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import numpy as np | ||
import pandas as pd | ||
import pytest | ||
import xarray as xr | ||
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from polytope.datacube.backends.FDB_datacube import FDBDatacube | ||
from polytope.datacube.backends.xarray import XArrayDatacube | ||
from polytope.engine.hullslicer import HullSlicer | ||
from polytope.polytope import Polytope, Request | ||
from polytope.shapes import All, Select, Span | ||
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class TestSlicing3DXarrayDatacube: | ||
def setup_method(self, method): | ||
# Create a dataarray with 3 labelled axes using different index types | ||
array = xr.DataArray( | ||
np.random.randn(3, 6, 129, 360), | ||
dims=("date", "step", "level", "longitude"), | ||
coords={ | ||
"date": pd.date_range("2000-01-01", "2000-01-03", 3), | ||
"step": [0, 3, 6, 9, 12, 15], | ||
"level": range(1, 130), | ||
"longitude": range(0, 360), | ||
}, | ||
) | ||
self.xarraydatacube = XArrayDatacube(array) | ||
self.options = {"longitude": {"transformation": {"cyclic": [0, 360]}}} | ||
self.slicer = HullSlicer() | ||
self.API = Polytope(datacube=array, engine=self.slicer, axis_options=self.options) | ||
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def test_all(self): | ||
request = Request(Select("step", [3]), Select("date", ["2000-01-01"]), All("level"), Select("longitude", [1])) | ||
result = self.API.retrieve(request) | ||
assert len(result.leaves) == 129 | ||
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def test_all_cyclic(self): | ||
request = Request(Select("step", [3]), Select("date", ["2000-01-01"]), Select("level", [1]), All("longitude")) | ||
result = self.API.retrieve(request) | ||
# result.pprint() | ||
assert len(result.leaves) == 360 | ||
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@pytest.mark.skip(reason="can't install fdb branch on CI") | ||
def test_all_mapper_cyclic(self): | ||
self.options = { | ||
"values": { | ||
"transformation": { | ||
"mapper": {"type": "octahedral", "resolution": 1280, "axes": ["latitude", "longitude"]} | ||
} | ||
}, | ||
"date": {"transformation": {"merge": {"with": "time", "linkers": ["T", "00"]}}}, | ||
"step": {"transformation": {"type_change": "int"}}, | ||
"longitude": {"transformation": {"cyclic": [0, 360]}}, | ||
} | ||
self.config = {"class": "od", "expver": "0001", "levtype": "sfc", "step": 11} | ||
self.fdbdatacube = FDBDatacube(self.config, axis_options=self.options) | ||
self.slicer = HullSlicer() | ||
self.API = Polytope(datacube=self.fdbdatacube, engine=self.slicer, axis_options=self.options) | ||
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request = Request( | ||
Select("step", [11]), | ||
Select("levtype", ["sfc"]), | ||
Select("date", [pd.Timestamp("20230710T120000")]), | ||
Select("domain", ["g"]), | ||
Select("expver", ["0001"]), | ||
Select("param", ["151130"]), | ||
Select("class", ["od"]), | ||
Select("stream", ["oper"]), | ||
Select("type", ["fc"]), | ||
Span("latitude", 89.9, 90), | ||
All("longitude"), | ||
) | ||
result = self.API.retrieve(request) | ||
# result.pprint() | ||
assert len(result.leaves) == 20 |