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low_discrepancy.py
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Thu, May 2, 10:00
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text/x-python
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R6746 RationalROMPy
low_discrepancy.py
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# Copyright (C) 2018-2020 by the RROMPy authors
#
# This file is part of RROMPy.
#
# RROMPy is free software: you can redistribute it and/or modify
# it under the terms of the GNU Lesser General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# RROMPy is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU Lesser General Public License for more details.
#
# You should have received a copy of the GNU Lesser General Public License
# along with RROMPy. If not, see <http://www.gnu.org/licenses/>.
#
import
numpy
as
np
from
rrompy.utilities.base.types
import
List
from
rrompy.utilities.exception_manager
import
RROMPyException
__all__
=
[
'lowDiscrepancy'
]
def
vanderCorput
(
n
:
int
)
->
List
[
int
]:
if
n
<=
0
:
raise
RROMPyException
(
"Only positive integers allowed."
)
x
=
[
0
]
*
n
ln
=
int
(
np
.
ceil
(
np
.
log2
(
n
)))
for
j
in
range
(
n
):
x
[
j
]
=
int
(
np
.
binary_repr
(
j
,
width
=
ln
)[::
-
1
],
2
)
return
x
def
lowDiscrepancy
(
n
:
int
,
inverse
:
bool
=
False
)
->
List
[
int
]:
if
n
<=
0
:
raise
RROMPyException
(
"Only positive integers allowed."
)
max2Fac
=
2
**
int
(
np
.
ceil
(
np
.
log2
(
n
)))
xBase
=
np
.
array
(
vanderCorput
(
max2Fac
),
dtype
=
np
.
int
)
x
=
list
(
xBase
[
xBase
<
n
])
if
inverse
:
x
=
list
(
np
.
argsort
(
x
))
return
x
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