Source code for gpm.dataset.decoding.routines
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"""This module contains functions to apply the products decoding routines."""
import importlib
from gpm.io.products import available_products
# TODO:
# - implement accessor ds.gpm.decode_variable(variable)
# - use gpm_api_product attribute to recognize where decode_<variable> function is
# - run decoding only if gpm_api_decoded not present (or "no"). If "yes", raise error (already decoded)
def _get_decoding_function(module_name):
"""Retrieve the decode_product function from a specific module."""
module = importlib.import_module(module_name)
decode_function = getattr(module, "decode_product", None)
if decode_function is None or not callable(decode_function):
raise ValueError("decode_product function not found in the {module_name} module.")
return decode_function
[docs]
def decode_variables(ds, product):
"""Decode the variables of a given GPM product."""
# Decode variables of 1B-<RADAR> products
if product in available_products(product_categories="RADAR", product_levels="1B"):
ds = _get_decoding_function("gpm.dataset.decoding.decode_1b_radar")(ds)
# Decode variables of 2A-<RADAR> products
elif product in available_products(product_categories="RADAR", product_levels="2A"):
ds = _get_decoding_function("gpm.dataset.decoding.decode_2a_radar")(ds)
# Decode variables of 2B-<CORRA> products
elif "CORRA" in product:
ds = _get_decoding_function("gpm.dataset.decoding.decode_2b_corra")(ds)
# Decode variables of 2A-<PMW> products
elif product in available_products(product_categories="PMW", product_levels="2A"):
ds = _get_decoding_function("gpm.dataset.decoding.decode_2a_pmw")(ds)
# Decode variables of 1C-<PMW> products
elif product in available_products(product_categories="PMW", product_levels="1C"):
ds = _get_decoding_function("gpm.dataset.decoding.decode_1c_pmw")(ds)
# Decode variables of IMERG products
elif product in available_products(product_categories="IMERG"):
ds = _get_decoding_function("gpm.dataset.decoding.decode_imerg")(ds)
# if ds.attrs.get("TotalQualityCode"):
# TotalQualityCode = ds.attrs.get("TotalQualityCode")
# ds["TotalQualityCode"] = xr.DataArray(
# np.repeat(TotalQualityCode, ds.sizes["along_track"]), dims=["along_track"]
# )
return ds