test_accessors.py

import unittest

import numpy as np

from model_server.base.accessors import PatchStack, make_patch_stack_from_file, FileNotFoundError

from model_server.conf.testing import czifile, output_path, monopngfile, rgbpngfile, tifffile, monozstackmask
from model_server.base.accessors import CziImageFileAccessor, DataShapeError, generate_file_accessor, InMemoryDataAccessor, PngFileAccessor, write_accessor_data_to_file, TifSingleSeriesFileAccessor

def _random_int(*args):
    return np.random.randint(0, 2 ** 8, size=args, dtype='uint8')

class TestCziImageFileAccess(unittest.TestCase):

    def setUp(self) -> None:
        pass

    def test_tiffile_is_correct_shape(self):
        tf = generate_file_accessor(tifffile['path'])

        self.assertIsInstance(tf, TifSingleSeriesFileAccessor)
        self.assertEqual(tf.shape_dict['Y'], tifffile['h'])
        self.assertEqual(tf.shape_dict['X'], tifffile['w'])
        self.assertEqual(tf.chroma, tifffile['c'])
        self.assertTrue(tf.is_3d())
        self.assertEqual(len(tf.data.shape), 4)
        self.assertEqual(tf.shape[0], tifffile['h'])
        self.assertEqual(tf.shape[1], tifffile['w'])
        self.assertEqual(tf.get_axis('x'), 1)

    def test_czifile_is_correct_shape(self):
        cf = CziImageFileAccessor(czifile['path'])
        self.assertEqual(cf.shape_dict['Y'], czifile['h'])
        self.assertEqual(cf.shape_dict['X'], czifile['w'])
        self.assertEqual(cf.chroma, czifile['c'])
        self.assertFalse(cf.is_3d())
        self.assertEqual(len(cf.data.shape), 4)
        self.assertEqual(cf.shape[0], czifile['h'])
        self.assertEqual(cf.shape[1], czifile['w'])

    def test_get_single_channel_from_zstack(self):
        w = 256
        h = 512
        nc = 4
        nz = 11
        c = 3
        cf = InMemoryDataAccessor(_random_int(h, w, nc, nz))
        sc = cf.get_mono(c)
        self.assertEqual(sc.shape, (h, w, 1, nz))

    def test_get_single_channel_mip_from_zstack(self):
        w = 256
        h = 512
        nc = 4
        nz = 11
        c = 3
        cf = InMemoryDataAccessor(np.random.rand(h, w, nc, nz))
        sc = cf.get_mono(c, mip=True)
        self.assertEqual(sc.shape, (h, w, 1, 1))

    def test_write_single_channel_tif(self):
        ch = 4
        cf = CziImageFileAccessor(czifile['path'])
        mono = cf.get_mono(ch)
        self.assertTrue(
            write_accessor_data_to_file(
                output_path / f'{cf.fpath.stem}_ch{ch}.tif',
                mono
            )
        )
        self.assertEqual(cf.data.shape[0:2], mono.data.shape[0:2])
        self.assertEqual(cf.data.shape[3], mono.data.shape[2])

    def test_write_two_channel_png(self):
        from model_server.base.process import resample_to_8bit
        cf = CziImageFileAccessor(czifile['path'])
        acc = cf.get_channels([0, 1])
        opa = output_path / f'{cf.fpath.stem}_2ch.png'
        acc_out = acc.apply(resample_to_8bit)

        self.assertTrue(
            write_accessor_data_to_file(opa, acc_out)
        )
        val_acc = generate_file_accessor(opa)
        self.assertEqual(val_acc.chroma, 3)
        self.assertTrue(np.all(val_acc.data[:, :, -1, :] == 0))  # final channel is blank

    def test_conform_data_shorter_than_xycz(self):
        h = 256
        w = 512
        data = _random_int(h, w, 1)
        acc = InMemoryDataAccessor(data)
        self.assertEqual(
            InMemoryDataAccessor.conform_data(data).shape,
            (256, 512, 1, 1)
        )
        self.assertEqual(
            acc.shape_dict,
            {'Y': 256, 'X': 512, 'C': 1, 'Z': 1}
        )

    def test_conform_data_longer_than_xycz(self):
        data = _random_int(256, 512, 12, 8, 3)
        with self.assertRaises(DataShapeError):
            acc = InMemoryDataAccessor(data)


    def test_write_multichannel_image_preserve_axes(self):
        h = 256
        w = 512
        c = 3
        nz = 10

        yxcz = _random_int(h, w, c, nz)
        acc = InMemoryDataAccessor(yxcz)
        fp = output_path / f'rand3d.tif'
        self.assertTrue(
            write_accessor_data_to_file(fp, acc)
        )
        # need to sort out x,y flipping since np convention yxcz flips axes in 3d tif
        self.assertEqual(acc.shape_dict['X'], w, acc.shape_dict)
        self.assertEqual(acc.shape_dict['Y'], h, acc.shape_dict)

        # re-open file and check axes order
        from tifffile import TiffFile
        fh = TiffFile(fp)
        self.assertEqual(len(fh.series), 1)
        se = fh.series[0]
        fh_shape_dict = {se.axes[i]: se.shape[i] for i in range(0, len(se.shape))}
        self.assertEqual(fh_shape_dict, acc.shape_dict, 'Axes are not preserved in TIF output')

    def test_read_png(self, pngfile=rgbpngfile):
        acc = PngFileAccessor(pngfile['path'])
        self.assertEqual(acc.hw, (pngfile['h'], pngfile['w']))
        self.assertEqual(acc.chroma, pngfile['c'])
        self.assertEqual(acc.nz, 1)

    def test_read_mono_png(self):
        return self.test_read_png(pngfile=monopngfile)

    def test_read_zstack_mono_mask(self):
        acc = generate_file_accessor(monozstackmask['path'])
        self.assertTrue(acc.is_mask())

    def test_read_in_pixel_scale_from_czi(self):
        cf = CziImageFileAccessor(czifile['path'])
        pxs = cf.pixel_scale_in_micrometers
        self.assertAlmostEqual(pxs['X'], czifile['um_per_pixel'], places=3)


class TestPatchStackAccessor(unittest.TestCase):
    def setUp(self) -> None:
        pass

    def test_make_patch_stack_from_3d_array(self):
        w = 256
        h = 512
        n = 4
        acc = PatchStack(_random_int(n, h, w, 1, 1))
        self.assertEqual(acc.count, n)
        self.assertEqual(acc.hw, (h, w))
        self.assertEqual(acc.pyxcz.shape, (n, h, w, 1, 1))

        self.assertEqual(acc.shape[1:], acc.iat(0, crop=True).shape)

    def test_make_patch_stack_from_list(self):
        w = 256
        h = 512
        n = 4
        acc = PatchStack([_random_int(h, w, 1, 1) for _ in range(0, n)])
        self.assertEqual(acc.count, n)
        self.assertEqual(acc.hw, (h, w))
        self.assertEqual(acc.pyxcz.shape, (n, h, w, 1, 1))
        return acc


    def test_make_patch_stack_from_file(self):
        h = monozstackmask['h']
        w = monozstackmask['w']
        c = monozstackmask['c']
        n = monozstackmask['z']

        acc = make_patch_stack_from_file(monozstackmask['path'])
        self.assertEqual(acc.hw, (h, w))
        self.assertEqual(acc.count, n)
        self.assertEqual(acc.pyxcz.shape, (n, h, w, c, 1))

    def test_raises_filenotfound(self):
        with self.assertRaises(FileNotFoundError):
            acc = make_patch_stack_from_file('c:/fake/file/name.tif')

    def test_make_3d_patch_stack_from_nonuniform_list(self):
        w = 256
        h = 512
        c = 1
        nz = 5
        n = 4

        patches = [_random_int(h, w, c, nz) for _ in range(0, n)]
        patches.append(_random_int(h, 2 * w, c, nz))
        acc = PatchStack(patches)
        self.assertEqual(acc.count, n + 1)
        self.assertEqual(acc.hw, (h, 2 * w))
        self.assertEqual(acc.chroma, c)
        self.assertEqual(acc.iat(0).shape, (h, 2 * w, c, nz))
        self.assertEqual(acc.iat_yxcz(0).shape, (h, 2 * w, c, nz))

        # test that initial patches are maintained
        for i in range(0, acc.count):
            self.assertEqual(patches[i].shape, acc.iat(i, crop=True).shape)
            self.assertEqual(acc.shape[1:], acc.iat(i, crop=False).shape)

    def test_make_3d_patch_stack_from_list_force_long_dim(self):
        def _r(h, w):
            return np.random.randint(0, 2 ** 8, size=(h, w, 1, 1), dtype='uint8')
        patches = [_r(256, 128), _r(128, 256), _r(512, 10), _r(10, 512)]

        acc_ref = PatchStack(patches, force_ydim_longest=False)
        self.assertEqual(acc_ref.hw, (512, 512))
        self.assertEqual(acc_ref.iat(-1, crop=False).hw, (512, 512))
        self.assertEqual(acc_ref.iat(-1, crop=True).hw, (10, 512))

        acc_rot = PatchStack(patches, force_ydim_longest=True)
        self.assertEqual(acc_rot.hw, (512, 128))
        self.assertEqual(acc_rot.iat(-1, crop=False).hw, (512, 128))
        self.assertEqual(acc_rot.iat(-1, crop=True).hw, (512, 10))

        nda_rot_rot = np.rot90(acc_rot.iat(-1, crop=True).data, axes=(1, 0))
        nda_ref = acc_ref.iat(-1, crop=True).data
        self.assertTrue(np.all(nda_ref == nda_rot_rot))

        self.assertLess(acc_rot.data.size, acc_ref.data.size)

    def test_pczyx(self):
        w = 256
        h = 512
        n = 4
        nz = 15
        nc = 3
        acc = PatchStack(_random_int(n, h, w, nc, nz))
        self.assertEqual(acc.count, n)
        self.assertEqual(acc.pczyx.shape, (n, nc, nz, h, w))
        self.assertEqual(acc.hw, (h, w))
        return acc

    def test_get_one_channel(self):
        acc = self.test_pczyx()
        mono = acc.get_mono(channel=1)
        for a in 'PXYZ':
            self.assertEqual(mono.shape_dict[a], acc.shape_dict[a])
        self.assertEqual(mono.shape_dict['C'], 1)

    def test_get_multiple_channels(self):
        acc = self.test_pczyx()
        channels = [0, 1]
        mcacc = acc.get_channels(channels=channels)
        for a in 'PXYZ':
            self.assertEqual(mcacc.shape_dict[a], acc.shape_dict[a])
        self.assertEqual(mcacc.shape_dict['C'], len(channels))

    def test_get_one_channel_mip(self):
        acc = self.test_pczyx()
        mono_mip = acc.get_mono(channel=1, mip=True)
        for a in 'PXY':
            self.assertEqual(mono_mip.shape_dict[a], acc.shape_dict[a])
        for a in 'CZ':
            self.assertEqual(mono_mip.shape_dict[a], 1)

    def test_export_pczyx_patch_hyperstack(self):
        acc = self.test_pczyx()
        fp = output_path / 'patch_hyperstack.tif'
        acc.export_pyxcz(fp)
        acc2 = make_patch_stack_from_file(fp)
        self.assertEqual(acc.shape, acc2.shape)