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import lzma
from pathlib import Path
from typing import Literal, cast
import numcodecs
import numcodecs.abc
import numpy as np
import pytest
import zarr
from tests.test_cli.conftest import create_nested_zarr
from zarr.abc.codec import Codec
from zarr.codecs.blosc import BloscCodec
from zarr.codecs.bytes import BytesCodec
from zarr.codecs.gzip import GzipCodec
from zarr.codecs.numcodecs import LZMA, Delta
from zarr.codecs.transpose import TransposeCodec
from zarr.codecs.zstd import ZstdCodec
from zarr.core.chunk_grids import RegularChunkGrid
from zarr.core.chunk_key_encodings import V2ChunkKeyEncoding
from zarr.core.common import JSON, ZarrFormat
from zarr.core.dtype.npy.int import UInt8, UInt16
from zarr.core.group import Group, GroupMetadata
from zarr.core.metadata.v3 import ArrayV3Metadata
from zarr.storage._local import LocalStore
from zarr.types import AnyArray
typer_testing = pytest.importorskip(
"typer.testing", reason="optional cli dependencies aren't installed"
)
cli = pytest.importorskip("zarr._cli.cli", reason="optional cli dependencies aren't installed")
runner = typer_testing.CliRunner()
NUMCODECS_USER_WARNING = "Numcodecs codecs are not in the Zarr version 3 specification and may not be supported by other zarr implementations."
def test_migrate_array(local_store: LocalStore) -> None:
shape = (10, 10)
chunks = (10, 10)
dtype = "uint16"
compressors = numcodecs.Blosc(cname="zstd", clevel=3, shuffle=1)
fill_value = 2
attributes = cast(dict[str, JSON], {"baz": 42, "qux": [1, 4, 7, 12]})
zarr.create_array(
store=local_store,
shape=shape,
chunks=chunks,
dtype=dtype,
compressors=compressors,
zarr_format=2,
fill_value=fill_value,
attributes=attributes,
)
result = runner.invoke(cli.app, ["migrate", "v3", str(local_store.root)])
assert result.exit_code == 0
assert (local_store.root / "zarr.json").exists()
zarr_array = zarr.open(local_store.root, zarr_format=3)
expected_metadata = ArrayV3Metadata(
shape=shape,
data_type=UInt16(endianness="little"),
chunk_grid=RegularChunkGrid(chunk_shape=chunks),
chunk_key_encoding=V2ChunkKeyEncoding(separator="."),
fill_value=fill_value,
codecs=(
BytesCodec(endian="little"),
BloscCodec(typesize=2, cname="zstd", clevel=3, shuffle="shuffle", blocksize=0),
),
attributes=attributes,
dimension_names=None,
storage_transformers=None,
)
assert zarr_array.metadata == expected_metadata
def test_migrate_group(local_store: LocalStore) -> None:
attributes = {"baz": 42, "qux": [1, 4, 7, 12]}
zarr.create_group(store=local_store, zarr_format=2, attributes=attributes)
result = runner.invoke(cli.app, ["migrate", "v3", str(local_store.root)])
assert result.exit_code == 0
assert (local_store.root / "zarr.json").exists()
zarr_array = zarr.open(local_store.root, zarr_format=3)
expected_metadata = GroupMetadata(
attributes=attributes, zarr_format=3, consolidated_metadata=None
)
assert zarr_array.metadata == expected_metadata
@pytest.mark.parametrize("separator", [".", "/"])
def test_migrate_nested_groups_and_arrays_in_place(
local_store: LocalStore, separator: str, expected_v3_metadata: list[Path]
) -> None:
"""Test that zarr.json are made at the correct points in a hierarchy of groups and arrays
(including when there are additional dirs due to using a / separator)"""
attributes = {"baz": 42, "qux": [1, 4, 7, 12]}
paths = create_nested_zarr(local_store, attributes=attributes, separator=separator)
result = runner.invoke(cli.app, ["migrate", "v3", str(local_store.root)])
assert result.exit_code == 0
zarr_json_paths = sorted(local_store.root.rglob("zarr.json"))
expected_zarr_json_paths = [local_store.root / p for p in expected_v3_metadata]
assert zarr_json_paths == expected_zarr_json_paths
# Check converted zarr can be opened + metadata accessed at all levels
zarr_array = zarr.open(local_store.root, zarr_format=3)
for path in paths:
zarr_v3 = cast(AnyArray | Group, zarr_array[path])
metadata = zarr_v3.metadata
assert metadata.zarr_format == 3
assert metadata.attributes == attributes
@pytest.mark.parametrize("separator", [".", "/"])
async def test_migrate_nested_groups_and_arrays_separate_location(
tmp_path: Path,
separator: str,
expected_v2_metadata: list[Path],
expected_v3_metadata: list[Path],
) -> None:
"""Test that zarr.json are made at the correct paths, when saving to a separate output location."""
input_zarr_path = tmp_path / "input.zarr"
output_zarr_path = tmp_path / "output.zarr"
local_store = await LocalStore.open(str(input_zarr_path))
create_nested_zarr(local_store, separator=separator)
result = runner.invoke(cli.app, ["migrate", "v3", str(input_zarr_path), str(output_zarr_path)])
assert result.exit_code == 0
# Files in input zarr should be unchanged i.e. still v2 only
zarr_json_paths = sorted(input_zarr_path.rglob("zarr.json"))
assert len(zarr_json_paths) == 0
paths = [
path
for path in input_zarr_path.rglob("*")
if path.stem in [".zarray", ".zgroup", ".zattrs"]
]
expected_paths = [input_zarr_path / p for p in expected_v2_metadata]
assert sorted(paths) == expected_paths
# Files in output zarr should only contain v3 metadata
zarr_json_paths = sorted(output_zarr_path.rglob("zarr.json"))
expected_zarr_json_paths = [output_zarr_path / p for p in expected_v3_metadata]
assert zarr_json_paths == expected_zarr_json_paths
def test_remove_v2_metadata_option_in_place(
local_store: LocalStore, expected_paths_v3_metadata: list[Path]
) -> None:
create_nested_zarr(local_store)
# convert v2 metadata to v3, then remove v2 metadata
result = runner.invoke(
cli.app, ["migrate", "v3", str(local_store.root), "--remove-v2-metadata"]
)
assert result.exit_code == 0
paths = sorted(local_store.root.rglob("*"))
expected_paths = [local_store.root / p for p in expected_paths_v3_metadata]
assert paths == expected_paths
async def test_remove_v2_metadata_option_separate_location(
tmp_path: Path,
expected_paths_v2_metadata: list[Path],
expected_paths_v3_metadata_no_chunks: list[Path],
) -> None:
"""Check that when using --remove-v2-metadata with a separate output location, no v2 metadata is removed from
the input location."""
input_zarr_path = tmp_path / "input.zarr"
output_zarr_path = tmp_path / "output.zarr"
local_store = await LocalStore.open(str(input_zarr_path))
create_nested_zarr(local_store)
result = runner.invoke(
cli.app,
["migrate", "v3", str(input_zarr_path), str(output_zarr_path), "--remove-v2-metadata"],
)
assert result.exit_code == 0
# input image should be unchanged
paths = sorted(input_zarr_path.rglob("*"))
expected_paths = [input_zarr_path / p for p in expected_paths_v2_metadata]
assert paths == expected_paths
# output image should be only v3 metadata
paths = sorted(output_zarr_path.rglob("*"))
expected_paths = [output_zarr_path / p for p in expected_paths_v3_metadata_no_chunks]
assert paths == expected_paths
def test_overwrite_option_in_place(
local_store: LocalStore, expected_paths_v2_v3_metadata: list[Path]
) -> None:
create_nested_zarr(local_store)
# add v3 metadata in place
result = runner.invoke(cli.app, ["migrate", "v3", str(local_store.root)])
assert result.exit_code == 0
# check that v3 metadata can be overwritten with --overwrite
result = runner.invoke(cli.app, ["migrate", "v3", str(local_store.root), "--overwrite"])
assert result.exit_code == 0
paths = sorted(local_store.root.rglob("*"))
expected_paths = [local_store.root / p for p in expected_paths_v2_v3_metadata]
assert paths == expected_paths
async def test_overwrite_option_separate_location(
tmp_path: Path,
expected_paths_v2_metadata: list[Path],
expected_paths_v3_metadata_no_chunks: list[Path],
) -> None:
input_zarr_path = tmp_path / "input.zarr"
output_zarr_path = tmp_path / "output.zarr"
local_store = await LocalStore.open(str(input_zarr_path))
create_nested_zarr(local_store)
# create v3 metadata at output_zarr_path
result = runner.invoke(
cli.app,
["migrate", "v3", str(input_zarr_path), str(output_zarr_path)],
)
assert result.exit_code == 0
# re-run with --overwrite option
result = runner.invoke(
cli.app,
["migrate", "v3", str(input_zarr_path), str(output_zarr_path), "--overwrite", "--force"],
)
assert result.exit_code == 0
# original image should be un-changed
paths = sorted(input_zarr_path.rglob("*"))
expected_paths = [input_zarr_path / p for p in expected_paths_v2_metadata]
assert paths == expected_paths
# output image is only v3 metadata
paths = sorted(output_zarr_path.rglob("*"))
expected_paths = [output_zarr_path / p for p in expected_paths_v3_metadata_no_chunks]
assert paths == expected_paths
@pytest.mark.parametrize("separator", [".", "/"])
def test_migrate_sub_group(
local_store: LocalStore, separator: str, expected_v3_metadata: list[Path]
) -> None:
"""Test that only arrays/groups within group_1 are converted (+ no other files in store)"""
create_nested_zarr(local_store, separator=separator)
group_path = local_store.root / "group_1"
result = runner.invoke(cli.app, ["migrate", "v3", str(group_path)])
assert result.exit_code == 0
zarr_json_paths = sorted(local_store.root.rglob("zarr.json"))
expected_zarr_json_paths = [
local_store.root / p
for p in expected_v3_metadata
if group_path in (local_store.root / p).parents
]
assert zarr_json_paths == expected_zarr_json_paths
@pytest.mark.parametrize(
("compressor_v2", "compressor_v3"),
[
(
numcodecs.Blosc(cname="zstd", clevel=3, shuffle=1),
BloscCodec(typesize=2, cname="zstd", clevel=3, shuffle="shuffle", blocksize=0),
),
(numcodecs.Zstd(level=3), ZstdCodec(level=3)),
(numcodecs.GZip(level=3), GzipCodec(level=3)),
],
ids=["blosc", "zstd", "gzip"],
)
def test_migrate_compressor(
local_store: LocalStore, compressor_v2: numcodecs.abc.Codec, compressor_v3: Codec
) -> None:
zarr_array = zarr.create_array(
store=local_store,
shape=(10, 10),
chunks=(10, 10),
dtype="uint16",
compressors=compressor_v2,
zarr_format=2,
fill_value=0,
)
zarr_array[:] = 1
result = runner.invoke(cli.app, ["migrate", "v3", str(local_store.root)])
assert result.exit_code == 0
assert (local_store.root / "zarr.json").exists()
zarr_array = zarr.open_array(local_store.root, zarr_format=3)
metadata = zarr_array.metadata
assert metadata.zarr_format == 3
assert metadata.codecs == (
BytesCodec(endian="little"),
compressor_v3,
)
assert np.all(zarr_array[:] == 1)
@pytest.mark.filterwarnings(f"ignore:{NUMCODECS_USER_WARNING}:UserWarning")
def test_migrate_numcodecs_compressor(local_store: LocalStore) -> None:
"""Test migration of a numcodecs compressor without a zarr.codecs equivalent."""
lzma_settings = {
"format": lzma.FORMAT_RAW,
"check": -1,
"preset": None,
"filters": [
{"id": lzma.FILTER_DELTA, "dist": 4},
{"id": lzma.FILTER_LZMA2, "preset": 1},
],
}
zarr_array = zarr.create_array(
store=local_store,
shape=(10, 10),
chunks=(10, 10),
dtype="uint16",
compressors=numcodecs.LZMA.from_config(lzma_settings),
zarr_format=2,
fill_value=0,
)
zarr_array[:] = 1
result = runner.invoke(cli.app, ["migrate", "v3", str(local_store.root)])
assert result.exit_code == 0
assert (local_store.root / "zarr.json").exists()
zarr_array = zarr.open_array(local_store.root, zarr_format=3)
metadata = zarr_array.metadata
assert metadata.zarr_format == 3
assert metadata.codecs == (
BytesCodec(endian="little"),
LZMA(
format=lzma_settings["format"],
check=lzma_settings["check"],
preset=lzma_settings["preset"],
filters=lzma_settings["filters"],
),
)
assert np.all(zarr_array[:] == 1)
@pytest.mark.filterwarnings(f"ignore:{NUMCODECS_USER_WARNING}:UserWarning")
def test_migrate_filter(local_store: LocalStore) -> None:
filter_v2 = numcodecs.Delta(dtype="<u2", astype="<u2")
filter_v3 = Delta(dtype="<u2", astype="<u2")
zarr.create_array(
store=local_store,
shape=(10, 10),
chunks=(10, 10),
dtype="uint16",
compressors=None,
filters=filter_v2,
zarr_format=2,
fill_value=0,
)
result = runner.invoke(cli.app, ["migrate", "v3", str(local_store.root)])
assert result.exit_code == 0
assert (local_store.root / "zarr.json").exists()
zarr_array = zarr.open_array(local_store.root, zarr_format=3)
metadata = zarr_array.metadata
assert metadata.zarr_format == 3
assert metadata.codecs == (
filter_v3,
BytesCodec(endian="little"),
)
@pytest.mark.parametrize(
("order", "expected_codecs"),
[
("C", (BytesCodec(endian="little"),)),
("F", (TransposeCodec(order=(1, 0)), BytesCodec(endian="little"))),
],
)
def test_migrate_C_vs_F_order(
local_store: LocalStore, order: Literal["C", "F"], expected_codecs: tuple[Codec]
) -> None:
zarr_array = zarr.create_array(
store=local_store,
shape=(10, 10),
chunks=(10, 10),
dtype="uint16",
compressors=None,
zarr_format=2,
fill_value=0,
order=order,
)
zarr_array[:] = 1
result = runner.invoke(cli.app, ["migrate", "v3", str(local_store.root)])
assert result.exit_code == 0
assert (local_store.root / "zarr.json").exists()
zarr_array = zarr.open_array(local_store.root, zarr_format=3)
metadata = zarr_array.metadata
assert metadata.zarr_format == 3
assert metadata.codecs == expected_codecs
assert np.all(zarr_array[:] == 1)
@pytest.mark.parametrize(
("dtype", "expected_data_type", "expected_codecs"),
[
("uint8", UInt8(), (BytesCodec(endian=None),)),
("uint16", UInt16(), (BytesCodec(endian="little"),)),
],
ids=["single_byte", "multi_byte"],
)
def test_migrate_endian(
local_store: LocalStore,
dtype: str,
expected_data_type: UInt8 | UInt16,
expected_codecs: tuple[Codec],
) -> None:
zarr_array = zarr.create_array(
store=local_store,
shape=(10, 10),
chunks=(10, 10),
dtype=dtype,
compressors=None,
zarr_format=2,
fill_value=0,
)
zarr_array[:] = 1
result = runner.invoke(cli.app, ["migrate", "v3", str(local_store.root)])
assert result.exit_code == 0
assert (local_store.root / "zarr.json").exists()
zarr_array = zarr.open_array(local_store.root, zarr_format=3)
metadata = zarr_array.metadata
assert metadata.zarr_format == 3
assert metadata.data_type == expected_data_type
assert metadata.codecs == expected_codecs
assert np.all(zarr_array[:] == 1)
@pytest.mark.parametrize("node_type", ["array", "group"])
def test_migrate_v3(local_store: LocalStore, node_type: str) -> None:
"""Attempting to convert a v3 array/group should always fail"""
if node_type == "array":
zarr.create_array(
store=local_store, shape=(10, 10), chunks=(10, 10), zarr_format=3, dtype="uint16"
)
else:
zarr.create_group(store=local_store, zarr_format=3)
result = runner.invoke(cli.app, ["migrate", "v3", str(local_store.root)])
assert result.exit_code == 1
assert isinstance(result.exception, TypeError)
assert str(result.exception) == "Only arrays / groups with zarr v2 metadata can be converted"
def test_migrate_consolidated_metadata(local_store: LocalStore) -> None:
"""Attempting to convert a group with consolidated metadata should always fail"""
group = zarr.create_group(store=local_store, zarr_format=2)
group.create_array(shape=(1,), name="a", dtype="uint8")
zarr.consolidate_metadata(local_store)
result = runner.invoke(cli.app, ["migrate", "v3", str(local_store.root)])
assert result.exit_code == 1
assert isinstance(result.exception, NotImplementedError)
assert str(result.exception) == "Migration of consolidated metadata isn't supported."
def test_migrate_unknown_codec(local_store: LocalStore) -> None:
"""Attempting to convert a codec without a v3 equivalent should always fail"""
zarr.create_array(
store=local_store,
shape=(10, 10),
chunks=(10, 10),
dtype="uint16",
filters=[numcodecs.Categorize(labels=["a", "b"], dtype=object)],
zarr_format=2,
fill_value=0,
)
result = runner.invoke(cli.app, ["migrate", "v3", str(local_store.root)])
assert result.exit_code == 1
assert isinstance(result.exception, ValueError)
assert (
str(result.exception)
== "Couldn't find corresponding zarr.codecs.numcodecs codec for categorize"
)
def test_migrate_incorrect_filter(local_store: LocalStore) -> None:
"""Attempting to convert a filter (which is the wrong type of codec) should always fail"""
zarr.create_array(
store=local_store,
shape=(10, 10),
chunks=(10, 10),
dtype="uint16",
filters=[numcodecs.Zstd(level=3)],
zarr_format=2,
fill_value=0,
)
with pytest.warns(UserWarning, match=NUMCODECS_USER_WARNING):
result = runner.invoke(cli.app, ["migrate", "v3", str(local_store.root)])
assert result.exit_code == 1
assert isinstance(result.exception, TypeError)
assert (
str(result.exception)
== "Filter <class 'zarr.codecs.numcodecs._codecs.Zstd'> is not an ArrayArrayCodec"
)
def test_migrate_incorrect_compressor(local_store: LocalStore) -> None:
"""Attempting to convert a compressor (which is the wrong type of codec) should always fail"""
zarr.create_array(
store=local_store,
shape=(10, 10),
chunks=(10, 10),
dtype="uint16",
compressors=numcodecs.Delta(dtype="<u2", astype="<u2"),
zarr_format=2,
fill_value=0,
)
with pytest.warns(UserWarning, match=NUMCODECS_USER_WARNING):
result = runner.invoke(cli.app, ["migrate", "v3", str(local_store.root)])
assert result.exit_code == 1
assert isinstance(result.exception, TypeError)
assert (
str(result.exception)
== "Compressor <class 'zarr.codecs.numcodecs._codecs.Delta'> is not a BytesBytesCodec"
)
@pytest.mark.parametrize("zarr_format", [2, 3])
def test_remove_metadata_fails_without_force(
local_store: LocalStore, zarr_format: ZarrFormat
) -> None:
"""Test removing metadata (when no alternate metadata is present) fails without --force."""
create_nested_zarr(local_store, zarr_format=zarr_format)
result = runner.invoke(cli.app, ["remove-metadata", f"v{zarr_format}", str(local_store.root)])
assert result.exit_code == 1
assert isinstance(result.exception, ValueError)
assert str(result.exception).startswith(f"Cannot remove v{zarr_format} metadata at file")
@pytest.mark.parametrize("zarr_format", [2, 3])
def test_remove_metadata_succeeds_with_force(
local_store: LocalStore, zarr_format: ZarrFormat, expected_paths_no_metadata: list[Path]
) -> None:
"""Test removing metadata (when no alternate metadata is present) succeeds with --force."""
create_nested_zarr(local_store, zarr_format=zarr_format)
result = runner.invoke(
cli.app, ["remove-metadata", f"v{zarr_format}", str(local_store.root), "--force"]
)
assert result.exit_code == 0
paths = sorted(local_store.root.rglob("*"))
expected_paths = [local_store.root / p for p in expected_paths_no_metadata]
assert paths == expected_paths
def test_remove_metadata_sub_group(
local_store: LocalStore, expected_paths_no_metadata: list[Path]
) -> None:
"""Test only v2 metadata within group_1 is removed and rest remains un-changed."""
create_nested_zarr(local_store)
result = runner.invoke(
cli.app, ["remove-metadata", "v2", str(local_store.root / "group_1"), "--force"]
)
assert result.exit_code == 0
# check all metadata files inside group_1 are removed (.zattrs / .zgroup / .zarray should remain only inside the top
# group)
paths = sorted(local_store.root.rglob("*"))
expected_paths = [local_store.root / p for p in expected_paths_no_metadata]
expected_paths.append(local_store.root / ".zattrs")
expected_paths.append(local_store.root / ".zgroup")
expected_paths.append(local_store.root / "array_0" / ".zarray")
expected_paths.append(local_store.root / "array_0" / ".zattrs")
assert paths == sorted(expected_paths)
@pytest.mark.parametrize(
("zarr_format", "expected_output_paths"),
[("v2", "expected_paths_v3_metadata"), ("v3", "expected_paths_v2_metadata")],
)
def test_remove_metadata_after_conversion(
local_store: LocalStore,
request: pytest.FixtureRequest,
zarr_format: str,
expected_output_paths: str,
) -> None:
"""Test all v2/v3 metadata can be removed after metadata conversion (all groups / arrays /
metadata of other versions should remain as-is)"""
create_nested_zarr(local_store)
# convert v2 metadata to v3 (so now both v2 and v3 metadata present!), then remove either the v2 or v3 metadata
result = runner.invoke(cli.app, ["migrate", "v3", str(local_store.root)])
assert result.exit_code == 0
result = runner.invoke(cli.app, ["remove-metadata", zarr_format, str(local_store.root)])
assert result.exit_code == 0
paths = sorted(local_store.root.rglob("*"))
expected_paths = request.getfixturevalue(expected_output_paths)
expected_paths = [local_store.root / p for p in expected_paths]
assert paths == expected_paths
@pytest.mark.parametrize("cli_command", ["migrate", "remove-metadata"])
def test_dry_run(
local_store: LocalStore, cli_command: str, expected_paths_v2_metadata: list[Path]
) -> None:
"""Test that all files are un-changed after a dry run"""
create_nested_zarr(local_store)
if cli_command == "migrate":
result = runner.invoke(
cli.app, ["migrate", "v3", str(local_store.root), "--overwrite", "--force", "--dry-run"]
)
else:
result = runner.invoke(
cli.app, ["remove-metadata", "v2", str(local_store.root), "--force", "--dry-run"]
)
assert result.exit_code == 0
paths = sorted(local_store.root.rglob("*"))
expected_paths = [local_store.root / p for p in expected_paths_v2_metadata]
assert paths == expected_paths
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