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## Linux backup files | ||
*~ | ||
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## Docs | ||
docs/src | ||
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## Arhives | ||
*.zip | ||
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# Minimal makefile for Sphinx documentation | ||
# | ||
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# You can set these variables from the command line. | ||
SPHINXOPTS = | ||
SPHINXBUILD = sphinx-build | ||
SPHINXPROJ = ImageTilingUtils | ||
SOURCEDIR = source | ||
BUILDDIR = build | ||
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# Put it first so that "make" without argument is like "make help". | ||
help: | ||
@$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) | ||
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.PHONY: help Makefile | ||
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# Catch-all target: route all unknown targets to Sphinx using the new | ||
# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). | ||
%: Makefile | ||
@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) |
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sphinx | ||
recommonmark | ||
-e git://github.com/snide/sphinx_rtd_theme.git#egg=sphinx_rtd_theme |
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# -*- coding: utf-8 -*- | ||
# | ||
# Configuration file for the Sphinx documentation builder. | ||
# | ||
# This file does only contain a selection of the most common options. For a | ||
# full list see the documentation: | ||
# http://www.sphinx-doc.org/en/stable/config | ||
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# -- Path setup -------------------------------------------------------------- | ||
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# If extensions (or modules to document with autodoc) are in another directory, | ||
# add these directories to sys.path here. If the directory is relative to the | ||
# documentation root, use os.path.abspath to make it absolute, like shown here. | ||
# | ||
import os | ||
import sys | ||
sys.path.insert(0, os.path.abspath('../..')) | ||
import tiling | ||
import sphinx_rtd_theme | ||
from recommonmark.parser import CommonMarkParser | ||
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# -- Project information ----------------------------------------------------- | ||
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project = 'ImageTilingUtils' | ||
copyright = '2018, vfdev-5' | ||
author = 'vfdev-5' | ||
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# The short X.Y version | ||
version = 'master (' + tiling.__version__ + ' )' | ||
# The full version, including alpha/beta/rc tags | ||
release = 'master' | ||
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# -- General configuration --------------------------------------------------- | ||
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# If your documentation needs a minimal Sphinx version, state it here. | ||
# | ||
# needs_sphinx = '1.0' | ||
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# Add any Sphinx extension module names here, as strings. They can be | ||
# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom | ||
# ones. | ||
extensions = [ | ||
'sphinx.ext.autodoc', | ||
'sphinx.ext.autosummary', | ||
'sphinx.ext.coverage', | ||
'sphinx.ext.mathjax', | ||
'sphinx.ext.napoleon', | ||
'sphinx.ext.viewcode', | ||
] | ||
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# Add any paths that contain templates here, relative to this directory. | ||
templates_path = ['_templates'] | ||
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# The suffix(es) of source filenames. | ||
# You can specify multiple suffix as a list of string: | ||
source_parsers = { | ||
'.md': CommonMarkParser, | ||
} | ||
source_suffix = ['.rst', '.md'] | ||
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# The master toctree document. | ||
master_doc = 'index' | ||
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# The language for content autogenerated by Sphinx. Refer to documentation | ||
# for a list of supported languages. | ||
# | ||
# This is also used if you do content translation via gettext catalogs. | ||
# Usually you set "language" from the command line for these cases. | ||
language = None | ||
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# List of patterns, relative to source directory, that match files and | ||
# directories to ignore when looking for source files. | ||
# This pattern also affects html_static_path and html_extra_path . | ||
exclude_patterns = [] | ||
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# The name of the Pygments (syntax highlighting) style to use. | ||
pygments_style = 'sphinx' | ||
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# -- Options for HTML output ------------------------------------------------- | ||
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# The theme to use for HTML and HTML Help pages. See the documentation for | ||
# a list of builtin themes. | ||
# | ||
html_theme = 'sphinx_rtd_theme' | ||
html_theme_path = [sphinx_rtd_theme.get_html_theme_path()] | ||
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# Theme options are theme-specific and customize the look and feel of a theme | ||
# further. For a list of options available for each theme, see the | ||
# documentation. | ||
# | ||
html_theme_options = { | ||
'collapse_navigation': False, | ||
} | ||
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# Add any paths that contain custom static files (such as style sheets) here, | ||
# relative to this directory. They are copied after the builtin static files, | ||
# so a file named "default.css" will overwrite the builtin "default.css". | ||
html_static_path = ['_static'] | ||
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# Custom sidebar templates, must be a dictionary that maps document names | ||
# to template names. | ||
# | ||
# The default sidebars (for documents that don't match any pattern) are | ||
# defined by theme itself. Builtin themes are using these templates by | ||
# default: ``['localtoc.html', 'relations.html', 'sourcelink.html', | ||
# 'searchbox.html']``. | ||
# | ||
# html_sidebars = {} | ||
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# -- Options for HTMLHelp output --------------------------------------------- | ||
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# Output file base name for HTML help builder. | ||
htmlhelp_basename = 'ImageTilingUtilsdoc' | ||
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# -- Options for LaTeX output ------------------------------------------------ | ||
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latex_elements = { | ||
# The paper size ('letterpaper' or 'a4paper'). | ||
# | ||
# 'papersize': 'letterpaper', | ||
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# The font size ('10pt', '11pt' or '12pt'). | ||
# | ||
# 'pointsize': '10pt', | ||
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# Additional stuff for the LaTeX preamble. | ||
# | ||
# 'preamble': '', | ||
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# Latex figure (float) alignment | ||
# | ||
# 'figure_align': 'htbp', | ||
} | ||
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# Grouping the document tree into LaTeX files. List of tuples | ||
# (source start file, target name, title, | ||
# author, documentclass [howto, manual, or own class]). | ||
latex_documents = [ | ||
(master_doc, 'ImageTilingUtils.tex', 'ImageTilingUtils Documentation', | ||
'vfdev-5', 'manual'), | ||
] | ||
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# -- Options for manual page output ------------------------------------------ | ||
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# One entry per manual page. List of tuples | ||
# (source start file, name, description, authors, manual section). | ||
man_pages = [ | ||
(master_doc, 'imagetilingutils', 'ImageTilingUtils Documentation', | ||
[author], 1) | ||
] | ||
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# -- Options for Texinfo output ---------------------------------------------- | ||
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# Grouping the document tree into Texinfo files. List of tuples | ||
# (source start file, target name, title, author, | ||
# dir menu entry, description, category) | ||
texinfo_documents = [ | ||
(master_doc, 'ImageTilingUtils', 'ImageTilingUtils Documentation', | ||
author, 'ImageTilingUtils', 'One line description of project.', | ||
'Miscellaneous'), | ||
] | ||
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# -- Extension configuration ------------------------------------------------- |
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tiling.const_stride | ||
=================== | ||
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.. currentmodule:: tiling.const_stride | ||
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Class provides tile parameters (offset, extent) to extract data from image. | ||
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Generated tile extents starts from an origin, has constant stride and can optionally include nodata paddings. | ||
For example, tiling can look like this (origin is negative, include nodata) | ||
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.. code-block:: text | ||
tile 0 tile 2 tile 4 | ||
|<------->| |<------>| |<------>| etc | ||
tile 1 tile 3 tile 5 tile n-1 | ||
^ |<------->| |<------>| |<------>| |<------>| | ||
| |<------------------------------------>| | ||
origin | IMAGE | | ||
| | | ||
Another example, tiling can look like this (origin is negative, no nodata, tile size is not constant at boundaries) | ||
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.. code-block:: text | ||
tile 0 tile 2 tile 4 | ||
|<->| |<------>| |<------>| etc | ||
tile 1 tile 3 tile 5 tile n-1 | ||
^ |<------>| |<------>| |<------>| |<->| | ||
| |<------------------------------------>| | ||
origin | IMAGE | | ||
| | | ||
Another example, tiling can look like this (origin is postive, no nodata, tile size is not constant at boundaries) | ||
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.. code-block:: text | ||
tile 0 tile 2 | ||
|<------->| |<------>| etc | ||
tile 1 tile 3 tile n-1 | ||
^ |<------->| |<------>| |<-->| | ||
|<-------------------------------------->| | ||
| | IMAGE | | ||
| origin | | ||
Basic usage: | ||
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.. code-block:: python | ||
from tiling import ConstStrideTiles | ||
tiles = ConstStrideTiles(image_size=(500, 500), tile_size=(256, 256), stride=(100, 100)) | ||
print("Number of tiles: %i" % len(tiles)) | ||
for x, y, width, height, out_width, out_height in tiles: | ||
data = read_data(x, y, width, height, out_width, out_height) | ||
print("data.shape: {}".format(data.shape)) | ||
# Get a tile params at linear index: | ||
extent, out_size = tiles[len(tiles)//2] | ||
.. autoclass:: ConstStrideTiles | ||
:members: | ||
:undoc-members: |
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Image Tiling Utils | ||
==================== | ||
.. image:: https://travis-ci.org/vfdev-5/ImageTilingUtils.svg?branch=master | ||
:target: https://travis-ci.org/vfdev-5/ImageTilingUtils | ||
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.. image:: https://coveralls.io/repos/github/vfdev-5/ImageTilingUtils/badge.svg?branch=master | ||
:target: https://coveralls.io/github/vfdev-5/ImageTilingUtils?branch=master | ||
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Minimalistic set of image reader agnostic tools to easily iterate over large images | ||
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Installation | ||
------------ | ||
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Package installation is very simple | ||
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.. code-block:: bash | ||
pip install git+https://github.com/vfdev-5/ImageTilingUtils.git | ||
Examples | ||
-------- | ||
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For more practical examples, see this `notebook <https://github.com/vfdev-5/ImageTilingUtils/blob/master/examples/example_const_stride_tiling.ipynb>`_. | ||
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.. toctree:: | ||
:maxdepth: 2 | ||
:caption: Notes | ||
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quickstart | ||
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.. toctree:: | ||
:maxdepth: 2 | ||
:caption: Package Reference | ||
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const_stride |
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Quickstart | ||
========== | ||
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Let's iterate over a large image with overlapping and extracting always the | ||
same size tiles (in pixels). Let's assume the data access is provided with an example function | ||
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.. code-block:: python | ||
def read_data(x, y, width, height, out_width=None, out_height=None): | ||
out_width = width if out_width is None else out_width | ||
out_height = height if out_height is None else out_height | ||
img.read(x, y, width, height, out_width, out_height) | ||
Thus, overlapping tiles can be extracted as | ||
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.. code-block:: python | ||
from tiling import ConstStrideTiles | ||
tiles = ConstStrideTiles(image_size=(500, 500), tile_size=(256, 256), | ||
stride=(100, 100)) | ||
print("Number of tiles: %i" % len(tiles)) | ||
for extent, out_size in tiles: | ||
x, y, width, height = extent | ||
data = read_data(x, y, width, height, | ||
out_width=out_size[0], | ||
out_height=out_size[1]) | ||
print("data.shape: {}".format(data.shape)) | ||
# Access a tile: | ||
i = len(tiles) // 2 | ||
extent, out_size = tiles[i] | ||
.. image:: https://github.com/vfdev-5/ImageTilingUtils/raw/master/examples/example_tiles.png | ||
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