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Add wz_to_w filter
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tnipen committed Nov 30, 2024
1 parent 26a32a1 commit bc6273c
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79 changes: 79 additions & 0 deletions src/anemoi/datasets/create/functions/filters/wz_to_w.py
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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.


from collections import defaultdict

from earthkit.data.indexing.fieldlist import FieldArray


class NewDataField:
def __init__(self, field, data, new_name):
self.field = field
self.data = data
self.new_name = new_name

def to_numpy(self, *args, **kwargs):
return self.data

def metadata(self, key=None, **kwargs):
if key is None:
return self.field.metadata(**kwargs)

value = self.field.metadata(key, **kwargs)
if key == "param":
return self.new_name
return value

def __getattr__(self, name):
return getattr(self.field, name)


def execute(context, input, wz, t, w="w"):
"""Convert geometric vertical velocity (m/s) to vertical velocity (Pa / s)"""
result = FieldArray()

params = (wz, t)
pairs = defaultdict(dict)

for f in input:
key = f.metadata(namespace="mars")
param = key.pop("param")
if param in params:
key = tuple(key.items())

if param in pairs[key]:
raise ValueError(f"Duplicate field {param} for {key}")

pairs[key][param] = f
if param == t:
result.append(f)
else:
result.append(f)

for keys, values in pairs.items():

if len(values) != 2:
raise ValueError("Missing fields")

wz_pl = values[wz].to_numpy(flatten=True)
t_pl = values[t].to_numpy(flatten=True)
pressure = keys[4][1] * 100 # TODO: REMOVE HARDCODED INDICES

w_pl = wz_to_w(wz_pl, t_pl, pressure)
result.append(NewDataField(values[wz], w_pl, w))

return result


def wz_to_w(wz, t, pressure):
g = 9.81
Rd = 287.058

return -wz * g * pressure / (t * Rd)

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