def test_bit_unpacker(self):
        """Test that the integer bit packer is functioning correctly.
        """
        mapApDConfig = self._create_map_dia_source_config()
        mapApD = MapDiaSourceTask(inputSchema=self.inputCatalog.schema,
                                  config=mapApDConfig)
        for idx, obj in enumerate(self.inputCatalog):
            if idx in [1, 3, 5]:
                obj.set("base_PixelFlags_flag", 0)
            if idx in [1, 4, 6]:
                obj.set("base_PixelFlags_flag_offimage", 0)
        outputCatalog = mapApD.run(self.inputCatalog, self.exposure)

        unpacker = UnpackApdbFlags(mapApDConfig.flagMap, "DiaSource")
        flag_values = unpacker.unpack(outputCatalog.get("flags"), "flags")

        for idx, flag in enumerate(flag_values):
            if idx in [1, 3, 5]:
                self.assertFalse(flag['base_PixelFlags_flag'])
            else:
                self.assertTrue(flag['base_PixelFlags_flag'])

            if idx in [1, 4, 6]:
                self.assertFalse(flag['base_PixelFlags_flag_offimage'])
            else:
                self.assertTrue(flag['base_PixelFlags_flag_offimage'])
    def test_run_dia_source(self):
        """Test the DiaSource specific data product mapper/calibrator.
        """
        mapApDConfig = self._create_map_dia_source_config()
        mapApD = MapDiaSourceTask(inputSchema=self.inputCatalog.schema,
                                  config=mapApDConfig)
        outputCatalog = mapApD.run(self.inputCatalog, self.exposure)

        expectedMeanDip = 2.
        expectedDiffFlux = 0.
        expectedLength = 0.19999994425496748
        expectedBBox = 18

        for inObj, outObj in zip(self.inputCatalog, outputCatalog):
            self.assertEqual(
                outObj["ccdVisitId"],
                self.exposure.getInfo().getVisitInfo().getExposureId())
            self.assertEqual(
                outObj["midPointTai"],
                self.exposure.getInfo().getVisitInfo().getDate().get(
                    system=dafBase.DateTime.MJD))
            self.assertEqual(outObj["flags"], 1 * 2**0 + 1 * 2**1)
            for inputName, outputName in mapApDConfig.copyColumns.items():
                if inputName.startswith("slot_PsfFlux"):
                    self._test_calibrated_flux(inObj, outObj)
                else:
                    self.assertEqual(inObj[inputName], outObj[outputName])
            self.assertEqual(outObj["dipMeanFlux"], expectedMeanDip)
            self.assertEqual(outObj["dipFluxDiff"], expectedDiffFlux)
            self.assertAlmostEqual(outObj["dipLength"], expectedLength)
            self.assertEqual(outObj["bboxSize"], expectedBBox)
        # Mapper should always emit standardized filters
        self.assertEqual(outObj["filterName"], 'g')
    def __init__(self, db_file):
        """Create similar configuration for tasks ad in ap_pipe.
        """

        self.log = Log.getLogger("RunAssociation")
        self.apdbConfig = ApdbConfig()
        self.apdbConfig.db_url = "sqlite:///" + db_file
        self.apdbConfig.isolation_level = "READ_UNCOMMITTED"
        self.apdbConfig.dia_object_index = "baseline"
        self.apdbConfig.dia_object_columns = []
        self.apdbConfig.connection_timeout = 240
        self.apdbConfig.schema_file = _data_file_name("apdb-schema.yaml",
                                                      "dax_apdb")
        self.apdbConfig.column_map = _data_file_name(
            "apdb-ap-pipe-afw-map.yaml", "ap_association")
        self.apdbConfig.extra_schema_file = _data_file_name(
            "apdb-ap-pipe-schema-extra.yaml", "ap_association")

        self.apdb = Apdb(config=self.apdbConfig,
                         afw_schemas=dict(DiaObject=make_dia_object_schema(),
                                          DiaSource=make_dia_source_schema()))
        # apdb.makeSchema()
        self.differencerConfig = ImageDifferenceConfig()
        # Schema is different if we do decorrelation
        self.differencerConfig.doDecorrelation = True
        self.differencerSchema = ImageDifferenceTask(
            config=self.differencerConfig).schema
        self.diaSourceDpddifier = MapDiaSourceTask(
            inputSchema=self.differencerSchema)
        self.associator = AssociationTask()

        self.diffType = "deep"
 def test_run_dia_source_wrong_flags(self):
     """Test that the proper errors are thrown when requesting flag columns
     that are not in the input schema.
     """
     mapApDConfig = self._create_map_dia_source_config()
     with self.assertRaises(KeyError):
         MapDiaSourceTask(inputSchema=self.inputCatalogNoFlags.schema,
                          config=mapApDConfig)
    def test_computeBBoxSize(self):
        """Test the values created for diaSourceBBox.
        """
        outSchema = afwTable.SourceTable.makeMinimalSchema()
        outSchema.addField("bboxSize", type="I")
        outputCatalog = afwTable.SourceCatalog(outSchema)
        outRecord = outputCatalog.addNew()
        mapApDConfig = self._create_map_dia_source_config()
        mapApD = MapDiaSourceTask(inputSchema=self.inputCatalog.schema,
                                  config=mapApDConfig)
        mapApD.computeBBoxSize(self.inputCatalog[0], outRecord)

        self.assertEqual(outRecord["bboxSize"], 18)
    def test_calibrateFluxes(self):
        """Test that flux calibration works as expected.
        """
        outSchema = afwTable.SourceTable.makeMinimalSchema()
        outSchema.addField("psFlux", type="D")
        outSchema.addField("psFluxErr", type="D")

        outputCatalog = afwTable.SourceCatalog(outSchema)
        outRecord = outputCatalog.addNew()

        mapApDConfig = self._create_map_dia_source_config()
        mapApD = MapDiaSourceTask(inputSchema=self.inputCatalog.schema,
                                  config=mapApDConfig)

        mapApD.calibrateFluxes(self.inputCatalog[0], outRecord,
                               self.photoCalib)
        self._test_calibrated_flux(self.inputCatalog[0], outRecord)