
    9i                     r0   % S SK r S SKrS SKrS SKrS SKrS SKrS SKJrJrJrJ	r	J
r
  S SKJrJr  S SKrS SKJr  S SKJr  S SKrS SKJrJrJr  S SKJrJrJrJrJ r   S SK!J"r"  S SK#J$r$  S SK%J&r&  S S	K'J(r(  S S
K)J*r*  S SKJ+r+J,r,J-r-  S SK.J/r/J0r0  SSK1J2r2J3r3  SSKJ4r4J5r5J6r6  \	" S5      r7\" S5      r8\
\Rr                  Rt                  \Rr                  Rv                  4   r<\\=S'   \R|                  " \?5      r@\R                  R                  rB\R                  R                  rC\R                  R                  rD\R                  R                  rE\R                  R                  rF\" / \BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\BR                  P\(P\BR                  P\BR                  P\BR                  P\BR                  R                  P\BR                  R                  P\DR                  P\ER                  P5      rr0 \" 5       E\rErs\BR                  \BR                  \BR                  \BR                  R                  \BR                  \BR                  \BR                  \BR:                  \BR                  \BR                  \BR                  \BR                  \BGR                   GR                  \BGR                  \BGR                  \BGR                  \BGR
                  /r\\
\Rr                  GR                  \Rr                  Rv                  4      \=S'   \" \s\5        S\
\<\\<   4   S\\\8\74   /\\8\74   4   4S jr\" \BR:                  /5      S\GR                  S\GR                  S\mS\mS\S\GR                  4S j5       r\" \BGR                  R                  /5      SSS.S\GR                  S\\GR                  GR                     S \\GR                  GR                     SS4S! jj5       r\" \BGR                   /5      \   SS"\GR                  S\\GR                  GR                     S \\GR                  GR                     S\GR                  4S# jj5       5       r\" \BGR"                  /5      S$\\
\m\GR                  4      S%\GR                  GR                  S&\S\GR                  4S' j5       r\" \BR                  /5      SS(.S"\GR                  S)\mS*\GR                  S+\GR                  S,\GR                  GR                  S\GR                  4S- jj5       r|\" \BGR$                  R                  /5      S$\\
\m\GR                  4      S.\\m   S&\S\GR                  4S/ j5       r\" \BGR&                  /5      S\GR                  S0\GR                  S1\GR                  S2\\m   S3\
\m\\m   4   S4\
\m\\m   4   S5\
\m\\m   4   S6\S7\\m   S8\mS9\\   S\\GR                  \GR                  \GR                  4   4S: j5       r\" \BGR*                  GR,                  /5      SS"\GR                  S;\mS\GR                  4S< jj5       r\" \BGR0                  /5      \ SS=\GR                  S>\GR                  S?\\GR2                     S\GR                  4S@ jj5       5       r\" \BGR4                  /5      \   SS=\GR                  SA\GR                  SB\GR                  S?\\GR2                     SC\GR                  GR                  S,\GR                  GR                  S\GR                  4SD jj5       5       r\" \BGR6                  /5      \ SS=\GR                  SE\GR                  S?\\GR2                     S\GR                  4SF jj5       5       r\" \BGR8                  R                  /5       SSG\\GR                     S)\mS\GR                  4SH jj5       r\" \BGR:                  /5      S"\GR                  S\GR                  4SI j5       r\" \BGR<                  /5      SS(.S"\GR                  SJ\GR                  S,\\GR                  GR                     S\GR                  4SK jj5       r\" \BGR>                  /5      S=\GR                  S\GR                  4SL j5       r\" \BGR@                  \BGRB                  /5      S=\GR                  S\GR                  4SM j5       r\" \BGRD                  \CGRD                  /5      S=\GR                  SN\GR                  S\GR                  4SO j5       r\" \BGRF                  \CGRF                  /5      S=\GR                  SN\GR                  S\GR                  4SP j5       r\" \BGRH                  5        SS=\GR                  S)\\m   SR\S\GR                  4SS jj5       r\" \BGRJ                  5        SS=\GR                  S)\\m   SR\S\GR                  4ST jj5       r\" \BGRL                  /5      S=\GR                  S)\mSU\mSV\mS\GR                  4
SW j5       r\" \BGRN                  R                  /5      S=\GR                  S$\\
\m\GR                  4      S\GR                  4SX j5       r\" \BGRN                  GR2                  /5      S=\GR                  SY\GR2                  S\GR                  4SZ j5       rS=\GR                  S\\GRT                  \GRV                  4   4S[ jr\" \BGRZ                  5      SSSSQSQ\GR\                  S\.S=\GR                  S%\
\m\4   SY\\GR2                     S]\\GR`                     S^\\GRb                     S_\S`\Sa\GRd                  S\GR                  4Sb jj5       rSS\GR\                  Sc.Sd\Se\GR                  4   S=\GR                  SY\\GR2                     S^\\GRb                     Sa\GRd                  S&\S\GR                  4Sf jjr\" \BGRh                  5      S=\GR                  S&\S\GR                  4Sg j5       r\" \BGRj                  5      S=\GR                  S&\S\GR                  4Sh j5       r\" \BGRl                  R                  5      S=\GR                  Si\mS&\S\GR                  4Sj j5       r\" \BGRl                  GRn                  5      S=\GR                  Sk\mSi\mS&\S\GR                  4
Sl j5       r\" \BGRr                  R                  5      Si\mS$\\
\m\GR                  4      S&\S\GR                  4Sm j5       r\" \DR                  R                  5       SS0\GR                  S1\GR                  Sn\\GR                     S\GR                  4So jj5       rp\" \ER                  R                  5      S0\GR                  Sp\GR                  Sq\GR                  S1\GR                  Sr\GR                  Ss\GR                  Sn\GR                  St\GR                  Su\GR                  Sv\mS\GR                  4Sw j5       rq\" \R                  R                  GRt                  5      Sx\GR                  S\GR                  4Sy j5       r\" \BGRx                  /5      \   SSz\GR                  S{\GR                  S|\mS}\mS~\S\GR                  4S jj5       5       r\" \BGRz                  GR|                  5       SS=\\GR                     S\\GR                     S\\GR                     S\S\\GR                     4
S jj5       r\" \BGR                  GR|                  5       SS=\\GR                     S\\GR                     S\\GR                     S\S\\GR                     4
S jj5       r\" \BGR                  GR|                  5      S\\GR                     S\\GR                     S1\GR                  GR                  S\\GR                     4S j5       r\" \BGR                  GR                  5      S\\GR                     S\\GR                     S\\GR                  GR                     S\\GR                     4S j5       r\BGR                  R                  GR                  \GR                  GR                  GR                  5      \" \BGR                  5      S0\GR                  S1\GR                  Sn\R                  \GR                     S\R                  \GR                     S\R                  \GR                     S\S\S\S\\GR                  \GR                  \GR                  4   4S j5       5       r\ GR                  S\\\Se\4   4   4S j5       rS\\\Se\4   4   4S jr\" \BGR                  5      S=\GR                  S\GR                  S\GR                  S\GR                  4S j5       r\" \FGR                  GR                  5      S0\GR                  S\mS\mS\SY\GR2                  S\\GR                  \GR                  4   4S j5       r\" \BGR                  5       SS=\GR                  S*\GR                  S\GR                  S\S\GR                  4
S jj5       r\" \BGR                  5       SS=\GR                  S*\GR                  S\GR                  S\S\GR                  4
S jj5       r\" \BR                  R                  5      \S\GR                  S\GR                  S)\mS\GR2                  S\GR                  4
S j5       5       ry\" \BGR                  5      SS.S=\GR                  S)\mS*\GR                  S\GR                  S\S\S\GR                  4S jj5       rS"\GR                  S\\m   S3\\
\m\\m   4      S4\
\m\\m   4   S5\
\m\\m   4   S\S)\mS\\GR                  \GR                  4   4S jr\" \BGR                  5          SS"\GR                  S\\m   S3\\
\m\\m   4      S4\
\m\\m   4   S5\
\m\\m   4   S\S\\GR                  \GR                  4   4S jj5       r\" \BGR                  5          SS"\GR                  S\\m   S3\\
\m\\m   4      S4\
\m\\m   4   S5\
\m\\m   4   S\S\\GR                  \GR                  4   4S jj5       r\" \BGR                  5      S"\GR                  S\\m   S\\GR                  \GR                  4   4S j5       r\" \BGR                  GR|                  5      SQSQSSS.S\GR                  S=\GR                  GR                  S\S\S\\   S\\GR                     S\GR                  4S jj5       r\" \BGR                  5          SS=\GR                  S\GR                  S\S\S\S\\GR                     S\\GR                  \GR                  4   4S jj5       r\" \BGR                  GR                  5       SS\GR                  S\\m   S\GR                  4S jj5       rg)    N)AnyCallableOptionalTypeVarUnion)	ParamSpec	TypeAlias)core_aten_decompositionsget_decompositionsremove_decompositions)_grid_sampler_2d
_index_addembedding_dense_backwardpw_cast_for_opmath"pw_cast_for_opmath_non_tensor_args)extra_random_decomps)counters)	is_fbcode)	out_dtype)pad_listlike)elementwise_dtypesELEMENTWISE_TYPE_PROMOTION_KINDtype_to_dtype)guard_or_falsestatically_known_true   )configinductor_prims)is_gpu,needs_fallback_due_to_atomic_add_limitationsuse_scatter_fallback_T_P_GenericOperatordecomps_to_excludeopsreturnc                     [        U [        5      (       a  U OU / H%  nU[        ;   d  M  [        R	                  SU 5        M'     [
        R                  " U [        5      $ )Nzduplicate decomp: %s)
isinstancelistdecompositionslogwarningdecompregister_decomposition)r&   ops     ]/var/www/html/land-doc-ocr/venv/lib/python3.13/site-packages/torch/_inductor/decomposition.pyr/   r/      sM      T**c5KK.4 6 ((n==    grad_outputindicesnum_weightspadding_idxscale_grad_by_freqc                 J    U R                   (       a  [        $ [        XX#U5      $ N)is_xpuNotImplementeddecomp_embedding_dense_backward)r3   r4   r5   r6   r7   s        r1   _embedding_dense_backwardr=      s(     *k8J r2   )minmaxsymbolr>   r?   c                    g r9    )r@   r>   r?   s      r1   sym_constrain_range_for_sizerC      s     r2   xc                 V    Ub  U R                  U5      n Ub  U R                  U5      n U $ r9   )	clamp_min	clamp_max)rD   r>   r?   s      r1   clamprH      s/     KK
KKHr2   size
fill_valuekwargsc                     UR                  S5      nUc.  [        [        U5      5      US'   [        R                  " X40 UD6$ [
        $ )Ndtype)getr   typetorchfullr;   )rI   rJ   rK   rM   s       r1   rQ   rQ      sD     JJwE}'Z(89wzz$5f55r2   alphadimindextensorrS   c          	          [        5       (       d$  U R                  [        R                  :X  a  [        $ [        XX#SUS9$ )NF)inplacerS   )r   rM   rP   bfloat16r;   r   )rD   rT   rU   rV   rS   s        r1   	index_addrZ      s1     ;;177enn4!%eLLr2   physical_layoutc                     S/[        U 5      -  n[        U5       H	  u  pEXCU'   M     [        R                  " U Vs/ s H  oPU   PM	     sn40 UD6R	                  U5      $ s  snf Nr   )len	enumeraterP   emptypermute)rI   r[   rK   permpls         r1   empty_permutedre      s^     3T?D/*Q +;;9AQ9DVDLLTRR9s   A!inputweight
bias_sizesstridepaddingdilation
transposedoutput_paddinggroupsoutput_maskc                 >   U
S   (       a$  [        U R                  R                  5      (       d  [        $ [        R                  U S/[        [        SU R                  5       5      5      -   5      n[        R                  U UUUUUUUUU	U
S   U
S   S/5      u  pnXU4$ )N   r   r   F)
r   devicerO   r;   atensumr*   rangerT   convolution_backward)r3   rf   rg   rh   ri   rj   rk   rl   rm   rn   ro   	grad_biasgrad_inpgrad_weight_s                  r1   rv   rv      s     q>(:(:(?(?!@!@qcDq+//:K1L,M&MNI#88	QQ/ H1 9--r2   decimalsc                 F    SU-  n[         R                  X-  5      SU-  -  $ )Ng      $@g      ?)rs   round)rD   r{   ten_pow_decimalss      r1   	round_decr   	  s)    X~::a*+s5E/EFFr2   selfbatch2r   c                    [         R                  (       a  U R                  R                  S;  ar  [	        U R
                  S   S:H  5      (       d   [	        UR
                  S   S:H  5      (       a2  U R                  S5      UR                  S5      -  R                  SS9nU$ U R                  R                  S:X  a  [	        U R                  S5      S:H  5      (       a|  [	        UR                  S5      S:H  5      (       aZ  [        S   S==   S-  ss'   [        R                  " U R                  S5      UR                  S5      -  SS	S
9R                  S5      $ [        $ )Ncpumpsr   rq   rT   r   inductordecompose_bmmTrT   keepdim)r   coordinate_descent_tuningrr   rO   r   shape	unsqueezert   rI   r   rP   squeezer;   )r   r   r   outs       r1   bmmr     s#    ''DKK,<,<N,R A!!3448MLLOq 9
 9
 >>"%(8(8(;;@@Q@GCJ{{5  1!2338MKKOq 9
 9
 Z 1Q6199Q&.."44!Til r2   mat1mat2betac                    U R                   R                  S:X  GaG  [        UR                  S5      S:H  5      (       a  [        UR                  S5      S:H  5      (       ac  [        S   S==   S-  ss'   [
        R                  " UR                  S5      UR                  S5      -  SSS9R                  S5      nXV-  X@-  -   $ [        UR                  S5      S:H  5      (       a~  [        UR                  S5      S	:*  5      (       a\  [        UR                  S5      S	:*  5      (       a:  [        S   S==   S-  ss'   UR                  U-  R                  SSS9nXV-  X@-  -   $ [        $ )
Nr   r   r   r   r   decompose_addmmTr      )rr   rO   r   rI   r   rP   rt   r   r   r   Tr;   )r   r   r   r   r   rS   r   s          r1   addmmr   )  s;    {{5  1!2338MIIbMQ9
 9
 Z !23q83))Q$,,r"224il  ;,,!$))A,!"344tyy|r122tyy|r122Z !23q8366D=%%!T%:C;,,r2   input2c                 j   [         R                  (       a  U R                  R                  S;  ap  [	        U R
                  S   S:H  5      (       d   [	        UR
                  S   S:H  5      (       a0  U R                  S5      UR                  S5      -  R                  SS9$ U R                  R                  S:X  Gat  [	        U R                  S5      S:H  5      (       a  [	        U R                  S5      S:  5      (       a  [	        UR                  S5      S:H  5      (       ap  U R                  UR                  :X  aV  [        [        R                  " U 5      [        R                  " U5      -   S:*  5      (       a  [        S	   S
==   S-  ss'   X-  $ [	        U R                  S5      S:H  5      (       a|  [	        UR                  S5      S:H  5      (       aZ  [        S	   S
==   S-  ss'   [        R                  " U R                  S5      UR                  S5      -  SSS9R                  S5      $ [        $ )Nr   r   r   rq   r   r   r       r   decompose_mmTr   )r   r   rr   rO   r   r   r   rt   rI   rM   r   rP   numelr   r   r;   )r   r   r   s      r1   mmr   G  s    ''DKK,<,<N,R A!!3448MLLOq 9
 9
 NN1%(8(8(;;@@Q@GG{{5 !$))B-1"455%diilQ&677%fkk!n&9::v||+D 1EKK4G GBNOOZ 0A50=  1!2338MKKOq 9
 9
 Z 0A5099Q&.."44!Til r2   tensorsc                 0  ^^ S[         R                  S[        4U4S jjn[        [	        X 5      5      m[        T5      S:X  aO  [        U S[        R                  06S   nTS   nX4R                  :X  a  UR                  5       $ UR                  US9$ S[        T5      s=:  a  [        U 5      :  a#  O  O [        R                  R                  TT5      $ [        T5      S:  a  [        U4S jT 5       5      (       a  TS   n[        UR                   5      nTS:  a  T[        UR                   5      -   OTmUR#                  T[        T5      5        UR%                  T5      R&                  " U6 R)                  TTS-   5      R                  5       $ [*        $ )	NrD   r'   c                    > [        U R                  5      S:X  a!  [        U R                  S   S:H  5      (       a  gT[        U R                  5      :  a!  [        U R                  T   S:H  5      (       a  gg)Nr   r   FT)r^   r   r   )rD   rT   s    r1   non_empty_tensorcat.<locals>.non_empty_tensoru  s[    " qww<1
a!@!@QWW.1B"C"Cr2   r   type_promotion_kindr   rM   c              3   0   >#    U  H  oTS    L v   M     g7f)r   NrB   ).0tfiltered_tensorss     r1   	<genexpr>cat.<locals>.<genexpr>  s      )*:Qa  *:s   )rP   Tensorboolr*   filterr^   r   r   DEFAULTrM   clonetors   catdefaultallr   insertr   expandflattenr;   )r   rT   r   promoted_dtype
filtered_tinpr   r   s    `     @r1   r   r   p  s   
ELL T 2 F#3=>
!+
 ? G G
  &a(
 !1!11 	
 ^4	

 
S!"	1S\	1xx 0#66 q S )*:) & & q!SYY&)AgcC		N"3S#./0}}S!((%088cAgFLLNN r2   c                 *   U R                  5       (       ah  [        R                  " [        R                  " U R                  5      [        S5      [        R                  " U R                  U R                  5      5      $ [        U [        R                  S9u  p[        R                  " [        R                  X R                  S9n[        R                  " U S:  US5      n[        R                  " [        R                  " U 5      [        S5      U5      $ )Nnan)r   rM   rr   r   g        )
is_complexrP   whereisnanrealfloatatan2imagr   r   INT_TO_FLOATscalar_tensormathpirr   )rD   rz   rM   r   rets        r1   angler     s    ||~~{{KKuu{{166166/J
 	
 "	;HHHA 
		TWWE((	CB
++a!eR
%C;;u{{1~uU|S99r2   yc                   [         R                  " U 5      =(       a    U R                  5       n[         R                  " U5      =(       a    UR                  5       nU(       a  U(       d  [        $ SnU R                  S:X  a  UR                  S:X  a  SnU R                  S:X  a  U R                  S5      n UR                  S:X  a  UR                  S5      nUnUb  X!-  n[         R                  " U R                  UR                  5      nS[         R                  S[         R                  4S jnU S-   n US-   nU" U R                  U R                  R                  5      5      n	U" UR                  UR                  R                  5      5      n
[         R                  " X-   SS	9R                  U5      nU(       a  US   $ U$ )
NFr   Tr   rV   r'   c                     U R                   Gt pUS-  S:w  a  [        S5      e/ UQUS-  PSP7nU R                  U5      nU$ )zNReshape tensor from [*initial_dims, last_dim] to *initial_dims, last_dim/2, 2]rq   r   zQThe size of the last dimension must be even to reshape it to [..., last_dim/2, 2])r   AssertionErrorview)rV   initial_dimslast_dim	new_shapereshaped_tensors        r1   reshape_tensor_complex#add.<locals>.reshape_tensor_complex  s\     #),, a<1 c 
 6l5HM515	 ++i0r2   )	start_dim)rP   	is_tensorr   r;   ndimreshapepromote_typesrM   r   r   r   r   )rD   r   rS   x_is_complex_tensory_is_complex_tensoroutput_size_zerozcomplex_typer   
x_reshaped
z_reshapedresults               r1   addr     sV     //!,?//!,?&9vv{qvv{vv{IIaLvv{IIaL	AI&&qww8Lu||  $ 	
AA	AA'qvv||(<=J'qvv||(<=J]]:2bAFF|TFayMr2   c                 <    U R                  5       (       a  [        $ U $ r9   )r   r;   r   s    r1   conj_physicalr     s    Kr2   c                     U $ r9   rB   r   s    r1   liftr     s    Kr2   otherc                 b    [         R                  " [         R                  " U5      X:  -  X5      $ r9   rP   r   r   r   r   s     r1   fminr   	  #    ;;u{{5)U\:DHHr2   c                 b    [         R                  " [         R                  " U5      X:  -  X5      $ r9   r   r   s     r1   fmaxr     r   r2   Fr   c                 t    U R                   [        R                  :X  a  [        R                  " XUS9$ [        $ Nr   )rM   rP   r   anyr;   r   rT   r   s      r1   amaxr     +     zzUZZyy88r2   c                 t    U R                   [        R                  :X  a  [        R                  " XUS9$ [        $ r   )rM   rP   r   r   r;   r   s      r1   aminr     r   r2   startlengthc                 L    [         R                  " XX#5      R                  5       $ r9   )rP   narrowr   )r   rT   r   r   s       r1   narrow_copyr   )  s     <<517799r2   c                 H    [         R                  X5      R                  5       $ r9   )rs   r   r   )r   rI   s     r1   view_copy_defaultr  3  s    
 99T &&((r2   rM   c                 @    U R                  U5      R                  5       $ r9   )r   r   )r   rM   s     r1   view_copy_dtyper  ;  s    
 775>!!r2   c                     [         R                  " U 5      nU Vs/ s H  o R                  U   PM     nnS/[        U5      -  n[	        U5       H	  u  pRXTU'   M     X44$ s  snf r]   )utils3compute_elementwise_output_logical_to_physical_permr   r^   r_   )r   r[   rd   r   permutationrc   s         r1   _get_shape_permutation_liker  C  sg     OOPTUO$34OqZZ]OE4#E
"K/*A +  5s   A)rM   layoutrr   
pin_memoryrequires_gradmemory_formatr	  rr   r
  r  r  c          
         Uc  U R                   OUnUc  U R                  OUnUc  U R                  OUnU[        R                  :w  a3  [        R
                  " U R                  UUUUUUS9nUR                  US9$ U[        R                  :X  d   e[        U 5      u  p[        R
                  " U	UUUUUUS9nU
[        [        [        U
5      5      5      :X  a  U$ UR                  U
5      R                  5       $ )N)rM   r	  rr   r
  r  r  )rM   r	  rr   rP   preserve_formatrQ   r   r   stridedr  r*   ru   r^   ra   r   )r   rJ   rM   r	  rr   r
  r  r  r   r   r  s              r1   	full_liker  P  s      -DJJUE"NT[[F"NT[[F---JJ!'
 yy}y55 &&&8>!'
 $uS%5677M~~k*0022r2   )rM   rr   r  rand_fn.c                j   Uc  UR                   OUnUc  UR                  OUnU[        R                  :w  a#  U " UR                  4UUS.UD6R                  US9$ [        U5      u  pgU " U4UUS.UD6nU[        [        [        U5      5      5      :X  a  U$ UR                  U5      R                  5       $ )Nr   r  )rM   rr   rP   r  r   r   r  r*   ru   r^   ra   r   )	r  r   rM   rr   r  rK   r   r  r   s	            r1   
_rand_liker  }  s      -DJJUE"NT[[F---JJ

 	

 "="
)	* 5T:E 	F d5[!1233>>+&,,..r2   c                 8    [        [        R                  U 40 UD6$ r9   )r  rP   randr   rK   s     r1   	rand_liker    s    ejj$1&11r2   c                 8    [        [        R                  U 40 UD6$ r9   )r  rP   randnr  s     r1   
randn_liker    s    ekk42622r2   highc                 x    [        [        R                  " [        R                  R
                  SU5      U 40 UD6$ r]   r  	functoolspartialrs   randintlow)r   r  rK   s      r1   randint_liker#    s-    i''(8(8!TBDSFSSr2   r"  c                 v    [        [        R                  " [        R                  R
                  X5      U 40 UD6$ r9   r  )r   r"  r  rK   s       r1   randint_like_lowr%    s-     i''(8(8#DdUfUUr2   c                 F    [         R                  R                  " SX40 UD6$ r]   )rs   r!  r"  )r  rI   rK   s      r1   r!  r!    s      <<At4V44r2   biasc                     [         R                  R                  R                  U5      n[         R                  R                  R	                  XX!R                  5       S   5      $ r]   )rP   r&   
_quantized$wrapped_fbgemm_pack_gemm_matrix_fp16!wrapped_fbgemm_linear_fp16_weightrI   )rf   rg   r'  packed_weights       r1   #linear_dynamic_fp16_unpacked_weightr-    sK     II((MMfUM99AAdKKM!$4 r2   input_scaleinput_zero_pointweight_scaleweight_zero_point	out_scaleout_zero_pointout_channelc
           	          [         R                  R                  R                  X4XV5      n
[         R                  R                  R	                  U UUU
UUU	5      $ r9   )rP   r&   r)  _wrapped_linear_prepack#_wrapped_quantized_linear_prepacked)rf   r.  r/  rg   r0  r1  r'  r2  r3  r4  r,  s              r1   wrapped_quantized_linearr8    sX     II((@@/M 99CC r2   packedc                     S[         R                  S[         R                  4S jnU" U SSS24   5      nU" U SSS 24   5      nU SS S24   R                  [         R                  5      U-  U-   $ )Nu8r'   c                   ^  U 4S jS 5       u  pp4[         R                  S:X  a3  XS-  -   US-  -   US-  -   R                  [        R                  5      S   $ US-  US-  -   US-  -   U-   R                  [        R                  5      S   $ )Nc              3   l   >#    U  H)  nTS U4   R                  [        R                  5      v   M+     g7f.N)r   rP   int32)r   nr;  s     r1   r   Pq_embedding_bag_byte_unpack_decomp.<locals>.bitcast_u8_to_f32.<locals>.<genexpr>  s)     G,QbajmmEKK00,s   14)r   r   rq      little   r      r>  )sys	byteorderr   rP   float32)r;  rD   r   r   ws   `    r1   bitcast_u8_to_f32=q_embedding_bag_byte_unpack_decomp.<locals>.bitcast_u8_to_f32  s    G,G
a==H$aLAG,R8>>u}}MiXX"Wb)Q!V4q8>>u}}MiXXr2   .i)rP   r   r   rH  )r9  rJ  scalesoffsetss       r1   "q_embedding_bag_byte_unpack_decomprO    sz    Yell Yu|| Y vc2b5j12FsBCx 01G#ss(u}}-6@@r2   agridinterpolation_modepadding_modealign_cornersc           	          U R                   [        R                   " S5      :H  =(       a)    US:H  =(       a    U R                  [        R                  S9(       + n[	        U UUUUUS9nU$ )Nr   r   r  )rQ  rR  rS  rT  _expand_grid)rr   rP   is_contiguouscontiguous_formatdecomp_grid_sampler_2d)rP  rQ  rR  rS  rT  rV  outputs          r1   grid_sampler_2dr[    sm     	
ELL'' 	C!#	COO%*A*AOBL $	-!#!F Mr2   left_tensorsright_tensorsscalarc                 z    [         R                  R                  U [         R                  R                  X5      US9$ NrR   )rs   _foreach_addList_foreach_mulr   r\  r]  r^  s       r1   _foreach_addcmul_scalarre    :     !!d$$\A "  r2   c                 z    [         R                  R                  U [         R                  R                  X5      US9$ r`  )rs   ra  rb  _foreach_divrd  s       r1   _foreach_addcdiv_scalarri    rf  r2   start_tensorsend_tensorsc           	          [         R                  R                  U [         R                  R	                  [         R
                  R                  X5      U5      5      $ r9   )rs   ra  rb  rc  Scalar_foreach_sub)rj  rk  rg   s      r1   _foreach_lerp_scalarro  (  sJ     !!  "";>	
 r2   scalarsc           	          [         R                  R                  U [         R                  R	                  [         R
                  R                  X5      U5      5      $ r9   )rs   ra  rb  rc  
ScalarListrn  )rj  rk  rp  s      r1   _foreach_lerp_scalarlistrs  6  sJ     !!$$"";>	
 r2   running_meanrunning_vartrainingexponential_average_factorepsilonc           
          [         R                  U UUUUUUU5      u  pn
U(       a  XU
4$ UUR                  S5      UR                  S5      4$ )Nr   )rs   native_batch_norm	new_zeros)rf   rg   r'  rt  ru  rv  rw  rx  rP  bcs              r1   miopen_batch_normr  D  sh     $$"	GA! ay	 r2   c                      0 [         E[        E$ r9   )r+   r   rB   r2   r1   fast_random_decompsr  d  s    5n5 455r2   c                  L    [         R                  (       a  [        $ [        5       $ )z"decomps can change based on config)r   fallback_randomr+   r  rB   r2   r1   select_decomp_tabler  k  s      r2   masksourcec                    SSK JnJn  U" U R                  UR                  5      (       a  [
        R                  X/5      u  pUR                  S5      R                  S5      S-
  nS XU4 5       u  pgn[
        R                  XU/S5      n	[        R                  " XyU5      R                  U R                  5      $ [        $ )Nr   )BackendFeaturehas_backend_featurer   r   c              3   @   #    U  H  oR                  5       v   M     g 7fr9   )r   )r   rD   s     r1   r   !masked_scatter.<locals>.<genexpr>  s     ,WBVQYY[[BVs   )codegen.commonr  r  rr   MASKED_SCATTER_WITH_INDEXrs   broadcast_tensorsr   cumsum_unsafe_masked_indexrP   r   r   r   r;   )
r   r  r  r  r  
source_idx	self_flat	mask_flatsource_flatr   s
             r1   masked_scatterr  r  s     D4;;(P(PQQ ++TL9
\\"%,,Q/!3
,W4vBV,W)	k**;J<QRS{{9i8==djjIIr2   	quant_min	quant_maxepsc                    [         R                  " U 5      u  pVXe-
  [        X!-
  5      -  n[         R                  " U[         R                  " U/5      5      nU[         R
                  " XW-  5      R                  [         R                  5      -
  n[         R                  " XU5      nUR                  [         R                  5      UR                  [         R                  5      4$ r9   )rP   aminmaxr   r?   r   r}   r   intrH   float64int64)	rf   r  r  r  rM   min_valmax_valscale
zero_points	            r1   choose_qparams_tensorr    s     }}U+G%	(=">>EIIeU\\3%01EU[[9<<UYYGGJZI>J88EMM"JMM%++$>>>r2   
accumulatec                     U R                  5       n[        R                  " XA/UR                  UR                  5      U5      nUR                  U R                  5      $ r9   )r   rP   	index_putr   r   )r   rU   r  r  	flatteneds        r1   putr    sJ     I7FNN5;;7I TZZ((r2   c                 L    [         R                  XX#S9nU R                  U5      $ )N)r  )rs   r  copy_)r   rU   r  r  r   s        r1   put_r    s$     ((4(
>C::c?r2   rZ  input_dtypec                     X-  n[         R                  " XBSS9n[        R                  " U* XT5      nU R                  U:w  a  UR                  U5      nUR                  5       $ )NTr   )rP   rt   r   fmarM   r   
contiguous)r3   rZ  rT   r  new_grad_outputsum_new_grad
grad_inputs          r1   _softmax_backward_datar    s]     "*O99_tDL##VG\KJ K']];/
  ""r2   Tinclude_selfsrcreduction_typer  c                   US:X  Ga  [        U R                  5      (       d  U R                  R                  =(       d    U R                  R                  n[        R
                  " U5      nU(       a)  U n[        R
                  " U 5      R                  XU5      n	OMU R                  XS5      n[        R                  " U 5      R                  XU5      n	U	R                  U	S:  S5      n	UR                  XU5      nU(       a  X-  $ X-  $ [        [        R                  R                  UU R                  UR                  UR                  R                  S5      (       a  [         $ U R"                  US-   S  R%                  5       U R"                  S U R%                  5       -  n
UR%                  5       /U R"                  US-   S  QU R"                  S U Q7n/ ['        U R(                  U-
  U R(                  5      QSP['        SU R(                  U-
  5      Q7nUR+                  [        R,                  5      R/                  U
5      R1                  U5      R3                  U5      nU R5                  UUUUUS9$ )Nmeanr   r   Tr  )r    rM   is_floating_pointr   rP   	ones_likerZ   
index_fill
zeros_likemasked_fillr!   rs   scatter_reduce_tworr   rO   r;   r   r   ru   r   r   r  repeat_interleaver   ra   scatter_reduce)r   rT   rU   r  r  r  true_divisiononesr   countsrepeatsindex_shaperb   scatter_indexs                 r1   index_reducer    s    (T

) ) 

44M

8M8Ms#C__T*44SFF//#a0C%%d+55c$GF''
A6FmmC,,s|?#-?  

		

  jjq#))+djj#.>.D.D.FFG;;=L4::cAgi#8L4::ds;KLKNU499s?DII.NNE!TYY_4MND		7	#				  !   r2   kernel_size	ceil_modec                 <   US:X  a  S/U-  nUS:X  a  S/U-  nU(       d  Un[        X5      n[        XF5      n[        X65      n[        X&5      n[        R                  " [        R                  U5      n[
        R                  R                  R                  XS9(       d2  U[
        R                  " [
        R                  5      R                  :  a  [        $ [        R                  U UUUUU5      u  p[        R                  U	UU R                   U* S  UUU5      n
X4$ )Nr   r   )n_dim)r   r  reduceoperatormulrP   	_inductorlowering%should_fallback_max_pool_with_indicesiinfoint8r?   r;   prims!_low_memory_max_pool_with_offsets'_low_memory_max_pool_offsets_to_indicesr   )rD   r  ri   rj   rk   r  rT   window_sizevalsrN  r4   s              r1   _max_pool_with_indicesr    s    1}39!|#){0KH*H7(G&&F""8<<=K 	  FF 	G 	
 UZZ0444;;	MD ;;	G =r2   c           
          [        XX#XESS9$ )Nrq   r   r  rD   r  ri   rj   rk   r  s         r1   max_pool2d_with_indicesr  -       "	! r2   c           
          [        XX#XESS9$ )NrB  r   r  r  s         r1   max_pool3d_with_indicesr  ;  r  r2   output_sizec                    U R                   Gt p#nUu  pVUS:X  d  US:X  a7  / UQUPUPnU R                  U5      U R                  U[        R                  S94$ X5-  S:X  a%  XF-  S:X  a  X5-  XF-  /n[        R                  X5      $ [        $ )Nr   r   )r   	new_emptyrP   r  rs   r  r;   )	rD   r  batchh_inw_inh_outw_outo_sizer  s	            r1   adaptive_max_pool2dr  I  s     U$LEzUaZ'5'%''{{6"AKKekkK$JJJ|qT\Q.}dm4++A;;r2   	out_int32rightsidesortersorted_sequencer  r  r  r  c          	      t    [         R                  U [        R                  " U/U R                  S9UUUUS9S   $ )Nrr   r  r   )rs   searchsortedrP   rV   rr   )r  r   r  r  r  r  s         r1   searchsorted_scalarr  [  sK     dVO$:$:;   	 	r2   noiselowerupper	generatorc                    U(       aM  U S:*  n[         R                  XX5S9n[        R                  " X`U-  U 5      n[        R                  " XgS5      n	X4$ X#-   S-  n
[         R	                  X
5      [        R
                  " 5       4$ )Nr   )r  r   rq   )rs   uniformrP   r   
leaky_relur   )r   r  r  r  rv  r  not_positiverrZ  	noise_outnegative_slopes              r1   rrelu_with_noise_functionalr  o  su     qyLLeLA\!8T:KK3	  -1,t4ellnDDr2   repeatc                    [         R                  R                  (       a  [        $ Ub  [	        U5      [
        La  [        $ U R                  R                  S:X  a  [        $ U R                  [        R                  [        R                  4;   d   eU R                  S:X  d   eU R                  S5      n[        R                  " XR                  S9n[        R                  " X#U R                  [        R                  :H  SS9$ )Nr   r   r   r  T)r  r  )r   tritonautotune_at_compile_timer;   rO   r  rr   rM   rP   r?  r  r   r  aranger  )r  r  r  poss       r1   repeat_interleave_Tensorr    s    
 }}-- d;/s:}}U"<<EKK5555;;!]]1F
,,{==
9C ;D r2   )NNrz  r9   )Nr   r   )NF)r   r   F)r   )F)Nr   r   F)g      ?gUUUUUU?FN)r  loggingr   r  rF  typingr   r   r   r   r   typing_extensionsr   r	   rP   torch._decomp_decompr.   torch._prims_common_prims_commonr  $torch.ao.quantization.fx._decomposedr
   r   r   torch._decomp.decompositionsr   rY  r   r   r<   r   r   $torch._decomp.decompositions_for_rngr   torch._dynamo.utilsr   torch._environmentr   !torch._higher_order_ops.out_dtyper   torch._inductor.utilsr   r   r   r   %torch.fx.experimental.symbolic_shapesr   r    r   r   r   r    r!   r"   r#   _opsOperatorBaseOpOverloadPacketr$   __annotations__	getLogger__name__r,   r&   rs   r  	quantizedr)  quantized_decomposed_adaptive_avg_pool2d_backwardindex_selectaddmvr  bitwise_and_bitwise_or_
clamp_min_distelu
empty_likeflipgeluhardtanhlcmr  linalg_vector_norm_log_softmax max_pool2d_with_indices_backward_native_batch_norm_legit#_native_batch_norm_legit_functional$_native_batch_norm_legit_no_training_batch_norm_with_update"_batch_norm_with_update_functional_batch_norm_no_updatebatch_norm_backwardr{  native_group_normnative_layer_normnll_loss2d_backwardpermute_copyrrelu_with_noise_backward_softmaxsin_sqrt__to_copytril_indicestriu_indicesunbind_copyr  upsample_bilinear2dvecr-  r8  inductor_decompositionsr+   _unsafe_indexr  #_unsafe_masked_index_put_accumulate+_scaled_dot_product_flash_attention_for_cpur   r  rG   rF   rZ   gluselect_scatterslice_scattersplitr   r   rt   unbindbaddbmmr%   r*   
OpOverloadr/   r   r=   rC   SymInttypesNumberrH   rQ   re   rv   tupler}   r{   r   r   rM   r   r   r   r   r   r   r   detach_r   r   r   r   r   	view_copyr  r  	ShapeType
StrideTyper  r  r  r   r	  rr   r  r  r  r  r#  	low_dtyper%  r!  embedding_bag_byte_unpackrO  r[  _foreach_addcmulrm  re  _foreach_addcdivri  _foreach_lerpro  rr  rs  r  py_impl_CDispatchKeyAutogradcachedictr  r  r  choose_qparamsrV   r  r  r  r  strr  r  r  r  r  r  r  	Generatorr  r  rB   r2   r1   <module>rg     s       
  : : 2   # + 
  F ( ( 7 . 
 X $  T]t_#	JJUZZ888 )  !yy~~		II	YY!!
yy55 ,+**++ 	

+ 		+
 	+ 	+ 	+ 			+ 	+ 	+ 			+ 			+ 	+ 	+ 	+  	!+" 	#+$ 	--%+& 	%%'+( 	00)+* 	11++, 	$$-+. 	///+0 	""1+2 	  3+4 	5+6 	7+8 	9+: 	  ;+< 	=+> 	&&?+@ 	A+B 			C+D 	

E+F 	G+H 	I+J 	K+L 	M+N 	O+P 	  $$Q+R 	55S+T 	++U+- \ K,.J2IJ
 	,,44<<NNNN!!NNHHJJLLHHKKLL#W Duzz44ejj6Q6QQRS ( n&8 9>	&6!77	8>xB (2r6"223> 6678\\  	
  \\ 9" ::BBCD )-(,	LL 
%++$$	% 
%++$$	%	
 
 E %# )-(,	||		%++$$	%	 
%++$$	%	 \\		 $ &	 $	
uS%,,&'
(	""	 	 \\		 %	 () !"M||M	M <<M LL	M ;;M \\M *M* ,,4456S
uS%,,&'
(S#YS S \\	S 7S 2234..<<. LL. S		.
 #tCy.!. 3S	>". CcN#. . I. . d. 5<<u||34. 5.@ ,,-.G G GU\\ G /G
 
# (,
,,LL $ \\	  $0 %
 (,  !
,,
,, ,, $	
 ++

 ;; \\  &8 	" (, 
,, LL  $  \\	   # N ))*+ :%,,:	: \\: ,:z %:U\\ :ell : &:& 
#
 +/	7||7||7 EKK&&'	7
 \\7 $7t ++,-   . DLL12u||   3 EJJ/0Iu|| IELL IU\\ I 1I EJJ/0Iu|| IELL IU\\ I 1I 		" 
,,	#  \\	 # 		" 
,,	#  \\	 # ))*+:
,,:	: : 	:
 \\: ,: //01)
,,)
uS%,,&'
() \\) 2) --./"
,,";;" \\" 0"
 
,,
 
5??E,,,-
  '
 $(%)%)).)>)>)3
,,)3c5j!)3 EKK 	)3
 U\\")3 U\\")3 )3 )3 &&)3 \\)3 ()3` $(%)).)>)>/c5<<'(/
,,/ EKK 	/
 U\\"/ &&/ / \\/@ '2ELL 2C 2ELL 2 (2 (3U\\ 3S 3U\\ 3 )3 ))112Tu|| T3 T# T%,, T 3T ))334V
,,V V(+V7:V
\\V 5V ,,-5
5
uS%,,&'
(5 5 \\	5 .5 	EEMMN $(<<LL 5<<
  \\	 O 
;;CCD<< ll LL	
 ,, || ,, || LL  \\ E4 		++EEF
Au|| 
A 
A G
A --./  ||
,,  	
  \\  0: --445
 	
u||
u||$ % 	
 
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