קgJ%ddlZddlmZddlmZddlmZmZmZm Z m Z m Z m Z ddl Z ddlmZddlmZddlmZddZeZeZGd d Zefd e efd Zd ejde eeeffdZdS)N) OrderedDictwraps)CallableDictListOptionalSequenceTypeUnion)_State)_get_root_modules__composable_api_state_keycL|dttjS)N_)struuiduuid4)strings b/var/www/html/ai-engine/env/lib/python3.11/site-packages/torch/distributed/_composable/contract.pygenerate_state_keyr s$ * *s4:<<(( * **ceZdZdS) RegistryItemN)__name__ __module__ __qualname__rrrrsDrr state_clsc<tfd}|S)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"tdttjttjfdt tjffd }dtjdt t ffd }||_|S)Nmodulereturnc |}t|tjr|g}ntt |}}t }g}g}g} |D]}t } t } |jt| } t| tstd| |jt| } t| tstd| | vs j | vrtdj d|| || j ||t ||t || t ||g|Ri|}||}t|tjr|g}ntt |}g}g}g}|D]}|t ||t ||t |t%| }t%|}||krtj d|d|ddt&t(d t&t(d t(fd }t+||D]P\}}|t |t |d Qt+||D]P\}}|t |t |d Qt+| |D]P\}}|t |t |dQ|S)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_keyc||krdSt|t|}}||z }||z }t|st|rt|d|d|t|d|d|)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_fqnz;contract..inner..wrapper..check_fqns((F,/ NNCMMk (;6 &5y>>S]]&$882;88.688'$00+400&. 00rzChecking 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_modulesr0orig_named_paramsnew_named_paramsorig_named_buffersnew_named_buffersorig_named_modulesnew_named_modulesfuncrs rwrapperz(contract..inner..wrapperIs J&"),, :!( ,DLL99IKKE(NNM DF !DF "AC "! S S.inner..get_states7?--c r)rr r2r3r r r rE)r[r\r_rs` rinnerzcontract..innerGs t ")Xbi%889  bi         B bi HV,<      " rr)rr`s` rcontractras?T 9MMMMM^ Lrr"r#c.t|tdS)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_registryrds 6< . ..r)r)r collectionsr functoolsrtypingrrrr r r r torchtorch.nnr2#torch.distributed._composable_stater torch.distributed.utilsrrr7r:rrar3rrdrrrrlsn ######HHHHHHHHHHHHHHHHHH 666666555555++++   !!##         (.zzV zzzzz/")/c<6G1H(I//////r