"""
LUT Sequence
============
Define the *LUT* sequence container for Look-Up Table (LUT) processing
pipelines:
- :class:`colour.LUTSequence`
"""
from __future__ import annotations
import re
import typing
from collections.abc import MutableSequence
from copy import deepcopy
if typing.TYPE_CHECKING:
from colour.hints import (
Any,
ArrayLike,
List,
NDArrayFloat,
Sequence,
)
from colour.hints import ProtocolLUTSequenceItem
from colour.utilities import as_float_array, attest, is_iterable
__author__ = "Colour Developers"
__copyright__ = "Copyright 2013 Colour Developers"
__license__ = "BSD-3-Clause - https://opensource.org/licenses/BSD-3-Clause"
__maintainer__ = "Colour Developers"
__email__ = "colour-developers@colour-science.org"
__status__ = "Production"
__all__ = [
"LUTSequence",
]
[docs]
class LUTSequence(MutableSequence):
"""
Define the base class for a *LUT* sequence.
A *LUT* sequence represents a series of *LUTs*, *LUT* operators or
objects implementing the :class:`colour.hints.ProtocolLUTSequenceItem`
protocol.
The :class:`colour.LUTSequence` class can be used to model series of
*LUTs* such as when a shaper *LUT* is combined with a 3D *LUT*.
Other Parameters
----------------
args
Sequence of objects implementing the
:class:`colour.hints.ProtocolLUTSequenceItem` protocol.
Attributes
----------
- :attr:`~colour.LUTSequence.sequence`
Methods
-------
- :meth:`~colour.LUTSequence.__init__`
- :meth:`~colour.LUTSequence.__getitem__`
- :meth:`~colour.LUTSequence.__setitem__`
- :meth:`~colour.LUTSequence.__delitem__`
- :meth:`~colour.LUTSequence.__len__`
- :meth:`~colour.LUTSequence.__str__`
- :meth:`~colour.LUTSequence.__repr__`
- :meth:`~colour.LUTSequence.__eq__`
- :meth:`~colour.LUTSequence.__ne__`
- :meth:`~colour.LUTSequence.insert`
- :meth:`~colour.LUTSequence.apply`
- :meth:`~colour.LUTSequence.copy`
Examples
--------
>>> from colour.io.luts import LUT1D, LUT3x1D, LUT3D
>>> LUT_1 = LUT1D()
>>> LUT_2 = LUT3D(size=3)
>>> LUT_3 = LUT3x1D()
>>> print(LUTSequence(LUT_1, LUT_2, LUT_3))
LUT Sequence
------------
<BLANKLINE>
Overview
<BLANKLINE>
LUT1D --> LUT3D --> LUT3x1D
<BLANKLINE>
Operations
<BLANKLINE>
LUT1D - Unity 10
----------------
<BLANKLINE>
Dimensions : 1
Domain : [ 0. 1.]
Size : (10,)
<BLANKLINE>
LUT3D - Unity 3
---------------
<BLANKLINE>
Dimensions : 3
Domain : [[ 0. 0. 0.]
[ 1. 1. 1.]]
Size : (3, 3, 3, 3)
<BLANKLINE>
LUT3x1D - Unity 10
------------------
<BLANKLINE>
Dimensions : 2
Domain : [[ 0. 0. 0.]
[ 1. 1. 1.]]
Size : (10, 3)
"""
[docs]
def __init__(self, *args: ProtocolLUTSequenceItem) -> None:
self._sequence: List[ProtocolLUTSequenceItem] = []
self.sequence = args
@property
def sequence(self) -> List[ProtocolLUTSequenceItem]:
"""
Getter and setter for the underlying *LUT* sequence.
Access and modify the sequence of lookup table operations that
define the transformation pipeline.
Parameters
----------
value
Value to set the underlying *LUT* sequence with.
Returns
-------
:class:`list`
Underlying *LUT* sequence.
"""
return self._sequence
@sequence.setter
def sequence(self, value: Sequence[ProtocolLUTSequenceItem]) -> None:
"""Setter for the **self.sequence** property."""
for item in value:
attest(
isinstance(item, ProtocolLUTSequenceItem),
'"value" items must implement the "ProtocolLUTSequenceItem" protocol!',
)
self._sequence = list(value)
[docs]
def __getitem__(self, index: int | slice) -> Any:
"""
Return *LUT* sequence item(s) at specified index or slice.
Parameters
----------
index
Index or slice to return *LUT* sequence item(s) at.
Returns
-------
ProtocolLUTSequenceItem
*LUT* sequence item(s) at specified index or slice.
"""
return self._sequence[index]
[docs]
def __setitem__(self, index: int | slice, value: Any) -> None:
"""
Set the *LUT* sequence at the specified index or slice with the
specified value.
Parameters
----------
index
Index or slice to set the *LUT* sequence value at.
value
Value to set the *LUT* sequence with.
"""
for item in value if is_iterable(value) else [value]:
attest(
isinstance(item, ProtocolLUTSequenceItem),
'"value" items must implement the "ProtocolLUTSequenceItem" protocol!',
)
self._sequence[index] = value
[docs]
def __delitem__(self, index: int | slice) -> None:
"""
Delete the *LUT* sequence item(s) at the specified index (or slice).
Parameters
----------
index
Index (or slice) to delete the *LUT* sequence items at.
"""
del self._sequence[index]
[docs]
def __len__(self) -> int:
"""
Return the *LUT* sequence items count.
Returns
-------
:class:`int`
*LUT* sequence items count.
"""
return len(self._sequence)
[docs]
def __str__(self) -> str:
"""
Return a formatted string representation of the *LUT* sequence.
Returns
-------
:class:`str`
Formatted string representation.
"""
sequence = " --> ".join([a.__class__.__name__ for a in self._sequence])
operations = re.sub(
"^",
" " * 4,
"\n\n".join([str(a) for a in self._sequence]),
flags=re.MULTILINE,
)
operations = re.sub("^\\s+$", "", operations, flags=re.MULTILINE)
return "\n".join(
[
"LUT Sequence",
"------------",
"",
"Overview",
"",
f" {sequence}",
"",
"Operations",
"",
f"{operations}",
]
)
[docs]
def __repr__(self) -> str:
"""
Return an evaluable string representation of the *LUT* sequence.
Generate a string representation that can be evaluated to recreate
the *LUT* sequence with its current state.
Returns
-------
:class:`str`
Evaluable string representation.
"""
operations = re.sub(
"^",
" " * 4,
",\n".join([repr(a) for a in self._sequence]),
flags=re.MULTILINE,
)
operations = re.sub("^\\s+$", "", operations, flags=re.MULTILINE)
return f"{self.__class__.__name__}(\n{operations}\n)"
__hash__ = None # pyright: ignore
[docs]
def __eq__(self, other: object) -> bool:
"""
Test whether the *LUT* sequence is equal to the specified other object.
Compare this *LUT* sequence with another object for equality. The
comparison evaluates structural and content equivalence.
Parameters
----------
other
Object to test whether it is equal to the *LUT* sequence.
Returns
-------
:class:`bool`
Whether specified object is equal to the *LUT* sequence.
"""
if not isinstance(other, LUTSequence):
return False
if len(self) != len(other):
return False
return all(self[i] == other[i] for i in range(len(self)))
[docs]
def __ne__(self, other: object) -> bool:
"""
Return whether the *LUT* sequence is not equal to the specified other
object.
Parameters
----------
other
Object to test whether it is not equal to the *LUT* sequence.
Returns
-------
:class:`bool`
Whether the specified object is not equal to the *LUT* sequence.
"""
return not (self == other)
[docs]
def insert(self, index: int, value: ProtocolLUTSequenceItem) -> None:
"""
Insert the specified *LUT* at the specified index in the *LUT*
sequence.
Parameters
----------
index
Index at which to insert the item in the *LUT* sequence.
value
*LUT* to insert into the *LUT* sequence.
"""
attest(
isinstance(value, ProtocolLUTSequenceItem),
'"value" items must implement the "ProtocolLUTSequenceItem" protocol!',
)
self._sequence.insert(index, value)
[docs]
def apply(self, RGB: ArrayLike, **kwargs: Any) -> NDArrayFloat:
"""
Apply the *LUT* sequence sequentially to the specified *RGB* colourspace
array.
Parameters
----------
RGB
*RGB* colourspace array to apply the *LUT* sequence sequentially
onto.
Other Parameters
----------------
kwargs
Keywords arguments. The keys must be the class type names for
which they are intended to be used with. There is no implemented
way to discriminate which class instance the keyword arguments
should be used with, thus if many class instances of the same
type are members of the sequence, any matching keyword arguments
will be used with all the class instances.
Returns
-------
:class:`numpy.ndarray`
Processed *RGB* colourspace array.
Examples
--------
>>> import numpy as np
>>> from colour.io.luts import LUT1D, LUT3x1D, LUT3D
>>> from colour.utilities import tstack
>>> LUT_1 = LUT1D(LUT1D.linear_table(16) + 0.125)
>>> LUT_2 = LUT3D(LUT3D.linear_table(16) ** (1 / 2.2))
>>> LUT_3 = LUT3x1D(LUT3x1D.linear_table(16) * 0.750)
>>> LUT_sequence = LUTSequence(LUT_1, LUT_2, LUT_3)
>>> samples = np.linspace(0, 1, 5)
>>> RGB = tstack([samples, samples, samples])
>>> LUT_sequence.apply(RGB, LUT1D={"direction": "Inverse"})
... # doctest: +ELLIPSIS
array([[ 0. ..., 0. ..., 0. ...],
[ 0.2899886..., 0.2899886..., 0.2899886...],
[ 0.4797662..., 0.4797662..., 0.4797662...],
[ 0.6055328..., 0.6055328..., 0.6055328...],
[ 0.7057779..., 0.7057779..., 0.7057779...]])
"""
RGB = as_float_array(RGB)
RGB_o = RGB
for operator in self:
RGB_o = operator.apply(RGB_o, **kwargs.get(operator.__class__.__name__, {}))
return RGB_o
[docs]
def copy(self) -> LUTSequence:
"""
Return a copy of the *LUT* sequence.
Returns
-------
:class:`colour.LUTSequence`
*LUT* sequence copy.
"""
return deepcopy(self)