-
Notifications
You must be signed in to change notification settings - Fork 43
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
test: write basic use case tests for zarr sink in
test_sink.py
- Loading branch information
Showing
1 changed file
with
141 additions
and
30 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -1,47 +1,158 @@ | ||
import os | ||
import shutil | ||
from pathlib import Path | ||
|
||
import large_image_source_test | ||
import large_image_source_zarr | ||
import numpy as np | ||
import pytest | ||
|
||
import large_image | ||
|
||
TMP_DIR = "tmp/zarr_sink" | ||
FILE_TYPES = [ | ||
"tiff", | ||
"sqlite", | ||
"db", | ||
"zip", | ||
"zarr", | ||
# "dz", | ||
# 'svi', | ||
# 'svs', | ||
] | ||
|
||
|
||
def copyFromSource(source, sink): | ||
metadata = source.getMetadata() | ||
for frame in metadata.get("frames", []): | ||
for tile in source.tileIterator(frame=frame["Frame"], format="numpy"): | ||
t = tile["tile"] | ||
x, y = tile["x"], tile["y"] | ||
kwargs = { | ||
"z": frame["IndexZ"], | ||
"c": frame["IndexC"], | ||
} | ||
sink.addTile(t, x=x, y=y, **kwargs) | ||
|
||
|
||
def testBasicAddTile(): | ||
sink = large_image_source_zarr.new() | ||
sink.addTile(np.random.random((10, 10)), 0, 0) | ||
sink.addTile(np.random.random((10, 10, 2)), 10, 0) | ||
|
||
metadata = sink.getMetadata() | ||
assert metadata.get("levels") == 1 | ||
assert metadata.get("sizeX") == 20 | ||
assert metadata.get("sizeY") == 10 | ||
assert metadata.get("bandCount") == 2 | ||
assert metadata.get("dtype") == "float64" | ||
|
||
|
||
def testImageCopy(): | ||
def testExtraAxis(): | ||
sink = large_image_source_zarr.new() | ||
sink.addTile(np.random.random((256, 256)), 0, 0, z=1) | ||
metadata = sink.getMetadata() | ||
assert metadata.get("bandCount") == 1 | ||
assert len(metadata.get("frames")) == 2 | ||
|
||
|
||
@pytest.mark.parametrize("file_type", FILE_TYPES) | ||
def testCrop(file_type, tmp_path): | ||
output_file = tmp_path / f"test.{file_type}" | ||
sink = large_image_source_zarr.new() | ||
|
||
# add tiles with some overlap | ||
sink.addTile(np.random.random((10, 10)), 0, 0) | ||
sink.addTile(np.random.random((10, 10)), 8, 0) | ||
sink.addTile(np.random.random((10, 10)), 0, 8) | ||
sink.addTile(np.random.random((10, 10)), 8, 8) | ||
|
||
region, _ = sink.getRegion(format="numpy") | ||
shape = region.shape | ||
assert shape == (18, 18, 1) | ||
|
||
sink.crop = (2, 2, 10, 10) | ||
|
||
# crop only applies when using write | ||
sink.write(output_file) | ||
if file_type == "zarr": | ||
output_file /= ".zattrs" | ||
written = large_image.open(output_file) | ||
region, _ = written.getRegion(format="numpy") | ||
shape = region.shape | ||
assert shape == (10, 10, 1) | ||
|
||
|
||
@pytest.mark.parametrize("file_type", FILE_TYPES) | ||
def testImageCopySmall(file_type, tmp_path): | ||
output_file = tmp_path / f"test.{file_type}" | ||
sink = large_image_source_zarr.new() | ||
source = large_image_source_test.TestTileSource( | ||
fractal=True, | ||
maxLevel=4, | ||
tileWidth=128, | ||
tileHeight=128, | ||
sizeX=512, | ||
sizeY=1024, | ||
frames='c=2,z=3', | ||
# bands="red=400-12000,green=0-65535,blue=800-4000, | ||
# ir1=200-24000,ir2=200-22000,gray=100-10000,other=0-65535" | ||
frames="c=2,z=3", | ||
) | ||
copyFromSource(source, sink) | ||
|
||
metadata = sink.getMetadata() | ||
assert metadata.get("sizeX") == 512 | ||
assert metadata.get("sizeY") == 1024 | ||
assert metadata.get("dtype") == "uint8" | ||
assert metadata.get("levels") == 2 | ||
assert metadata.get("bandCount") == 3 | ||
assert len(metadata.get("frames")) == 6 | ||
|
||
# TODO: fix these failures; unexpected metadata when reading it back | ||
sink.write(output_file) | ||
if file_type == "zarr": | ||
output_file /= ".zattrs" | ||
written = large_image.open(output_file) | ||
new_metadata = written.metadata | ||
|
||
assert new_metadata.get("sizeX") == 512 | ||
assert new_metadata.get("sizeY") == 1024 | ||
assert new_metadata.get("dtype") == "uint8" | ||
assert new_metadata.get("levels") == 2 or new_metadata.get("levels") == 3 | ||
assert new_metadata.get("bandCount") == 3 | ||
assert len(new_metadata.get("frames")) == 6 | ||
|
||
metadata = source.getMetadata() | ||
for frame in metadata.get('frames', []): | ||
num_tiles = source.getSingleTile(frame=frame['Frame'])['iterator_range'][ | ||
'position' | ||
] | ||
print(f'Copying {num_tiles} tiles for frame {frame}') | ||
for tile in source.tileIterator(frame=frame['Frame'], format='numpy'): | ||
t = tile['tile'] | ||
x, y = tile['x'], tile['y'] | ||
kwargs = { | ||
'z': frame['IndexZ'], | ||
'c': frame['IndexC'], | ||
} | ||
sink.addTile(t, x=x, y=y, axes='zcyxs', **kwargs) | ||
|
||
sink._validateZarr() | ||
print('Final shape:', sink.getRegion(format='numpy')[0].shape) | ||
@pytest.mark.parametrize("file_type", FILE_TYPES) | ||
def testImageCopySmallMultiband(file_type, tmp_path): | ||
output_file = tmp_path / f"test.{file_type}" | ||
sink = large_image_source_zarr.new() | ||
source = large_image_source_test.TestTileSource( | ||
fractal=True, | ||
tileWidth=128, | ||
tileHeight=128, | ||
sizeX=512, | ||
sizeY=1024, | ||
frames="c=2,z=3", | ||
bands="red=400-12000,green=0-65535,blue=800-4000,ir1=200-24000,ir2=200-22000,gray=100-10000,other=0-65535", | ||
) | ||
copyFromSource(source, sink) | ||
|
||
# sink.write('temp.tiff') | ||
# sink.write('temp.sqlite') | ||
sink.write('temp.zip') | ||
# sink.write('temp.zarr') | ||
# sink.write('temp.dz') | ||
# sink.write('temp.szi') | ||
# sink.write('temp.svs') | ||
metadata = sink.getMetadata() | ||
assert metadata.get("sizeX") == 512 | ||
assert metadata.get("sizeY") == 1024 | ||
assert metadata.get("dtype") == "uint16" | ||
assert metadata.get("levels") == 2 | ||
assert metadata.get("bandCount") == 7 | ||
assert len(metadata.get("frames")) == 6 | ||
|
||
# TODO: fix these failures; unexpected metadata when reading it back | ||
sink.write(output_file) | ||
if file_type == "zarr": | ||
output_file /= ".zattrs" | ||
written = large_image.open(output_file) | ||
new_metadata = written.getMetadata() | ||
|
||
if __name__ == '__main__': | ||
testImageCopy() | ||
assert new_metadata.get("sizeX") == 512 | ||
assert new_metadata.get("sizeY") == 1024 | ||
assert new_metadata.get("dtype") == "uint16" | ||
assert new_metadata.get("levels") == 2 or new_metadata.get("levels") == 3 | ||
assert new_metadata.get("bandCount") == 7 | ||
assert len(new_metadata.get("frames")) == 6 |