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AHiHH5H9ExyIMIAIAHPHHHLLL$$LL$HcЉH9I)} A]x/fI9Y.IALHAGAWHH I/IEpHHD$H@L(!L!UH@hHH@HHLIfDI;_IGL II/LLL$ LL$fL M݀HH;\$@LLL$k LL$jE1HEyI9YIALLL$LD$II(xA?HtAQHE_1aLjDH@`HT$HHHLIHtH >H@HT$H9HL$u]"IAHHHHv\HuaAAAQHH I)LHT$HT$yLH5HbIHkH@HT$HtAQLLL$LL$HI))뗽LMvAzIRHt AY1HtAQHE1LLL$iLL$‰H9UHHLL$H5B*H8rLL$LL$3LL$H~ II/t)Imt?H EH=1ŏL3ImkLｱTI~AAAQHH HcЉH9HÀLL$H57$H8LL$LL$HLL$H AAAQHH HHcЉH9fH_LD$H5(LL$H8LL$LD$I(jLLL$=LL$SHHH9t4HuH (H9t#HHH9tHuH9fDIKAHY1 uIkH=|(LL$"LL$u6LL$LHItMLL${!LL$HAAAAQHH HcЉH9qH7LL$H5"H8LL$LL$LL$HZ 8AAAQHH HHcЉH9fH~LL$H5'H8LL$I)LAKHIIAX@H@`HT$HHHyLIHhH V~H@HT$H9HL$u] IAHHHHv\HuaAAAQHH I)LHT$HT$LH5C]IH H@HT$HtAQLLL$LL$HI)뗽AeHI H1}LL$H5%H8LL$~LL$LL$H3H|H5>AH8LL$H|LL$H5%H8LL$I)LDH{Hd|H5@H8U`HLL$HH@`HHHLL$ LLD$LD$LL$ HIHD$I9BuoIB6 IBHHPHv{HARABHH II*"LLD$LL$ LL$LD$LH5ALD$ LL$ZLL$LD$ HIb*1HtARALLD$ LL$LT$LD$ LL$LT$IcLT$ H{H5U#LD$LL$H8I LL$LD$LT$ &HLL$HH@`H HHLL$LLL$HIHD$I9BulIB IJHHAHHu_ABARHH I*LLL$HT$A HT$LL$LH5<@YLL$HIt=LLL$LT${LL$LT$H1HtABhH'HyH5=H8y H@`HHH LL$LLL$HIHyHD$I9GukIGIGHHPHHu^AGAWHH Љ‰H9ukI/LLL$ LL$}LH5 ?PXLL$HIu-LLL$MLL$‰H9tHHxLL$H5*!H8Z LL$I/LLL$~ LL$HA_BH@`HHHLL$LLL$HIH;xHD$I9GupIGIGHPHvvHHt}LLL$| LL$HcЉH9uI/LLL$ LL$LH5=VLL$HIpHHA_uAGAWHH HcЉH9tH4wLL$H5H8 LL$I/gLLL$ LL$PAGAWHH HHcЉH9)I/mLLL$1LL$I/LLL$1LL$1H@`HHHLL$LLL$HHHvHD$H9EuqHEHEHPHvwHHt}HLL$ LL$HcЉH9wHm!HLL$LL$ HH5;@ULL$HHoHH]u룋EUHH HcЉH9tH~uLL$H5H8BLL$Hm>> 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.pyxat leastat mostjumpedMissing type objectbuiltinscython_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____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*<@;\JXx(%"(d4  ( _ ,<Xhx 8hPdx  (  4 L|H(x(H0h\xx ! 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