
    ΅iK                    H   % S SK r S SKrS SKJr  S SKJr  S SKJrJr  S SK	J
r
Jr  S SK	r	S SKrS SKJs  Jr  S SKJr  S SKJr  S SKJr  S S	KJrJrJr  S S
KJrJrJrJrJ r J!r!J"r"J#r#  S SK$J%r%  S SK&J'r'J(r(J)r)J*r*J+r+J,r,J-r-J.r.J/r/J0r0J1r1J2r2J3r3J4r4  S SK5J6r6J7r7J8r8J9r9J:r:J;r;  S SK<J=r=  S SK>r>\ R                  R~                  \ R                  R                  R                  R~                  \ R                  R                  R                  R~                  \ R                  R                  R                  R~                  \ R                  R                  R                  R~                  /rD\E\=   \FS'   \ R                  R                  \ R                  R                  \ R                  R                  \ R                  R                  R                  R                  \ R                  R                  R                  R                  1rK\L\M   \FS'   / \
R                  " \D V Vs/ s H&  n U R                   Vs/ s H  n\P" X5      PM     snPM(     snn 5      QrQ\E\M   \FS'   \Q Vs/ s H  o"\K;  d  M
  UPM     snrQ0 rR\S\M\T4   \FS'   \D H]  rU\UR                   HJ  rV\P" \U\V5      rW\UR                  R                  SS5      R                  SS5      rZ\W\R;  d  M@  \Z S\V 3\R\W'   ML     M_     \" SS5      r[ " S S\5      r?S r\ " S S5      r] " S S5      r^ " S  S!\5      r_ " S" S#5      r` " S$ S%5      raS& rbS' rcS( rdS) reS* rfS+ rgS, rhS- riS. rjS/ rkS0 rlS1 rmS2 rnS3 roS4 rpS5 rqS6 rrS7 rsS8 rtS9 ruS: rvS; rwS< rxS= ryS> rzS? r{S@ r|SA r}SB r~SC rSD rSE rSF rSG rSH rSI rSJ rSK rSL rSM rSN rSO rSP rSQ rSR rSS rST rSU rSV rSW rSX rSY rSZ rS[ rS\ rS] rS^ rS_ rS` rSa rSb rSc rSd rSe rSf rSg rSh rSi rSj rSk rSl rSm rSn rSo rSp rSq rSr rSs rSt rSu rSv rSw rSx rSy rSz rS{ rS| rS} rS~ rS rSS jrS rS rS rS rS rS rS rS rS rS rS rS rS rS rS rS r\%" \GR                  SS\=(       a    \9(       + SS9\%" \GR                  SS\=(       a    \9(       + SS9\%" \GR                  SS\=(       a    \9(       + SS9\%" \GR                  SS\=(       a    \9\ GR                  4SS94rS rS rS rS rS rS r\ GR                  GR                  GR                  5       =(       a)    \ GR                  GR                  GR                  SS 5      r/ \a" \ R                  GR                  \r\%" \#5      4S9P\a" \ R                  GR                  \8\s\%" \#5      \%" \GR                  SS\>GR                  " S5      S94S9P\a" \ R                  GR                  \8\t\%" \GR                  " S5      SS5      \%" \#5      4S9P\a" \ R                  GR                  \uS9P\a" \ R                  GR                  \8\vS9P\a" \ R                  GR                  \8\w\%" \GR                  " S5      SS5      \%" \#5      4S9P\a" \ R                  GR                  \oS9P\a" \ R                  GR                  \p\%" \GR                  SS\>GR                  " S5      SS94S9P\a" \ R                  GR                  \q\8\%" \GR                  " S5      SS5      \%" \#SS5      4S9P\a" \ R                  GR                  S\x\{\%" \GR                  SS\>GR                  " S5      S9\%" \GR                  SS\>GR                  " S5      S94S9P\a" \ R                  GR                  S\y\{\%" \SS\>GR                  " S5      S9\%" \GR                  SS\>GR                  " S5      S9\%" \GR                  SS\>GR                  " S5      S94S9P\a" \ R                  GR                  S\z\{\%" \#5      \%" \GR                  SS\>GR                  " S5      S9\%" \GR                  SS\>GR                  " S5      S94S9P\a" \ R                  GR                  \\%" \GR                  SSS\ GR                  /S94S9P\a" \ R                  GR                  \" \|SSS9\8S\%" \!" \ GR                  S05      SS5      4S9P\a" \ R                  GR                  \" \|SSS9\8S\%" \GR                  SSS\ GR                  /S94\%" \!" \ GR                  S05      SS5      4S9P\a" \ R                  GR                  \" \|SSS9\8S\%" \#SS9\%" \GR                  SS5      4\%" \!" \ GR                  S05      SS5      4S9P\a" \ R                  GR                  \" \|SSSS9\8S\" \ GR                  5      \%" \GR                  SS\ GR                  4SS94\%" \!" \ GR                  S05      SS5      \%" \!" \ GR                  S05      SS5      4S9P\a" \ R                  GR                  \" \|SSSS9\8S\" \ GR                  5      \%" \GR                  SS\ GR                  \ GR                  \ GR                  4S9\%" \GR                  SSS\ GR                  \ GR                  /S9\%" \GR                  SS\ GR                  4SS94\%" \!" \ GR                  S05      SS5      \%" \!" \ GR                  S05      SS5      4S9P\a" \ R                  GR                  \" \|SSSS9\" \ GR                  5      \8S\%" \#5      \%" \GR                  SS5      \%" \GR                  SS\ GR                  4SS9\%" \GR                  SS\ GR                  4SS94\%" \!" \ GR                  S05      SS5      \%" \!" \ GR                  S05      SS5      \%" \!" \ GR                  S05      SS5      4S9P\a" \ R                  GR                  \}\%" \GR                  " S5      SS5      4S9P\a" \ R                  GR                  \~\%" \GR                  SSS\ GR                  /S94S9P\a" \ R                  GR                  \\8\%" \#5      \%" \GR                  " S5      SS5      4S9P\a" \ R                  GR                  \\8\%" \#5      \%" \GR                  " S5      SS5      4S9P\a" \ R                  GR                  \\%" \GR                  " S5      SS5      4S9P\a" \ R                  GR                  \\%" \GR                  " S5      SS5      \%" \7SS\ GR                  /SS94S9P\a" \ R                  GR                  \" \|SSS9\8S\%" \"5      4\%" \!" \ GR                  S05      SS5      4S9P\a" \ R                  GR                  \" \|SSS9\8S\%" \"5      \%" \GR                  SSS\ GR                  /S94\%" \!" \ GR                  S05      SS5      4S9P\a" \ R                  GR                  \" \|SSS9\8S\%" \"5      \%" \#5      \%" \GR                  SS5      4\%" \!" \ GR                  S05      SS5      4S9P\a" \ R                  GR                   \" \|SSSS9\8S\%" \"5      4\%" \!" \ GR                  S05      SS5      4S9P\a" \ R                  GR                  \" \|SSSS9\8S\%" \"5      \%" \GR                  SSS\ GR                  /S94\%" \!" \ GR                  S05      SS5      4S9P\a" \ R                  GR                  \" \|SSSS9\8S\%" \"5      \%" \#5      \%" \GR                  SS5      4\%" \!" \ GR                  S05      SS5      4S9P\a" \ R                  GR                  \b\%" \GR                  " S5      SS5      4S9P\a" \ R                  GR                  \c\%" \" \ GR                  \ " SSS9\ GR                  \ " SSS905      SSSS9/\%" \GR                  " S5      SS5      \%" \GR                  SSS\ GR                  /S94S9P\a" \ R                  GR
                  \\%" \GR                  " S5      SS5      \%" \GR                  " S5      SS5      4S9P\a" \ R                  GR                  \\%" \GR                  " S5      SS5      \%" \GR                  " S5      SS5      \%" \GR                  SS\>GR                  " S5      =(       a    \(       + SS94S9P\a" \ R                  GR                  \\%" \GR                  " S5      SS5      \%" \GR                  " S5      SS5      \%" \GR                  " S5      SS5      \%" \7SS94S9P\a" \ R                  GR                  \S9P\a" \ R                  R                  \S9P\a" \ R                  GR                  \\8S9P\a" \ R                  GR                  \d\%" \GR                  " S5      SS5      \%" \GR                  " S5      SS5      \%" \GR                  " S5      SS5      \%" \GR                  " S5      SS5      4S9P\a" \ R                  GR                  \h\%" \GR                  " S5      SS5      \%" \GR                  SSS\ GR                  /S94S9P\a" \ R                  GR                  \\%" \GR                  " S5      SS5      4S9P\a" \ R                  GR                  \\%" \GR                  " S5      SS5      \%" \7SSS9\%" \GR                  " S5      SS5      4S9P\a" \ R                  GR                  \\%" \GR                  " S5      SS5      \%" \7SSS9\%" \GR                  " S5      SS5      4S9P\a" \ R                  GR                  \\%" \GR                  " S5      SS5      \%" \GR                  SSS\ GR                  /S94S9P\a" \ R                  GR                   \\%" \GR                  " S5      SS5      4S9P\a" \ R                  GR"                  \e\%" \GR                  " S5      SS5      \%" \GR                  SSS\ GR                  /S94S9P\a" \ R                  GR$                  \f\%" \GR                  " S5      SS5      4S9P\a" \ R                  GR&                  \g\%" \GR                  " S5      SS5      4S9P\a" \ R                  GR(                  \\%" \GR                  " S5      SS5      4S9P\a" \ R                  GR*                  \\%" \GR                  " S5      SS5      \%" \GR                  SSS\ GR                  /S94S9P\a" \ R                  GR,                  \\%" \GR                  " S5      SS5      \%" \7S\ GR                  /SS94S9P\a" \ R                  GR.                  \\%" \GR                  " S5      SS5      \%" \7S\ GR                  /SS94S9P\a" \ R                  GR0                  \\" SSS9\%" \GR                  SS5      \%" \" \ GR                  \ " SSS905      SS\ GR                  /SS9\%" \GR                  SS\ GR                  /SS9\%" \GR                  SS\ GR                  /SS94S9P\a" \ R                  GR2                  \\%" \GR                  " S5      SS5      \%" \7SSS9\%" \GR                  " S5      SS5      \%" \GR                  " S5      SS5      \%" \GR                  " S5      SS5      4S9P\a" \ R                  GR4                  \\%" \GR                  SSS\ GR                  /S94S9P\a" \ R                  GR6                  \S9P\a" \ R                  GR8                  \\\" SSS9\%" \GR                  " S5      SS5      \%" \" \ GR                  \ " SSS905      SSSS9\%" \GR                  " S5      SSSS9\%" \GR                  " S5      SSSS9\%" \GR                  " S5      SSSS9\%" \GR                  " S5      SS\9SS94S9P\a" \ R                  GR:                  \S9P\a" \ R                  GR<                  \SS9P\a" \ R                  GR>                  \S9P\a" \ R                  GR@                  \" \SS9S\%" \GR                  " S5      SS5      4S9P\a" \ R                  GRB                  \" \SS9S\%" \GR                  " S5      SS5      4S9P\a" \ R                  GRD                  \" \SS9S\%" \SS5      \%" \SS5      \%" \SS5      \%" \SS5      \%" \SS5      \%" \GR                  " S5      SS5      4S9P\a" \ R                  GRF                  \S9P\a" \ R                  GRH                  \\%" \GR                  " S5      SS5      4S9P\a" \ R                  GRJ                  \S9P\a" \ R                  GRL                  S\\%" \GR                  " S5      SSSS9/\%" \GR                  " S5      SS5      \%" \GR                  SS5      4S9P\a" \ R                  GRN                  S\\%" \" \ GR                  \ " SSS905      SSS\:S9\%" \" \ GR                  \ " SSS905      SSSS9\%" \GR                  " S5      SSSS9/\%" \GR                  " S5      SS5      4S9P\a" \ R                  GRP                  \\%" \GR                  " S5      SSSS9/\%" \GR                  " S5      SS5      4S9P\a" \ R                  GRR                  \S\%" \GR                  " S5      SSSS9/\%" \GR                  " S5      SS5      4S9P\a" \ R                  GRT                  S\\%" \GR                  " S5      SS5      4S9P\a" \ R                  GRV                  \\%" \" \ GR                  \ " SSS905      SSSS9/\%" \GR                  " S5      SS5      4S9P\a" \ R                  GRX                  \\(       a  SO&\%" \GR                  SS\>GR                  " S5      SS94S9P\a" \ R                  GRZ                  \S9P\a" \ R                  GR\                  \\%" \#5      4S9P\a" \ R                  GR^                  \\%" \#5      4S9P\a" \ R                  GR`                  \" \SS9\S9P\a" \ R                  GRb                  \\S9P\a" \ R                  GRd                  \\S9P\a" \ R                  GRf                  \\(       a  SO&\%" \GR                  SS\>GR                  " S5      SS94S9P\a" \ R                  GRh                  \\%" \GR                  SSS\ GR                  /S94S9P\a" \ R                  GRj                  \S9P\a" \ R                  GRl                  \S9P\a" \ R                  GRn                  \\%" \GR                  " S5      SS5      \%" \GR                  SSS\ GR                  /S94S9P\a" \ R                  GRp                  \\%" \GR                  " S5      SS5      \%" \GR                  SSS\ GR                  /S94S9P\a" \ R                  GRr                  \\%" \GR                  " S5      SS5      4S9P\a" \ R                  GRt                  \\%" \#5      4S9P\a" \ R                  GRv                  \\%" \#5      4S9P\a" \ R                  GRx                  \S9P\a" \ R                  GRz                  \\(       a  SO&\%" \GR                  SS\>GR                  " S5      SS94S9P\a" \ R                  GR|                  \\(       a  SO&\%" \GR                  SS\>GR                  " S5      SS94S9P\a" \ R                  GR~                  \\%" \#5      4S9P\a" \ R                  GR                  \\%" \#5      4S9P\a" \ R                  GR                  S\" \SS9\\S9P\a" \ R                  GR                  S\" \SS9\\S9P\a" \ R                  GR                  S\\\%" \#5      4\S9P\a" \ R                  GR                  \S9P\a" \ R                  GR                  \\8\%" \GR                  " S5      SSSS9\%" \GR                  " S5      SSSS9\%" \GR                  " S5      SSSS94S9P\a" \ R                  GR                  \\8\%" \GR                  " S5      SSSS9\%" \GR                  " S5      SSSS9\%" \GR                  " S5      SSSS94S9P\a" \ R                  GR                  \S9P\a" \ R                  GR                  \\8\%" \GR                  " S5      SSSS9\%" \GR                  " S5      SSSS9\%" \GR                  " S5      SSSS94S9P\a" \ R                  GR                  \\8\%" \GR                  " S5      SSSS9\%" \GR                  " S5      SSSS9\%" \GR                  " S5      SSSS94S9P\a" \ R                  GR                  \\%" \#5      4S9P\a" \ R                  GR                  \S9P\a" \ R                  GR                  \\%" \GR                  SSSS94S9P\a" \ R                  GR                  \\%" \GR                  SSSS94S9P\a" \ R                  GR                  \\S9P\a" \ R                  GR                  \\S9P\a" \ R                  GR                  \\\%" \GR                  SS5      4S9P\a" \ R                  GR                  \S9P\a" \ R                  GR                  \\%" \GR                  SSSS94S9P\a" \ R                  GR                  \\%" \GR                  SSSS94S9PGrT\E\a   \FS'   gs  snf s  snn f s  snf )    N)deepcopy)Enum)wrapspartial)chainproduct)pack_padded_sequence)make_tensor)
TEST_CUDNN)floating_typesfloating_and_complex_types_andget_all_fp_dtypes)_TestParametrizer_update_param_kwargsexpectedFailureMPStoleranceOverridetolprecisionOverrideskipMetaskipMPS)DecorateInfo)cosineembeddingloss_referencecross_entropy_loss_referencectcloss_referencehingeembeddingloss_referencehuberloss_referencekldivloss_referencemarginrankingloss_referencemultimarginloss_referencemultilabelmarginloss_referencenllloss_referencenlllossNd_referencesmoothl1loss_referencesoftmarginloss_referenceget_reduction)freeze_rng_state	skipIfMPSGRADCHECK_NONDET_TOLTEST_WITH_ROCM
IS_WINDOWSskipIfTorchDynamo)
ModuleTypeMODULE_NAMESPACESMODULES_TO_SKIPMODULE_CLASSESMODULE_CLASS_NAMESztorch. z.modules.TrainEvalMode)
train_only	eval_onlytrain_and_evalc                   H    \ rS rSrSrS\R                  S4S jrS rS r	Sr
g)	modulesI   zPPROTOTYPE: Decorator for specifying a list of modules over which to run a test. NTc                 f    [        U5      U l        Ub  [        U5      OS U l        X0l        X@l        g N)listmodule_info_listsetallowed_dtypestrain_eval_modeskip_if_dynamo)selfmodule_info_iterabler?   r@   rA   s        `/home/james-whalen/.local/lib/python3.13/site-packages/torch/testing/_internal/common_modules.py__init__modules.__init__L   s1     $%9 :5C5Oc.1UY.,    c                 j   / nU R                   [        R                  :X  d  U R                   [        R                  :X  a  UR	                  S5        U R                   [        R
                  :X  d  U R                   [        R                  :X  a  UR	                  S5        UR                  (       d  US S nU$ )NTF   )r@   r3   r4   r6   appendr5   train_and_eval_differ)rB   module_infotraining_flagss      rD   _get_training_flagsmodules._get_training_flagsS   s      M$<$<<$$(D(DD!!$'  M$;$;;$$(D(DD!!%( 00+BQ/NrG   c           
   #   x  ^#    Uc  [        S5      eU R                   GHf  n[        UR                  UR                  5      5      nU R
                  b  UR                  U R
                  5      nU R                  U5      n[        Xe5       H  u  pxUR                  n	[        U5      S:  a  U	SU(       a  SOS 3-  n	SU0n
[        U
SU5        [        U
SU5         [        T5      U4S	 j5       nU R                  (       aD  [        R                  R                   R"                  R$                  (       d  ['        S
5      " U5      n[)        UR*                  UR,                  TR,                  UR                  U5      nXX4v   M     GMi     g ! [.         a#  n[1        SU	 SUR2                   S35        UeS nAff = f7f)NzThe @modules decorator is only intended to be used in a device-specific context; use it with instantiate_device_type_tests() instead of instantiate_parametrized_tests()rI   _
train_mode	eval_moderL   dtypetrainingc                     > T" U 0 UD6$ r;    )argskwargstests     rD   test_wrapper/modules._parametrize_test.<locals>.test_wrapper}   s    #T4V44rG   z/Policy: we don't run ModuleInfo tests w/ DynamozFailed to instantiate z for module !)RuntimeErrorr=   r>   supported_dtypesdevice_typer?   intersectionrN   r   formatted_namelenr   r   rA   torchtesting	_internalcommon_utilsTEST_WITH_TORCHINDUCTORr+   r   get_decorators__name__	Exceptionprintname)rB   rZ   generic_cls
device_clsrL   dtypesrM   rU   rT   	test_nameparam_kwargsr[   decorator_fnexs    `            rD   _parametrize_testmodules._parametrize_testc   s      B C C  00K55j6L6LMNF"".,,T-@-@A!55kBN%,^%D! (66	~&*1X\;$O!PPI !.{;$\7EB$\:xH4[5 !5 **5==3J3J3W3W3o3o'89j'klx'y#*;+E+E{G[G[+/==*:P:PRW$YL (LOO1 &E 1> ! 29+\+JZJZI[[\]^Hs+   CF:B&F
 
F:

F7F22F77F:)r?   r=   rA   r@   )rj   
__module____qualname____firstlineno____doc__r3   r6   rE   rN   ru   __static_attributes__rW   rG   rD   r8   r8   I   s"    [<@!.!=!=d- (rG   r8   c                 @    U [         ;   a	  [         U    $ U R                  $ r;   )r0   rj   )
module_clss    rD   get_module_common_namer~      s"    ''!*--"""rG   c                   &    \ rS rSrSrSS/rS rSrg)FunctionInput   z9Contains args and kwargs to pass as input to a function. rX   rY   c                     Xl         X l        g r;   rX   rY   )rB   rX   rY   s      rD   rE   FunctionInput.__init__   s    	rG   r   Nrj   rw   rx   ry   rz   	__slots__rE   r{   rW   rG   rD   r   r      s    D"IrG   r   c                   *    \ rS rSrSr/ SQrSS jrSrg)ModuleInput   z@Contains args / kwargs for module instantiation + forward pass. constructor_inputforward_inputdescreference_fnNc                 t   ^ Xl         X l        X0l        TU l        Tb  [	        T5      U4S j5       nXPl        g g )Nc                 v   > [        U5      [        U5      p!T" U [        U R                  5       5      /UQ70 UD6$ r;   )r   r<   
parameters)mrX   rY   r   s      rD   copy_reference_fn/ModuleInput.__init__.<locals>.copy_reference_fn   s9      (~x/?f $AtALLN';MdMfMMrG   )r   r   r   r   r   )rB   r   r   r   r   r   s       ` rD   rE   ModuleInput.__init__   sH    !2*	(#< N !N !2 $rG   )r   r   r   r   )Nr1   Nr   rW   rG   rD   r   r      s    KNI2rG   r   c                        \ rS rSrSrSrSrSrg)ModuleErrorEnum   z6Enumerates when error is raised when testing modules. r   rI   rW   N)rj   rw   rx   ry   rz   CONSTRUCTION_ERRORFORWARD_ERRORr{   rW   rG   rD   r   r      s    AMrG   r   c                   D    \ rS rSrSr/ SQr\R                  \S.S jr	Sr
g)ErrorModuleInput   zk
A ModuleInput that will cause the operation to throw an error plus information
about the resulting error.
module_error_inputerror_on
error_typeerror_regex)r   r   c                4    Xl         X l        X0l        X@l        g r;   r   )rB   r   r   r   r   s        rD   rE   ErrorModuleInput.__init__   s     #5 $&rG   )r   r   r   r   N)rj   rw   rx   ry   rz   r   r   r   r^   rE   r{   rW   rG   rD   r   r      s'    
 PI
 *<<(		' 	'rG   r   c                       \ rS rSrSrSS\" 5       \R                  \R                  4\R                  \R                  4SSSSSSS.S	 jr
S
 rS r\S 5       r\S 5       rSrg)
ModuleInfo   z*Module information to be used in testing. rW   NT        F)skips
decoratorsrp   dtypesIfMPSdtypesIfHpusupports_gradgradgradcheck_nondet_tolmodule_memformat_affects_outrK   module_error_inputs_funcgradcheck_fast_modec                >   Xl         X l        / U(       a  UO/ QU(       a  UO/ Q7U l        XPl        X`l        Xpl        Xl        Xl        Xl        Xl	        Xl
        Xl        [        U[        R                  R                  R                   R"                  5      U l        g r;   )r}   module_inputs_funcr   rp   r   r   r   r   r   rK   r   r   
issubclassrd   nnr8   lazyLazyModuleMixinis_lazy)rB   r}   r   r   r   rp   r   r   r   r   r   rK   r   r   s                 rD   rE   ModuleInfo.__init__   s    & %"4Z:Z2Z5%VXZ&&!2$8!,H)%:"(@%#6 !*ehh.>.>.C.C.S.STrG   c                     / nU R                    H`  n[        U[        5      (       a7  UR                  XX4U5      (       a  UR	                  UR                   5        MM  MO  UR                  U5        Mb     U$ r;   )r   
isinstancer   	is_activeextendrJ   )rB   
test_classrq   devicerT   rr   result	decorators           rD   ri   ModuleInfo.get_decorators   sd    I)\22&&zf\ZZMM)"6"67 [ i( ) rG   c                 b    US:X  a  U R                   $ US:X  a  U R                  $ U R                  $ )Nmpshpu)r   r   rp   )rB   r`   s     rD   r_   ModuleInfo.supported_dtypes   s4    %###E!###;;rG   c                 ,    [        U R                  5      $ r;   )r~   r}   rB   s    rD   rm   ModuleInfo.name  s    %doo66rG   c                 :    U R                   R                  SS5      $ )Nr2   rQ   )rm   replacer   s    rD   rb   ModuleInfo.formatted_name  s    yy  c**rG   )r   rp   r   r   r   r   r   r}   r   r   r   r   rK   )rj   rw   rx   ry   rz   r   rd   float16float32bfloat16rE   ri   r_   propertyrm   rb   r{   rW   rG   rD   r   r      s~    5  &(#mmU]]<#nnemm=#'&).3',*.%)UB 7 7 + +rG   r   c           
          [        [        XUS9n[        [        SS5      [        U" S5      S9S S9[        [        SSSS	9[        U" S5      5      S
S S9[        [        SS5      [        U" S5      5      SS S9/nU$ )Nr   rT   requires_grad
         r   )inputc                     [         R                  " X!S   R                  5       5      US   R                  SS5      R	                  SS5      -   $ )Nr   rI   r   r   )rd   mmtviewexpand)r   pr   s      rD   <lambda>/module_inputs_torch_nn_Linear.<locals>.<lambda>  sA    UXXeqTVVX5NQRSTQUQZQZ[\^`QaQhQhijlmQn5nrG   r   r   r   Fbiasno_biasc                 P    [         R                  " X!S   R                  5       5      $ )Nr   )rd   r   r   r   r   is      rD   r   r     s    !qTVVX1FrG   r         no_batch_dimc                     [         R                  " UR                  SS5      US   R                  5       5      R                  S5      US   -   $ )NrI   r   r   )rd   r   r   r   r   s      rD   r   r     s;    !&&B-11R1W1WXZ1[^_`a^b1brG   r   r
   r   r   )rL   r   rT   r   rU   rY   
make_inputmodule_inputss           rD   module_inputs_torch_nn_Linearr     s    VP]^J 	mB&:"/j6I"J!n	p 	mB&F"/
70C"D"!F	H 	mAq&9"/
1">'!b	dM rG   c                 H  ^ [        [        XUS9nSS jm[        [        SSS5      [        U" S5      U" S5      5      TS9[        [        SSSS	S
9[        U" S5      U" S5      5      SU4S jS9[        [        SSS5      [        U" S5      U" S5      5      SU4S jS9/nU$ )Nr   c                 *   [         R                  " SX!S   U5      nU(       ap  UR                  S   S:X  a  UR                  S5      US   -   nU$ XQS   R                  SS5      R	                  UR                  S   US   R                  S   5      -   nU$ )Nzbn,anm,bm->bar   rI   r   )rd   einsumshaper   r   )r   r   x1x2r   r   s         rD   bilinear_reference_fn>module_inputs_torch_nn_Bilinear.<locals>.bilinear_reference_fn%  s    orQ4<xx{aR1Q4/   A$))Ar"2"9"9"((1+qtzzRS}"UUrG      r   r   )r   r   )r   r   r   Fr   r   c                    > T" XX#SS9$ )NFr   rW   r   r   r   r   r   s       rD   r   1module_inputs_torch_nn_Bilinear.<locals>.<lambda>5  s    6KART_d6erG   r   r   c           	      X   > T" XUR                  SS5      UR                  SS5      5      $ )NrI   r   )r   r   s       rD   r   r   9  s/    6KARTRYRYZ[]_R`bdbibijkmobp6qrG   )Tr   )	rL   r   rT   r   rU   rY   r   r   r   s	           @rD   module_inputs_torch_nn_Bilinearr   "  s    VP]^J 	mAq!&<"/
60BJvDV"W!6	8 	mAq!%&H"/
60BJvDV"W"!e	g 	mAq!&<"/
1z!}"M'!q	sM rG   c           
      d   [        [        XUS9nS0 4SSS04SSS04SSS	04S
S
S04/n/ nU H  u  pU
4S jnU" S5      R                  5       nUR                  S
S5      (       a  U" S5      OU" S5      R                  5       nUR	                  [        [        S0 U
D6[        X5      U	US95        U" S5      R                  5       nUR                  S
S5      (       a  U" S5      OU" S5      R                  5       nUR	                  [        [        S0 U
D6[        X5      SU	-   US95        GM     U$ )Nr   r1   reduction_sum	reductionsumreduction_batchmean	batchmeanreduction_nonenone
log_targetTc                     [        X#40 UD6$ r;   )r   r   r   r   r   constructor_kwargss        rD   r   6module_inputs_torch_nn_KLDivLoss.<locals>.reference_fnL      &qB/ABBrG   r   r   Fr   rW   scalar_)r   r
   loggetrJ   r   r   )rL   r   rT   r   rU   rY   r   casesr   r   r
  r   r   targetscalar_inputscalar_targets                   rD    module_inputs_torch_nn_KLDivLossr  ?  s`   VP]^J 
R	;./	k :;	K01	d+,%E M$) 8J 	C 8$((*)/L%)H)HH%jYaNbNfNfNh-*M:L*M&3E&B!%13	
 ""~))+ %jju==JrN:b>CUCUCW 	 	-*M:L*M&3L&O&-%13	
% %*2 rG   c                 J   XU4S jn[        [        XSS9nS0 4SSS04SSS	04S
S
S04SSU" S5      R                  5       04SU" S5      R                  5       SS.4SU" S5      R                  5       SS.4/n/ n	U GH"  u  pU4S jnU	R                  [	        [        S 0 UD6[        U" S5      [        R                  " SUS9R                  5       R                  S5      R                  5       R                  5       5      U
US95        U4S jnU	R                  [	        [        S 0 UD6[        U" S5      [        R                  " SSSUS9R                  5       R                  S5      R                  5       R                  5       5      SU
 3US95        U	R                  [	        [        S 0 UD6[        U" S5      [        R                  " SSSSSUS9R                  5       R                  S5      R                  5       R                  5       5      SU
 3US95        U	R                  [	        [        S 0 UD6[        U" S5      [        R                  " SSUS9R                  5       R                  S5      R                  5       R                  5       5      SU
 3US95        GM%     U	$ )!Nc                 P    [        XUSS9R                  SS9R                  U5      $ )NFr   rI   dim)r
   log_softmaxrequires_grad_)r   r   rT   r   s       rD   r   2module_inputs_torch_nn_NLLLoss.<locals>.make_inputh  s-    5u).00;0B>>R_C`	arG   Fr   r1   r   r  r  r  r  ignore_indexr   weightsweightr   weights_ignore_index)r  r  weights_ignore_index_negr   c                     [        X#40 UD6$ r;   )r!   r	  s        rD   r   4module_inputs_torch_nn_NLLLoss.<locals>.reference_fn~  s    $Q@-?@@rG   )   r   r$  r   r   c                     [        X#40 UD6$ r;   )r"   r	  s        rD   nd_reference_fn7module_inputs_torch_nn_NLLLoss.<locals>.nd_reference_fn  r  rG   )r   r   r   r   r   nd_)r   r   r   r   r   r   higher_dim_)r   r   r   3d_rW   )r   r
   absrJ   r   r   rd   emptyuniform_mulfloorlong)rL   r   rT   r   rU   rY   r   make_weightr  r   r   r
  r   r'  s                 rD   module_inputs_torch_nn_NLLLossr3  g  s   !'M a +fQVWK 
R	;./	K01	.!,-	X{1~11345	KN,>,>,@RS!TU	#A0B0B0DVX%YZ%E M$) 8J 	A 	-*M:L*M&3Jw4G49KK64R4[4[4]4a4abc4d4j4j4l4q4q4s'u!%1	3	
 <N 	C 	-*M:L*M&3&|4!KK1a?HHJNNqQWWY^^`'b  #4&\%46	
 	-*M:L*M&3&'9:!KK1aAfENNPTTUVW]]_ddf'h  +4&1%46	
 	-*M:L*M&3&y1!KK1V<EEGKKANTTV[[]'_  #4&\%46	
E %*V rG   c                    [        [        XUS9n[        [        XSS9nS0 4SSS04SSS04S	SS
04SSS04/n/ n	U H  u  pUR                  SS5      nU(       a  U" SS5      R                  5       OU" SS5      R                  5       nU	R	                  [        [        S0 UD6[        U" SS5      U" SS5      U5      U
[        S95        M     U	$ )Nr   Fr1   r   r  r  reduction_meanmeanr  r  homoscedasticTrI   r   r   r   rW   )r   r
   popr,  rJ   r   r   no_batch_dim_reference_fn)rL   r   rT   r   rU   rY   r   make_targetr  r   r   r
  r7  	var_inputs                 rD   &module_inputs_torch_nn_GaussianNLLLossr<    s   VP]^J+fQVWK 
R	;./	K01	K01	?D12%E M$) *..F.;Jq!$((*AqAQAUAUAW	-*M:L*M&3Jq!4D4?14E4='? "%>@	
 %* rG   c                   ^ [        [        XUS9n[        [        XSS9nS0 4SSS04SSS04S	SS
04SSS04SSS04SSSS.4/nSS jm/ n	U H  u  pU4U4S jjnUR                  SS5      nU(       a  U" S5      O$U" S5      R                  5       R	                  S5      nU	R                  [        [        S0 UD6[        UU" S5      R                  5       R                  5       5      U
US95        M     U	$ )Nr   Fr1   r   r  r  r5  r6  r  r  fullTno_log_input	log_inputfull_no_log_input)r>  r@  c                    U(       a#  U R                  5       UR                  U 5      -
  nO#XR                  X-   R                  5       5      -
  nU(       a_  XaR                  UR                  5       5      U-
  SS[        R                  -  U-  R                  5       -  -   R                  US:*  S5      -  nUS:X  a  U$ US:X  a!  UR                  5       U R                  5       -  $ UR                  5       $ )N      ?       @rI   r   r  r6  )expr/  r  mathpimasked_fillr  numel)r   r   r@  r>  r  epsr   s          rD   poissonnllloss_reference_fnJmodule_inputs_torch_nn_PoissonNLLLoss.<locals>.poissonnllloss_reference_fn  s    UUWquuQx'F}}//FuuQUUW~)C2<!3C2H2H2J,JJWWXY]^X^`abbFM& ::<!'')++::<rG   c                    > T" X#40 UD6$ r;   rW   )r   r   r   r   r
  rK  s        rD   r   ;module_inputs_torch_nn_PoissonNLLLoss.<locals>.reference_fn  s    .qJ7IJJrG   r   r   r   r   MbP?r   )TFr6  g:0yE>rW   )
r   r
   r  r,  addrJ   r   r   floor_abs_)rL   r   rT   r   rU   rY   r   r:  r  r   r   r
  r   r@  r   rK  s                  @rD   %module_inputs_torch_nn_PoissonNLLLossrT    s0   VP]^J+fQVWK 
R	;./	K01	K01	&$ 	+u-.	t%@A%E   M$) 8J 	K '**;=	,5
<(:l;S;W;W;Y;];]^c;d-*M:L*M&3E4?4M4T4T4V4[4[4]'_!%1	3	
 %* rG   c                    [        [        XUS9n[        [        XSS9nS0 4SSS04SSS04S	SS
04/nSS jn	/ n
U H  u  pU
R                  [        [	        S0 UD6[	        U" S5      U" S5      5      U[        U	40 UD6S95        U
R                  [        [	        S0 UD6[	        U" S5      U" S5      5      U S3[        U	40 UD6S95        M     U
$ )Nr   Fr1   r   r  r  r5  r6  r  r  c                     US:X  a  X#-
  R                  S5      $ US:X  a2  X#-
  R                  S5      R                  5       UR                  5       -  $ X#-
  R                  S5      R                  5       $ )Nr  r   r6  )powr  rI  )r   r   r   r   r  s        rD   mse_loss_reference_fn=module_inputs_torch_nn_MSELoss.<locals>.mse_loss_reference_fn  s_    E;;q>!& E;;q>%%'!'')33E;;q>%%''rG   rO  r   rW   _scalar)r6  r   r
   rJ   r   r   )rL   r   rT   r   rU   rY   r   r:  r  rX  r   r   r
  s                rD   module_inputs_torch_nn_MSELossr\    s   VP]^J+fQVWK 
R	;./	K01	K01	%E( M$) -*M:L*M&3J|4L4?4M'O!%,-B%YFX%Y	[	
 	-*M:L*M&3JrN4?O'E $vW-%,-B%YFX%Y	[	
 %*  rG   c                   ^ U4S jnU" SS5      (       a  SOSnU" SS5      nU" SS	5      nUbT  [        U[        5      (       d   eTR                  5        H)  u  pX;   d  M  U	c  M  Xh   n
U	R                  U
5      TU'   M+     U Vs/ s H  oR                  U5      PM     nn[	        5          U " U0 TD6R                  U5      nSSS5        U(       a"  [        U 5      nUS
:X  a  WR                  S5      $ W$ s  snf ! , (       d  f       N>= f)a  Reference function for modules supporting no batch dimensions.

Unbatched inputs are unsqueezed to form a
single batch input before passing them to the module.
The output is squeezed to compare with the
output of unbatched input to the module.

Currently it only supports modules which return a single Tensor as output.
You can bind the following kwargs.
Kwargs:
    batch_first[bool] : If True, all the Tensors in `args` while be unsqueezed at dim `0` .
                    and output will be squeezed at dim `0` else dim `1` for both.
    kwargs_to_batchify[dict] : Dictionary specifying the name of the argument and dimension to unsqueeze.
                           Useful if there are few arguments whose batch dimension are different
                           from the ones selected by `batch_first`.
    is_criterion[bool] : Specify if the module is a criterion and handle the reduction for output accordingly.
c                 X   > TR                  X5      nU T;   a  TR                  U 5        U$ r;   )r  r8  )keydefaultvrY   s      rD   get_and_pop.no_batch_dim_reference_fn.<locals>.get_and_pop/  s(    JJs$&=JJsOrG   batch_firstTr   rI   kwargs_to_batchifyNis_criterionFr  )r   dictitems	unsqueezer&   squeezer%   )r   r   rX   rY   rb  	batch_dimre  rf  kra  bdimr   single_batch_input_argsoutputr  s      `           rD   r9  r9    s   $ !551I$%94@~u5L%,d3333LLNDA&1=),KK-q	 #
 HLLtey9tL		+6v6>>yI 
 !!$	>>!$$M M		s   C8-C==
Dc                    UR                  SS5      (       a  SOSnSU;   a  UR                  S5        SU;   a  US   b  US   R                  S5      US'   U Vs/ s H  oUR                  U5      PM     nn[        5          U " U0 UD6nUS   R	                  U5      US   R	                  S5      4sSSS5        $ s  snf ! , (       d  f       g= f)zReference function for MultiheadAttention supporting no batch dimensions.

Unbatched inputs are unsqueezed to form a
single batch input before passing them to the module.
The output is squeezed to compare with the
output of unbatched input to the module.
rd  Tr   rI   key_padding_maskN)r  r8  ri  r&   rj  )r   r   rX   rY   rk  r   rn  ro  s           rD   no_batch_dim_reference_mharr  K  s     ZZt44!I

=!V#/A(B(N%+,>%?%I%I!%L!"GKLtey9tL		+6v6q	!!),fQi.?.?.BC 
	 M		s   B: 0B??
Cc                    [        U5      S:X  a  Uu  nSnO$[        U5      S:X  a  Uu  pEUR                  S5      nUS   (       a  SOSnUR                  S5        WR                  U5      nUW4n[        5          U " U0 UD6nUS   R	                  U5      US   R	                  S5      4sSSS5        $ ! , (       d  f       g= f)zReference function for RNN and GRU supporting no batch dimensions.

Unbatched inputs are unsqueezed to form a
single batch input before passing them to the module.
The output is squeezed to compare with the
output of unbatched input to the module.
rI   Nr   rd  r   rc   ri  r8  r&   rj  	r   r   rX   rY   inphrk  rn  ro  s	            rD   no_batch_dim_reference_rnn_grurx  ^  s     4yA~	TaKKNM*I
JJ}
--	
"C"Ah		+6v6q	!!),fQi.?.?.BC 
		s   90B33
Cc                    [        U5      S:X  a  Uu  nSnO;[        U5      S:X  a,  Uu  pEUS   R                  S5      US   R                  S5      4nUS   (       a  SOSnUR                  S5        WR                  U5      nUW4n[        5          U " U0 UD6nUS   R	                  U5      US   S   R	                  S5      US   S   R	                  S5      44sSSS5        $ ! , (       d  f       g= f)zReference function for LSTM supporting no batch dimensions.

Unbatched inputs are unsqueezed to form a
single batch input before passing them to the module.
The output is squeezed to compare with the
output of unbatched input to the module.
rI   Nr   r   rd  rt  ru  s	            rD   no_batch_dim_reference_lstmrz  v  s     4yA~	TaqT^^A!q 12M*I
JJ}
--	
"C"Ah		+6v6q	!!),vay|/C/CA/Fq	RSH\H\]^H_.`a 
		s   A
C$$
C2c                     Uu  nu  pVUR                  S5      UR                  S5      UR                  S5      44n[        5          U " U0 UD6nUS   R                  S5      US   R                  S5      4sSSS5        $ ! , (       d  f       g= f)zReference function for LSTMCell supporting no batch dimensions.

The module is passed the input and target in batched form with a single item.
The output is squeezed to compare with the no-batch input.
r   rI   N)ri  r&   rj  )	r   r   rX   rY   rv  rw  crn  ro  s	            rD   no_batch_dim_reference_lstmcellr}    s     KC!"}}Q/!++a.!++a.1QR		+6v6q	!!!$fQi&7&7&:; 
		s   0A??
Bc                     S Vs/ s H;  n[        [        US9[        U " S5      U " S5      5      [        [        SS9SU 3S9PM=     sn$ s  snf )	N)r  r6  r  )r  r   r   Trf  no_batch_dim_r   r   r   r   )r   r   r   r9  )r   r  s     rD   $generate_regression_criterion_inputsr    sb     34 3i 	+i@'
5(9:a>J !:N ,		

 34 4 4s   AA
c                 >   [        [        XUS9n[        [        SS9[        U" S5      5      S[        S9[        [        S5      [        U" S5      5      S9[        [        S	S	5      [        U" S5      5      S
S9[        [        SSS5      [        U" S5      5      SS9/$ )Nr   r   )kernel_size)r      r   r   )r   r   r  r   r   r   strider   r   r   rI   
stride_padr   r
   r   r   r9  rL   r   rT   r   rU   rY   r   s          rD    module_inputs_torch_nn_AvgPool1dr    s    VP]^J 	m&B"/
60B"C'!:	< 	mA&6"/
90E"F	HmD$&?"/
90E"F!	# 	mAq!&<"/
90E"F%	'( (rG   c                    [        [        XUS9n[        [        S5      [        U" S5      5      S[        S9[        [        S5      [        U" S5      5      S9[        [        SS5      [        U" S5      5      SS	9[        [        SSS
5      [        U" S5      5      SS	9[        [        SSS9[        U" S5      5      SS	9[        [        SSSS9[        U" S5      5      SS	9[        [        SSS
SS9[        U" S5      5      SS	9/$ )Nr   r   r   r   r  r  r   r   r   r   r  r  r  r  r  rI   rI   r  rI   divisor_overridedivisordivisor_stridedivisor_stride_padr  r  s          rD    module_inputs_torch_nn_AvgPool2dr    s   VP]^J 	mF&;"/
90E"F'!:	< 	mF&;"/
<0H"I	KmFF&C"/
<0H"I!	# 	mFFF&K"/
<0H"I%	' 	mFQ&O"/
<0H"I"	$ 	mFFUV&W"/
<0H"I)	+ 	mFFF]^&_"/
<0H"I-	/'0 0rG   c                 F   [        [        XUS9n[        [        S5      [        U" S5      5      S[        S9[        [        S5      [        U" S5      5      S9[        [        SS5      [        U" S	5      5      S
S9[        [        SSS5      [        U" S	5      5      SS9[        [        SSS5      [        U" S	5      5      SS9[        [        SSS5      [        U" S5      5      SS9[        [        SSS5      [        U" S5      5      SS9[        [        SSS5      [        U" S5      5      SS9[        [        SSS9[        U" S5      5      SS9[        [        SSSS9[        U" S	5      5      SS9[        [        SSSSS9[        U" S	5      5      SS9[        [        SSSSS9[        U" S	5      5      SS9[        [        SSSSS9[        U" S5      5      SS9[        [        SSSSS9[        U" S5      5      S S9[        [        SSSSS9[        U" S5      5      S!S9/$ )"Nr   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r  r   r   r   r   r   r   r  r  rI   rI   rI   r  r   )rI   r   rI   stride_pad_gpu_fixedkw_output)r   r   r   rI   )rI   rI   r   )r   r   r   r   r   stride_pad_gpu_general_outputr   r   stride1_pad0_gpu_inputstride_pad_gpu_input_nooverlapr  r  r  r  %divisor_stride_pad_gpu_fixedkw_output%divisor_stride_pad_gpu_general_outputdivisor_stride1_pad0_gpu_input&divisor_stride_pad_gpu_input_nooverlapr  r  s          rD    module_inputs_torch_nn_AvgPool3dr    sO   VP]^J 	mI&>"/
<0H"I'!:	< 	mI&>"/
?0K"L	NmAy&A"/
?0K"L!	# 	mAq)&D"/
?0K"L%	' 	mAq)&D"/
?0K"L8	: 	mIq)&L"/
?0K"L8	: 	mAq!&<"/
?0K"L1	3 	mAq)&D"/
?0K"L9	; 	mIPQ&R"/
?0K"L"	$ 	mAyST&U"/
?0K"L)	+ 	mAq)VW&X"/
?0K"L-	/ 	mAq)VW&X"/
?0K"L@	B 	mIq)^_&`"/
?0K"L@	B 	mAq!a&P"/
?0K"L9	; 	mAq)VW&X"/
?0K"LA	CW-D -DrG   c           
          [        [        XUS9n[        [        S5      [        U" S5      5      SS9[        [        S5      [        U" S5      5      [        SS9[        [        S	5      [        U" S5      5      S
S9/$ )Nr   r   rI   r   r   singler  r   r   r   r  rI   
one_outputr  r  s          rD   (module_inputs_torch_nn_AdaptiveAvgPool1dr    s    VP]^J 	mA&7"/
90E"F!	# 	mA&7"/
60B"C!:'	) 	mA&7"/
90E"F%	'
( 
(rG   c                    [        [        XUS9n[        [        S5      [        U" S5      5      SS9[        [        S5      [        U" S5      5      [        SS9[        [        S	5      [        U" S5      5      S
S9[        [        S5      [        U" S5      5      SS9[        [        S5      [        U" S5      5      SS9/$ )Nr   r   rI   r   r   r  r  r  r   r   r  r   r  rI   single_1x1outputr   r   tupler   N
tuple_noner  r  s          rD   (module_inputs_torch_nn_AdaptiveAvgPool2dr    s    VP]^J 	mA&7"/
<0H"I!	# 	mA&7"/
90E"F!:'	) 	mA&7"/
<0H"I+	- 	mF&;"/
<0H"I 	" 	mI&>"/
<0H"I%	'( (rG   c                    [        [        XUS9n[        [        S5      [        U" S5      5      SS9[        [        S5      [        U" S5      5      [        SS9[        [        S	5      [        U" S
5      5      SS9[        [        S5      [        U" S
5      5      SS9[        [        S5      [        U" S5      5      SS9/$ )Nr   r   )r   r   r   r      r  r  )r   r   r   r  r   r  r   r   r   )r   r   r   r   r  r  )Nr   r   r  )r   r   r   )rI   rI   r   r   r  last_dimr  r  s          rD   (module_inputs_torch_nn_AdaptiveAvgPool3dr  ,  s    VP]^J 	mA&7"/
?0K"L!	# 	mA&7"/
<0H"I!:'	) 	mI&>"/
?0K"L 	" 	mL&A"/
?0K"L%	' 	mI&>"/
?0K"L#	%& &rG   c           	          [        [        XUS9n[        [        S5      [        U" S5      5      SS9[        [        S5      [        U" S5      5      [        SS9/$ )	Nr   r   r  r  r  r  r   r  r  r  s          rD   (module_inputs_torch_nn_AdaptiveMaxPool1dr  B  s`    VP]^J 	mA&7"/
90E"F!	# 	mA&7"/
60B"C!:'	)	* *rG   c                 >   [        [        XUS9n[        [        S5      [        U" S5      5      SS9[        [        S5      [        U" S5      5      [        SS9[        [        S	5      [        U" S5      5      S
S9[        [        S5      [        U" S5      5      SS9/$ )Nr   r   r  r  r  r  r   r  r  r  r  r  r  r  s          rD   (module_inputs_torch_nn_AdaptiveMaxPool2dr  O  s    VP]^J 	mA&7"/
<0H"I!	# 	mA&7"/
90E"F!:'	) 	mF&;"/
<0H"I 	" 	mI&>"/
<0H"I%	'( (rG   c                    [        [        XUS9n[        [        S5      [        U" S5      5      SS9[        [        S5      [        U" S5      5      [        SS9[        [        S	5      [        U" S5      5      S
S9[        [        S5      [        U" S5      5      SS9[        [        S5      [        U" S5      5      SS9[        [        S	5      [        U" S5      5      SS9/$ )Nr   r   )r   r   r   r  r  r  r  )r   r   r  r  r   r  r  r  )r   Nr   r  )r   r      	   r   single_nonatomic)r   r   r  r   r   tuple_nonatomicr  r  s          rD   (module_inputs_torch_nn_AdaptiveMaxPool3dr  b  s    VP]^J 	mA&7"/
?0K"L!	# 	mA&7"/
<0H"I!:'	) 	mI&>"/
?0K"L 	" 	mL&A"/
?0K"L%	' 	mA&6"/
;K0L"M+	- 	mI&>"/
;K0L"M*	,#- -rG   c                    [        [        XUS9n[        [        S5      [        U" S5      5      SS9[        [        S5      [        U" S5      5      SS9[        [        SS	S 5      [        U" S5      5      S
S9[        [        SS	SS5      [        U" S5      5      SS9[        [        SS	SSS5      [        U" S5      5      SS9[        [        SS	SS5      [        U" S5      5      SS9[        [        SS	SS5      [        U" S5      5      SS9/$ )Nr   r   r   affiner  r   )r   r   r   3d_inputrP  affine_simple_average333333?F
not_affineTnot_tracking_stats3d_input_not_affine)r   r   r  
zero_batchr   r  s          rD   "module_inputs_torch_nn_BatchNorm1dr  {  s    VP]^J 	mB&8"/
70C"D!	# 	mA&7"/
90E"F#	% 	mBd&C"/
70C"D0	2 	mBc5&I"/
70C"D%	' 	mBc4&O"/
70C"D-	/ 	mAtS%&H"/
90E"F.	0 	mAtS%&H"/
90E"F%	''( (rG   c                    [        [        XUS9n[        [        S5      [        U" S5      5      S9[        [        SSS 5      [        U" S5      5      SS9[        [        SSS5      [        U" S5      5      S	S9[        [        SSSS
5      [        U" S5      5      SS9[        [        SSSSS
5      [        U" S5      5      SS9[        [        SSSS
5      [        U" S5      5      SS9/$ )Nr   r   r  r  rP  2d_simple_averager  g?momentumFr  Tr  r   r  )r   r   r   r   r  r   r  s          rD   "module_inputs_torch_nn_BatchNorm2dr    s    VP]^J 	mA&7"/
<0H"I	KmAtT&B"/
<0H"I,	. 	mAtS&A"/
<0H"I#	% 	mAtS%&H"/
<0H"I%	' 	mAtS$&N"/
<0H"I-	/ 	mAtS%&H"/
<0H"I%	'( (rG   c                    [        [        XUS9n[        [        S5      [        U" S5      5      S9[        [        SSS 5      [        U" S5      5      SS9[        [        SSS5      [        U" S5      5      S	S9[        [        SSSS
5      [        U" S5      5      SS9[        [        SSSSS
5      [        U" S5      5      SS9[        [        SSSS
5      [        U" S5      5      SS9/$ )Nr   r   r  r  rP  3d_simple_averager  ffffff?r  Fr  Tr  r   r  )r   r   r   r   r   r  r   r  s          rD   "module_inputs_torch_nn_BatchNorm3dr    s    VP]^J 	mA&7"/
?0K"L	NmAtT&B"/
?0K"L,	. 	mAtS&A"/
?0K"L#	% 	mAtS%&H"/
?0K"L%	' 	mAtS$&N"/
?0K"L-	/ 	mAtS%&H"/
?0K"L%	'( (rG   c                    [        [        XUS9nU R                  [        R                  R
                  :X  a  SnO-U R                  [        R                  R                  :X  a  SnOSn[        [        [        SSS9[        U" U5      5      S9[        R                  [        S	S
9[        [        [        SSS9[        U" U5      5      S9[        R                  [        S	S
9/$ )Nr   )r   r   )r   r   r   r   )r   r   r   r   r   r   g      )rJ  r  zeps must be positiver   r   r   r   )r   r
   r}   rd   r   BatchNorm1dBatchNorm2dr   r   r   r   r   
ValueError)rL   r   rT   r   rU   rY   r   input_shapes           rD   .module_error_inputs_torch_nn_BatchNorm1d_2d_3dr    s    VP]^J!5!55			588#7#7	7#& 	"/"=+J{,CD %22!.	
 	"/"<+J{,CD %22!.	
 rG   c                    US   nUR                  SS5      nUR                  SS5      n[        [        XUS9n	U(       a  0 /O0 SS0/n
Su  pnU4[        S	 [	        U5       5       5      -   nS
U-   n[
        R                  " SS/U
5       VVs/ s H^  u  nn[        U(       a  [        X40 UD6O[        XU40 UD6[        U	" U(       a  UOU5      5      U(       a  SOSU(       a  S O[        S9PM`     snn$ s  snnf )NNr   F
transposedr   paddingsamer  c              3   *   #    U  H	  oS -   v   M     g7fr  rW   ).0r   s     rD   	<genexpr>0module_inputs_torch_nn_ConvNd.<locals>.<genexpr>  s     *C(Qq5(s   r  Tr1   r   r   )
r  r   r
   r  range	itertoolsr   r   r   r9  )rL   r   rT   r   rU   rY   r  r   r  r   conv_kwargs_listr  C_inC_outinput_no_batch_shapeinput_batch_shape
with_batchconv_kwargss                     rD   module_inputs_torch_nn_ConvNdr    s   sA::fe$DL%0JVP]^J)tY4G/H&Ku 7U*C%(*C%CC33 (1'8'8$HX'Y (Z#J 	[_}U'W;'W'4T+']Q\']"/
-7)=Q1S #T *"*4$:S	V (Z  s   A%C7c                 8   [        [        XUS9n[        [        XSS9nS0 4SSS04SSS04S	SS
04SSS04/n/ n	U HZ  u  pU4S jnU	R                  [        [	        S0 UD6[	        U" S5      U" S5      U" S5      R                  5       5      U
US95        M\     U	$ )Nr   Fr1   r   r  r  r5  r6  r  r  marginr  c                     [        X#U40 UD6$ r;   )r   r   r   i1i2r   r
  s         rD   r   @module_inputs_torch_nn_CosineEmbeddingLoss.<locals>.reference_fn  s    0Q>PQQrG   r$  r   )r$  r   rW   r   r
   rJ   r   r   signrL   r   rT   r   rU   rY   r   r:  r  r   r   r
  r   s                rD   *module_inputs_torch_nn_CosineEmbeddingLossr    s    VP]^J+fQVWK 
R	;./	K01	K01	Hc?#%E M$) =O 	R 	-*M:L*M&3Jx4H*U]J^4?4F4K4K4M'O!%1	3	
	 %* rG   c                 2   [        [        XUS9n[        [        SS9[        U" S5      5      S S9[        [        SS9[        U" S5      5      SS	9[        [        5       [        U" S
5      5      S[        S9[        [        SS9[        U" S5      5      SS	9/$ )Nr   rD  alphar   r   r   c                 `    [         R                  " US:  USUR                  5       S-
  -  5      $ )Nr   r   rI   rd   whererE  r   s      rD   r   ,module_inputs_torch_nn_ELU.<locals>.<lambda>  s%    Q!VQQUUWWX[HY1ZrG   r   rW   scalarr  r   r   r   r   r   r   r   4d_inputr  r  s          rD   module_inputs_torch_nn_ELUr    s    VP]^J 	m"&="/
90E"F!Z	\ 	m"&="/
2"?!	# 	mo"/
40@"A'!:	< 	m"&="/
<0H"I#	%& &rG   c           
          [        [        XUS9n[        [        SS9[        U" S5      5      S S9[        [        SS9[        U" S5      5      S S	S
9[        [        SS9[        U" S5      5      S[        S9/$ )Nr   rD  r   r  c                 f    [         R                  " US:  USSU-  R                  5       S-
  -  5      $ Nr   rD  rC  rI   r  r   s      rD   r   -module_inputs_torch_nn_CELU.<locals>.<lambda>-  +    Q!VQrTUvlln_`N`Ha1brG   r   rW   c                 f    [         R                  " US:  USSU-  R                  5       S-
  -  5      $ r  r  r   s      rD   r   r  0  r  rG   r  r  r  r   r   r  r  s          rD   module_inputs_torch_nn_CELUr  '  s    VP]^J 	m"&="/
90E"F!b	d 	m"&="/
2"?!b!	# 	m"&="/
40@"A'!:	<= =rG   c           
          [        [        XUS9n[        [        5       [        U" S5      5      S9[        [        S5      [        U" S5      5      SS9[        [        5       [        U" S5      5      S	[        S
9/$ )Nr   )r   r  r  rI   r   r  r  r  r  r  r   r   r  r  s          rD   module_inputs_torch_nn_GLUr  8  sw    VP]^J 	mo"/
60B"C	EmA&6"/
90E"F	  	mo"/
40@"A'!:	<	= 	=rG   c           
          [        [        XUS9n[        [        S5      [        U" S5      5      S SS9[        [        S5      [        U" S5      5      S S	9[        [        5       [        U" S
5      5      S[        S9/$ )Nr   r  rW   c                 n    US-  S[         R                  " U[        R                  " S5      -  5      -   -  $ NrC        ?rD  rd   erfrF  sqrtr   r   xrQ   s       rD   r   -module_inputs_torch_nn_GELU.<locals>.<lambda>M  .    QWeiiPQTXT]T]^aTbPbFc@c5drG   r  r  r  c                 n    US-  S[         R                  " U[        R                  " S5      -  5      -   -  $ r  r  r  s       rD   r   r  Q  r   rG   r   r  r   r   r  r  s          rD   module_inputs_torch_nn_GELUr"  G  s    VP]^J 	mF&;"/
2"?!d!	# 	mF&;"/
90E"F!d	f 	mo"/
40@"A'!:	<= =rG   c                 6   [        [        XUS9n[        [        5       [        U" S5      5      SS9[        [        5       [        U" S5      5      [        SS9[        [        5       [        U" S5      5      S	S9[        [        5       [        U" S
5      5      SS9/$ Nr   rW   r  r  r   r   r  rO  channels_last_mem_format)r   r   r   r   r   channels_last_3d_mem_formatr  r  s          rD   module_inputs_torch_nn_ReLUr'  X      VP]^J 	mo"/
2"?!	# 	mo"/
1">!:'	) 	mo"/
<0H"I3	5 	mo"/
?0K"L6	89 9rG   c                 6   [        [        XUS9n[        [        5       [        U" S5      5      SS9[        [        5       [        U" S5      5      [        SS9[        [        5       [        U" S5      5      S	S9[        [        5       [        U" S
5      5      SS9/$ r$  r  r  s          rD   module_inputs_torch_nn_ReLU6r*  k  r(  rG   c                 |   [        [        XUS9n[        [        5       [        U" S5      5      S9[        [        5       [        U" S5      5      [        SS9[        [        S5      [        U" S5      5      SS	9[        [        S
5      [        U" S5      5      SS	9[        [        S5      [        U" S5      5      SS	9/$ )Nr   r  r  r   r   r  rC  with_negvalr  r   r  with_zero_negvalrW   with_negval_scalarr  r  s          rD    module_inputs_torch_nn_LeakyReLUr/  ~  s    VP]^J 	mo"/
90E"F	Hmo"/
1">!:'	) 	mC&8"/
90E"F&	( 	mC&8"/
80D"E+	- 	mC&8"/
2"?-	/0 0rG   c                 \   [        [        XUS9n[        [        5       [        U" S5      5      SS9[        [        5       [        U" S5      5      [        SS9[        [        5       [        U" S5      5      S	 S
S9[        [        S5      [        U" S5      5      S SS9[        [        5       [        U" S5      5      S SS9[        [        S5      [        U" S5      5      S SS9[        [        5       [        U" S5      5      S SS9[        [        S5      [        U" S5      5      S SS9/$ )Nr   rW   r  r  r   r   r  r   r   r   c                 j    [         R                  " USS9[         R                  " USS9US   S   -  -   $ Nr   min)maxrd   clampr   s      rD   r   .module_inputs_torch_nn_PReLU.<locals>.<lambda>  3    QA1FUV\]I^abcdaefgahIh1hrG   1dr   c                 j    [         R                  " USS9[         R                  " USS9US   S   -  -   $ r3  r7  r   s      rD   r   r9    r:  rG   1d_multiparamrO  c                 j    [         R                  " USS9[         R                  " USS9US   S   -  -   $ r3  r7  r   s      rD   r   r9    r:  rG   2dc                 j    [         R                  " USS9[         R                  " USS9US   S   -  -   $ r3  r7  r   s      rD   r   r9    r:  rG   2d_multiparam)r   r   r   r   r  c                 j    [         R                  " USS9[         R                  " USS9US   S   -  -   $ r3  r7  r   s      rD   r   r9    r:  rG   3dc                 j    [         R                  " USS9[         R                  " USS9US   S   -  -   $ r3  r7  r   s      rD   r   r9    r:  rG   3d_multiparamr  r  s          rD   module_inputs_torch_nn_PReLUrF    s'   VP]^J 	mo"/
2"?!	# 	mo"/
1">!:'	) 	mo"/
90E"F!h	 	mA&6"/
90E"F!h(	* 	mo"/
<0H"I!h	 	mA&6"/
<0H"I!h(	* 	mo"/
?0K"L!h	 	mA&6"/
?0K"L!h(	*9+ +rG   c           
          [        [        XUS9n[        [        5       [        U" S5      5      S9[        [        5       [        U" S5      5      [        SS9[        [        5       [        U" S5      5      SS	9/$ )
Nr   r  r  r   r   r  rW   r  r  r  r  s          rD   module_inputs_torch_nn_SELUrH    sr    VP]^J 	mo"/
90E"F	Hmo"/
1">!:'	) 	mo"/
2"?!	#	$ 	$rG   c           
          [        [        XUS9n[        [        5       [        U" S5      5      S SS9[        [        5       [        U" S5      5      [        SS9[        [        5       [        U" S5      5      S	 S
9/$ )Nr   rW   c                 4    U[         R                  " U5      -  $ r;   rd   sigmoidr  s       rD   r   -module_inputs_torch_nn_SiLU.<locals>.<lambda>      Qq9I5IrG   r  r  r   r   r  c                 4    U[         R                  " U5      -  $ r;   rK  r  s       rD   r   rM    rN  rG   r   r  r  s          rD   module_inputs_torch_nn_SiLUrP    s|    VP]^J 	mo"/
2"?!I!	# 	mo"/
1">!:'	) 	mo"/
90E"F!I	KL LrG   c           
          [        [        XUS9n[        [        S5      [        U" S5      5      S S9[        [        S5      [        U" S5      5      S S	S
9[        [        S5      [        U" S5      5      [        SS
9/$ )Nr   rI   r      c                     [         R                  " U5      R                  [         R                  " U5      R                  SS5      R	                  SS5      5      $ NrI   Tr   rS  )rd   rE  divr  r   r   s      rD   r   0module_inputs_torch_nn_Softmax.<locals>.<lambda>  s=    11A1A%))A,BRBRSTVZB[BbBbcegiBj1krG   r   r   rW   c                     [         R                  " U5      R                  [         R                  " U5      R                  SS5      5      $ )Nr   Trd   rE  rV  r  r   s      rD   r   rW    s.    11A1A%))A,BRBRSTVZB[1\rG   r  r  r   r   r   r   r  r  s          rD   module_inputs_torch_nn_Softmaxr[    s    VP]^J 	mA&6"/
80D"E!k	m 	mA&6"/
2"?!\!	# 	mB&7"/
60B"C!:'	)* *rG   c           	          [        [        XUS9n[        [        5       [        U" S5      5      S S9[        [        5       [        U" S5      5      [        SS9/$ )Nr   rI   r   r   rS  c                     [         R                  " U5      R                  [         R                  " U5      R                  SS5      5      $ NrI   FrY  r   s      rD   r   2module_inputs_torch_nn_Softmax2d.<locals>.<lambda>  s.    11A1A%))A,BRBRSTV[B\1]rG   r   r  r   r  r  r  s          rD    module_inputs_torch_nn_Softmax2dra    s[    VP]^J 	mo"/
>0J"K!]	_ 	mo"/
90E"F!:'	)	* *rG   c                 H   [        [        XUS9n[        [        S5      [        U" S5      5      S S9[        [        S5      [        U" S5      5      S SS	9[        [        S
5      [        U" S5      5      S SS	9[        [        S5      [        U" S5      5      [        SS	9/$ )Nr   rI   rR  c                     [         R                  " U5      R                  [         R                  " U5      R                  SS5      R	                  SS5      5      R                  5       $ rU  )rd   rE  div_r  r   log_r   s      rD   r   3module_inputs_torch_nn_LogSoftmax.<locals>.<lambda>  sF    11B1B599Q<CSCSTUW[C\CcCcdfhjCk1l1q1q1srG   r   r]  c                     [         R                  " U5      R                  [         R                  " U5      R                  SS5      5      R	                  5       $ r_  rd   rE  rd  r  re  r   s      rD   r   rf    7    11B1B599Q<CSCSTUW\C]1^1c1c1erG   
multiparamr  r   rW   c                     [         R                  " U5      R                  [         R                  " U5      R                  SS5      5      R	                  5       $ )Nr   Frh  r   s      rD   r   rf    ri  rG   multiparam_scalarr   rZ  r   r  r  s          rD   !module_inputs_torch_nn_LogSoftmaxrm    s    VP]^J 	mA&6"/
80D"E!s	u 	mA&6"/
>0J"K!e%	' 	mA&6"/
2"?!e,	. 	mB&7"/
60B"C!:'	)* *rG   c                 <   [        [        XUS9n[        [        S5      [        U" S5      5      S9[        [        S5      [        U" S5      5      SS9[        [        S5      [        U" S	5      5      S
S9[        [        S5      [        U" S5      5      [        SS9/$ )Nr   rI   rR  r  )r   r   r   r   multidimr  r   rW   r  r   )r   r   r   r   r  r  r  s          rD   module_inputs_torch_nn_Softminrp    s    VP]^J 	mA&6"/
80D"E	GmA&6"/
=0I"J#	% 	mA&6"/
2"?!	# 	mB&7"/
:0F"G!:'	)* *rG   c                    [        [        XUS9n[        [        5       [        U" S5      5      S S9[        [        S5      [        U" S5      5      S SS9[        [        SS	5      [        U" S5      5      S
 SS9[        [        SS	5      [        U" S5      5      S SS9[        [        5       [        U" S5      5      [        SS9/$ )Nr   rR  c                 V    [         R                  " [         R                  " U5      5      $ r;   rd   log1prE  r   s      rD   r   1module_inputs_torch_nn_Softplus.<locals>.<lambda>#  s    UYYq\1JrG   r   r   c                 b    S[         R                  " [         R                  " SU-  5      5      -  $ )NrC  r   rs  r   s      rD   r   ru  &  s"    5;;uyyQRUVQVGW;X1XrG   betar  c                     US-  S:  R                  U5      U-  US-  S:*  R                  U5      S-  S-  [        R                  " [        R                  " SU-  5      5      -  -   $ Nr   rx  r  rD  type_asrd   rt  rE  r   s      rD   r   ru  +  `    !a%4(@(@(Ca(GEd?33A6;b@5;;uyyYZ]^Y^O_C``)arG   beta_thresholdrW   c                     US-  S:  R                  U5      U-  US-  S:*  R                  U5      S-  S-  [        R                  " [        R                  " SU-  5      5      -  -   $ rz  r{  r   s      rD   r   ru  1  r}  rG   beta_threshold_scalarr   r   r  r  s          rD   module_inputs_torch_nn_Softplusr    s    VP]^J 	mo"/
80D"E!J	L 	mA&6"/
80D"E!X	! 	mAt&<"/
80D"Ea)	+ 	mAt&<"/
2"?a0	2 	mo"/
1">!:'	))* *rG   c                 8   [        [        XUS9n[        [        5       [        U" S5      5      S9[        [        S5      [        U" S5      5      SS9[        [        S5      [        U" S5      5      SS9[        [        5       [        U" S	5      5      [        S
S9/$ )Nr   r  r  rI   lambdar  rW   lambda_scalarr   r   r  r  r  s          rD   !module_inputs_torch_nn_Softshrinkr  :  s    VP]^J 	mo"/
90E"F	HmA&7"/
90E"F!	# 	mA&7"/
2"?(	* 	mo"/
1">!:'	)* *rG   c           
          [        [        XUS9n[        [        5       [        U" S5      5      S S9[        [        5       [        U" S5      5      S SS9[        [        5       [        U" S	5      5      [        S
S9/$ )Nr   r  c                 R    UR                  S[        R                  " U5      -   5      $ NrI   rV  rd   r,  r   s      rD   r   1module_inputs_torch_nn_Softsign.<locals>.<lambda>R      q599Q<7G1HrG   r   rW   c                 R    UR                  S[        R                  " U5      -   5      $ r  r  r   s      rD   r   r  U  r  rG   r  r  r   r   r  r  s          rD   module_inputs_torch_nn_Softsignr  L  sz    VP]^J 	mo"/
90E"F!H	J 	mo"/
2"?!H!	# 	mo"/
1">!:'	)* *rG   c           
          [        [        XUS9n[        [        5       [        U" S5      5      S9[        [        5       [        U" S5      5      SS9[        [        5       [        U" S5      5      [        SS	9/$ 
Nr   rO  r  rW   r  r  r   r   r  r  r  s          rD   module_inputs_torch_nn_Tanhr  ]  r    VP]^J 	mo"/
<0H"I	Kmo"/
2"?!	# 	mo"/
1">!:'	)	* 	*rG   c           
          [        [        XUS9n[        [        5       [        U" S5      5      S9[        [        5       [        U" S5      5      SS9[        [        5       [        U" S5      5      [        SS	9/$ r  r  r  s          rD   !module_inputs_torch_nn_Tanhshrinkr  m  r  rG   c                 F   [        [        XUS9n[        [        SS5      [        U" S5      5      SS9[        [        SS5      [        U" S5      5      SS9[        [        SS5      [        U" S	5      5      S
S9[        [        SS5      [        U" S5      5      [        SS9/$ )Nr   rD  r  rO  threshold_valuer  g      $@large_valuerW   threshold_value_scalarr   r   r  r  r  s          rD    module_inputs_torch_nn_Thresholdr  |  s    VP]^J 	mB&;"/
<0H"I*	, 	mB&<"/
<0H"I&	( 	mB&;"/
2"?1	3 	mB&;"/
1">!:'	)* *rG   c           
          [        [        XUS9n[        [        5       [        U" S5      5      S S9[        [        5       [        U" S5      5      S SS9[        [        5       [        U" S	5      5      [        S
S9/$ )Nr   r  c                 \    U[         R                  " [        R                  " U5      5      -  $ r;   rd   tanhFsoftplusr   s      rD   r   -module_inputs_torch_nn_Mish.<locals>.<lambda>      UZZ

15N1NrG   r   rW   c                 \    U[         R                  " [        R                  " U5      5      -  $ r;   r  r   s      rD   r   r    r  rG   r  r  r   r   r  r  s          rD   module_inputs_torch_nn_Mishr    sz    VP]^J 	mo"/
90E"F!N	P 	mo"/
2"?!N!	# 	mo"/
1">!:'	)* *rG   c           
          [        [        XUS9n[        [        5       [        U" S5      U" S5      5      S S9[        [        5       [        U" S5      U" S5      5      S SS9/[	        U5      -   $ )	Nr   r1  c           
      ^    SUR                  5       -  [        S [        X#SS9 5       5      -  $ )Nr  c              3   f   #    U  H'  u  pX-
  R                  5       R                  5       v   M)     g 7fr;   )r,  r  )r  abs      rD   r  Bmodule_inputs_torch_nn_L1Loss.<locals>.<lambda>.<locals>.<genexpr>  s1      ImUkTQ KL%IZIZI\I\Uks   /1T)strict)rI  r  zipr   r   r   r   s       rD   r   /module_inputs_torch_nn_L1Loss.<locals>.<lambda>  s7    BNS ImUXYZfjUkIm Fm 5mrG   r   rW   c                 j    SUR                  5       -  X#-
  R                  5       R                  5       -  $ )Nr  )rI  r,  r  r  s       rD   r   r    s$    BNae[[]EVEVEX4XrG   r  r  )r   r
   r   r   r  r  s          rD   module_inputs_torch_nn_L1Lossr    s    VP]^J 	mo"/
90E0:90E#G"m	n
 	mo"/
2
2"O!X!	#	$ 'K:&V	W 	WrG   c                 `   [        [        XUS9nS0 4SSS04SSS04SSS	04/n/ nU H  u  pU
4S
 jnUR                  [        [	        S0 U
D6[	        U" S5      U" S5      5      U	US95        UR                  [        [	        S0 U
D6[	        U" S5      U" S5      5      SU	 3US95        M     U$ )Nr   r1   r   r  r  r5  r6  r  r  c                     [        X#40 UD6$ r;   )r#   r	  s        rD   r   9module_inputs_torch_nn_SmoothL1Loss.<locals>.reference_fn  s    )!E2DEErG   r   r   r   rW   r  r[  rL   r   rT   r   rU   rY   r   r  r   r   r
  r   s               rD   #module_inputs_torch_nn_SmoothL1Lossr    s    VP]^J 
R	;./	K01	K01	%E M$) 8J 	F 	-*M:L*M&3Jw4G4>w4G'I!%1	3	
 	-*M:L*M&3JrN4>rN'D&tf-%1	3	
 %*& rG   c                 P   [        [        XUS9n[        [        XSS9n[        [        XSS9nS0 4SSS04SSS04S	SS
04SSU" S5      04/n	SS jn
/ nU	 Hg  u  pUR                  [        [	        S0 UD6[	        U" SSSS9U" S5      R                  S5      R                  U5      5      U[        U
40 UD6S95        Mi     U" S5      nUR                  [        [	        US9[	        U" SSSS9U" S5      R                  S5      R                  U5      5      S[        XS9S95        U$ )Nr   Fr1   r   r  r  r5  r6  r  r  r  r  r   c                     X2R                  5       -  SU-
  SU-
  R                  5       -  -   * nUb  Xe-  nUS:X  a  U$ US:X  a!  UR                  5       UR                  5       -  $ UR                  5       $ )NrI   r  r6  )r  r  rI  r   r   r   r   r  r  r   s          rD   bce_loss_reference_fn=module_inputs_torch_nn_BCELoss.<locals>.bce_loss_reference_fn  so    uuw;!a%AE;;=!889_FM& ::<!'')++::<rG   r  {Gz?Gz?lowhighr   r   rW   )r  scalar_weightr6  Nr   r
   rJ   r   r   gtto)rL   r   rT   r   rU   rY   r   r:  r2  r  r  r   r   r
  r  s                  rD   module_inputs_torch_nn_BCELossr    sg   VP]^J+fQVWK+fQVWK 
R	;./	K01	K01	X{5123%E  M$) -*M:L*M&3JxTX`4a4?4I4L4LQ4O4R4RSX4Y'[!%,-B%YFX%Y	[	
 %*  OMm=&I"/
24h0W0;B0B0B10E0H0H0O#Q(!()>!U		W rG   c                    [        [        XUS9n[        [        XSS9n[        [        XSS9nS0 4SSS04SSS04S	SS
04SSU" S5      04SSU" S5      04/n	SS jn
/ nU	 Hg  u  pUR                  [        [	        S0 UD6[	        U" SSSS9U" S5      R                  S5      R                  U5      5      U[        U
40 UD6S95        Mi     U$ )Nr   Fr1   r   r  r  r5  r6  r  r  r  r  r  scalar_weightsrW   c                    U* R                  SS9nSU-
  R                  U5      R                  U5      R                  U* R                  5       R                  U* U-
  R                  5       5      R	                  5       5      nUb  Xu-  nUS:X  a  U$ US:X  a!  UR                  5       UR                  5       -  $ UR                  5       $ )Nr   r4  rI   r  r6  )r8  mul_add_exp_re  r  rI  )r   r   r   r   r  r  max_valr   s           rD   bce_withlogitsloss_reference_fnQmodule_inputs_torch_nn_BCEWithLogitsLoss.<locals>.bce_withlogitsloss_reference_fn  s    2***#a%a%%g.33gXOO4E4J4JQBQXLK^K^K`4a4f4f4hi_FM& ::<!'')++::<rG   r  r  r  r  r   r   r  r  )rL   r   rT   r   rU   rY   r   r:  r2  r  r  r   r   r
  s                 rD   (module_inputs_torch_nn_BCEWithLogitsLossr    s   VP]^J+fQVWK+fQVWK 
R	;./	K01	K01	X{5123	Hk"o67%E  M$) -*M:L*M&3JxTX`4a4?4I4L4LQ4O4R4RSX4Y'[!%,-L%cPb%c	e	
 %* rG   c                 X   [        [        XUS9n[        [        U[        R                  SS9n[        [        XSS9n/ SQn	S0 4SSU" S5      04SSS	04S
S
S04SS	SS.4/n
/ n[	        X5       GH  u  nu  pX4S jnUR                  [        [        S)SU0UD6[        U" S5      U" SSSS95      SU SU 3US95        UR                  [        [        S)SU0UD6[        U" S5      U" SSSS95      SU SU 3US95        UR                  [        [        S)SU0UD6[        U" S5      U" SSSS95      SU SU 3US95        UR                  [        [        S)SU0UD6[        U" S5      U" SSSS95      S U SU 3US95        UR                  SS 5      b  GM-  UR                  [        [        S)SU0UD6[        U" S!5      U" S!5      R                  S	S"95      S#U SU 3US95        UR                  [        [        S)SU0UD6[        U" S$5      U" S$5      R                  S	S"95      S%U SU 3US95        UR                  [        [        S)SU0UD6[        U" S&5      U" S&5      R                  S	S"95      S'U SU 3US95        UR                  [        [        S)SU0UD6[        U" S5      U" S5      R                  S	S"95      S(U SU 3US95        UR                  [        [        S)SU0UD6[        U" S5      U" S)SSS95      S*U SU 3[        [        S+S,9S95        GM     U$ )-Nr   F)r6  r  r  r1   r  r  r  r  rI   label_smoothingg333333?ignore_index_label_smoothing)r  r  c                     [        X#4SU0UD6$ )Nr  )r   )r   r   r   r   r  r
  s         rD   r   =module_inputs_torch_nn_CrossEntropyLoss.<locals>.reference_fn<  s    /`	`M_``rG   r  )r   r   r   r   )r   r   r   r   r   r  4d_rQ   r   )r   r   r   )r   r   r+  r   r   r   2d_)r   r   r   r   r   r   )r   r   r   r   r   r*  )r   r   r   r   r  4d_prob_target_)r   r   r   3d_prob_target_)r   r   2d_prob_target_higher_dim_prob_target_rW   r  Tr  )r   r
   rd   r1  r   rJ   r   r   r  softmaxr9  )rL   r   rT   r   rU   rY   r   r:  r2  
reductionsr  r   r  r   r
  r   s                   rD   'module_inputs_torch_nn_CrossEntropyLossr  ,  s   VP]^J+fEJJV[\K+fQVWK3J	R	X{4012	.!,-	.56	'!PT)UV%E M181K-	-D/8 	a 	-*b)*bOa*b&3J|4L4?	qWX4Y'["4&)5%1	3	
 	-*b)*bOa*b&3Jy4I4?ATU4V'X"4&)5%1	3	
 	-*b)*bOa*b&3Jv4F4?QR4S'U"4&)5%1	3	
 	-*b)*bOa*b&3J?Q4R4?UV]^4_'a*4&)=%1	3	
 !!.$7?  m.fi.fSe.f*7
<8P8B<8P8X8X]^8X8_+a#24&)!E)5	7   m.fi.fSe.f*7
98M8B98M8U8UZ[8U8\+^#24&)!E)5	7   m.fi.fSe.f*7
68J8B68J8R8RWX8R8Y+[#24&)!E)5	7   m.fi.fSe.f*7
CU8V8BCU8V8^8^cd8^8e+g#:4&)!M)5	7   m.fi.fSe.f*7
48H8CBATU8V+X#0a	{!C)01JY])^	`} 2LL rG   c                 R   [        [        XUS9n[        [        USS9nS0 4SSS04SSS	04S
SS04SSS04/n[        R                  [        R                  /n	/ n
[        X5       GH  u  nu  pU4S jnUR                  SS5      nUS:X  a  SOSnUS:X  a  SOSnU
R                  [        [        S0 UD6[        U" S5      R                  S5      U" SUUUS9SS5      U S3US95        U
R                  [        [        S0 UD6[        U" S5      R                  S5      U" SUUUS9[        R                  " SUS9[        R                  " SUS95      U S3US95        U
R                  [        [        S0 UD6[        U" S5      R                  S5      U" SUUUS9SS5      U S3US95        U
R                  [        [        S0 UD6[        U" S5      R                  S5      U" SUUUS9[        R                  " SUS9[        R                  " SUS95      U S3US95        GM     U
$ ) Nr   F)r   r   r1   r   r  r  r5  r6  r  r  blank   c                     [        X#XE40 UD6$ r;   )r   )r   r   r   r   iltlr
  s          rD   r   4module_inputs_torch_nn_CTCLoss.<locals>.reference_fn  s    $Q2H5GHHrG   r   rI   r$  )2   r   r$  r   )r      )rT   r  r  )r  r  r  )r     rS  _lengths_intlistsr   r%  _lengths_tensors)K   _1d_target_lengths_intlists_1d_target_lengths_tensorsrW   )r   r
   rd   intr1  r   r  rJ   r   r   r  tensor)rL   r   rT   r   rU   rY   r   r:  r  target_dtypesr   target_dtyper   r
  r   r  r  r  s                     rD   module_inputs_torch_nn_CTCLossr    s   VP]^J+fEJK 
R	;./	K01	K01	7B- %E YY

+MM4;M4Q00t@R 	I #&&w2B;aAb[rb"/"E2D"E+J{,C,O,OPQ,R,7|Y\cg,h,8,H v./)+	
 	"/"E2D"E+J{,C,O,OPQ,R,7|Y\cg,h,1LLf,U,1LLf,UW v-.)+		
 	"/"E2D"E+J{,C,O,OPQ,R,7|adko,p,8,H v89)+	
 	"/"E2D"E+J{,C,O,OPQ,R,7|adko,p,1LLf,U,1LLf,UW v78)+		
I 5R^ rG   c                 l   [        [        XUS9n[        [        SSS5      [        U" S5      5      SS9[        [        SSS5      [        U" S	5      5      S
S9[        [        SSS5      [        U" S5      5      SS9[        [        SSSS5      [        U" S5      5      SS9[        [        SSSS5      [        U" S5      5      SS9[        [        SSS5      [        U" S5      5      SS9[        [        SSSS5      [        U" S5      5      SS9[        [        SSSS5      [        U" S5      5      SS9/$ )Nr   r   r  rP  )r   r  r   	1d_affiner  r  )r   r  1d_affine_GNrI   )r   r  1d_affine_large_batchr   Fr   r   r   1d_no_affine_INr   r   1d_no_affine_LN)r   r  r   r   	2d_affine)r   r   r   r   2d_no_affine_IN2d_no_affine_LNr   r  s          rD    module_inputs_torch_nn_GroupNormr    sS   VP]^J 	+Aq$7'
9(=>	 	+Ar48'
7(;<	! 	+Aq$7'
8(<=(	* 	+Aq$>'
9(=>"	$ 	+Ar4?'
7(;<"	$ 	+Aq$7'
<(@A	 	+Aq$>'
<(@A"	$ 	+Aq$>'
<(@A"	$;! !rG   c           	          [        [        [        SS5      [        5       S9[        R                  [
        SS9[        [        [        SS5      [        5       S9[        R                  [
        SS9/$ )	zL
Error inputs for GroupNorm that test error messages include actual values.
r   r   r  z9num_channels \(10\) must be divisible by num_groups \(3\)r  r      z9num_channels \(13\) must be divisible by num_groups \(5\))r   r   r   r   r   r  )rL   r   rT   r   rU   rY   s         rD   &module_error_inputs_torch_nn_GroupNormr     sp    
 	"/2"6+o %77!T	
 	"/2"6+o %77!T	
 rG   c           
          [        [        XUS9n[        [        S5      [        U" S5      5      S9[        [        S5      [        U" S5      5      SS9[        [        5       [        U" S5      5      [        S	S
9/$ )Nr   rD  )r   r   r   r   r  rW   r  r  r   r   r  r  r  s          rD   !module_inputs_torch_nn_Hardshrinkr    s|    VP]^J 	+B/'
<(@A	
 	+B/'
27	

 	+o'
162		
 rG   c           	          [        [        XUS9n[        [        5       [        U" S5      5      [        SS9[        [        5       [        U" S5      5      SS9/$ )Nr   r   r   r  r	  r
  r  r  r  s          rD    module_inputs_torch_nn_Hardswishr    s[    VP]^J 	+o'
162		
 	+o'
<(@A	 rG   c           
          [        [        XUS9n[        [        5       [        U" S5      5      S S9[        [        5       [        U" S5      5      S SS9[        [        5       [        U" S	5      5      [        S
S9/$ )Nr   r  c                 &    UR                  SS5      $ Nr   rI   r8  r   s      rD   r   1module_inputs_torch_nn_Hardtanh.<locals>.<lambda>4      QrG   r   rW   c                 &    UR                  SS5      $ r  r  r   s      rD   r   r	  9  r
  rG   r  r  r   r   r  r  s          rD   module_inputs_torch_nn_Hardtanhr  -  s|    VP]^J 	+o'
9(=>7	

 	+o'
277		
 	+o'
162		
 rG   c                 x   [        [        XUS9n[        [        XSS9nS0 4SSS04SSS04S	SS
04SSS04/n/ n	U H  u  pU4S jnU	R                  [        [	        S0 UD6[	        U" S5      U" S5      R                  S5      R                  U5      R                  S5      R                  S5      5      U
US95        U	R                  [        [	        S0 UD6[	        U" S5      U" S5      R                  S5      R                  U5      R                  S5      R                  S5      5      SU
 3US95        M     U	$ )Nr   Fr1   r   r  r  r5  r6  r  r  r  rC  c                     [        X#40 UD6$ r;   )r   r	  s        rD   r   ?module_inputs_torch_nn_HingeEmbeddingLoss.<locals>.reference_fnS  s    /K8JKKrG   r  r   r   rI   r   rW   r  )	r   r
   rJ   r   r   r  r  r  sub_r  s                rD   )module_inputs_torch_nn_HingeEmbeddingLossr  E  sl   VP]^J+fQVWK 
R	;./	K01	K01	Hc?#%E M$) 8J 	L 	-*M:L*M&3Ju4E4?4F4I4I!4L4O4OPU4V4[4[\]4^4c4cde4f'h!%1	3	
 	-*M:L*M&3JrN4?O4F4Fq4I4L4LU4S4X4XYZ4[4`4`ab4c'e&tf-%1	3	
 %*& rG   c                     [        [        XUS9nS0 4SSS04SSS04SSS	04/n/ nU HE  u  pU
4S
 jnUR                  [        [	        S0 U
D6[	        U" S5      U" S5      5      U	US95        MG     U$ )Nr   r1   r   r  r  r5  r6  r  r  c                     [        X#40 UD6$ r;   )r   r	  s        rD   r   6module_inputs_torch_nn_HuberLoss.<locals>.reference_fnt  r  rG   r  r   rW   r[  r  s               rD    module_inputs_torch_nn_HuberLossr  h  s    VP]^J 
R	;./	K01	K01	%E M$) 8J 	C 	-*M:L*M&3Jw4G4>w4G'I!%1	3	
	 %* rG   c                 >   [        [        XUS9nUR                  SS5      nUS   nSu  ppnSSSS	.nX   nS
U-   n[        U(       a  [	        X5      O[	        XU5      [	        U" U5      5      S9[        U(       a  [	        XX5      O[	        XXU5      [	        U" U5      5      SS9[        U(       a  [	        X5      O[	        XU5      [	        U" U5      5      [
        SS9[        U(       a  [	        XX5      O[	        XXU5      [	        U" U5      5      [
        SS9/$ )Nr   r   Fr  )r   rP  r  FT)r   r$  r  r  rI   r   r   r  r  tracking_statsr  tracking_stats_no_batch_dimr  r   )r   r
   r  r   r   r9  )rL   r   rT   r   rU   rY   r   r   r  num_featuresrJ  r  r  track_running_statsinput_no_batch_shape_dictr  r  s                    rD   %module_inputs_torch_nn_InstanceNormNdr    s-   VP]^J::fe$DsA?X<Lx)<$+	l K4733 	04c,-[c:d'
3D(EF		H
 	MQcVIlCVW'
3D(EF!	# 	04c,-[c:d'
3G(HI2.	0 	MQcVIlCVW'
3G(HI2	!) rG   c                 &   [        [        XUS9n[        [        S/S5      [        U" S5      5      SS9[        [        S/S5      [        U" S5      5      SS9[        [        S/SS	5      [        U" S5      5      S
S9[        [        / SQS5      [        U" S5      5      SS9[        [        / SQSS	5      [        U" S5      5      SS9[        [        S/S5      [        U" S5      5      SS9[        [        / SQSSS	S9[        U" S5      5      SS9/$ )Nr   r   rP  r  1d_elementwise_affiner     r   r   !1d_elementwise_affine_large_batchF1d_no_elementwise_affiner   r   r   r   r   r   r   3d_elementwise_affine3d_no_elementwise_affiner   r   1d_empty_elementwise_affineT)elementwise_affiner   3d_elementwise_affine_no_biasr   r  s          rD    module_inputs_torch_nn_LayerNormr,    s)   VP]^J 	+QC6'
9(=>(	* 	+QC6'
;(?@4	6 	+QCu='
9(=>+	- 	+It<'
<(@A(	* 	+ItUC'
<(@A+	- 	+QC6'
6(:;.	0 	+ItPT[`a'
<(@A0	23 rG   c                    [        [        XUS9nS n[        [        S/S5      [        U" S5      5      SUS9[        [        S/S5      [        U" S5      5      S	US9[        [        S/SS
5      [        U" S5      5      SUS9[        [        / SQS5      [        U" S5      5      SUS9[        [        / SQSS
5      [        U" S5      5      SUS9[        [        S/S5      [        U" S5      5      SUS9/$ )Nr   c                    U R                   nUc*  [        R                  " UR                  5      R                   nUR                  nU R
                  nU R                  n[        [        U5      5       Vs/ s H
  o$U-
  S-
  PM     nnWR                  5       nU[        R                  " UR                  S5      R                  USS9U R                   -   5      -  n	Ub  X-  n	U	R                  U5      $ s  snf )NrI   r   T)r  keepdim)rJ  rd   finforT   ndimnormalized_shaper  r  rc   floatrsqrtrW  r6  r|  )
r   r   r   rJ  r1  r2  r  dims
upcasted_ir   s
             rD   rms_norm_reference_fn=module_inputs_torch_nn_RMSNorm.<locals>.rms_norm_reference_fn  s    ee;++agg&**Cvv--&+C0@,A&BC&Bq1&BCWWY
ekk*..*;*@*@TSW*@*X[\[`[`*`aaF~~a   Ds   4C2r   rP  r  r  r   r   r"  Fr#  r$  r%  r&  r'  r(  r)  r   )rL   r   rT   r   rU   rY   r   r7  s           rD   module_inputs_torch_nn_RMSNormr9    s   VP]^J! 	+QC6'
9(=>(.		0
 	+QC6'
;(?@4.		0
 	+QCu='
9(=>+.		0
 	+It<'
<(@A(.		0
 	+ItUC'
<(@A+.		0
 	+QC6'
6(:;..		05 rG   c           
          [        [        XUS9n[        [        S5      [        U" S5      5      SS9[        [        S5      [        U" S5      5      SS9[        [        S	S
SS5      [        U" S5      5      SS9/$ )Nr   r   )rI   r   r  r;  r  r   )rI   r   r  r  2d_uneven_padrI   r  rC  rD  )rI   r   r  r  r  3d_custom_paramsr   r  s          rD   (module_inputs_torch_nn_LocalResponseNormr=    s    VP]^J 	+A/'
9(=>	 	+A/'
<(@A 	" 	+Ar3;'
?(CD#	% rG   c           
         [        [        XUS9n[        [        SS5      [        U" S5      5      SS9[        [        SSS5      [        U" S5      5      S9[        [        SSS5      [        U" S	5      5      [        S
S9/$ )Nr         ?r   )rI   r   r  normr  r   r  )r   r  r   r  r  r  s          rD   module_inputs_torch_nn_LPPool1drA    s    VP]^J 	+C3'
9(=>	 	+Aq!4'
9(=>	@ 	+Aq!4'
6(:;2		! rG   c           
         [        [        XUS9n[        [        SSS5      [        U" S5      5      S9[        [        SSS5      [        U" S5      5      [        SS9[        [        SS5      [        U" S5      5      S	S
9/$ )Nr   r   rI   r   r  r  r  r   r  r  r   r  r?  r@  r  r  r  s          rD   module_inputs_torch_nn_LPPool2drE  %  s    VP]^J 	+Aq!4'
<(@A	C 	+Aq!4'
9(=>2		!
 	+C3'
<(@A	 rG   c           
         [        [        XUS9n[        [        SSS5      [        U" S5      5      S9[        [        SSS5      [        U" S5      5      [        SS9[        [        SS5      [        U" S5      5      S	S
9/$ )Nr   r   )rI   r   r  r  r  r  )r   r  r  r  r   r  r?  r@  r  r  r  s          rD   module_inputs_torch_nn_LPPool3drG  8  s    VP]^J 	+Aq!4'
?(CD	F 	+Aq!4'
<(@A2		!
 	+C3'
?(CD	 rG   c           
          [        [        XUS9n[        [        S5      [        U" S5      5      SS9[        [        SS5      [        U" S5      5      SS9[        [        SSS9[        U" S5      5      S	S9/$ )
Nr   r   )r   r   r   r  r  r  Treturn_indicesrJ  r   r  s          rD    module_inputs_torch_nn_MaxPool1drK  K  s    VP]^J 	+A.'
:(>?	 	+Aq1'
:(>?	 	+AdC'
:(>?!	# rG   c                     [        [        XUS9n[        [        SSS5      [        U" S5      5      SS9[        [        SSS5      [        U" S5      5      S	S9[        [        SSSS
S9[        U" S5      5      SS9/$ )Nr   r   r   r  r  rD  r  r  rC  r
  TrI  rJ  r   r  s          rD    module_inputs_torch_nn_MaxPool2drN  ^  s    VP]^J 	+FFFC'
9(=>	 	+FFFC'
<(@A	 	+FFFSWX'
<(@A!	# rG   c                 :   [        [        XUS9n[        [        S5      [        U" S5      5      S9[        [        SS5      [        U" S5      5      SS9[        [        SSS5      [        U" S5      5      S	S9[        [        SSSS
S9[        U" S5      5      SS9/$ )Nr   r  r  r  r   r  r  r  stride_paddingTrI  rJ  r   r  s          rD    module_inputs_torch_nn_MaxPool3drQ  p  s    VP]^J 	+I6'
?(CD	F 	+Ay9'
?(CD	 	+Aq)<'
?(CD!	# 	+Aq)DQ'
?(CD!	# rG   c                   ^ [        [        TX#S9nU4S jn[        [        SSU" 5       S9[        U" S5      5      SS9[        [        S	S
U" 5       S9[        U" S5      5      SS9[        [        SSU" 5       SS9[        U" S5      5      SS9[        [        SSU" 5       S9[        U" S5      5      [        SS9[        [        S	S
U" 5       S9[        U" S5      5      [        SS9/$ )Nr   c                  h   > [         R                  " S[         R                  T S9R                  5       $ )N)rI   r   r   rT   r   rd   r-  doubler.  r%  s   rD   make_random_samplesGmodule_inputs_torch_nn_FractionalMaxPool2d.<locals>.make_random_samples  #    {{9ELLHQQSSrG   r   rC  output_ratio_random_samples)rI   r   r   r  ratior  r  )r   r   output_sizer\  )rI   r   r  r  sizeTr[  r\  rJ  ratio_return_indices)r   r   r  ratio_no_batch_dimr  )r   r  r  size_no_batch_dimr  rL   r   rT   r   rU   rY   r   rW  s    `      rD   *module_inputs_torch_nn_FractionalMaxPool2drf    s   V5^JT 	+ACQdQfg'
<(@A	 	+FXkXmn'
<(@A	 	+5H5J[_ (
<(@A'	) 	+ACQdQfg'
9(=>2%		'
 	+FXkXmn'
9(=>2$		&) rG   c                   ^ [        [        TX#S9nU4S jn[        [        SSU" 5       S9[        U" S5      5      SS9[        [        S	S
U" 5       S9[        U" S5      5      SS9[        [        SSU" 5       S9[        U" S5      5      SS9[        [        SSU" 5       SS9[        U" S5      5      SS9[        [        SSU" 5       S9[        U" S5      5      [        SS9[        [        S	S
U" 5       S9[        U" S5      5      [        SS9/$ )Nr   c                  h   > [         R                  " S[         R                  T S9R                  5       $ )Nr   r   r   rT  rU  r%  s   rD   rW  Gmodule_inputs_torch_nn_FractionalMaxPool3d.<locals>.make_random_samples  rY  rG   r   rC  rZ  )r   r   r   r   r   r]  r  r  )r   r   r   r^  )r   r   r  r  r  r`  )r   r   r   )r   r   r   )r   r      r  r   asymsizeTra  rb  )r   r   r   r   rc  r  )r   r  r  r  rd  r  re  s    `      rD   *module_inputs_torch_nn_FractionalMaxPool3drm    s,   V5^JT 	+ACQdQfg'
?(CD	 	+I9^q^st'
?(CD	 	+I:_r_tu'
3C(DE	 	+5H5J[_ (
?(CD'	) 	+ACQdQfg'
<(@A2%		'
 	+I9^q^st'
<(@A2$		&1 rG   c                 6   [        [        XUS9n[        [        5       [        U" S5      5      SS9[        [        5       [        U" S5      5      [        SS9[        [        5       [        U" S5      5      S	S9[        [        5       [        U" S
5      5      SS9/$ r$  r  r  s          rD   module_inputs_torch_nn_Sigmoidro    s    VP]^J 	+o'
27	

 	+o'
162		
 	+o'
<(@A+	

 	+o'
?(CD.	
# rG   c           
          [        [        XUS9n[        [        5       [        U" S5      5      S SS9[        [        5       [        U" S5      5      S S9[        [        5       [        U" S	5      5      [        S
S9/$ )Nr   rW   c                 >    UR                  5       R                  5       $ r;   rL  r  r   s      rD   r   3module_inputs_torch_nn_LogSigmoid.<locals>.<lambda>      ):rG   r  r  r1  c                 >    UR                  5       R                  5       $ r;   rr  r   s      rD   r   rs    rt  rG   r   r   r   r  r  s          rD   !module_inputs_torch_nn_LogSigmoidrv    s|    VP]^J 	+o'
27:		
 	+o'
9(=>:	

 	+o'
162		
 rG   c                 V   [        [        XUS9n[        [        U[        R                  SS9nS0 4SSS04SSS04S	SS
04SSS04/n/ n	U HZ  u  pU4S jnU	R	                  [        [        S0 UD6[        U" S5      U" S5      U" S5      R                  5       5      U
US95        M\     U	$ )Nr   Fr1   r   r  r  r5  r6  r  r  r  rC  c                     [        X#U40 UD6$ r;   )r   r  s         rD   r   >module_inputs_torch_nn_MarginRankingLoss.<locals>.reference_fn	  s    .rqO<NOOrG   )r  r   rW   )r   r
   rd   r1  rJ   r   r   r  r  s                rD   (module_inputs_torch_nn_MarginRankingLossrz  	  s    VP]^J+fEJJV[\K 
R	;./	K01	K01	Hc?#%E M$) =O 	P 	-*M:L*M&3Ju4EzRWGX4?4F4K4K4M'O!%1	3	
	 %* rG   c                    [        [        XUS9n[        [        U[        R                  SS9nS0 4SSS04SSS04S	SS
04/n/ n	U H  u  pU4S jnU	R	                  [        [        S0 UD6[        U" S5      U" SSSS95      SU
 3US95        U	R	                  [        [        S0 UD6[        U" S5      U" SSSS95      U
US95        M     U	$ )Nr   Fr1   r   r  r  r5  r6  r  r  c                     [        X#40 UD6$ r;   )r    r	  s        rD   r   Amodule_inputs_torch_nn_MultiLabelMarginLoss.<locals>.reference_fn+	  s    1!M:LMMrG   r  r   r   r  1d_r   r  rW   r   r
   rd   r1  rJ   r   r   r  s                rD   +module_inputs_torch_nn_MultiLabelMarginLossr  	  s   VP]^J+fEJJV[\K 
R	;./	K01	K01	%E M$) 8J 	N 	-*M:L*M&3Ju4E4?!RT4U'W"4&\%1	3	
 	-*M:L*M&3Jw4G4?QUW4X'Z!%1	3	
 %*( rG   c                 j   [        [        XUS9n[        [        U[        R                  SS9n[        [        XSS9nS0 4SSS04SSS04S	SS
04SSS04SSS04SSU" S5      04/n	/ n
U	 HE  u  pU4S jnU
R	                  [        [        S0 UD6[        U" S5      U" SSSS95      UUS95        MG     U
$ )Nr   Fr1   r   r  r  r5  r6  r  r  r   r   r  rC  r  r  r   c                     [        X#40 UD6$ r;   )r   r	  s        rD   r   <module_inputs_torch_nn_MultiMarginLoss.<locals>.reference_fnR	  s    ,QH5GHHrG   r  r   r   r  r   rW   r  )rL   r   rT   r   rU   rY   r   r:  r2  r  r   r   r
  r   s                 rD   &module_inputs_torch_nn_MultiMarginLossr  A	  s    VP]^J+fEJJV[\K+fQVWK 
R	;./	K01	K01	sAh	Hc?#	X{2/0%E M$) 8J 	I 	-*M:L*M&3Jw4G4?QS4T'V!%1	3	
	 %* rG   c                 h   [        [        XUS9n[        [        U[        R                  SS9n[        [        XSS9nS0 4SSS04SSS04S	SS
04SSU" S5      04/n	SS jn
/ nU	 HI  u  pUR	                  [        [        S0 UD6[        U" S5      U" SSSS95      U[        U
40 UD6S95        MK     U$ )Nr   Fr1   r   r  r  r5  r6  r  r  r  r   c                 b   X2R                  5       R                  5       -  SU-
  U* R                  5       R                  5       -  -   nUb  Xe-  nU* R                  UR                  5       S-
  5      UR	                  S5      -  nUS:X  a  U$ US:X  a  UR                  5       $ UR                  5       $ )NrI   r   r  r6  )rL  r  r  r  r`  r6  r  s          rD   &multilabelsoftmargin_loss_reference_fn_module_inputs_torch_nn_MultiLabelSoftMarginLoss.<locals>.multilabelsoftmargin_loss_reference_fnm	  s    YY[__&&!a%QB<<>3E3E3G)GGF'quuw{+affRj8M& ;;= ::<rG   r  r   r   r  r   r  rW   r  )rL   r   rT   r   rU   rY   r   r:  r2  r  r  r   r   r
  s                 rD   /module_inputs_torch_nn_MultiLabelSoftMarginLossr  `	  s    VP]^J+fEJJV[\K+fQVWK 
R	;./	K01	K01	Hk"o./%E  M$) -*M:L*M&3Jw4G4?QUV4W'Y!%,-S%jWi%j	l	
 %* rG   c                     [        [        XUS9n[        [        XSS9nS0 4SSS04SSS04S	SS
04/n/ n	U HS  u  pU4S jnU	R                  [        [	        S0 UD6[	        U" S5      U" S5      R                  5       5      U
US95        MU     U	$ )Nr   Fr1   r   r  r  r5  r6  r  r  c                     [        X#40 UD6$ r;   )r$   r	  s        rD   r   ;module_inputs_torch_nn_SoftMarginLoss.<locals>.reference_fn	  s    +AG4FGGrG   )r   r   r   rW   r  r  s                rD   %module_inputs_torch_nn_SoftMarginLossr  	  s    VP]^J+fQVWK 
R	;./	K01	K01	%E M$) 8J 	H 	-*M:L*M&3Jv4F4?4G4L4L4N'P!%1	3	
	 %* rG   c           	         / n[        S XX45       H  nUR                  R                  UR                  R                  pXS'   X)S'   [        R
                  R                  " U0 U	D6n
SnUR                  nSUR                  ;   a)  UR                  S   UR                  S'   UR                  S	 UR                  [        [        X5      UUR                  S95        M     U$ )Nr   rT   r   src_maskmaskr  ).module_inputs_torch_nn_TransformerEncoderLayerr   rX   rY   rd   r   TransformerEncoderLayerr   rJ   r   r   r   )rL   r   rT   r   rU   rY   sampleslayer_module_inputl_argsl_kwargsencoder_layer
num_layersr   s                rD   )module_inputs_torch_nn_TransformerEncoderr  	  s    GL&: /@@EE.@@GG #!88&MHM
 +88---+8+?+?
+KM  ($$Z0{+MF'#((
 	:( NrG   c                    [        [        XUS9n[        [        SSSS5      [        U" S5      5      SS9[        [        SSS	S[        R
                  5      [        U" S5      5      S
S9[        [        SSS	SSS9[        U" S5      5      SS9/nS [        R                  " / SQU[        R                  S94nS [        R                  " / SQU[        R                  S9R                  S5      4n	[        R                  " XSSS5       HN  u  ppnUR                  [        [        SSS	SUXS9[        U" S5      XS9[        [        USS0S9SU 3S95        MP     S nU(       ae  [        R                  " SS5       HJ  u  pUR                  [        [        SSS	SSXS9[        U" S5      5      U(       a  UOS SU SU 3S95        ML     U$ )Nr   r   r   rk  r   r1  relu_activationr  r   gelu_activationFr   r   FFTr   rT   rM  TFd_modelnheaddim_feedforwarddropoutrd  
norm_firstr   r  )r  src_key_padding_maskr  r   rd  re  no_batch_dim_batch_first_r  c                     U R                   (       d   eU R                  S5        [        R                  " 5          U " U0 UD6nS S S 5        U R                  S5        W$ ! , (       d  f       N!= f)NFT)rU   trainrd   no_grad)moduler   rX   rY   ro  s        rD   fast_path_reference_fnNmodule_inputs_torch_nn_TransformerEncoderLayer.<locals>.fast_path_reference_fn	  sP    U]]_T,V,F T _s   	A
A,T)r  rd  r  r   	fastpath__norm_first_)r   r
   r   r   r  gelurd   r  boolr   r  r   rJ   r9  )rL   r   rT   r   rU   rY   r   r  key_padding_masks
attn_masksr  r  r  rd  r   r  s                   rD   r  r  	  s   VP]^J 	+Aq"c:'9% #	
 	+Aq!S!&&A'9% #	
 	+Aq!SuE'9% 	
G0 u||,@W\WaWabc%9&PUPZPZ[bbcijkJj]M[hi 	F
"/TU8;;E#R ,v& %%>1<RhjkQln0>
	 j"  ) 1 1- OJNN&31a$:' #0"9-# <@!7T$TF,zlC
 !P NrG   c                    [        [        XUS9n[        [        SSSS5      [        U" S5      U" S5      5      SS9[        [        SSS	S[        R
                  5      [        U" S5      U" S5      5      S
S9[        [        SSS	SSS9[        U" S5      U" S5      5      SS9/nS [        R                  " / SQU[        R                  S94nS [        R                  " / SQU[        R                  S9R                  S5      4n	[        R                  " XSSS5       H  u  ppnU
nUnUR                  [        [        SSS	SUXS9[        U" S5      U" S5      XUUS9[        [        USSS.S9SU 3S95        U" S5      U" S5      nnU(       d$  UR                  SS5      UR                  SS5      nnUb  UR                  SS5      4S-  u  nnUR                  [        [        SSS	SUXS9[        UUXUUS9SU SU SU 3S95        M     U$ )Nr   r   r   rk  r   r1  r  r  r   r  Fr   r   r  r  rM  r  r  r  )tgt_maskmemory_masktgt_key_padding_maskmemory_key_padding_maskr   )r  r  r  r  r  rI   r   norm_first__batch_first__bias_)r   r
   r   r   r  r  rd   r  r  r   r  r   rJ   r9  	transpose)rL   r   rT   r   rU   rY   r   r  r  r  r  r  r  r   rd  r  r  srctgts                      rD   .module_inputs_torch_nn_TransformerDecoderLayerr  
  st   VP]^J 	+Aq"c:'9%z)'< #	
 	+Aq!S!&&A'9%z)'< #	
 	+Aq!SuE'9%z)'< 	
G. u||,@W\WaWabc%9&PUPZPZ[bbcijkJj]M[hi 	F
+ "6"/TU8;;E#R ,v&
6(:X)=Wn %%>1<QRop8qs 1>	 i(*Y*?S}}Q*CMM!Q,?C+=Q=X=XYZ\]=^<`cd<d9#%9"/TU8;;E#R ,x)=Wn #:,mK=tfU	
	/ jF NrG   c                    [        [        XUS9n/ nS [        R                  " / SQU[        R                  S94nS [        R                  " / SQU[        R                  S9R                  S5      4n	[        R                  " XSSS5       H  u  ppnU
4S-  u  nnU4S-  u  nnUR                  [        [        SSSS	S	S
XUS9	[        U" S5      U" S5      UUUUS9[        [        USSS.S9SU 3S95        U" S5      U" S5      nnU(       d$  UR                  SS	5      nUR                  SS	5      nUb  UR                  SS5      4S-  u  nnUR                  [        [        SSSS	S	S
XUS9	[        UUUUUUS9S95        M     U$ )Nr   r  r  rM  r  r   r   r   rI   r   )	r  r  r  num_encoder_layersnum_decoder_layersr  rd  r  r   r  )r  r  r  r  r   )r  r  r  r  r  r1  r   r  )r   r
   rd   r  r  r   r  r   rJ   r   r   r9  r  )rL   r   rT   r   rU   rY   r   r  r  r  r  rq  r  r   rd  r  r  r  r  r  r  s                        rD   "module_inputs_torch_nn_Transformerr  H
  s   VP]^JGu||,@W\WaWabc%9&PUPZPZ[bbcijkJj]M[hi 	>
+  $gk86F5H15L22"/TUCDYZ8;rv#x ,v&
6(:XX`)=Th %%>1<QRlm8np 1>	 i(*Y*?S--1%C--1%C':J:Q:QRSUV:W9Y\]9]6 "6"/TUCDYZ8;rv#x ,x()=Th			5 jH NrG   c           
      8   [        [        R                  U[        R                  SS9n[	        [        SSS9[        U" SS5      R                  S5      5      S9[	        [        SSS9[        U" SS	5      R                  S5      R                  S
S	5      5      SS9/$ )NFr   r   r   )num_embeddingsembedding_dimr   r  rI   i   r  discontiguousr  )r   rd   r-  r1  r   r   random_r   )rL   r   rT   r   rU   rY   
make_emptys          rD    module_inputs_torch_nn_Embeddingr  v
  s    V5::UZ[J+1AN'
1a(8(@(@(CD	
 	+1AN'
1c(:(B(B1(E(L(LQPS(TU 	

 
rG   c                 \   [        [        XUS9n/ nSnS [        R                  " / SQU[        R                  S94n	S [        R                  " / SQU[        R                  S9R                  S5      4n
[        R                  " XXU
5      nU H  u  ppnUR                  [        [        SSSXUS9[        U" S	5      U" S	5      U" S	5      UUS
9[        S95        UR                  [        [        SSSXUS9[        U" S	5      U" S	5      U" S	5      UUS
9[        [        SS9S95        M     U$ )Nr   r  r  r  )r   r   r   r   T)	embed_dim	num_headsrd  r   add_bias_kvadd_zero_attnrM  )rq  	attn_maskr   Frd  )r   r
   rd   r  r  r   r  r   rJ   r   r   rr  )rL   r   rT   r   rU   rY   r   r  	bool_valsr  r  productsr   r  r  rq  r  s                    rD   )module_inputs_torch_nn_MultiheadAttentionr  
  sE   VP]^JGIu||,@W\WaWabc%9&PUPZPZ[bbclmnJ  yU_`HIQE=I"/!qVZ59bo#q+Jv,>
6@RT^_eTf=MYbd7	
 	"/!qV[59bo#q+Jv,>
6@RT^_eTf=MYbd$%?US	
 JR( NrG   c                    [        [        XUS9n[        [        SS5      [        U" S5      U" S5      5      [        S9[        [        SSSS9[        U" S5      U" S5      5      [        S9/nUR                  SS5      nU(       a>  UR                  [        [        SSSS	S
9[        U" S5      U" S5      5      [        S95        U$ )Nr   r   r   r   Tr   is_rnnFrelu)r   nonlinearity)r   r
   r   r   r9  r  rJ   )	rL   r   rT   r   rU   rY   r   r  r  s	            rD   #module_inputs_torch_nn_RNN_GRU_Cellr  
  s    VP]^J+Ar2'
1z"~F2	

 	+Ar='
1z"~F2	
G ZZ%(F 	"/2Dv"V+JqM:b>J6	
 NrG   c                     [        [        XUS9n[        [        SS5      [        U" S5      U" S5      U" S5      45      [        S9[        [        SSSS9[        U" S5      U" S5      U" S5      45      [        S94nU$ )Nr   r   r   r   Tr   )r   r
   r   r   r}  rL   r   rT   r   rU   rY   r   r  s           rD   module_inputs_torch_nn_LSTMCellr  
  s    VP]^J+Ar2'
1
2
SU7WX8	

 	+Ar='
1
2
SU7WX8	
G NrG   c                     U R                   nU R                  S5        [        X5      nUR                  R                  U5        U$ )NF)r   r  r	   data)rv  batch_sizesrequired_gradseqs       rD   make_packed_sequencer  
  s<    %%Mu
s
0CHHM*JrG   Fc                    [        [        XUS9nUS   nSn	Sn
SnSn/ nU(       a  [        XX5      nO[        XU5      nU GH  nU(       a  Uu  nnnnOUu  nnnSSSUUUS.nSSSUUUS.nU(       a
  WUS'   UUS'   UR                  [	        [        S0 UD6[        U" S	5      5      [        [        US
9S95        UR                  [	        [        S0 UD6[        U" S	5      U" U(       a  SOSS45      5      [        [        US
9S95        U(       d  M  UR                  [	        [        S0 UD6[        [        U" S5      [        R                  " SS/5      5      5      [        [        US
9S95        UR                  [	        [        S0 UD6[        [        U" S5      [        R                  " / SQ5      5      5      [        [        US
9S95        GM     U$ )Nr   r  )r  r  FTr   )
input_sizehidden_sizer  rd  r   bidirectionalr   r  r   r   r  r   r   )r   r   r   r   )r   r   r   )r   r   r   r   r   rW   )
r   r
   r   rJ   r   r   rx  r  rd   r  )rL   r   rT   r   rU   with_packed_sequencerY   r   r  r  r   rd  r  r  prod_genrX   nlr  b_fbidir	cons_argscons_args_hiddens                         rD   module_inputs_torch_nn_RNN_GRUr  
  s   VP]^JHF#LDK!MG<{J4m< $B3 MAsE#$Qa$'UL	*+AQ+.ES (*In%/1^,"/"<)"<+Jv,>?$%CQTU	
 	"/"C2B"C+Jv,>
QVA\]_`Ka@bc$%CQTU	
  NN&3&@i&@"/0DZPYEZ\a\h\hjkmnio\p0q"r!()GUX!Y NN&3&@i&@"/0DZPYEZ\a\h\hix\y0z"{!()GUX!YI X NrG   c                    [        [        XUS9nSnSnSn	Sn
/ n[        XxX5      nU H  nUu  pnnSnSUSUXUS.nSUSUXUS.nUR                  [	        [        S0 UD6[        U" S5      5      [        [        US9S	95        US
:  a  UOUnU" U(       a  SOSU45      U" U(       a  SOSU45      4nUR                  [	        [        S0 UD6[        U" S5      U5      [        [        US9S	95        M     U$ )Nr   r  )r   r   r   r   )r  r  r  	proj_sizerd  r   r  r  r  r   r   r   r  rW   )r   r
   r   rJ   r   r   rz  )rL   r   rT   r   rU   rY   r   r   rd  r  
proj_sizesr  r  rX   r  r  r  r  r  r  r  h_outhxs                          rD   module_inputs_torch_nn_LSTMr    s3   VP]^JDK!MJGt-DH#' y#$[PQ`i$'UL	*+KWXgp+.ES 	"/"<)"<+Jv,>?$%@cR	
 ']	u!!U34ju!RSU`Aa6bc"/"C2B"C+Jv,>C$%@cR	
% 6 NrG   c           	          [        [        XUS9n[        [        S5      [        U" S5      5      [        S9[        [        S5      [        U" S5      5      S9/$ )Nr   rI   r  r   rI   r   r1  r  r  r  s          rD   &module_inputs_torch_nn_ReflectionPad1dr  E  \    VP]^J 	+A.'
6(:;2	

 	+F3'
9(=>	

 
rG   c           	          [        [        XUS9n[        [        S5      [        U" S5      5      [        S9[        [        S5      [        U" S5      5      S9/$ Nr   rI   r  r   rI   r   r   r   r   r   r   r  r  r  r  s          rD   &module_inputs_torch_nn_ReflectionPad2dr   T  \    VP]^J 	+A.'
9(=>2	

 	+L9'
<(@A	

 
rG   c           	          [        [        XUS9n[        [        S5      [        U" S5      5      [        S9[        [        S5      [        U" S5      5      S9/$ )Nr   rI   rO  r   rI   r   rI   r   rI   r   )r   r   r   r   r   r  r  r  s          rD   &module_inputs_torch_nn_ReflectionPad3dr  c  ]    VP]^J 	+A.'
<(@A2	

 	+,>?'
?(CD	

 
rG   c           	          [        [        XUS9n[        [        S5      [        U" S5      5      [        S9[        [        S5      [        U" S5      5      S9/$ Nr   rI   r  r   r  r  r  r  r  s          rD   'module_inputs_torch_nn_ReplicationPad1dr  r  r  rG   c           	          [        [        XUS9n[        [        S5      [        U" S5      5      [        S9[        [        S5      [        U" S5      5      S9/$ r  r  r  s          rD   'module_inputs_torch_nn_ReplicationPad2dr
    r  rG   c           	          [        [        XUS9n[        [        S5      [        U" S5      5      [        S9[        [        S5      [        U" S5      5      S9/$ )Nr   rI   r  r   rI   r   r   r   r   r  )r   r   r   r  r  r  r  r  s          rD   'module_inputs_torch_nn_ReplicationPad3dr    r  rG   c           	          [        [        XUS9n[        [        S5      [        U" S5      5      [        S9[        [        S5      [        U" S5      5      S9/$ r  r  r  s          rD    module_inputs_torch_nn_ZeroPad1dr    r  rG   c           	          [        [        XUS9n[        [        S5      [        U" S5      5      [        S9[        [        S5      [        U" S5      5      S9/$ )Nr   rI   r  r   r  r  r  r  s          rD    module_inputs_torch_nn_ZeroPad2dr    r  rG   c           	          [        [        XUS9n[        [        S5      [        U" S5      5      [        S9[        [        S5      [        U" S5      5      S9/$ )Nr   rI   r  r   r  )rI   r   r   r   r   r  r  r  s          rD    module_inputs_torch_nn_ZeroPad3dr    r  rG   c           	          [        [        XUS9n[        [        SS5      [        U" S5      5      [        S9[        [        SS5      [        U" S5      5      S	9/$ )
Nr   rI   r   r  r   r  r   r  r  r  r  s          rD   $module_inputs_torch_nn_ConstantPad1dr    s`    VP]^J 	+Aq1'
6(:;2	

 	+FA6'
9(=>	

 
rG   c           	          [        [        XUS9n[        [        SS5      [        U" S5      5      [        S9[        [        SS5      [        U" S5      5      S9/$ )	Nr   rI   r   r  r   r  r   r  r  r  s          rD   $module_inputs_torch_nn_ConstantPad2dr    s`    VP]^J 	+Aq1'
9(=>2	

 	+L!<'
<(@A	

 
rG   c           	          [        [        XUS9n[        [        SS5      [        U" S5      5      [        S9[        [        SS5      [        U" S5      5      S	9/$ )
Nr   rI   r   r  r   r  r  )rI   r   rI   r   rI   r  r  r  s          rD   $module_inputs_torch_nn_ConstantPad3dr    sa    VP]^J 	+Aq1'
<(@A2	

 	+,>B'
?(CD	

 
rG   c                 \  ^ [        [        XUS9nS m[        [        S5      [        U" S5      5      [        S9[        [        S5      [        U" S5      5      U4S jS9[        [        S	5      [        U" S5      5      U4S
 jS9[        [        S5      [        U" S5      5      U4S jS9/$ )Nr   c           
      n    [         R                  " U SS2SS2US   * S24   X SS2SS2SUS   24   /SS9$ )z}input:
[[[0., 1., 2.],
  [3., 4., 5.]]]
pad: (1, 2)
output:
    [[[2., 0., 1., 2., 0., 1.],
      [5., 3., 4., 5., 3., 4.]]]
Nr   rI   r   r  rd   catrv  pads     rD   padding1d_circular_refDmodule_inputs_torch_nn_CircularPad1d.<locals>.padding1d_circular_ref  s@     yy#aSVGHn-s1gs1vg4FGQOOrG   rI   r  r   r  r  c                 (   > T" X R                   5      $ r;   r  r   r   r   r   s      rD   r   6module_inputs_torch_nn_CircularPad1d.<locals>.<lambda>      )?99)MrG   )r   rI   c                 (   > T" X R                   5      $ r;   r#  r$  s      rD   r   r%    r&  rG   rM  c                 (   > T" X R                   5      $ r;   r#  r$  s      rD   r   r%    r&  rG   r  )rL   r   rT   r   rU   rY   r   r   s          @rD   $module_inputs_torch_nn_CircularPad1dr)    s    VP]^J	P 	+A.'
6(:;2	

 	+F3'
9(=>M	

 	+F3'
9(=>M	

 	+F3'
9(=>M	
! rG   c                 \  ^ [        [        XUS9nS m[        [        S5      [        U" S5      5      [        S9[        [        S5      [        U" S5      5      U4S jS9[        [        S	5      [        U" S5      5      U4S
 jS9[        [        S5      [        U" S5      5      U4S jS9/$ )Nr   c                     [         R                  " U SS2SS2US   * S24   X SS2SS2SUS   24   /SS9n [         R                  " U SS2SS2SS2US   * S24   X SS2SS2SS2SUS   24   /SS9$ )a  input:
        [[[[0., 1., 2],
           [3., 4., 5.]]]]
        pad: (1, 2, 2, 1)
output:
    [[[[2., 0., 1., 2., 0., 1.],
       [5., 3., 4., 5., 3., 4.],
       [2., 0., 1., 2., 0., 1.],
       [5., 3., 4., 5., 3., 4.],
       [2., 0., 1., 2., 0., 1.]]]]
Nr   r   r  r   rI   r  r  s     rD   padding2d_circular_refDmodule_inputs_torch_nn_CircularPad2d.<locals>.padding2d_circular_ref!  s     iiQCF78^,cq!Wc!fW}3EFANyy#aAAwx/0#1aGSVG;K7LMSTUUrG   rI   r  r   )rI   r   r   rI   )rI   rI   r   r   c                 (   > T" X R                   5      $ r;   r#  r   r   r   r,  s      rD   r   6module_inputs_torch_nn_CircularPad2d.<locals>.<lambda>9  r&  rG   )r   r   r   r   c                 (   > T" X R                   5      $ r;   r#  r/  s      rD   r   r0  >  r&  rG   )r   r   r   rI   )rI   rI   r   r   c                 (   > T" X R                   5      $ r;   r#  r/  s      rD   r   r0  C  r&  rG   r  )rL   r   rT   r   rU   rY   r   r,  s          @rD   $module_inputs_torch_nn_CircularPad2dr3    s    VP]^JV  	+A.'
9(=>2	

 	+L9'
<(@AM	

 	+L9'
<(@AM	

 	+L9'
<(@AM	
! rG   c                 \  ^ [        [        XUS9nS m[        [        S5      [        U" S5      5      [        S9[        [        S5      [        U" S5      5      U4S jS9[        [        S	5      [        U" S5      5      U4S
 jS9[        [        S5      [        U" S5      5      U4S jS9/$ )Nr   c                 j   [         R                  " U SS2SS2US   * S24   X SS2SS2SUS   24   /SS9n [         R                  " U SS2SS2SS2US   * S24   X SS2SS2SS2SUS   24   /SS9n [         R                  " U SS2SS2SS2SS2US   * S24   X SS2SS2SS2SS2SUS   24   /SS9$ )	a  input:
    [[[[[ 0.,  1.,  2.],
        [ 3.,  4.,  5.]],
       [[ 6.,  7.,  8.],
        [ 9., 10., 11.]]]]]
pad: (1, 2, 2, 1, 1, 2)
output: [[[[[ 8.,  6.,  7.,  8.,  6.,  7.],
            [11.,  9., 10., 11.,  9., 10.],
            [ 8.,  6.,  7.,  8.,  6.,  7.],
            [11.,  9., 10., 11.,  9., 10.],
            [ 8.,  6.,  7.,  8.,  6.,  7.]],

           [[ 2.,  0.,  1.,  2.,  0.,  1.],
            [ 5.,  3.,  4.,  5.,  3.,  4.],
            [ 2.,  0.,  1.,  2.,  0.,  1.],
            [ 5.,  3.,  4.,  5.,  3.,  4.],
            [ 2.,  0.,  1.,  2.,  0.,  1.]],

           [[ 8.,  6.,  7.,  8.,  6.,  7.],
            [11.,  9., 10., 11.,  9., 10.],
            [ 8.,  6.,  7.,  8.,  6.,  7.],
            [11.,  9., 10., 11.,  9., 10.],
            [ 8.,  6.,  7.,  8.,  6.,  7.]],

           [[ 2.,  0.,  1.,  2.,  0.,  1.],
            [ 5.,  3.,  4.,  5.,  3.,  4.],
            [ 2.,  0.,  1.,  2.,  0.,  1.],
            [ 5.,  3.,  4.,  5.,  3.,  4.],
            [ 2.,  0.,  1.,  2.,  0.,  1.]],

           [[ 8.,  6.,  7.,  8.,  6.,  7.],
            [11.,  9., 10., 11.,  9., 10.],
            [ 8.,  6.,  7.,  8.,  6.,  7.],
            [11.,  9., 10., 11.,  9., 10.],
            [ 8.,  6.,  7.,  8.,  6.,  7.]]]]]
Nr   r   r   r  r   r   rI   r  r  s     rD   padding3d_circular_refDmodule_inputs_torch_nn_CircularPad3d.<locals>.padding3d_circular_refK  s    J iiQCF78^,cq!Wc!fW}3EFANiiQ1s1vgh./!Q7CF7:J6KLRSTyy#aAq3q6'(23SaAq'3q6'>Q:RSYZ[[rG   rI   r  r   r  )rI   rI   r   r   r   c                 (   > T" X R                   5      $ r;   r#  r   r   r   r6  s      rD   r   6module_inputs_torch_nn_CircularPad3d.<locals>.<lambda>}  r&  rG   )r   r   r   rI   rI   r   c                 (   > T" X R                   5      $ r;   r#  r9  s      rD   r   r:    r&  rG   )r   r   r   rI   r   r   c                 (   > T" X R                   5      $ r;   r#  r9  s      rD   r   r:    r&  rG   r  )rL   r   rT   r   rU   rY   r   r6  s          @rD   $module_inputs_torch_nn_CircularPad3dr=  G  s    VP]^J'\T 	+A.'
<(@A2	

 	+,>?'
?(CDM	

 	+,>?'
?(CDM	

 	+,>?'
?(CDM	
! rG   
TestModule	test_gradcuda)	active_ifr`   test_gradgradtest_non_contiguous_tensors)rA  rp   r`   c                    [        [        XUS9n[        [        [	        SS5      [	        U" SS5      U" SS5      5      S9[
        R                  [        SS9[        [        [	        SS5      [	        U" SS5      U" SS	5      5      S9[
        R                  [        S
S9[        [        [	        SS5      [	        U" SS5      U" SS5      5      S9[
        R                  [        SS9[        [        [	        SS5      [	        U" SS5      U" SSSS5      5      S9[
        R                  [        SS9[        [        [	        SSS5      [	        U" SS5      U" SS	5      5      S9[
        R                  [        S
S9[        [        [	        SSS5      [	        U" SS5      U" SS	5      5      S9[
        R                  [        S
S9/nU$ )Nr   r   rS  r      r  5input has inconsistent input_size: got 11 expected 10r     9hidden0 has inconsistent hidden_size: got 21, expected 20r   5Input batch size 3 doesn't match hidden0 batch size 5rI   z.Expected hidden to be 1D or 2D, got 4D insteadr  r  	r   r
   r   r   r   r   r   r^   r  r  s           rD   )module_error_inputs_torch_nn_RNN_GRU_CellrK    s   VP]^J"/B"7+Jq",=z!R?PQ %22#O	
 	"/B"7+Jq",=z!R?PQ %22#S	
 	"/B"7+Jq",=z!R?PQ %22#O	
 	"/B"7+Jq",=z!QPQSU?VW %22!H	
 	"/B"?+Jq",=z!R?PQ %22#S	
 	"/B"?+Jq",=z!R?PQ %22#S	
]7Gp NrG   c                    [        [        XUS9n[        [        [	        SS5      [	        U" SS5      U" SS5      U" SS5      45      S9[
        R                  [        SS9[        [        [	        SS5      [	        U" SS5      U" SS	5      U" SS	5      45      S9[
        R                  [        S
S9[        [        [	        SS5      [	        U" SS5      U" SS5      U" SS5      45      S9[
        R                  [        SS9[        [        [	        SS5      [	        U" SS5      U" SSSS5      U" SSSS5      45      S9[
        R                  [        SS9/nU$ )Nr   r   rS  r   rE  r  rF  r  rG  rH  r   rI  rI   z/Expected hx\[0\] to be 1D or 2D, got 4D insteadrJ  r  s           rD   %module_error_inputs_torch_nn_LSTMCellrM    sz   VP]^J"/B"7+Jq",=
1b@QS]^_acSd?ef %22#O	
 	"/B"7+Jq",=
1b@QS]^_acSd?ef %22#S	
 	"/B"7+Jq",=
1b@QS]^_acSd?ef %22#O	
 	"/B"7+Jq",=
1aQRTV@WYcdeghjkmoYp?qr %22!K	
9%GL NrG   c                 F   [        U[        5      (       a  UR                  S5      S   OUR                  nU[        R
                  :X  a'  US:X  a  [        R                  O[        R                  nO[        R
                  n[        [        XUS9n[        [        [        SSS5      S9[        R                  [        SS	9[        [        [        SSS5      S9[        R                  [        S
S	9[        [        [        SSX!S9[        U" S5      5      S9[        R                   [        SS	9[        [        [        SSSS9S9[        R                  ["        SS	9[        [        [        SSSS9S9[        R                  ["        SS	9[        [        [        SSSS9S9[        R                  ["        SS	9[        [        [        SSSS9S9[        R                  ["        SS	9[        [        [        SSSS9S9[        R                  ["        SS	9[        [        [        SSSS9S9[        R                  ["        SS	9[        [        [        SS5      S9[        R                  ["        SS	9[        [        [        SS5      S9[        R                  ["        SS	9[        [        [        SS5      S9[        R                  [        SS	9[        [        [        SS5      S9[        R                  [        SS	9[        [        [        SS5      S9[        R                  ["        S S	9/n	U	$ )!N:r   r   r   r   rI   )r   z%hidden_size must be greater than zeror  z$num_layers must be greater than zeror   r   rT  ri  r  zsRNN input dtype .* does not match weight dtype .* Convert input: input\.to\(.*\), or convert model: model\.to\(.*\)r   z%bias should be of type bool, got: intTruez%bias should be of type bool, got: strr  z,batch_first should be of type bool, got: intFalsez,batch_first should be of type bool, got: strg      @z,input_size should be of type int, got: float10z*input_size should be of type int, got: strz$input_size must be greater than zeror   g      @z-hidden_size should be of type int, got: float)r   strsplittyperd   r   r   float64r   r
   r   r   r   r   r   r  r   	TypeError)
rL   r   rT   r   rU   rY   r`   mismatched_dtyper   r  s
             rD   $module_error_inputs_torch_nn_RNN_GRUrY    s    +5VS*A*A&,,s#A&v{{K,75,@5==emm ==V[hiJ 	-Aq*AB$77!?		
 	-B*BC$77!>		
 	"/1E"Q+Jy,AB %22!^		
 	-11*EF$77 ?		
 	-11*EF$77 ?		
 	-16*JK$77 ?		
 	-1!*LM$77 F		
 	-1!*LM$77 F		
 	-1'*RS$77 F		
 	-Q*?@$77 F		
 	-a*@A$77 D		
 	-1*=>$77!>		
 	-A*>?$77!>		
 	-3*?@$77 G		
s_G@ NrG   c           
          [        [        XUS9nUR                  SS5      n[        [	        U(       a  [        SS5      O
[        S5      [        U" S5      5      S9[        R                  [        SS	9/$ )
Nr   is_constantFrI   r   rO  r  z(expected 2D or 3D input \(got 4D input\)r  	r   r
   r  r   r   r   r   r   r  rL   r   rT   r   rU   rY   r   r[  s           rD   "module_error_inputs_torch_nn_Pad1dr^  |  so    VP]^J**]E2K 	9D-1"5-XYJZ+J|,DE %22!C		
 rG   c           
          [        [        XUS9nUR                  SS5      n[        [	        U(       a  [        SS5      O
[        S5      [        U" S5      5      S9[        R                  [        SS	9/$ )
Nr   r[  FrI   r   r  r  z(expected 3D or 4D input \(got 2D input\)r  r\  r]  s           rD   "module_error_inputs_torch_nn_Pad2dr`    o    VP]^J**]E2K 	9D-1"5-XYJZ+Jv,>? %22!C		
 rG   c           
          [        [        XUS9nUR                  SS5      n[        [	        U(       a  [        SS5      O
[        S5      [        U" S5      5      S9[        R                  [        SS	9/$ )
Nr   r[  FrI   r   r  r  z(expected 4D or 5D input \(got 2D input\)r  r\  r]  s           rD   "module_error_inputs_torch_nn_Pad3drc    ra  rG   r$  )r   r   test_memory_formatrU   )rA  )r   r   r   zSkipped!)r   )r   r   )r   r   r   TTestEagerFusionModuleInfo,test_aot_autograd_symbolic_module_exhaustive#test_aot_autograd_module_exhaustive)rK   r   r   r   test_check_inplacer   )r`   rp   rI   )r  r   g-C6?)r   r   r   r   r   )r   r   r   r   r   r   )r`   )r  r   r  test_cpu_gpu_parity)rp   r`   g{Gzt?)r   r   r   rp   r   r   )rp   xpu)r   rp   r   r   r   r   )atolrtoltest_forwardcpu)r   r   r   )r   r   )include_halfinclude_bfloat16gQ?rP  )r   rp   r   )rp  ro  )r   r   rp   r   )r   r   )r  )r   rK   r   TestModuleMPStest_non_contiguoustest_save_loadtest_factory_kwargs)rK   r   r   r   )r`   rA  gMb`?)r   r   r   r   )rK   r   r   )r  )r   r   )rK   r   r   r   )rK   r   r   r   r   )r   r   r   	module_db)F(U  rd   unittestcopyr   enumr   	functoolsr   r   r  r   r   rF  torch.nn.functionalr   
functionalr  torch.nn.utils.rnnr	   torch.testingr
   #torch.testing._internal.common_cudar   $torch.testing._internal.common_dtyper   r   r   *torch.testing._internal.common_device_typer   r   r   r   r   r   r   r   2torch.testing._internal.common_methods_invocationsr   !torch.testing._internal.common_nnr   r   r   r   r   r   r   r   r    r!   r"   r#   r$   r%   $torch.testing._internal.common_utilsr&   r'   r(   r)   r*   r+   typesr,   operatorr8   aoqatquantizable	quantizedr-   r<   __annotations__Module	Container	NLLLoss2d	MaxPool2dr.   r>   rU  from_iterable__all__getattrr/   r0   rg  rS  	namespacemodule_namer}   rj   r   namespace_namer3   r~   r   r   r   r   r   r   r   r  r3  r<  rT  r\  r9  rr  rx  rz  r}  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r"  r'  r*  r/  rF  rH  rP  r[  ra  rm  rp  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r  r  r  r  r  r  r,  r9  r=  rA  rE  rG  rK  rN  rQ  rf  rm  ro  rv  rz  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r  r  r
  r  r  r  r  r  r  r  r)  r3  r=  expectedFailurer3  #rnn_gru_lstm_module_info_decoratorsrK  rM  rY  r^  r`  rc  backendsr   is_availableis_macos_or_newer_macos15_or_newerAdaptiveAvgPool1dAdaptiveAvgPool2d
itemgetterAdaptiveAvgPool3dskipAdaptiveMaxPool1dAdaptiveMaxPool2dAdaptiveMaxPool3d	AvgPool1d	AvgPool2d	AvgPool3dr  r  BatchNorm3dCELUr   Conv1dr   Conv2drV  Conv3dConvTranspose1dchalfConvTranspose2d	complex32	complex64
complex128ConvTranspose3dCosineEmbeddingLossELUFractionalMaxPool2dFractionalMaxPool3dL1LossSmoothL1Loss
LazyConv1d
LazyConv2d
LazyConv3dLazyConvTranspose1dLazyConvTranspose2dLazyConvTranspose3dLinearBilinearLPPool1dLPPool2dLPPool3d	MaxPool1d	MaxPool3d	KLDivLossMSELossMarginRankingLossMultiLabelMarginLossMultiMarginLossSoftMarginLossMultiLabelSoftMarginLossNLLLossGaussianNLLLossPoissonNLLLossHingeEmbeddingLoss	HuberLossBCELossBCEWithLogitsLossCrossEntropyLossCTCLossGELUGLU	GroupNorm
Hardshrink	HardswishHardtanhInstanceNorm1dInstanceNorm2dInstanceNorm3dLocalResponseNorm	LayerNormRMSNormTransformerEncoderr  TransformerDecoderLayerTransformerMultiheadAttention	EmbeddingReLU	LeakyReLUReLU6PReLURNNCellGRUCellLSTMCellSigmoid
LogSigmoidSiLUSoftmax	Softmax2d
LogSoftmaxSoftminSoftplus
SoftshrinkSoftsignTanh
Tanhshrink	ThresholdMishRNNGRULSTMReflectionPad1dReflectionPad2dReflectionPad3dReplicationPad1dReplicationPad2dReplicationPad3dSELU	ZeroPad1d	ZeroPad2d	ZeroPad3dCircularPad1dCircularPad2dCircularPad3dConstantPad1dConstantPad2dConstantPad3dru  )r  r  clss   000rD   <module>r     s*       $ $     3 % :G G* * * Lm m m m
    
HH	HHKKOO	HHKK##	HHKK!!	HHKK!!' 4
#  
HHOO	HH	HH	HHKK##	HHKK##T *u22&4(&	 9B8I8IJ8IWY$8IJ&4(  ) *T
 * "0N#o3M#N ') DsO ("I ((Y4
"++33HbAII*VXY //0>/?q-Nz* ) # _&STB BJ# 2 2,d 
' '(<+ <+@(:%P@F8-`$N+\D&D0b0
<4($080Dh( (*&,
*(&-2(6(.(.@(8&&="=="9&9&0*"+J$L"*"
****$*:*$*"* **&*"WF-`'TUr=@$N4,"0 F4%N D0f&(&&&$,D#L808 F>$N62GT@F+\>>$;|&T#J'RBR   ,4n"46   ,4n"46
   ,0M4n"46
   ,0M0.5;;.V\'' #6:x(VkZ$$& NN&&335e%..:L:L:^:^_acd:e Nuxx))"J  (+N uxx))$8"J  (//#+!)!4!4Z!@			N* uxx))$8"Jj 9<I]^(++N: uxx))"J;N@ uxx))$8"JANH uxx))$8"Jj 9<I]^(+INX uxx!!"BYN^ uxx!!"B
  //#+!)!4!4Z!@#),	
_Nx uxx!!"B$8  j 9<I]^7TU	XyNJ uxx##%)"D(V  //1LE!)!4!4Z!@  //1L<!)!4!4Z!@	KNp uxx##%)"D(V   2LBVbjbubu  wA  cB  C  //1LE!)!4!4Z!@  //1L<!)!4!4Z!@	qNZ uxx##%)"D(V  (  //1LE!)!4!4Z!@  //1L<!)!4!4Z!@	[ND uxx}}"=   8 8,H\,15==/KMENR uxx")*G1SX"Y$8,0 15==%2H I<Ymn	SN` uxx")*G1SX"Y$8,0   8 8,H\,2EMM?L   15==%2H I<YmnaNz uxx")*G1SX"Y$8,0  U;   8 8,H\]   15==%2H I<Ymn{NV uxx''")*G1SXei"j$8,04U[[A   8 8,H](-~6K   15==%2H I<Ymn 15;;2F GWklWNr uxx''")*G1SXei"j$8,04U[[A   8 8,H\(-%JZJZ'[]   8 8,H\jp(-u7G7G'HJ   8 8,H](-~6K   15==%2H I<Ymn 15;;2F GWkl#sN\ uxx''")*G1SXei"j4U[[A$8,0  (   8 8,H\] 8 8,H](-~6K 8 8,H](-~5J   15==%2H I<Ymn 15??E2J K\[pq 15;;2F GWkl#]NH uxx++"L  j 9<I]^aINT uxx||"<   8 8,H\,15==/KMUNb uxx++"L$8  (j 9<I]^acNr uxx++"L$8  (j 9<I]^asNB uxx"?  j 9<I]^aCNN uxx$$"E  j 9<I]^  	<9V(-EKM	ONb uxx""")*G1SW"X$8,0  )   15==%2H I<YmncNz uxx""")*G1SW"X$8,0  )   8 8,H\,2EMM?L   15==%2H I<Ymn{NZ	 uxx""")*G1SW"X$8,0  )(   8 8,H\]	   15==%2H I<Ymn[	N|	 uxx++")*G1SWdh"i$8,0  )   15==%2H I<Ymn}	NT
 uxx++")*G1SWdh"i$8,0  )   8 8,H\jp(-8   15==%2H I<YmnU
Nt
 uxx++")*G1SWdh"i$8,0  )(   8 8,H\]	   15==%2H I<Ymnu
NV uxx"?  j 9<I]^aWNb uxx  "A( ==#4d*C ==#4d*C*E F $^	H  j 9<I]^ 8 8,,15==/K	McNB uxx  "Aj 9<Uj 9<Y\CNN uxx  "Aj 9<Uj 9<Y  //#+!)!4!4Z!@!ZIZEZ#(ONl uxx  "Aj 9<Uj 9<Yj 9<I]^	u=	@mN| uxx!!"B}NB uxx!!"BCNH uxx!!"B$8INP uxx!!"B  j 9<I]^j 9<I^_j 9<Uj 9<Y\	QNd uxx"@  j 9<I]^ 8 8,,15==/K	MeNv uxx))"J  j 9<I]^awNB uxx,,"M  j 9<I]^	<UKj 9<Y\	CNV uxx''"H  j 9<I]^	<UKj 9<Y\	WNj uxx&&"G  j 9<I]^ 8 8,,15==/K	MkN| uxx00"Q  j 9<I]^a}NH uxx"@  j 9<I]^ 8 8,,15==/K	MINZ uxx''"H  j 9<I]^ab[Nd uxx&&"G  j 9<I]^abeNn uxx**"K  j 9<I]^aoNz uxx!!"B  j 9<I]^ 8 8,,15==/K	M{NL uxx"@  j 9<I]^	<]bc	fMN\ uxx))"J  j 9<I]^	<]bc	f]Nl uxx(("I'TER   8 8,H\] 15==#4VZB[2\ ]_k .TY[ 8 8,H]glgtgtfu,24 8 8,H]glgtgtfu,135mNF uxx"@  j 9<I]^	<ULj 9<Uj 9<Yj 9<Ifg	jGN` uxx}}"=   8 8,,15==/KMaNn uxx||"<oNt uxx!!"B(N'DQ  j 9<I^_ 15==#4VZB[2\ ] ,.BPUW  j 9<I]kqrj 9<I]kpqj 9<I]kpqj 9<*8fN
P	uNT uxx"""CUNZ uxx!!"B!&([N` uxx  "AaNf uxx&&")*OST"U%)  j 9<I]^agNt uxx&&")*OST"U%)  j 9<I]^auNB uxx&&")*OST"U%)   2OEYZ 2OEbc 2O^T 2OEZ[ 2OEUVj 9<I]^aCN\ uxx))"J]Nb uxx!!"B  j 9<I]^acNn uxx"@oNv uxx**%)"K  j 9<,13  j 9<I]^   8 8,H]^awNT uxx//%)"P 15==#4VZB[2\ ] ,.K,1ZI   15==#4VZB[2\ ] ,n,13  j 9<,13
  j 9<I]^aUNx uxx//"P  j 9<,13  j 9<I]^a
yNN uxx##"D $(  j 9<,13  j 9<I]^aONj uxx**%)"K  j 9<I]^akNx uxx!!"B 15==#4VZB[2\ ] ,.K,134
  j 9<I]^ayNJ uxx}}"=.T  //#+!)!4!4Z!@#(	5KNd uxx!!"BeNj uxx~~">  (+kNx uxx~~">  (+yNF uxx")*MVZ"[(QGNN uxx"E(QONV uxx  "A(MWN^ uxx"@.T  //#+!)!4!4Z!@#(	5_Nx uxx"""C   8 8,disx  tA  tA  sB  CEyND uxx}}"=ENJ uxx"@KNP uxx!!"B  j 9<I]^ 8 8,disx  tA  tA  sB  C	EQN` uxx"""C  j 9<I]^ 8 8,disx  tA  tA  sB  C	EaNp uxx"@  j 9<I]^aqN| uxx  "A  (+}NJ uxx"""C  (+KNV uxx  "AWN\ uxx}}"=.T  //#+!)!4!4Z!@#(	5]Nv uxx"""C.T  //#+!)!4!4Z!@#(	5wNP uxx!!"B  (+QN^ uxx}}"=  (+_Nj uxx||%)")*HQU"V(L=	kNv uxx||%)")*HQV"W(L=	?wN@ uxx}}%)"=(L  (+ >?ANP uxx''"HQNV uxx''"H$8j 9<I],24j 9<I],13j 9<I],135
WNl uxx''"H$8j 9<I],24j 9<I],13j 9<I],135
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