IЦid%SSKrSSKJr SSKJr SSKJrJrJrJ r J r J r J r SSK r SSKJr SSKJr SSKJr SSjr\"5r\"5r"SS 5r\4S \ \4S jjrS \R2S \ \\\44Sjrg)N) OrderedDictwraps)CallableDictListOptionalSequenceTypeUnion)_State)_get_root_modulescHUS[[R"553$)N_)struuiduuid4)strings e/var/www/html/ai-image-ml/venv/lib/python3.13/site-packages/torch/distributed/_composable/contract.pygenerate_state_keyr sXQs4::<() **c\rSrSrSrg) RegistryItemN)__name__ __module__ __qualname____firstlineno____static_attributes__rrrrrsrr state_clsc0^[T5U4Sj5nU$)a Decorate a function as a composable distributed API, where the first argument of the function must be an :class:`nn.Module` instance or sequence of :class:`nn.Module` instances. The decorator verifies that the decorated function does not modify fully-qualified names (FQNs) for parameters, buffers, or modules. The decorated function can return different module instances than the input modules; the FQN invariant will be enforced following the input order. When a function ``func`` is decorated by ``@contract()``, a ``.state(module: nn.Module)`` method will be installed to the decorated function. Then you can retrieve and modify the state on a module by calling ``func.state(module)``. Example:: >>> # xdoctest: +SKIP >>> import torch.nn as nn >>> >>> class MyModel(nn.Module): >>> def __init__(self) -> None: >>> super().__init__() >>> self.l1 = nn.Linear(10, 10) >>> self.l2 = nn.Linear(10, 10) >>> >>> def forward(self, x): >>> return self.l2(self.l1(x)) >>> >>> @contract() >>> def my_feature(module: nn.Module) -> nn.Module: >>> my_feature.state(module).some_state = "any value" >>> return module >>> >>> model = MyModel() >>> my_feature(model.l1) >>> assert my_feature.state(model.l1).some_state == "any value" >>> my_feature(model.l2) >>> model(torch.randn(2, 10)).sum().backward() c>^[T5S[[R[[R4S[ [R4UU4Sjj5nS[RS[ [ 4U4SjjnX!lU$)Nmodulereturnc>Un[U[R5(aU/nO[[ U55nT"5n[ 5n/n/n/n UGHun[ 5n [ 5n URR[U 5n [U [5(d[SU 35eURR[U 5n [U [5(d[SU 35eTU ;dTRU ;a[STRSU35eU RTU5 U RTRU5 UR[ UR555 UR[ UR!555 U R[ UR#555 GMx T"U/UQ70UD6nUcUn[U[R5(aU/nO[[ U55n/n/n/nUH{nUR[ UR555 UR[ UR!555 UR[ UR#555 M} [%U 5n[%U5nUU:wa[TRSUSUS35eS[&[(S [&[(S [(4S jn[+UU5H>unnU"[ UR-55[ UR-55S 5 M@ [+UU5H>unnU"[ UR-55[ UR-55S 5 M@ [+U U5H>unnU"[ UR-55[ UR-55S5 M@ U$)Nz-Distributed composable API states corrupted: z/Distributed composable API registry corrupted: zOEach distinct composable distributed API can only be applied to a module once. z3 has already been applied to the following module: zB should return the same number of modules as input modulesInputs: z modules Outputs: z modules orig_fqnsnew_fqns check_keycX:Xag[U5[U5pCX4- nXC- n[U5(d[U5(a[USUSU35e[USUSU35e)NzVComposable distributed API implementations cannot modify FQNs. FQNs only in original: z FQNs only in new: z[Composable distributed API implementations cannot modify the order of FQNs. Original FQNs: z New FQNs: )setlen RuntimeError)r'r(r) orig_fqn_set new_fqn_set orig_onlynew_onlys r check_fqn;contract..inner..wrapper..check_fqns(,/ NCMk(6 &5y>>S]]&$+22;=--5J8'$+**35%%-J 0rzChecking parameters: zChecking buffers: zChecking modules: ) isinstancennModulerlistrr__dict__ setdefault STATE_KEYdictAssertionError REGISTRY_KEYrappendnamed_parameters named_buffers named_modulesr,rrzipkeys)r$argskwargs inp_modulemodulesstate registry_itemall_orig_named_paramsall_orig_named_buffersall_orig_named_modulesdefault_all_statedefault_registry all_stateregistryupdatedupdated_modulesall_new_named_paramsall_new_named_buffersall_new_named_modulesnum_orig_modulesnum_new_modulesr2orig_named_paramsnew_named_paramsorig_named_buffersnew_named_buffersorig_named_modulesnew_named_modulesfuncr!s rwrapper(contract..inner..wrapperIs J&")),,!( ,DL9KE(NM DF !DF "AC "!URR[05RT5$)N)r8r9r:get)r$r^s r get_state*contract..inner..get_states/??--c r)rr r5r6r r r rH)r^r_rcr!s` rinnercontract..innerGsv t "))Xbii%889  bii    B bii HV,< " rr)r!res` rcontractrgs'T 9MM^ Lrr$r%c$[U[S5$)z Get an ``OrderedDict`` of composable APIs that have been applied to the ``module``, indexed by the API name. If no API has been applied, then this returns ``None``. N)getattrr=)r$s r _get_registryrjs 6< ..r)__composable_api_state_key)r collectionsr functoolsrtypingrrrr r r r torchtorch.nnr5#torch.distributed._composable_stater torch.distributed.utilsrrr:r=rrgr6rrjrrrrss #HHH 65+  !#   (.zV zz/"))/c<6G1H(I/r