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from __future__ import annotations |
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from abc import ABC, abstractmethod |
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import monai |
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from monai.config import PathLike |
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from monai.data.utils import create_file_basename |
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__all__ = ["FolderLayoutBase", "FolderLayout", "default_name_formatter"] |
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def default_name_formatter(metadict: dict, saver: monai.transforms.Transform) -> dict: |
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"""Returns a kwargs dict for :py:meth:`FolderLayout.filename`, |
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according to the input metadata and SaveImage transform.""" |
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subject = ( |
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metadict.get(monai.utils.ImageMetaKey.FILENAME_OR_OBJ, getattr(saver, "_data_index", 0)) |
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if metadict |
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else getattr(saver, "_data_index", 0) |
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) |
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patch_index = metadict.get(monai.utils.ImageMetaKey.PATCH_INDEX, None) if metadict else None |
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return {"subject": f"{subject}", "idx": patch_index} |
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class FolderLayoutBase(ABC): |
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""" |
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Abstract base class to define a common interface for FolderLayout and derived classes |
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Mainly, defines the ``filename(**kwargs) -> PathLike`` function, which must be defined |
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by the deriving class. |
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Example: |
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.. code-block:: python |
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from monai.data import FolderLayoutBase |
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class MyFolderLayout(FolderLayoutBase): |
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def __init__( |
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self, |
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basepath: Path, |
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extension: str = "", |
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makedirs: bool = False |
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): |
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self.basepath = basepath |
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if not extension: |
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self.extension = "" |
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elif extension.startswith("."): |
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self.extension = extension: |
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else: |
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self.extension = f".{extension}" |
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self.makedirs = makedirs |
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def filename(self, patient_no: int, image_name: str, **kwargs) -> Path: |
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sub_path = self.basepath / patient_no |
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if not sub_path.exists(): |
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sub_path.mkdir(parents=True) |
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file = image_name |
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for k, v in kwargs.items(): |
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file += f"_{k}-{v}" |
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file += self.extension |
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return sub_path / file |
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""" |
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@abstractmethod |
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def filename(self, **kwargs) -> PathLike: |
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""" |
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Create a filename with path based on the input kwargs. |
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Abstract method, implement your own. |
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""" |
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raise NotImplementedError |
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class FolderLayout(FolderLayoutBase): |
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""" |
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A utility class to create organized filenames within ``output_dir``. The |
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``filename`` method could be used to create a filename following the folder structure. |
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Example: |
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.. code-block:: python |
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from monai.data import FolderLayout |
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layout = FolderLayout( |
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output_dir="/test_run_1/", |
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postfix="seg", |
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extension="nii", |
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makedirs=False) |
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layout.filename(subject="Sub-A", idx="00", modality="T1") |
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# return value: "/test_run_1/Sub-A_seg_00_modality-T1.nii" |
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The output filename is a string starting with a ``subject`` ID, and |
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includes additional information about a customized index and image |
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modality. This utility class doesn't alter the underlying image data, but |
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provides a convenient way to create filenames. |
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""" |
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def __init__( |
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self, |
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output_dir: PathLike, |
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postfix: str = "", |
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extension: str = "", |
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parent: bool = False, |
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makedirs: bool = False, |
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data_root_dir: PathLike = "", |
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): |
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""" |
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Args: |
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output_dir: output directory. |
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postfix: a postfix string for output file name appended to ``subject``. |
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extension: output file extension to be appended to the end of an output filename. |
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parent: whether to add a level of parent folder to contain each image to the output filename. |
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makedirs: whether to create the output parent directories if they do not exist. |
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data_root_dir: an optional `PathLike` object to preserve the folder structure of the input `subject`. |
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Please see :py:func:`monai.data.utils.create_file_basename` for more details. |
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""" |
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self.output_dir = output_dir |
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self.postfix = postfix |
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self.ext = extension |
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self.parent = parent |
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self.makedirs = makedirs |
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self.data_root_dir = data_root_dir |
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def filename(self, subject: PathLike = "subject", idx=None, **kwargs) -> PathLike: |
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""" |
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Create a filename based on the input ``subject`` and ``idx``. |
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The output filename is formed as: |
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``output_dir/[subject/]subject[_postfix][_idx][_key-value][ext]`` |
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Args: |
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subject: subject name, used as the primary id of the output filename. |
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When a `PathLike` object is provided, the base filename will be used as the subject name, |
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the extension name of `subject` will be ignored, in favor of ``extension`` |
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from this class's constructor. |
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idx: additional index name of the image. |
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kwargs: additional keyword arguments to be used to form the output filename. |
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The key-value pairs will be appended to the output filename as ``f"_{k}-{v}"``. |
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""" |
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full_name = create_file_basename( |
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postfix=self.postfix, |
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input_file_name=subject, |
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folder_path=self.output_dir, |
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data_root_dir=self.data_root_dir, |
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separate_folder=self.parent, |
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patch_index=idx, |
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makedirs=self.makedirs, |
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) |
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for k, v in kwargs.items(): |
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full_name += f"_{k}-{v}" |
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if self.ext is not None: |
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ext = f"{self.ext}" |
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full_name += f".{ext}" if ext and not ext.startswith(".") else f"{ext}" |
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return full_name |
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