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test_levels.py
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444 lines (381 loc) · 14.7 KB
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# Copyright © 2024, 2025 Brockmann Consult and contributors
# Permissions are hereby granted under the terms of the MIT License:
# https://opensource.org/licenses/MIT.
import json
import unittest
import pytest
import xarray as xr
from tests.helpers import clear_memory_fs, make_test_dataset
from zappend.contrib import write_levels
from zappend.contrib.levels import get_variables_config
from zappend.fsutil import FileObj
try:
# noinspection PyUnresolvedReferences
import xcube
except ImportError:
xcube = None
class GetVariablesConfigTest(unittest.TestCase):
def test_no_variables_given(self):
dataset = make_test_dataset()
variables = get_variables_config(dataset, dict(x=512, y=256, time=1))
self.assertEqual(
{
"x": {"dims": ["x"], "encoding": {"chunks": None}},
"y": {"dims": ["y"], "encoding": {"chunks": None}},
"time": {"dims": ["time"], "encoding": {"chunks": None}},
"chl": {
"dims": ["time", "y", "x"],
"encoding": {"chunks": [1, 256, 512]},
},
"tsm": {
"dims": ["time", "y", "x"],
"encoding": {"chunks": [1, 256, 512]},
},
},
variables,
)
def test_variables_given(self):
dataset = make_test_dataset()
variables = get_variables_config(
dataset,
dict(x=512, y=256, time=1),
variables={
"time": {"encoding": {"chunks": [3]}},
"chl": {"encoding": {"chunks": [3, 100, 100]}},
"tsm": {"encoding": {"dtype": "uint16"}},
},
)
self.assertEqual(
{
"x": {"dims": ["x"], "encoding": {"chunks": None}},
"y": {"dims": ["y"], "encoding": {"chunks": None}},
"time": {"dims": ["time"], "encoding": {"chunks": [3]}},
"chl": {
"dims": ["time", "y", "x"],
"encoding": {"chunks": [3, 100, 100]},
},
"tsm": {
"dims": ["time", "y", "x"],
"encoding": {"chunks": [1, 256, 512], "dtype": "uint16"},
},
},
variables,
)
source_path = "memory://source.zarr"
target_path = "memory://target.levels"
# noinspection PyMethodMayBeStatic
@unittest.skipIf(xcube is None, reason="xcube is not installed")
class WriteLevelsArgsTest(unittest.TestCase):
def setUp(self):
clear_memory_fs()
make_test_dataset(
uri=source_path,
dims=("time", "lat", "lon"),
shape=(3, 1024, 2048),
chunks=(1, 128, 256),
)
def test_target_path_not_given(self):
with pytest.raises(
ValueError,
match="missing 'target_path' argument",
):
write_levels(source_path=source_path)
def test_target_dir_and_target_path_given(self):
with pytest.raises(
ValueError,
match="either 'target_dir' or 'target_path' can be given, not both",
):
write_levels(
source_path=source_path,
target_path=target_path,
target_dir=target_path,
)
def test_config_given(self):
with pytest.raises(
TypeError,
match="write_levels\\(\\) got an unexpected keyword argument 'config'",
):
write_levels(
source_path=source_path,
target_path=target_path,
config={"dry_run": True},
)
def test_dry_run_and_use_saved_levels_given(self):
with pytest.raises(
FileNotFoundError,
match="Target parent directory does not exist: /target.levels",
):
with pytest.warns(
UserWarning,
match="'use_saved_levels' argument is not applicable if dry_run=True",
):
write_levels(
source_path=source_path,
target_path=target_path,
dry_run=True,
use_saved_levels=True,
)
def test_source_path_and_source_ds_not_given(self):
with pytest.raises(
TypeError,
match="'source_ds' argument must be of type 'xarray.Dataset',"
" but was 'NoneType'",
):
write_levels(
target_path=target_path,
)
def test_source_path_not_given_and_link_level_zero_is_true(self):
with pytest.raises(
ValueError,
match="'source_path' argument must be provided"
" if 'link_level_zero' is used",
):
write_levels(
source_ds=xr.Dataset(), target_path=target_path, link_level_zero=True
)
def test_source_append_offset_not_int(self):
with pytest.raises(
TypeError,
match="'source_append_offset' argument must be of type 'int',"
" but was 'str'",
):
# noinspection PyTypeChecker
write_levels(
source_ds=xr.open_zarr("memory://source.zarr"),
source_append_offset="2",
target_path=target_path,
)
def test_source_append_offset_out_of_range(self):
with pytest.raises(
ValueError,
match="'source_append_offset' argument must be >=0 and <3, but was 13",
):
# noinspection PyTypeChecker
write_levels(
source_ds=xr.open_zarr("memory://source.zarr"),
source_append_offset=13,
target_path=target_path,
)
@unittest.skipIf(xcube is None, reason="xcube is not installed")
class WriteLevelsTest(unittest.TestCase):
def setUp(self):
clear_memory_fs()
# noinspection PyMethodMayBeStatic
def test_force_new(self):
make_test_dataset(
uri=source_path,
dims=("time", "lat", "lon"),
shape=(3, 1024, 2048),
chunks=(1, 128, 256),
)
target_dir = FileObj("memory://target.levels")
self.assertFalse(target_dir.exists())
target_dir.mkdir()
(target_dir / "0.zarr").mkdir()
(target_dir / "0.zarr" / ".zgroup").write("{}")
self.assertTrue(target_dir.exists())
write_levels(
source_path=source_path, target_path=target_dir.uri, force_new=True
)
self.assertTrue(target_dir.exists())
def test_default_x_y_with_crs(self):
make_test_dataset(
uri=source_path,
dims=("time", "y", "x"),
shape=(3, 1024, 2048),
chunks=(1, 128, 256),
crs="EPSG:4326",
)
target_dir = FileObj("memory://target.levels")
self.assertFalse(target_dir.exists())
write_levels(source_path=source_path, target_path=target_dir.uri)
self.assertTrue(target_dir.exists())
levels_file = target_dir.for_path(".zlevels")
self.assertTrue(levels_file.exists())
levels_info = json.loads(levels_file.read())
self.assertEqual(
{
"version": "1.0",
"num_levels": 4,
"agg_methods": {"chl": "mean", "tsm": "mean"},
"use_saved_levels": False,
},
levels_info,
)
self.assert_level(target_dir.uri + "/0.zarr", 0, has_crs=True)
self.assert_level(target_dir.uri + "/1.zarr", 1, has_crs=True)
self.assert_level(target_dir.uri + "/2.zarr", 2, has_crs=True)
self.assert_level(target_dir.uri + "/3.zarr", 3, has_crs=True)
def test_default_lon_lat_no_crs(self):
make_test_dataset(
uri=source_path,
dims=("time", "lat", "lon"),
shape=(3, 1024, 2048),
chunks=(1, 128, 256),
)
target_dir = FileObj("memory://target.levels")
self.assertFalse(target_dir.exists())
write_levels(source_path=source_path, target_path=target_dir.uri)
self.assertTrue(target_dir.exists())
levels_file = target_dir.for_path(".zlevels")
self.assertTrue(levels_file.exists())
levels_info = json.loads(levels_file.read())
self.assertEqual(
{
"version": "1.0",
"num_levels": 4,
"agg_methods": {"chl": "mean", "tsm": "mean"},
"use_saved_levels": False,
},
levels_info,
)
xy_dims = "lon", "lat"
self.assert_level(target_dir.uri + "/0.zarr", 0, xy_dims=xy_dims)
self.assert_level(target_dir.uri + "/1.zarr", 1, xy_dims=xy_dims)
self.assert_level(target_dir.uri + "/2.zarr", 2, xy_dims=xy_dims)
self.assert_level(target_dir.uri + "/3.zarr", 3, xy_dims=xy_dims)
def test_default_lon_lat_no_crs_from_source_ds(self):
source_ds = make_test_dataset(
uri=source_path,
dims=("time", "lat", "lon"),
shape=(3, 1024, 2048),
chunks=(1, 128, 256),
)
target_dir = FileObj("memory://target.levels")
self.assertFalse(target_dir.exists())
write_levels(source_ds=source_ds, target_path=target_dir.uri)
self.assertTrue(target_dir.exists())
levels_file = target_dir.for_path(".zlevels")
self.assertTrue(levels_file.exists())
levels_info = json.loads(levels_file.read())
self.assertEqual(
{
"version": "1.0",
"num_levels": 4,
"agg_methods": {"chl": "mean", "tsm": "mean"},
"use_saved_levels": False,
},
levels_info,
)
xy_dims = "lon", "lat"
self.assert_level(target_dir.uri + "/0.zarr", 0, xy_dims=xy_dims)
self.assert_level(target_dir.uri + "/1.zarr", 1, xy_dims=xy_dims)
self.assert_level(target_dir.uri + "/2.zarr", 2, xy_dims=xy_dims)
self.assert_level(target_dir.uri + "/3.zarr", 3, xy_dims=xy_dims)
def test_default_lon_lat_no_crs_from_source_ds_with_offset(self):
source_ds = make_test_dataset(
uri=source_path,
dims=("time", "lat", "lon"),
shape=(10, 1024, 2048),
chunks=(1, 128, 256),
)
target_dir = FileObj("memory://target.levels")
self.assertFalse(target_dir.exists())
write_levels(
source_ds=source_ds,
source_append_offset=7,
target_path=target_dir.uri,
)
self.assertTrue(target_dir.exists())
levels_file = target_dir.for_path(".zlevels")
self.assertTrue(levels_file.exists())
levels_info = json.loads(levels_file.read())
self.assertEqual(
{
"version": "1.0",
"num_levels": 4,
"agg_methods": {"chl": "mean", "tsm": "mean"},
"use_saved_levels": False,
},
levels_info,
)
xy_dims = "lon", "lat"
self.assert_level(target_dir.uri + "/0.zarr", 0, xy_dims=xy_dims)
self.assert_level(target_dir.uri + "/1.zarr", 1, xy_dims=xy_dims)
self.assert_level(target_dir.uri + "/2.zarr", 2, xy_dims=xy_dims)
self.assert_level(target_dir.uri + "/3.zarr", 3, xy_dims=xy_dims)
def test_link_level_zero(self):
source_dir = FileObj("memory://source.zarr")
make_test_dataset(
uri=source_dir.uri,
dims=("time", "y", "x"),
shape=(3, 1024, 2048),
chunks=(1, 128, 256),
crs="EPSG:4326",
)
target_dir = FileObj("memory://target.levels")
self.assertFalse(target_dir.exists())
write_levels(
source_path=source_dir.uri,
target_path=target_dir.uri,
link_level_zero=True,
)
self.assertTrue(target_dir.exists())
levels_file = target_dir.for_path(".zlevels")
self.assertTrue(levels_file.exists())
levels_info = json.loads(levels_file.read())
self.assertEqual(
{
"version": "1.0",
"num_levels": 4,
"agg_methods": {"chl": "mean", "tsm": "mean"},
"use_saved_levels": False,
},
levels_info,
)
level_zero_file = target_dir.for_path("0.link")
self.assertTrue(level_zero_file.exists())
self.assertEqual(b"../source.zarr", level_zero_file.read())
self.assert_level(target_dir.uri + "/1.zarr", 1, has_crs=True)
self.assert_level(target_dir.uri + "/2.zarr", 2, has_crs=True)
self.assert_level(target_dir.uri + "/3.zarr", 3, has_crs=True)
def test_link_level_zero_use_saved_levels(self):
source_dir = FileObj("memory://source.zarr")
make_test_dataset(
uri=source_dir.uri,
dims=("time", "lat", "lon"),
shape=(3, 1024, 2048),
chunks=(1, 128, 256),
)
target_dir = FileObj("memory://target.levels")
self.assertFalse(target_dir.exists())
write_levels(
source_path=source_dir.uri,
target_path=target_dir.uri,
link_level_zero=True,
use_saved_levels=True,
)
self.assertTrue(target_dir.exists())
levels_file = target_dir.for_path(".zlevels")
self.assertTrue(levels_file.exists())
levels_info = json.loads(levels_file.read())
self.assertEqual(
{
"version": "1.0",
"num_levels": 4,
"agg_methods": {"chl": "mean", "tsm": "mean"},
"use_saved_levels": True,
},
levels_info,
)
xy_dims = "lon", "lat"
level_zero_file = target_dir.for_path("0.link")
self.assertTrue(level_zero_file.exists())
self.assertEqual(b"../source.zarr", level_zero_file.read())
self.assert_level(target_dir.uri + "/1.zarr", 1, xy_dims=xy_dims)
self.assert_level(target_dir.uri + "/2.zarr", 2, xy_dims=xy_dims)
self.assert_level(target_dir.uri + "/3.zarr", 3, xy_dims=xy_dims)
def assert_level(self, uri: str, level: int, xy_dims=("x", "y"), has_crs=False):
x_dim, y_dim = xy_dims
dataset = xr.open_zarr(uri)
z = 2**level
f = 2 ** (3 - level)
self.assertEqual({"time": 3, y_dim: 1024 // z, x_dim: 2048 // z}, dataset.sizes)
self.assertEqual(
{"time": 3 * (1,), y_dim: f * (128,), x_dim: f * (256,)}, dataset.chunksizes
)
self.assertEqual({x_dim, y_dim, "time"}, set(dataset.coords))
if has_crs:
self.assertEqual({"chl", "tsm", "crs"}, set(dataset.data_vars))
else:
self.assertEqual({"chl", "tsm"}, set(dataset.data_vars))