+ &j^RIHt^RIt^RIHt^RIHtHtHtHtH t RRRllt RRlt RR R llt R R lt R RltRRltRRltRRltRRlt.ROtR#))IterableN)Tensor) _lazy_call _lazy_initcurrent_device device_countis_initializedcpV^8dQhR\\,\P,R\/#)devicereturn)intstrtorchr r)formats"h/Users/jameslopez/projects/CWCArchive/cwc-podcast/.venv/lib/python3.14/site-packages/torch/xpu/random.py __annotate__r s'))#)ell2)v)c`\4\V\4'd\P!V4pM-\V\ 4'd\P!RV4pVP pVf \4p\PPV,pVP4#)a6Return the random number generator state of the specified GPU as a ByteTensor. Args: device (torch.device or int, optional): The device to return the RNG state of. Default: ``'xpu'`` (i.e., ``torch.device('xpu')``, the current XPU device). .. warning:: This function eagerly initializes XPU. xpu) r isinstancerrr rindexrrdefault_generators get_state)r idxdefault_generators& r get_rng_stater s{L&#f% FC eV, ,,C { 44S9  & & ((rc:V^8dQhR\\,/#r r )listr)rs"rrr s4<rcf\\44Uu.uFp\V4NK ppV#uupi)zQReturn a list of ByteTensor representing the random number states of all devices.)rangerr)iresultss rget_rng_state_allr% s/).|~)>?)>A}Q)>G? N@s.ctV^8dQhR\R\\,\P,RR/#)r new_stater r N)rrrrr )rs"rrr&s/VS3Y-ERVrcaa\4'gP\PP4;_uu_4SP \P R7oRRR4\ S\4'd\P!S4oM-\ S\4'd\P!RS4oRVV3Rllp\V4R# +'giL;i)aSet the random number generator state of the specified GPU. Args: new_state (torch.ByteTensor): The desired state device (torch.device or int, optional): The device to set the RNG state. Default: ``'xpu'`` (i.e., ``torch.device('xpu')``, the current XPU device). ) memory_formatNrcV^8dQhRR/#r r N)rs"rr#set_rng_state..__annotate__7s///rc<SPpVf \4p\PPV,pVP S4R#N)rrrrr set_state)rrr r's rcbset_rng_state..cb7s<ll ; "C!II88=##I.r) r r_C_DisableFuncTorchclonecontiguous_formatrrr rr)r'r r1sff r set_rng_stater7&s    XX ' ' ) )!e6M6MNI*&#f% FC eV,//rN* )s !C C# c>V^8dQhR\\,RR/#)r new_statesr N)rr)rs"rrrAs  (6"2 t rcD\V4Fwr\W!4K R#)zSet the random number generator state of all devices. Args: new_states (Iterable of torch.ByteTensor): The desired state for each device. N) enumerater7)r9r#states& rset_rng_state_allr=As j)e*rc(V^8dQhR\RR/#r seedr Nr)rs"rrrKscdrcJa\S4oRV3Rllp\VRR7R#)alSet the seed for generating random numbers for the current GPU. It's safe to call this function if XPU is not available; in that case, it is silently ignored. Args: seed (int): The desired seed. .. warning:: If you are working with a multi-GPU model, this function is insufficient to get determinism. To seed all GPUs, use :func:`manual_seed_all`. cV^8dQhRR/#r+r,)rs"rr!manual_seed..__annotate__Ys,,,rc<\4p\PPV,pVP S4R#r/)rrrr manual_seed)rrr@s rr1manual_seed..cbYs.!II88=%%d+rT)r@Nrrr@r1sf rrFrFKs$ t9D,, rrc(V^8dQhR\RR/#r?rA)rs"rrras""#"$"rcJa\S4oRV3Rllp\VRR7R#)zSet the seed for generating random numbers on all GPUs. It's safe to call this function if XPU is not available; in that case, it is silently ignored. Args: seed (int): The desired seed. cV^8dQhRR/#r+r,)rs"rr%manual_seed_all..__annotate__ks000rc<\\44F5p\PPV,pVP S4K7 R#r/)r"rrrrrF)r#rr@s rr1manual_seed_all..cbks7|~&A % < .__annotate__}s!!!rc|\4p\PPV,pVP 4R#r/)rrrrr@rrs rr1seed..cb}s+!II88= rNrr1s rr@r@ss! rNrcV^8dQhRR/#r+r,)rs"rrrs$rc(RRlp\V4R#)zSet the seed for generating random numbers to a random number on all GPUs. It's safe to call this function if XPU is not available; in that case, it is silently ignored. cV^8dQhRR/#r+r,)rs"rrseed_all..__annotate__s ; ; ;rc^pRp\\44Fap\PPV,pV'g%VP 4VP 4pRpKPVPV4Kc R#)rFTN)r"rrrrr@ initial_seedrF) random_seedseededr#rs rr1seed_all..cbsb |~&A % < !--k:'rNrYrZs rrPrPs ;rNrc$V^8dQhR\/#rrA)rs"rrrs , ,c ,rc\4\4p\PPV,pVP 4#)zlReturn the current random seed of the current GPU. .. warning:: This function eagerly initializes XPU. )rrrrrr`rWs rr`r`s5 L  C 44S9  ) ) ++r)r) rr%r7r=rFrQr@rPr`)collections.abcrrrrrrrr rr%r7r=rFrQr@rPr`__all__r,rrrisH$ RR), 6 ,"$$* , r