mirar.pipelines.winter package

Pipeline for WINTER data

Subpackages

• mirar.pipelines.winter.config package
• mirar.pipelines.winter.models package
  • set_up_q3c()
  • Submodules
  • mirar.pipelines.winter.models.base_model module
    • WinterBase
      • WinterBase.db_name
      • WinterBase.metadata
      • WinterBase.registry

Submodules

mirar.pipelines.winter.blocks module

Module for WINTER data reduction

mirar.pipelines.winter.build_references module

Module to run the IR reference building pipeline on WINTER images

mirar.pipelines.winter.build_references.dummy_split_image_batch_generator(cent_ra: float, cent_dec: float, fieldid: int, nx: int = 3, ny: int = 4, full_ra_size_deg: float = 1.0, full_dec_size_deg: float = 1.2) → ImageBatch

Make a dummy image batch by splitting an image with the specified dimensions Args:

cent_ra: Center RA of the parent image cent_dec: Center Dec of the parent image fieldid: field ID nx: Number of subimages in the x direction ny: Number of subimages in the y direction full_ra_size_deg: RA-Size of parent image in degrees full_dec_size_deg: Dec-Size of parent image in degrees

Returns:

mirar.pipelines.winter.build_references.run_winter_reference_build_pipeline(nx: int = 3, ny: int = 4, full_ra_size_deg: float = 1.0, full_dec_size_deg: float = 1.2, field_id: int | None = None, subdet_id: int | None = None, catch_all_errors: bool = True)

Run the reference build pipeline on the winter fields Args:

nx: Number of sub-fields in the x direction ny: Number of sub-fields in the y direction full_ra_size_deg: Full right ascension size of the field in degrees full_dec_size_deg: Full declination size of the field in degrees field_id: Run only for this fieldid (for debugging) subdet_id: Run only for this subdetid (for debugging) catch_all_errors: Catch all errors and continue

Returns:

mirar.pipelines.winter.build_references.write_subfields_file(subfields_filename: Path, full_ra_size_deg: float = 1.0, full_dec_size_deg: float = 1.2, nx: int = 3, ny: int = 4)

Write a subfields file for the specified fields file Args:

subfields_filename: Path to the subfields file full_ra_size_deg: RA-Size of the field in degrees full_dec_size_deg: Dec-Size of the field in degrees nx: Number of sub-fields in the x direction ny: Number of sub-fields in the y direction

Returns:

None

mirar.pipelines.winter.constants module

Constants for the winter pipeline.

mirar.pipelines.winter.fix_headers module

Script to fix headers of images based on a log file

mirar.pipelines.winter.fix_headers.fix_headers(logfile, night, keyword_list, sub_dir='raw')

Function to fix headers of images based on a log file

mirar.pipelines.winter.generator module

Module with generators for WINTER pipeline

exception mirar.pipelines.winter.generator.ReductionQualityError

Bases: ProcessorError

Error raised when the quality of the reduction is too poor

mirar.pipelines.winter.generator.check_winter_local_catalog_overlap(ref_cat_path: Path, image: Image) → bool

Returns a function that returns the local reference catalog

mirar.pipelines.winter.generator.ref_sextractor(image: Image)

Generates a sextractor instance for reference images to get photometry Args:

image:

Returns:

mirar.pipelines.winter.generator.select_winter_flat_images(images: ImageBatch) → ImageBatch

Selects the flat for the winter data

mirar.pipelines.winter.generator.winter_astrometric_ref_catalog_generator(image) → Gaia2Mass | CatalogFromFile

Function to generate a reference catalog for WINTER astrometry

Returns:

catalogue

mirar.pipelines.winter.generator.winter_astrometric_ref_catalog_namer(batch: ImageBatch) → ImageBatch

Function to name the reference catalog to use for WINTER astrometry

mirar.pipelines.winter.generator.winter_astrometry_sextractor_catalog_purifier(catalog: Table, _) → Table

Function to purify the Sextractor catalog for WINTER astrometry

mirar.pipelines.winter.generator.winter_astrostat_catalog_purifier(catalog: Table, image: Image) → Table

Default function to purify the photometric image catalog

mirar.pipelines.winter.generator.winter_candidate_annotator_filterer(source_batch: SourceBatch) → SourceBatch

Function to perform basic filtering to weed out bad WIRC candidates with None magnitudes, to be added. :param source_batch: Source batch :return: updated batch

mirar.pipelines.winter.generator.winter_candidate_avro_fields_calculator(source_table: SourceBatch) → SourceBatch

Function to calculate the AVRO fields for WINTER

mirar.pipelines.winter.generator.winter_candidate_quality_filterer(source_table: SourceBatch) → SourceBatch

Function to perform quality filtering on WINTER candidates

mirar.pipelines.winter.generator.winter_fourier_filtered_image_generator(batch: ImageBatch) → ImageBatch

Generates a fourier filtered image for the winter data

mirar.pipelines.winter.generator.winter_photometric_catalog_generator(image: Image) → Gaia2Mass | PS1 | CatalogFromFile

Function to crossmatch WIRC to GAIA/2mass for photometry

Parameters:

image – Image

Returns:

catalogue

mirar.pipelines.winter.generator.winter_photometric_ref_catalog_namer(batch: ImageBatch) → ImageBatch

Function to name the reference catalog to use for WINTER astrometry

mirar.pipelines.winter.generator.winter_ref_catalog_namer(image: Image, output_dir: Path) → Path

Function to name the reference catalog to use for WINTER astrometry

mirar.pipelines.winter.generator.winter_ref_photometric_img_catalog_purifier(catalog: Table, image: Image) → Table

Default function to purify the photometric image catalog

mirar.pipelines.winter.generator.winter_reference_generator(image: Image)

Generates a reference image for the winter data Args:

db_table: Database table to search for existing image image: Image

Returns:

mirar.pipelines.winter.generator.winter_reference_image_resampler_for_zogy(**kwargs) → Swarp

Generates a resampler for reference images

Parameters:

kwargs – kwargs

Returns:

Swarp processor

mirar.pipelines.winter.generator.winter_reference_phot_calibrator(_: Image, **kwargs) → PhotCalibrator

Generates a resampler for reference images

Parameters:

• _ – image

• kwargs – kwargs

Returns:

Swarp processor

mirar.pipelines.winter.generator.winter_reference_psfex(output_sub_dir: str, norm_fits: bool) → PSFex

Returns a PSFEx processor for WINTER

mirar.pipelines.winter.generator.winter_reference_sextractor(output_sub_dir: str, gain: float) → Sextractor

Returns a Sextractor processor for WINTER reference images

mirar.pipelines.winter.generator.winter_reference_stack_annotator(stacked_image: Image, image: Image) → Image

Generates a stack id for WINTER reference images

mirar.pipelines.winter.generator.winter_stackid_annotator(batch: ImageBatch) → ImageBatch

Generates a stack id for WINTER images as the minimum of the RAWID of the images for which the stack was requested.

Parameters:

batch – ImageBatch

Returns:

ImageBatch with stackid added to the header

mirar.pipelines.winter.generator.winter_wfau_component_image_stacker(**kwargs) → Swarp

Generates a resampler for reference images

Parameters:

kwargs – kwargs

Returns:

Swarp processor

mirar.pipelines.winter.load_winter_image module

Module for loading raw WINTER images and ensuring they have the correct format

mirar.pipelines.winter.load_winter_image.annotate_winter_subdet_headers(batch: ImageBatch) → ImageBatch

Annotate winter header with information on the subdetector

Parameters:

batch – ImageBatch to annotate

Returns:

ImageBatch where images have the updated header

mirar.pipelines.winter.load_winter_image.clean_header(header: Header) → Header

Function to clean the header of an image, adding in missing keys and correcting values where necessary

Parameters:

header – Header to clean

Returns:

Updated header

mirar.pipelines.winter.load_winter_image.get_raw_winter_mask(image: Image) → ndarray

Get mask for raw winter image.

mirar.pipelines.winter.load_winter_image.load_raw_winter_mef(path: str | Path) → tuple[Header, list[array], list[Header]]

Load mef image.

Parameters:

path – Path to image

Returns:

Primary header, list of data arrays, list of headers

mirar.pipelines.winter.load_winter_image.load_stacked_winter_image(path: str | Path) → tuple[array, Header]

Load proc image

Parameters:

path – Path to image

Returns:

data and header

mirar.pipelines.winter.load_winter_image.load_test_winter_image(path: str | Path) → Image

Load test WINTER image

Parameters:

path – Path to image

Returns:

Image object

mirar.pipelines.winter.load_winter_image.load_winter_mef_image(path: str | Path) → list[Image]

Function to load winter mef images

Parameters:

path – Path to image

Returns:

list of images

mirar.pipelines.winter.load_winter_image.load_winter_stack(path: str | Path) → Image

Load proc image

Parameters:

path – Path to image

Returns:

data and header

mirar.pipelines.winter.winter_pipeline module

Module with pipeline for building reference images in the IR from WFAU

class mirar.pipelines.winter.winter_pipeline.WINTERPipeline(selected_configurations: str | list[str] = 'default', night: int | str = '')

Bases: Pipeline

Pipeline for processing WINTER data

all_pipeline_configurations = {'buildtest': [<mirar.processors.utils.image_loader.MEFLoader object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.csvlog.CSVLog object>, <mirar.processors.utils.image_selector.ImageSelector object>, <mirar.processors.utils.image_saver.ImageSaver object>], 'detect_candidates': [<mirar.processors.utils.image_loader.ImageLoader object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.utils.header_annotate.HeaderAnnotator object>, <mirar.processors.reference.ProcessReference object>, <mirar.processors.astromatic.sextractor.sextractor.Sextractor object>, <mirar.processors.astromatic.psfex.psfex.PSFex object>, <mirar.processors.zogy.zogy.ZOGYPrepare object>, <mirar.processors.zogy.zogy.ZOGY object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.database.database_inserter.DatabaseImageInserter object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.sources.source_detector.ZOGYSourceDetector object>, <mirar.processors.photometry.psf_photometry.PSFPhotometry object>, <mirar.processors.photometry.aperture_photometry.AperturePhotometry object>, <mirar.processors.sources.source_table_modifier.CustomSourceTableModifier object>, <mirar.processors.sources.source_exporter.SourceWriter object>], 'detrend_unpacked': [<mirar.processors.utils.image_loader.ImageLoader object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.csvlog.CSVLog object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.dark.DarkCalibrator object>, <mirar.processors.utils.image_selector.ImageSelector object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.flat.FlatCalibrator object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.astromatic.sextractor.sextractor.Sextractor object>, <mirar.processors.astromatic.sextractor.background_subtractor.SextractorBkgSubtractor object>, <mirar.processors.utils.image_saver.ImageSaver object>], 'focus_cals': [<mirar.processors.utils.image_loader.MEFLoader object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.database.database_inserter.DatabaseImageBatchInserter object>, <mirar.processors.utils.image_selector.ImageSelector object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.mask.MaskDatasecPixels object>, <mirar.processors.mask.MaskPixelsFromFunction object>, <mirar.processors.utils.header_annotate.HeaderAnnotator object>, <mirar.processors.utils.header_annotate.HeaderAnnotator object>, <mirar.processors.csvlog.CSVLog object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.dark.DarkCalibrator object>, <mirar.processors.utils.image_selector.ImageSelector object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.flat.FlatCalibrator object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.astromatic.sextractor.sextractor.Sextractor object>, <mirar.processors.astromatic.sextractor.background_subtractor.SextractorBkgSubtractor object>, <mirar.processors.utils.image_saver.ImageSaver object>], 'full': [<mirar.processors.utils.image_loader.MEFLoader object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.database.database_inserter.DatabaseImageBatchInserter object>, <mirar.processors.utils.image_selector.ImageSelector object>, <mirar.processors.csvlog.CSVLog object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.mask.MaskDatasecPixels object>, <mirar.processors.mask.MaskPixelsFromFunction object>, <mirar.processors.split.SplitImage object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.database.database_inserter.DatabaseImageInserter object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.utils.header_annotate.HeaderAnnotator object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.dark.DarkCalibrator object>, <mirar.processors.utils.image_selector.ImageSelector object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.flat.FlatCalibrator object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.astromatic.sextractor.sextractor.Sextractor object>, <mirar.processors.astromatic.sextractor.background_subtractor.SextractorBkgSubtractor object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.astrometry.anet.anet_processor.AstrometryNet object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.astromatic.sextractor.sextractor.Sextractor object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.astromatic.scamp.scamp.Scamp object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.astromatic.sextractor.sextractor.Sextractor object>, <mirar.processors.astrometry.validate.AstrometryStatsWriter object>, <mirar.processors.database.database_inserter.DatabaseImageInserter object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.astromatic.swarp.swarp.Swarp object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.utils.header_annotate.HeaderAnnotator object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.astromatic.sextractor.sextractor.Sextractor object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.photcal.PhotCalibrator object>, <mirar.processors.catalog_limiting_mag.CatalogLimitingMagnitudeCalculator object>, <mirar.processors.astrometry.validate.AstrometryStatsWriter object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.database.database_inserter.DatabaseImageInserter object>, <mirar.processors.database.database_updater.ImageDatabaseMultiEntryUpdater object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.utils.header_annotate.HeaderAnnotator object>, <mirar.processors.reference.ProcessReference object>, <mirar.processors.astromatic.sextractor.sextractor.Sextractor object>, <mirar.processors.astromatic.psfex.psfex.PSFex object>, <mirar.processors.zogy.zogy.ZOGYPrepare object>, <mirar.processors.zogy.zogy.ZOGY object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.database.database_inserter.DatabaseImageInserter object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.sources.source_detector.ZOGYSourceDetector object>, <mirar.processors.photometry.psf_photometry.PSFPhotometry object>, <mirar.processors.photometry.aperture_photometry.AperturePhotometry object>, <mirar.processors.sources.source_table_modifier.CustomSourceTableModifier object>, <mirar.processors.sources.source_exporter.SourceWriter object>, <mirar.processors.xmatch.XMatch object>, <mirar.processors.xmatch.XMatch object>, <mirar.processors.sources.source_exporter.SourceWriter object>, <mirar.processors.database.database_selector.CrossmatchSourceWithDatabase object>, <mirar.processors.sources.namer.CandidateNamer object>, <mirar.processors.database.database_selector.DatabaseHistorySelector object>, <mirar.processors.sources.source_table_modifier.CustomSourceTableModifier object>, <mirar.processors.database.database_inserter.DatabaseSourceInserter object>, <mirar.processors.sources.source_exporter.SourceWriter object>, <mirar.processors.avro.ipac_avro_exporter.IPACAvroExporter object>, <mirar.processors.sources.source_table_modifier.CustomSourceTableModifier object>, <mirar.processors.sources.source_exporter.SourceWriter object>], 'full_imsub': [<mirar.processors.utils.image_loader.ImageLoader object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.utils.header_annotate.HeaderAnnotator object>, <mirar.processors.reference.ProcessReference object>, <mirar.processors.astromatic.sextractor.sextractor.Sextractor object>, <mirar.processors.astromatic.psfex.psfex.PSFex object>, <mirar.processors.zogy.zogy.ZOGYPrepare object>, <mirar.processors.zogy.zogy.ZOGY object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.database.database_inserter.DatabaseImageInserter object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.sources.source_detector.ZOGYSourceDetector object>, <mirar.processors.photometry.psf_photometry.PSFPhotometry object>, <mirar.processors.photometry.aperture_photometry.AperturePhotometry object>, <mirar.processors.sources.source_table_modifier.CustomSourceTableModifier object>, <mirar.processors.sources.source_exporter.SourceWriter object>, <mirar.processors.xmatch.XMatch object>, <mirar.processors.xmatch.XMatch object>, <mirar.processors.sources.source_exporter.SourceWriter object>, <mirar.processors.database.database_selector.CrossmatchSourceWithDatabase object>, <mirar.processors.sources.namer.CandidateNamer object>, <mirar.processors.database.database_selector.DatabaseHistorySelector object>, <mirar.processors.sources.source_table_modifier.CustomSourceTableModifier object>, <mirar.processors.database.database_inserter.DatabaseSourceInserter object>, <mirar.processors.sources.source_exporter.SourceWriter object>, <mirar.processors.avro.ipac_avro_exporter.IPACAvroExporter object>, <mirar.processors.sources.source_table_modifier.CustomSourceTableModifier object>, <mirar.processors.sources.source_exporter.SourceWriter object>], 'imsub': [<mirar.processors.utils.image_loader.ImageLoader object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.utils.header_annotate.HeaderAnnotator object>, <mirar.processors.reference.ProcessReference object>, <mirar.processors.astromatic.sextractor.sextractor.Sextractor object>, <mirar.processors.astromatic.psfex.psfex.PSFex object>, <mirar.processors.zogy.zogy.ZOGYPrepare object>, <mirar.processors.zogy.zogy.ZOGY object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.database.database_inserter.DatabaseImageInserter object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.sources.source_detector.ZOGYSourceDetector object>, <mirar.processors.photometry.psf_photometry.PSFPhotometry object>, <mirar.processors.photometry.aperture_photometry.AperturePhotometry object>, <mirar.processors.sources.source_table_modifier.CustomSourceTableModifier object>, <mirar.processors.sources.source_exporter.SourceWriter object>], 'log': [<mirar.processors.utils.image_loader.MEFLoader object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.database.database_inserter.DatabaseImageBatchInserter object>, <mirar.processors.utils.image_selector.ImageSelector object>, <mirar.processors.csvlog.CSVLog object>], 'mosaic': [<mirar.processors.utils.image_loader.ImageLoader object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.astromatic.swarp.swarp.Swarp object>, <mirar.processors.utils.image_saver.ImageSaver object>], 'only_ref': [<mirar.processors.utils.image_loader.ImageLoader object>, <mirar.processors.utils.image_selector.ImageSelector object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.reference.GetReferenceImage object>, <mirar.processors.utils.image_saver.ImageSaver object>], 'photcal_stacks': [<mirar.processors.utils.image_loader.ImageLoader object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.astromatic.sextractor.sextractor.Sextractor object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.photcal.PhotCalibrator object>, <mirar.processors.catalog_limiting_mag.CatalogLimitingMagnitudeCalculator object>, <mirar.processors.astrometry.validate.AstrometryStatsWriter object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.database.database_inserter.DatabaseImageInserter object>, <mirar.processors.database.database_updater.ImageDatabaseMultiEntryUpdater object>], 'realtime': [<mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.database.database_inserter.DatabaseImageBatchInserter object>, <mirar.processors.utils.image_selector.ImageSelector object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.mask.MaskDatasecPixels object>, <mirar.processors.mask.MaskPixelsFromFunction object>, <mirar.processors.split.SplitImage object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.database.database_inserter.DatabaseImageInserter object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.utils.header_annotate.HeaderAnnotator object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.dark.DarkCalibrator object>, <mirar.processors.utils.image_selector.ImageSelector object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier 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<mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.astromatic.sextractor.sextractor.Sextractor object>, <mirar.processors.astrometry.validate.AstrometryStatsWriter object>, <mirar.processors.database.database_inserter.DatabaseImageInserter object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.astromatic.swarp.swarp.Swarp object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.utils.header_annotate.HeaderAnnotator object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.astromatic.sextractor.sextractor.Sextractor object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.photcal.PhotCalibrator object>, <mirar.processors.catalog_limiting_mag.CatalogLimitingMagnitudeCalculator object>, <mirar.processors.astrometry.validate.AstrometryStatsWriter object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.database.database_inserter.DatabaseImageInserter object>, <mirar.processors.database.database_updater.ImageDatabaseMultiEntryUpdater object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.utils.header_annotate.HeaderAnnotator object>, <mirar.processors.reference.ProcessReference object>, <mirar.processors.astromatic.sextractor.sextractor.Sextractor object>, <mirar.processors.astromatic.psfex.psfex.PSFex object>, <mirar.processors.zogy.zogy.ZOGYPrepare object>, 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<mirar.processors.sources.source_table_modifier.CustomSourceTableModifier object>, <mirar.processors.database.database_inserter.DatabaseSourceInserter object>, <mirar.processors.sources.source_exporter.SourceWriter object>, <mirar.processors.avro.ipac_avro_exporter.IPACAvroExporter object>, <mirar.processors.sources.source_table_modifier.CustomSourceTableModifier object>, <mirar.processors.sources.source_exporter.SourceWriter object>], 'unpack_all': [<mirar.processors.utils.image_loader.MEFLoader object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.database.database_inserter.DatabaseImageBatchInserter object>, <mirar.processors.utils.image_selector.ImageSelector object>, <mirar.processors.csvlog.CSVLog object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.mask.MaskDatasecPixels object>, <mirar.processors.mask.MaskPixelsFromFunction object>, <mirar.processors.split.SplitImage object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.database.database_inserter.DatabaseImageInserter object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.utils.header_annotate.HeaderAnnotator object>], 'unpack_subset': [<mirar.processors.utils.image_loader.MEFLoader object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.database.database_inserter.DatabaseImageBatchInserter object>, <mirar.processors.utils.image_selector.ImageSelector object>, <mirar.processors.csvlog.CSVLog object>, <mirar.processors.utils.image_selector.ImageSelector object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.mask.MaskDatasecPixels object>, <mirar.processors.mask.MaskPixelsFromFunction object>, <mirar.processors.split.SplitImage object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.database.database_inserter.DatabaseImageInserter object>, <mirar.processors.utils.image_selector.ImageDebatcher object>, <mirar.processors.utils.image_selector.ImageBatcher object>, <mirar.processors.utils.image_modifier.CustomImageBatchModifier object>, <mirar.processors.utils.image_saver.ImageSaver object>, <mirar.processors.utils.header_annotate.HeaderAnnotator object>]}

default_cal_requirements = [<mirar.processors.utils.cal_hunter.CalRequirement object>]

static download_raw_images_for_night(night: str)

Function to download images from a remote server

Parameters:

night – Night of data to download

Returns:

None

name = 'winter'

non_linear_level = 40000.0