U Mh| @sddlmZmZmZddlZddlmZddlmZmZm Z m Z dee e ej fedd d Zeed d d Zd eee e ej fddddZeeddddZe ddddZe ddddZdd ddZdd ddZe d ddZd d dddddddg ZdS)!)IterableListUnionN)Tensor) _lazy_call _lazy_initcurrent_device device_countxpu)devicereturncCsZtt|trt|}nt|tr2td|}|j}|dkrFt}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 N) r isinstancestrtorchr intindexr r default_generatorsZ get_state)r idxdefault_generatorrB/var/www/html/venv/lib/python3.8/site-packages/torch/xpu/random.py get_rng_state s      r)rcCs&g}ttD]}|t|q|S)zQReturn a list of ByteTensor representing the random number states of all devices.)ranger appendr)resultsirrrget_rng_state_allsr) new_stater rc sjtj|jtjdW5QRXttr:tnttrPtdfdd}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). )Z memory_formatr cs.j}|dkrt}tjj|}|dSN)rr rr rZ set_staterrr Znew_state_copyrrcb8s  zset_rng_state..cbN) rZ_CZ_DisableFuncTorchcloneZcontiguous_formatrrr rr)rr r#rr"r set_rng_state's     r%) new_statesrcCs t|D]\}}t||qdS)zSet the random number generator state of all devices. Args: new_states (Iterable of torch.ByteTensor): The desired state for each device. N) enumerater%)r&rstaterrrset_rng_state_allBsr))seedrcs$tfdd}t|dddS)aSet the seed for generating random numbers for the current GPU. It's safe to call this function if XPU is not available; in that case, it is silently ignored. Args: seed (int): The desired seed. .. warning:: If you are working with a multi-GPU model, this function is insufficient to get determinism. To seed all GPUs, use :func:`manual_seed_all`. cs t}tjj|}|dSr )r rr r manual_seedr!r*rrr#Zs zmanual_seed..cbTr,Nrrr*r#rr,rr+Ls  r+cs$tfdd}t|dddS)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. cs*ttD]}tjj|}|q dSr )rr rr rr+)rrr,rrr#ls zmanual_seed_all..cbT)seed_allNr-r.rr,rmanual_seed_allbs r0cCsdd}t|dS)aoSet the seed for generating random numbers to a random number for the current GPU. It's safe to call this function if XPU is not available; in that case, it is silently ignored. .. warning:: If you are working with a multi-GPU model, this function will only initialize the seed on one GPU. To initialize all GPUs, use :func:`seed_all`. cSst}tjj|}|dSr )r rr rr*r!rrrr#~s zseed..cbNrr#rrrr*ts r*cCsdd}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. cSsLd}d}ttD]4}tjj|}|s<||}d}q||qdS)NrFT)rr rr rr* initial_seedr+)Z random_seedZseededrrrrrr#s zseed_all..cbNr1r2rrrr/s r/cCs tt}tjj|}|S)zxReturn the current random seed of the current GPU. .. warning:: This function eagerly initializes XPU. )r r rr rr3r!rrrr3s r3)r )r )typingrrrrrrr r r rrr rrr%r)r+r0r*r/r3__all__rrrrs6