feat: init
This commit is contained in:
152
test/model/data_sources/test_zarr_data_source.py
Normal file
152
test/model/data_sources/test_zarr_data_source.py
Normal file
@@ -0,0 +1,152 @@
|
||||
import os
|
||||
|
||||
import pytest
|
||||
import numpy as np
|
||||
|
||||
try:
|
||||
from pydantic import ValidationError
|
||||
from pydantic_ome_ngff.v04.multiscale import Group
|
||||
|
||||
pydantic = True
|
||||
except (ImportError, TypeError):
|
||||
pydantic = False
|
||||
|
||||
from navigate.tools.file_functions import delete_folder
|
||||
|
||||
|
||||
def zarr_ds(fn, multiposition, per_stack, z_stack, stop_early, size):
|
||||
from test.model.dummy import DummyModel
|
||||
from navigate.model.data_sources.zarr_data_source import OMEZarrDataSource
|
||||
|
||||
print(
|
||||
f"Conditions are multiposition: {multiposition} per_stack: {per_stack} "
|
||||
f"z_stack: {z_stack} stop_early: {stop_early}"
|
||||
)
|
||||
|
||||
# Set up model with a random number of z-steps to modulate the shape
|
||||
model = DummyModel()
|
||||
z_steps = np.random.randint(1, 3)
|
||||
timepoints = np.random.randint(1, 3)
|
||||
|
||||
x_size, y_size = size
|
||||
microscope_name = model.configuration["experiment"]["MicroscopeState"][
|
||||
"microscope_name"
|
||||
]
|
||||
model.configuration["experiment"]["CameraParameters"][microscope_name][
|
||||
"x_pixels"
|
||||
] = x_size
|
||||
model.configuration["experiment"]["CameraParameters"][microscope_name][
|
||||
"y_pixels"
|
||||
] = y_size
|
||||
model.img_width = x_size
|
||||
model.img_height = y_size
|
||||
|
||||
model.configuration["experiment"]["MicroscopeState"]["image_mode"] = (
|
||||
"z-stack" if z_stack else "single"
|
||||
)
|
||||
model.configuration["experiment"]["MicroscopeState"]["number_z_steps"] = z_steps
|
||||
model.configuration["experiment"]["MicroscopeState"][
|
||||
"is_multiposition"
|
||||
] = multiposition
|
||||
model.configuration["experiment"]["MicroscopeState"]["timepoints"] = timepoints
|
||||
|
||||
model.configuration["experiment"]["BDVParameters"] = {
|
||||
"shear": {
|
||||
"shear_data": True,
|
||||
"shear_dimension": "YZ",
|
||||
"shear_angle": 45,
|
||||
},
|
||||
"rotate": {
|
||||
"rotate_data": False,
|
||||
"X": 0,
|
||||
"Y": 0,
|
||||
"Z": 0,
|
||||
},
|
||||
"down_sample": {
|
||||
"down_sample": False,
|
||||
"axial_down_sample": 1,
|
||||
"lateral_down_sample": 1,
|
||||
},
|
||||
}
|
||||
|
||||
if per_stack:
|
||||
model.configuration["experiment"]["MicroscopeState"][
|
||||
"stack_cycling_mode"
|
||||
] = "per_stack"
|
||||
else:
|
||||
model.configuration["experiment"]["MicroscopeState"][
|
||||
"stack_cycling_mode"
|
||||
] = "per_slice"
|
||||
|
||||
# Establish a BDV data source
|
||||
ds = OMEZarrDataSource(fn)
|
||||
ds.set_metadata_from_configuration_experiment(model.configuration)
|
||||
|
||||
# Populate one image per channel per timepoint
|
||||
n_images = ds.shape_c * ds.shape_z * ds.shape_t * ds.positions
|
||||
print(
|
||||
f"x: {ds.shape_x} y: {ds.shape_y} z: {ds.shape_z} c: {ds.shape_c} "
|
||||
f"t: {ds.shape_t} positions: {ds.positions} per_stack: {ds.metadata.per_stack}"
|
||||
)
|
||||
data = (np.random.rand(n_images, ds.shape_y, ds.shape_x) * 2**16).astype("uint16")
|
||||
dbytes = np.sum(
|
||||
ds.shapes.prod(1) * ds.shape_t * ds.shape_c * ds.positions * 2
|
||||
) # 2 bytes per pixel (16-bit)
|
||||
assert dbytes == ds.nbytes
|
||||
data_positions = (np.random.rand(n_images, 5) * 50e3).astype(float)
|
||||
for i in range(n_images):
|
||||
ds.write(
|
||||
data[i, ...].squeeze(),
|
||||
x=data_positions[i, 0],
|
||||
y=data_positions[i, 1],
|
||||
z=data_positions[i, 2],
|
||||
theta=data_positions[i, 3],
|
||||
f=data_positions[i, 4],
|
||||
)
|
||||
if stop_early and np.random.rand() > 0.5:
|
||||
break
|
||||
|
||||
return ds
|
||||
|
||||
|
||||
def close_zarr_ds(ds, file_name=None):
|
||||
ds.close()
|
||||
|
||||
if file_name is None:
|
||||
file_name = ds.file_name
|
||||
|
||||
# Delete
|
||||
try:
|
||||
if os.path.isdir(file_name):
|
||||
# zarr is a directory
|
||||
delete_folder(file_name)
|
||||
else:
|
||||
os.remove(file_name)
|
||||
except PermissionError:
|
||||
# Windows seems to think these files are still open
|
||||
pass
|
||||
|
||||
|
||||
@pytest.mark.parametrize("multiposition", [True, False])
|
||||
@pytest.mark.parametrize("per_stack", [True, False])
|
||||
@pytest.mark.parametrize("z_stack", [True, False])
|
||||
@pytest.mark.parametrize("stop_early", [True, False])
|
||||
@pytest.mark.parametrize("size", [(1024, 2048), (2048, 1024), (2048, 2048)])
|
||||
def test_zarr_write(multiposition, per_stack, z_stack, stop_early, size):
|
||||
|
||||
fn = "test.zarr"
|
||||
|
||||
ds = zarr_ds(fn, multiposition, per_stack, z_stack, stop_early, size)
|
||||
|
||||
if pydantic:
|
||||
try:
|
||||
Group.from_zarr(ds.image)
|
||||
except ValidationError as e:
|
||||
print(e)
|
||||
assert False
|
||||
|
||||
file_name = ds.file_name
|
||||
|
||||
close_zarr_ds(ds, file_name=file_name)
|
||||
|
||||
assert True
|
||||
Reference in New Issue
Block a user