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test_hawc.py
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test_hawc.py
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# Licensed under a 3-clause BSD style license - see LICENSE.rst
import pytest
from numpy.testing import assert_allclose
import astropy.units as u
from astropy.utils.data import get_pkg_data_filename
from gammapy.catalog import SourceCatalog2HWC
from gammapy.catalog.hawc import SourceCatalog3HWC
from gammapy.modeling.models import (
DiskSpatialModel,
PointSpatialModel,
PowerLawSpectralModel,
)
from gammapy.utils.gauss import Gauss2DPDF
from gammapy.utils.testing import requires_data
@pytest.fixture(scope="session")
def cat():
return SourceCatalog2HWC()
@requires_data()
class TestSourceCatalog2HWC:
@staticmethod
def test_source_table(cat):
assert cat.tag == "2hwc"
assert len(cat.table) == 40
@staticmethod
def test_positions(cat):
assert len(cat.positions) == 40
@staticmethod
def test_to_models(cat):
models = cat.to_models(which="point")
assert len(models) == 40
@requires_data()
class TestSourceCatalogObject2HWC:
@staticmethod
def test_data(cat):
assert cat[0].data["source_name"] == "2HWC J0534+220"
assert cat[0].n_models == 1
assert cat[1].data["source_name"] == "2HWC J0631+169"
assert cat[1].n_models == 2
@staticmethod
def test_str(cat):
expected = open(get_pkg_data_filename("data/2hwc_j0534+220.txt")).read()
assert str(cat[0]) == expected
expected = open(get_pkg_data_filename("data/2hwc_j0631+169.txt")).read()
assert str(cat[1]) == expected
@staticmethod
def test_position(cat):
position = cat[0].position
assert_allclose(position.ra.deg, 83.628, atol=1e-3)
assert_allclose(position.dec.deg, 22.024, atol=1e-3)
@staticmethod
def test_sky_model(cat):
model = cat[1].sky_model("extended")
assert model.name == "2HWC J0631+169"
assert isinstance(model.spectral_model, PowerLawSpectralModel)
assert isinstance(model.spatial_model, DiskSpatialModel)
with pytest.raises(ValueError):
cat[0].sky_model("extended")
@staticmethod
def test_spectral_model(cat):
m = cat[0].spectral_model()
dnde, dnde_err = m.evaluate_error(1 * u.TeV)
assert dnde.unit == "cm-2 s-1 TeV-1"
assert_allclose(dnde.value, 2.802365e-11, rtol=1e-3)
assert_allclose(dnde_err.value, 6.537506e-13, rtol=1e-3)
@staticmethod
def test_spatial_model(cat):
m = cat[1].spatial_model()
assert isinstance(m, PointSpatialModel)
assert m.lon_0.unit == "deg"
assert_allclose(m.lon_0.value, 195.614, atol=1e-2)
assert_allclose(m.lon_0.error, 0.114, atol=1e-2)
assert m.lat_0.unit == "deg"
assert_allclose(m.lat_0.value, 3.507, atol=1e-2)
assert m.frame == "galactic"
m = cat[1].spatial_model("extended")
assert isinstance(m, DiskSpatialModel)
assert m.lon_0.unit == "deg"
assert_allclose(m.lon_0.value, 195.614, atol=1e-10)
assert m.lat_0.unit == "deg"
assert_allclose(m.lat_0.value, 3.507, atol=1e-10)
assert m.frame == "galactic"
assert m.r_0.unit == "deg"
assert_allclose(m.r_0.value, 2.0, atol=1e-3)
model = cat["2HWC J0534+220"].spatial_model()
pos_err = model.position_error
scale_r95 = Gauss2DPDF().containment_radius(0.95)
assert_allclose(pos_err.height.value, 2 * 0.057 * scale_r95, rtol=1e-4)
assert_allclose(pos_err.width.value, 2 * 0.057 * scale_r95, rtol=1e-4)
assert_allclose(model.position.l.value, pos_err.center.l.value)
assert_allclose(model.position.b.value, pos_err.center.b.value)
@pytest.fixture(scope="session")
def ca_3hwc():
return SourceCatalog3HWC()
@requires_data()
class TestSourceCatalog3HWC:
@staticmethod
def test_source_table(ca_3hwc):
assert ca_3hwc.tag == "3hwc"
assert len(ca_3hwc.table) == 65
@staticmethod
def test_positions(ca_3hwc):
assert len(ca_3hwc.positions) == 65
@staticmethod
def test_to_models(ca_3hwc):
models = ca_3hwc.to_models()
assert len(models) == 65
@requires_data()
class TestSourceCatalogObject3HWC:
@staticmethod
def test_data(ca_3hwc):
assert ca_3hwc[0].data["source_name"] == "3HWC J0534+220"
assert ca_3hwc[0].n_models == 1
ca_3hwc[0].info()
assert ca_3hwc[1].data["source_name"] == "3HWC J0540+228"
assert ca_3hwc[1].n_models == 1
@staticmethod
def test_sky_model(ca_3hwc):
model = ca_3hwc[4].sky_model()
assert model.name == "3HWC J0621+382"
assert isinstance(model.spectral_model, PowerLawSpectralModel)
assert isinstance(model.spatial_model, DiskSpatialModel)
@staticmethod
def test_spectral_model(ca_3hwc):
m = ca_3hwc[1].spectral_model()
assert_allclose(m.amplitude.value, 4.7558e-15, atol=1e-3)
assert_allclose(m.amplitude.error, 7.411645e-16, atol=1e-3)
assert_allclose(m.index.value, 2.8396, atol=1e-3)
assert_allclose(m.index.error, 0.1425, atol=1e-3)
m = ca_3hwc[0].spectral_model()
dnde, dnde_err = m.evaluate_error(7 * u.TeV)
assert dnde.unit == "cm-2 s-1 TeV-1"
assert_allclose(dnde.value, 2.34e-13, rtol=1e-2)
assert_allclose(dnde_err.value, 1.4e-15, rtol=1e-1)
@staticmethod
def test_spatial_model(ca_3hwc):
m = ca_3hwc[1].spatial_model()
assert isinstance(m, PointSpatialModel)
assert m.lon_0.unit == "deg"
assert_allclose(m.lon_0.value, 184.583, atol=1e-2)
assert_allclose(m.lon_0.error, 0.112, atol=1e-2)
assert m.lat_0.unit == "deg"
assert_allclose(m.lat_0.value, -4.129, atol=1e-2)
assert m.frame == "galactic"
m = ca_3hwc["3HWC J0621+382"].spatial_model()
assert isinstance(m, DiskSpatialModel)
assert m.lon_0.unit == "deg"
assert_allclose(m.lon_0.value, 175.444254, atol=1e-10)
assert m.lat_0.unit == "deg"
assert_allclose(m.lat_0.value, 10.966142, atol=1e-10)
assert m.frame == "galactic"
assert m.r_0.unit == "deg"
assert_allclose(m.r_0.value, 0.5, atol=1e-3)
model = ca_3hwc["3HWC J0621+382"].spatial_model()
pos_err = model.position_error
scale_r95 = Gauss2DPDF().containment_radius(0.95)
assert_allclose(pos_err.height.value, 2 * 0.3005 * scale_r95, rtol=1e-3)
assert_allclose(pos_err.width.value, 2 * 0.3005 * scale_r95, rtol=1e-3)
assert_allclose(model.position.l.value, pos_err.center.l.value)
assert_allclose(model.position.b.value, pos_err.center.b.value)