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T{BSC[D#_p;{TA{{&q 4+T{{;@c9#B)R+RҺc9#)R-R@c9#)R.Rc9#)R/R@7x`##p6cEa$Rn;@cEkF;@cE#RkFck;?#ѤG{S@ [c7 B_ Tv@ @ T[DcE2AA"c@ $RALRSG@@Ba T{BSC#_v@  ATky`T!{`aTz` kF_@TG5c`>@B$!>$!!GRc@ $bR[DcEZT!{zkq 4 Tzz$# 6[DERcEkF [D!ERcEkF[ck^ {{_Interpreter change detected - this module can only be loaded into one interpreter per process.name__loader__loader__file__origin__package__parent__path__submodule_search_locationsinvalid vtable found for imported type%.200s.%.200s is not a type object%.200s.%.200s size changed, may indicate binary incompatibility. Expected %zd from C header, got %zd from PyObject%s.%s size changed, may indicate binary incompatibility. Expected %zd from C header, got %zd from PyObjectname '%U' is not definednumpy/random/_philox.cpython-312-aarch64-linux-gnu.so.p/numpy/random/_philox.pyx.c%s (%s:%d)__pyx_capi__%.200s does not export expected C variable %.200sC variable %.200s.%.200s has wrong signature (expected %.500s, got %.500s)%.200s does not export expected C function %.200sC function %.200s.%.200s has wrong signature (expected %.500s, got %.500s)__int__ returned non-int (type %.200s). The ability to return an instance of a strict subclass of int is deprecated, and may be removed in a future version of Python.__%.4s__ returned non-%.4s (type %.200s)intan integer is requiredvalue too large to convert to intcan't convert negative value to uint64_tvalue too large to convert to uint32_tcan't convert negative value to uint32_t while calling a Python objectNULL result without error in PyObject_Call_philox.pyxnumpy.random._philox.Philox.jump_inplacenumpy.random._philox.Philox.state.__get__instance exception may not have a separate valuecalling %R should have returned an instance of BaseException, not %Rraise: exception class must be a subclass of BaseExceptionexactly__reduce_cython__%.200s() takes %.8s %zd positional argument%.1s (%zd given)%.200s() keywords must be strings%s() got an unexpected keyword argument '%U'numpy.random._philox.Philox.__reduce_cython__numpy.random._philox.Philox.state.__set____del__Module '_philox' has already been imported. Re-initialisation is not supported.builtinscython_runtime__builtins__does not matchnumpy.random._philoxcompile time Python version %d.%d of module '%.100s' %s runtime version %d.%d0x100000000000000000000000000000000numpy.random.bit_generatorBitGeneratorbase class '%.200s' is not a heap typeextension type '%.200s' has no __dict__ slot, but base type '%.200s' has: either add 'cdef dict __dict__' to the extension type or add '__slots__ = [...]' to the base typemultiple bases have vtable conflict: '%.200s' and '%.200s'Unable to initialize pickling for %.200stypenumpydtypeflatiterbroadcastndarraygenericnumbersignedintegerunsignedintegerinexactfloatingcomplexfloatingflexiblecharacterufuncSeedSequenceSeedlessSequencedoublePOISSON_LAM_MAXLEGACY_POISSON_LAM_MAXMAXSIZEPyObject *(PyObject *, PyObject *)wrap_intPyArrayObject *(PyObject *, PyObject *, PyObject *, PyObject *)int_to_arraynumpy.core._multiarray_umath_ARRAY_API_ARRAY_API is not PyCapsule object_ARRAY_API is NULL pointermodule compiled against ABI version 0x%x but this version of numpy is 0x%xmodule compiled against API version 0x%x but this version of numpy is 0x%x . Check the section C-API incompatibility at the Troubleshooting ImportError section at https://numpy.org/devdocs/user/troubleshooting-importerror.html#c-api-incompatibility for indications on how to solve this problem .FATAL: module compiled as unknown endianFATAL: module compiled as little endian, but detected different endianness at runtime__init__.cython-30.pxdnumpy.import_arrayinit numpy.random._philoxnumpy.random._common%s() got multiple values for keyword argument '%U'at leastat most__init__numpy.random._philox.Philox.__init__jumpednumpy.random._philox.Philox.jumpedMissing type objectCannot convert %.200s to %.200sadvancenumpy.random._philox.Philox.advancenumpy.random._philox.Philox.__setstate_cython____setstate_cython__state Get or set the PRNG state Returns ------- state : dict Dictionary containing the information required to describe the state of the PRNG numpy.random._philox.Philox Philox(seed=None, counter=None, key=None) Container for the Philox (4x64) 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. counter : {None, int, array_like}, optional Counter to use in the Philox state. Can be either a Python int (long in 2.x) in [0, 2**256) or a 4-element uint64 array. If not provided, the RNG is initialized at 0. key : {None, int, array_like}, optional Key to use in the Philox state. Unlike ``seed``, the value in key is directly set. Can be either a Python int in [0, 2**128) or a 2-element uint64 array. `key` and ``seed`` cannot both be used. Attributes ---------- lock: threading.Lock Lock instance that is shared so that the same bit git generator can be used in multiple Generators without corrupting the state. Code that generates values from a bit generator should hold the bit generator's lock. Notes ----- Philox is a 64-bit PRNG that uses a counter-based design based on weaker (and faster) versions of cryptographic functions [1]_. Instances using different values of the key produce independent sequences. Philox has a period of :math:`2^{256} - 1` and supports arbitrary advancing and jumping the sequence in increments of :math:`2^{128}`. These features allow multiple non-overlapping sequences to be generated. ``Philox`` 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. **State and Seeding** The ``Philox`` state vector consists of a 256-bit value encoded as a 4-element uint64 array and a 128-bit value encoded as a 2-element uint64 array. The former is a counter which is incremented by 1 for every 4 64-bit randoms produced. The second is a key which determined the sequence produced. Using different keys produces independent sequences. The input ``seed`` is processed by `SeedSequence` to generate the key. The counter is set to 0. Alternately, one can omit the ``seed`` parameter and set the ``key`` and ``counter`` directly. **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, Philox, SeedSequence >>> sg = SeedSequence(1234) >>> rg = [Generator(Philox(s)) for s in sg.spawn(10)] ``Philox`` can be used in parallel applications by calling the ``jumped`` method to advances the state as-if :math:`2^{128}` random numbers have been generated. Alternatively, ``advance`` can be used to advance the counter for any positive step in [0, 2**256). When using ``jumped``, all generators should be chained to ensure that the segments come from the same sequence. >>> from numpy.random import Generator, Philox >>> bit_generator = Philox(1234) >>> rg = [] >>> for _ in range(10): ... rg.append(Generator(bit_generator)) ... bit_generator = bit_generator.jumped() Alternatively, ``Philox`` can be used in parallel applications by using a sequence of distinct keys where each instance uses different key. >>> key = 2**96 + 2**33 + 2**17 + 2**9 >>> rg = [Generator(Philox(key=key+i)) for i in range(10)] **Compatibility Guarantee** ``Philox`` makes a guarantee that a fixed ``seed`` will always produce the same random integer stream. Examples -------- >>> from numpy.random import Generator, Philox >>> rg = Generator(Philox(1234)) >>> rg.standard_normal() 0.123 # random References ---------- .. [1] John K. Salmon, Mark A. Moraes, Ron O. Dror, and David E. Shaw, "Parallel Random Numbers: As Easy as 1, 2, 3," Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (SC11), New York, NY: ACM, 2011. _philox@ImportErrorPhiloxTypeErrorValueError?*advance__all__bit_generatorbufferbuffer_pos__class__cline_in_tracebackcounterdeltadisabledtypeemptyenableformatgcgenerate_stateget__getstate__has_uint32__import____init___initializingisenabledjumpskey__main____name__npnumpynumpy.core.multiarray failed to importnumpy.core.umath failed to import__pyx_state__pyx_vtable__range__reduce____reduce_cython____reduce_ex__seedseed and key cannot be both usedself._bitgen,self.rng_state cannot be converted to a Python object for pickling__setstate____setstate_cython____spec__statestate must be a dictstate must be for a {0} PRNGstep__test__uint64uinteger 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 : Philox 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 an 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 The state of the returned bit generator is jumped as-if (2**128) * jumps random numbers have been generated. Parameters ---------- jumps : integer, positive Number of times to jump the state of the bit generator returned Returns ------- bit_generator : Philox New instance of generator jumped iter times ;2E(F(