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Original file line number | Diff line number | Diff line change |
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# (C) Copyright 2024 Anemoi contributors. | ||
# | ||
# This software is licensed under the terms of the Apache Licence Version 2.0 | ||
# which can be obtained at http://www.apache.org/licenses/LICENSE-2.0. | ||
# | ||
# In applying this licence, ECMWF does not waive the privileges and immunities | ||
# granted to it by virtue of its status as an intergovernmental organisation | ||
# nor does it submit to any jurisdiction. | ||
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import logging | ||
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from earthkit.data.indexing.fieldlist import FieldArray | ||
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LOG = logging.getLogger(__name__) | ||
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def new_fieldlist_from_list(fields): | ||
return FieldArray(fields) | ||
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def new_empty_fieldlist(): | ||
return FieldArray([]) | ||
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class WrappedField: | ||
"""A wrapper around a earthkit-data field object.""" | ||
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def __init__(self, field): | ||
self._field = field | ||
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def __getattr__(self, name): | ||
if name not in ( | ||
"mars_area", | ||
"mars_grid", | ||
"to_numpy", | ||
"metadata", | ||
): | ||
LOG.warning(f"NewField: forwarding `{name}`") | ||
return getattr(self._field, name) | ||
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def __repr__(self) -> str: | ||
return repr(self._field) | ||
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class NewDataField(WrappedField): | ||
"""Change the data of a field.""" | ||
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def __init__(self, field, data): | ||
super().__init__(field) | ||
self._data = data | ||
self.shape = data.shape | ||
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def to_numpy(self, flatten=False, dtype=None, index=None): | ||
data = self._data | ||
if dtype is not None: | ||
data = data.astype(dtype) | ||
if flatten: | ||
data = data.flatten() | ||
if index is not None: | ||
data = data[index] | ||
return data | ||
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class NewMetadataField(WrappedField): | ||
"""Change the metadata of a field.""" | ||
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def __init__(self, field, **kwargs): | ||
super().__init__(field) | ||
self._metadata = kwargs | ||
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def metadata(self, *args, **kwargs): | ||
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if kwargs.get("namespace"): | ||
assert kwargs.get("namespace") == "mars", kwargs | ||
assert len(args) == 0, (args, kwargs) | ||
mars = self._field.metadata(**kwargs).copy() | ||
for k in list(mars.keys()): | ||
if k in self._metadata: | ||
mars[k] = self._metadata[k] | ||
return mars | ||
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if len(args) == 1 and args[0] in self._metadata: | ||
return self._metadata[args[0]] | ||
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return self._field.metadata(*args, **kwargs) | ||
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class NewValidDateTimeField(NewMetadataField): | ||
"""Change the valid_datetime of a field.""" | ||
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def __init__(self, field, valid_datetime): | ||
date = int(valid_datetime.date().strftime("%Y%m%d")) | ||
assert valid_datetime.time().minute == 0, valid_datetime.time() | ||
time = valid_datetime.time().hour | ||
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self.valid_datetime = valid_datetime | ||
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super().__init__(field, date=date, time=time, step=0, valid_datetime=valid_datetime.isoformat()) | ||
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def new_field_from_numpy(array, *, template, **metadata): | ||
return NewMetadataField(NewDataField(template, array), **metadata) | ||
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def new_field_with_valid_datetime(template, date): | ||
return NewValidDateTimeField(template, date) |
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,55 @@ | ||
# (C) Copyright 2024 Anemoi contributors. | ||
# | ||
# This software is licensed under the terms of the Apache Licence Version 2.0 | ||
# which can be obtained at http://www.apache.org/licenses/LICENSE-2.0. | ||
# | ||
# In applying this licence, ECMWF does not waive the privileges and immunities | ||
# granted to it by virtue of its status as an intergovernmental organisation | ||
# nor does it submit to any jurisdiction. | ||
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import earthkit.data as ekd | ||
import numpy as np | ||
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from . import filter_registry | ||
from .base import SimpleFilter | ||
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def mask_glaciers(snow_depth, glacier_mask): | ||
snow_depth[glacier_mask] = np.nan | ||
return snow_depth | ||
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@filter_registry.register("glacier_mask") | ||
class SnowDepthMasked(SimpleFilter): | ||
"""A filter to mask about glacier in snow depth.""" | ||
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def __init__( | ||
self, | ||
*, | ||
glacier_mask, | ||
snow_depth="sd", | ||
snow_depth_masked="sd_masked", | ||
): | ||
self.glacier_mask = ekd.from_source("file", glacier_mask)[0].to_numpy().astype(bool) | ||
self.snow_depth = snow_depth | ||
self.snow_depth_masked = snow_depth_masked | ||
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def forward(self, data): | ||
return self._transform( | ||
data, | ||
self.forward_transform, | ||
self.snow_depth, | ||
) | ||
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def backward(self, data): | ||
raise NotImplementedError("SnowDepthMasked is not reversible") | ||
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def forward_transform(self, sd): | ||
"""Mask out glaciers in snow depth""" | ||
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snow_depth_masked = mask_glaciers(sd.to_numpy(), self.glacier_mask) | ||
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yield self.new_field_from_numpy(snow_depth_masked, template=sd, param=self.snow_depth_masked) | ||
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def backward_transform(self, sd): | ||
raise NotImplementedError("SnowDepthMasked is not reversible") |
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