lsst.pipe.tasks
g2c8cee2ce7+1ac6cedd78
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python
lsst
pipe
tasks
rgb2hips
_utils.py
Go to the documentation of this file.
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# This file is part of pipe_tasks.
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#
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# Developed for the LSST Data Management System.
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# This product includes software developed by the LSST Project
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# (https://www.lsst.org).
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# See the COPYRIGHT file at the top-level directory of this distribution
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# for details of code ownership.
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#
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# This program is free software: you can redistribute it and/or modify
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# it under the terms of the GNU General Public License as published by
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# the Free Software Foundation, either version 3 of the License, or
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# (at your option) any later version.
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#
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# This program is distributed in the hope that it will be useful,
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# but WITHOUT ANY WARRANTY; without even the implied warranty of
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# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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# GNU General Public License for more details.
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#
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# You should have received a copy of the GNU General Public License
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# along with this program. If not, see <https://www.gnu.org/licenses/>.
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from
__future__
import
annotations
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__all__ = (
"_write_hips_image"
,)
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from
PIL
import
Image
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import
numpy
as
np
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from
numpy.typing
import
NDArray
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from
lsst.resources
import
ResourcePath
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# allow PIL to work with really large images
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Image.MAX_IMAGE_PIXELS =
None
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def
_get_dir_number
(pixel: int) -> int:
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"""Compute the directory number from a pixel.
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Parameters
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----------
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pixel : `int`
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HEALPix pixel number.
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Returns
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-------
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dir_number : `int`
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HiPS directory number.
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"""
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return
(pixel // 10000) * 10000
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def
_write_hips_image
(
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image_data: NDArray,
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pixel_id: int,
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hpx_level: int,
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hips_base_path: ResourcePath,
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file_extension: str,
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output_type: str,
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) ->
None
:
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"""Write a processed image to disk in the HealPix tile format.
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This function takes processed image data, converts it to the specified output
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type, and saves it into the appropriate directory structure based on the HealPix
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pixel ID and order level.
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Parameters
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----------
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image_data : `NDArray`
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The RGB image data array to be written as a HealPix tile.
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pixel_id : `int`
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The unique HealPix ID corresponding to the output tile.
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hpx_level : `int`
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The HealPix order level of the output tile.
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hips_base_path : `ResourcePath`
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Base directory path where the HealPix tiles will be stored.
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file_extension : `str`
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File extension (format) for saving the image ('png' or 'webp').
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output_type : `str`
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Data type of the output array, which can be:
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- "uint8": 8-bit unsigned integers (0-255)
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- "uint16": 16-bit unsigned integers (0-65535)
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- "half": 16-bit floating-point numbers
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- "float": 32-bit floating-point numbers
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"""
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# clip in case any of the warping caused values over 1
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image_data = np.clip(image_data, 0, 1)
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# remap the image_data to the chosen output_type
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match output_type:
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case
"uint8"
:
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image_data = (image_data * 255.0).astype(np.uint8)
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case
"uint16"
:
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image_data = (image_data * 65535.0).astype(np.uint16)
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case
"half"
:
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image_data = image_data.astype(np.float16)
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case
"float"
:
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pass
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# mangle the URI where to write
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dir_number =
_get_dir_number
(pixel_id)
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hips_dir = hips_base_path.join(f
"Norder{hpx_level}"
, forceDirectory=
True
).join(
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f
"Dir{dir_number}"
, forceDirectory=
True
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)
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# Create the file URI for saving
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uri = hips_dir.join(f
"Npix{pixel_id}.{file_extension}"
)
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# Convert numpy array to PIL Image and save with appropriate arguments
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im = Image.fromarray(image_data, mode=
"RGB"
)
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extra_args = {}
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if
file_extension ==
"webp"
:
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# Set WebP-specific parameters for lossless compression
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extra_args[
"lossless"
] =
True
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extra_args[
"quality"
] = 80
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# Save the image to a temporary file and transfer to final location
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with
ResourcePath.temporary_uri(suffix=uri.getExtension())
as
temporary_uri:
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im.save(temporary_uri.ospath, **extra_args)
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uri.transfer_from(temporary_uri, transfer=
"copy"
, overwrite=
True
)
lsst.pipe.tasks.rgb2hips._utils._write_hips_image
None _write_hips_image(NDArray image_data, int pixel_id, int hpx_level, ResourcePath hips_base_path, str file_extension, str output_type)
Definition
_utils.py:61
lsst.pipe.tasks.rgb2hips._utils._get_dir_number
int _get_dir_number(int pixel)
Definition
_utils.py:38
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for lsst.pipe.tasks by
1.17.0