
    Th               
          S SK r S SKJr  S SKJr  S SKrSSKJr  SSKJ	r	J
r
  \R                  R                  R                  5       (       a?    SS\\
   S\\   S	\\\      S
\\
   4S jjrS\\
   S
\\
   4S jrS\\
   S
\\
   4S jrgg)    N)Sequence)Optional   )MACOS_VERSION)DecorateInfoOpInfoopsdevice_typexfail_exclusionreturnc                    ^ Uc  / n1 Skn1 Skn[         R                  /[         R                  [         R                  [         R                  [         R
                  [         R                  [         R                  /[         R                  [         R                  [         R                  [         R                  /[         R                  [         R                  [         R                  [         R                  /[         R
                  /[         R
                  /[         R
                  /[         R
                  /[         R
                  /[         R
                  /[         R                  [         R                  /[         R                  [         R                  /[         R                  [         R                  /S.nS[         R                  [         R                  [         R                  /0n[         R                  [         R                  [         R                  [         R                  [         R                  /[         R                  [         R                  [         R                  [         R                  [         R                  /S.nS[         R                  /0n0 SS _SS _S	S _S
S _SS _SS _SS _SS _SS _SS _SS _SS _SS _SS _SS _SS _SS _0 SS _SS _SS _SS _SS _SS _SS _SS _S S _S!S _S"S _S#S _S$S _S%S _S&S _S'S _S([         R                  /_E0 S)[         R                  /_S*[         R                  /_S+S _S,S _S-S _S.S _S/S _S0S _S1S _S2S _S3S _S4S _S5S _S6S _S7S _S8S _S9S _E0 S:[         R                  /_S;S _S<S _S=S _S>S _S?S _S@S _SAS _SBS _SCS _SDS _SES _SFS _SGS _SHS _SIS _SJS _E0 SKS _SLS _SM[        SN:  a   [         R                  [         R
                  /O[         R
                  /_SO[        SN:  a   [         R                  [         R
                  /O[         R
                  /_SPS _SQS _SRS _SSS _STS _SUS _SVS _SWS _SXS _SYS _SZS _S[S _S\S _E0 S]S _S^S _S_S _S`S _SaS _SbS _ScS _SdS _SeS _SfS _SgS _Sh[         R                  /_Si[         R                  /_SjS _SkS _SlS _SmS _E0 SnS _SoS _SpS _SqS _SrS _SsS _StS _SuS _SvS _SwS _SxS _Sy[         R
                  /_Sz[         R
                  /_S{[         R
                  /_S|[         R
                  /_S}[         R
                  [         R                  /_S~[         R
                  [         R                  [         R                  /_E[        S:  a  [         R
                  /O/ [         R                  [         R                  /[         R
                  /[         R                  [         R                  [         R
                  [         R                  [         R                  /[         R                  [         R                  [         R
                  [         R                  [         R                  /[         R                  [         R                  [         R
                  [         R                  [         R                  /[         R                  [         R                  [         R
                  [         R                  [         R                  /[         R                  [         R                  [         R
                  [         R                  [         R                  /[         R                  [         R                  [         R
                  [         R                  [         R                  /[        S:  a  [         R
                  /O/ [        S:  a  [         R
                  /O/ [         R                  [         R                  [         R
                  [         R                  [         R                  /[         R                  [         R                  /[         R                  /[         R                  [         R                  [         R                  [         R
                  /S.En	[        S:  a  U	R                  0 SS _SS _SS _SS _SS _SS _SS _SS _SS _SS _SS _SS _SS _SS _SS _SS _SS _S S S [         R
                  [         R                  [         R                  [         R                  [         R                  /[         R                  /S.E5        [        SN:  a  U	R                  S S S.5        0 S[         R                  [         R                  [         R
                  [         R                  [         R                  /_S[         R                  [         R                  [         R                  /_S[         R                  [         R                  [         R                  /_S[         R                  [         R                  [         R                  /_SS _SS _SS _SS _S[         R                  [         R                  [         R                  /_S[         R                  [         R                  [         R                  /_S[         R                  [         R                  [         R                  /_S[         R                  [         R                  [         R                  /_S[         R                  [         R                  [         R                  /_S[         R                  [         R                  [         R                  /_S[         R                  [         R                  [         R                  /_S[         R                  [         R                  [         R                  /_S[         R                  [         R                  [         R                  /_[         R                  [         R                  [         R                  /[         R                  [         R                  [         R                  /[         R                  [         R                  [         R                  [         R
                  /[         R                  [         R                  [         R                  [         R
                  /[         R                  [         R                  [         R                  /[         R                  [         R                  [         R                  /[         R                  [         R                  [         R                  [         R
                  [         R                  [         R                  /S [         R                  [         R                  [         R                  /S.	En
S [         R                  /S.nS S S S S S S.nS{S 0nS[        S[        SS 4U4S jjnU  GHA  nUR                  UR                   -   nUU;   a(  U" U[        ["        R$                  " S5      UU   S95        UU;   a(  U" U[        ["        R$                  " S5      UU   S95        U	U
U4 H5  nUU;   d  M  UU;  d  M  U" U[        ["        R&                  UU   S95        M7     UU;   a2  UU;  a,  [        S:  a"  U" U[        ["        R&                  UU   S95        UU;   a_  UU;  aY  [         R(                  R*                  R-                  5       (       a,  [        S:  a"  U" U[        ["        R&                  UU   S95        UU;   aV  UU;  aP  [         R(                  R*                  R-                  S5      (       a"  U" U[        ["        R&                  UU   S95        UU;   a2  UU;  a,  [        S:  a"  U" U[        ["        R&                  UU   S95        UU;  d  GM  UU;  d  [        S:  d  GM  U" U[        ["        R&                  [         R.                  [         R                  /S95        GMD     U $ )N>   HTtmHmTabsaddcosexplogmulnegsgnsinsubsvdtanacosasinatanconjcoshdiagexp2fillfullimagitemkronlog2onesrealrsubsincsinhsqrttanhtriltriuviewchalfchunkcloneemptyexpm1isinflog10log1pouterrandnravelrsqrtslicesplitzero_zeroscfloatdsplitexpandhsplitisrealnarrowselectt_copyunbindunfoldvsplitflattenmovedimnonzeropermutereshapesigmoidsqueezeview_as__radd____rmul____rsub__argwherediagflatdiagonalisfinitenew_fullnew_onespositive	expand_as	full_like	new_zeros	ones_like	transpose	unflatten	unsqueeze	view_copy
alias_copy
as_strided
atleast_1d
atleast_2d
atleast_3d
contiguous
diag_embed
index_copy
reshape_as
zeros_like__getitem__expand_copymasked_fillnarrow_copyresolve_negtrue_divideunbind_copyunfold_copybroadcast_toindex_selectpermute_copyresolve_conjsqueeze_copytensor_splitunsafe_chunkunsafe_splitview_as_realconj_physicaldiagonal_copyempty_stridedmasked_selectscalar_tensorempty_permutedmasked_scattersplitlist_argstranspose_copyunsqueeze_copyas_strided_copysqueezemultiplediagonal_scattersplit_with_sizesbroadcast_tensorsrepeat_interleaveas_strided_scatterdivno_rounding_mode_unsafe_masked_indexsplit_with_sizes_copymeshgridlist_of_tensorsmeshgridvariadic_tensors
linalg.svdspecial.entrspecial.zetalinalg.diagonalspecial.xlog1pynn.functional.conv1dnn.functional.conv2dnn.functional.unfoldnn.functional.softsignnn.functional.tanhshrinknn.functional.padcircularspecial.spherical_bessel_j0nn.functional.conv_transpose1dnn.functional.conv_transpose2dnn.functional.conv_transpose3d0nn.functional.feature_alpha_dropoutwithout_train>k   eqmmmvneallanybmmcatcovdivdoteyeintsumboolbytechardifffliphalflerplongmeanprodrollr0   r1   stftacoshaddmvangleatanhequalfloatinnerisnanldexprot90shortstacktracetrapzwheredstackeinsumfliplrflipudhstackmatmulsquarevstackaddcdivaddcmulisclose__rdiv__allclosebfloat16corrcoefgradientlinspacepinverse	logsumexp	tensordot	trapezoid
_chunk_cat
logical_or
reciprocal__rmatmul__logical_andlogical_notlogical_xorsum_to_sizecolumn_stackcombinationscount_nonzerocartesian_prodaddmmdecomposedconstant_pad_ndlinspacetensor_overloadfft.fftfft.fft2fft.fftnfft.hfftfft.ifft	fft.hfft2	fft.hfftn	fft.ifft2	fft.ifftn	fft.irfft
fft.irfft2
fft.irfftn
masked.std
masked.sum
masked.varlinalg.pinvmasked.meanmasked.prodfft.fftshiftfft.ifftshiftlinalg.multi_dotmasked.logsumexpnn.functional.rms_normnn.functional.padreflectnn.functional.padconstantnn.functional.padreplicatenn.functional.pixel_shufflenn.functional.pixel_unshuffle)cdistatan2argsortsortcumsumcumprodcumulative_trapezoidzmasked.cumsumzmasked.cumprodzlinalg.vandermasked.softminmasked.softmaxmasked.log_softmaxgrid_sampler_2d)r  r  r   logspacelogspacetensor_overloadz
linalg.eigzlinalg.eigvalsputcauchy_cauchycholesky_inversecholesky_solvefrexpgcdgeqrfznn.functional.grid_sample	heavisideigammaigammacindex_reduceprodindex_reducemeanindex_reduceamaxindex_reduceaminkthvaluelcmzlinalg.condzlinalg.eighzlinalg.eigvalshzlinalg.householder_productzlinalg.ldl_factorzlinalg.ldl_factor_exzlinalg.ldl_solvezlinalg.lstsqzlinalg.lstsqgrad_orientedz	linalg.luzlinalg.lu_solvezlinalg.matrix_normzlinalg.normzlinalg.normsubgradients_at_zeroz	linalg.qrzlinalg.svdvalszlinalg.vecdotlogcumsumexplu_solvezmasked.median
matrix_expmodenative_dropout_backwardnormnucz#nn.functional.fractional_max_pool2dz#nn.functional.fractional_max_pool3dz!nn.functional.adaptive_avg_pool3dz!nn.functional.adaptive_max_pool3dznn.functional.interpolateareaz nn.functional.interpolatebicubicznn.functional.max_unpool1dgradznn.functional.max_unpool2dgradznn.functional.max_unpool3dgradznn.functional.avg_pool3dznn.functional.ctc_lossznn.functional.embedding_bagznn.functional.max_pool3dznn.functional.max_unpool1dznn.functional.max_unpool2dznn.functional.max_unpool3dznn.functional.multi_margin_lossz$nn.functional.multilabel_margin_lossznn.functional.pdistznn.functional.rreluznn.functional.normormqrpca_lowrankqrscatter_reduceamaxg      .@scatter_reduceaminsegment_reducez_segment.reducezsegment.reducesegment_reduce_offsets_segment_reduce_offsets_segment_reduce_lengths_segment_reducelengths_segment_reduceoffsetsz	sparse.mmzsparse.sampled_addmmsparse.mmreducezspecial.airy_aizspecial.erfcxzspecial.laguerre_polynomial_lzspecial.log_ndtrzspecial.ndtrisvd_lowranksymeigtaketo	to_sparseuniquevdotsegment_reduce__upsample_bilinear2d_aa_upsample_bicubic2d_aa	geometric
geometric_log_normal_
log_normalcdoubledoubleznn.functional.softminwith_dtypelog_softmaxwith_dtypesoftmaxwith_dtypefloat_powerzlinalg.matrix_rankhermitianzlinalg.pinvhermitiannonzero_staticz!nn.functional.adaptive_avg_pool1dz!nn.functional.adaptive_avg_pool2dr   r   nn.functional.conv3dr   r   r   g      ,@)r   histc	index_addznn.functional.linearr   addbmmaddmmbaddbmmmatr   r   bincountroundrounddecimals_0#_unsafe_masked_index_put_accumulater   r   r   r   r   r   r   r   r  z	fft.ihfftz
fft.ihfft2z
fft.ihfftnr  r  r  zfft.rfft)z	fft.rfft2z	fft.rfftnr   isinznn.functional.max_pool2d)quantilenanquantiletopkmultinomialuniform	rand_likerandintrandint_liker?   
randn_like	bernoulliexponentialz-nn.functional.feature_alpha_dropoutwith_trainnormalnormalin_placenormalnumber_meanznn.functional.alpha_dropoutznn.functional.dropoutznn.functional.dropout2d)	znn.functional.dropout3dz*nn.functional.multi_head_attention_forward	index_put__rpow__resize_
resize_as_addras_stridedpartial_viewsz*nn.functional.scaled_dot_product_attention)linalg.matrix_rankarange)	new_emptynew_empty_stridedr   r9   
empty_liker   opdr   c                 D   > Tb  TUl         U R                  U4-   U l        g N)r
   
decorators)r~  r  r
   s     \/var/www/fran/franai/venv/lib/python3.13/site-packages/torch/testing/_internal/common_mps.pyaddDecorator&mps_ops_modifier.<locals>.addDecorator  s"    & +MMQD0BM    zSkipping empty ops.dtypeszSkipped!g,@皙*@   )torchfloat32r   int16int32int64uint8int8float16r   	complex64r   updater   r   namevariant_test_nameunittestskipexpectedFailurebackendsmpsis_macos13_or_newer	complex32)r	   r
   r   SUPPORTED_COMPLEX_OPS&AFTER_MACOS_14_0_SUPPORTED_COMPLEX_OPSMACOS_BEFORE_13_3_XFAILLISTMACOS_AFTER_13_1_XFAILLISTMACOS_13_3_XFAILLISTMACOS_BEFORE_14_4_XFAILLISTUNIMPLEMENTED_XFAILLISTUNDEFINED_XFAILLISTON_MPS_XFAILLISTEMPTY_OPS_SKIPLISTSKIPLISTr  r~  key	xfaillists    `                r  mps_ops_modifierr     s   
 " O_!
Bl2
.` mm_ 



 uzz5;;

K ZZejj%--H{{m}%*[[M#kk]${{m#kk]  %}}emm<$}}emm<#(==%--"@M''
#V  &
"( 



 



) 
> %//*'
#n#
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 dn#
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v #U[[Mwn#
x -u{{myn#
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H %2D$8EKK=bmmU^^4++ 

% 

  {{EKKekk5::Vkk5;;U[[%**UU[[%++u{{EJJWKKekk5;;

S'4t';u{{m,9D,@EKK=b 

 mmU^^4 %/ 

	4Qn#
` 4#**t  	
             !$ !$   !$  !$!" #$ "&!%  

 27=!F 4#** $#'Q
 

Q
 Q
" u}}ennE#Q
$ %--G%Q
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2 <>3Q
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> u}}emmU^^L?Q
@  %--!OAQ
B *,CQ
L $emmU]]ENN%SMQ
N &u}}enn'UOQ
P ).u}}enn'U ; 

	 U[[%++u{{Ku}}ennE ==%--H 



 (, ;YQ
l #'{{m
 !%! "
$ #D
	1V 	1 	1 	1 B''B000C((  &;<1#6 hX]]:%>xPS}U (# 	
 )#?(B $X%=%=iPSnU 22."T)  00:3? 22.^^'';;==-RVBV  00:3? 11.NN&&::1==  009STW9X ++."d*  009Mc9R //AA 4'  00 %Aa p 
r  c                    0 S[         R                  [         R                  /_S[         R                  [         R                  /_SS _SS _S[         R                  /_S[         R                  [         R                  /_S[         R                  [         R                  /_S[         R                  /_S	[         R                  [         R                  /_S
[         R                  [         R                  /_S[         R                  [         R                  /_S[         R                  [         R                  /_S[         R                  [         R                  /_S[         R                  [         R                  /_S[         R                  [         R                  /_S[         R                  [         R                  /_S[         R                  [         R                  /_0 S[         R                  /_S[         R                  /_S[         R                  /_S[         R                  [         R                  /_SS _SS _S[         R                  [         R                  /_S[         R                  [         R                  /_S[         R                  [         R                  /_S[         R                  [         R                  /_S[         R                  [         R                  /_S[         R                  [         R                  /_S[         R                  [         R                  /_S[         R                  /_S [         R                  [         R                  /_S![         R                  /_S"[         R                  /_E[         R                  /[         R                  /[         R                  /[         R                  /[         R                  /[         R                  /[         R                  /[         R                  /[         R                  /[         R                  [         R                  /[         R                  /[         R                  /S#.En[         R                  [         R                  /[         R                  [         R                  /[         R                  [         R                  /[         R                  /[         R                  /[         R                  [         R                  [         R                  /[         R                  /S$.n[         R                  /[         R                  /[         R                  /[         R                  /[         R                  /[         R                  /[         R                  /S%.nS&[         R                  /0nS [         R                  /S'.nS([        S)[
        S*S 4S+ jnU  GH!  nUR                  UR                  -   nX;   a!  U" U[        [        R                  X   S,95        X;   a!  U" U[        [        R                  X8   S,95        X;   a!  U" U[        [        R                  XX   S,95        X;   aX  [         R                  R                  R                  5       (       a+  [        S-:  a!  U" U[        [        R                  X(   S,95        X;   d  M  [        S-:  d  GM   U" U[        [        R                  XH   S,95        GM$     U $ ).N_segment_reducer   rM  rN  rD  unique_consecutiver   r  zmasked.scatter
index_fillzlinalg.solvezlinalg.solve_exzlinalg.tensorsolvez
linalg.detzlinalg.slogdetlogdetaminmaxz
special.i1zspecial.i1er   ro  r   	nextafterfloor_dividerx   histogramdd	histogramr   r   r)   znn.functional.smooth_l1_lossr?   zsignal.windows.bartlettzsignal.windows.blackman)zsignal.windows.cosinezsignal.windows.exponentialzsignal.windows.gaussianzsignal.windows.general_cosinezsignal.windows.general_hammingzsignal.windows.hammingzsignal.windows.hannzsignal.windows.kaiserzsignal.windows.nuttallr   ra  rg  )r  r  r  r   triangular_solver  msort)znn.functional.pairwise_distancer   r   rY  r   r   r   r  )ry  rY  r~  r  r   c                 .    U R                   U4-   U l         g r  r  r~  r  s     r  r  +mps_ops_grad_modifier.<locals>.addDecorator      MMQD0BMr  r  r  )r  r  r  r   r   r   r  r  r  r  r  r  r  r  r   )	r	   XFAILLIST_GRAD MACOS_BEFORE_13_3_XFAILLIST_GRADSKIPLIST_GRADMACOS_13_3_XFAILLIST_GRADr  r  r~  r  s	            r  mps_ops_grad_modifierr  '  s   H
u}}=H
 5==%--8H
 &t	H

 %dH
 H
 !5==%--"@H
 emmU]];H
 emm_H
 u}}emm<H
 5==%--8H
 U]]EMM:H
  H
" !##H
* 5==%--8+H
, -H
4 u}}emm45H
6 u}}57H
8 5==/9H
: EMM?;H
> emm_?H
B EMM5==9CH
H DIH
L MH
P U]]EMM:QH
T EMM5==9UH
X EMM5==9YH
\ %--7]H
` 6aH
b emmU]]3cH
f U]]EMM2gH
j +U]]OkH
n emmU]]3oH
p &qH
r &sH
t ',mm_+0==/(-.3mm_/4}}o',}}o$)MM?&+mm_',}}oMM5==1mm_]]OOH
X  %}}emm<$}}emm<#(==%--"@mm_!& %u}}ennM
 mm_,
(" 16%*]]O%*]]O%*]]O/4}}o/4}}o/4}}o	
  emm_%
! #'%*]]O
	1V 	1 	1 	1 B''B000C$ !9!9.BUV
 #RhmmMDV!WX&  009I9N 6""6688]T=Q  00?D /]d5J  009R9W? J 
r  c                     1 SknS[         S[        SS 4S jnU  HC  nUR                  UR                  -   nXA;   d  M#  U" U[        [        R
                  5      5        ME     U $ )N>   r   amaxamingatherr  complexscatter__rmod__rt  r[   rn  	clamp_max	clamp_minrh  scatter_addr~   r3  r   r   r   rY  r~  r  r   c                 .    U R                   U4-   U l         g r  r  r  s     r  r  3mps_ops_error_inputs_modifier.<locals>.addDecorator  r  r  )r   r   r  r  r  r  )r	   	XFAILLISTr  r~  r  s        r  mps_ops_error_inputs_modifierr    se    
	:	1V 	1 	1 	1 B''B000CRh.F.F!GH 
 
r  )NN)r  collections.abcr   typingr   r  common_utilsr   opinfo.corer   r   r  r  is_availablestrlistr  r  r   r  r  <module>r     s     $   ' - 	>>""$$ &*/3XfXc]X "$s),X 
&		Xt^8F#3 ^8H ^@'8F+; '@P 'y %r  