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@manzt
Created July 13, 2020 15:42
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Proof-of-concept lazy reader for Pyramidal-OME-TIFF as Zarr
import tifffile
import zarr
import numpy as np
class PyramidalOMETIFFStore:
def __init__(self, path):
self.tf = tifffile.TiffFile(path)
self.fh = self.tf.filehandle
if not self.tf.is_ome or not self.tf.series[0].is_pyramid:
raise ValueError('File not a pyramidal OME-TIFF')
self.pyramid = self.tf.series[0].levels
def __getitem__(self, key):
if key == '.zgroup':
return {
"zarr_format": 2
}
level_key, rest = key.split('/')
level = self.pyramid[int(level_key)]
if rest == '.zarray':
first_page = level[0].aspage()
dtype = self.tf.byteorder + first_page.dtype.str[1:]
return {
"chunks": [
first_page.tiledepth,
first_page.tilelength,
first_page.tilewidth
],
"compressor": None,
"dtype": dtype,
"fill_value": 0.0,
"filters": None,
"order": "C",
"shape": level.shape,
"zarr_format": 2
}
c, y, x = [int(k) for k in rest.split('.')]
page = level[c].aspage()
arr = self._read_tile(page, x, y)
return arr.tobytes()
def __setitem__(self, key, value):
pass
def keys(self):
yield '.zgroup'
for i in range(len(self.pyramid)):
yield f'{i}/.zarray'
def __iter__(self):
return self.keys()
def _read_tile(self, page, x, y):
offsets = page.dataoffsets
bytecounts = page.databytecounts
xstride, ystride = np.ceil(
np.array(page.shape) / page.tilewidth
).astype(int)
index = x + y * ystride
segment, = list(
self.fh.read_segments(
offsets[index:index+1],
bytecounts[index:index+1]
)
)
data, index, shape = page.decode(*segment)
return data.squeeze()
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