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Original file line number | Diff line number | Diff line change |
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from __future__ import annotations | ||
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from typing import TYPE_CHECKING | ||
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import astropy.units as u | ||
import nested_pandas as npd | ||
from hats.catalog import TableProperties | ||
from mocpy import MOC | ||
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from lsdb.core.search.abstract_search import AbstractSearch | ||
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if TYPE_CHECKING: | ||
from lsdb.types import HCCatalogTypeVar | ||
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class MOCSearch(AbstractSearch): | ||
"""Filter the catalog by a MOC. | ||
Filters partitions in the catalog to those that are in a specified moc. | ||
""" | ||
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def __init__(self, moc: MOC, fine: bool = True): | ||
super().__init__(fine) | ||
self.moc = moc | ||
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def filter_hc_catalog(self, hc_structure: HCCatalogTypeVar) -> HCCatalogTypeVar: | ||
return hc_structure.filter_by_moc(self.moc) | ||
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def search_points(self, frame: npd.NestedFrame, metadata: TableProperties) -> npd.NestedFrame: | ||
df_ras = frame[metadata.ra_column].to_numpy() | ||
df_decs = frame[metadata.dec_column].to_numpy() | ||
mask = self.moc.contains_lonlat(df_ras * u.deg, df_decs * u.deg) | ||
return frame.iloc[mask] |
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import astropy.units as u | ||
import numpy as np | ||
import pandas as pd | ||
from hats.pixel_math import HealpixPixel | ||
from mocpy import MOC | ||
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def test_moc_search_filters_correct_points(small_sky_order1_catalog): | ||
search_moc = MOC.from_healpix_cells(ipix=np.array([176, 177]), depth=np.array([2, 2]), max_depth=2) | ||
filtered_cat = small_sky_order1_catalog.moc_search(search_moc) | ||
assert filtered_cat.get_healpix_pixels() == [HealpixPixel(1, 44)] | ||
filtered_cat_comp = filtered_cat.compute() | ||
cat_comp = small_sky_order1_catalog.compute() | ||
assert np.all( | ||
search_moc.contains_lonlat( | ||
filtered_cat_comp["ra"].to_numpy() * u.deg, filtered_cat_comp["dec"].to_numpy() * u.deg | ||
) | ||
) | ||
assert np.sum( | ||
search_moc.contains_lonlat(cat_comp["ra"].to_numpy() * u.deg, cat_comp["dec"].to_numpy() * u.deg) | ||
) == len(filtered_cat_comp) | ||
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def test_moc_search_non_fine(small_sky_order1_catalog): | ||
search_moc = MOC.from_healpix_cells(ipix=np.array([176, 180]), depth=np.array([2, 2]), max_depth=2) | ||
filtered_cat = small_sky_order1_catalog.moc_search(search_moc, fine=False) | ||
assert filtered_cat.get_healpix_pixels() == [HealpixPixel(1, 44), HealpixPixel(1, 45)] | ||
pd.testing.assert_frame_equal( | ||
filtered_cat.compute(), | ||
small_sky_order1_catalog.pixel_search([HealpixPixel(1, 44), HealpixPixel(1, 45)]).compute(), | ||
) |