscall += gen.generate_syscall_casa(
            casascript=cfg.OXKAT + '/1GC_casa_UHF_autoflag_cals_DATA.py')
        step['syscall'] = syscall
        steps.append(step)

        step = {}
        step['step'] = 4
        step[
            'comment'] = 'Generate reference calibration solutions and apply to target(s)'
        step['dependency'] = 3
        step['id'] = 'CL1GC' + code
        syscall = CONTAINER_RUNNER + CASA_CONTAINER + ' ' if USE_SINGULARITY else ''
        syscall += gen.generate_syscall_casa(casascript=cfg.OXKAT +
                                             '/1GC_casa_UHF_refcal.py')
        step['syscall'] = syscall
        steps.append(step)

        step = {}
        step['step'] = 5
        step['comment'] = 'Plot the gain solutions'
        step['dependency'] = 4
        step['id'] = 'PLTAB' + code
        syscall = CONTAINER_RUNNER + RAGAVI_CONTAINER + ' ' if USE_SINGULARITY else ''
        syscall += 'python3 ' + cfg.OXKAT + '/PLOT_gaintables.py cal_1GC_*'
        step['syscall'] = syscall
        steps.append(step)

        step = {}
        step['step'] = 6
        step['comment'] = 'Split the corrected target data'
        step['dependency'] = 4
        step['id'] = 'SPTRG' + code
        syscall = CONTAINER_RUNNER + CASA_CONTAINER + ' ' if USE_SINGULARITY else ''
        syscall += gen.generate_syscall_casa(casascript=cfg.OXKAT +
                                             '/1GC_09_casa_split_targets.py')
        step['syscall'] = syscall
        steps.append(step)

        step = {}
        step['step'] = 7
        step['comment'] = 'Plot the corrected calibrator visibilities'
        step['dependency'] = 6
        step['id'] = 'PLVIS' + code
        syscall = CONTAINER_RUNNER + SHADEMS_CONTAINER + ' ' if USE_SINGULARITY else ''
        syscall += 'python3 ' + cfg.OXKAT + '/1GC_10_plot_visibilities.py'
        step['syscall'] = syscall
        steps.append(step)

    # ------------------------------------------------------------------------------
    #
    # Write the run file and kill file based on the recipe
    #
    # ------------------------------------------------------------------------------

    submit_file = 'submit_1GC_jobs.sh'
    kill_file = cfg.SCRIPTS + '/kill_1GC_jobs.sh'

    f = open(submit_file, 'w')
    f.write('#!/usr/bin/env bash\n')
    f.write('export SINGULARITY_BINDPATH=' + cfg.BINDPATH + '\n')

    id_list = []

    for step in steps:

        step_id = step['id']
        id_list.append(step_id)
        if step['dependency'] is not None:
            dependency = steps[step['dependency']]['id']
        else:
            dependency = None
        syscall = step['syscall']
        if 'slurm_config' in step.keys():
            slurm_config = step['slurm_config']
        else:
            slurm_config = cfg.SLURM_DEFAULTS
        if 'pbs_config' in step.keys():
            pbs_config = step['pbs_config']
        else:
            pbs_config = cfg.PBS_DEFAULTS
        comment = step['comment']

        run_command = gen.job_handler(syscall=syscall,
                                      jobname=step_id,
                                      infrastructure=INFRASTRUCTURE,
                                      dependency=dependency,
                                      slurm_config=slurm_config,
                                      pbs_config=pbs_config)

        f.write('\n# ' + comment + '\n')
        f.write(run_command)

    if INFRASTRUCTURE == 'idia' or INFRASTRUCTURE == 'hippo':
        kill = '\necho "scancel "$' + '" "$'.join(
            id_list) + ' > ' + kill_file + '\n'
        f.write(kill)
    elif INFRASTRUCTURE == 'chpc':
        kill = '\necho "qdel "$' + '" "$'.join(
            id_list) + ' > ' + kill_file + '\n'
        f.write(kill)

    f.close()

    gen.make_executable(submit_file)

    gen.print_spacer()
    print(gen.col('Run file') + submit_file)
    gen.print_spacer()
Beispiel #2
0
def main():

    USE_SINGULARITY = cfg.USE_SINGULARITY

    gen.preamble()
    print(gen.col() + '3GC (facet-based corrections) setup')
    gen.print_spacer()

    # ------------------------------------------------------------------------------
    #
    # Setup paths, required containers, infrastructure
    #
    # ------------------------------------------------------------------------------

    OXKAT = cfg.OXKAT
    DATA = cfg.DATA
    GAINTABLES = cfg.GAINTABLES
    IMAGES = cfg.IMAGES
    SCRIPTS = cfg.SCRIPTS
    TOOLS = cfg.TOOLS

    gen.setup_dir(GAINTABLES)
    gen.setup_dir(IMAGES)
    gen.setup_dir(cfg.LOGS)
    gen.setup_dir(cfg.SCRIPTS)

    INFRASTRUCTURE, CONTAINER_PATH = gen.set_infrastructure(sys.argv)

    if INFRASTRUCTURE == 'idia':
        myNCPU = 8  # Dial back the parallelism for IDIA nodes
    elif INFRASTRUCTURE == 'chpc':
        myNCPU = 23  # Kind of meaningless as this stuff probably won't ever run on CHPC
    else:
        myNCPU = 40  # Assumed NCPU for standalone nodes

    if CONTAINER_PATH is not None:
        CONTAINER_RUNNER = 'singularity exec '
    else:
        CONTAINER_RUNNER = ''

    DDFACET_CONTAINER = gen.get_container(CONTAINER_PATH, cfg.DDFACET_PATTERN,
                                          USE_SINGULARITY)
    KILLMS_CONTAINER = gen.get_container(CONTAINER_PATH, cfg.KILLMS_PATTERN,
                                         USE_SINGULARITY)

    # Get target information from project pickle

    project_info = pickle.load(open('project_info.p', 'rb'), encoding='latin1')

    target_ids = project_info['target_ids']
    target_names = project_info['target_names']
    target_ms = project_info['target_ms']

    # ------------------------------------------------------------------------------
    #
    # 3GC peeling recipe definition
    #
    # ------------------------------------------------------------------------------

    target_steps = []
    codes = []
    ii = 1

    # Loop over targets

    for tt in range(0, len(target_ids)):

        targetname = target_names[tt]
        myms = target_ms[tt]

        if not o.isdir(myms):

            gen.print_spacer()
            print(gen.col('Target') + targetname)
            print(gen.col('MS') + 'not found, skipping')

        else:

            steps = []
            filename_targetname = gen.scrub_target_name(targetname)

            code = gen.get_target_code(targetname)
            if code in codes:
                code += '_' + str(ii)
                ii += 1
            codes.append(code)

            # Look for the zoomed FITS mask for this target
            mask1 = sorted(
                glob.glob(IMAGES + '/*' + filename_targetname +
                          '*.mask1.zoom*.fits'))
            if len(mask1) > 0:
                mask = mask1[0]
            else:
                mask = 'auto'

            # Look for the DS9 region file that defines the tessel centres for this target
            region = glob.glob('*' + targetname + '*.reg')
            if len(region) == 0:
                gen.print_spacer()
                print(gen.col() + 'Please provide a region file of the form:')
                print(gen.col() + '       *' + targetname + '*.reg')
                print(gen.col() + 'for this field.')
                gen.print_spacer()
                sys.exit()
            else:
                region = region[0]

            gen.print_spacer()
            print(gen.col('Target') + targetname)
            print(gen.col('Measurement Set') + myms)
            print(gen.col('Code') + code)
            print(gen.col('Mask') + mask)
            print(gen.col('Region') + region)

            # Image prefixes
            ddf_img_prefix = IMAGES + '/img_' + myms + '_DDFpcal'
            kms_img_prefix = IMAGES + '/img_' + myms + '_DDFkMS'

            # Target-specific kill file
            kill_file = SCRIPTS + '/kill_3GC_facet_jobs_' + filename_targetname + '.sh'

            step = {}
            step['step'] = 0
            step[
                'comment'] = 'Run DDFacet, masked deconvolution of CORRECTED_DATA column of ' + myms
            step['dependency'] = None
            step['id'] = 'DDCMA' + code
            step['slurm_config'] = cfg.SLURM_WSCLEAN
            step['pbs_config'] = cfg.PBS_WSCLEAN
            syscall = CONTAINER_RUNNER + DDFACET_CONTAINER + ' ' if USE_SINGULARITY else ''
            syscall += gen.generate_syscall_ddfacet(mspattern=myms,
                                                    imgname=ddf_img_prefix,
                                                    ncpu=myNCPU,
                                                    mask=mask,
                                                    sparsification='50,20,5,2')
            step['syscall'] = syscall
            steps.append(step)

            step = {}
            step['step'] = 1
            step[
                'comment'] = 'Convert the DS9 region into a numpy file that killMS will recognise'
            step['dependency'] = 0
            step['id'] = 'RG2NP' + code
            syscall = CONTAINER_RUNNER + DDFACET_CONTAINER + ' ' if USE_SINGULARITY else ''
            syscall += 'python3 ' + TOOLS + '/reg2npy.py ' + region
            step['syscall'] = syscall
            steps.append(step)

            step = {}
            step['step'] = 2
            step['comment'] = 'Run killMS'
            step['dependency'] = 1
            step['id'] = 'KILMS' + code
            syscall = CONTAINER_RUNNER + KILLMS_CONTAINER + ' ' if USE_SINGULARITY else ''
            syscall += gen.generate_syscall_killms(myms=myms,
                                                   baseimg=ddf_img_prefix,
                                                   ncpu=myNCPU,
                                                   outsols='killms-cohjones',
                                                   nodesfile=region + '.npy')
            step['syscall'] = syscall
            steps.append(step)

            step = {}
            step['step'] = 3
            step[
                'comment'] = 'Run DDFacet on CORRECTED_DATA of ' + myms + ', applying killMS solutions'
            step['dependency'] = 2
            step['id'] = 'DDKMA' + code
            syscall = CONTAINER_RUNNER + DDFACET_CONTAINER + ' ' if USE_SINGULARITY else ''
            syscall += gen.generate_syscall_ddfacet(
                mspattern=myms,
                imgname=kms_img_prefix,
                chunkhours=1,
                ncpu=myNCPU,
                initdicomodel=ddf_img_prefix + '.DicoModel',
                hogbom_maxmajoriter=0,
                hogbom_maxminoriter=1000,
                mask=mask,
                ddsols='killms-cohjones')
            step['syscall'] = syscall
            steps.append(step)

            target_steps.append((steps, kill_file, targetname))

    # ------------------------------------------------------------------------------
    #
    # Write the run file and kill file based on the recipe
    #
    # ------------------------------------------------------------------------------

    submit_file = 'submit_3GC_facet_jobs.sh'

    f = open(submit_file, 'w')
    f.write('#!/usr/bin/env bash\n')
    f.write('export SINGULARITY_BINDPATH=' + cfg.BINDPATH + '\n')

    for content in target_steps:
        steps = content[0]
        kill_file = content[1]
        targetname = content[2]
        id_list = []

        f.write('\n#---------------------------------------\n')
        f.write('# ' + targetname)
        f.write('\n#---------------------------------------\n')

        for step in steps:

            step_id = step['id']
            id_list.append(step_id)
            if step['dependency'] is not None:
                dependency = steps[step['dependency']]['id']
            else:
                dependency = None
            syscall = step['syscall']
            if 'slurm_config' in step.keys():
                slurm_config = step['slurm_config']
            else:
                slurm_config = cfg.SLURM_DEFAULTS
            if 'pbs_config' in step.keys():
                pbs_config = step['pbs_config']
            else:
                pbs_config = cfg.PBS_DEFAULTS
            comment = step['comment']

            run_command = gen.job_handler(syscall=syscall,
                                          jobname=step_id,
                                          infrastructure=INFRASTRUCTURE,
                                          dependency=dependency,
                                          slurm_config=slurm_config,
                                          pbs_config=pbs_config)

            f.write('\n# ' + comment + '\n')
            f.write(run_command)

        if INFRASTRUCTURE != 'node':
            f.write('\n# Generate kill script for ' + targetname + '\n')
        if INFRASTRUCTURE == 'idia' or INFRASTRUCTURE == 'hippo':
            kill = 'echo "scancel "$' + '" "$'.join(
                id_list) + ' > ' + kill_file + '\n'
            f.write(kill)
        elif INFRASTRUCTURE == 'chpc':
            kill = 'echo "qdel "$' + '" "$'.join(
                id_list) + ' > ' + kill_file + '\n'
            f.write(kill)

    f.close()

    gen.make_executable(submit_file)

    gen.print_spacer()
    print(gen.col('Run file') + submit_file)
    gen.print_spacer()
Beispiel #3
0
def main():

    USE_SINGULARITY = cfg.USE_SINGULARITY

    gen.preamble()
    print(gen.col() + 'FLAG (target flagging & initial mask-making) setup')
    gen.print_spacer()

    # ------------------------------------------------------------------------------
    #
    # Setup paths, required containers, infrastructure
    #
    # ------------------------------------------------------------------------------

    OXKAT = cfg.OXKAT
    DATA = cfg.DATA
    IMAGES = cfg.IMAGES
    SCRIPTS = cfg.SCRIPTS
    TOOLS = cfg.TOOLS

    gen.setup_dir(IMAGES)
    gen.setup_dir(cfg.LOGS)
    gen.setup_dir(cfg.SCRIPTS)

    INFRASTRUCTURE, CONTAINER_PATH = gen.set_infrastructure(sys.argv)
    if CONTAINER_PATH is not None:
        CONTAINER_RUNNER = 'singularity exec '
    else:
        CONTAINER_RUNNER = ''

    CASA_CONTAINER = gen.get_container(CONTAINER_PATH, cfg.CASA_PATTERN,
                                       USE_SINGULARITY)
    CUBICAL_CONTAINER = gen.get_container(CONTAINER_PATH, cfg.CUBICAL_PATTERN,
                                          USE_SINGULARITY)
    MAKEMASK_CONTAINER = gen.get_container(CONTAINER_PATH,
                                           cfg.MAKEMASK_PATTERN,
                                           USE_SINGULARITY)
    TRICOLOUR_CONTAINER = gen.get_container(CONTAINER_PATH,
                                            cfg.TRICOLOUR_PATTERN,
                                            USE_SINGULARITY)
    WSCLEAN_CONTAINER = gen.get_container(CONTAINER_PATH, cfg.WSCLEAN_PATTERN,
                                          USE_SINGULARITY)

    # Get target information from project pickle

    project_info = pickle.load(open('project_info.p', 'rb'), encoding='latin1')

    target_ids = project_info['target_ids']
    target_names = project_info['target_names']
    target_ms = project_info['target_ms']

    # ------------------------------------------------------------------------------
    #
    # FLAG recipe definition
    #
    # ------------------------------------------------------------------------------

    target_steps = []
    codes = []
    ii = 1

    # Loop over targets

    for tt in range(0, len(target_ids)):

        targetname = target_names[tt]
        myms = target_ms[tt]

        if not o.isdir(myms):

            gen.print_spacer()
            print(gen.col('Target') + targetname)
            print(gen.col('MS') + 'not found, skipping')

        else:

            steps = []
            filename_targetname = gen.scrub_target_name(targetname)

            code = gen.get_target_code(targetname)
            if code in codes:
                code += '_' + str(ii)
                ii += 1
            codes.append(code)

            # Image prefix
            img_prefix = IMAGES + '/img_' + myms + '_datablind'

            # Target-specific kill file
            kill_file = SCRIPTS + '/kill_flag_jobs_' + filename_targetname + '.sh'

            gen.print_spacer()
            print(gen.col('Target') + targetname)
            print(gen.col('Measurement Set') + myms)
            print(gen.col('Code') + code)

            step = {}
            step['step'] = 0
            step['comment'] = 'Run Tricolour on ' + myms
            step['dependency'] = None
            step['id'] = 'TRIC0' + code
            step['slurm_config'] = cfg.SLURM_TRICOLOUR
            step['pbs_config'] = cfg.PBS_TRICOLOUR
            syscall = CONTAINER_RUNNER + TRICOLOUR_CONTAINER + ' ' if USE_SINGULARITY else ''
            syscall += gen.generate_syscall_tricolour(
                myms=myms,
                config=DATA + '/tricolour/target_flagging_1_narrow.yaml',
                datacol='DATA',
                fields='0',
                strategy='polarisation')
            step['syscall'] = syscall
            steps.append(step)

            step = {}
            step['step'] = 1
            step['comment'] = 'Blind wsclean on DATA column of ' + myms
            step['dependency'] = 0
            step['id'] = 'WSDBL' + code
            step['slurm_config'] = cfg.SLURM_WSCLEAN
            step['pbs_config'] = cfg.PBS_WSCLEAN
            absmem = gen.absmem_helper(step, INFRASTRUCTURE, cfg.WSC_ABSMEM)
            syscall = CONTAINER_RUNNER + WSCLEAN_CONTAINER + ' ' if USE_SINGULARITY else ''
            syscall += gen.generate_syscall_wsclean(mslist=[myms],
                                                    imgname=img_prefix,
                                                    datacol='DATA',
                                                    bda=True,
                                                    automask=False,
                                                    autothreshold=False,
                                                    localrms=False,
                                                    mask=False,
                                                    absmem=absmem)
            step['syscall'] = syscall
            steps.append(step)

            step = {}
            step['step'] = 2
            step['comment'] = 'Make initial cleaning mask for ' + targetname
            step['dependency'] = 1
            step['id'] = 'MASK0' + code
            syscall = CONTAINER_RUNNER + MAKEMASK_CONTAINER + ' ' if USE_SINGULARITY else ''
            syscall += gen.generate_syscall_makemask(
                restoredimage=img_prefix + '-MFS-image.fits',
                outfile=img_prefix + '-MFS-image.mask0.fits',
                zoompix='')[0]
            step['syscall'] = syscall
            steps.append(step)

            step = {}
            step['step'] = 3
            step['comment'] = 'Backup flag table for ' + myms
            step['dependency'] = 1
            step['id'] = 'SAVFG' + code
            syscall = CONTAINER_RUNNER + CASA_CONTAINER + ' ' if USE_SINGULARITY else ''
            syscall += 'casa -c ' + OXKAT + '/FLAG_casa_backup_flag_table.py --nologger --log2term --nogui '
            syscall += 'versionname=tricolour1 mslist=' + myms
            step['syscall'] = syscall
            steps.append(step)

            # step = {}
            # step['step'] = 4
            # step['comment'] = 'Add CORRECTED_DATA column to '+myms
            # step['dependency'] = 3
            # step['id'] = 'ADCOR'+code
            # syscall = CONTAINER_RUNNER+CUBICAL_CONTAINER+' ' if USE_SINGULARITY else ''
            # syscall += 'python '+TOOLS+'/add_MS_column.py '
            # syscall += '--colname CORRECTED_DATA '
            # syscall += myms
            # step['syscall'] = syscall
            # steps.append(step)

            # step = {}
            # step['step'] = 5
            # step['comment'] = 'Copy DATA to CORRECTED_DATA for '+myms
            # step['dependency'] = 4
            # step['id'] = 'CPDAT'+code
            # syscall = CONTAINER_RUNNER+CUBICAL_CONTAINER+' ' if USE_SINGULARITY else ''
            # syscall += 'python '+TOOLS+'/copy_MS_column.py '
            # syscall += '--fromcol DATA '
            # syscall += '--tocol CORRECTED_DATA '
            # syscall += myms
            # step['syscall'] = syscall
            # steps.append(step)

            target_steps.append((steps, kill_file, targetname))

    # ------------------------------------------------------------------------------
    #
    # Write the run file and kill file based on the recipe
    #
    # ------------------------------------------------------------------------------

    submit_file = 'submit_flag_jobs.sh'

    f = open(submit_file, 'w')
    f.write('#!/usr/bin/env bash\n')
    f.write('export SINGULARITY_BINDPATH=' + cfg.BINDPATH + '\n')

    for content in target_steps:
        steps = content[0]
        kill_file = content[1]
        targetname = content[2]
        id_list = []

        f.write('\n#---------------------------------------\n')
        f.write('# ' + targetname)
        f.write('\n#---------------------------------------\n')

        for step in steps:

            step_id = step['id']
            id_list.append(step_id)
            if step['dependency'] is not None:
                dependency = steps[step['dependency']]['id']
            else:
                dependency = None
            syscall = step['syscall']
            if 'slurm_config' in step.keys():
                slurm_config = step['slurm_config']
            else:
                slurm_config = cfg.SLURM_DEFAULTS
            if 'pbs_config' in step.keys():
                pbs_config = step['pbs_config']
            else:
                pbs_config = cfg.PBS_DEFAULTS
            comment = step['comment']

            run_command = gen.job_handler(syscall=syscall,
                                          jobname=step_id,
                                          infrastructure=INFRASTRUCTURE,
                                          dependency=dependency,
                                          slurm_config=slurm_config,
                                          pbs_config=pbs_config)

            f.write('\n# ' + comment + '\n')
            f.write(run_command)

        if INFRASTRUCTURE != 'node':
            f.write('\n# Generate kill script for ' + targetname + '\n')
        if INFRASTRUCTURE == 'idia' or INFRASTRUCTURE == 'hippo':
            kill = 'echo "scancel "$' + '" "$'.join(
                id_list) + ' > ' + kill_file + '\n'
            f.write(kill)
        elif INFRASTRUCTURE == 'chpc':
            kill = 'echo "qdel "$' + '" "$'.join(
                id_list) + ' > ' + kill_file + '\n'
            f.write(kill)

    f.close()

    gen.make_executable(submit_file)

    gen.print_spacer()
    print(gen.col('Run file') + submit_file)
    gen.print_spacer()
Beispiel #4
0
def main():

    USE_SINGULARITY = cfg.USE_SINGULARITY

    gen.preamble()
    print(gen.col() + '2GC (direction independent selfcal) setup')
    gen.print_spacer()

    # ------------------------------------------------------------------------------
    #
    # Setup paths, required containers, infrastructure
    #
    # ------------------------------------------------------------------------------

    OXKAT = cfg.OXKAT
    DATA = cfg.DATA
    GAINTABLES = cfg.GAINTABLES
    IMAGES = cfg.IMAGES
    SCRIPTS = cfg.SCRIPTS

    gen.setup_dir(GAINTABLES)
    gen.setup_dir(IMAGES)
    gen.setup_dir(cfg.LOGS)
    gen.setup_dir(cfg.SCRIPTS)

    INFRASTRUCTURE, CONTAINER_PATH = gen.set_infrastructure(sys.argv)
    if CONTAINER_PATH is not None:
        CONTAINER_RUNNER = 'singularity exec '
    else:
        CONTAINER_RUNNER = ''

    CASA_CONTAINER = gen.get_container(CONTAINER_PATH, cfg.CASA_PATTERN,
                                       USE_SINGULARITY)
    MAKEMASK_CONTAINER = gen.get_container(CONTAINER_PATH,
                                           cfg.MAKEMASK_PATTERN,
                                           USE_SINGULARITY)
    RAGAVI_CONTAINER = gen.get_container(CONTAINER_PATH, cfg.RAGAVI_PATTERN,
                                         USE_SINGULARITY)
    WSCLEAN_CONTAINER = gen.get_container(CONTAINER_PATH, cfg.WSCLEAN_PATTERN,
                                          USE_SINGULARITY)

    # Get target information from project pickle

    project_info = pickle.load(open('project_info.p', 'rb'), encoding='latin1')

    target_ids = project_info['target_ids']
    target_names = project_info['target_names']
    target_ms = project_info['target_ms']

    # ------------------------------------------------------------------------------
    #
    # 2GC recipe definition
    #
    # ------------------------------------------------------------------------------

    target_steps = []
    codes = []
    ii = 1

    # Loop over targets

    for tt in range(0, len(target_ids)):

        targetname = target_names[tt]
        myms = target_ms[tt]

        if not o.isdir(myms):

            gen.print_spacer()
            print(gen.col('Target') + targetname)
            print(gen.col('MS') + 'not found, skipping')

        else:

            steps = []
            filename_targetname = gen.scrub_target_name(targetname)

            code = gen.get_target_code(targetname)
            if code in codes:
                code += '_' + str(ii)
                ii += 1
            codes.append(code)

            # Look for the FITS mask for this target
            mask0 = sorted(
                glob.glob(IMAGES + '/*' + filename_targetname +
                          '*.mask0.fits'))
            if len(mask0) > 0:
                mask = mask0[0]
            else:
                mask = 'auto'

            gen.print_spacer()
            print(gen.col('Target') + targetname)
            print(gen.col('Measurement Set') + myms)
            print(gen.col('Code') + code)
            print(gen.col('Mask') + mask)

            # Image prefixes
            data_img_prefix = IMAGES + '/img_' + myms + '_datamask'
            corr_img_prefix = IMAGES + '/img_' + myms + '_pcalmask'

            # Target-specific kill file
            kill_file = SCRIPTS + '/kill_2GC_jobs_' + filename_targetname + '.sh'

            step = {}
            step['step'] = 0
            step[
                'comment'] = 'Run wsclean, masked deconvolution of the DATA column of ' + myms
            step['dependency'] = None
            step['id'] = 'WSDMA' + code
            step['slurm_config'] = cfg.SLURM_WSCLEAN
            step['pbs_config'] = cfg.PBS_WSCLEAN
            absmem = gen.absmem_helper(step, INFRASTRUCTURE, cfg.WSC_ABSMEM)
            syscall = CONTAINER_RUNNER + WSCLEAN_CONTAINER + ' ' if USE_SINGULARITY else ''
            syscall += gen.generate_syscall_wsclean(mslist=[myms],
                                                    imgname=data_img_prefix,
                                                    datacol='DATA',
                                                    bda=True,
                                                    automask=False,
                                                    autothreshold=False,
                                                    localrms=False,
                                                    mask=mask,
                                                    absmem=absmem)
            step['syscall'] = syscall
            steps.append(step)

            step = {}
            step['step'] = 1
            step[
                'comment'] = 'Predict model visibilities from imaging of the DATA column'
            step['dependency'] = 0
            step['id'] = 'WSDPR' + code
            step['slurm_config'] = cfg.SLURM_WSCLEAN
            step['pbs_config'] = cfg.PBS_WSCLEAN
            absmem = gen.absmem_helper(step, INFRASTRUCTURE, cfg.WSC_ABSMEM)
            syscall = CONTAINER_RUNNER + WSCLEAN_CONTAINER + ' ' if USE_SINGULARITY else ''
            syscall += gen.generate_syscall_predict(msname=myms,
                                                    imgbase=data_img_prefix,
                                                    absmem=absmem)
            step['syscall'] = syscall
            steps.append(step)

            step = {}
            step['step'] = 2
            step['comment'] = 'Run CASA self-calibration script'
            step['dependency'] = 1
            step['id'] = 'CL2GC' + code
            syscall = CONTAINER_RUNNER + CASA_CONTAINER + ' ' if USE_SINGULARITY else ''
            syscall += gen.generate_syscall_casa(
                casascript=OXKAT + '/2GC_casa_selfcal_target_amp_phases.py',
                extra_args='mslist=' + myms)
            step['syscall'] = syscall
            steps.append(step)

            step = {}
            step['step'] = 3
            step['comment'] = 'Plot the self-calibration gain solutions'
            step['dependency'] = 2
            step['id'] = 'PLTAB' + code
            syscall = CONTAINER_RUNNER + RAGAVI_CONTAINER + ' ' if USE_SINGULARITY else ''
            syscall += 'python3 ' + OXKAT + '/PLOT_gaintables.py cal_2GC_*' + myms + '*'
            step['syscall'] = syscall
            steps.append(step)

            step = {}
            step['step'] = 4
            step[
                'comment'] = 'Run wsclean, masked deconvolution of the CORRECTED_DATA column of ' + myms
            step['dependency'] = 2
            step['id'] = 'WSCMA' + code
            step['slurm_config'] = cfg.SLURM_WSCLEAN
            step['pbs_config'] = cfg.PBS_WSCLEAN
            absmem = gen.absmem_helper(step, INFRASTRUCTURE, cfg.WSC_ABSMEM)
            syscall = CONTAINER_RUNNER + WSCLEAN_CONTAINER + ' ' if USE_SINGULARITY else ''
            syscall += gen.generate_syscall_wsclean(mslist=[myms],
                                                    imgname=corr_img_prefix,
                                                    datacol='CORRECTED_DATA',
                                                    bda=True,
                                                    automask=False,
                                                    autothreshold=False,
                                                    localrms=False,
                                                    mask=mask,
                                                    absmem=absmem)
            step['syscall'] = syscall
            steps.append(step)

            step = {}
            step['step'] = 5
            step[
                'comment'] = 'Refine the cleaning mask for ' + targetname + ', crop for use with DDFacet'
            step['dependency'] = 4
            step['id'] = 'MASK1' + code
            syscall = CONTAINER_RUNNER + MAKEMASK_CONTAINER + ' ' if USE_SINGULARITY else ''
            syscall += gen.generate_syscall_makemask(
                restoredimage=corr_img_prefix + '-MFS-image.fits',
                outfile=corr_img_prefix + '-MFS-image.mask1.fits',
                thresh=5.5,
                zoompix=cfg.DDF_NPIX)[0]
            step['syscall'] = syscall
            steps.append(step)

            step = {}
            step['step'] = 6
            step[
                'comment'] = 'Predict model visibilities from imaging of the CORRECTED_DATA column'
            step['dependency'] = 4
            step['id'] = 'WSCPR' + code
            step['slurm_config'] = cfg.SLURM_WSCLEAN
            step['pbs_config'] = cfg.PBS_WSCLEAN
            absmem = gen.absmem_helper(step, INFRASTRUCTURE, cfg.WSC_ABSMEM)
            syscall = CONTAINER_RUNNER + WSCLEAN_CONTAINER + ' ' if USE_SINGULARITY else ''
            syscall += gen.generate_syscall_predict(msname=myms,
                                                    imgbase=corr_img_prefix,
                                                    absmem=absmem)
            step['syscall'] = syscall
            steps.append(step)

            target_steps.append((steps, kill_file, targetname))

    # ------------------------------------------------------------------------------
    #
    # Write the run file and kill file based on the recipe
    #
    # ------------------------------------------------------------------------------

    submit_file = 'submit_2GC_jobs.sh'

    f = open(submit_file, 'w')
    f.write('#!/usr/bin/env bash\n')
    f.write('export SINGULARITY_BINDPATH=' + cfg.BINDPATH + '\n')

    for content in target_steps:
        steps = content[0]
        kill_file = content[1]
        targetname = content[2]
        id_list = []

        f.write('\n#---------------------------------------\n')
        f.write('# ' + targetname)
        f.write('\n#---------------------------------------\n')

        for step in steps:

            step_id = step['id']
            id_list.append(step_id)
            if step['dependency'] is not None:
                dependency = steps[step['dependency']]['id']
            else:
                dependency = None
            syscall = step['syscall']
            if 'slurm_config' in step.keys():
                slurm_config = step['slurm_config']
            else:
                slurm_config = cfg.SLURM_DEFAULTS
            if 'pbs_config' in step.keys():
                pbs_config = step['pbs_config']
            else:
                pbs_config = cfg.PBS_DEFAULTS
            comment = step['comment']

            run_command = gen.job_handler(syscall=syscall,
                                          jobname=step_id,
                                          infrastructure=INFRASTRUCTURE,
                                          dependency=dependency,
                                          slurm_config=slurm_config,
                                          pbs_config=pbs_config)

            f.write('\n# ' + comment + '\n')
            f.write(run_command)

        if INFRASTRUCTURE != 'node':
            f.write('\n# Generate kill script for ' + targetname + '\n')
        if INFRASTRUCTURE == 'idia' or INFRASTRUCTURE == 'hippo':
            kill = 'echo "scancel "$' + '" "$'.join(
                id_list) + ' > ' + kill_file + '\n'
            f.write(kill)
        elif INFRASTRUCTURE == 'chpc':
            kill = 'echo "qdel "$' + '" "$'.join(
                id_list) + ' > ' + kill_file + '\n'
            f.write(kill)

    f.close()

    gen.make_executable(submit_file)

    gen.print_spacer()
    print(gen.col('Run file') + submit_file)
    gen.print_spacer()
Beispiel #5
0
def main():

    USE_SINGULARITY = cfg.USE_SINGULARITY

    gen.preamble()
    print(gen.col() + 'FLAG (target flagging) setup')
    gen.print_spacer()

    # ------------------------------------------------------------------------------
    #
    # Setup paths, required containers, infrastructure
    #
    # ------------------------------------------------------------------------------

    OXKAT = cfg.OXKAT
    DATA = cfg.DATA
    SCRIPTS = cfg.SCRIPTS
    TOOLS = cfg.TOOLS

    gen.setup_dir(cfg.LOGS)
    gen.setup_dir(cfg.SCRIPTS)

    INFRASTRUCTURE, CONTAINER_PATH = gen.set_infrastructure(sys.argv)
    if CONTAINER_PATH is not None:
        CONTAINER_RUNNER = 'singularity exec '
    else:
        CONTAINER_RUNNER = ''

    CASA_CONTAINER = gen.get_container(CONTAINER_PATH, cfg.CASA_PATTERN,
                                       USE_SINGULARITY)
    TRICOLOUR_CONTAINER = gen.get_container(CONTAINER_PATH,
                                            cfg.TRICOLOUR_PATTERN,
                                            USE_SINGULARITY)

    # Get target information from project pickle

    project_info = pickle.load(open('project_info.p', 'rb'), encoding='latin1')

    target_ids = project_info['target_ids']
    target_names = project_info['target_names']
    target_ms = project_info['target_ms']

    # ------------------------------------------------------------------------------
    #
    # FLAG recipe definition
    #
    # ------------------------------------------------------------------------------

    target_steps = []
    codes = []
    ii = 1

    # Loop over targets

    for tt in range(0, len(target_ids)):

        targetname = target_names[tt]
        myms = target_ms[tt]

        if not o.isdir(myms):

            gen.print_spacer()
            print(gen.col('Target') + targetname)
            print(gen.col('MS') + 'not found, skipping')

        else:

            steps = []
            filename_targetname = gen.scrub_target_name(targetname)

            code = gen.get_target_code(targetname)
            if code in codes:
                code += '_' + str(ii)
                ii += 1
            codes.append(code)

            # Target-specific kill file
            kill_file = SCRIPTS + '/kill_flag_jobs_' + filename_targetname + '.sh'

            gen.print_spacer()
            print(gen.col('Target') + targetname)
            print(gen.col('Measurement Set') + myms)
            print(gen.col('Code') + code)

            step = {}
            step['step'] = 0
            step['comment'] = 'Run Tricolour on ' + myms
            step['dependency'] = None
            step['id'] = 'TRIC0' + code
            step['slurm_config'] = cfg.SLURM_TRICOLOUR
            step['pbs_config'] = cfg.PBS_TRICOLOUR
            syscall = CONTAINER_RUNNER + TRICOLOUR_CONTAINER + ' ' if USE_SINGULARITY else ''
            syscall += gen.generate_syscall_tricolour(
                myms=myms,
                config=DATA + '/tricolour/target_flagging_1_narrow.yaml',
                datacol='DATA',
                fields='0',
                strategy='polarisation')
            step['syscall'] = syscall
            steps.append(step)

            step = {}
            step['step'] = 1
            step['comment'] = 'Backup flag table for ' + myms
            step['dependency'] = 0
            step['id'] = 'SAVFG' + code
            syscall = CONTAINER_RUNNER + CASA_CONTAINER + ' ' if USE_SINGULARITY else ''
            syscall += 'casa -c ' + OXKAT + '/FLAG_casa_backup_flag_table.py --nologger --log2term --nogui '
            syscall += 'versionname=tricolour1 mslist=' + myms
            step['syscall'] = syscall
            steps.append(step)

            target_steps.append((steps, kill_file, targetname))

    # ------------------------------------------------------------------------------
    #
    # Write the run file and kill file based on the recipe
    #
    # ------------------------------------------------------------------------------

    submit_file = 'submit_flag_jobs.sh'

    f = open(submit_file, 'w')
    f.write('#!/usr/bin/env bash\n')
    f.write('export SINGULARITY_BINDPATH=' + cfg.BINDPATH + '\n')

    for content in target_steps:
        steps = content[0]
        kill_file = content[1]
        targetname = content[2]
        id_list = []

        f.write('\n#---------------------------------------\n')
        f.write('# ' + targetname)
        f.write('\n#---------------------------------------\n')

        for step in steps:

            step_id = step['id']
            id_list.append(step_id)
            if step['dependency'] is not None:
                dependency = steps[step['dependency']]['id']
            else:
                dependency = None
            syscall = step['syscall']
            if 'slurm_config' in step.keys():
                slurm_config = step['slurm_config']
            else:
                slurm_config = cfg.SLURM_DEFAULTS
            if 'pbs_config' in step.keys():
                pbs_config = step['pbs_config']
            else:
                pbs_config = cfg.PBS_DEFAULTS
            comment = step['comment']

            run_command = gen.job_handler(syscall=syscall,
                                          jobname=step_id,
                                          infrastructure=INFRASTRUCTURE,
                                          dependency=dependency,
                                          slurm_config=slurm_config,
                                          pbs_config=pbs_config)

            f.write('\n# ' + comment + '\n')
            f.write(run_command)

        if INFRASTRUCTURE != 'node':
            f.write('\n# Generate kill script for ' + targetname + '\n')
        if INFRASTRUCTURE == 'idia' or INFRASTRUCTURE == 'hippo':
            kill = 'echo "scancel "$' + '" "$'.join(
                id_list) + ' > ' + kill_file + '\n'
            f.write(kill)
        elif INFRASTRUCTURE == 'chpc':
            kill = 'echo "qdel "$' + '" "$'.join(
                id_list) + ' > ' + kill_file + '\n'
            f.write(kill)

    f.close()

    gen.make_executable(submit_file)

    gen.print_spacer()
    print(gen.col('Run file') + submit_file)
    gen.print_spacer()
def main():

    USE_SINGULARITY = cfg.USE_SINGULARITY

    if cfg.BAND[0].upper() == 'U':
        print(gen.col()+'Full-field primary models not available for UHF yet')
        gen.print_spacer()
        sys.exit()

    gen.preamble()
    print(gen.col()+'1GC (referenced calibration) setup')
    print(gen.col()+'Note that this recipe uses a full-field model for PKS B1934-638.')
    print(gen.col()+'This is somewhat experimental!')
    gen.print_spacer()

    # ------------------------------------------------------------------------------
    #
    # Setup paths, required containers, infrastructure
    #
    # ------------------------------------------------------------------------------


    gen.setup_dir(cfg.LOGS)
    gen.setup_dir(cfg.SCRIPTS)
    gen.setup_dir(cfg.GAINTABLES)


    INFRASTRUCTURE, CONTAINER_PATH = gen.set_infrastructure(sys.argv)
    if CONTAINER_PATH is not None:
        CONTAINER_RUNNER='singularity exec '
    else:
        CONTAINER_RUNNER=''


    CASA_CONTAINER = gen.get_container(CONTAINER_PATH,cfg.CASA_PATTERN,USE_SINGULARITY)
    MEQTREES_CONTAINER = gen.get_container(CONTAINER_PATH,cfg.MEQTREES_PATTERN,USE_SINGULARITY)
    RAGAVI_CONTAINER = gen.get_container(CONTAINER_PATH,cfg.RAGAVI_PATTERN,USE_SINGULARITY)
    SHADEMS_CONTAINER = gen.get_container(CONTAINER_PATH,cfg.SHADEMS_PATTERN,USE_SINGULARITY)
    WSCLEAN_CONTAINER = gen.get_container(CONTAINER_PATH,cfg.WSCLEAN_PATTERN,USE_SINGULARITY)


    # ------------------------------------------------------------------------------
    #
    # 1GC recipe definition
    #
    # ------------------------------------------------------------------------------


    original_ms = glob.glob('*.ms')[0]
    code = gen.get_code(original_ms)
    myms = original_ms.replace('.ms','_'+str(cfg.PRE_NCHANS)+'ch.ms')


    steps = []

    step = {}
    step['step'] = 0
    step['comment'] = 'Split and average master MS'
    step['dependency'] = None
    step['id'] = 'SPPRE'+code
    syscall = CONTAINER_RUNNER+CASA_CONTAINER+' ' if USE_SINGULARITY else ''
    syscall += gen.generate_syscall_casa(casascript=cfg.OXKAT+'/PRE_casa_average_to_1k_add_wtspec.py')
    step['syscall'] = syscall
    steps.append(step)


    step = {}
    step['step'] = 1
    step['comment'] = 'Run setup script to generate project_info pickle'
    step['dependency'] = 0
    step['id'] = 'SETUP'+code
    syscall = CONTAINER_RUNNER+MEQTREES_CONTAINER+' ' if USE_SINGULARITY else ''
    syscall += 'python '+cfg.OXKAT+'/1GC_00_setup.py '+myms
    step['syscall'] = syscall
    steps.append(step)


    step = {}
    step['step'] = 2
    step['comment'] = 'Rephase primary calibrator visibilties in case of open-time offset problems'
    step['dependency'] = 1
    step['id'] = 'UVFIX'+code
    syscall = CONTAINER_RUNNER+CASA_CONTAINER+' ' if USE_SINGULARITY else ''
    syscall += gen.generate_syscall_casa(casascript=cfg.OXKAT+'/1GC_01_casa_rephase_primary_calibrator.py')
    step['syscall'] = syscall
    steps.append(step)


    step = {}
    step['step'] = 3
    step['comment'] = 'Apply basic flagging steps to all fields'
    step['dependency'] = 2
    step['id'] = 'FGBAS'+code
    syscall = CONTAINER_RUNNER+CASA_CONTAINER+' ' if USE_SINGULARITY else ''
    syscall += gen.generate_syscall_casa(casascript=cfg.OXKAT+'/1GC_02_casa_basic_flags.py')
    step['syscall'] = syscall
    steps.append(step)


    # step = {}
    # step['step'] = 4
    # step['comment'] = 'Add CORRECTED_DATA and MODEL_DATA columns'
    # step['dependency'] = 3
    # step['id'] = 'ADCOL'+code
    # syscall = CONTAINER_RUNNER+MEQTREES_CONTAINER+' ' if USE_SINGULARITY else ''
    # syscall += 'python '+cfg.TOOLS+'/add_MS_column.py --colname CORRECTED_DATA,MODEL_DATA '+myms
    # step['syscall'] = syscall
    # steps.append(step)


    step = {}
    step['step'] = 4
    step['comment'] = 'Predict field sources for primary if required'
    step['dependency'] = 3 # change back to 4 if above step is required
    step['id'] = 'SETCC'+code
    step['slurm_config'] = cfg.SLURM_WSCLEAN
    step['pbs_config'] = cfg.PBS_WSCLEAN
    syscall = CONTAINER_RUNNER+WSCLEAN_CONTAINER+' ' if USE_SINGULARITY else ''
    syscall += 'python2 '+cfg.OXKAT+'/1GC_03_primary_cal_field_sources.py'
    step['syscall'] = syscall
    steps.append(step)


    step = {}
    step['step'] = 5
    step['comment'] = 'Copy MODEL_DATA to CORRECTED_DATA (temp storage for primary field sources)'
    step['dependency'] = 4
    step['id'] = 'CPCOL'+code
    syscall = CONTAINER_RUNNER+MEQTREES_CONTAINER+' ' if USE_SINGULARITY else ''
    syscall += 'python '+cfg.TOOLS+'/copy_MS_column.py --fromcol MODEL_DATA --tocol CORRECTED_DATA '+myms
    step['syscall'] = syscall
    steps.append(step)


    step = {}
    step['step'] = 6
    step['comment'] = 'Run setjy for primary calibrator'
    step['dependency'] = 5
    step['id'] = 'SETJY'+code
    syscall = CONTAINER_RUNNER+CASA_CONTAINER+' ' if USE_SINGULARITY else ''
    syscall += gen.generate_syscall_casa(casascript=cfg.OXKAT+'/1GC_04_casa_setjy.py')
    step['syscall'] = syscall
    steps.append(step)


    step = {}
    step['step'] = 7
    step['comment'] = 'Add field source model in CORRECTED_DATA to component model in MODEL_DATA'
    step['dependency'] = 6
    step['id'] = 'SMCOL'+code
    syscall = CONTAINER_RUNNER+MEQTREES_CONTAINER+' ' if USE_SINGULARITY else ''
    syscall += 'python '+cfg.TOOLS+'/sum_MS_columns.py --src CORRECTED_DATA --dest MODEL_DATA '+myms
    step['syscall'] = syscall
    steps.append(step)


    step = {}
    step['step'] = 8
    step['comment'] = 'Run auto-flaggers on calibrators'
    step['dependency'] = 7
    step['id'] = 'FGCAL'+code
    syscall = CONTAINER_RUNNER+CASA_CONTAINER+' ' if USE_SINGULARITY else ''
    syscall += gen.generate_syscall_casa(casascript=cfg.OXKAT+'/1GC_05_casa_autoflag_cals_DATA.py')
    step['syscall'] = syscall
    steps.append(step)


    step = {}
    step['step'] = 9
    step['comment'] = 'Split off calibrator MS with 8 SPWs'
    step['dependency'] = 8
    step['id'] = 'SPCAL'+code
    syscall = CONTAINER_RUNNER+CASA_CONTAINER+' ' if USE_SINGULARITY else ''
    syscall += gen.generate_syscall_casa(casascript=cfg.OXKAT+'/1GC_06_casa_split_calibrators.py')
    step['syscall'] = syscall
    steps.append(step)


    step = {}
    step['step'] = 10
    step['comment'] = 'Fit for intrinsic model of secondary calibrator'
    step['dependency'] = 9
    step['id'] = 'CLMOD'+code
    syscall = CONTAINER_RUNNER+CASA_CONTAINER+' ' if USE_SINGULARITY else ''
    syscall += gen.generate_syscall_casa(casascript=cfg.OXKAT+'/1GC_07_casa_get_secondary_model.py')
    step['syscall'] = syscall
    steps.append(step)


    step = {}
    step['step'] = 11
    step['comment'] = 'Generate reference calibration solutions and apply to target(s)'
    step['dependency'] = 10
    step['id'] = 'CL1GC'+code
    syscall = CONTAINER_RUNNER+CASA_CONTAINER+' ' if USE_SINGULARITY else ''
    syscall += gen.generate_syscall_casa(casascript=cfg.OXKAT+'/1GC_08_casa_refcal_using_secondary_model.py')
    step['syscall'] = syscall
    steps.append(step)


    step = {}
    step['step'] = 12
    step['comment'] = 'Plot the gain solutions'
    step['dependency'] = 11
    step['id'] = 'PLTAB'+code
    syscall = CONTAINER_RUNNER+RAGAVI_CONTAINER+' ' if USE_SINGULARITY else ''
    syscall += 'python3 '+cfg.OXKAT+'/PLOT_gaintables.py cal_1GC_* cal_1GC_*calibrators.ms*'
    step['syscall'] = syscall
    steps.append(step)


    step = {}
    step['step'] = 13
    step['comment'] = 'Split the corrected target data'
    step['dependency'] = 11
    step['id'] = 'SPTRG'+code
    syscall = CONTAINER_RUNNER+CASA_CONTAINER+' ' if USE_SINGULARITY else ''
    syscall += gen.generate_syscall_casa(casascript=cfg.OXKAT+'/1GC_09_casa_split_targets.py')
    step['syscall'] = syscall
    steps.append(step)


    step = {}
    step['step'] = 14
    step['comment'] = 'Plot the corrected calibrator visibilities'
    step['dependency'] = 13
    step['id'] = 'PLVIS'+code
    syscall = CONTAINER_RUNNER+SHADEMS_CONTAINER+' ' if USE_SINGULARITY else ''
    syscall += 'python3 '+cfg.OXKAT+'/1GC_10_plot_visibilities.py'
    step['syscall'] = syscall
    steps.append(step)



    # ------------------------------------------------------------------------------
    #
    # Write the run file and kill file based on the recipe
    #
    # ------------------------------------------------------------------------------

    submit_file = 'submit_1GC_jobs.sh'
    kill_file = cfg.SCRIPTS+'/kill_1GC_jobs.sh'

    f = open(submit_file,'w')
    f.write('#!/usr/bin/env bash\n')
    f.write('export SINGULARITY_BINDPATH='+cfg.BINDPATH+'\n')

    id_list = []

    for step in steps:

        step_id = step['id']
        id_list.append(step_id)
        if step['dependency'] is not None:
            dependency = steps[step['dependency']]['id']
        else:
            dependency = None
        syscall = step['syscall']
        if 'slurm_config' in step.keys():
            slurm_config = step['slurm_config']
        else:
            slurm_config = cfg.SLURM_DEFAULTS
        if 'pbs_config' in step.keys():
            pbs_config = step['pbs_config']
        else:
            pbs_config = cfg.PBS_DEFAULTS
        comment = step['comment']

        run_command = gen.job_handler(syscall = syscall,
                        jobname = step_id,
                        infrastructure = INFRASTRUCTURE,
                        dependency = dependency,
                        slurm_config = slurm_config,
                        pbs_config = pbs_config)


        f.write('\n# '+comment+'\n')
        f.write(run_command)


    if INFRASTRUCTURE == 'idia' or INFRASTRUCTURE == 'hippo':
        kill = '\necho "scancel "$'+'" "$'.join(id_list)+' > '+kill_file+'\n'
        f.write(kill)
    elif INFRASTRUCTURE == 'chpc':
        kill = '\necho "qdel "$'+'" "$'.join(id_list)+' > '+kill_file+'\n'
        f.write(kill)
    
    f.close()

    gen.make_executable(submit_file)

    gen.print_spacer()
    print(gen.col('Run file')+submit_file)
    gen.print_spacer()