
    N jt                     3   % 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  S SKJrJ	r	J
r
JrJr  S SK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/J0r1  S SK2J3r3J4r4  S SK5J6r6  SSK7J8r8J9r9  SSKJ:r:J;r;J<r<  \" S5      r=\" S5      r>\\R~                  R                  \R~                  R                  4   rB\
\CS'   \R                  " \E5      rF\R                  R                  rH\R                  R                  rI\R                  R                  rJ\R                  R                  rK\R                  R                  rL\" / \HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR`                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\HR                  P\)P\HR                  P\HR                  P\HR                  P\HR                  R                  P\HR                  R                  P\JR                  P\KR                  P5      rw0 \" 5       E\wErx\HR                  \HR                  \HR                  \HR                  R                  \HR                  \HR                  \HGR                   \HR<                  \HR`                  \HGR                  \HGR                  \HGR                  \HGR                  \HGR
                  \HGR                  GR                  \HGR                  \HGR                  \HGR                  \HGR                  /r\\\R~                  GR                  \R~                  R                  4      \CS'   \" \x\5        S\\B\\B   4   S\\\>\=4   /\\>\=4   4   4S jr\" \HR<                  /5      S\GR                  S\GR                  S\rS\rS\S\GR                  4S j5       r\" \HR`                  5      S \GR                  S!\GR$                  S"\	\GR                     S#\	\GR                     S$\S\\GR                  \GR                  \GR                  4   4S% j5       r\" \HGR,                  R                  /5      SSS&.S'\GR.                  S(\	\GR0                  GR2                     S)\	\GR0                  GR2                     SS4S* jj5       r\" \HGR4                  /5      \!  SS+\GR                  S(\	\GR0                  GR2                     S)\	\GR0                  GR2                     S\GR                  4S, jj5       5       r\" \HGR
                  /5      \ S+\GR                  S\GR                  4S- j5       5       r\" \HGR6                  /5      S.\\\r\GR.                  4      S/\GR0                  GR2                  S0\S\GR                  4S1 j5       r\" \HGR                  /5      SS2.S+\GR                  S3\rS4\GR                  S5\GR                  S6\GR0                  GR2                  S\GR                  4S7 jj5       r\" \HGR8                  R                  /5      S.\\\r\GR.                  4      S8\\r   S0\S\GR                  4S9 j5       r\" \HGR:                  /5      S\GR                  S \GR                  S"\GR                  S:\\r   S;\\r\\r   4   S<\\r\\r   4   S=\\r\\r   4   S>\S?\\r   S@\rSA\\   S\\GR                  \GR                  \GR                  4   4SB j5       r\" \HGR<                  GR>                  /5      SS+\GR                  SC\rS\GR                  4SD jj5       r\" \HGRB                  /5      \  SSE\GR                  SF\GR                  SG\	\GRD                     S\GR                  4SH jj5       5       r\" \HGRF                  /5      \    SSE\GR                  SI\GR                  SJ\GR                  SG\	\GRD                     SK\GR0                  GR2                  S6\GR0                  GR2                  S\GR                  4SL jj5       5       r\" \HGRH                  /5      \  SSE\GR                  SM\GR                  SG\	\GRD                     S\GR                  4SN jj5       5       r\" \HGRJ                  R                  /5       SSO\\GR                     S3\rS\GR                  4SP jj5       r\" \HGRL                  /5      S+\GR                  S\GR                  4SQ j5       r\" \HGRN                  /5      SS2.S+\GR                  SR\GR                  S6\	\GR0                  GR2                     S\GR                  4SS jj5       r\" \HGRP                  /5      SE\GR                  S\GR                  4ST j5       r\" \HGRR                  \HGRT                  /5      SE\GR                  S\GR                  4SU j5       r\" \HGRV                  \IGRV                  /5      SE\GR                  SV\GR                  S\GR                  4SW j5       r\" \HGRX                  \IGRX                  /5      SE\GR                  SV\GR                  S\GR                  4SX j5       r\" \HGRZ                  5        SSE\GR                  S3\	\r   SZ\S\GR                  4S[ jj5       r\" \HGR\                  5        SSE\GR                  S3\	\r   SZ\S\GR                  4S\ jj5       r\" \HGR^                  /5      SE\GR                  S3\rS]\rS^\rS\GR                  4
S_ j5       r\" \HGR`                  R                  /5      SE\GR                  S.\\\r\GR.                  4      S\GR                  4S` j5       r\" \HGR`                  GRD                  /5      SE\GR                  Sa\GRD                  S\GR                  4Sb j5       rSE\GR                  S\\GR$                  \GRf                  4   4Sc jr\" \HGRj                  5      SSSSYSY\GRl                  Sd.SE\GR                  S/\\r\4   Sa\	\GRD                     Se\	\GRn                     Sf\	\GRp                     Sg\Sh\Si\GRr                  S\GR                  4Sj jj5       rSS\GRl                  Sk.Sl\Sm\GR                  4   SE\GR                  Sa\	\GRD                     Sf\	\GRp                     Si\GRr                  S0\S\GR                  4Sn jjr\" \HGRv                  5      SE\GR                  S0\S\GR                  4So j5       r\" \HGRx                  5      SE\GR                  S0\S\GR                  4Sp j5       r\" \HGRz                  R                  5      SE\GR                  Sq\rS0\S\GR                  4Sr j5       r\" \HGRz                  GR|                  5      SE\GR                  Ss\rSq\rS0\S\GR                  4
St j5       r\" \HGR                  R                  5      Sq\rS.\\\r\GR.                  4      S0\S\GR                  4Su j5       r\" \JR                  R                  5       SS \GR                  S"\GR                  S#\	\GR                     S\GR                  4Sv jj5       ru\" \KR                  R                  5      S \GR                  Sw\GR                  Sx\GR                  S"\GR                  Sy\GR                  Sz\GR                  S#\GR                  S{\GR                  S|\GR                  S}\rS\GR                  4S~ j5       rv\" \R                  R                  GR                  5      S\GR                  S\GR                  4S j5       r\" \HGR                  /5      \    SS\GR                  S\GR                  S\rS\rS\S\GR                  4S jj5       5       r\" \HGR                  GR                  5       SSE\\GR                     S\\GR                     S\\GR                     S\S\\GR                     4
S jj5       r\" \HGR                  GR                  5       SSE\\GR                     S\\GR                     S\\GR                     S\S\\GR                     4
S jj5       r\" \HGR                  GR                  5      S\\GR                     S\\GR                     S"\GR0                  GR2                  S\\GR                     4S j5       r\" \HGR                  GR                  5      S\\GR                     S\\GR                     S\\GR0                  GR2                     S\\GR                     4S j5       r\HGR                  R                  GR                  \GR                  GR                  GR                  5      \" \HGR                  5      S \GR                  S"\GR                  S#\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\\\Sm\4   4   4S j5       rS\\\Sm\4   4   4S jr\" \HGR                  5      SE\GR                  S\GR                  S\GR                  S\GR                  4S j5       r\" \LGR                  GR                  5      S \GR                  S\rS\rS$\Sa\GRD                  S\\GR                  \GR                  4   4S j5       r\" \HGR                  5       SSE\GR                  S4\GR                  S\GR                  S\S\GR                  4
S jj5       r\" \HGR                  5       SSE\GR                  S4\GR                  S\GR                  S\S\GR                  4
S jj5       r\" \HR                  R                  5      \ S\GR                  S\GR                  S3\rS\GRD                  S\GR                  4
S j5       5       r~\" \HGR                  5      SS.SE\GR                  S3\rS4\GR                  S\GR                  S\S\S\GR                  4S jj5       rS+\GR                  S\\r   S;\	\\r\\r   4      S<\\r\\r   4   S=\\r\\r   4   S\S3\rS\\GR                  \GR                  4   4S jr\" \HGR                  5          SS+\GR                  S\\r   S;\	\\r\\r   4      S<\\r\\r   4   S=\\r\\r   4   S\S\\GR                  \GR                  4   4S jj5       r\" \HGR                  5          SS+\GR                  S\\r   S;\	\\r\\r   4      S<\\r\\r   4   S=\\r\\r   4   S\S\\GR                  \GR                  4   4S jj5       r\" \HGR                  5      S+\GR                  S\\r   S\\GR                  \GR                  4   4S j5       r\" \HGR                  GR                  5      SYSYSSS.S\GR                  SE\GR0                  GR2                  S\S\S\	\   S\	\GR                     S\GR                  4S jj5       r\" \HGR                  GR                  5      SYSYS.SE\GR0                  GR2                  S\GR                  S\S\S\GR                  4
S jj5       r\" \HGR                  5          SSE\GR                  S\GR                  S\S\S\S\	\GR                     S\\GR                  \GR                  4   4S jj5       r\" \HGR                  GR                  5       SS\GR                  S\	\r   S\GR                  4S jj5       r     SS \GR                  S"\GR                  S#\	\GR                     S;\\r   S<\\r   S=\\r   S@\rS\GR                  4S jjrg)    N)Callable)AnyOptional	TypeAliasTypeVarUnion)	ParamSpec)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)native_layer_norm)guard_or_falsestatically_known_true)
OrderedSet   )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      $ )Nzduplicate decomp: %s)
isinstancelistdecompositionslogwarningdecompregister_decomposition)r(   ops     n/root/GenerationalWealth/GenerationalWealth/venv/lib/python3.13/site-packages/torch/_inductor/decomposition.pyr1   r1      sM      T**c5KK.4 6 ((n==    grad_outputindicesnum_weightspadding_idxscale_grad_by_freqc                 J    U R                   (       a  [        $ [        XX#U5      $ N)is_xpuNotImplementeddecomp_embedding_dense_backward)r5   r6   r7   r8   r9   s        r3   _embedding_dense_backwardr?      s(     *k8J r4   inputnormalized_shapeweightbiasepsc                 J    U R                   (       a  [        $ [        XX#U5      $ r;   )is_mtiar=   decomp_native_layer_norm)r@   rA   rB   rC   rD   s        r3   _native_layer_normrH      s      }}#EV3OOr4   )minmaxsymbolrI   rJ   c                    g r;    )rK   rI   rJ   s      r3   sym_constrain_range_for_sizerN      s     r4   xc                 V    Ub  U R                  U5      n Ub  U R                  U5      n U $ r;   )	clamp_min	clamp_max)rO   rI   rJ   s      r3   clamprS      s/     KK
KKHr4   c                 J    U SU R                  5       R                  5       -   -  $ )Nr   )negexp)rO   s    r3   silurW      s      AEEGKKM!""r4   size
fill_valuekwargsc                     UR                  S5      nUc.  [        [        U5      5      US'   [        R                  " X40 UD6$ [
        $ )Ndtype)getr   typetorchfullr=   )rX   rY   rZ   r\   s       r3   r`   r`      sD     JJwE}'Z(89wzz$5f55r4   alphadimindextensorrb   c          	          [        5       (       d$  U R                  [        R                  :X  a  [        $ [        XX#SUS9$ )NF)inplacerb   )r   r\   r_   bfloat16r=   r   )rO   rc   rd   re   rb   s        r3   	index_addri      s1     ;;177enn4!%eLLr4   physical_layoutc                 Z   [        U5      [        [        [        U5      5      5      :H  nU(       a  [        R                  " U 40 UD6$ S/[        U 5      -  n[        U5       H	  u  pVXTU'   M     [        R                  " U Vs/ s H  o`U   PM	     sn40 UD6R                  U5      $ s  snf Nr   )r,   rangelenr_   empty	enumeratepermute)rX   rj   rZ   is_identitypermpls          r3   empty_permutedrv      s     '4c/6J0K+LLK{{4*6**sSYo.DAG /{{_=_G_=HHPPQUVV=s   B(
bias_sizesstridepaddingdilation
transposedoutput_paddinggroupsoutput_maskc                 >   U
S   (       a$  [        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!   devicer^   r=   atensumr,   rm   rc   convolution_backward)r5   r@   rB   rw   rx   ry   rz   r{   r|   r}   r~   	grad_biasgrad_inpgrad_weight_s                  r3   r   r   	  s     q>(:(:(?(?!@!@qcDq+//:K1L,M&MNI#88	QQ/ H1 9--r4   decimalsc                 F    SU-  n[         R                  X-  5      SU-  -  $ )Ng      $@g      ?)r   round)rO   r   ten_pow_decimalss      r3   	round_decr   *  s)    X~::a*+s5E/EFFr4   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$ U R                  R                  S:X  a  [	        U R                  S5      S:H  5      (       a|  [	        UR                  S5      S:H  5      (       aZ  [        S   S==   S-  ss'   [        R                  " U R                  S5      UR                  S5      -  SS	S
9R                  S5      $ [        $ )Ncpumpsr   r   rc   r   inductordecompose_bmmTrc   keepdim)r   coordinate_descent_tuningr   r^   r   shape	unsqueezer   rX   r   r_   squeezer=   )r   r   r   outs       r3   bmmr   0  s#    ''DKK,<,<N,R A!!3448MLLOq 9
 9
 >>"%(8(8(;;@@Q@GCJ{{5  1!2338MKKOq 9
 9
 Z 1Q6199Q&.."44!Til r4   mat1mat2betac                    U R                   R                  S:X  GaG  [        UR                  S5      S:H  5      (       a  [        UR                  S5      S:H  5      (       ac  [        S   S==   S-  ss'   [
        R                  " UR                  S5      UR                  S5      -  SSS9R                  S5      nXV-  X@-  -   $ [        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      )r   r^   r   rX   r   r_   r   r   r   r   Tr=   )r   r   r   r   r   rb   r   s          r3   addmmr   J  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;,,r4   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   r   r   r   r       r   decompose_mmTr   )r   r   r   r^   r   r   r   r   rX   r\   r   r_   numelr   r   r=   )r   r   r   s      r3   mmr   h  s    ''DKK,<,<N,R A!!3448MLLOq 9
 9
 NN1%(8(8(;;@@Q@GG{{5 !$))B-1"455%diilQ&677%fkk!n&9::v||+D 1EKK4G GBNOOZ 0A50=  1!2338MKKOq 9
 9
 Z 0A5099Q&.."44!Til r4   tensorsc                 0  ^^ S[         R                  S[        4U4S jjn[        [	        X 5      5      m[        T5      S:X  aO  [        U S[        R                  06S   nTS   nX4R                  :X  a  UR                  5       $ 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       $ [*        $ )	NrO   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)rn   r   r   )rO   rc   s    r3   non_empty_tensorcat.<locals>.non_empty_tensor  s[    " qww<1
a!@!@QWW.1B"C"Cr4   r   type_promotion_kindr   r\   c              3   0   >#    U  H  oTS    L v   M     g7f)r   NrM   ).0tfiltered_tensorss     r3   	<genexpr>cat.<locals>.<genexpr>  s      )*:Qa  *:s   )r_   Tensorboolr,   filterrn   r   r   DEFAULTr\   clonetor   catdefaultallr   insertr   expandflattenr=   )r   rc   r   promoted_dtype
filtered_tinpr   r   s    `     @r3   r   r     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 r4   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   r\   r   r   g        )
is_complexr_   whereisnanrealfloatatan2imagr   r   INT_TO_FLOATscalar_tensormathpir   )rO   r   r\   r   rets        r3   angler     s    ||~~{{KKuu{{166166/J
 	
 "	;HHHA 
		TWWE((	CB
++a!eR
%C;;u{{1~uU|S99r4   yc                   [         R                  " U 5      =(       a    U R                  5       n[         R                  " U5      =(       a    UR                  5       nU(       a  U(       d  [        $ S[         R                  S[
        4S jnSnU R                  S:X  a  UR                  S:X  a  SnU R                  S:X  a  U R                  S5      n UR                  S:X  a  UR                  S5      nUnUb  X!-  n[         R                  " U R                  UR                  5      nU" U 5      (       d  U" U5      (       a  [        $ 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$ )Nre   r)   c                 P    U R                   S:X  a  gU R                  5       S   S:g  $ )Nr   Fr   r   )ndimrx   )re   s    r3   _requires_fallbackadd.<locals>._requires_fallback  s'    ;;!}}r"a''r4   Fr   Tr   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]r   r   zQThe size of the last dimension must be even to reshape it to [..., last_dim/2, 2])r   AssertionErrorview)re   initial_dimslast_dim	new_shapereshaped_tensors        r3   reshape_tensor_complex#add.<locals>.reshape_tensor_complex	  s\     #),, a<1 c 
 6l5HM515	 ++i0r4   )	start_dim)r_   	is_tensorr   r=   r   r   r   reshapepromote_typesr\   r   r   r   )rO   r   rb   x_is_complex_tensory_is_complex_tensorr   output_size_zerozcomplex_typer   
x_reshaped
z_reshapedresults                r3   addr     s     //!,?//!,?&9(5<< (D ( vv{qvv{vv{IIaLvv{IIaL	AI&&qww8L! 21 5 5u||  $ 	
AA	AA'qvv||(<=J'qvv||(<=J]]:2bAFF|TFayMr4   c                 <    U R                  5       (       a  [        $ U $ r;   )r   r=   r   s    r3   conj_physicalr   '  s    Kr4   c                     U $ r;   rM   r   s    r3   liftr   .  s    Kr4   otherc                 b    [         R                  " [         R                  " U5      X:  -  X5      $ r;   r_   r   r   r   r   s     r3   fminr   3  #    ;;u{{5)U\:DHHr4   c                 b    [         R                  " [         R                  " U5      X:  -  X5      $ r;   r   r   s     r3   fmaxr  8  r  r4   Fr   c                 t    U R                   [        R                  :X  a  [        R                  " XUS9$ [        $ Nr   )r\   r_   r   anyr=   r   rc   r   s      r3   amaxr  =  +     zzUZZyy88r4   c                 t    U R                   [        R                  :X  a  [        R                  " XUS9$ [        $ r  )r\   r_   r   r   r=   r  s      r3   aminr  H  r	  r4   startlengthc                 f    [         R                  " XX#5      R                  [         R                  S9$ )Nmemory_format)r_   narrowr   contiguous_format)r   rc   r  r  s       r3   narrow_copyr  S  s0     <<5177-- 8  r4   c                 H    [         R                  X5      R                  5       $ r;   )r   r   r   )r   rX   s     r3   view_copy_defaultr  a  s    
 99T &&((r4   r\   c                 @    U R                  5       R                  U5      $ r;   )r   r   )r   r\   s     r3   view_copy_dtyper  i  s    
 ::<U##r4   c                     [         R                  " U 5      u  pU Vs/ s H  o0R                  U   PM     nnS/[        U5      -  n[	        U5       H	  u  pcXeU'   M     XE4$ s  snf rl   )utils3compute_elementwise_output_logical_to_physical_permr   rn   rp   )r   rj   r   ru   r   permutationrt   s          r3   _get_shape_permutation_liker  q  sj     RRSWXO$34OqZZ]OE4#E
"K/*A +  5s   A!)r\   layoutr   
pin_memoryrequires_gradr  r  r   r  r  r  c          
         Uc  U R                   OUnUc  U R                  OUnUc  U R                  OUnU[        R                  :w  a3  [        R
                  " U R                  UUUUUUS9nUR                  US9$ 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)r\   r  r   r  r  r  )r\   r  r   r_   preserve_formatr`   r   r   stridedr  r,   rm   rn   rq   r   )r   rY   r\   r  r   r  r  r  r   r   r  s              r3   	full_liker#  ~  s      -DJJUE"NT[[F"NT[[F---JJ!'
 yy}y55 &&&8>!'
 $uS%5677M~~k*0022r4   )r\   r   r  rand_fn.c                j   Uc  UR                   OUnUc  UR                  OUnU[        R                  :w  a#  U " UR                  4UUS.UD6R                  US9$ [        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  )r\   r   r_   r!  r   r   r  r,   rm   rn   rq   r   )	r$  r   r\   r   r  rZ   r   r  r   s	            r3   
_rand_liker&    s      -DJJUE"NT[[F---JJ

 	

 "="
)	* 5T:E 	F d5[!1233>>+&,,..r4   c                 8    [        [        R                  U 40 UD6$ r;   )r&  r_   randr   rZ   s     r3   	rand_liker*    s    ejj$1&11r4   c                 8    [        [        R                  U 40 UD6$ r;   )r&  r_   randnr)  s     r3   
randn_liker-    s    ekk42622r4   highc                 x    [        [        R                  " [        R                  R
                  SU5      U 40 UD6$ rl   r&  	functoolspartialr   randintlow)r   r.  rZ   s      r3   randint_liker5    s-    i''(8(8!TBDSFSSr4   r4  c                 v    [        [        R                  " [        R                  R
                  X5      U 40 UD6$ r;   r0  )r   r4  r.  rZ   s       r3   randint_like_lowr7    s-     i''(8(8#DdUfUUr4   c                 F    [         R                  R                  " SX40 UD6$ rl   )r   r3  r4  )r.  rX   rZ   s      r3   r3  r3    s      <<At4V44r4   c                     [         R                  R                  R                  U5      n[         R                  R                  R	                  XX!R                  5       S   5      $ rl   )r_   r(   
_quantized$wrapped_fbgemm_pack_gemm_matrix_fp16!wrapped_fbgemm_linear_fp16_weightrX   )r@   rB   rC   packed_weights       r3   #linear_dynamic_fp16_unpacked_weightr>    sK     II((MMfUM99AAdKKM!$4 r4   input_scaleinput_zero_pointweight_scaleweight_zero_point	out_scaleout_zero_pointout_channelc
           	          [         R                  R                  R                  X4XV5      n
[         R                  R                  R	                  U UUU
UUU	5      $ r;   )r_   r(   r:  _wrapped_linear_prepack#_wrapped_quantized_linear_prepacked)r@   r?  r@  rB   rA  rB  rC   rC  rD  rE  r=  s              r3   wrapped_quantized_linearrI    sX     II((@@/M 99CC r4   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   r_   int32)r   nrL  s     r3   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   r      little   r      rO  )sys	byteorderr   r_   float32)rL  rO   r   r   ws   `    r3   bitcast_u8_to_f32=q_embedding_bag_byte_unpack_decomp.<locals>.bitcast_u8_to_f32  s    G,G
a==H$aLAG,R8>>u}}MiXX"Wb)Q!V4q8>>u}}MiXXr4   .i)r_   r   r   rY  )rJ  r[  scalesoffsetss       r3   "q_embedding_bag_byte_unpack_decompr`    sz    Yell Yu|| Y vc2b5j12FsBCx 01G#ss(u}}-6@@r4   agridinterpolation_modepadding_modealign_cornersc           	          U R                   [        R                   " S5      :H  =(       a)    US:H  =(       a    U R                  [        R                  S9(       + n[	        U UUUUUS9nU$ )Nr   r   r  )rb  rc  rd  re  _expand_grid)r   r_   is_contiguousr  decomp_grid_sampler_2d)ra  rb  rc  rd  re  rg  outputs          r3   grid_sampler_2drk    sm     	
ELL'' 	C!#	COO%*A*AOBL $	-!#!F Mr4   left_tensorsright_tensorsscalarc                 z    [         R                  R                  U [         R                  R                  X5      US9$ Nra   )r   _foreach_addList_foreach_mulr   rl  rm  rn  s       r3   _foreach_addcmul_scalarru  A  :     !!d$$\A "  r4   c                 z    [         R                  R                  U [         R                  R                  X5      US9$ rp  )r   rq  rr  _foreach_divrt  s       r3   _foreach_addcdiv_scalarry  M  rv  r4   start_tensorsend_tensorsc           	          [         R                  R                  U [         R                  R	                  [         R
                  R                  X5      U5      5      $ r;   )r   rq  rr  rs  Scalar_foreach_sub)rz  r{  rB   s      r3   _foreach_lerp_scalarr  Y  sJ     !!  "";>	
 r4   scalarsc           	          [         R                  R                  U [         R                  R	                  [         R
                  R                  X5      U5      5      $ r;   )r   rq  rr  rs  
ScalarListr~  )rz  r{  r  s      r3   _foreach_lerp_scalarlistr  g  sJ     !!$$"";>	
 r4   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   )r   native_batch_norm	new_zeros)r@   rB   rC   r  r  r  r  r  ra  bcs              r3   miopen_batch_normr  u  sh     $$"	GA! ay	 r4   c                      0 [         E[        E$ r;   )r-   r   rM   r4   r3   fast_random_decompsr    s    5n5 455r4   c                  h  ^ [         R                  (       a  [        $ [         R                  (       aH  [        R	                  [
        R                  R                  R                  R                  S5        [        $ [        5       n [         R                  (       a  [        [        R                  [        R                  R                   [        R"                  R                   /5      mS[$        S[&        4U4S jjnU R)                  5        VVs0 s H  u  p#U" U5      (       a  M  X#_M     n nnU $ s  snnf )z"decomps can change based on configNr2   r)   c                 T   > U T;   a  g[        U S5      (       a  U R                  T;   $ g)NToverloadpacketF)hasattrr  )r2   ops_to_skips    r3   should_skip(select_decomp_table.<locals>.should_skip  s0    [ r+,,((K77r4   )r   fallback_randomr-   "fallback_embedding_bag_byte_unpackpopr_   r(   	quantizedembedding_bag_byte_unpackr   r  emulate_precision_castsr   r   addcmul_foreach_addcmulr}  _foreach_addcdivr   r   items)r   r  kvr  s       @r3   select_decomp_tabler    s    00599..HHPPRVW "F%% !%%,,%%,,
	C 	D 	 $*<<>H>41Q$!$>HM Is   D.#D.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r;   )r   )r   rO   s     r3   r   !masked_scatter.<locals>.<genexpr>  s     ,WBVQYY[[BVs   )codegen.commonr  r  r   MASKED_SCATTER_WITH_INDEXr   broadcast_tensorsr   cumsum_unsafe_masked_indexr_   r   r   r   r=   )
r   r  r  r  r  
source_idx	self_flat	mask_flatsource_flatr   s
             r3   masked_scatterr    s     D4;;(P(PQQ ++TL9
\\"%,,Q/!3
,W4vBV,W)	k**;J<QRS{{9i8==djjIIr4   	quant_min	quant_maxc                    [         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$ r;   )r_   aminmaxr   rJ   r   r   r   intrS   float64int64)	r@   r  r  rD   r\   min_valmax_valscale
zero_points	            r3   choose_qparams_tensorr    s     }}U+G%	(=">>EIIeU\\3%01EU[[9<<UYYGGJZI>J88EMM"JMM%++$>>>r4   
accumulatec                     U R                  5       n[        R                  " XA/UR                  UR                  5      U5      nUR                  U R                  5      $ r;   )r   r_   	index_putr   r   )r   rd   r  r  	flatteneds        r3   putr    sJ     I7FNN5;;7I TZZ((r4   c                 L    [         R                  XX#S9nU R                  U5      $ )N)r  )r   r  copy_)r   rd   r  r  r   s        r3   put_r    s$     ((4(
>C::c?r4   rj  input_dtypec                     X-  n[         R                  " XBSS9n[        R                  " U* XT5      nU R                  U:w  a  UR                  U5      nUR                  5       $ )NTr   )r_   r   r    fmar\   r   
contiguous)r5   rj  rc   r  new_grad_outputsum_new_grad
grad_inputs          r3   _softmax_backward_datar    s]     "*O99_tDL##VG\KJ K']];/
  ""r4   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"   r\   is_floating_pointr   r_   	ones_likeri   
index_fill
zeros_likemasked_fillr#   r   scatter_reduce_twor   r^   r=   r   r   rm   r   r   r  repeat_interleaver   rq   scatter_reduce)r   rc   rd   r  r  r  true_divisiononesr   countsrepeatsindex_shapers   scatter_indexs                 r3   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	#				  !   r4   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   r1  reduceoperatormulr_   	_inductorlowering%should_fallback_max_pool_with_indicesiinfoint8rJ   r=   prims!_low_memory_max_pool_with_offsets'_low_memory_max_pool_offsets_to_indicesr   )rO   r  rx   ry   rz   r  rc   window_sizevalsr_  r6   s              r3   _max_pool_with_indicesr  I  s    1}39!|#) {0KH*H7(G&&F""8<<=K 	  FF 	G 	
 UZZ0444;;	MD ;;	G =r4   c           
          [        XX#XESS9$ )Nr   r   r  rO   r  rx   ry   rz   r  s         r3   max_pool2d_with_indicesr         "	! r4   c           
          [        XX#XESS9$ )NrS  r   r  r  s         r3   max_pool3d_with_indicesr    r  r4   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$ X5-  S:X  a%  XF-  S:X  a  X5-  XF-  /n[        R                  X5      $ [        $ )Nr   r   )r   	new_emptyr_   r  r   r  r=   )	rO   r  batchh_inw_inh_outw_outo_sizer  s	            r3   adaptive_max_pool2dr    s     U$LEzUaZ'5'%''{{6"AKKekkK$JJJ|qT\Q.}dm4++A;;r4   	out_int32rightsidesortersorted_sequencer  r  r  r  c          	      t    [         R                  U [        R                  " U/U R                  S9UUUUS9S   $ )Nr   r  r   )r   searchsortedr_   re   r   )r  r   r  r  r  r  s         r3   searchsorted_scalarr    sK     dVO$:$:;   	 	r4   r  r  
boundariesc                    [         R                  [        R                  " U /UR                  S9UUUS9R                  S5      $ )Nr  r  r   )r   	bucketizer_   re   r   r   )r   r  r  r  s       r3   bucketize_scalarr    sD     >>dVJ$5$56	  
 gajr4   noiselowerupper	generatorc                    U(       aM  U S:*  n[         R                  XX5S9n[        R                  " X`U-  U 5      n[        R                  " XgS5      n	X4$ X#-   S-  n
[         R	                  X
5      [        R
                  " 5       4$ )Nr   )r  r   r   )r   uniformr_   r   
leaky_relur   )r   r  r  r  r  r  not_positiverrj  	noise_outnegative_slopes              r3   rrelu_with_noise_functionalr&    su     qyLLeLA\!8T:KK3	  -1,t4ellnDDr4   repeatc                 R   [         R                  R                  (       a  [        $ 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n[        R                  " X@R!                  S5      S-
  S9$ )Nr   r   r   r  Tr  )rJ   )r   tritonautotune_at_compile_timer=   r^   r  r   r\   r_   rP  r  r   r  aranger  rS   rX   )r'  r  r  posr6   s        r3   repeat_interleave_Tensorr-    s    
 }}-- d;/s:}}U"<<EKK5555;;!]]1F
,,{==
9C   ;DG ;;wKKNQ$677r4   r   r  c           
      6   U R                  5       S:X  a  UR                  5       S:X  d   S5       eUS   nUS   nUS   nU R                  S5      nUR                  S5      n[        R                  R	                  UUUUS4US4US4US9n	U	R                  S5      $ )NrS  z,Expect (N,C_in,L) and (C_out,C_in//groups,K)r   r   r   )rx   ry   rz   r}   )rc   r   r   conv2dr   r   )
r@   rB   rC   rx   ry   rz   r}   input_2d	weight_2dout_2ds
             r3   conv1d_to_conv2dr4    s     99;!

 1 61
 AYFajG{H r"H  $I [[  {!A ! F >>"r4   )NNr;   )Nr   r   )NF)r   r   F)F)Nr   r   F)g      ?gUUUUUU?FN)Nr.  r  r.  r   )r1  loggingr   r  rW  typingcollections.abcr   r   r   r   r   r   typing_extensionsr	   r_   torch._decomp_decompr0   torch._prims_common_prims_commonr  $torch.ao.quantization.fx._decomposedr
   r   r   torch._decomp.decompositionsr   ri  r   r   r>   r   r   $torch._decomp.decompositions_for_rngr   torch._dynamo.utilsr   torch._environmentr   !torch._higher_order_ops.out_dtyper   torch._inductor.utilsr   r   r   r   torch._refsr   rG   %torch.fx.experimental.symbolic_shapesr   r   torch.utils._ordered_setr    r   r    r!   r"   r#   r$   r%   _opsOperatorBaseOpOverloadPacketr&   __annotations__	getLogger__name__r.   r(   r   r  r  r:  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$_native_batch_norm_legit_no_training_batch_norm_with_update"_batch_norm_with_update_functional_batch_norm_no_updatebatch_norm_backwardr  native_group_normnll_loss2d_backwardpermute_copyrrelu_with_noise_backward_softmaxsin_sqrt__to_copytril_indicestriu_indicesunbind_copyr  upsample_bilinear2dvecr>  rI  inductor_decompositionsr-   _unsafe_indexr  #_unsafe_masked_index_put_accumulate+_scaled_dot_product_flash_attention_for_cpur   r  rR   rQ   ri   gluselect_scatterslice_scatterrW   splitr   r   r   unbindbaddbmmr'   r,   
OpOverloadr1   r   r?   	ShapeTyper   tuplerH   rN   SymInttypesNumberrS   r`   rv   r   r   r   r   r   r\   r   r   r   r   r   r   r   detach_r   r  r  r  r  	view_copyr  r  
StrideTyper  r#  r!  r  r   r  r&  r*  r-  r5  	low_dtyper7  r3  r  r`  rk  r  r}  ru  r  ry  _foreach_lerpr  r  r  r  py_impl_CDispatchKeyAutogradcachedictr  r  r  choose_qparamsre   r  r  r  r  strr  r  r  r  r  r  r  r  r&  	Generatorr  r-  r4  rM   r4   r3   <module>r     s       
  $ ; ; '   # + 
  F ( ( 7 . 
 F W / $  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II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" ../
P<<
Poo
P U\\"
P 5<<
 	
P
 

P 5<<u||34
P 0
P ::BBCD )-(,	LL 
%++$$	% 
%++$$	%	
 
 E %# )-(,	||		%++$$	%	 
%++$$	%	 \\		 $ &	 $#ELL #U\\ #  %# $	
uS%,,&'
(	""	 	 \\		 %	 () !"M||M	M <<M LL	M ;;M \\M *M* ,,4456W
uS%,,&'
(W#YW W \\	W 7W  2234..<<. LL. S		.
 #tCy.!. 3S	>". CcN#. . I. . d. 5<<u||34. 5.@ ,,-.G G GU\\ G /G
 
# (,
,,LL $ \\	  $0 %
 (,  !
,,
,, ,, $	
 ++

 ;; \\  &8 	" (, 
,, LL  $  \\	   # N ))*+ :%,,:	: \\: ,:z %:U\\ :ell : &:& 
#
 +/	@||@||@ EKK&&'	@
 \\@ $@F ++,-   . 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
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