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torch._functorch.deprecated.gradz*torch._functorch.deprecated.grad_and_valueztorch._functorch.deprecated.vjpztorch._constrain_as_sizeztorch._tensor._convertztorch.jit._unwrap_optionalz'torch.backends.mha.get_fastpath_enabledz"torch._C._functorch._add_batch_dimz%torch._C._functorch._remove_batch_dimz"torch._C._functorch._wrap_for_gradz$torch._C._functorch._unwrap_for_gradz'torch._C._functorch.maybe_current_levelz$torch._C._functorch.is_batchedtensorztorch._dynamo.mark_staticz:torch.fx.experimental.symbolic_shapes.guard_size_obliviousz!torch.cuda._get_device_propertiesztorch.utils.hooks.BackwardHookztorch.sparse_bsc_tensorztorch.sparse_bsr_tensorztorch.sparse_csc_tensorztorch.sparse_csr_tensorztorch.sparse_compressed_tensorz.torch._C._autograd._unsafe_set_version_counterz.torch/testing/_internal/common_fsdp.py#forwardz'torch/testing/_internal/common_fsdp.py#zEtorch/testing/_internal/distributed/_tensor/common_dtensor.py#forwardz>torch/testing/_internal/distributed/_tensor/common_dtensor.py#z5torch/testing/_internal/common_distributed.py#forwardz.torch/testing/_internal/common_distributed.py#([  z	math.acosz
math.acoshz	math.asinz
math.asinhz	math.atanz
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math.atanhz	math.ceilz	math.combzmath.copysignzmath.cosz	math.coshzmath.degreesz	math.distzmath.erfz	math.erfczmath.expz
math.expm1z	math.fabszmath.factorialz
math.floorz	math.fmodz
math.frexpz	math.fsumz
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math.hypotzmath.isclosezmath.isfinitez
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torch._C._cpu._is_avx2_supported"torch._C._cpu._is_avx512_supported'torch._C._cpu._is_avx512_vnni_supported'torch._C._cpu._is_avx512_bf16_supported$torch._C._cpu._is_amx_tile_supportedztorch._C._cpu._init_amxztorch._C._crash_if_aten_asanztorch._C._crash_if_csrc_asanztorch._C._crash_if_csrc_ubsanz%torch._C._crash_if_debug_asserts_failztorch._C._crash_if_vptr_ubsanz$torch._C._create_function_from_graphz.torch._C._create_function_from_trace_with_dictz$torch._C._create_function_from_tracez!torch._C._create_graph_by_tracingz!torch._C._create_module_with_typez!torch._C._create_object_with_typez,torch._C._cuda_attach_out_of_memory_observerz/torch._C._cuda_beginAllocateCurrentStreamToPoolz"torch._C._cuda_canDeviceAccessPeerz%torch._C._cuda_changeCurrentAllocatorz'torch._C._cuda_checkPoolLiveAllocationsz$torch._C._cuda_clearCublasWorkspacesz-torch._C._cuda_cudaCachingAllocator_raw_allocz.torch._C._cuda_cudaCachingAllocator_raw_deletez:torch._C._cuda_cudaCachingAllocator_set_allocator_settingsz 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torch.functional._return_inverseztorch.functional._return_outputz)torch.functional._unique_consecutive_implztorch.functional._unique_implztorch.functional._unravel_indexz!torch.functional.broadcast_shapesztorch.functional.luztorch.functional.uniqueztorch.functional.unravel_indexztorch.futures.collect_allztorch.futures.wait_allz6torch.fx.experimental.const_fold.split_const_subgraphsz*torch.fx.experimental.proxy_tensor.make_fxz"torch.get_deterministic_debug_modez"torch.get_float32_matmul_precisionz3torch.is_deterministic_algorithms_warn_only_enabledztorch.is_storageztorch.is_tensorztorch.is_warn_always_enabledztorch.masked._ops._anyz,torch.masked._ops._apply_docstring_templatesz torch.masked._ops._canonical_dimz)torch.masked._ops._combine_input_and_maskz%torch.masked._ops._generate_docstringztorch.masked._ops._input_maskztorch.masked._ops._output_maskz%torch.masked._ops._reduction_identityz-torch.masked._ops._sparse_coo_flatten_indicesz6torch.masked._ops._sparse_coo_scatter_reduction_helperz#torch.masked._ops._sparse_coo_wherez6torch.masked._ops._sparse_csr_segment_reduction_helperz#torch.masked._ops._sparse_csr_whereztorch.masked._ops._std_varztorch.masked._ops._whereztorch.masked._ops.amaxztorch.masked._ops.aminztorch.masked._ops.argmaxztorch.masked._ops.argminz*torch.masked._ops.corresponding_real_dtypeztorch.masked._ops.cumprodztorch.masked._ops.cumsumztorch.masked._ops.log_softmaxztorch.masked._ops.logaddexpztorch.masked._ops.logsumexpztorch.masked._ops.meanztorch.masked._ops.medianztorch.masked._ops.normztorch.masked._ops.normalizeztorch.masked._ops.prodztorch.masked._ops.softmaxztorch.masked._ops.softminztorch.masked._ops.stdztorch.masked._ops.sumztorch.masked._ops.varztorch.meshgridz$torch.mps._get_default_mps_generatorz"torch.mps.current_allocated_memoryz!torch.mps.driver_allocated_memoryztorch.mps.empty_cacheztorch.mps.get_rng_stateztorch.mps.manual_seedztorch.mps.profiler.profileztorch.mps.profiler.startztorch.mps.profiler.stopztorch.mps.seedz)torch.mps.set_per_process_memory_fractionztorch.mps.set_rng_stateztorch.mps.synchronizez7torch.nested._internal.nested_tensor.buffer_from_jaggedz6torch.nested._internal.nested_tensor.get_tensor_symintz5torch.nested._internal.nested_tensor.is_expandable_toz5torch.nested._internal.nested_tensor.jagged_from_listzCtorch.nested._internal.nested_tensor.jagged_from_tensor_and_lengthszDtorch.nested._internal.nested_tensor.nested_view_from_values_offsetszLtorch.nested._internal.nested_tensor.nested_view_from_values_offsets_lengthsztorch.nested.as_nested_tensorztorch.nested.narrowztorch.nested.nested_tensorztorch.nn._reduction.get_enumz#torch.nn._reduction.legacy_get_enumz%torch.nn._reduction.legacy_get_stringztorch.nn.factory_kwargsz'torch.nn.functional.adaptive_avg_pool2dz'torch.nn.functional.adaptive_avg_pool3dz4torch.nn.functional.adaptive_max_pool1d_with_indicesz'torch.nn.functional.adaptive_max_pool1dz4torch.nn.functional.adaptive_max_pool2d_with_indicesz'torch.nn.functional.adaptive_max_pool2dz4torch.nn.functional.adaptive_max_pool3d_with_indicesz'torch.nn.functional.adaptive_max_pool3dztorch.nn.functional.affine_gridz!torch.nn.functional.alpha_dropoutz&torch.nn.functional.assert_int_or_pairztorch.nn.functional.batch_normz4torch.nn.functional.binary_cross_entropy_with_logitsz(torch.nn.functional.binary_cross_entropyztorch.nn.functional.celuz)torch.nn.functional.cosine_embedding_lossz!torch.nn.functional.cross_entropyztorch.nn.functional.ctc_lossztorch.nn.functional.dropoutztorch.nn.functional.dropout1dztorch.nn.functional.dropout2dztorch.nn.functional.dropout3dztorch.nn.functional.eluz!torch.nn.functional.embedding_bagztorch.nn.functional.embeddingz)torch.nn.functional.feature_alpha_dropoutztorch.nn.functional.foldz6torch.nn.functional.fractional_max_pool2d_with_indicesz)torch.nn.functional.fractional_max_pool2dz6torch.nn.functional.fractional_max_pool3d_with_indicesz)torch.nn.functional.fractional_max_pool3dz%torch.nn.functional.gaussian_nll_lossztorch.nn.functional.gluztorch.nn.functional.grid_sampleztorch.nn.functional.group_normz"torch.nn.functional.gumbel_softmaxztorch.nn.functional.hardsigmoidztorch.nn.functional.hardswishztorch.nn.functional.hardtanhz(torch.nn.functional.hinge_embedding_lossztorch.nn.functional.huber_lossz!torch.nn.functional.instance_normztorch.nn.functional.interpolateztorch.nn.functional.kl_divztorch.nn.functional.l1_lossztorch.nn.functional.layer_normztorch.nn.functional.leaky_reluz'torch.nn.functional.local_response_normztorch.nn.functional.log_softmaxztorch.nn.functional.lp_pool1dztorch.nn.functional.lp_pool2dz'torch.nn.functional.margin_ranking_lossz+torch.nn.functional.max_pool1d_with_indicesztorch.nn.functional.max_pool1dz+torch.nn.functional.max_pool2d_with_indicesztorch.nn.functional.max_pool2dz+torch.nn.functional.max_pool3d_with_indicesztorch.nn.functional.max_pool3dz torch.nn.functional.max_unpool1dz torch.nn.functional.max_unpool2dz torch.nn.functional.max_unpool3dztorch.nn.functional.mishztorch.nn.functional.mse_lossz0torch.nn.functional.multi_head_attention_forwardz%torch.nn.functional.multi_margin_lossz*torch.nn.functional.multilabel_margin_lossz/torch.nn.functional.multilabel_soft_margin_lossztorch.nn.functional.nll_lossztorch.nn.functional.normalizez$torch.nn.functional.poisson_nll_lossztorch.nn.functional.reluztorch.nn.functional.relu6ztorch.nn.functional.rreluztorch.nn.functional.seluztorch.nn.functional.sigmoidztorch.nn.functional.siluz"torch.nn.functional.smooth_l1_lossz$torch.nn.functional.soft_margin_lossztorch.nn.functional.softmaxztorch.nn.functional.softminztorch.nn.functional.softsignztorch.nn.functional.tanhztorch.nn.functional.tanhshrinkz'torch.nn.functional.triplet_margin_lossztorch.nn.functional.unfoldz%torch.nn.functional.upsample_bilinearz$torch.nn.functional.upsample_nearestztorch.nn.functional.upsampleztorch.nn.grad._pairztorch.nn.grad._singleztorch.nn.grad._tripleztorch.nn.grad.conv1d_inputztorch.nn.grad.conv1d_weightztorch.nn.grad.conv2d_inputztorch.nn.grad.conv2d_weightztorch.nn.grad.conv3d_inputztorch.nn.grad.conv3d_weightz/torch.nn.modules.activation._is_make_fx_tracingz)torch.nn.modules.utils._list_with_defaultztorch.nn.modules.utils._ntuplez!torch.nn.modules.utils._quadruplez,torch.nn.modules.utils._reverse_repeat_tuplez>torch.nn.modules.utils.consume_prefix_in_state_dict_if_presentztorch.nn.parameter.is_lazyz
torch.normz"torch.quantization.default_eval_fnz torch.random._seed_custom_deviceztorch.random.fork_rngztorch.random.initial_seedztorch.random.seedz,torch.return_types.pytree_register_structseqztorch.set_default_deviceztorch.set_default_dtypeztorch.set_default_tensor_typez"torch.set_deterministic_debug_modez"torch.set_float32_matmul_precisionztorch.set_warn_alwaysz(torch.signal.windows.windows._add_docstrz4torch.signal.windows.windows._window_function_checksz%torch.signal.windows.windows.bartlettz%torch.signal.windows.windows.blackmanz#torch.signal.windows.windows.cosinez(torch.signal.windows.windows.exponentialz%torch.signal.windows.windows.gaussianz+torch.signal.windows.windows.general_cosinez,torch.signal.windows.windows.general_hammingz$torch.signal.windows.windows.hammingz!torch.signal.windows.windows.hannz#torch.signal.windows.windows.kaiserz(torch.signal.windows.windows.merge_dictsz$torch.signal.windows.windows.nuttallz)torch.signal.windows.windows.parse_kwargsz6torch.sparse.semi_structured.to_sparse_semi_structuredztorch.sparse.sumztorch.splitz
torch.stftr!   r"   r%   r#   r$   r    ztorch.tensordotztorch.typenameztorch.unique_consecutivez"torch.use_deterministic_algorithmsreturnr   c                  <   i } t           D ]}|                                D ]z\  }}d|vrt          |          }n,t          t                    |t          d          d          z   }|3|| v r*| |         |k    rt          d| d| d| |                    || |<   {| S )Nz.py#ztorch/zDuplicate torch object z with different rules: z, )torch_name_rule_mapitemsload_object_module_dirtorchlenAssertionError)dmkvobjs        U/var/www/html/ai-engine/env/lib/python3.11/site-packages/torch/_dynamo/trace_rules.pyget_torch_obj_rule_mapr=   &  s    *,A   GGII 	 	DAqQ!!nn!%((1S]]__+==!88#!([#[[a[[STUXSY[[   AcF	 H    c                 z    |                      dd          \  }}t          t          j        |          |          S )N.r   )maxsplit)rsplitgetattr	importlibimport_module)fully_qualified_namemoduleobj_names      r<   _load_obj_from_strrI   9  s:    +2232CCFH9*622H===r>   c                 l   	 |                      d          }t          |          dk    r,t          |d                   }t          ||d                   }n5t          |          dk    sJ d|              t          |d                   }t	          |          }n# t
          t          f$ r d }Y nw xY w|S )N#   r   r   zInvalid obj name )splitr5   rI   rC   r   AttributeErrorImportError)namexr;   vals       r<   r2   r2   C  s    
JJsOOq66Q;;$QqT**C#qt$$CCq66Q;;; :D : :;;;$QqT**C$$K(   Js   BB B10B1c                     t                      } t          t          j                  D ]W}t	          t          j        |          }t          |t          j        t          j        f          r| 	                    |           Xt          |           S N)setdirr4   TensorrC   
isinstancetypesMethodDescriptorTypeWrapperDescriptorTypeadd	frozenset)srP   methods      r<   get_tensor_methodr`   W  su    AEL!!  t,,U/1LM
 
 	 EE&MMMQ<<r>   c                     | t                      v p/t          | t          j        j        t          j        j        f          S rT   )r`   rX   r4   _opsOpOverloadPacket
OpOverloadr;   s    r<   is_aten_op_or_tensor_methodrf   h  s<    #%%% 		$ej&;<* * r>   c                       e Zd ZU dZdZeee                  ed<   dZ	ee
eef                  ed<   deg ee
eef         ee         f         f         ddfdZdee         fdZd	ed
efdZd	efdZd	efdZd	edefdZdS )FunctionIdSeta2  
    Track a set of `id()`s of objects which are either allowed or not
    allowed to go into the generated FX graph.  Use to test for torch.*,
    numpy.*, builtins.*, etc.

    Support user modification to permit customization of what can be
    added to the graph and what will cause a graph break.
    Nfunction_idsfunction_nameslazy_initializerr.   c                     || _         d S rT   )rk   )selfrk   s     r<   __init__zFunctionIdSet.__init__|  s     !1r>   c                    | j         u|                                 }t          |t                    r.t	          |                                          | _         || _        nt          |t                    sJ || _         | j         S rT   )ri   rk   rX   dictrU   keysrj   )rm   values     r<   __call__zFunctionIdSet.__call__  sx    $))++E%&& *$'

$5$5!&+##!%-----$)!  r>   idxdefaultc                 ^     |              | j         J | j                             ||          S rT   )rj   get)rm   rt   ru   s      r<   get_namezFunctionIdSet.get_name  s5    "..."&&sG444r>   c                 D     |             }|                     |           d S rT   )r\   rm   rt   ri   s      r<   r\   zFunctionIdSet.add  s'    tvvr>   c                 P     |             }||v r|                     |           d S d S rT   )removerz   s      r<   r|   zFunctionIdSet.remove  s:    tvv,$$$$$ r>   c                     | |             v S rT    )rm   rt   s     r<   __contains__zFunctionIdSet.__contains__  s    ddff}r>   )__name__
__module____qualname____doc__ri   r
   r   int__annotations__rj   r   strr   r   rn   rs   rx   r\   r|   boolr   r~   r>   r<   rh   rh   o  s5          (,L(3s8$+++/3NHT#s(^,3331 (U4S>3s83K-L)L M1	1 1 1 1
	!#c( 	! 	! 	! 	!5C 5# 5 5 5 5
s    %# % % % %
       r>   rh   c                  
    i } | S rT   r~   rvs    r<   _allowed_callable_idsr         BIr>   c                  
    i } | S rT   r~   r   s    r<   _disallowed_callable_idsr     r   r>   c            	         d t           j                                        D             } |                     d t          j                                        D                        |                     t          t                    dt          t          j                  dt          t          j
                  di           | S )Nc                     i | ]<\  }}|                     d           t          |          )t          |          d| =S _z	builtins.
startswithcallableid.0r9   r:   s      r<   
<dictcomp>z)_builtin_function_ids.<locals>.<dictcomp>  s\     
 
 
Aq||C  
 &.a[[

11
 
 
r>   c                     i | ]<\  }}|                     d           t          |          )t          |          d| =S )r   z	operator.r   r   s      r<   r   z)_builtin_function_ids.<locals>.<dictcomp>  s\     	
 	
 	
1<<$$	
 *2!	
qEE?q??	
 	
 	
r>   ztyping.castzfunctools.reducezcopy.deepcopy)builtins__dict__r1   updateoperatorr   r   	functoolsreducecopydeepcopyr   s    r<   _builtin_function_idsr     s    
 
%++--
 
 
B
 II	
 	
 )//11	
 	
 	
   IItHHmy  "4t}	
   Ir>   c                      i } t           D ]:|                     fdj                                        D                        ;| S )Nc                     i | ]O\  }}t          |          r;t          |d d          pj        j        k    5t          |          j         d| PS )r   Nr@   )r   rC   r   r   )r   r9   r:   mods      r<   r   z'_numpy_function_ids.<locals>.<dictcomp>  sr       AqA;; Qd33Cs|TT 1#,,,,, UTTr>   )r   r   r   r1   )r   r   s    @r<   _numpy_function_idsr     sm    	B# 
 

		   L..00  	
 	
 	
 	
 Ir>   c                  V    d t           j                                        D             } | S )zC
    Collects constant builtins by eliminating callable items.
    c                     i | ]<\  }}|                     d           t          |          )t          |          d| =S r   r   r   s      r<   r   z)_builtin_constant_ids.<locals>.<dictcomp>  s\     
 
 
Aq||C  
 *2!

11
 
 
r>   )r   r   r1   r   s    r<   _builtin_constant_idsr     s6    

 
%++--
 
 
B
 Ir>   _lazy_module_initrP   	init_funcc                 ~    d| vsJ d|              | t           vsJ t           |                              |           dS )z.Register a module without eagerly importing itr@   z%Expected a root module name, but got N)r   append)rP   r   s     r<   add_module_init_funcr     sQ     d???JDJJ???(((((d""9-----r>   r;   c                     t          | dd           }|d S |                    d          d         }t                              |d           }||D ]} |             d S d S )Nr   r@   r   )rC   rM   r   pop)r;   rG   base_module
init_funcsfns        r<   _maybe_init_lazy_moduler     s|    S,--F~,,s##A&K"&&{D99J 	 	BBDDDD 	 	r>   c                 L    t          |            t          |           t          v S rT   )r   r   r   re   s    r<   is_callable_allowedr     s"    C   c77+++r>   c                 L    t          |            t          |           t          v S rT   )r   r   r   re   s    r<   is_callable_disallowedr     s"    C   c77...r>   c                 L    t          |            t          j        | dd          S )N_dynamo_forbiddenF)r   inspectgetattr_staticre   s    r<   is_forbiddenr      s&    C   !#':EBBBr>   c                 .    t          |           t          v S rT   )r   r   re   s    r<   is_builtin_callabler     s    c77+++r>   c                 .    t          |           t          v S rT   )r   r   re   s    r<   is_builtin_constantr   
  s    c77+++r>   c                     t           dS t          | t           j        t           j        f          pt	          |           t
          v S NF)r   rX   ndarraygenericr   r   re   s    r<   is_numpyr     s6    	zucBJ
344V3CV8VVr>   c                 H    t           dS t          | t           j                  S r   )r   rX   dtypere   s    r<   is_numpy_dtyper     s    	zuc28$$$r>   c                 `    t           dS t          | t           j        t           j        f          S r   )r   rX   finfoiinfore   s    r<   is_numpy_type_infor     s%    	zucBHbh/000r>   )
fx2trt_oss
hypothesisnetworkxnumpy	omegaconfonnxonnxruntimeonnx_tfpandassklearntabulate
tensorflowtensorrt	torch2trttqdmtreetvmxarrayc                     t          t          j                            |                                                     }|                     t          j        j        df          r|dz  }|S )N/)r   ospathnormpathas_posixendswithsep)r   
posix_paths     r<   _as_posix_pathr   Y  sX    bg&&t,,--6688J}}bgk3'(( c
r>   c                 ~    d}|                      |          r| d t          |                    } t          |           S )Nz__init__.py)r   r5   r   )r^   suffixs     r<   _strip_init_pyr   a  s?    Fzz& nVn!r>   r8   c                 F    t          | dd           }|ot          |          S )N__file__)rC   r   )r8   files     r<   r3   r3   i  s(     1j$''D(N4(((r>   >   torch.optimtorch._functorch.apistorch._export.wrapperstorch.export.unflattentorch._export.db.examplestorch._functorch.deprecatedtorch._dynamo.external_utilstorch._higher_order_ops.cond torch.ao.quantization.pt2e.utils!torch.nn.attention.flex_attention$torch.ao.quantization.pt2e.qat_utils'torch.ao.quantization.pt2e.export_utils1torch.ao.quantization.pt2e.representation.rewrite1torch.ao.quantization.quantizer.xnnpack_quantizer"torch._higher_order_ops.while_loop(torch._higher_order_ops.associative_scan>   torch.distributed.device_meshtorch.distributed.tensor._api$torch.distributed.tensor.device_mesh'torch.distributed._composable.replicate'torch.distributed.tensor.parallel.style(torch.distributed.tensor.parallel._utils6torch.distributed.tensor.parallel._data_parallel_utils;torch.distributed.algorithms._checkpoint.checkpoint_wrapperz"torch.distributed._composable.fsdp)'ztorch._decompz,torch._dynamo._trace_wrapped_higher_order_opztorch._dynamo.comptimeztorch._dynamo.polyfillsz"torch._functorch.autograd_functionz!torch._functorch.eager_transformsz torch._functorch.functional_callztorch._functorch.vmapr   z#torch._higher_order_ops.strict_moder   ztorch._inductor.test_operatorsztorch._library.autogradztorch._library.custom_opsztorch._primsztorch._refsztorch._tensorztorch.amp.autocast_modeztorch.ao.nnztorch.autograd.functionztorch.backends.cudaztorch.cuda.amp.autocast_modeztorch.distributionsztorch.export._tree_utilsztorch.fx._pytreeztorch.fx._symbolic_tracez"torch.fx.experimental.proxy_tensorztorch.fx.passes.shape_propztorch.nnztorch.overridesztorch.randomztorch.sparseztorch.testingztorch.utils._content_storeztorch.utils._contextlibztorch.utils._foreach_utilsztorch.utils._python_dispatchztorch.utils._pytreeztorch.utils.hooksztorch.distributedc                  (    d t           D             } | S )Nc           	          h | ]O}t          t          t                    |t          d           d                             dd          z             PS ztorch.Nr@   r   r   r3   r4   r5   replacer   r8   s     r<   	<setcomp>z,get_legacy_mod_inlinelist.<locals>.<setcomp>  \        	{5))Ac(mmoo,>,F,FsC,P,PPQQ  r>   )LEGACY_MOD_INLINELIST
inlinelists    r<   get_legacy_mod_inlinelistr    s(     &  J r>   c                  (    d t           D             } | S )Nc           	          h | ]O}t          t          t                    |t          d           d                             dd          z             PS r  r  r  s     r<   r  z%get_mod_inlinelist.<locals>.<setcomp>  r  r>   )MOD_INLINELISTr  s    r<   get_mod_inlinelistr    s(       J r>   z<frozen importlibz<frozen abcz<__array_function__ internals>ztriton/backendszmatch nothing^ztorch._inductor.configFBCODE_SKIP_DIRSz.*(|)>   torchrec/distributedtrochrec/fb/distributed5caffe2/torch/fb/sparsenn/pooled_embeddings_modules.pyc              #   X   K   | ]%}t          j        t          |                    V  &d S rT   reescaper   r   r7   s     r<   	<genexpr>r$    s4      SSA29^A..//SSSSSSr>   ztorchrec/distributed/types.pyc              #   X   K   | ]%}t          j        t          |                    V  &d S rT   r   r#  s     r<   r$  r$    s4      ]]A29^A..//]]]]]]r>   zoptim/lr_scheduler.pyc                  z    t          j        dd                    d t          D                        d          ad S )Nz	^[^\s<]*(r  c              3   X   K   | ]%}t          j        t          |                    V  &d S rT   r   r#  s     r<   r$  z _recompile_re.<locals>.<genexpr>  s4      NNqbiq(9(9::NNNNNNr>   r  )r!  compilejoin	SKIP_DIRSSKIP_DIRS_REr~   r>   r<   _recompile_rer,    s@    :QSXXNNINNNNNQQQ LLLr>   import_namec                 :   t          | t          j                  rt          | j                  S t          | t
                    sJ ddlm}  ||           }|sd S |j        }|d S t          
                    t          |                     t                       d S )Nr   )	find_spec)rX   rY   
ModuleTyper\   r   r   importlib.utilr/  originr*  r   r   r,  )r-  r/  module_specr2  s       r<   r\   r\     s    +u/00 );'(((k3'''''(((((()K((K F~^F++,,,OOOOOr>   c                   0    e Zd ZU eed<   ee         ed<   dS )
SkipResultskippedreasonN)r   r   r   r   r   r
   r   r~   r>   r<   r5  r5  )  s+         MMMSMr>   r5  Fc                      t          dd          S t                       t          v rt          dd          S t           fdt	                      D                       rt          dd          S |rt                     rt          dd          S t          ret          r^t          t          
                                         r7t          t          
                                         st          dd	          S t          r{t          j        j        j        ret           r^t          t"          
                                         r7t          t          
                                         st          dd
          S t          t$          
                                         rt          dd          S t          dd          S )zShould skip this file?NTzfilename is NoneFORCE_SKIP_FILESc              3   B   K   | ]}                     |          V  d S rT   r   r   r7   filenames     r<   r$  zcheck_file.<locals>.<genexpr>6  s1      
G
Ga8q!!
G
G
G
G
G
Gr>   Fr  r  r  FBCODE_SKIP_TORCHREC_DIRSr*  zinlined by default)r5  r   r9  anyr  is_torch_inline_allowed	is_fbcoder  r   FBCODE_SKIP_DIRS_REmatch&FBCODE_INLINE_FILES_IN_SKIPPED_DIRS_REr4   _dynamoconfigskip_torchrecr>  FBCODE_SKIP_TORCHREC_DIRS_REr+  )r=  is_inlined_calls   ` r<   
check_filerJ  /  s   $ 2333h''H###$ 2333

G
G
G
G+D+F+F
G
G
GGG 
#
 
 	
  
28<< 

 
 	

 		
	
 $**84455	
 ;AA(KKLL		
 
 
 	
 	=M .= &= -33H==>>	=
 ;AA(KKLL= $ ;<<<Lx(()) 7$,,,%!5666r>   c                   f    e Zd ZU ee         ed<   ee         ed<   eed<   eej                 ed<   dS )FunctionInfopy_objrP   r=  codeN)	r   r   r   r
   objectr   r   rY   CodeTyper~   r>   r<   rL  rL  Z  sO         V
3-MMM
5>
""""""r>   rL  c                    t          | t          t          t          f          rq	 |                                 }n# t
          $ r d }Y nw xY wt          ||                                 |                                 | 	                                          }nt          | t          j                  rt          d | j        | j        |           }not          | t          j        t          j        f          r*t          | | j        t#          |           | j                  }nt          | d t#          |           d           }t'                      }t)          |j        |j        |j        ||          }t1          |t          t2          f          r%t5          dd|                                           S |t8          k    s
J |            t5          dd|                                           S )NFz%inlined according trace_rules.lookup Tz%skipped according trace_rules.lookup )rX   r   r   r   get_functionNotImplementedErrorrL  rx   get_filenameget_coderY   rP  co_nameco_filenameFunctionType
MethodTyper   r   __code__rU   lookup_innerrM  rP   r=  
issubclassr   r5  r   r   )r;   rI  rM  fireasonsrules         r<   check_verboser`    s   "$68RS  9	%%''FF" 	 	 	FFF	&#,,..#2B2B2D2DcllnnUU	C	(	( 9$S_cBB	C%,e.>?	@	@ 9ws||S\
 
 #tWS\\488 G	27BK'RRD$-/IJKK 

CGKKMMCC
 
 	

 ++++T+++CGKKMMCC
 
 	
s   9 AAc                 ,    t          | |          j        S rT   )r`  r6  )r;   rI  s     r<   checkrb    s    o..66r>   c                 R     t           fdt                      D                       S )Nc              3   B   K   | ]}                     |          V  d S rT   r;  r<  s     r<   r$  z*is_torch_inline_allowed.<locals>.<genexpr>  s1      DD!x""1%%DDDDDDr>   )r?  r  r=  s   `r<   r@  r@    s-    DDDD/A/C/CDDDDDDr>   c                  2    dd l } t          | j                  S )Nr   )torch._dynamor3   rE  )r4   s    r<   
dynamo_dirrh    s    u}%%%r>   c                     |                      t                                rdS |                      t          t                              S r   )r   rh  r3   r4   re  s    r<   is_torchrj    s=    :<<(( u{511222r>   c                     t          |           sd S t          |           rt          S t          |           rt          S t          |           rt          S d S rT   )r   r   r   r   r   r   r   re   s    r<   lookup_callablerl    s\    C== tc"" $##3 ,++3 4r>   c                      t          |           S rT   )r[  re   s    r<   lookuprn    s    r>   Tr^  c                    	 t          |           }n# t          $ r d}Y nw xY w|s||                    d           d S | Tt          |           rt          S t                                          | d           }|||                    d           |S n|||s|                    t                    r.t                                          |dz   t          z   d           }n(t                                          |dz   |z   d           }|||                    d           |S |rH|dk    r||                    d           t          S |dk    r||                    d           t          S |s$|d	k    r||                    d
           t          S |t          |           }t          ||          }||                    |j                   |j        rt          S t          S )NFzobj is not hashabler=   rK   patched_initzfunc name is patched_init__torch_function__zfunc name is __torch_function____getattr__zCTracing __getattr__ as the top level frame, unsuitable for tracing.)r   	Exceptionr\   rf   r   r=   rw   r   r   r   r   r   rJ  r7  r6  )r;   rP   r=  is_direct_callr^  can_hashr_  skip_results           r<   r[  r[    sJ   C==    KK-...t
&s++ 	0//%''++C66"4555K  
	h2>2??899 	M)++//3!>> DD *++//30EtLLD"4555K  (>!!"7888'')))"=>>>'' (=   "Y   (' 3<<X~66KK&''' $####s    !!c                     t           j        j        j                                         t           j        j        j                                         t           j        j        j                                         t           j        j        j                                         t           j        j        j                                         d S rT   )	r4   rE  trace_rulesr=   cache_clearr`   r  r  rh  r~   r>   r<   clear_lru_cacherz  0  s    	M4@@BBB	M/;;===	M7CCEEE	M0<<>>>	M(4466666r>   )F)NNTN)_collections_abc_weakrefsetabcr   collections
contextlibr   copyregdataclassesenumr   rD   r   	linecacheloggingmultiprocessingr   r   	posixpathrandomr!  	selectorssignalsystempfile	threadingtokenize	tracebackrY   typingunittestweakrefr   pathlibr   r   r   r   r   r	   r
   r   r   r   r4   torch._inductor.test_operatorstorch.distributedtorch.utils._content_storetorch.utilsr   resume_executionr   utilsr   r   r   r   	variablesr   r   r   r   r   r   r   r   r   r   r0  r   r   ModuleNotFoundErrorTYPE_CHECKINGvariables.baser   manual_torch_name_rule_maprp   fromkeys"torch_c_binding_in_graph_functionsversion_info&torch_non_c_binding_in_graph_functionsr0   	lru_cacher=   rI   r2   r`   rf   rh   r   r   r   r   r   r   r   listr   r   rO  r   r   r   r   r   r   r   r   r   r   BUILTIN_SKIPLISTTHIRDPARTY_SKIPLISTr   r   r3   r  distributedis_availablerE  rF  skip_fsdp_hooksr\   r  sortedrU   r  r  r   r*  extendmapfilterr(  r+  rE   rA  r  r)  r"  rB  r>  rH  #FBCODE_INLINE_FILES_IN_SKIPPED_DIRSrD  r9  r,  	dataclassr5  rJ  rL  r`  rb  _namer@  rh  rj  rl  rn  r[  rz  r~   r>   r<   <module>r     s            



                                    				      				      



               # # # # # #       N N N N N N N N N N N N N N N N N N N N N N  % % % %     ! ! ! ! & & & & & & ; ; ; ; ; ; M M M M M M M M M M M M
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  , , , , , , , ,^ tCH~    
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/4 / / / /
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, , , , ,WT W W W W%4 % % % %1t 1 1 1 1 
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