
    sgP                     T   U d dl Z d dlZd dlmZ d dlmZ d dlmZmZ d dl	m
Z
mZ d dl	Z	d dlZd dlmc mZ d dlmZ d dlmZ d dlmZ d d	lmZmZmZ d d
lmZmZmZmZm Z m!Z!m"Z"m#Z#m$Z$m%Z%m&Z& d dl'm(Z( d dl)m*Z*m+Z+m,Z,m-Z-m.Z.m/Z/m0Z0m1Z1m2Z2m3Z3m4Z4m5Z5m6Z6m7Z7 d dl8m9Z9m:Z:m;Z;m<Z<m=Z=m>Z> d dl?m@Z@ d dlAmBZBmCZCmDZDmEZEmFZF d dlGZGe j                  j                  e j                  j                  j                  j                  e j                  j                  j                  j                  e j                  j                  j                  j                  e j                  j                  j                  j                  gZMeBe@   eNd<   e j                  j                  e j                  j                  e j                  j                  e j                  j                  j                  j                  e j                  j                  j                  j                  hZSeEeD   eNd<    eT e
eMD  cg c]#  } | j                  D cg c]  } eV| |       c}% c}}        ZWeBeD   eNd<   eWD cg c]	  }|eSvs| c}ZWi ZXeFeDeYf   eNd<   eMD ]W  ZZeZj                  D ]F  Z[ eVeZe[      Z\eZj                  j                  dd      j                  dd      Z_e\eXvs=e_ de[ eXe\<   H Y  edd      Z` G d de      ZHd Za G d d      Zb G d d       Zc G d! d"e      Zd G d# d$      Ze G d% d&      Zfd' Zgd( Zhd) Zid* Zjd+ Zkd, Zld- Zmd. Znd/ Zod0 Zpd1 Zqd2 Zrd3 Zsd4 Ztd5 Zud6 Zvd7 Zwd8 Zxd9 Zyd: Zzd; Z{d< Z|d= Z}d> Z~d? Zd@ ZdA ZdB ZdC ZdD ZdE ZdF ZdG ZdH ZdI ZdJ ZdK ZdL ZdM ZdN ZdO ZdP ZdQ ZdR ZdS ZdT ZdU ZdV ZdW ZdX ZdY ZdZ Zd[ Zd\ Zd] Zd^ Zd_ Zd` Zda Zdb Zdc Zdd Zde Zdf Zdg Zdh Zdi Zdj Zdk Zdl Zdm Zdn Zdo Zdp Zdq Zdr Zds Zdt Zdu Zdv Zdw Zdx Zdy Zdz Zd{ Zd| Zd} Zd~ ZddZd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Z e(ej                  ddexr e< d       e(ej                  ddexr e< d       e(ej                  ddexr e< d       e(ej                  ddexr e<e j                  fd       e( e&dg      ddd       e( e&dg      ddd      fZd Zd Zd Zd Zd Zd Ze j                  j                  j                         xr) e j                  j                  j                  dd       Zg  efe j                  j                  ew e(e%      f       efe j                  j                  e;ex e(e%       e(ej                  dd eGj                  d            f       efe j                  j                  e;ey e( ej                  d      dd       e(e%      f       efe j                  j                  ez       efe j                  j                  e;e{       efe j                  j                  e;e| e( ej                  d      dd       e(e%      f       efe j                  j                  et       efe j                  j                  eu e(ej                  dd eGj                  d      d       e(e:de j                  g      f       efe j                  j                  eve; e( ej                  d      dd       e(e%      f       efe j                  j                  de} e(ej                  dd eGj                  d             e(ej                  dd eGj                  d            f       efe j                  j                  de~ e(edd eGj                  d             e(ej                  dd eGj                  d             e(ej                  dd eGj                  d            f       efe j                  j                  de e(e%       e(ej                  dd eGj                  d             e(ej                  dd eGj                  d            f       efe j                  j                  e e(ej                  ddde j                  g      f       efe j                  j                   eedd      e;d e( e!d      dd       e(e"dde j                  g       e(e:ddde j                  g       e(e:ddde j                  g      f e( e#e j                  di      dd      f       efe j                  j                   eedd      e;d e( e!d      dd       e(e"dde j                  g       e(ej                  ddde j                  g       e(ej                  ddde j                  g       e(e:ddde j                  g       e(e:ddde j                  g      f e( e#e j                  di      dd      f       efe j                  j                   eedd      e;d e( e!d      dd       e(e"dde j                  g       e(e%       e(ej                  dd      f e( e#e j                  di      dd      f       efe j                  j                   eeddd      e;d ee j                         e( e!d      dd       e(e"dde j                  g       e(ej                  dde j                  fd«       e(e:ddde j                  g       e(e:ddde j                  g      f e( e#e j                  di      dd       e( e#e j                  di      dd      fī       efe j                  j                   eeddd      e;d ee j                         e( e!d      dd       e(e"dde j                  g       e(ej                  dde j                  e j                  e j                  f       e(ej                  ddde j                  e j                  g       e(ej                  ddde j                  g       e(ej                  dde j                  fd«       e(e:ddde j                  g       e(e:ddde j                  g      f e( e#e j                  di      dd       e( e#e j                  di      dd      fī       efe j                  j                   eeddd       ee j                        e;d e( e!d      dd       e(e"dde j                  g       e(e%       e(ej                  dd       e(ej                  ddde j                  e j                  ge<ū       e(ej                  dde j                  fd«      f e( e#e j                  di      dd       e( e#e j                  di      dd       e( e#e j                  di      dd      fƫ       efe j                  j                  e e( ej                  d      dd      f       efe j                  j                  e e(ej                  ddde j                  g      f       efe j                  j                  ee; e(e%       e( ej                  d      dd      f       efe j                  j                  ee; e(e%       e( ej                  d      dd      f       efe j                  j                  e e( ej                  d      dd      f       efe j                  j                  e e( ej                  d      dd       e(e:dde j                  g      f       efe j                  j                    eedd      e;d e( e!d      dd       e(e"dde j                  g       e(e$       e(e:ddde j                  g       e(e:ddde j                  g      f e( e#e j                  di      dd      f       efe j                  j                   eedd      e;d e( e!d      dd       e(e"dde j                  g       e(e$       e(ej                  ddde j                  g       e(ej                  ddde j                  g       e(e:ddde j                  g       e(e:ddde j                  g      f e( e#e j                  di      dd      f       efe j                  j                   eedd      e;d e( e!d      dd       e(e"dde j                  g       e(e$       e(e%       e(ej                  dd      f e( e#e j                  di      dd      f       efe j                  j                   eeddd      e;d e( e!d      dd       e(e"dde j                  g       e(e$       e(e:ddde j                  g       e(e:ddde j                  g      f e( e#e j                  di      dd      f       efe j                  j                   eeddd      e;d e( e!d      dd       e(e"dde j                  g       e(e$       e(ej                  ddde j                  g       e(ej                  ddde j                  g       e(e:ddde j                  g       e(e:ddde j                  g      f e( e#e j                  di      dd      f       efe j                  j
                   eeddd      e;d e( e!d      dd       e(e"dde j                  g       e(e$       e(e%       e(ej                  dd      f e( e#e j                  di      dd      f       efe j                  j                  eg e( ej                  d      dd      f       efe j                  j                  eh e( ee j                   e ddǫ      e j                   e ddǫ      i      dddɬ      g e( ej                  d      dd       e(ej                  ddde j                  g      fʫ       efe j                  j                  e e( ej                  d      dd       e( ej                  d      dd      f       efe j                  j                  e e( ej                  d      dd       e( ej                  d      dd       e(ej                  dd eGj                  d      d      f       efe j                  j                  e e( ej                  d      dd       e( ej                  d      dd       e( ej                  d      dd       e(e:      f       efe j                  j                  e       efe j                  j                  e       efe j                  j                  ee; e(e%      f       efe j                  j                  ei e( ej                  d      dd       e( ej                  d      dd       e( ej                  d      dd       e( ej                  d      dd      f       efe j                  j                  em e( ej                  d      dd       e(e:dde j                  g       e(ej                  ddde j                  g      f       efe j                  j                  e e( ej                  d      dd      f       efe j                  j                   e e( ej                  d      dd       e(e:d       e( ej                  d      dd      f       efe j                  j"                  e e( ej                  d      dd       e(e:d       e( ej                  d      dd      f       efe j                  j$                  e e( ej                  d      dd       e(ej                  ddde j                  g      f       efe j                  j&                  e e( ej                  d      dd      f       efe j                  j(                  ej e( ej                  d      dd       e(ej                  ddde j                  g      f       efe j                  j*                  ek e( ej                  d      dd      f       efe j                  j,                  el e( ej                  d      dd      f       efe j                  j.                  e e( ej                  d      dd      f       efe j                  j0                  e e( ej                  d      dd       e(ej                  ddde j                  g      f       efe j                  j2                  e e( ej                  d      dd       e(e:de j                  g      f       efe j                  j4                  e e( ej                  d      dd       e(e:de j                  g      f       efe j                  j6                  e edd˫       e(ej                  dd       e( ee j                   e ddͬǫ      i      dde j                  gdɬ«       e(ej                  dde j                  gd«      fΫ       efe j                  j8                  e e( ej                  d      dd       e(e:d       e( ej                  d      dd       e( ej                  d      dd       e( ej                  d      dd      f       efe j                  j:                  e e(ej                  ddde j                  g      f       efe j                  j<                  e       efe j                  j>                  e eddϫ       e( ej                  d      dd       e( ee j                   e ddǫ      i      dddɬ       e( ej                  d      ddd       e( ej                  d      ddd       e( ej                  d      dde<d      fЫ       efe j                  j@                  e e(e%      f       efe j                  jB                  eerdn) e(ej                  dd eGj                  d      d      fdѫ       efe j                  jD                  e       efe j                  jF                   eedҫ      d e( ej                  d      dd      fӫ       efe j                  jH                   eedҫ      d e( ej                  d      dd      fӫ       efe j                  jJ                   eedҫ      d e(e%       e( ej                  d      dd      fӫ       efe j                  jL                  e e(e%      f       efe j                  jN                  e e( ej                  d      dd      f       efe j                  jP                  e       efe j                  jR                  de e( ej                  d      dddɬ      g e( ej                  d      dd       e(ej                  ddԫ      fի       efe j                  jT                  de e( ee j                   e ddǫ      i      ddde=֫       e( ej                  d      dddɬ      g e( ej                  d      dd      fի       efe j                  jV                  e e( ej                  d      dddɬ      g e( ej                  d      dd      fʫ       efe j                  jX                  e e( ej                  d      dddɬ      g e( ej                  d      dd      fʫ       efe j                  jZ                  de e( ej                  d      dd      f       efe j                  j\                  e e( ee j                   e ddǫ      i      ddd      g e( ej                  d      dd      fʫ       efe j                  j^                  eerdn) e(ej                  dd eGj                  d      d      f       efe j                  j`                  e       efe j                  jb                  e e(e%      f       efe j                  jd                  e e(e%      f       efe j                  jf                   eed׫      eӬث       efe j                  jh                  eeӬث       efe j                  jj                  eeԬث       efe j                  jl                  eerdn) e(ej                  dd eGj                  d      d      f       efe j                  jn                  e e(ej                  ddde j                  g      f       efe j                  jp                  e       efe j                  jr                  e       efe j                  jt                  e e( ej                  d      dd       e(ej                  ddde j                  g      f       efe j                  jv                  e e( ej                  d      dd       e(ej                  ddde j                  g      f       efe j                  jx                  e e( ej                  d      dd      f       efe j                  jz                  e e(e%      f       efe j                  j|                  e e(e%      f       efe j                  j~                  e       efe j                  j                  eerdn) e(ej                  dd eGj                  d      d      f       efe j                  j                  eerdn) e(ej                  dd eGj                  d      d      f       efe j                  j                  e e(e%      f       efe j                  j                  e e(e%      f       efe j                  j                  d eed׫      eeҬ٫       efe j                  j                  d eed׫      eeҬ٫       efe j                  j                  dee e(e%      feҬګ       efe j                  j                  e       efe j                  j                  ee; e( ej                  d      ddd       e( ej                  d      ddd      f       efe j                  j                  ee; e( ej                  d      ddd       e( ej                  d      ddd      f       efe j                  j                  eĬ       efe j                  j                  ee; e( ej                  d      ddd       e( ej                  d      ddd      f       efe j                  j                  ee; e( ej                  d      ddd       e( ej                  d      ddd      f       efe j                  j                  e e(e%      f       efe j                  j                  eǬ       efe j                  j                  e e(ej                  ddd      f       efe j                  j                  e e(ej                  ddd      f       efe j                  j                  ee֬ث       efe j                  j                  ee׬ث       efe j                  j                  ee e(ej                  dd      f۫       efe j                  j                  eʬ       efe j                  j                  e e(ej                  ddd      f       efe j                  j                  e e(ej                  ddd      f      ZWeBef   eNd<   yc c}w c c}} w c c}w )    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skipCUDAIfCudnnVersionLessThanskipCUDAIfRocmprecisionOverrideskipMetaskipMPSskipCUDAVersionIn)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)ListTupleTypeSetDictMODULE_NAMESPACESMODULES_TO_SKIPMODULE_CLASSESMODULE_CLASS_NAMESztorch. z.modules.TrainEvalMode)
train_only	eval_onlytrain_and_evalc                   >    e Zd ZdZdej
                  dfdZd Zd Zy)moduleszQ PROTOTYPE: Decorator for specifying a list of modules over which to run a test. NTc                 h    t        |      | _        |t        |      nd | _        || _        || _        y N)listmodule_info_listsetallowed_dtypestrain_eval_modeskip_if_dynamo)selfmodule_info_iterablerF   rG   rH   s        Y/var/www/html/venv/lib/python3.12/site-packages/torch/testing/_internal/common_modules.py__init__zmodules.__init__N   s5     $%9 :5C5Oc.1UY.,    c                 X   g }| j                   t        j                  k(  s| j                   t        j                  k(  r|j	                  d       | j                   t        j
                  k(  s| j                   t        j                  k(  r|j	                  d       |j                  s|d d }|S )NTF   )rG   r;   r<   r>   appendr=   train_and_eval_differ)rI   module_infotraining_flagss      rK   _get_training_flagszmodules._get_training_flagsU   s      M$<$<<$$(D(DD!!$'  M$;$;;$$(D(DD!!%( 00+BQ/NrM   c           
   #   P  K   |t        d      | j                  D ]U  }t        |j                  |j                              }| j
                  |j                  | j
                        }| j                  |      }t        ||      D ]  \  }}|j                  }	t        |      dkD  r|	d|rdnd z  }	d|i}
t        |
d|       t        |
d|       	 t              fd	       }| j                  r?t        j                  j                   j"                  j$                  s t'        d
      |      }t)        |j*                  |j,                  j,                  |j                  |      }||	|
|f  X y # t.        $ r#}t1        d|	 d|j2                   d       |d }~ww xY ww)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()rO   _
train_mode	eval_moderR   dtypetrainingc                       | i |S rB    )argskwargstests     rK   test_wrapperz/modules._parametrize_test.<locals>.test_wrapper   s    #T4V44rM   z/Policy: we don't run ModuleInfo tests w/ DynamozFailed to instantiate z for module !)RuntimeErrorrD   rE   supported_dtypesdevice_typerF   intersectionrT   r   formatted_namelenr   r   rH   torchtesting	_internalcommon_utilsTEST_WITH_TORCHINDUCTORr.   r   get_decorators__name__	Exceptionprintname)rI   r_   generic_cls
device_clsrR   dtypesrS   rZ   rY   	test_nameparam_kwargsr`   decorator_fnexs    `            rK   _parametrize_testzmodules._parametrize_teste   s      B C C  00 "	K55j6L6LMNF"".,,T-@-@A!55kBN%,^V%D !5 (66	~&*1X\;$O!PPI !.{;$\7EB$\:xH4[5 !5 **5==3J3J3W3W3o3o'k'89j'klx'y#*;+E+E{G[G[+/==*:P:PRW$YL (L,OO1"	> ! 29+\+JZJZI[[\]^Hs+   CF&BE71F&7	F# FF##F&)	rn   
__module____qualname____doc__r;   r>   rL   rT   ry   r\   rM   rK   r@   r@   K   s"    [<@!.!=!=d- (rM   r@   c                 <    | t         v r	t         |    S | j                  S rB   )r8   rn   )
module_clss    rK   get_module_common_namer      s"    ''!*--"""rM   c                       e Zd ZdZddgZd Zy)FunctionInputz: Contains args and kwargs to pass as input to a function. r]   r^   c                      || _         || _        y rB   )r]   r^   )rI   r]   r^   s      rK   rL   zFunctionInput.__init__   s    	rM   Nrn   rz   r{   r|   	__slots__rL   r\   rM   rK   r   r      s    D"IrM   r   c                        e Zd ZdZg dZddZy)ModuleInputzA Contains args / kwargs for module instantiation + forward pass. constructor_inputforward_inputdescreference_fnNc                 x    || _         || _        || _        | _        t	              fd       }|| _        y y )Nc                 x    t        |      t        |      }} | t        | j                               g|i |S rB   )r   rC   
parameters)mr]   r^   r   s      rK   copy_reference_fnz/ModuleInput.__init__.<locals>.copy_reference_fn   s;      (~x/?f $AtALLN';MdMfMMrM   )r   r   r   r   r   )rI   r   r   r   r   r   s       ` rK   rL   zModuleInput.__init__   sP    !2*	(#< N !N !2D $rM   )Nr9   Nr   r\   rM   rK   r   r      s    KNI2rM   r   c                       e Zd ZdZdZdZy)ModuleErrorEnumz7 Enumerates when error is raised when testing modules. r   rO   N)rn   rz   r{   r|   CONSTRUCTION_ERRORFORWARD_ERRORr\   rM   rK   r   r      s    AMrM   r   c                   :    e Zd ZdZg dZej                  eddZy)ErrorModuleInputzw
    A ModuleInput that will cause the operation to throw an error plus information
    about the resulting error.
    module_error_inputerror_on
error_typeerror_regex)r   r   c                <    || _         || _        || _        || _        y rB   r   )rI   r   r   r   r   s        rK   rL   zErrorModuleInput.__init__   s"     #5 $&rM   N)	rn   rz   r{   r|   r   r   r   rb   rL   r\   rM   rK   r   r      s"    
 PI
 *<<(		'rM   r   c                       e Zd ZdZdd e       ej                  ej                  fej                  ej                  fdddddd
dZ	d	 Z
d
 Zed        Zed        Zy)
ModuleInfoz+ Module information to be used in testing. r\   NT        F)
skips
decoratorsrt   dtypesIfMPSdtypesIfHpusupports_gradgradgradcheck_nondet_tolmodule_memformat_affects_outrQ   module_error_inputs_funcc                2   || _         || _        g |r|ng |r|ng | _        || _        || _        || _        || _        |	| _        |
| _        || _	        || _
        t        |t        j                  j                  j                  j                         | _        y rB   )r~   module_inputs_funcr   rt   r   r   r   r   r   rQ   r   
issubclassrh   nnr@   lazyLazyModuleMixinis_lazy)rI   r~   r   r   r   rt   r   r   r   r   r   rQ   r   s                rK   rL   zModuleInfo.__init__   s      %"4Z:Z2Z5%VXZ&&!2$8!,H)%:"(@%!*ehh.>.>.C.C.S.STrM   c                     g }| j                   D ]U  }t        |t              r2|j                  |||||      s)|j	                  |j                          E|j                  |       W |S rB   )r   
isinstancer   	is_activeextendrP   )rI   
test_classru   devicerY   rv   result	decorators           rK   rm   zModuleInfo.get_decorators   s_     	)I)\2&&z9fe\ZMM)"6"67i(	) rM   c                 ^    |dk(  r| j                   S |dk(  r| j                  S | j                  S )Nmpshpu)r   r   rt   )rI   rd   s     rK   rc   zModuleInfo.supported_dtypes   s4    %###E!###;;rM   c                 ,    t        | j                        S rB   )r   r~   rI   s    rK   rq   zModuleInfo.name  s    %doo66rM   c                 :    | j                   j                  dd      S )Nr:   rV   )rq   replacer   s    rK   rf   zModuleInfo.formatted_name  s    yy  c**rM   )rn   rz   r{   r|   r   rh   float16float32bfloat16rL   rm   rc   propertyrq   rf   r\   rM   rK   r   r      sz    5  &(#mmU]]<#nnemm=#'&).3',*.U: 7 7 + +rM   r   c           
      $   t        t        |||      }t        t        dd      t         |d            d       t        t        ddd	      t         |d            d
d       t        t        dd      t         |d            dd       g}|S )Nr   rY   requires_grad
         r   )inputc                     t        j                  ||d   j                               |d   j                  dd      j	                  dd      z   S )Nr   rO   r   r   )rh   mmtviewexpand)r   pr   s      rK   <lambda>z/module_inputs_torch_nn_Linear.<locals>.<lambda>  sE    UXXeQqTVVX5NQRSTQUQZQZ[\^`QaQhQhijlmQn5n rM   r   r   r   Fbiasno_biasc                 P    t        j                  ||d   j                               S )Nr   )rh   r   r   r   r   is      rK   r   z/module_inputs_torch_nn_Linear.<locals>.<lambda>  s    !QqTVVX1F rM   r         no_batch_dimc                     t        j                  |j                  dd      |d   j                               j                  d      |d   z   S )NrO   r   r   )rh   r   r   r   r   s      rK   r   z/module_inputs_torch_nn_Linear.<locals>.<lambda>  s=    !&&B-11R1W1WXZ1[^_`a^b1b rM   r   r
   r   r   )rR   r   rY   r   rZ   r^   
make_inputmodule_inputss           rK   module_inputs_torch_nn_Linearr     s    V5P]^J 	mB&:"/j6I"J!n	p 	mB&F"/
70C"D"!F	H 	mAq&9"/
1">'!b	dM rM   c                 b   t        t        |||      }ddt        t        ddd      t         |d       |d                  t        t        dddd	
      t         |d       |d            dfd      t        t        ddd      t         |d       |d            dfd      g}|S )Nr   c                     t        j                  d||d   |      }|rp|j                  d   dk(  r|j                  d      |d   z   }|S ||d   j                  dd      j	                  |j                  d   |d   j                  d         z   }|S )Nzbn,anm,bm->bar   rO   r   )rh   einsumshaper   r   )r   r   x1x2r   r   s         rK   bilinear_reference_fnz>module_inputs_torch_nn_Bilinear.<locals>.bilinear_reference_fn#  s    or1Q4<xx{aR1Q4/   !A$))Ar"2"9"9"((1+qtzzRS}"UUrM      r   r   )r   r   )r   r   r   Fr   r   c                      | |||d      S )NFr   r\   r   r   r   r   r   s       rK   r   z1module_inputs_torch_nn_Bilinear.<locals>.<lambda>3  s    6KAqRTVX_d6e rM   r   r   c           	      Z     | ||j                  dd      |j                  dd            S )NrO   r   )r   r   s       rK   r   z1module_inputs_torch_nn_Bilinear.<locals>.<lambda>7  s3    6KAqRTRYRYZ[]_R`bdbibijkmobp6q rM   )Tr   )	rR   r   rY   r   rZ   r^   r   r   r   s	           @rK   module_inputs_torch_nn_Bilinearr      s    V5P]^J 	mAq!&<"/
60BJvDV"W!6	8 	mAq!%&H"/
60BJvDV"W"!e	g 	mAq!&<"/
1z!}"M'!q	sM rM   c           
      b   t        t        |||      }di fdddifdddifddd	ifd
d
difg}g }|D ]  \  }	}
|
fd} |d      j                         }|j                  d
d      r |d      n |d      j                         }|j	                  t        t        di |
t        ||      |	|              |d      j                         }|j                  d
d      r |d      n |d      j                         }|j	                  t        t        di |
t        ||      d|	z   |              |S )Nr   r9   reduction_sum	reductionsumreduction_batchmean	batchmeanreduction_nonenone
log_targetTc                     t        ||fi |S rB   )r    r   r   r   r   constructor_kwargss        rK   r   z6module_inputs_torch_nn_KLDivLoss.<locals>.reference_fnJ      &q!B/ABBrM   r   r   Fr   r\   scalar_)r   r
   loggetrP   r   r   )rR   r   rY   r   rZ   r^   r   casesr   r   r   r   r   targetscalar_inputscalar_targets                   rK    module_inputs_torch_nn_KLDivLossr  =  sb   V5P]^J 
R	;./	k :;	K01	d+,%E M$) 
  8J 	C 8$((*)/L%)HH%jYaNbNfNfNh-*M:L*M&3E6&B!%13	
 ""~))+*0**\5*I
2zZ\~OaOaOc-*M:L*M&3L,&O&-%13	

, rM   c                 t   |||fd}t        t        ||d      }di fdddifddd	ifd
d
difdd |d      j                         ifd |d      j                         ddfd |d      j                         ddfg}g }	|D ]4  \  }
}|fd}|	j                  t	        t        d i |t         |d      t        j                  d|      j                         j                  d      j                         j                               |
|             |fd}|	j                  t	        t        d i |t         |d      t        j                  ddd|      j                         j                  d      j                         j                               d|
 |             |	j                  t	        t        d i |t         |d      t        j                  ddddd|      j                         j                  d      j                         j                               d|
 |             |	j                  t	        t        d i |t         |d      t        j                  dd|      j                         j                  d      j                         j                               d|
 |             7 |	S )!Nc                 ^    t        | ||d      j                  d      j                  |      S )NFr   rO   dim)r
   log_softmaxrequires_grad_)r   r   rY   r   s       rK   r   z2module_inputs_torch_nn_NLLLoss.<locals>.make_inputc  s/    5u).00;0B>>R_C`	arM   Fr   r9   r   r   r   r   r   ignore_indexr   weightsweightr   weights_ignore_index)r  r	  weights_ignore_index_negr   c                     t        ||fi |S rB   )r$   r   s        rK   r   z4module_inputs_torch_nn_NLLLoss.<locals>.reference_fny  s    $Q@-?@@rM   )   r   r  r   r   c                     t        ||fi |S rB   )r%   r   s        rK   nd_reference_fnz7module_inputs_torch_nn_NLLLoss.<locals>.nd_reference_fn  r   rM   )r   r   r   r   r   nd_)r   r   r   r   r   r   higher_dim_)r   r   r   3d_r\   )r   r
   absrP   r   r   rh   emptyuniform_mulfloorlong)rR   r   rY   r   rZ   r^   r   make_weightr   r   r   r   r   r  s                 rK   module_inputs_torch_nn_NLLLossr  b  s   !'uM a +fEQVWK 
R	;./	K01	.!,-	X{1~11345	KN,>,>,@RS!TU	#A0B0B0DVX%YZ%E M$) )
  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 rM   c                 >   t        t        |||      }t        t        ||d      }di fdddifdddifd	dd
ifg}g }	|D ][  \  }
}|	j                  t        t	        di |t	         |d       |d       |d      j                               |
t                     ] |	S )Nr   Fr9   r   r   r   reduction_meanmeanr   r   r   rO   r   r\   )r   r
   rP   r   r   r  no_batch_dim_reference_fn)rR   r   rY   r   rZ   r^   r   make_targetr   r   r   r   s               rK   &module_inputs_torch_nn_GaussianNLLLossr#    s    V5P]^J+fEQVWK 
R	;./	K01	K01	%E M$) 
  -*M:L*M&3JqM4?N4>qM4E4E4G'I "%>@	

 rM   c                    t        t        |||      }t        t        ||d      }di fdddifdddifd	dd
ifdddifdddifddddfg}ddg }	|D ]  \  }
}|ffd	}|j                  dd      }|r |d      n$ |d      j                         j	                  d      }|	j                  t        t        di |t        | |d      j                         j                               |
|              |	S )Nr   Fr9   r   r   r   r  r   r   r   fullTno_log_input	log_inputfull_no_log_input)r%  r'  c                    |r#| j                         |j                  |       z
  }n%| |j                  | |z   j                               z
  }|r`||j                  |j                               |z
  ddt        j                  z  |z  j                         z  z   j                  |dk  d      z  }|dk(  r|S |dk(  r!|j                         | j                         z  S |j                         S )N      ?       @rO   r   r   r   )expr  r   mathpimasked_fillr   numel)r   r   r'  r%  r   epsr   s          rK   poissonnllloss_reference_fnzJmodule_inputs_torch_nn_PoissonNLLLoss.<locals>.poissonnllloss_reference_fn  s    UUWquuQx'FC}}//FquuQUUW~)C2<!3C2H2H2J,JJWWXY]^X^`abbFM& ::<!'')++::<rM   c                      ||fi |S rB   r\   )r   r   r   r   r   r2  s        rK   r   z;module_inputs_torch_nn_PoissonNLLLoss.<locals>.reference_fn  s    .q!J7IJJrM   r   r   r   r   MbP?r   )TFr   g:0yE>r\   )
r   r
   r   r  addrP   r   r   floor_abs_)rR   r   rY   r   rZ   r^   r   r"  r   r   r   r   r   r'  r   r2  s                  @rK   %module_inputs_torch_nn_PoissonNLLLossr9    s<   V5P]^J+fEQVWK 
R	;./	K01	K01	&$ 	+u-.	t%@A%E   M$) 
  8J 	K '**;=	,5
<(:l;S;W;W;Y;];]^c;d-*M:L*M&3E4?4M4T4T4V4[4[4]'_!%1	3	

 rM   c                    t        t        |||      }t        t        ||d      }di fdddifdddifd	dd
ifg}dd}	g }
|D ]  \  }}|
j                  t        t	        di |t	         |d       |d            |t        |	fi |             |
j                  t        t	        di |t	         |d       |d            | dt        |	fi |              |
S )Nr   Fr9   r   r   r   r  r   r   r   c                     |dk(  r||z
  j                  d      S |dk(  r3||z
  j                  d      j                         |j                         z  S ||z
  j                  d      j                         S )Nr   r   r   )powr   r0  )r   r   r   r   r   s        rK   mse_loss_reference_fnz=module_inputs_torch_nn_MSELoss.<locals>.mse_loss_reference_fn  se    E;;q>!& E;;q>%%'!'')33E;;q>%%''rM   r4  r   r\   _scalar)r   r   r
   rP   r   r   )rR   r   rY   r   rZ   r^   r   r"  r   r=  r   r   r   s                rK   module_inputs_torch_nn_MSELossr@    s#   V5P]^J+fEQVWK 
R	;./	K01	K01	%E( M$) 
  -*M:L*M&3J|4L4?4M'O!%,-B%YFX%Y	[	
 	-*M:L*M&3JrN4?O'E $vW-%,-B%YFX%Y	[	

  rM   c                    fd} |dd      rdnd} |dd      } |dd	      }|Kt        |t              sJ j                         D ]&  \  }}	||v s|	||   }
|	j                  |
      |<   ( |D cg c]  }|j                  |       }}t	               5   | |i j                  |      }ddd       |r!t        |       }|d
k(  rj                  d      S S c c}w # 1 sw Y   3xY w)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                 V    j                  | |      }| v rj                  |        |S rB   )r   pop)keydefaultvr^   s      rK   get_and_popz.no_batch_dim_reference_fn.<locals>.get_and_pop'  s*    JJsG$&=JJsOrM   batch_firstTr   rO   kwargs_to_batchifyNis_criterionFr   )r   dictitems	unsqueezer)   squeezer(   )r   r   r]   r^   rG  	batch_dimrI  rJ  krF  bdimr   single_batch_input_argsoutputr   s      `           rK   r!  r!    s   $ !51I$%94@~u5L%,d333LLN 	.DAq&&1=)!,KK-q		.
 HLLeuy9LL		 J+6v6>>yIJ !!$	>>!$$M MJ Js   7C C%%C.c                 ~   |j                  dd      rdnd}d|v r|j                  d       d|v r|d   |d   j                  d      |d<   |D cg c]  }|j                  |       }}t               5   | |i |}|d   j	                  |      |d   j	                  d      fcddd       S c c}w # 1 sw Y   yxY w)a  Reference 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.
    rH  Tr   rO   key_padding_maskN)r   rC  rM  r)   rN  )r   r   r]   r^   rO  r   rR  rS  s           rK   no_batch_dim_reference_mharV  C  s     ZZt4!I

=!V#/A(B(N%+,>%?%I%I!%L!"GKLeuy9LL		 D+6v6q	!!),fQi.?.?.BCD D MD Ds   B.40B33B<c                 r   t        |      dk(  r|\  }d}n$t        |      dk(  r|\  }}|j                  d      }|d   rdnd}|j                  d       j                  |      }|f}t               5   | |i |}|d   j	                  |      |d   j	                  d      fcddd       S # 1 sw Y   yxY w)a  Reference 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.
    rO   Nr   rH  r   rg   rM  rC  r)   rN  	r   r   r]   r^   inphrO  rR  rS  s	            rK   no_batch_dim_reference_rnn_grur\  V  s     4yA~	TaQKKNM*I
JJ}
--	
"C"Ah		 D+6v6q	!!),fQi.?.?.BCD D Ds   30B--B6c                    t        |      dk(  r|\  }d}n;t        |      dk(  r-|\  }}|d   j                  d      |d   j                  d      f}|d   rdnd}|j                  d       j                  |      }|f}t               5   | |i |}|d   j	                  |      |d   d   j	                  d      |d   d   j	                  d      ffcddd       S # 1 sw Y   yxY w)a  Reference 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.
    rO   Nr   r   rH  rX  rY  s	            rK   no_batch_dim_reference_lstmr^  n  s     4yA~	TaQqT^^A!q 12M*I
JJ}
--	
"C"Ah		 b+6v6q	!!),vay|/C/CA/Fq	RSH\H\]^H_.`ab b bs   
A
CC'c                    |\  }\  }}|j                  d      |j                  d      |j                  d      ff}t               5   | |i |}|d   j                  d      |d   j                  d      fcddd       S # 1 sw Y   yxY w)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   rO   N)rM  r)   rN  )	r   r   r]   r^   rZ  r[  crR  rS  s	            rK   no_batch_dim_reference_lstmcellra    s     KC!Q"}}Q/!++a.!++a.1QR		 <+6v6q	!!!$fQi&7&7&:;< < <s   0B  B	c                     dD cg c]C  }t        t        |      t         | d       | d            t        t        d      d|       E c}S c c}w )	N)r   r   r   )r   r   r   TrJ  no_batch_dim_r   r   r   r   )r   r   r   r!  )r   r   s     rK   $generate_regression_criterion_inputsrg    s[     34  	+i@'
5(9:a>J !:N ,		
4 4 4s   AAc                 d   t        t        |||      }t        t        d      t         |d            dt              t        t        d      t         |d                  t        t        d	d	      t         |d            d
      t        t        ddd      t         |d            d      gS )Nr   r   )kernel_size)r      r   r   )r   r   rj  r   r   r   strider   r   r   rO   
stride_padr   r
   r   r   r!  rR   r   rY   r   rZ   r^   r   s          rK    module_inputs_torch_nn_AvgPool1drr    s    V5P]^J 	m&B"/
60B"C'!:	< 	mA&6"/
90E"F	HmD$&?"/
90E"F!	# 	mAq!&<"/
90E"F%	'( (rM   c                 R   t        t        |||      }t        t        d      t         |d            dt              t        t        d      t         |d                  t        t        dd      t         |d            d	      t        t        ddd
      t         |d            d	      t        t        dd      t         |d            d	      t        t        ddd      t         |d            d	      t        t        ddd
d      t         |d            d	      gS )Nr   r   r   r   rj  rj  r   r   r   r   rj  rj  rk  rm  rn  rO   rO   ro  rO   divisor_overridedivisordivisor_stridedivisor_stride_padrp  rq  s          rK    module_inputs_torch_nn_AvgPool2dr}    s   V5P]^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 0rM   c                    t        t        |||      }t        t        d      t         |d            dt              t        t        d      t         |d                  t        t        dd      t         |d	            d
      t        t        ddd      t         |d	            d      t        t        ddd      t         |d	            d      t        t        ddd      t         |d            d      t        t        ddd      t         |d            d      t        t        ddd      t         |d            d      t        t        dd      t         |d            d      t        t        ddd      t         |d	            d      t        t        dddd      t         |d	            d      t        t        dddd      t         |d	            d      t        t        dddd      t         |d            d      t        t        dddd      t         |d            d       t        t        dddd      t         |d            d!      gS )"Nr   r   r   r   r   r   r   r   r   r   r   r   r   r   r   rk  r   r   r   r   r   r   rm  rn  rO   rO   rO   ro  r   )rO   r   rO   stride_pad_gpu_fixedkw_output)r   r   r   rO   )rO   rO   r   )r   r   r   r   r   stride_pad_gpu_general_outputr   r   stride1_pad0_gpu_inputstride_pad_gpu_input_nooverlaprx  rz  r{  r|  %divisor_stride_pad_gpu_fixedkw_output%divisor_stride_pad_gpu_general_outputdivisor_stride1_pad0_gpu_input&divisor_stride_pad_gpu_input_nooverlaprp  rq  s          rK    module_inputs_torch_nn_AvgPool3dr    sQ   V5P]^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rM   c           
         t        t        |||      }t        t        d      t         |d            d      t        t        d      t         |d            t        d      t        t        d	      t         |d            d
      gS )Nr   r   rO   r   r   singlern  r   r   r   rf  rO   
one_outputrp  rq  s          rK   (module_inputs_torch_nn_AdaptiveAvgPool1dr    s    V5P]^J 	mA&7"/
90E"F!	# 	mA&7"/
60B"C!:'	) 	mA&7"/
90E"F%	'
( 
(rM   c                    t        t        |||      }t        t        d      t         |d            d      t        t        d      t         |d            t        d      t        t        d	      t         |d            d
      t        t        d      t         |d            d      t        t        d      t         |d            d      gS )Nr   r   rO   r   r   rj  r  rn  r   r   rj  r   rf  rO   single_1x1outputr   r   tupler   N
tuple_nonerp  rq  s          rK   (module_inputs_torch_nn_AdaptiveAvgPool2dr    s    V5P]^J 	mA&7"/
<0H"I!	# 	mA&7"/
90E"F!:'	) 	mA&7"/
<0H"I+	- 	mF&;"/
<0H"I 	" 	mI&>"/
<0H"I%	'( (rM   c                    t        t        |||      }t        t        d      t         |d            d      t        t        d      t         |d            t        d      t        t        d	      t         |d
            d      t        t        d      t         |d
            d      t        t        d      t         |d            d      gS )Nr   r   )r   r   r   r      r  rn  )r   r   r   r  r   rf  r   r   r   )r   r   r   r   r  r  )Nr   r   r  )r   r   r   )rO   rO   r   r   rj  last_dimrp  rq  s          rK   (module_inputs_torch_nn_AdaptiveAvgPool3dr  $  s    V5P]^J 	mA&7"/
?0K"L!	# 	mA&7"/
<0H"I!:'	) 	mI&>"/
?0K"L 	" 	mL&A"/
?0K"L%	' 	mI&>"/
?0K"L#	%& &rM   c           	          t        t        |||      }t        t        d      t         |d            d      t        t        d      t         |d            t        d      gS )	Nr   r   r  r  rn  r  r   rf  rp  rq  s          rK   (module_inputs_torch_nn_AdaptiveMaxPool1dr  :  sb    V5P]^J 	mA&7"/
90E"F!	# 	mA&7"/
60B"C!:'	)	* *rM   c                 ^   t        t        |||      }t        t        d      t         |d            d      t        t        d      t         |d            t        d      t        t        d	      t         |d            d
      t        t        d      t         |d            d      gS )Nr   r   r  r  rn  r  r   rf  r  r  r  r  rp  rq  s          rK   (module_inputs_torch_nn_AdaptiveMaxPool2dr  G  s    V5P]^J 	mA&7"/
<0H"I!	# 	mA&7"/
90E"F!:'	) 	mF&;"/
<0H"I 	" 	mI&>"/
<0H"I%	'( (rM   c                    t        t        |||      }t        t        d      t         |d            d      t        t        d      t         |d            t        d      t        t        d	      t         |d            d
      t        t        d      t         |d            d      t        t        d      t         |d            d      t        t        d	      t         |d            d      gS )Nr   r   )r   r   r   rj  r  r  rn  )r   r   rj  r  r   rf  r  r  )r   Nr   r  )r   r      	   r   single_nonatomic)r   r   rj  r   r   tuple_nonatomicrp  rq  s          rK   (module_inputs_torch_nn_AdaptiveMaxPool3dr  Z  s    V5P]^J 	mA&7"/
?0K"L!	# 	mA&7"/
<0H"I!:'	) 	mI&>"/
?0K"L 	" 	mL&A"/
?0K"L%	' 	mA&6"/
;K0L"M+	- 	mI&>"/
;K0L"M*	,#- -rM   c                 P   t        t        |||      }t        t        d      t         |d            d      t        t        d      t         |d            d      t        t        dd	d       t         |d            d
      t        t        dd	dd      t         |d            d      t        t        dd	ddd      t         |d            d      t        t        dd	dd      t         |d            d      t        t        dd	dd      t         |d            d      gS )Nr   r   r   affinern  r   )r   r   r   3d_inputr5  affine_simple_average333333?F
not_affineTnot_tracking_stats3d_input_not_affine)r   r   r  
zero_batchr   rq  s          rK   "module_inputs_torch_nn_BatchNorm1dr  s  s"   V5P]^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%	''( (rM   c                    t        t        |||      }t        t        d      t         |d                  t        t        ddd       t         |d            d      t        t        ddd      t         |d            d	      t        t        dddd
      t         |d            d      t        t        ddddd
      t         |d            d      t        t        dddd
      t         |d            d      gS )Nr   r   rv  rk  r5  2d_simple_averagern  g?momentumFr  Tr  r   r  )r   r   r   r   r  r   rq  s          rK   "module_inputs_torch_nn_BatchNorm2dr    s    V5P]^J 	mA&7"/
<0H"I	KmAtT&B"/
<0H"I,	. 	mAtS&A"/
<0H"I#	% 	mAtS%&H"/
<0H"I%	' 	mAtS$&N"/
<0H"I-	/ 	mAtS%&H"/
<0H"I%	'( (rM   c                    t        t        |||      }t        t        d      t         |d                  t        t        ddd       t         |d            d      t        t        ddd      t         |d            d	      t        t        dddd
      t         |d            d      t        t        ddddd
      t         |d            d      t        t        dddd
      t         |d            d      gS )Nr   r   r  rk  r5  3d_simple_averagern  ffffff?r  Fr  Tr  r   r  )r   r   r   r   r   r  r   rq  s          rK   "module_inputs_torch_nn_BatchNorm3dr    s    V5P]^J 	mA&7"/
?0K"L	NmAtT&B"/
?0K"L,	. 	mAtS&A"/
?0K"L#	% 	mAtS%&H"/
?0K"L%	' 	mAtS$&N"/
?0K"L-	/ 	mAtS%&H"/
?0K"L%	'( (rM   c                    |d   }|j                  dd      }|j                  dd      }t        t        |||      }	|ri gni ddig}
d\  }}}|ft        d	 t	        |      D              z   }d
|z   }t        j                  ddg|
      D cg c]N  \  }}t        |rt        ||fi |nt        |||fi |t         |	|r|n|            |rdnd|rd nt              P c}}S c c}}w )NNr   F
transposedr   paddingsamer  c              3   &   K   | ]	  }|d z     ywr  r\   ).0r   s     rK   	<genexpr>z0module_inputs_torch_nn_ConvNd.<locals>.<genexpr>  s     *CQ1q5*Cs   rl  Tr9   r   r   )
r   r   r
   r  range	itertoolsr   r   r   r!  )rR   r   rY   r   rZ   r^   r  r   r  r   conv_kwargs_listri  C_inC_outinput_no_batch_shapeinput_batch_shape
with_batchconv_kwargss                     rK   module_inputs_torch_nn_ConvNdr    s   sA::fe$DL%0JV5P]^J)tY4G/H&Ku 7U*C%(*C%CC33 (1'8'8$HX'Y $J 	[_}UK'W;'W'4T5+']Q\']"/
-7)=Q1S #T *"*4$:S	V  s   AC$c                 J   t        t        |||      }t        t        ||d      }di fdddifdddifd	dd
ifdddifg}g }	|D ]\  \  }
}|fd}|	j                  t        t	        di |t	         |d       |d       |d      j                               |
|             ^ |	S )Nr   Fr9   r   r   r   r  r   r   r   marginr  c                     t        |||fi |S rB   )r   r   r   i1i2r   r   s         rK   r   z@module_inputs_torch_nn_CosineEmbeddingLoss.<locals>.reference_fn  s    0RQ>PQQrM   r  r   )r  r   r\   r   r
   rP   r   r   signrR   r   rY   r   rZ   r^   r   r"  r   r   r   r   r   s                rK   *module_inputs_torch_nn_CosineEmbeddingLossr    s    V5P]^J+fEQVWK 
R	;./	K01	K01	Hc?#%E M$) 

  =O 	R 	-*M:L*M&3Jx4H*U]J^4?4F4K4K4M'O!%1	3	
	

 rM   c                 d   t        t        |||      }t        t        d      t         |d            d       t        t        d      t         |d            d	      t        t               t         |d
            dt              t        t        d      t         |d            d	      gS )Nr   r+  alphar   r   r   c                 ^    t        j                  |dk\  |d|j                         dz
  z        S )Nr   r   rO   rh   wherer,  r   s      rK   r   z,module_inputs_torch_nn_ELU.<locals>.<lambda>  s'    Q!VQQUUWWX[HY1Z rM   r   r\   scalarrn  r   r   r   r   r   r   r   4d_inputrp  rq  s          rK   module_inputs_torch_nn_ELUr    s    V5P]^J 	m"&="/
90E"F!Z	\ 	m"&="/
2"?!	# 	mo"/
40@"A'!:	< 	m"&="/
<0H"I#	%& &rM   c           
          t        t        |||      }t        t        d      t         |d            d       t        t        d      t         |d            d d	
      t        t        d      t         |d            dt              gS )Nr   r+  r  r  c                 d    t        j                  |dk\  |dd|z  j                         dz
  z        S Nr   r+  r*  rO   r  r   s      rK   r   z-module_inputs_torch_nn_CELU.<locals>.<lambda>  -    Q!VQrTUvlln_`N`Ha1b rM   r   r\   c                 d    t        j                  |dk\  |dd|z  j                         dz
  z        S r  r  r   s      rK   r   z-module_inputs_torch_nn_CELU.<locals>.<lambda>  r  rM   r  rf  r  r   r   rp  rq  s          rK   module_inputs_torch_nn_CELUr    s    V5P]^J 	m"&="/
90E"F!b	d 	m"&="/
2"?!b!	# 	m"&="/
40@"A'!:	<= =rM   c           
         t        t        |||      }t        t               t         |d                  t        t        d      t         |d            d      t        t               t         |d            d	t        
      gS )Nr   )r   rj  rk  rO   r   rj  r  r  rn  rc  r   r   rp  rq  s          rK   module_inputs_torch_nn_GLUr    sy    V5P]^J 	mo"/
60B"C	EmA&6"/
90E"F	  	mo"/
40@"A'!:	<	= 	=rM   c           
         t        t        |||      }t        t        d      t         |d            d d      t        t        d      t         |d            d 	      t        t               t         |d
            dt              gS )Nr   r   r\   c                 j    |dz  dt        j                  |t        j                  d      z        z   z  S Nr*        ?r+  rh   erfr-  sqrtr   r   xrV   s       rK   r   z-module_inputs_torch_nn_GELU.<locals>.<lambda>%  0    QWeiiPQTXT]T]^aTbPbFc@c5d rM   r  rf  r  c                 j    |dz  dt        j                  |t        j                  d      z        z   z  S r  r  r  s       rK   r   z-module_inputs_torch_nn_GELU.<locals>.<lambda>)  r  rM   r   r  r   r   rp  rq  s          rK   module_inputs_torch_nn_GELUr    s    V5P]^J 	mF&;"/
2"?!d!	# 	mF&;"/
90E"F!d	f 	mo"/
40@"A'!:	<= =rM   c                 V   t        t        |||      }t        t               t         |d            d      t        t               t         |d            t        d      t        t               t         |d            d	      t        t               t         |d
            d      gS Nr   r\   r  rn  r   r   rf  r4  channels_last_mem_format)r   r   r   r   r   channels_last_3d_mem_formatrp  rq  s          rK   module_inputs_torch_nn_ReLUr  0      V5P]^J 	mo"/
2"?!	# 	mo"/
1">!:'	) 	mo"/
<0H"I3	5 	mo"/
?0K"L6	89 9rM   c                 V   t        t        |||      }t        t               t         |d            d      t        t               t         |d            t        d      t        t               t         |d            d	      t        t               t         |d
            d      gS r  rp  rq  s          rK   module_inputs_torch_nn_ReLU6r  C  r   rM   c                    t        t        |||      }t        t               t         |d                  t        t               t         |d            t        d      t        t        d      t         |d            d	      t        t        d
      t         |d            d	      t        t        d      t         |d            d	      gS )Nr   r  rk  r   r   rf  r*  with_negvalrn  r   r   with_zero_negvalr\   with_negval_scalarrp  rq  s          rK    module_inputs_torch_nn_LeakyReLUr  V  s    V5P]^J 	mo"/
90E"F	Hmo"/
1">!:'	) 	mC&8"/
90E"F&	( 	mC&8"/
80D"E+	- 	mC&8"/
2"?-	/0 0rM   c                    t        t        |||      }t        t               t         |d            d      t        t               t         |d            t        d      t        t               t         |d            d	 d
      t        t        d      t         |d            d d      t        t               t         |d            d d      t        t        d      t         |d            d d      t        t               t         |d            d d      t        t        d      t         |d            d d      gS )Nr   r\   r  rn  r   r   rf  r   r   r   c                 r    t        j                  |d      t        j                  |d      |d   d   z  z   S Nr   min)maxrh   clampr   s      rK   r   z.module_inputs_torch_nn_PReLU.<locals>.<lambda>x  5    QA1FUV\]I^abcdaefgahIh1h rM   1dr   c                 r    t        j                  |d      t        j                  |d      |d   d   z  z   S r  r  r   s      rK   r   z.module_inputs_torch_nn_PReLU.<locals>.<lambda>|  r  rM   1d_multiparamr4  c                 r    t        j                  |d      t        j                  |d      |d   d   z  z   S r  r  r   s      rK   r   z.module_inputs_torch_nn_PReLU.<locals>.<lambda>  r  rM   2dc                 r    t        j                  |d      t        j                  |d      |d   d   z  z   S r  r  r   s      rK   r   z.module_inputs_torch_nn_PReLU.<locals>.<lambda>  r  rM   2d_multiparam)r   r   r   r   rj  c                 r    t        j                  |d      t        j                  |d      |d   d   z  z   S r  r  r   s      rK   r   z.module_inputs_torch_nn_PReLU.<locals>.<lambda>  r  rM   3dc                 r    t        j                  |d      t        j                  |d      |d   d   z  z   S r  r  r   s      rK   r   z.module_inputs_torch_nn_PReLU.<locals>.<lambda>  r  rM   3d_multiparamrp  rq  s          rK   module_inputs_torch_nn_PReLUr  k  s)   V5P]^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+ +rM   c           
         t        t        |||      }t        t               t         |d                  t        t               t         |d            t        d      t        t               t         |d            d	      gS )
Nr   r  rk  r   r   rf  r\   r  rn  rp  rq  s          rK   module_inputs_torch_nn_SELUr    st    V5P]^J 	mo"/
90E"F	Hmo"/
1">!:'	) 	mo"/
2"?!	#	$ 	$rM   c           
         t        t        |||      }t        t               t         |d            d d      t        t               t         |d            t        d      t        t               t         |d            d	 
      gS )Nr   r\   c                 2    |t        j                  |      z  S rB   rh   sigmoidr  s       rK   r   z-module_inputs_torch_nn_SiLU.<locals>.<lambda>      Qq9I5I rM   r  rf  r   r   r  c                 2    |t        j                  |      z  S rB   r"  r  s       rK   r   z-module_inputs_torch_nn_SiLU.<locals>.<lambda>  r$  rM   r   rp  rq  s          rK   module_inputs_torch_nn_SiLUr&    s~    V5P]^J 	mo"/
2"?!I!	# 	mo"/
1">!:'	) 	mo"/
90E"F!I	KL LrM   c           
         t        t        |||      }t        t        d      t         |d            d       t        t        d      t         |d            d d	
      t        t        d      t         |d            t        d
      gS )Nr   rO   r      c                     t        j                  |      j                  t        j                  |      j                  dd      j	                  dd            S NrO   Tr   r)  )rh   r,  divr   r   r   s      rK   r   z0module_inputs_torch_nn_Softmax.<locals>.<lambda>  s?    11A1A%))A,BRBRSTVZB[BbBbcegiBj1k rM   r   r   r\   c                     t        j                  |      j                  t        j                  |      j                  dd            S )Nr   Trh   r,  r,  r   r   s      rK   r   z0module_inputs_torch_nn_Softmax.<locals>.<lambda>  s0    11A1A%))A,BRBRSTVZB[1\ rM   r  rf  r   r   r   r   rp  rq  s          rK   module_inputs_torch_nn_Softmaxr0    s    V5P]^J 	mA&6"/
80D"E!k	m 	mA&6"/
2"?!\!	# 	mB&7"/
60B"C!:'	)* *rM   c           	          t        t        |||      }t        t               t         |d            d       t        t               t         |d            t        d      gS )Nr   rO   r   r   r)  c                     t        j                  |      j                  t        j                  |      j                  dd            S NrO   Fr.  r   s      rK   r   z2module_inputs_torch_nn_Softmax2d.<locals>.<lambda>  s0    11A1A%))A,BRBRSTV[B\1] rM   r   r  r   rf  rp  rq  s          rK    module_inputs_torch_nn_Softmax2dr5    s]    V5P]^J 	mo"/
>0J"K!]	_ 	mo"/
90E"F!:'	)	* *rM   c                 h   t        t        |||      }t        t        d      t         |d            d       t        t        d      t         |d            d d	      t        t        d
      t         |d            d d	      t        t        d      t         |d            t        d	      gS )Nr   rO   r(  c                     t        j                  |      j                  t        j                  |      j                  dd      j	                  dd            j                         S r+  )rh   r,  div_r   r   log_r   s      rK   r   z3module_inputs_torch_nn_LogSoftmax.<locals>.<lambda>  sH    11B1B599Q<CSCSTUW[C\CcCcdfhjCk1l1q1q1s rM   r   r2  c                     t        j                  |      j                  t        j                  |      j                  dd            j	                         S r4  rh   r,  r8  r   r9  r   s      rK   r   z3module_inputs_torch_nn_LogSoftmax.<locals>.<lambda>  9    11B1B599Q<CSCSTUW\C]1^1c1c1e rM   
multiparamrf  r   r\   c                     t        j                  |      j                  t        j                  |      j                  dd            j	                         S )Nr   Fr;  r   s      rK   r   z3module_inputs_torch_nn_LogSoftmax.<locals>.<lambda>  r<  rM   multiparam_scalarr   r/  r   rp  rq  s          rK   !module_inputs_torch_nn_LogSoftmaxr@    s    V5P]^J 	mA&6"/
80D"E!s	u 	mA&6"/
>0J"K!e%	' 	mA&6"/
2"?!e,	. 	mB&7"/
60B"C!:'	)* *rM   c                 \   t        t        |||      }t        t        d      t         |d                  t        t        d      t         |d            d      t        t        d      t         |d	            d
      t        t        d      t         |d            t        d      gS )Nr   rO   r(  rk  )r   r   r   r   multidimrn  r   r\   r  r   )r   r   r   r   rf  rp  rq  s          rK   module_inputs_torch_nn_SoftminrC    s    V5P]^J 	mA&6"/
80D"E	GmA&6"/
=0I"J#	% 	mA&6"/
2"?!	# 	mB&7"/
:0F"G!:'	)* *rM   c                    t        t        |||      }t        t               t         |d            d       t        t        d      t         |d            d d      t        t        dd	      t         |d            d
 d      t        t        dd	      t         |d            d d      t        t               t         |d            t        d      gS )Nr   r(  c                 X    t        j                  dt        j                  |      z         S NrO   rh   r   r,  r   s      rK   r   z1module_inputs_torch_nn_Softplus.<locals>.<lambda>  s    1uyy|;K1L rM   r   r   c                 d    dt        j                  dt        j                  d|z        z         z  S )Nr*  rO   r   rG  r   s      rK   r   z1module_inputs_torch_nn_Softplus.<locals>.<lambda>  s)    599QSTWXSXIYEY;Z1Z rM   betarf  c           	          |dz  dkD  j                  |      |z  |dz  dk  j                  |      dz  dz  t        j                  dt        j                  d|z        z         z  z   S Nr   rJ  r  r+  rO   type_asrh   r   r,  r   s      rK   r   z1module_inputs_torch_nn_Softplus.<locals>.<lambda>  j    !a%4(@(@(Ca(GEd?33A6;b@599QQVQZQZ[\_`[`QaMaCbb)c rM   beta_thresholdr\   c           	          |dz  dkD  j                  |      |z  |dz  dk  j                  |      dz  dz  t        j                  dt        j                  d|z        z         z  z   S rL  rM  r   s      rK   r   z1module_inputs_torch_nn_Softplus.<locals>.<lambda>	  rO  rM   beta_threshold_scalarr   r   rp  rq  s          rK   module_inputs_torch_nn_SoftplusrS    s    V5P]^J 	mo"/
80D"E!L	N 	mA&6"/
80D"E!Z	! 	mAt&<"/
80D"Ec)	+ 	mAt&<"/
2"?c0	2 	mo"/
1">!:'	))* *rM   c                 X   t        t        |||      }t        t               t         |d                  t        t        d      t         |d            d      t        t        d      t         |d            d      t        t               t         |d	            t        d
      gS )Nr   r  rk  rO   lambdarn  r\   lambda_scalarr   r   rf  rp  rq  s          rK   !module_inputs_torch_nn_SoftshrinkrW    s    V5P]^J 	mo"/
90E"F	HmA&7"/
90E"F!	# 	mA&7"/
2"?(	* 	mo"/
1">!:'	)* *rM   c           
         t        t        |||      }t        t               t         |d            d       t        t               t         |d            d d      t        t               t         |d	            t        d
      gS )Nr   r  c                 P    |j                  dt        j                  |      z         S rF  r,  rh   r  r   s      rK   r   z1module_inputs_torch_nn_Softsign.<locals>.<lambda>*      q599Q<7G1H rM   r   r\   c                 P    |j                  dt        j                  |      z         S rF  rZ  r   s      rK   r   z1module_inputs_torch_nn_Softsign.<locals>.<lambda>-  r[  rM   r  rf  r   r   rp  rq  s          rK   module_inputs_torch_nn_Softsignr]  $  s|    V5P]^J 	mo"/
90E"F!H	J 	mo"/
2"?!H!	# 	mo"/
1">!:'	)* *rM   c           
         t        t        |||      }t        t               t         |d                  t        t               t         |d            d      t        t               t         |d            t        d	      gS 
Nr   r4  rk  r\   r  rn  r   r   rf  rp  rq  s          rK   module_inputs_torch_nn_Tanhr`  5  t    V5P]^J 	mo"/
<0H"I	Kmo"/
2"?!	# 	mo"/
1">!:'	)	* 	*rM   c           
         t        t        |||      }t        t               t         |d                  t        t               t         |d            d      t        t               t         |d            t        d	      gS r_  rp  rq  s          rK   !module_inputs_torch_nn_Tanhshrinkrc  E  ra  rM   c                 f   t        t        |||      }t        t        dd      t         |d            d      t        t        dd      t         |d            d      t        t        dd      t         |d	            d
      t        t        dd      t         |d            t        d      gS )Nr   r+  r  r4  threshold_valuern  g      $@large_valuer\   threshold_value_scalarr   r   rf  rp  rq  s          rK    module_inputs_torch_nn_Thresholdrh  T  s    V5P]^J 	mB&;"/
<0H"I*	, 	mB&<"/
<0H"I&	( 	mB&;"/
2"?1	3 	mB&;"/
1">!:'	)* *rM   c           
         t        t        |||      }t        t               t         |d            d       t        t               t         |d            d d      t        t               t         |d	            t        d
      gS )Nr   r  c                 X    |t        j                  t        j                  |            z  S rB   rh   tanhFsoftplusr   s      rK   r   z-module_inputs_torch_nn_Mish.<locals>.<lambda>m      UZZ

15N1N rM   r   r\   c                 X    |t        j                  t        j                  |            z  S rB   rk  r   s      rK   r   z-module_inputs_torch_nn_Mish.<locals>.<lambda>p  ro  rM   r  rf  r   r   rp  rq  s          rK   module_inputs_torch_nn_Mishrq  g  s|    V5P]^J 	mo"/
90E"F!N	P 	mo"/
2"?!N!	# 	mo"/
1">!:'	)* *rM   c           
          t        t        |||      }t        t               t         |d       |d            d       t        t               t         |d       |d            d d      gt	        |      z   S )	Nr   r	  c                 b    d|j                         z  t        d t        ||      D              z  S )Nr  c              3   d   K   | ](  \  }}||z
  j                         j                          * y wrB   )r  r   )r  abs      rK   r  zBmodule_inputs_torch_nn_L1Loss.<locals>.<lambda>.<locals>.<genexpr>  s6      I`MQQPQ KLa%IZIZI\ I`s   .0)r0  r   zipr   r   r   r   s       rK   r   z/module_inputs_torch_nn_L1Loss.<locals>.<lambda>  s9    BNS I`UXYZ\]U^I` F` 5` rM   r   r\   c                 l    d|j                         z  ||z
  j                         j                         z  S )Nr  )r0  r  r   rx  s       rK   r   z/module_inputs_torch_nn_L1Loss.<locals>.<lambda>  s(    BNa!e[[]EVEVEX4X rM   r  rf  )r   r
   r   r   rg  rq  s          rK   module_inputs_torch_nn_L1Lossrz  x  s    V5P]^J 	mo"/
90E0:90E#G"`	a
 	mo"/
2
2"O!X!	#	$ 'K:&V	W 	WrM   c                 p   t        t        |||      }di fdddifdddifddd	ifg}g }|D ]  \  }	}
|
fd
}|j                  t        t	        di |
t	         |d       |d            |	|             |j                  t        t	        di |
t	         |d       |d            d|	 |              |S )Nr   r9   r   r   r   r  r   r   r   c                     t        ||fi |S rB   )r&   r   s        rK   r   z9module_inputs_torch_nn_SmoothL1Loss.<locals>.reference_fn  s    )!QE2DEErM   r   r   r   r\   r   r?  rR   r   rY   r   rZ   r^   r   r   r   r   r   r   s               rK   #module_inputs_torch_nn_SmoothL1Lossr    s    V5P]^J 
R	;./	K01	K01	%E M$) 
  8J 	F 	-*M:L*M&3Jw4G4>w4G'I!%1	3	
 	-*M:L*M&3JrN4>rN'D&tf-%1	3	

& rM   c                    t        t        |||      }t        t        ||d      }t        t        ||d      }di fdddifdddifd	dd
ifdd |d      ifg}	dd}
g }|	D ]m  \  }}|j                  t        t	        di |t	         |ddd       |d      j                  d      j                  |            |t        |
fi |             o  |d      }|j                  t        t	        |      t	         |ddd       |d      j                  d      j                  |            dt        |
|                   |S )Nr   Fr9   r   r   r   r  r   r   r   r
  r  r   c                     ||j                         z  d|z
  d|z
  j                         z  z    }|||z  }|dk(  r|S |dk(  r!|j                         |j                         z  S |j                         S )NrO   r   r   )r   r   r0  r   r   r   r   r   r  r   s          rK   bce_loss_reference_fnz=module_inputs_torch_nn_BCELoss.<locals>.bce_loss_reference_fn  ss    quuw;!a%AE;;=!889f_FM& ::<!'')++::<rM   r  {Gz?Gz?lowhighr   r   r\   )r  scalar_weightr   Nr   r
   rP   r   r   gtto)rR   r   rY   r   rZ   r^   r   r"  r  r   r  r   r   r   r  s                  rK   module_inputs_torch_nn_BCELossr    sw   V5P]^J+fEQVWK+fEQVWK 
R	;./	K01	K01	X{5123%E  M$) 
  -*M:L*M&3JxTX`4a4?4I4L4LQ4O4R4RSX4Y'[!%,-B%YFX%Y	[	

  OMm=&I"/
24h0W0;B0B0B10E0H0H0O#Q(!()>}!U		W rM   c                    t        t        |||      }t        t        ||d      }t        t        ||d      }di fdddifdddifd	dd
ifdd |d      ifdd |d      ifg}	dd}
g }|	D ]m  \  }}|j                  t        t	        di |t	         |ddd       |d      j                  d      j                  |            |t        |
fi |             o |S )Nr   Fr9   r   r   r   r  r   r   r   r
  r  r  scalar_weightsr\   c                    | j                  d      }d|z
  j                  |      j                  |      j                  | j                         j                  | |z
  j                               j	                               }|||z  }|dk(  r|S |dk(  r!|j                         |j                         z  S |j                         S )Nr   r  rO   r   r   )r  mul_add_exp_r9  r   r0  )r   r   r   r   r   r  max_valr   s           rK   bce_withlogitsloss_reference_fnzQmodule_inputs_torch_nn_BCEWithLogitsLoss.<locals>.bce_withlogitsloss_reference_fn  s    2***#a%a%%g.33gXOO4E4J4JQBQXLK^K^K`4a4f4f4hif_FM& ::<!'')++::<rM   r  r  r  r  r   r   r  r  )rR   r   rY   r   rZ   r^   r   r"  r  r   r  r   r   r   s                 rK   (module_inputs_torch_nn_BCEWithLogitsLossr    s    V5P]^J+fEQVWK+fEQVWK 
R	;./	K01	K01	X{5123	Hk"o67%E  M$) 
  -*M:L*M&3JxTX`4a4?4I4L4LQ4O4R4RSX4Y'[!%,-L%cPb%c	e	

 rM   c                    t        t        |||      }t        t        |t        j                  d      }t        t        ||d      }g d}	di fdd |d      ifddd	ifd
d
difdd	ddfg}
g }t	        |	|
      D ]  \  }\  }}||fd}|j                  t        t        d)d|i|t         |d       |ddd            d| d| |             |j                  t        t        d)d|i|t         |d       |ddd            d| d| |             |j                  t        t        d)d|i|t         |d       |ddd            d| d| |             |j                  t        t        d)d|i|t         |d       |ddd            d | d| |             |j                  dd       D|j                  t        t        d)d|i|t         |d!       |d!      j                  d	"            d#| d| |             |j                  t        t        d)d|i|t         |d$       |d$      j                  d	"            d%| d| |             |j                  t        t        d)d|i|t         |d&       |d&      j                  d	"            d'| d| |             |j                  t        t        d)d|i|t         |d       |d      j                  d	"            d(| d| |             |j                  t        t        d)d|i|t         |d       |d)dd            d*| d| t        t        d+,                    |S )-Nr   F)r   r   r   r9   r
  r  r  r	  rO   label_smoothingg333333?ignore_index_label_smoothing)r	  r  c                      t        ||fd|i|S )Nr   )r   )r   r   r   r   r   r   s         rK   r   z=module_inputs_torch_nn_CrossEntropyLoss.<locals>.reference_fn  s    /1`	`M_``rM   r   )r   r   r   r   )r   r   r   r   r   r  4d_rV   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_r\   re  Trd  )r   r
   rh   r  r   rP   r   r   r   softmaxr!  )rR   r   rY   r   rZ   r^   r   r"  r  
reductionsr   r   r   r   r   r   s                   rK   'module_inputs_torch_nn_CrossEntropyLossr    s(   V5P]^J+fEJJV[\K+fEQVWK3J	R	X{4012	.!,-	.56	'!PT)UV%E M18U1K D-	-D,/8M_ 	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])^	`}DL rM   c                    t        t        |||      }t        t        |d      }di fdddifddd	ifd
ddifdddifg}t        j                  t        j                  g}	g }
t        |	|      D ]  \  }\  }}|fd}|j                  dd      }|dk(  rdnd}|dk(  rdnd}|
j                  t        t        di |t         |d      j                  d       |d|||      dd      | d|             |
j                  t        t        di |t         |d      j                  d       |d|||      t        j                  d|      t        j                  d|            | d|             |
j                  t        t        di |t         |d      j                  d       |d|||      dd      | d|             |
j                  t        t        di |t         |d      j                  d       |d|||      t        j                  d|      t        j                  d|            | d|              |
S ) Nr   F)r   r   r9   r   r   r   r  r   r   r   blank   c                      t        ||||fi |S rB   )r   )r   r   r   r   iltlr   s          rK   r   z4module_inputs_torch_nn_CTCLoss.<locals>.reference_fnl  s    $Q2rH5GHHrM   r   rO   r  )2   r   r  r   )r      )rY   r  r  )r  r  r  )r     r)  _lengths_intlistsr   r  _lengths_tensors)K   _1d_target_lengths_intlists_1d_target_lengths_tensorsr\   )r   r
   rh   intr  r   r   rP   r   r   r  tensor)rR   r   rY   r   rZ   r^   r   r"  r   target_dtypesr   target_dtyper   r   r   r  r  r  s                     rK   module_inputs_torch_nn_CTCLossr  ]  s   V5P]^J+fEJK 
R	;./	K01	K01	7B- %E YY

+MM4;M54Q -
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-
^ rM   c                    t        t        |||      }t        t        ddd      t         |d            d      t        t        ddd      t         |d	            d
      t        t        ddd      t         |d            d      t        t        dddd      t         |d            d      t        t        dddd      t         |d            d      t        t        ddd      t         |d            d      t        t        dddd      t         |d            d      t        t        dddd      t         |d            d      gS )Nr   r   rj  r5  )r   rj  r   	1d_affinern  r  )r   r  1d_affine_GNrO   )   rj  1d_affine_large_batchr   Fr   r   r   1d_no_affine_INr   r   1d_no_affine_LN)r   rj  r   r   	2d_affine)r   r   r   r   2d_no_affine_IN2d_no_affine_LNr   rq  s          rK    module_inputs_torch_nn_GroupNormr    sU   V5P]^J 	+Aq$7'
9(=>	 	+Ar48'
7(;<	! 	+Aq$7'
8(<=(	* 	+Aq$>'
9(=>"	$ 	+Ar4?'
7(;<"	$ 	+Aq$7'
<(@A	 	+Aq$>'
<(@A"	$ 	+Aq$>'
<(@A"	$;! !rM   c           
         t        t        |||      }t        t        d      t         |d                  t        t        d      t         |d            d      t        t               t         |d            t        d	
      gS )Nr   r+  )r   r   r   r   rk  r\   r  rn  r   r   rf  rp  rq  s          rK   !module_inputs_torch_nn_Hardshrinkr    s~    V5P]^J 	+B/'
<(@A	
 	+B/'
27	

 	+o'
162		
 rM   c           	          t        t        |||      }t        t               t         |d            t        d      t        t               t         |d            d      gS )Nr   r   r   rf  r  r  rn  rp  rq  s          rK    module_inputs_torch_nn_Hardswishr    s]    V5P]^J 	+o'
162		
 	+o'
<(@A	 rM   c           
         t        t        |||      }t        t               t         |d            d       t        t               t         |d            d d      t        t               t         |d	            t        d
      gS )Nr   r  c                 &    |j                  dd      S Nr   rO   r  r   s      rK   r   z1module_inputs_torch_nn_Hardtanh.<locals>.<lambda>      Q rM   r   r\   c                 &    |j                  dd      S r  r  r   s      rK   r   z1module_inputs_torch_nn_Hardtanh.<locals>.<lambda>  r  rM   r  rf  r   r   rp  rq  s          rK   module_inputs_torch_nn_Hardtanhr    s~    V5P]^J 	+o'
9(=>7	

 	+o'
277		
 	+o'
162		
 rM   c                    t        t        |||      }t        t        ||d      }di fdddifdddifd	dd
ifdddifg}g }	|D ]   \  }
}|fd}|	j                  t        t	        di |t	         |d       |d      j                  d      j                  |      j                  d      j                  d            |
|             |	j                  t        t	        di |t	         |d       |d      j                  d      j                  |      j                  d      j                  d            d|
 |              |	S )Nr   Fr9   r   r   r   r  r   r   r   r  r*  c                     t        ||fi |S rB   )r   r   s        rK   r   z?module_inputs_torch_nn_HingeEmbeddingLoss.<locals>.reference_fn  s    /1K8JKKrM   r  r   r   rO   r   r\   r   )	r   r
   rP   r   r   r  r  r  sub_r  s                rK   )module_inputs_torch_nn_HingeEmbeddingLossr    sx   V5P]^J+fEQV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	

& rM   c                     t        t        |||      }di fdddifdddifddd	ifg}g }|D ]G  \  }	}
|
fd
}|j                  t        t	        di |
t	         |d       |d            |	|             I |S )Nr   r9   r   r   r   r  r   r   r   c                     t        ||fi |S rB   )r   r   s        rK   r   z6module_inputs_torch_nn_HuberLoss.<locals>.reference_fn2  r   rM   r}  r   r\   r?  r~  s               rK    module_inputs_torch_nn_HuberLossr  &  s    V5P]^J 
R	;./	K01	K01	%E M$) 

  8J 	C 	-*M:L*M&3Jw4G4>w4G'I!%1	3	
	

 rM   c                 T   t        t        |||      }|j                  dd      }|d   }d\  }	}
}}}dddd	}||   }d
|z   }t        |rt	        |
|      nt	        |	|
|      t	         ||                  t        |rt	        |
|||      nt	        |	|
|||      t	         ||            d      t        |rt	        |
|      nt	        |	|
|      t	         ||            t
        d      t        |rt	        |
|||      nt	        |	|
|||      t	         ||            t
        d      gS )Nr   r   Fr  )r   r5  r  FT)r   r  ru  r  rO   r   r   rc  rk  tracking_statsrn  tracking_stats_no_batch_dimrf  r   )r   r
   r   r   r   r!  )rR   r   rY   r   rZ   r^   r   r   r  num_featuresr1  r  r  track_running_statsinput_no_batch_shape_dictr  r  s                    rK   %module_inputs_torch_nn_InstanceNormNdr  @  sQ   V5P]^J::fe$DsA?X<L#x)<$+	l K4Q733 	04c8,-VY[c:d'
3D(EF		H
 	MQc8V5HIlC6CVW'
3D(EF!	# 	04c8,-VY[c:d'
3G(HI2.	0 	MQc8V5HIlC6CVW'
3G(HI2	!) rM   c                 ^   t        t        |||      }t        t        dgd      t         |d            d      t        t        dgd      t         |d            d      t        t        dgdd	      t         |d            d
      t        t        g dd      t         |d            d      t        t        g ddd	      t         |d            d      t        t        dgd      t         |d            d      t        t        g dddd	      t         |d            d      gS )Nr   r   r5  r  1d_elementwise_affinern     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   rq  s          rK    module_inputs_torch_nn_LayerNormr  g  s+   V5P]^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 rM   c                    t        t        |||      }d }t        t        dgd      t         |d            d|      t        t        dgd      t         |d            d	|      t        t        dgdd
      t         |d            d|      t        t        g dd      t         |d            d|      t        t        g ddd
      t         |d            d|      t        t        dgd      t         |d            d|      gS )Nr   c                    | j                   }|)t        j                  |j                        j                   }|j                  }| j
                  }| j                  }t        t        |            D cg c]
  }||z
  dz
   }}t        j                  |j                  d      j                  |d      | j                   z         z  }|||z  }|S c c}w )NrO   r   T)r  keepdim)r1  rh   finforY   ndimnormalized_shaper  r  rg   rsqrtr<  r   )	r   r   r   r1  r  r  r  dimsr   s	            rK   rms_norm_reference_fnz=module_inputs_torch_nn_RMSNorm.<locals>.rms_norm_reference_fn  s    ee;++agg&**Cvv--&+C0@,A&BCq1CCU[[q4!F!NOOfF	 Ds   2Cr   r5  r  r  r   r  r  Fr  r  r  r  r  r  r  r   )rR   r   rY   r   rZ   r^   r   r  s           rK   module_inputs_torch_nn_RMSNormr    s   V5P]^J 	+QC6'
9(=>(.		0
 	+QC6'
;(?@4.		0
 	+QCu='
9(=>+.		0
 	+It<'
<(@A(.		0
 	+ItUC'
<(@A+.		0
 	+QC6'
6(:;..		05 rM   c           
         t        t        |||      }t        t        d      t         |d            d      t        t        d      t         |d            d      t        t        d	d
dd      t         |d            d      gS )Nr   r   )rO   r   r  r  rn  r   )rO   r   r  r  2d_uneven_padrO   r  r*  r+  )rO   r   r  r  r  3d_custom_paramsr   rq  s          rK   (module_inputs_torch_nn_LocalResponseNormr    s    V5P]^J 	+A/'
9(=>	 	+A/'
<(@A 	" 	+Ar3;'
?(CD#	% rM   c           
         t        t        |||      }t        t        dd      t         |d            d      t        t        ddd      t         |d                  t        t        ddd      t         |d	            t        d
      gS )Nr         ?r   )rO   r   r  normrn  r   rk  )r   r  r   rf  rp  rq  s          rK   module_inputs_torch_nn_LPPool1dr     s    V5P]^J 	+C3'
9(=>	 	+Aq!4'
9(=>	@ 	+Aq!4'
6(:;2		! rM   c           
         t        t        |||      }t        t        ddd      t         |d                  t        t        ddd      t         |d            t        d      t        t        dd      t         |d            d	
      gS )Nr   r   rO   r   r  r  rk  r   r  r  r   rf  r  r  rn  rp  rq  s          rK   module_inputs_torch_nn_LPPool2dr    s    V5P]^J 	+Aq!4'
<(@A	C 	+Aq!4'
9(=>2		!
 	+C3'
<(@A	 rM   c           
         t        t        |||      }t        t        ddd      t         |d                  t        t        ddd      t         |d            t        d      t        t        dd      t         |d            d	
      gS )Nr   r   )rO   r   r  r  r  rk  )r   r  r  r  r   rf  r  r  rn  rp  rq  s          rK   module_inputs_torch_nn_LPPool3dr    s    V5P]^J 	+Aq!4'
?(CD	F 	+Aq!4'
<(@A2		!
 	+C3'
?(CD	 rM   c           
         t        t        |||      }t        t        d      t         |d            d      t        t        dd      t         |d            d      t        t        dd      t         |d            d	      gS )
Nr   r   )r   r   r   r  rn  rm  Treturn_indicesr	  r   rq  s          rK    module_inputs_torch_nn_MaxPool1dr
    s    V5P]^J 	+A.'
:(>?	 	+Aq1'
:(>?	 	+AdC'
:(>?!	# rM   c           
         t        t        |||      }t        t        ddd      t         |d            d      t        t        ddd      t         |d            d	      t        t        dddd
      t         |d            d      gS )Nr   r   r   rt  rw  r  r  rn  r  r  Tr  r	  r   rq  s          rK    module_inputs_torch_nn_MaxPool2dr    s    V5P]^J 	+FFFC'
9(=>	 	+FFFC'
<(@A	 	+FFFSWX'
<(@A!	# rM   c                 `   t        t        |||      }t        t        d      t         |d                  t        t        dd      t         |d            d      t        t        ddd      t         |d            d	      t        t        dddd
      t         |d            d      gS )Nr   r  r  rk  r   rm  rn  r  stride_paddingTr  r	  r   rq  s          rK    module_inputs_torch_nn_MaxPool3dr  -  s    V5P]^J 	+I6'
?(CD	F 	+Ay9'
?(CD	 	+Aq)<'
?(CD!	# 	+Aq)DQ'
?(CD!	# rM   c                    t        t        ||      }fd}t        t        dd |             t         |d            d      t        t        d	d
 |             t         |d            d      t        t        dd |       d      t         |d            d      t        t        dd |             t         |d            t        d      t        t        d	d
 |             t         |d            t        d      gS )Nr   c                  l    t        j                  dt         j                         j                         S )N)rO   r   r   rY   r   rh   r  doubler  r  s   rK   make_random_sampleszGmodule_inputs_torch_nn_FractionalMaxPool2d.<locals>.make_random_samplesF  #    {{9ELLHQQSSrM   r   r*  output_ratio_random_samples)rO   r   r   r  ratiorn  r  )r   r   output_sizer  )rO   r   r  rj  sizeTr  r  r	  ratio_return_indices)r   r   r  ratio_no_batch_dimrf  )r   r  rj  size_no_batch_dimrp  rR   r   rY   r   rZ   r^   r   r  s    `      rK   *module_inputs_torch_nn_FractionalMaxPool2dr$  C  s   V5P]^JT 	+ACQdQfg'
<(@A	 	+FXkXmn'
<(@A	 	+5H5J[_ (
<(@A'	) 	+ACQdQfg'
9(=>2%		'
 	+FXkXmn'
9(=>2$		&) rM   c                 j   t        t        ||      }fd}t        t        dd |             t         |d            d      t        t        d	d
 |             t         |d            d      t        t        dd |             t         |d            d      t        t        dd |       d      t         |d            d      t        t        dd |             t         |d            t        d      t        t        d	d
 |             t         |d            t        d      gS )Nr   c                  l    t        j                  dt         j                         j                         S )N)r   r   r   r  r  r  s   rK   r  zGmodule_inputs_torch_nn_FractionalMaxPool3d.<locals>.make_random_samplesh  r  rM   r   r*  r  )r   r   r   r   r   r  rn  r  )r   r   r   r  )r   r   r  r  r  r  )r   r   r   )r   r   r   )r   r      r  r   asymsizeTr  r   )r   r   r   r   r!  rf  )r   r  r  r  r"  rp  r#  s    `      rK   *module_inputs_torch_nn_FractionalMaxPool3dr)  e  s/   V5P]^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 rM   c                 V   t        t        |||      }t        t               t         |d            d      t        t               t         |d            t        d      t        t               t         |d            d	      t        t               t         |d
            d      gS r  rp  rq  s          rK   module_inputs_torch_nn_Sigmoidr+    s    V5P]^J 	+o'
27	

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

 	+o'
?(CD.	
# rM   c           
         t        t        |||      }t        t               t         |d            d d      t        t               t         |d            d       t        t               t         |d	            t        d
      gS )Nr   r\   c                 >    |j                         j                         S rB   r#  r   r   s      rK   r   z3module_inputs_torch_nn_LogSigmoid.<locals>.<lambda>      ): rM   r  rf  r	  c                 >    |j                         j                         S rB   r.  r   s      rK   r   z3module_inputs_torch_nn_LogSigmoid.<locals>.<lambda>  r/  rM   r   r   r   rp  rq  s          rK   !module_inputs_torch_nn_LogSigmoidr1    s~    V5P]^J 	+o'
27:		
 	+o'
9(=>:	

 	+o'
162		
 rM   c                 f   t        t        |||      }t        t        |t        j                  d      }di fdddifdddifd	dd
ifdddifg}g }	|D ]\  \  }
}|fd}|	j	                  t        t        di |t         |d       |d       |d      j                               |
|             ^ |	S )Nr   Fr9   r   r   r   r  r   r   r   r  r*  c                     t        |||fi |S rB   )r!   r  s         rK   r   z>module_inputs_torch_nn_MarginRankingLoss.<locals>.reference_fn  s    .r2qO<NOOrM   )r  r   r\   )r   r
   rh   r  rP   r   r   r  r  s                rK   (module_inputs_torch_nn_MarginRankingLossr4    s    V5P]^J+fEJJV[\K 
R	;./	K01	K01	Hc?#%E M$) 

  =O 	P 	-*M:L*M&3Ju4EzRWGX4?4F4K4K4M'O!%1	3	
	

 rM   c                    t        t        |||      }t        t        |t        j                  d      }di fdddifdddifd	dd
ifg}g }	|D ]  \  }
}|fd}|	j	                  t        t        di |t         |d       |ddd            d|
 |             |	j	                  t        t        di |t         |d       |ddd            |
|              |	S )Nr   Fr9   r   r   r   r  r   r   r   c                     t        ||fi |S rB   )r#   r   s        rK   r   zAmodule_inputs_torch_nn_MultiLabelMarginLoss.<locals>.reference_fn  s    1!QM:LMMrM   r  r   r   r  1d_r   r}  r\   r   r
   rh   r  rP   r   r   r  s                rK   +module_inputs_torch_nn_MultiLabelMarginLossr9    s   V5P]^J+fEJJV[\K 
R	;./	K01	K01	%E M$) 
  8J 	N 	-*M:L*M&3Ju4E4?!RT4U'W"4&\%1	3	
 	-*M:L*M&3Jw4G4?QUW4X'Z!%1	3	

( rM   c                    t        t        |||      }t        t        |t        j                  d      }t        t        ||d      }di fdddifdddifd	dd
ifdddifdddifdd |d      ifg}	g }
|	D ]J  \  }}|fd}|
j	                  t        t        di |t         |d       |ddd            ||             L |
S )Nr   Fr9   r   r   r   r  r   r   r   r   r   r  r*  r
  r  r   c                     t        ||fi |S rB   )r"   r   s        rK   r   z<module_inputs_torch_nn_MultiMarginLoss.<locals>.reference_fn	  s    ,QH5GHHrM   r}  r   r   r  r   r\   r8  )rR   r   rY   r   rZ   r^   r   r"  r  r   r   r   r   r   s                 rK   &module_inputs_torch_nn_MultiMarginLossr<    s   V5P]^J+fEJJV[\K+fEQVWK 
R	;./	K01	K01	sAh	Hc?#	X{2/0%E M$) 

  8J 	I 	-*M:L*M&3Jw4G4?QS4T'V!%1	3	
	

 rM   c                    t        t        |||      }t        t        |t        j                  d      }t        t        ||d      }di fdddifdddifd	dd
ifdd |d      ifg}	dd}
g }|	D ]O  \  }}|j	                  t        t        di |t         |d       |ddd            |t        |
fi |             Q |S )Nr   Fr9   r   r   r   r  r   r   r   r  r   c                 `   ||j                         j                         z  d|z
  | j                         j                         z  z   }|||z  }| j                  |j                         dz
        |j	                  d      z  }|dk(  r|S |dk(  r|j                         S |j                         S )NrO   r   r   r   )r#  r   r   r  r  r   r  s          rK   &multilabelsoftmargin_loss_reference_fnz_module_inputs_torch_nn_MultiLabelSoftMarginLoss.<locals>.multilabelsoftmargin_loss_reference_fn*	  s    QYY[__&&!a%QB<<>3E3E3G)GGfF'quuw{+affRj8M& ;;= ::<rM   r}  r   r   r  r   r  r\   r8  )rR   r   rY   r   rZ   r^   r   r"  r  r   r?  r   r   r   s                 rK   /module_inputs_torch_nn_MultiLabelSoftMarginLossr@  	  s    V5P]^J+fEJJV[\K+fEQVWK 
R	;./	K01	K01	Hk"o./%E  M$) 
  -*M:L*M&3Jw4G4?QUV4W'Y!%,-S%jWi%j	l	

 rM   c                 2   t        t        |||      }t        t        ||d      }di fdddifdddifd	dd
ifg}g }	|D ]U  \  }
}|fd}|	j                  t        t	        di |t	         |d       |d      j                               |
|             W |	S )Nr   Fr9   r   r   r   r  r   r   r   c                     t        ||fi |S rB   )r'   r   s        rK   r   z;module_inputs_torch_nn_SoftMarginLoss.<locals>.reference_fnQ	  s    +AqG4FGGrM   )r   r   r   r\   r  r  s                rK   %module_inputs_torch_nn_SoftMarginLossrC  D	  s    V5P]^J+fEQVWK 
R	;./	K01	K01	%E M$) 

  8J 	H 	-*M:L*M&3Jv4F4?4G4L4L4N'P!%1	3	
	

 rM   c           	         g }t        d ||||      D ]  }|j                  j                  |j                  j                  }	}||	d<   ||	d<   t	        j
                  j                  |i |	}
d}|j                  }d|j                  v r)|j                  d   |j                  d<   |j                  d= |j                  t        t        |
|      ||j                                |S )Nr   rY   r   src_maskmaskrn  ).module_inputs_torch_nn_TransformerEncoderLayerr   r]   r^   rh   r   TransformerEncoderLayerr   rP   r   r   r   )rR   r   rY   r   rZ   r^   sampleslayer_module_inputl_argsl_kwargsencoder_layer
num_layersr   s                rK   )module_inputs_torch_nn_TransformerEncoderrO  _	  s    GL&%:  /@@EE.@@GG #!88&MHM
 +88---+8+?+?
+KM  ($$Z0{+M:F'#((
 	( NrM   c                    t        t        |||      }t        t        dddd      t         |d            d      t        t        ddd	dt        j
                        t         |d            d
      t        t        ddd	dd      t         |d            d      g}d t        j                  g d|t        j                        f}d t        j                  g d|t        j                        j                  d      f}	t        j                  |	|ddd      D ]]  \  }
}}}}|j                  t        t        ddd	d|||      t         |d      |
|      t        t        |ddi      d|              _ d }|ret        j                  dd      D ]L  \  }}|j                  t        t        ddd	dd||      t         |d            |r|nd d| d|              N |S )Nr   r   r   r'  r   r	  relu_activationrn  r   gelu_activationFr   r   FFTr   rY   r  TFd_modelnheaddim_feedforwarddropoutrH  
norm_firstr   r  )rE  src_key_padding_maskr\  r   rH  rI  no_batch_dim_batch_first_rf  c                     | j                   sJ | j                  d       t        j                         5   | |i |}d d d        | j                  d       S # 1 sw Y   xY w)NFT)rZ   trainrh   no_grad)moduler   r]   r^   rS  s        rK   fast_path_reference_fnzNmodule_inputs_torch_nn_TransformerEncoderLayer.<locals>.fast_path_reference_fn	  sX    U]]_ 	-T,V,F	-T	- 	-s   	AA!T)rZ  rH  r[  r   	fastpath__norm_first_)r   r
   r   r   rm  gelurh   r  boolr   r  r   rP   r!  )rR   r   rY   r   rZ   r^   r   rI  key_padding_masks
attn_masksrE  r\  r[  rH  r   rc  s                   rK   rG  rG  x	  s   V5P]^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E&
K"/TU8;;ED#R ,v&Pd %%>1<RhjkQln0>
	$  ) 1 1- O 	JNN&31a$:\`' #0"9-# <@!7T$TF,zlC
	 NrM   c                 p   t        t        |||      }t        t        dddd      t         |d       |d            d      t        t        ddd	dt        j
                        t         |d       |d            d
      t        t        ddd	dd      t         |d       |d            d      g}d t        j                  g d|t        j                        f}d t        j                  g d|t        j                        j                  d      f}	t        j                  |	|ddd      D ]  \  }
}}}}|
}|}|j                  t        t        ddd	d|||      t         |d       |d      |
|||      t        t        |ddd      d|               |d       |d      }}|s$|j                  dd      |j                  dd      }}||j                  dd      fdz  \  }}|j                  t        t        ddd	d|||      t        |||
|||      d| d| d|               |S )Nr   r   r   r'  r   r	  rQ  rn  r   rR  Fr   r   rS  rT  r  rU  rV  r  )tgt_maskmemory_masktgt_key_padding_maskmemory_key_padding_maskr   )rm  rn  r]  r^  rf  rO   r   norm_first__batch_first__bias_)r   r
   r   r   rm  rf  rh   r  rg  r   r  r   rP   r!  	transpose)rR   r   rY   r   rZ   r^   r   rI  rh  ri  rk  rm  r[  r   rH  rl  rn  srctgts                      rK   .module_inputs_torch_nn_TransformerDecoderLayerru  	  s   V5P]^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"E&
D+ "6"/TU8;;ED#R ,v&
6(:X[f)=Wn %%>1<QRop8qs 1>	 i(*Y*?S}}Q*CMM!Q,?C+=Q=X=XYZ\]=^<`cd<d9#%9"/TU8;;ED#R ,x[)=Wn #:,mK=tfU	
	1"H NrM   c                 D   t        t        |||      }g }d t        j                  g d|t        j                        f}d t        j                  g d|t        j                        j                  d      f}	t        j                  |	|ddd      D ]
  \  }
}}}}|
fdz  \  }}|fdz  \  }}|j                  t        t        dddd	d	d
|||	      t         |d       |d      ||||      t        t        |ddd      d|               |d       |d      }}|s$|j                  dd	      }|j                  dd	      }||j                  dd      fdz  \  }}|j                  t        t        dddd	d	d
|||	      t        ||||||                    |S )Nr   rS  rT  r  rU  r   r   r   rO   r   )	rW  rX  rY  num_encoder_layersnum_decoder_layersrZ  rH  r[  r   r  )rk  rE  rm  r\  r   )rm  r\  r]  r^  rf  r	  r   rk  )r   r
   rh   r  rg  r   r  r   rP   r   r   r!  rr  )rR   r   rY   r   rZ   r^   r   rI  rh  ri  rF  rU  r[  r   rH  rE  rk  r\  rm  rs  rt  s                        rK   "module_inputs_torch_nn_Transformerry  
  s   V5P]^JGu||,@W\WaWabc%9&PUPZPZ[bbcijkJj*;]M[hi$=
D+  $gk86F5H15L22"/TUCDYZ8;akrv#x ,v&
6(:XX`)=Th %%>1<QRlm8np 1>	 i(*Y*?S--1%C--1%C':J:Q:QRSUV:W9Y\]9]6 "6"/TUCDYZ8;akrv#x ,x()=Th			7$J NrM   c           
      V   t        t        j                  |t        j                  d      }t	        t        dd      t         |dd      j                  d                  t	        t        dd      t         |dd	      j                  d      j                  d
d	            d      gS )NFr   r   r   )num_embeddingsembedding_dimr   rk  rO   i   r  discontiguousrn  )r   rh   r  r  r   r   random_r   )rR   r   rY   r   rZ   r^   
make_emptys          rK    module_inputs_torch_nn_Embeddingr  3
  s    V5::UZ[J+1AN'
1a(8(@(@(CD	
 	+1AN'
1c(:(B(B1(E(L(LQPS(TU 	

 
rM   c                    t        t        |||      }g }d}d t        j                  g d|t        j                        f}	d t        j                  g d|t        j                        j                  d      f}
t        j                  ||||	|
      }|D ]  \  }}}}}|j                  t        t        ddd|||      t         |d	       |d	       |d	      ||
      t                     |j                  t        t        ddd|||      t         |d	       |d	       |d	      ||
      t        t        d                    |S )Nr   rU  rS  rT  )r   r   r   r   T)	embed_dim	num_headsrH  r   add_bias_kvadd_zero_attnr  )rU  	attn_maskr   FrH  )r   r
   rh   r  rg  r   r  r   rP   r   r   rV  )rR   r   rY   r   rZ   r^   r   rI  	bool_valsrh  ri  productsr   r  r  rU  r  s                    rK   )module_inputs_torch_nn_MultiheadAttentionr  B
  sX   V5P]^JGIu||,@W\WaWabc%9&PUPZPZ[bbclmnJ  IyBSU_`HIQ 
Ek=*:I"/!qVZ59{bo#q+Jv,>
6@RT^_eTf=MYbd7	
 	"/!qV[59{bo#q+Jv,>
6@RT^_eTf=MYbd$%?US	

( NrM   c                    t        t        |||      }t        t        dd      t         |d       |d            t              t        t        ddd      t         |d       |d            t              g}|j                  dd      }|rD|j                  t        t        dddd	
      t         |d       |d            t                     |S )Nr   r   r   r   Tr   is_rnnFrelu)r   nonlinearity)r   r
   r   r   r!  r   rP   )	rR   r   rY   r   rZ   r^   r   rI  r  s	            rK   #module_inputs_torch_nn_RNN_GRU_Cellr  a
  s    V5P]^J+Ar2'
1z"~F2	

 	+Ar='
1z"~F2	
G ZZ%(F 	"/2Dv"V+JqM:b>J6	
 NrM   c                    t        t        |||      }t        t        dd      t         |d       |d       |d      f      t              t        t        ddd      t         |d       |d       |d      f      t              f}|S )Nr   r   r   r   Tr   )r   r
   r   r   ra  rR   r   rY   r   rZ   r^   r   rI  s           rK   module_inputs_torch_nn_LSTMCellr  
  s    V5P]^J+Ar2'
1
2
SU7WX8	

 	+Ar='
1
2
SU7WX8	
G NrM   c                     | j                   }| j                  d       t        | |      }|j                  j                  |       |S )NF)r   r  r	   data)rZ  batch_sizesrequired_gradseqs       rK   make_packed_sequencer  
  s>    %%Mu
sK
0CHHM*JrM   Fc                    t        t        |||      }|d   }d}	d}
d}d}g }|rt        |	|
||      }nt        |
||      }|D ]  }|r|\  }}}}n|\  }}}ddd|||d}ddd|||d}|r
|d<   ||d<   |j                  t	        t        di |t         |d	            t        t        |
                   |j                  t	        t        di |t         |d	       ||rdnddf            t        t        |
                   |s|j                  t	        t        di |t        t         |d      t        j                  ddg                  t        t        |
                   |j                  t	        t        di |t        t         |d      t        j                  g d                  t        t        |
                    |S )Nr   r  )r  rl  FTr   )
input_sizehidden_sizerN  rH  r   bidirectionalr   r  r   r   r  r   r   )r   r   r   r   )r   r   r   )r   r   r   r   r   r\   )
r   r
   r   rP   r   r   r\  r  rh   r  )rR   r   rY   r   rZ   with_packed_sequencer^   r   r  r  r   rH  r  rI  prod_genr]   nlrv  b_fbidir	cons_argscons_args_hiddens                         rK   module_inputs_torch_nn_RNN_GRUr  
  s   V5P]^JHF#LDK!MG<{MJ4m< * $B3 MAsE#$Qa$'UL	*+AQ+.ES (*In%/1^,"/"<)"<+Jv,>?$%CQTU	
 	"/"C2B"C+Jv,>
QVA\]_`Ka@bc$%CQTU	
  NN&3&@i&@"/0DZPYEZ\a\h\hjkmnio\p0q"r!()GUX!Y NN&3&@i&@"/0DZPYEZ\a\h\hix\y0z"{!()GUX!YI*X NrM   c                     t        t        |||      }d}d}d}	d}
g }t        |||	|
      }|D ]  }|\  }}}}d}d|d||||d}d|d||||d}|j                  t	        t        di |t         |d            t        t        |      	             |d
kD  r|n|} ||rdnd|f       ||rdnd|f      f}|j                  t	        t        di |t         |d      |      t        t        |      	              |S )Nr   r  )r   r   r   r   )r  r  rN  	proj_sizerH  r   r  rt  r  r   r   r   r  r\   )r   r
   r   rP   r   r   r^  )rR   r   rY   r   rZ   r^   r   r   rH  r  
proj_sizesrI  r  r]   rv  r  r  r  r  r  r  h_outhxs                          rK   module_inputs_torch_nn_LSTMr  
  sD   V5P]^JDK!MJGt[-DH 
#' 3y#$[PQ`i$'UL	*+KWXgp+.ES 	"/"<)"<+Jv,>?$%@cR	
 ']	u!!U34ju!RSU`Aa6bc"/"C2B"C+Jv,>C$%@cR	
%
6 NrM   c           	          t        t        |||      }t        t        d      t         |d            t              t        t        d      t         |d                  gS )Nr   rO   r  r   rO   r   r	  rk  rp  rq  s          rK   &module_inputs_torch_nn_ReflectionPad1dr    ^    V5P]^J 	+A.'
6(:;2	

 	+F3'
9(=>	

 
rM   c           	          t        t        |||      }t        t        d      t         |d            t              t        t        d      t         |d                  gS Nr   rO   r  r   rO   r   r   r   r   r   r   rj  rk  rp  rq  s          rK   &module_inputs_torch_nn_ReflectionPad2dr    ^    V5P]^J 	+A.'
9(=>2	

 	+L9'
<(@A	

 
rM   c           	          t        t        |||      }t        t        d      t         |d            t              t        t        d      t         |d                  gS )Nr   rO   r4  r   rO   r   rO   r   rO   r   )r   r   r   r   r   rk  rp  rq  s          rK   &module_inputs_torch_nn_ReflectionPad3dr     _    V5P]^J 	+A.'
<(@A2	

 	+,>?'
?(CD	

 
rM   c           	          t        t        |||      }t        t        d      t         |d            t              t        t        d      t         |d                  gS Nr   rO   r  r   r  r  rk  rp  rq  s          rK   'module_inputs_torch_nn_ReplicationPad1dr  /  r  rM   c           	          t        t        |||      }t        t        d      t         |d            t              t        t        d      t         |d                  gS r  rp  rq  s          rK   'module_inputs_torch_nn_ReplicationPad2dr  >  r  rM   c           	          t        t        |||      }t        t        d      t         |d            t              t        t        d      t         |d                  gS )Nr   rO   r  r   rO   r   r   r   r   rj  )r   r   r   rj  r  rk  rp  rq  s          rK   'module_inputs_torch_nn_ReplicationPad3dr  M  r  rM   c           	          t        t        |||      }t        t        d      t         |d            t              t        t        d      t         |d                  gS r  rp  rq  s          rK    module_inputs_torch_nn_ZeroPad1dr  \  r  rM   c           	          t        t        |||      }t        t        d      t         |d            t              t        t        d      t         |d                  gS )Nr   rO   r  r   r  rk  rp  rq  s          rK    module_inputs_torch_nn_ZeroPad2dr  k  r  rM   c           	          t        t        |||      }t        t        d      t         |d            t              t        t        d      t         |d                  gS )Nr   rO   r  r   r  )rO   r   r   r   r   rk  rp  rq  s          rK    module_inputs_torch_nn_ZeroPad3dr  z  r  rM   c           	          t        t        |||      }t        t        dd      t         |d            t              t        t        dd      t         |d            	      gS )
Nr   rO   r   r  r   r  r   r  rk  rp  rq  s          rK   $module_inputs_torch_nn_ConstantPad1dr    sb    V5P]^J 	+Aq1'
6(:;2	

 	+FA6'
9(=>	

 
rM   c           	          t        t        |||      }t        t        dd      t         |d            t              t        t        dd      t         |d                  gS )	Nr   rO   r   r  r   r  r   rk  rp  rq  s          rK   $module_inputs_torch_nn_ConstantPad2dr    sb    V5P]^J 	+Aq1'
9(=>2	

 	+L!<'
<(@A	

 
rM   c           	          t        t        |||      }t        t        dd      t         |d            t              t        t        dd      t         |d            	      gS )
Nr   rO   r   r  r   r  r  )rO   r   rO   r   rO   rk  rp  rq  s          rK   $module_inputs_torch_nn_ConstantPad3dr    sc    V5P]^J 	+Aq1'
<(@A2	

 	+,>B'
?(CD	

 
rM   c                 v   t        t        |||      }d t        t        d      t         |d            t              t        t        d      t         |d            fd      t        t        d	      t         |d            fd
      t        t        d      t         |d            fd      gS )Nr   c           
      t    t        j                  | dddd|d    df   | | ddddd|d   f   gd      S )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   rO   r   r  rh   catrZ  pads     rK   padding1d_circular_refzDmodule_inputs_torch_nn_CircularPad1d.<locals>.padding1d_circular_ref  sB     yy#aSVGHn-sC1gs1vg4FGQOOrM   rO   r  r   r  r  c                 *     || j                         S rB   r  r   r   r   r  s      rK   r   z6module_inputs_torch_nn_CircularPad1d.<locals>.<lambda>      )?199)M rM   )r   rO   c                 *     || j                         S rB   r  r  s      rK   r   z6module_inputs_torch_nn_CircularPad1d.<locals>.<lambda>  r  rM   r  c                 *     || j                         S rB   r  r  s      rK   r   z6module_inputs_torch_nn_CircularPad1d.<locals>.<lambda>  r  rM   rp  )rR   r   rY   r   rZ   r^   r   r  s          @rK   $module_inputs_torch_nn_CircularPad1dr    s    V5P]^J	P 	+A.'
6(:;2	

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

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

 	+F3'
9(=>M	
! rM   c                 v   t        t        |||      }d t        t        d      t         |d            t              t        t        d      t         |d            fd      t        t        d	      t         |d            fd
      t        t        d      t         |d            fd      gS )Nr   c                     t        j                  | dddd|d    df   | | ddddd|d   f   gd      } t        j                  | dddddd|d    df   | | ddddddd|d   f   gd      S )aS  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   rO   r  r  s     rK   padding2d_circular_refzDmodule_inputs_torch_nn_CircularPad2d.<locals>.padding2d_circular_ref  s     iiQCF78^,c3q!Wc!fW}3EFANyy#aAAwx/0#s1aGSVG;K7LMSTUUrM   rO   r  r   )rO   r   r   rO   )rO   rO   r   r   c                 *     || j                         S rB   r  r   r   r   r  s      rK   r   z6module_inputs_torch_nn_CircularPad2d.<locals>.<lambda>  r  rM   )r   r   r   r   c                 *     || j                         S rB   r  r  s      rK   r   z6module_inputs_torch_nn_CircularPad2d.<locals>.<lambda>  r  rM   )r   r   r   rO   )rO   rO   r   r   c                 *     || j                         S rB   r  r  s      rK   r   z6module_inputs_torch_nn_CircularPad2d.<locals>.<lambda>   r  rM   rp  )rR   r   rY   r   rZ   r^   r   r  s          @rK   $module_inputs_torch_nn_CircularPad2dr    s    V5P]^JV  	+A.'
9(=>2	

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

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

 	+L9'
<(@AM	
! rM   c                 v   t        t        |||      }d t        t        d      t         |d            t              t        t        d      t         |d            fd      t        t        d	      t         |d            fd
      t        t        d      t         |d            fd      gS )Nr   c                 |   t        j                  | dddd|d    df   | | ddddd|d   f   gd      } t        j                  | dddddd|d    df   | | ddddddd|d   f   gd      } t        j                  | dddddddd|d    df   | | ddddddddd|d   f   gd      S )	aN  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   rO   r  r  s     rK   padding3d_circular_refzDmodule_inputs_torch_nn_CircularPad3d.<locals>.padding3d_circular_ref  s    J iiQCF78^,c3q!Wc!fW}3EFANiiQ1s1vgh./c!Q7CF7:J6KLRSTyy#aAq3q6'(23S#aAq'3q6'>Q:RSYZ[[rM   rO   r  r   r  )rO   rO   r   r   r   c                 *     || j                         S rB   r  r   r   r   r  s      rK   r   z6module_inputs_torch_nn_CircularPad3d.<locals>.<lambda>:  r  rM   )r   r   r   rO   rO   r   c                 *     || j                         S rB   r  r  s      rK   r   z6module_inputs_torch_nn_CircularPad3d.<locals>.<lambda>?  r  rM   )r   r   r   rO   r   r   c                 *     || j                         S rB   r  r  s      rK   r   z6module_inputs_torch_nn_CircularPad3d.<locals>.<lambda>D  r  rM   rp  )rR   r   rY   r   rZ   r^   r   r  s          @rK   $module_inputs_torch_nn_CircularPad3dr    s    V5P]^J'\T 	+A.'
<(@A2	

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

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

 	+,>?'
?(CDM	
! rM   
TestModule	test_gradcuda)	active_ifrd   test_gradgradtest_non_contiguous_tensors)r  rt   rd   )   r  TestExpandedWeightModuletest_module)rd   
TestDecomptest_rnn_decomp_modulec                    t        t        |||      }t        t        t	        dd      t	         |dd       |dd                  t
        j                  t        d      t        t        t	        dd      t	         |dd       |dd	                  t
        j                  t        d
      t        t        t	        dd      t	         |dd       |dd                  t
        j                  t        d      t        t        t	        dd      t	         |dd       |dddd                  t
        j                  t        d      t        t        t	        ddd      t	         |dd       |dd	                  t
        j                  t        d
      t        t        t	        ddd      t	         |dd       |dd	                  t
        j                  t        d
      g}|S )Nr   r   r)  r   r  rk  5input has inconsistent input_size: got 11 expected 10r   r   r      9hidden0 has inconsistent hidden_size: got 21, expected 20r   5Input batch size 3 doesn't match hidden0 batch size 5rO   z.Expected hidden to be 1D or 2D, got 4D insteadr  rl  	r   r
   r   r   r   r   r   rb   
ValueErrorr  s           rK   )module_error_inputs_torch_nn_RNN_GRU_Cellr   m  s   V5P]^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 NrM   c                    t        t        |||      }t        t        t	        dd      t	         |dd       |dd       |dd      f            t
        j                  t        d      t        t        t	        dd      t	         |dd       |dd	       |dd	      f            t
        j                  t        d
      t        t        t	        dd      t	         |dd       |dd       |dd      f            t
        j                  t        d      t        t        t	        dd      t	         |dd       |dddd       |dddd      f            t
        j                  t        d      g}|S )Nr   r   r)  r   r  rk  r  r  r  r  r   r  rO   z/Expected hx\[0\] to be 1D or 2D, got 4D insteadr  r  s           rK   %module_error_inputs_torch_nn_LSTMCellr    s|   V5P]^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 NrM   c           
          t        t        t        ddd            t        j                  t
        d      t        t        t        ddd            t        j                  t
        d      g}|S )Nr   r   rO   )r   z%hidden_size must be greater than zeror  z$num_layers must be greater than zero)r   r   r   r   r   r  )rR   r   rY   r   rZ   r^   rI  s          rK   $module_error_inputs_torch_nn_RNN_GRUr    sb    -Aq*AB$77!?		
 	-B*BC$77!>		
G NrM   c           
          t        t        |||      }|j                  dd      }t        t	        |rt        dd      n
t        d      t         |d                  t        j                  t        d	      gS )
Nr   is_constantFrO   r   r4  rk  z(expected 2D or 3D input \(got 4D input\)r  	r   r
   r   r   r   r   r   r   r  rR   r   rY   r   rZ   r^   r   r  s           rK   "module_error_inputs_torch_nn_Pad1dr	    sq    V5P]^J**]E2K 	9D-1"5-XYJZ+J|,DE %22!C		
 rM   c           
          t        t        |||      }|j                  dd      }t        t	        |rt        dd      n
t        d      t         |d                  t        j                  t        d	      gS )
Nr   r  FrO   r   r  rk  z(expected 3D or 4D input \(got 2D input\)r  r  r  s           rK   "module_error_inputs_torch_nn_Pad2dr    q    V5P]^J**]E2K 	9D-1"5-XYJZ+Jv,>? %22!C		
 rM   c           
          t        t        |||      }|j                  dd      }t        t	        |rt        dd      n
t        d      t         |d                  t        j                  t        d	      gS )
Nr   r  FrO   r   r  rk  z(expected 4D or 5D input \(got 2D input\)r  r  r  s           rK   "module_error_inputs_torch_nn_Pad3dr  	  r  rM   r  )r   r   test_memory_formatrZ   )r  )r   r   r   zSkipped!)r   )r   r   )rt   )r   r   r   TTestEagerFusionModuleInfo,test_aot_autograd_symbolic_module_exhaustive#test_aot_autograd_module_exhaustive)rQ   r   r   test_check_inplacer   )rd   rt   rO   )r  r   i  )versiong-C6?)r   r   r   r   r   r   r   iE  )r  r   r  test_cpu_gpu_parity)rt   rd   g{Gzt?)r   r   r   rt   r   r   )rd   rt   r  )r   rt   r   r   r   r   )atolrtoltest_forwardcpu)r   r   r   )include_halfinclude_bfloat16gQ?r5  )r   rt   r   )r  r  )r   rt   r   )r   r   r   )r  )r   rQ   r   test_factory_kwargs)rQ   r   r   r   )rd   r  )r  )r   r   )rQ   r   r   r   )rQ   r   r   r   r   )r   r   r   	module_db)F(X  rh   unittestcopyr   enumr   	functoolsr   r   r  r   r   r-  torch.nn.functionalr   
functionalrm  torch.nn.utils.rnnr	   torch.testingr
   #torch.testing._internal.common_cudar   $torch.testing._internal.common_dtyper   r   r   *torch.testing._internal.common_device_typer   r   r   r   r   r   r   r   r   r   r   2torch.testing._internal.common_methods_invocationsr   !torch.testing._internal.common_nnr   r   r   r   r   r    r!   r"   r#   r$   r%   r&   r'   r(   $torch.testing._internal.common_utilsr)   r*   r+   r,   r-   r.   typesr/   typingr0   r1   r2   r3   r4   operatorr@   aoqatquantizable	quantizedr5   __annotations__Module	Container	NLLLoss2d	MaxPool2dr6   rC   __all__getattrr7   r8   str	namespacemodule_namer~   rn   r   namespace_namer;   r   r   r   r   r   r   r   r   r  r  r#  r9  r@  r!  rV  r\  r^  ra  rg  rr  r}  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r&  r0  r5  r@  rC  rS  rW  r]  r`  rc  rh  rq  rz  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r  r  r
  r  r  r$  r)  r+  r1  r4  r9  r<  r@  rC  rO  rG  ru  ry  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  expectedFailurefloat#rnn_gru_lstm_module_info_decoratorsr   r  r  r	  r  r  backendsr   is_availableis_macos_or_newer_macos15_or_newerAdaptiveAvgPool1dAdaptiveAvgPool2d
itemgetterAdaptiveAvgPool3dskipAdaptiveMaxPool1dAdaptiveMaxPool2dAdaptiveMaxPool3d	AvgPool1d	AvgPool2dr   	AvgPool3dBatchNorm1dBatchNorm2dBatchNorm3dCELUConv1dr   Conv2dfloat64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TransformerEncoderrH  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ConstantPad3dr  )r;  r<  clss   000rK   <module>r     sC/       $ $     3 % :G G    Lm m m m
   / /  
HH	HHKKOO	HHKK##	HHKK!!	HHKK!!' 4
#  
HHOO	HH	HH	HHKK##	HHKK##T  "%&*( 9B8I8IJWY$J*( #) *T
 * "0N#3o3M#N ') DsO (" OI (( OY4
"++33HbAII*VXY //0>/?q-Nz*OO _&STB BJ# 2 2,d 
' '(8+ 8+x(:"J@F2-`$N+\D&D0b0
<4($080Dh( (*&,
*(&-2(6(.(.(8&&="=="9&9&0*"+J$L"*"
****$*:*$*"* **&*"WF-`'TUr=@$N,"0 F4%N D/d&(&&&$,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\ 7)$&@- 7)$l4L7' #F:x(V"$$& NN&&335e%..:L:L:^:^_acd:e yuxx))"J  (+y uxx))$8"J  (//#+!4!4!4Z!@			y* uxx))$8"Jj 9<I]^(++y: uxx))"J;y@ uxx))$8"JAyH uxx))$8"Jj 9<I]^(+IyX uxx!!"BYy^ uxx!!"B
  //#+!4!4!4Z!@#)  	<PS_y~ uxx!!"B$8  j 9<I]^(	+yP uxx##%)"D  //1LE!4!4!4Z!@  //1L<!4!4!4Z!@Qyt uxx##%)"D   2LBVbubjbubu  wA  cB  C  //1LE!4!4!4Z!@  //1L<!4!4!4Z!@uy\ uxx##%)"D  (  //1LE!4!4!4Z!@  //1L<!4!4!4Z!@]yD uxx}}"=   8 8,H\,15==/KMEyR uxx")*G1SX"Y$8,0   >t Ll\pq>R\a\i\i[jk  	<9M,15==/K	<9V,15==/K   15==%2H I<Ymn!Syx uxx")*G1SX"Y$8,0   >t Ll\pq>R\a\i\i[jk   8 8,H\,2EMM?L   8 8,H\,15==/K  	<9M,15==/K	<9V,15==/K!(   15==%2H I<Ymn/yyl uxx")*G1SX"Y$8,0   >t Ll\pq>R\a\i\i[jk(   8 8,H\]
   15==%2H I<YmnmyP uxx''")*G1SXei"j$8,04U[[A   >t Ll\pq>R\a\i\i[jk 8 8,H](-~6K  	<9M,15==/K	<9V,15==/KM   15==%2H I<Ymn 15;;2F GWkl'Qy~ uxx''")*G1SXei"j$8,04U[[A   >t Ll\pq>R\a\i\i[jk 8 8,H\(-%JZJZ'[]   8 8,H\jp(-u7G7G'HJ   8 8,H\,15==/K   8 8,H](-~6K  	<9M,15==/K	<9V,15==/K-4   15==%2H I<Ymn 15;;2F GWkl=!yB uxx''")*G1SXei"j4U[[A$8,0   >t Ll\pq>R\a\i\i[jk(   8 8,H\] 8 8,H\jp(-'IUce   8 8,H](-~6K$   15==%2H I<Ymn 15??E2J K\[pq 15;;2F GWkl-Cyx uxx++"L  j 9<I]^ayyD	 uxx||"<   8 8,H\,15==/KME	yR	 uxx++"L$8  (j 9<I]^aS	yb	 uxx++"L$8  (j 9<I]^ac	yr	 uxx"?  j 9<I]^as	y~	 uxx$$"E  j 9<I]^	<9V`e`m`m_no	r	yN
 uxx""")*G1SW"X$8,0   >t Ll\pq>R\a\i\i[jk  )  	<9M,15==/K	<9V,15==/K    15==%2H I<Ymn'O
yz
 uxx""")*G1SW"X$8,0   >t Ll\pq>R\a\i\i[jk  )   8 8,H\,2EMM?L   8 8,H\,15==/K  	<9M,15==/K	<9V,15==/K'.   15==%2H I<Ymn5{
yt uxx""")*G1SW"X$8,0   >t Ll\pq>R\a\i\i[jk  )(   8 8,H\]   15==%2H I<Ymn%uy^ uxx++")*G1SWdh"i$8,0   >t Ll\pq>R\a\i\i[jk  )  	<9M,15==/K	<9V,15==/K    15==%2H I<Ymn'_yJ uxx++")*G1SWdh"i$8,0   >t Ll\pq>R\a\i\i[jk  )   8 8,H\jp(-8   8 8,H\,15==/K  	<9M,15==/K	<9V,15==/K'.   15==%2H I<Ymn5KyD uxx++")*G1SWdh"i$8,0   >t Ll\pq>R\a\i\i[jk  )(   8 8,H\]   15==%2H I<Ymn%Eyn uxx"?  j 9<I]^aoyz uxx  "A( ==#4d*C ==#4d*C*E F $^	H  j 9<I]^ 8 8,,15==/K	M{yZ uxx  "Aj 9<Uj 9<Y\[yf uxx  "Aj 9<Uj 9<Y  //#+!4!4!4Z!@#(gyD uxx  "Aj 9<Uj 9<Yj 9<I]^	*	-EyT uxx!!"BUyZ uxx!!"B[y` uxx!!"B$8  (+ayn uxx!!"B  j 9<I]^j 9<I^_j 9<Uj 9<Y\	oyB uxx"@  j 9<I]^	<9V`e`m`m_no 8 8,,15==/KM
CyX uxx))"J  j 9<I]^aYyd uxx,,"M  j 9<I]^	<8j 9<Y\	eyx uxx''"H  j 9<I]^	<8j 9<Y\	yyL uxx&&"G  j 9<I]^ 8 8,,15==/K	MMy^ uxx00"Q  j 9<I]^a_yj uxx"@  j 9<I]^ 8 8,,15==/K	Mky| uxx''"H  j 9<I]^ab}yF uxx&&"G  j 9<I]^abGyP uxx**"K  j 9<I]^aQy\ uxx!!"B  j 9<I]^ 8 8,,15==/K	M]yn uxx"@  j 9<I]^	<P	Soy~ uxx))"J  j 9<I]^	<P	SyN uxx(("I'TER   8 8,H\] 15==#4VZB[2\ ]_k .TY[ 8 8,H]glgtgtfu,246
Oyd uxx"@  j 9<I]^	<8j 9<Uj 9<Yj 9<Ifg	jey~ uxx}}"=   8 8,,15==/KMyL uxx||"<MyR uxx!!"B'DQ  j 9<I^_ 15==#4VZB[2\ ] ,.BPUW  j 9<I]kqrj 9<I]kpqj 9<*8fN	PSyn uxx"""C  (+oyz uxx!!"B.T  //#+!4!4!4Z!@#(	5 "'({yT uxx  "AUyZ uxx&&")*OST"U%)  j 9<I]^a[yh uxx&&")*OST"U%)  j 9<I]^aiyv uxx&&")*OST"U%)  (j 9<I]^	awyH uxx))"J  (+IyT uxx!!"B  j 9<I]^aUy` uxx"@ayh uxx**%)"K  j 9<,13  j 9<I]^   8 8,H]^aiyF uxx//%)"P 15==#4VZB[2\ ] ,.K,1ZI  j 9<,13  j 9<I]^aGyd uxx//"P  j 9<,13  j 9<I]^a
eyz uxx##"D  j 9<,13  j 9<I]^a
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