| |
| |
|
|
| """ Read/Write TIFF files. |
| |
| Backend: internal |
| |
| Provides support for a wide range of Tiff images using the tifffile |
| backend. |
| |
| Parameters for reading |
| ---------------------- |
| offset : int |
| Optional start position of embedded file. By default this is |
| the current file position. |
| size : int |
| Optional size of embedded file. By default this is the number |
| of bytes from the 'offset' to the end of the file. |
| multifile : bool |
| If True (default), series may include pages from multiple files. |
| Currently applies to OME-TIFF only. |
| multifile_close : bool |
| If True (default), keep the handles of other files in multifile |
| series closed. This is inefficient when few files refer to |
| many pages. If False, the C runtime may run out of resources. |
| |
| Parameters for saving |
| --------------------- |
| bigtiff : bool |
| If True, the BigTIFF format is used. |
| byteorder : {'<', '>'} |
| The endianness of the data in the file. |
| By default this is the system's native byte order. |
| software : str |
| Name of the software used to create the image. |
| Saved with the first page only. |
| |
| Metadata for reading |
| -------------------- |
| planar_configuration : {'contig', 'planar'} |
| Specifies if samples are stored contiguous or in separate planes. |
| By default this setting is inferred from the data shape. |
| 'contig': last dimension contains samples. |
| 'planar': third last dimension contains samples. |
| resolution_unit : int |
| The resolution unit stored in the TIFF tag. Usually 1 means no/unknown unit, |
| 2 means dpi (inch), 3 means dpc (centimeter). |
| resolution : (float, float, str) |
| A tuple formatted as (X_resolution, Y_resolution, unit). The unit is a |
| string representing one of the following units:: |
| |
| NONE # No unit or unit unknown |
| INCH # dpi |
| CENTIMETER # cpi |
| MILLIMETER |
| MICROMETER |
| |
| compression : int |
| Value indicating the compression algorithm used, e.g. 5 is LZW, |
| 7 is JPEG, 8 is deflate. |
| If 1, data are uncompressed. |
| predictor : int |
| Value 2 indicates horizontal differencing was used before compression, |
| while 3 indicates floating point horizontal differencing. |
| If 1, no prediction scheme was used before compression. |
| orientation : {'top_left', 'bottom_right', ...} |
| Oriented of image array. |
| is_rgb : bool |
| True if page contains a RGB image. |
| is_contig : bool |
| True if page contains a contiguous image. |
| is_tiled : bool |
| True if page contains tiled image. |
| is_palette : bool |
| True if page contains a palette-colored image and not OME or STK. |
| is_reduced : bool |
| True if page is a reduced image of another image. |
| is_shaped : bool |
| True if page contains shape in image_description tag. |
| is_fluoview : bool |
| True if page contains FluoView MM_STAMP tag. |
| is_nih : bool |
| True if page contains NIH image header. |
| is_micromanager : bool |
| True if page contains Micro-Manager metadata. |
| is_ome : bool |
| True if page contains OME-XML in image_description tag. |
| is_sgi : bool |
| True if page contains SGI image and tile depth tags. |
| is_mdgel : bool |
| True if page contains md_file_tag tag. |
| is_mediacy : bool |
| True if page contains Media Cybernetics Id tag. |
| is_stk : bool |
| True if page contains UIC2Tag tag. |
| is_lsm : bool |
| True if page contains LSM CZ_LSM_INFO tag. |
| description : str |
| Image description |
| description1 : str |
| Additional description |
| is_imagej : None or str |
| ImageJ metadata |
| software : str |
| Software used to create the TIFF file |
| datetime : datetime.datetime |
| Creation date and time |
| |
| Metadata for writing |
| -------------------- |
| photometric : {'minisblack', 'miniswhite', 'rgb'} |
| The color space of the image data. |
| By default this setting is inferred from the data shape. |
| planarconfig : {'contig', 'planar'} |
| Specifies if samples are stored contiguous or in separate planes. |
| By default this setting is inferred from the data shape. |
| 'contig': last dimension contains samples. |
| 'planar': third last dimension contains samples. |
| resolution : (float, float) or ((int, int), (int, int)) |
| X and Y resolution in dots per inch as float or rational numbers. |
| description : str |
| The subject of the image. Saved with the first page only. |
| compress : int |
| Values from 0 to 9 controlling the level of zlib (deflate) compression. |
| If 0, data are written uncompressed (default). |
| compression : str, (int, int) |
| Compression scheme used while writing the image. If omitted (default) the |
| image is not uncompressed. Compression cannot be used to write contiguous |
| series. Compressors may require certain data shapes, types or value ranges. |
| For example, JPEG compression requires grayscale or RGB(A), uint8 or 12-bit |
| uint16. JPEG compression is experimental. JPEG markers and TIFF tags may not |
| match. Only a limited set of compression schemes are implemented. 'ZLIB' is |
| short for ADOBE_DEFLATE. The value is written to the Compression tag. |
| compressionargs: |
| Extra arguments passed to compression codec, e.g., compression level. Refer |
| to the Imagecodecs implementation for supported arguments. |
| predictor : bool |
| If True, horizontal differencing is applied before compression. |
| Note that using an int literal 1 actually means no prediction scheme |
| will be used. |
| volume : bool |
| If True, volume data are stored in one tile (if applicable) using |
| the SGI image_depth and tile_depth tags. |
| Image width and depth must be multiple of 16. |
| Few software can read this format, e.g. MeVisLab. |
| writeshape : bool |
| If True, write the data shape to the image_description tag |
| if necessary and no other description is given. |
| extratags: sequence of tuples |
| Additional tags as [(code, dtype, count, value, writeonce)]. |
| |
| code : int |
| The TIFF tag Id. |
| dtype : str |
| Data type of items in 'value' in Python struct format. |
| One of B, s, H, I, 2I, b, h, i, f, d, Q, or q. |
| count : int |
| Number of data values. Not used for string values. |
| value : sequence |
| 'Count' values compatible with 'dtype'. |
| writeonce : bool |
| If True, the tag is written to the first page only. |
| |
| Notes |
| ----- |
| Global metadata is stored with the first frame in a TIFF file. |
| Thus calling :py:meth:`Format.Writer.set_meta_data` after the first frame |
| was written has no effect. Also, global metadata is ignored if metadata is |
| provided via the `meta` argument of :py:meth:`Format.Writer.append_data`. |
| |
| If you have installed tifffile as a Python package, imageio will attempt |
| to use that as backend instead of the bundled backend. Doing so can |
| provide access to new performance improvements and bug fixes. |
| |
| """ |
|
|
| import datetime |
|
|
| from ..core import Format |
| from ..core.request import URI_BYTES, URI_FILE |
|
|
| import numpy as np |
| import warnings |
|
|
|
|
| try: |
| import tifffile as _tifffile |
| except ImportError: |
| warnings.warn( |
| "ImageIO's vendored tifffile backend is deprecated and will be" |
| " removed in ImageIO v3. Install the tifffile directly:" |
| " `pip install imageio[tifffile]`", |
| DeprecationWarning, |
| ) |
| from . import _tifffile |
|
|
|
|
| TIFF_FORMATS = (".tif", ".tiff", ".stk", ".lsm") |
| WRITE_METADATA_KEYS = ( |
| "photometric", |
| "planarconfig", |
| "resolution", |
| "description", |
| "compress", |
| "compression", |
| "compressionargs", |
| "predictor", |
| "volume", |
| "writeshape", |
| "extratags", |
| "datetime", |
| ) |
| READ_METADATA_KEYS = ( |
| "planar_configuration", |
| "is_fluoview", |
| "is_nih", |
| "is_contig", |
| "is_micromanager", |
| "is_ome", |
| "is_lsm", |
| "is_palette", |
| "is_reduced", |
| "is_rgb", |
| "is_sgi", |
| "is_shaped", |
| "is_stk", |
| "is_tiled", |
| "is_mdgel", |
| "resolution_unit", |
| "compression", |
| "predictor", |
| "is_mediacy", |
| "orientation", |
| "description", |
| "description1", |
| "is_imagej", |
| "software", |
| ) |
|
|
|
|
| class TiffFormat(Format): |
| """Provides support for a wide range of Tiff images using the tifffile |
| backend. |
| |
| Images that contain multiple pages can be read using ``imageio.mimread()`` |
| to read the individual pages, or ``imageio.volread()`` to obtain a |
| single (higher dimensional) array. |
| |
| Note that global metadata is stored with the first frame in a TIFF file. |
| Thus calling :py:meth:`Format.Writer.set_meta_data` after the first frame |
| was written has no effect. Also, global metadata is ignored if metadata is |
| provided via the `meta` argument of :py:meth:`Format.Writer.append_data`. |
| |
| If you have installed tifffile as a Python package, imageio will attempt |
| to use that as backend instead of the bundled backend. Doing so can |
| provide access to new performance improvements and bug fixes. |
| |
| Parameters for reading |
| ---------------------- |
| offset : int |
| Optional start position of embedded file. By default this is |
| the current file position. |
| size : int |
| Optional size of embedded file. By default this is the number |
| of bytes from the 'offset' to the end of the file. |
| multifile : bool |
| If True (default), series may include pages from multiple files. |
| Currently applies to OME-TIFF only. |
| multifile_close : bool |
| If True (default), keep the handles of other files in multifile |
| series closed. This is inefficient when few files refer to |
| many pages. If False, the C runtime may run out of resources. |
| |
| Parameters for saving |
| --------------------- |
| bigtiff : bool |
| If True, the BigTIFF format is used. |
| byteorder : {'<', '>'} |
| The endianness of the data in the file. |
| By default this is the system's native byte order. |
| software : str |
| Name of the software used to create the image. |
| Saved with the first page only. |
| |
| Metadata for reading |
| -------------------- |
| planar_configuration : {'contig', 'planar'} |
| Specifies if samples are stored contiguous or in separate planes. |
| By default this setting is inferred from the data shape. |
| 'contig': last dimension contains samples. |
| 'planar': third last dimension contains samples. |
| resolution_unit : (float, float) or ((int, int), (int, int)) |
| X and Y resolution in dots per inch as float or rational numbers. |
| compression : int |
| Value indicating the compression algorithm used, e.g. 5 is LZW, |
| 7 is JPEG, 8 is deflate. |
| If 1, data are uncompressed. |
| predictor : int |
| Value 2 indicates horizontal differencing was used before compression, |
| while 3 indicates floating point horizontal differencing. |
| If 1, no prediction scheme was used before compression. |
| orientation : {'top_left', 'bottom_right', ...} |
| Oriented of image array. |
| is_rgb : bool |
| True if page contains a RGB image. |
| is_contig : bool |
| True if page contains a contiguous image. |
| is_tiled : bool |
| True if page contains tiled image. |
| is_palette : bool |
| True if page contains a palette-colored image and not OME or STK. |
| is_reduced : bool |
| True if page is a reduced image of another image. |
| is_shaped : bool |
| True if page contains shape in image_description tag. |
| is_fluoview : bool |
| True if page contains FluoView MM_STAMP tag. |
| is_nih : bool |
| True if page contains NIH image header. |
| is_micromanager : bool |
| True if page contains Micro-Manager metadata. |
| is_ome : bool |
| True if page contains OME-XML in image_description tag. |
| is_sgi : bool |
| True if page contains SGI image and tile depth tags. |
| is_stk : bool |
| True if page contains UIC2Tag tag. |
| is_mdgel : bool |
| True if page contains md_file_tag tag. |
| is_mediacy : bool |
| True if page contains Media Cybernetics Id tag. |
| is_stk : bool |
| True if page contains UIC2Tag tag. |
| is_lsm : bool |
| True if page contains LSM CZ_LSM_INFO tag. |
| description : str |
| Image description |
| description1 : str |
| Additional description |
| is_imagej : None or str |
| ImageJ metadata |
| software : str |
| Software used to create the TIFF file |
| datetime : datetime.datetime |
| Creation date and time |
| |
| Metadata for writing |
| -------------------- |
| photometric : {'minisblack', 'miniswhite', 'rgb'} |
| The color space of the image data. |
| By default this setting is inferred from the data shape. |
| planarconfig : {'contig', 'planar'} |
| Specifies if samples are stored contiguous or in separate planes. |
| By default this setting is inferred from the data shape. |
| 'contig': last dimension contains samples. |
| 'planar': third last dimension contains samples. |
| resolution : (float, float) or ((int, int), (int, int)) |
| X and Y resolution in dots per inch as float or rational numbers. |
| description : str |
| The subject of the image. Saved with the first page only. |
| compress : int |
| Values from 0 to 9 controlling the level of zlib (deflate) compression. |
| If 0, data are written uncompressed (default). |
| predictor : bool |
| If True, horizontal differencing is applied before compression. |
| Note that using an int literal 1 actually means no prediction scheme |
| will be used. |
| volume : bool |
| If True, volume data are stored in one tile (if applicable) using |
| the SGI image_depth and tile_depth tags. |
| Image width and depth must be multiple of 16. |
| Few software can read this format, e.g. MeVisLab. |
| writeshape : bool |
| If True, write the data shape to the image_description tag |
| if necessary and no other description is given. |
| extratags: sequence of tuples |
| Additional tags as [(code, dtype, count, value, writeonce)]. |
| |
| code : int |
| The TIFF tag Id. |
| dtype : str |
| Data type of items in 'value' in Python struct format. |
| One of B, s, H, I, 2I, b, h, i, f, d, Q, or q. |
| count : int |
| Number of data values. Not used for string values. |
| value : sequence |
| 'Count' values compatible with 'dtype'. |
| writeonce : bool |
| If True, the tag is written to the first page only. |
| """ |
|
|
| def _can_read(self, request): |
| try: |
| _tifffile.TiffFile(request.get_file(), **request.kwargs) |
| except ValueError: |
| |
| return False |
| except _tifffile.TiffFileError: |
| |
| return False |
| finally: |
| request.get_file().seek(0) |
|
|
| return True |
|
|
| def _can_write(self, request): |
| if request._uri_type in [URI_FILE, URI_BYTES]: |
| pass |
| elif request.extension not in self.extensions: |
| return False |
|
|
| try: |
| _tifffile.TiffWriter(request.get_file(), **request.kwargs) |
| except ValueError: |
| |
| return False |
| except _tifffile.TiffFileError: |
| |
| return False |
| finally: |
| request.get_file().seek(0) |
| return True |
|
|
| |
|
|
| class Reader(Format.Reader): |
| def _open(self, **kwargs): |
| |
| if self.request.filename.startswith(("http://", "https://")): |
| self._f = f = open(self.request.get_local_filename(), "rb") |
| else: |
| self._f = None |
| f = self.request.get_file() |
| self._tf = _tifffile.TiffFile(f, **kwargs) |
|
|
| def _close(self): |
| self._tf.close() |
| if self._f is not None: |
| self._f.close() |
|
|
| def _get_length(self): |
| return len(self._tf.series) |
|
|
| def _get_data(self, index): |
| if index < 0 or index >= self._get_length(): |
| raise IndexError("Index out of range while reading from tiff file") |
|
|
| im = self._tf.asarray(series=index) |
| meta = self._get_meta_data(index) |
|
|
| return im, meta |
|
|
| def _get_meta_data(self, index): |
| meta = {} |
| page = self._tf.pages[index or 0] |
| for key in READ_METADATA_KEYS: |
| try: |
| meta[key] = getattr(page, key) |
| except Exception: |
| pass |
|
|
| |
| for key in ("datetime", "DateTime"): |
| try: |
| meta["datetime"] = datetime.datetime.strptime( |
| page.tags[key].value, "%Y:%m:%d %H:%M:%S" |
| ) |
| break |
| except Exception: |
| pass |
|
|
| if 296 in page.tags: |
| meta["resolution_unit"] = page.tags[296].value.value |
|
|
| if 282 in page.tags and 283 in page.tags and 296 in page.tags: |
| resolution_x = page.tags[282].value |
| resolution_y = page.tags[283].value |
| if resolution_x[1] == 0 or resolution_y[1] == 0: |
| warnings.warn( |
| "Ignoring resolution metadata, " |
| "because at least one direction has a 0 denominator.", |
| RuntimeWarning, |
| ) |
| else: |
| meta["resolution"] = ( |
| resolution_x[0] / resolution_x[1], |
| resolution_y[0] / resolution_y[1], |
| page.tags[296].value.name, |
| ) |
|
|
| return meta |
|
|
| |
| class Writer(Format.Writer): |
| def _open(self, bigtiff=None, byteorder=None, software=None): |
| try: |
| self._tf = _tifffile.TiffWriter( |
| self.request.get_file(), |
| bigtiff=bigtiff, |
| byteorder=byteorder, |
| software=software, |
| ) |
| self._software = None |
| except TypeError: |
| |
| |
| self._tf = _tifffile.TiffWriter( |
| self.request.get_file(), bigtiff=bigtiff, byteorder=byteorder |
| ) |
| self._software = software |
|
|
| self._meta = {} |
| self._frames_written = 0 |
|
|
| def _close(self): |
| self._tf.close() |
|
|
| def _append_data(self, im, meta): |
| if meta is not None: |
| meta = self._sanitize_meta(meta) |
| else: |
| |
| meta = self._meta if self._frames_written == 0 else {} |
| if self._software is not None and self._frames_written == 0: |
| meta["software"] = self._software |
| |
| |
| try: |
| |
| write_meth = self._tf.write |
| except AttributeError: |
| write_meth = self._tf.save |
| write_meth(np.asanyarray(im), contiguous=False, **meta) |
| self._frames_written += 1 |
|
|
| @staticmethod |
| def _sanitize_meta(meta): |
| ret = {} |
| for key, value in meta.items(): |
| if key in WRITE_METADATA_KEYS: |
| |
| |
| if key == "predictor" and not isinstance(value, bool): |
| ret[key] = value > 1 |
| elif key == "compress" and value != 0: |
| warnings.warn( |
| "The use of `compress` is deprecated. Use `compression` and `compressionargs` instead.", |
| DeprecationWarning, |
| ) |
|
|
| if _tifffile.__version__ < "2022": |
| ret["compression"] = (8, value) |
| else: |
| ret["compression"] = "zlib" |
| ret["compressionargs"] = {"level": value} |
| else: |
| ret[key] = value |
| return ret |
|
|
| def set_meta_data(self, meta): |
| self._meta = self._sanitize_meta(meta) |
|
|