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sirh/venv/lib/python3.12/site-packages/numpy/random/_pcg64.cpython-312-x86_64-linux-gnu.so

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2026-04-29 11:52:03 +02:00
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--
BitGenerator for the PCG-64 DXSM pseudo-random number generator.
Parameters
----------
seed : {None, int, array_like[ints], SeedSequence}, optional
A seed to initialize the `BitGenerator`. If None, then fresh,
unpredictable entropy will be pulled from the OS. If an ``int`` or
``array_like[ints]`` is passed, then it will be passed to
`SeedSequence` to derive the initial `BitGenerator` state. One may also
pass in a `SeedSequence` instance.
Notes
-----
PCG-64 DXSM is a 128-bit implementation of O'Neill's permutation congruential
generator ([1]_, [2]_). PCG-64 DXSM has a period of :math:`2^{128}` and supports
advancing an arbitrary number of steps as well as :math:`2^{127}` streams.
The specific member of the PCG family that we use is PCG CM DXSM 128/64. It
differs from `PCG64` in that it uses the stronger DXSM output function,
a 64-bit "cheap multiplier" in the LCG, and outputs from the state before
advancing it rather than advance-then-output.
`PCG64DXSM` provides a capsule containing function pointers that produce
doubles, and unsigned 32 and 64- bit integers. These are not
directly consumable in Python and must be consumed by a `Generator`
or similar object that supports low-level access.
Supports the method :meth:`advance` to advance the RNG an arbitrary number of
steps. The state of the PCG-64 DXSM RNG is represented by 2 128-bit unsigned
integers.
**State and Seeding**
The `PCG64DXSM` state vector consists of 2 unsigned 128-bit values,
which are represented externally as Python ints. One is the state of the
PRNG, which is advanced by a linear congruential generator (LCG). The
second is a fixed odd increment used in the LCG.
The input seed is processed by `SeedSequence` to generate both values. The
increment is not independently settable.
**Parallel Features**
The preferred way to use a BitGenerator in parallel applications is to use
the `SeedSequence.spawn` method to obtain entropy values, and to use these
to generate new BitGenerators:
>>> from numpy.random import Generator, PCG64DXSM, SeedSequence
>>> sg = SeedSequence(1234)
>>> rg = [Generator(PCG64DXSM(s)) for s in sg.spawn(10)]
**Compatibility Guarantee**
`PCG64DXSM` makes a guarantee that a fixed seed will always produce
the same random integer stream.
References
----------
.. [1] `"PCG, A Family of Better Random Number Generators"
<http://www.pcg-random.org/>`_
.. [2] O'Neill, Melissa E. `"PCG: A Family of Simple Fast Space-Efficient
Statistically Good Algorithms for Random Number Generation"
<https://www.cs.hmc.edu/tr/hmc-cs-2014-0905.pdf>`_
Get or set the PRNG state
Returns
-------
state : dict
Dictionary containing the information required to describe the
state of the PRNG
PCG64(seed=None)
--
BitGenerator for the PCG-64 pseudo-random number generator.
Parameters
----------
seed : {None, int, array_like[ints], SeedSequence}, optional
A seed to initialize the `BitGenerator`. If None, then fresh,
unpredictable entropy will be pulled from the OS. If an ``int`` or
``array_like[ints]`` is passed, then it will be passed to
`SeedSequence` to derive the initial `BitGenerator` state. One may also
pass in a `SeedSequence` instance.
Notes
-----
PCG-64 is a 128-bit implementation of O'Neill's permutation congruential
generator ([1]_, [2]_). PCG-64 has a period of :math:`2^{128}` and supports
advancing an arbitrary number of steps as well as :math:`2^{127}` streams.
The specific member of the PCG family that we use is PCG XSL RR 128/64
as described in the paper ([2]_).
`PCG64` provides a capsule containing function pointers that produce
doubles, and unsigned 32 and 64- bit integers. These are not
directly consumable in Python and must be consumed by a `Generator`
or similar object that supports low-level access.
Supports the method :meth:`advance` to advance the RNG an arbitrary number of
steps. The state of the PCG-64 RNG is represented by 2 128-bit unsigned
integers.
**State and Seeding**
The `PCG64` state vector consists of 2 unsigned 128-bit values,
which are represented externally as Python ints. One is the state of the
PRNG, which is advanced by a linear congruential generator (LCG). The
second is a fixed odd increment used in the LCG.
The input seed is processed by `SeedSequence` to generate both values. The
increment is not independently settable.
**Parallel Features**
The preferred way to use a BitGenerator in parallel applications is to use
the `SeedSequence.spawn` method to obtain entropy values, and to use these
to generate new BitGenerators:
>>> from numpy.random import Generator, PCG64, SeedSequence
>>> sg = SeedSequence(1234)
>>> rg = [Generator(PCG64(s)) for s in sg.spawn(10)]
**Compatibility Guarantee**
`PCG64` makes a guarantee that a fixed seed will always produce
the same random integer stream.
References
----------
.. [1] `"PCG, A Family of Better Random Number Generators"
<https://www.pcg-random.org/>`_
.. [2] O'Neill, Melissa E. `"PCG: A Family of Simple Fast Space-Efficient
Statistically Good Algorithms for Random Number Generation"
<https://www.cs.hmc.edu/tr/hmc-cs-2014-0905.pdf>`_
needs an argument%.200s() %stakes no keyword argumentstakes exactly one argument%.200s() %s (%zd given)takes no argumentsBad call flags for CyFunction_cython_3_2_4<cyfunction %U at %p>__pyx_capi____loader__loader__file__origin__package__parent__path__submodule_search_locationsan integer is requireddecompresszlib__reduce_cython__keywords must be stringsnumpy/random/_pcg64.pyxat mostat leastjumpedMissing type object__setstate_cython__exactly<stringsource>advancename '%U' is not defined__init____del__builtinscython_runtime__builtins__does not matchnumpy._core._multiarray_umathnumpy.core._multiarray_umath_ARRAY_API_ARRAY_API is NULL pointerBitGeneratornumpy.random.bit_generatornumpydtypeflatiterbroadcastndarraygenericnumberunsignedintegerinexactcomplexfloatingflexiblecharacterufuncSeedlessSeedSequenceSeedlessSequencevariablenumpy.random._commonfunctioninit numpy.random._pcg64__reduce____module____vectorcalloffset____weaklistoffset__func_doc__doc__func_name__name____qualname__func_dict__dict__func_globals__globals__func_closure__closure__func_code__code__func_defaults__defaults____kwdefaults____annotations___is_coroutinenumpy.random._pcg64.PCG64DXSMstatenumpy.random._pcg64.PCG64xڥRMO1M$T<><54><EFBFBD>ʡj<CAA1><6A><EFBFBD><EFBFBD><EFBFBD><EFBFBD><0F><>qB<71>R@<40><><EFBFBD>@z<>Jh<4A>ؓ`صۛf/U<>9<EFBFBD><39><EFBFBD>=r<><72>c~<02><1C> <09><><EFBFBD><EFBFBD>4<EFBFBD>N]<5D><>g<EFBFBD>̛<EFBFBD><CC9B><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?2<>I#@ζ(<28>9b"<0E><>*<15>aN<>"<22><>$<24>:=#=FR<46><52>aqH<71><48><EFBFBD><11><>&<26>y<EFBFBD>hk<68><6B>GIGc<47><63><EFBFBD><EFBFBD>M <0B><><EFBFBD><EFBFBD>D <0B>!=J<><4A><EFBFBD>kX$E<1B><><EFBFBD><EFBFBD>WK̑<14>l#5^S*/<2F><>$࢕'<27><><1E><11>qjn޹h<DEB9>-k<>\<5C><><15><0F><><EFBFBD><EFBFBD><EFBFBD>Ь<EFBFBD>׷<EFBFBD><D7B7>P<>b<EFBFBD>@<40><01><>4<EFBFBD>̷8 kAqrql<1F>lx<6C><78><EFBFBD>N<EFBFBD>d#"<22>J:v<><76><EFBFBD><EFBFBD>6v<36>6Ga$<08>щ<EFBFBD>\<5C>v 26\<5C><>-<06>cT<63>H@<03><>۬<0F><00><08><06>'<27>a`3I<33>F&hƂŸ\<5C>g<EFBFBD>B<EFBFBD><42>F? GDC̅Y|<7C>],<17><><EFBFBD>4<EFBFBD><34>s<EFBFBD><73><EFBFBD><EFBFBD><EFBFBD>Y[:$<24><><EFBFBD>B<EFBFBD><42>$<24><><EFBFBD><EFBFBD>R<EFBFBD><15><><EFBFBD><EFBFBD><EFBFBD><12><08>jFUl'S<>}<1A> gw<18><><EFBFBD><EFBFBD>;<3B><>Ȝ䆭U<><55><EFBFBD>fZ<66>_<08>2<EFBFBD><32>Ǡ<EFBFBD><C7A0><EFBFBD><EFBFBD>KgmgT<67>1<>Z<EFBFBD><5A><EFBFBD><EFBFBD><EFBFBD><EFBFBD> <09><>&<26>M<EFBFBD><4D>"<22>m<EFBFBD>a2<61><32>(r0<>͵<EFBFBD><CDB5><EFBFBD><01>v6<76><36><EFBFBD>mجn<D8AC>Vu<56><75><EFBFBD>ٮ<EFBFBD>Ʒ<EFBFBD><C6B7><EFBFBD>g<EFBFBD><67>U<EFBFBD>0<EFBFBD>4<EFBFBD>J<EFBFBD>ddPz<50>;HY6<59><36>a6<61>-\<5C>vOV<7F>> <0B><>^)-<2D><><EFBFBD><EFBFBD>e<EFBFBD>y<EFBFBD>)mfլ~v<><76>q^<1C><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>n<EFBFBD><6E>5-O<0E><><EFBFBD><EFBFBD>v{<7B>g<EFBFBD><67><EFBFBD><EFBFBD><EFBFBD>a<61><7F>0(<28>\̼<><CCBC><EFBFBD><EFBFBD><EFBFBD>OlN9}<7D>g<><67><07><>><3E>I]L<><4C><EFBFBD><EFBFBD><EFBFBD><EFBFBD><06><03><>g0000000000004u6tsrivqafgav7760c1eeri1l '"O   
 
 
 
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advance(delta)
Advance the underlying RNG as-if delta draws have occurred.
Parameters
----------
delta : integer, positive
Number of draws to advance the RNG. Must be less than the
size state variable in the underlying RNG.
Returns
-------
self : PCG64
RNG advanced delta steps
Notes
-----
Advancing a RNG updates the underlying RNG state as-if a given
number of calls to the underlying RNG have been made. In general
there is not a one-to-one relationship between the number output
random values from a particular distribution and the number of
draws from the core RNG. This occurs for two reasons:
* The random values are simulated using a rejection-based method
and so, on average, more than one value from the underlying
RNG is required to generate a single draw.
* The number of bits required to generate a simulated value
differs from the number of bits generated by the underlying
RNG. For example, two 16-bit integer values can be simulated
from a single draw of a 32-bit RNG.
Advancing the RNG state resets any pre-computed random numbers.
This is required to ensure exact reproducibility.
jumped(jumps=1)
Returns a new bit generator with the state jumped.
Jumps the state as-if jumps * 210306068529402873165736369884012333109
random numbers have been generated.
Parameters
----------
jumps : integer, positive
Number of times to jump the state of the bit generator returned
Returns
-------
bit_generator : PCG64DXSM
New instance of generator jumped iter times
Notes
-----
The step size is phi-1 when multiplied by 2**128 where phi is the
golden ratio.
advance(delta)
Advance the underlying RNG as-if delta draws have occurred.
Parameters
----------
delta : integer, positive
Number of draws to advance the RNG. Must be less than the
size state variable in the underlying RNG.
Returns
-------
self : PCG64
RNG advanced delta steps
Notes
-----
Advancing a RNG updates the underlying RNG state as-if a given
number of calls to the underlying RNG have been made. In general
there is not a one-to-one relationship between the number output
random values from a particular distribution and the number of
draws from the core RNG. This occurs for two reasons:
* The random values are simulated using a rejection-based method
and so, on average, more than one value from the underlying
RNG is required to generate a single draw.
* The number of bits required to generate a simulated value
differs from the number of bits generated by the underlying
RNG. For example, two 16-bit integer values can be simulated
from a single draw of a 32-bit RNG.
Advancing the RNG state resets any pre-computed random numbers.
This is required to ensure exact reproducibility.
jumped(jumps=1)
Returns a new bit generator with the state jumped.
Jumps the state as-if jumps * 210306068529402873165736369884012333109
random numbers have been generated.
Parameters
----------
jumps : integer, positive
Number of times to jump the state of the bit generator returned
Returns
-------
bit_generator : PCG64
New instance of generator jumped iter times
Notes
-----
The step size is phi-1 when multiplied by 2**128 where phi is the
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