wib ddlmZmZmZddlZddlmZddlmZmZm Z m Z ddee e ej fdefd Zdeefd Z dd edee e ej fddfd Zd eeddfdZde ddfdZde ddfdZddZddZde fdZgdZdS))IterableListUnionN)Tensor) _lazy_call _lazy_initcurrent_device device_countxpudevicereturncJtt|trtj|}n*t|t rtjd|}|j}|t}tjj |}| S)aNReturn 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. r ) r isinstancestrtorchr intindexr r default_generators get_state)r idxdefault_generators `/root/.openclaw/workspace/chatterbox_venv_py311/lib/python3.11/site-packages/torch/xpu/random.py get_rng_stater sLLL&#-f%% FC -eV,, ,C { 4S9  & & ( ((cPdttD}|S)zQReturn a list of ByteTensor representing the random number states of all devices.c,g|]}t|S)r).0is r z%get_rng_state_all.."s ???A}Q???r)ranger )resultss rget_rng_state_allr$ s&??|~~)>)>???G Nr new_statectj5|tjdddn #1swxYwYt t rtjn*t trtjdfd}t|dS)a,Set 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_formatNr cj}|t}tjj|}|dSN)rr rr r set_state)rrr new_state_copys rcbzset_rng_state..cb7sDl ; ""C!I8=##N33333r) r_C_DisableFuncTorchclonecontiguous_formatrrr rr)r%r r,r+s ` @r set_rng_stater1&s   # # % %PP"u7NOOPPPPPPPPPPPPPPP&#-f%% FC -eV,,444444rNNNNNs!AAA new_statescPt|D]\}}t||dS)zSet the random number generator state of all devices. Args: new_states (Iterable of torch.ByteTensor): The desired state for each device. N) enumerater1)r2r states rset_rng_state_allr6As< j))  5eQ  rseedcRtfd}t|ddS)aSet 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`. c|t}tjj|}|dSr))r rr r manual_seed)rrr7s rr,zmanual_seed..cbYs8!I8=%%d+++++rT)r7Nrrr7r,s` rr:r:KsD t99D,,,,, rrcRtfd}t|ddS)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. cttD].}tjj|}|/dSr))r"r rr rr:)r rr7s rr,zmanual_seed_all..cbksO|~~&& 0 0A % .cb}s5!I8=     rNrr,s rr7r7ss"!!! rNNNNNrc*d}t|dS)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. cd}d}ttD][}tjj|}|s+||}d}F||\dS)NrFT)r"r rr rr7 initial_seedr:) random_seedseededr rs rr,zseed_all..cbs |~~&& ; ;A % > !--k:::: ; ;rNrDrEs rr?r?s" ; ; ;rNNNNNrctt}tjj|}|S)zxReturn the current random seed of the current GPU. .. warning:: This function eagerly initializes XPU. )r r rr rrHrCs rrHrHs: LLL   C 4S9  ) ) + ++r) rr$r1r6r:r@r7r?rH)r )rN)typingrrrrrrr r r rrr rr$r1r6r:r@r7r?rH__all__rrrrOs(((((((((( BBBBBBBBBBBB))%S%, 67)F)))),4<@E$S#u|%;< 6 (6"2 t    cd,"#"$""""$$* ,c , , , ,   r