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HExHHEMMAE1HHH9t5HuHIxH9t$HH9tHuH9f.HUBHZE1 uLmH=[!& u'LLI Md HzAAD$AT$HH HcЉH9AD$AT$HH HHcЉH9xiAD$AT$HH HcЉH9DAD$AT$HH HHcЉH9dAKMH IHvH5H8 ^AX IAE1^fDH@`H*HHLIH H{vH@HT$H9@ IAHHHH5u1LLL$ LL$twL LL$IIHILLH5x;sRIHH@NEaIHIHYuLL$H5H8LL$I{HInL aAQAAHH II$Ae^ HBHtH58H8'| HHtH58H8mLHH9HuHtH9MI9oMuH9aMLd$(A:H@`HHHLD$LLD$HIHD$I9BIBIBHHHH5s1LLD$LT$LT$LD$1L5 LT$LD$IIFHI9LLD$SLD$"LH59LD$PLD$HI,EzARABHH IHrH5LT$ILD$H8LD$LT$ZLLD$LT$wLT$LD$I6H@`HEHH5LL$LLL$HIHD$I9BIB>IBHHHH5r1LLL$LT$'LT$LL$LLT$LL$IIEHI8LLL$LL$!LH57LL$NLL$HI,~EbARABHH IHmqH5LT$ILL$H8 LL$LT$ZHyHqH5V5H8^LLL$LT$vLT$LL$I H@`HHHLHHHpHD$H9EubHEHEHwcH)‹EHHcЉH9HEHHEHWHH5(6#MHHuHHH)HHt|HtYHHcЉH9tHHoH5rH8HEHHE~HqEUHH HcЉH9'릋EUHH HHcЉH9AMAgME1H@`HHHLIHHVoHD$I9GusIGIGvHHHubAGAWHH Љ‰H9IHILLH5v4qKIHr0H5an1Lx:L ‰H9tHH@nH5H8IHILA_=H@`HHHLIHHnHD$I9Gu]IGIGHw^H)AGHHcЉH9uIHILkLH5<37JIHuHHH)HHt|HtWLHcЉH9tHHmH5H8I1HI$LAGAWHH HcЉH9)AGAWHH HHcЉH9AZHylH5RH8:4ILL$LL$H4HlH5g0H8LL$I4LD$LD$HiHkH5&0H8LD$IH@`HHHtLL$LLL$HIYHD$I9BIBIBHHHH5Hk1LLL$LT$\LT$LL$3LLT$LL$IIJHI=LLL$LL$&LH50LL$GLL$HI,ARABHH IEbHjH5;LT$ILL$H8ULL$LT$ZLLL$LT$toLT$LL$I6LL$LL$HH jH5].H8LL$HIHHiH5.H8H@`HtoHHtcHIHtVHD$I9Gu/L NIHI L~LH5O/JFIHu{HmH iH5r-H8 RH.?HhH5H8kH>HhH5-H8#H@`HtpHHtdLHHtWHD$H9Gu3H|$&MH|$H HHH5V.QEHHunH`H'hH5y,H8EHHJ[H H@`HtpHHtdLHHtWHD$H9Gu3H|$eH|$HHHH5{-vDHHuXDHJHLgH5+H85/H HHgH5b+H8@HH@HHxuH@HHHHHHH9rYHPHOHHHHHHH;PvmHAHHOHPHHHHHHH;PvnHAHHWHPH@HHOHPHHHHHHH;PwHtHPHOHHHHHHH9PrHWHPHtHH%.200s() takes no arguments (%zd given)%.200s() takes exactly one argument (%zd given)%.200s() takes no keyword arguments__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)%.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)Interpreter change detected - this module can only be loaded into one interpreter per process.unbound method %.200S() needs an argumentvalue too large to convert to int%.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 PyObjectinvalid vtable found for imported type__annotations__ must be set to a dict object__name__ must be set to a string object__qualname__ must be set to a string object__defaults__ must be set to a tuple objectchanges to cyfunction.__defaults__ will not currently affect the values used in function calls__kwdefaults__ must be set to a dict objectchanges to cyfunction.__kwdefaults__ will not currently affect the values used in function callsfunction's dictionary may not be deletedsetting function's dictionary to a non-dictinstance exception may not have a separate valuecalling %R should have returned an instance of BaseException, not %Rraise: exception class must be a subclass of BaseExceptionvalue too large to convert to uint32_tcan't convert negative value to uint32_t%s() got multiple values for keyword argument '%U'%.200s() keywords must be strings%s() got an unexpected keyword argument '%U'can't convert negative value to uint64_tnumpy/random/_philox.cpython-312-x86_64-linux-gnu.so.p/numpy/random/_philox.pyx.c%.200s() takes %.8s %zd positional argument%.1s (%zd given)numpy.random._philox.Philox.advance while calling a Python objectNULL result without error in PyObject_Callnumpy.random._philox.Philox.jump_inplaceModule '_philox' has already been imported. Re-initialisation is not supported.compile time Python version %d.%d of module '%.100s' %s runtime version %d.%dShared Cython type %.200s is not a type objectShared Cython type %.200s has the wrong size, try recompiling0x100000000000000000000000000000000base 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 %.200sPyObject *(PyObject *, PyObject *)PyArrayObject *(PyObject *, PyObject *, PyObject *, PyObject *)_ARRAY_API is not PyCapsule objectmodule compiled against ABI version 0x%x but this version of numpy is 0x%xmodule was compiled against NumPy C-API version 0x%x (NumPy 1.20) but the running NumPy has C-API version 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 runtimenumpy.random._philox.Philox.__setstate_cython__numpy.random._philox.Philox.__reduce_cython__numpy.random._philox.Philox.jumpedCannot convert %.200s to %.200snumpy.random._philox.Philox.__init__numpy.random._philox.Philox.state.__get__numpy.random._philox.Philox.state.__set___cython_3_0_11.cython_function_or_method 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 :meth:`jumped` method to advance the state as-if :math:`2^{128}` random numbers have been generated. Alternatively, :meth:`advance` can be used to advance the counter for any positive step in [0, 2**256). When using :meth:`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. Get or set the PRNG state Returns ------- state : dict Dictionary containing the information required to describe the state of the PRNG Bad call flags for CyFunction__pyx_capi____loader__loader__file__origin__package__parent__path__submodule_search_locations%.200s() needs an argumentkeywords must be stringsan integer is requiredname '%U' is not defined%s (%s:%d)advanceexactly_philox.pyxbuiltinscython_runtime__builtins__does not match_cython_3_0_11numpy.random.bit_generatorBitGeneratornumpydtypeflatiterbroadcastndarraygenericnumberunsignedintegerinexactcomplexfloatingflexiblecharacterufuncSeedSequenceSeedlessSequencenumpy.random._commondoubleLEGACY_POISSON_LAM_MAXuint64_tMAXSIZEwrap_intint_to_arraynumpy._core._multiarray_umathnumpy.core._multiarray_umath_ARRAY_API_ARRAY_API is NULL pointer__init__.cython-30.pxdnumpy.import_arrayinit numpy.random._philox__setstate_cython____reduce_cython__at leastat mostjumpedMissing type object__init____del____reduce____module__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._philox.Philoxstate 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 self._bitgen,self.rng_state cannot be converted to a Python object for picklingseed and key cannot be both usednumpy._core.umath failed to importnumpy._core.multiarray failed to import/project/numpy/random/_philox.pyxstate must be for a {0} PRNGPhilox.__setstate_cython__Philox.__reduce_cython__state must be a dictnumpy.random._philoxcline_in_tracebackasyncio.coroutines__setstate_cython__generate_statePhilox.advance__reduce_cython__bit_generatorPhilox.jumped_is_coroutine_initializingImportError__pyx_vtable__has_uint32buffer_posValueError__reduce_ex____pyx_stateisenabledTypeErroruinteger__setstate____getstate__disabledelta_acounteradvanceuint64__reduce__jumped__import__formatenablebufferPhiloxstaterangenumpyjumpsemptydtypedelta__class____test__step__spec__selfseed__name____main____init__keyget__all__?npgc*<@;\Jxx8p/X" n(Hh H8PdL8 < xx   THXxt8X8H  8 P l   8  $  8 X# x&T ) ) + - 0 x2 X4< x6 x@ F`JNXRLh^H~ șXzRx $FJ w?;*3$"Df]h\hpt!&DaUl hVl iP\7AZ E V@(|AGG0g GAJ d DAG R CAB l%i_ H 8 BEH A(A0m(D BBB TA@ G s E DIBEL E(A0A8E@8A0A(B BBBD\BEL E(A0A8E@8A0A(B BBB8zBBE A(A0d(D BBB8]BBB D(D0G(A BBB Dq K D D @$TRAZ E \ D Qx|BBE B(D0D8Dc 8G0A(B BBBF ] 8D0A(B BBBF Q 8I0A(B BBBM (L BAG \ DBD 4$ BAD  DBI \ DBF H\oBEE E(A0D8E@8D0A(B BBBPBHE A(D0JGfAV0D(A BBB D` D  xT,h 4PBB B(A0A8Z0A(M BHBDP8tBEG L(D0A8GPTXO`MhGpGxGGGGMEAIP`8D0A(B BBB(VHTpCA$((nBDA cABP d x\^|a@~\aDo E | D XSDNDM G xD~ F o0txD~ F o(PADD d AAA (|XADD d AAA D~ F o I h\BEA A BBK  EBL z BBJ A EBH Y EBH \ BBH 4i_ H XT EBB B(A0A8q 0A(g BBBD w 0A(G EEBE DD EBB B(A0A8 0A(O BBBB ,:BAA a CBF ( ,)Ac@D @BAG L DBD ` AEJ ` DBJ 8 ZBBA A(G0d (D ABBF d BEE F(D0A8D+ 8F0A(B BBBK I 8A0A(B BBBA D, H$BAG ~ DBB L DBF j DBH @t %bBB A(A0D@S 0D(A BBBF $ LBDA AAB@ 'BBE A(A0D@z 0D(A BBBD d$ ( BBB B(D0A8Fp- 8A0A(B BBBF D 8A0A(B BBBJ t 2BIB B(D0A8G7 8A0A(B BBBD DW_F^ 8A0A(B BBBH X 7BBB E(A0D@ 0A(B BBBB ] 0C(B BBBH ` u!BBB B(A0A8GiHHKHFFAAIHFFAAIOEFFAAIVEFFAAI8A0A(B BBBX8 ,;BIB B(A0A8GzV_F\ 8C0A(B BBBK X >BBA A(D@ (C ABBG THRP`HA@F (A ABBE \ B BIB E(D0A8DIYF_ 8D0A(B BBBH \PMBIT G(E0A8G^VRFb 8D0A(B BBBB H4muBBB B(A0A8DpI 8D0A(B BBBD Hh*BBB B(A0A8Dp 8D0A(B BBBA H7 \pP8 @ )  @!R  9_  ~P  X    0    0  )     -  <  H M  \dnd  |    @S    0x  x>  0\  |   0  0    (  :?  `)X  p  PZ        dL  +  > pO   P H    eu!%?8X0p( h`IXr~  ` #@ c p p  A uu p*h@@P `0(U@P | wM  І )0P P\({ pH8@ PH$9JUg| 7H^ju/>N^w