4855 lazy resampling impl -- Compose

[wyli]

part of #4855

upgrade #4911 to use the latest dev API

Description

e.g., for a sequence of spatial transforms

xforms = [
    mt.LoadImageD(keys, ensure_channel_first=True),
    mt.Orientationd(keys, "RAS"),
    mt.SpacingD(keys, (1.5, 1.5, 1.5)),
    mt.CenterScaleCropD(keys, roi_scale=0.9),
    # mt.CropForegroundD(keys, source_key="seg", k_divisible=5),
    mt.RandRotateD(keys, prob=1.0, range_y=np.pi / 2, range_x=np.pi / 3),
    mt.RandSpatialCropD(keys, roi_size=(76, 87, 73)),
    mt.RandScaleCropD(keys, roi_scale=0.9),
    mt.Resized(keys, (30, 40, 60)),
    # mt.NormalizeIntensityd(keys),
    mt.ZoomD(keys, 1.3, keep_size=False),
    mt.FlipD(keys),
    mt.Rotate90D(keys),
    mt.RandAffined(keys),
    mt.ResizeWithPadOrCropd(keys, spatial_size=(32, 43, 54)),
    mt.DivisiblePadD(keys, k=3),
]
lazy_kwargs = dict(mode=("bilinear", 0), padding_mode=("border", "nearest"), dtype=(torch.float32, torch.uint8))
xform = mt.Compose(xforms, lazy_evaluation=True, overrides=lazy_kwargs, override_keys=keys)
xform.set_random_state(0)

lazy_evaluation=True preserves more details

compared with the regular compose

Types of changes

• Non-breaking change (fix or new feature that would not break existing functionality).
• Breaking change (fix or new feature that would cause existing functionality to change).
• New tests added to cover the changes.
• Integration tests passed locally by running ./runtests.sh -f -u --net --coverage.
• Quick tests passed locally by running ./runtests.sh --quick --unittests --disttests.
• In-line docstrings updated.
• Documentation updated, tested make html command in the docs/ folder.