Yhw$ddlmZddlmZddlZddlmZddlmZmZm Z m Z ddee e ej fd efd Zd eefd Z dd edee e ej fd dfd Zdeed dfdZde d dfdZde d dfdZddZddZd e fdZgdZdS))Iterable)UnionN)Tensor) _lazy_call _lazy_initcurrent_device device_countxpudevicereturncJtt|trtj|}n*t|t rtjd|}|j}|t}tjj |}| S)aNReturn the random number generator state of the specified GPU as a ByteTensor. Args: device (torch.device or int, optional): The device to return the RNG state of. Default: ``'xpu'`` (i.e., ``torch.device('xpu')``, the current XPU device). .. warning:: This function eagerly initializes XPU. r ) r isinstancestrtorchr intindexr r default_generators get_state)r idxdefault_generators b/var/www/tools.fuzzalab.pt/emblema-extractor/venv/lib/python3.11/site-packages/torch/xpu/random.py get_rng_stater sLLL&#-f%% FC -eV,, ,C { 4S9  & & ( ((cPdttD}|S)zQReturn a list of ByteTensor representing the random number states of all devices.c,g|]}t|S)r).0is r z%get_rng_state_all..#s ???A}Q???r)ranger )resultss rget_rng_state_allr#!s&??|~~)>)>???G Nr new_statectj5|tjdddn #1swxYwYt t rtjn*t trtjdfd}t|dS)a,Set the random number generator state of the specified GPU. Args: new_state (torch.ByteTensor): The desired state device (torch.device or int, optional): The device to set the RNG state. Default: ``'xpu'`` (i.e., ``torch.device('xpu')``, the current XPU device). ) memory_formatNr cj}|t}tjj|}|dSN)rr rr r set_state)rrr new_state_copys rcbzset_rng_state..cb8sDl ; ""C!I8=##N33333r) r_C_DisableFuncTorchclonecontiguous_formatrrr rr)r$r r+r*s ` @r set_rng_stater0'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) enumerater0)r1rstates rset_rng_state_allr5Bs< 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)rrr6s rr+zmanual_seed..cbZs8!I8=%%d+++++rT)r6Nrrr6r+s` rr9r9LsD 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 rr9)rrr6s rr+zmanual_seed_all..cblsO|~~&& 0 0A % .cb~s5!I8=     rNrr+s rr6r6ts"!!! 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 rr6 initial_seedr9) random_seedseededrrs rr+zseed_all..cbs |~~&& ; ;A % > !--k:::: ; ;rNrCrDs rr>r>s" ; ; ;rNNNNNrctt}tjj|}|S)zxReturn the current random seed of the current GPU. .. warning:: This function eagerly initializes XPU. )rr rr rrGrBs rrGrGs: LLL   C 4S9  ) ) + ++r) rr#r0r5r9r?r6r>rG)r )r N)collections.abcrtypingrrrrrr r rrr rlistr#r0r5r9r?r6r>rG__all__rrrrPs$$$$$$ BBBBBBBBBBBB))%S%, 67)F)))),4<@E$S#u|%;< 6 (6"2 t    cd,"#"$""""$$* ,c , , , ,   r