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Found: c38K|]}j|jkVdSr6r@)r.rrEs rrz/FunctionSchema.__post_init__..s,PPCs~7PPPPPPrzAll mutable returns must be aliased either to a keyword argument, or to "self". Did you forget to mark an out argument as keyword-only?c3ZK|]&}|jttjkV'dSr6)typeBaseTypeBaseTyTensorrs rrz/FunctionSchema.__post_init__..s3QQ16Xfm444QQQQQQrz3out= ops that accept tensor lists as out arguments cFg|]}|jd|S _scratch_r8rwrs rr0z0FunctionSchema.__post_init__..s>"x22;??rzMMust return as many arguments as there are out arguments, or no return at allr"zFound an operator that is not functional or out variant, but has tensor options arguments.This is not allowed- tensor options arguments are only allowed for factory functions.schema: zFound an operator that is not functional, but its overload contains the string 'functional'.This is a special keyword in the codegen, please use a different overload name.schema: )zipryrrrpost_self_positional_mutablerrrlr0ror8rself_argargumentrrIrJrKrLrzrrris_functional_fn)rr out_and_selfmutable_returnsimmutable_returnsself_arrEs @@rrzFunctionSchema.__post_init__sDN. ==  HC>S^333I4333 < | |A6:l | |{pstxpypy{{ | | | |DN.//3 3 >93 3 3    |      |     A % %->)?)?1)D)D)D rgjkogpgp r r*E)D)D"  CPPPP<PPPPP  J     >  c QQdn>PQQQQQ c %%***H+**b#'>#5 L c 9> ! .^,F O. O.7    #x '>'>>> %%** Q2fo6PPPPPP 4<((A---- > ( 499;;*"7777't99''877  " " 99;;*"7777't99''877  77rcd|jjvS)Nrr8 overload_namers rrUzFunctionSchema.is_functional_fnsty666rc4t|jjSr6)rryrrs r is_out_fnzFunctionSchema.is_out_fns6DN&'''rrct|jj}td|jjD}|jjj}t d|jjD}|r|rJ|r tjS|r|s JdtjS|r|r JdtjS|r tj Stj S)a  What kind of schema is this? A functional schema is one that returns a newly allocated output; an inplace schema modifies the self argument inplace; an out schema writes the result into an explicitly provided out argument. cFg|]}|jd|SrNrPrs rr0z'FunctionSchema.kind.."s- S S SS#(2E2Ek2R2R SS S S Src3@K|]}|jduo |jjVdSr6rrs rrz&FunctionSchema.kind..%sG   L $ >)>      rzFinvariant: all scratch operators are expected to be out= operators toozjWe should not categorize a scratch op as an out variant. Check if the order of if statements are expected!) rryrr8rrpost_self_positionalrrrr)ris_out is_scratch is_inplacer+s rrzFunctionSchema.kinds&dn()) S SDN. S S S  Y^+   ^8     *z***  )% %  ) X XW X X X% %  ) | |{ | | |> !  )% %( (rlist[str | None]c|g}|jD]fd|jjD}t|dkr|dCt|dkr!||djwdd|D}tdjd|d|S) NcBg|]}|j |jjk|Sr6r@)r.rrs rr0z7FunctionSchema.aliased_return_names..Is9<+  0L0L0L0L0Lrrr"rc3$K|] }|jV dSr6r7rs rrz6FunctionSchema.aliased_return_names..Ss$)G)GQ!&)G)G)G)G)G)GrzFound a return (z)that aliases multiple inputs (r)rryrrorr8rr@)routs aliased_args aliased_namesrs @raliased_return_namesz#FunctionSchema.aliased_return_namesFs!#  A0L <  A%% D!!!!\""a'' LO01111 $ )G)G,)G)G)G G G $^qv^^m^^^ rF) strip_defaultstrip_view_copy_namekeep_return_namesrnrorpc Tdfd }jjj}|rW|dr|dd}n+|dr|dd }t fd t jjjjjj gngjj jj D}t t|j }||z}j| } tjd kr;t t| dd} t%t't)|djjjd| |S)a Certain schemas are 'related', in that they are simply inplace/out/functional versions of the same function. This method factors these schemas into the "core" functional signature which is equal across all versions. Here is what normalization happens to the schema to convert it to a signature: - The overload name is stripped (name is retained, since it expresses semantic content about what the function does) - Inplace is set False - Out arguments are stripped - Mutable post_self_positional args are converted to returns - Mutability annotations are stripped (this is sound because you cannot overload on mutability annotation) - Return names are stripped since they are not overloadable and some variants have return names but some not - TensorOptions are dropped because out= variants of factory functions don't include them (and we want to be able to pair up factory functions with their out variants) Finally, we want to be able to pair up related "view" and their corresponding "view_copy" operators. We do this by optionally stripping the trailing "_copy" from the base name. Example of a mutable op before and after: f.func (Mutable operator): _fused_moving_avg_obs_fq_helper(Tensor self, Tensor observer_on, Tensor fake_quant_on, Tensor(a!) running_min, Tensor(b!) running_max, Tensor(c!) scale, Tensor(d!) zero_point, float averaging_const, int quant_min, int quant_max, int ch_axis, bool per_row_fake_quant=False, bool symmetric_quant=False) -> (Tensor output, Tensor mask) # noqa: B950 f.func (Corresponding functional operator): _fused_moving_avg_obs_fq_helper.functional(Tensor self, Tensor observer_on, Tensor fake_quant_on, Tensor running_min, Tensor running_max, Tensor scale, Tensor zero_point, float averaging_const, int quant_min, int quant_max, int ch_axis, bool per_row_fake_quant=False, bool symmetric_quant=False) -> (Tensor output, Tensor mask, Tensor running_min_out, Tensor running_max_out, Tensor scale_out, Tensor zero_point_out) # noqa: B950 f.func.signature() output: _fused_moving_avg_obs_fq_helper(Tensor self, Tensor observer_on, Tensor fake_quant_on, Tensor running_min, Tensor running_max, Tensor scale, Tensor zero_point, float averaging_const, int quant_min, int quant_max, int ch_axis, bool per_row_fake_quant=False, bool symmetric_quant=False) -> (Tensor, Tensor, Tensor, Tensor, Tensor, Tensor) # noqa: B950 rReturnrcDtr|jnd|jdS)Nr8rIr)rrr8rI)rrps rstrip_ret_annotationz6FunctionSchema.signature..strip_ret_annotations00:QVVdV r_copyr&_scatterscatterinversec3K|]Zj jjtfdjD5t r jdndjdV[dS)Nc38K|]}j|jkVdSr6r@rAs rrz5FunctionSchema.signature...s,KK  4KKKKKKr_outrt)rrrrrrr8rI)r.rrprs @rrz+FunctionSchema.signature..s, , |' %(KKKKdlKKKKK( (9C____tV   ('''%, , rNrnz bernoulli.pzfloat pz float p=0.5Frr dunder_methodr[r3)rrrrrr)r8rrxreplacetupler.r/ryrSrTrrbmaprrrr$rDr-raBaseOperatorNamer) rrnrorpru base_namereturns_from_mutable_inputsoriginal_returnsrargs_sigs ` ` rrzFunctionSchema.signatureYsX      IN'  D!!'** D%--gr:: ##J// D%--iCC ',, , , , , _>*6(122"3, , , ' ' #,!%94++-+HH ty>>] * * s8}}'<' !     rc.|dS)NTro)rrs rview_signaturezFunctionSchema.view_signatures~~4~888rc:t||j|jS)Nr3)r-ryr)rr8s r with_namezFunctionSchema.with_names&nL    rcp|tjtjtjfvSr6)rrrrrrs rmodifies_argumentsz!FunctionSchema.modifies_argumentss$yy{{z1:>:CUVVVrc4|jSr6)ryhas_symint_argrs r has_symintzFunctionSchema.has_symints~,,...rct|j}t|jdkrt|jd}n3ddt t|jzdz}|jd|d|S)Nr"rrrrz) -> )rryrorrrr8)rall_arguments_strrs rrzFunctionSchema.__str__s// t|   ! !$,q/**GGDIIc#t|&<&<===CG)??/??g???rNr)rr,)r.rrr-r)rr)rrf)rnrrorrprrr-r)r8rarr-r)rrrr rr+rrecompiler4rrDr=rrUr^rrmrrrrrrr!rrr-r-ds  AAAXA    bjOPPG   \     ````D7777((((:')')')')Z,$%*"' e e e e e e N9999    WWWXW////@@@@@@rr-cNeZdZUded<ded<ded<ed d Zd d Zd S) Annotationztuple[str, ...] alias_setrrrannrrctjd|}| Jd||d|dr|dndz}t|d}|ddk}|r!t |dkrJd |d |d r5t|d dnd }t |dkr!t |dkrJd |d t |||}t||ksJ|d||S)Nz2^([a-z])(\|[a-z])*(!?)( -> (\*|[a-z](\|[a-z])*))?$zunrecognized alias annotation r"r_r&|rW!z,alias set larger than 1 is not mutable, got z instead.r!zSbefore alias set and after alias set cannot be larger than 1 at the same time, got )rrrr)rmatchgrouprrrorr)rr before_aliasrr after_setrs rrDzAnnotation.parses HJC P P}}DsDD}}}wwqzz1771::%EQWWQZZZ2F ,,,S1122 771::$  IY!+++ H# H H H,++45GGAJJFE!''!****3//000B    ! !c)nnq&8&8&8 oad o o o'9&8&8 (I   1vv}}}oooo}}}rcd|j}|jr|d}d|j}|r|d|}|S)Nrr -> )rrrr)rrrs rrzAnnotation.__str__ sbHHT^,, = ($I((4#788  @$?f?o??IrN)rrrrr)rrrr rrDrr!rrrrslNNN$$$$   \ DrrcveZdZeddZeddZddZdd Zdd Zdd Z dd Z ddZ ddZ dS)Typerrrc~t|}t||ksJ|d||S)Nr)r_parser)rrs rrDz Type.parses9 KKNN1vv{{{qMMaMM{{{rctjd|}|:tt|dStjd|}|u|d"t |dnd}tt|d|Stjd|}|"t|dS tt|S#t$r}td||d}~wwxYw)Nz^(.+)\?$r"z^(.+)\[([0-9]+)?\]$r_)elemsizez-^__torch__\.torch\.classes\.([a-zA-Z0-9_.]+)$zunrecognized type ) rr OptionalTyperrDrrListTypeCustomClassTyperJrKKeyErrorr)rrrrs rrz Type._parse%s) H[! $ $ = 1771:: 6 677 7 H+Q / / =&'ggajj&<3qwwqzz???$DAGGAJJ!7!7dCCC C HEq I I ="1771::.. . @F1I&& & @ @ @7A7788a ? @sD22 E<EEctr6NotImplementedErrorrs rrz Type.__str__8!!rbase_tyrKrctr6rrrs ris_base_ty_likezType.is_base_ty_like@rrc@|tjSr6)rrKrLrs ris_tensor_likezType.is_tensor_likeC##FM222rc@|tjSr6)rrK Generatorrs ris_generator_likezType.is_generator_likeFs##F$4555rc@|tjSr6)rrKSymIntrs ris_symint_likezType.is_symint_likeIrrctr6rrs r is_nullablezType.is_nullableLrrListType | Nonectr6rrs r is_list_likezType.is_list_likeOrrN)rrrrrrrKrrrrr) rrrrrDrrrrrrrrr!rrrrs\ @@@\@$""""""""333366663333""""""""""rrceZdZeZeZeZeZeZeZ eZ eZ eZ eZ eZeZeZeZeZeZeZeZeZeZeZdS)rKN)rrrrrrrLrDimname DimVectorfloatrrLayoutDevice DeviceIndexScalar MemoryFormatQSchemeStorageStreamrSymBoolConstQuantizerPtr GraphModuler!rrrKrKTsIJ TVVF $&&CdffGI DFFE $&&C 466D TVVF TVVF$&&K TVVF466LdffGdffG TVVF TVVFdffG$&&KKKrrKcBeZdZUded<ddZddZdd Zdd Zdd Zd S)rJrKr8rrc|jjSr6r7rs rrzBaseType.__str__ps).""rrrc|j|kSr6r7rs rrzBaseType.is_base_ty_likessyG##rcdSr)r!rs rrzBaseType.is_nullablevurrcdSr6r!rs rrzBaseType.is_list_likeytrc,|jtjkSr6)r8rKrrs rrzBaseType.is_symint_like|syFM))rNrrrr) rrrr rrrrrr!rrrJrJlsLLL####$$$$******rrJcBeZdZUded<ddZdd Zdd Zdd Zdd ZdS)rrrrrc|jdS)N?)rrs rrzOptionalType.__str__s)rrrKrc6|j|Sr6rrrs rrzOptionalType.is_base_ty_likey((111rc4|jSr6rrrs rrzOptionalType.is_symint_likey'')))rcdS)NTr!rs rrzOptionalType.is_nullablerrrc4|jSr6)rrrs rrzOptionalType.is_list_likesy%%'''rNrrrr rrrr rrrrrr!rrrrsJJJ2222****((((((rrcBeZdZUded<ddZddZdd Zdd Zdd Zd S)rr class_namercd|jS)zK Return the class name will prefix __torch__.torch.classes z__torch__.torch.classes.)rrs rrzCustomClassType.__str__s<$/;;;rrrKrcdSr)r!rs rrzCustomClassType.is_base_ty_likerrcdSr)r!rs rrzCustomClassType.is_symint_likerrcdS)z8 Assume a custom class is not nullable. Fr!rs rrzCustomClassType.is_nullables urrcdSr6r!rs rrzCustomClassType.is_list_likerrNrrrrrr!rrrrsOOO<<<<  rrcLeZdZUded<ded<ddZdd Zdd Zdd ZddZdS)rrrz int | Nonerrrc>|jr|jnd}|jd|dS)Nr&[])rr)rrs rrzListType.__str__s/!%2$)~~)%%d%%%%rrrKrc6|j|Sr6rrs rrzListType.is_base_ty_likerrc4|jSr6rrs rrzListType.is_symint_likerrc4|jSr6)rrrs rrzListType.is_nullablesy$$&&&rrc|Sr6r!rs rrzListType.is_list_likes rNrrrrrr!rrrrsJJJ&&&&2222****''''rrceZdZUded<ded<ded<ded<edd Zedd ZeddZddZ dS)r'rr8rrIr2rQAnnotation | Nonerrc|jSr6r@rs r alias_infozArgument.alias_info rrcd|vsJd|dd|vr`|ddksJd|d|d\}}|dd\}}|d|}n|dd\}}|}d}tjd|}|rg|dd vs Jd d |dz}t |d}n|}d}t|} t|| || } t| |ksJt| d || S)Nrzillegal argument 'r=r"z&illegal argument with default value: 'Tensor\((.+)\)(.*)r_r&rz[],unrecognized alias analysis form with TensorrLr8rIrQrr) countrrsplitrrrrrDrr'r) rtype_and_annot_and_namerQtype_and_annotr8name_and_defaultrtype_srrIrs rrDzArgument.parsesczzz6666zzz #::99S>>Q&&&(WQT(W(W(W&&&/2yy~~ , #W#:#A#A#q#I#I ND"&2222  /2zz#q/A/A ,N,#DG.??  ;;q>>&>   A.F#))%++a..99JJ#FJzz&!! !     1vv}}}Q22S22}}}rrc,|jduo |jjSr6rrs rrzArgument.is_writed*Gt/GGrc|j}|jr%|dvsJ|dd|jd}|j|Sd}|jr d|j}|d|j|S)NrLzTensor?zTensor[]rLTensor(rr&rr)rIrrr8rQ)rrI mb_defaults rrzArgument.__str__s)~ ? H<<<<<<<*FDO*F*F*FGGD 9 KJ| 0/// 44TY4 44 4rNrr)rrrr'rr rrrr rrrrDrrr!rrr'r's IIIJJJ*"!!! X$$$\$LHHHXH 5 5 5 5 5 5rr'c~eZdZUded<ded<ded<eddZedd Zedd ZddZ dS)rrr2r8rrIrrrc|jSr6r@rs rrzReturn.alias_info.rrrrcd|vr|dd\}}n|}d}tjd|}|rg|ddvs Jdd|dz}t|d}n|}d}t |}t|||}t||ksJt|d ||S) Nrr"rr_rrrLrtr) rrrrrrDrrrr)rrr8rr rrIrs rrDz Return.parse2s! #::#&::c1#5#5 NDD ND.??  ;;q>>&>   A.F#))%++a..99JJ#FJzz&!! !    1vv}}}Q22S22}}}rrc,|jduo |jjSr6rrs rrzReturn.is_writeQr rc|j}|jr%|dvsJ|dd|jd}|j|S|d|jS)Nr rLrrr)rIrrr8)rrIs rrzReturn.__str__Usl)~ ? H<<<<<<<*FDO*F*F*FGGD 9 K((TY(( (rNr)rrrrrrrrr!rrrrrr(sJJJ!!!! X\<HHHXH))))))rrrceZdZUded<dS) SelfArgumentr'rTN)rrrr r!rrrrasrrc@eZdZUded<ded<ded<ded<d dZd S) TensorOptionsArgumentsr'dtypelayoutdevice pin_memoryrSequence[Argument]c6|j|j|j|jgSr6rrrrrs rallzTensorOptionsArguments.allps DKdoFFrNrr)rrrr r"r!rrrris]OOOGGGGGGrrceZdZUded<ded<ded<ded<ded<ded <ded <ed0d Zed0dZed0dZed0dZed0dZ ed1dZ ed2dZ ed3dZ ed1dZ d4dZd5dZd5dZd5dZdd d6d"Zd7d#Zd8d&Zed9d*Zed:d+Zd;d,Zd.sCCCa CCCCr)rbrs rrRz&Arguments.post_self_positional_mutablesCC44CCCCrcg}||j|j,||j||j|Sr6)r)r&rzr"r'r*s rr1zArguments.flat_kwarg_onlys`  45666   * JJt*..00 1 1 1 46777 rcg}||j||j||j|Sr6)r)r0r1rr*s rrzArguments.flat_allsJ  4'((( 4'((( 48 r:Sequence[Argument | SelfArgument | TensorOptionsArguments]crg}||j||j|Sr6)r) positional kwarg_onlyr*s rnon_outzArguments.non_outs8GI 4?### 4?### r!Sequence[Argument | SelfArgument]cg}||j|j||j||j|Sr6)r)r%rSrrbr*s rr3zArguments.positionalsR-/ 4+,,, = $ JJt} % % % 4,--- r+Sequence[Argument | TensorOptionsArguments]cg}||j|j||j||j|Sr6)r)r&rzrr'r*s rr4zArguments.kwarg_onlysT79 45666   * JJt* + + + 46777 rcg}||j||j||j|Sr6)r)r3r4rr*s rr"z Arguments.allsHFH 4?### 4?### 48 r list[str]c$d|jDS)NcBg|]}|j |jj|jSr6)rrr8rs rr0z/Arguments.mutable_arg_names..s6   |'AL,A' F'''r)rrs rmutable_arg_nameszArguments.mutable_arg_namess%  ]    rrc>td|jDS)Nc3HK|]}|jVdSr6)rIrrs rrz+Arguments.has_tensor_arg..0FFq16((**FFFFFFrrr+rs rr{zArguments.has_tensor_arg"FFD4EFFFFFFrc>td|jDS)Nc3HK|]}|jVdSr6)rIrrs rrz+Arguments.has_symint_arg..rArrBrs rrzArguments.has_symint_argrCrc>td|jDS)Nc3HK|]}|jVdSr6)rIrrs rrz.Arguments.has_generator_arg..s0II!16++--IIIIIIrrBrs rrzArguments.has_generator_args"IIt7HIIIIIIrFr}rnc dfd }ttt||j|j"t ||jjndtt||jtt||jtt||j zdddS)Nrr'rcPt|j|js|jnddS)Nr)r'r8rIrQ)rrns rstrip_arg_annotationz1Arguments.signature..strip_arg_annotations5VV)6@ D  rr!r%rSrbr&rzr'r)rr'rr') r$rrr%rSrrTrbr&r')rrnrJs ` rrzArguments.signatures       %($*BCC!!}(""6"6t}7M"N"NOOO!&($*CDD"" +0($*LMM++C,d.QRRSS+T  +-+    rc |jJtj|ttj|jjdS)Nr@)rS)rS dataclassesrrrTrs rremove_self_annotationz Arguments.remove_self_annotation sR}(((" !#DM$:tLLL    rrjlist[Argument]c|t|jdksJtj|t |S)Nr)r)rorrMrr)rrjs r with_out_argszArguments.with_out_args sA48}}!!!!" d     rr9r5tuple[list[Argument], list[Argument], list[Argument]]c(g}g}g}|}|dD]p}|s|dkr||us Jd|}t|}|j|jjr ||urn ||ur|}n||usJ||q|||fS)Nrrz:invalid syntax: kwarg-only specifier * can only occur once)rr'rDrrr)r9r3r4r arguments_accrpargs r _preparsezArguments._preparse s%' %'  " ::d## ' 'C czz!Z///O0// * >>#&&D*t/G* J.."j00$'M$C////   & & & &:s**rc t|\}}}d}t|D]\}}|jdkr|}n|-|d|}t ||}||dzd} ng}d}|} g} d} g} | } dd }|d t d |d t d|dt d|dt dg}d}|t|kr|t|t|z krtdt||||t|zDrO| | usJt||||dz||dz||dz} |t|z }| } | |||dz }|t|ktt||t| t| | t| t|S)z. Input: 'int x, int y, int z' Nrr"r8rtyrrCallable[[Argument], bool]cfdS)NcJ|jko|jtfvSr6)r8rIr)rr8rXs rz/Arguments.parse..pred..a s&QVt^P2|B?O?O:P0Prr!)r8rXs``rpredzArguments.parse..pred` sPPPPP Prrrrrrrrrrc32K|]\}}||VdSr6r!)r.prs rrz"Arguments.parse..o sB1AaDDrr_rWr!rK)r8rrXrrrY) r$rV enumerater8rrrDror"rQrrr)r9r3r4rself_ixirr%rSrbr&rzr'kwarg_only_accr] predicatess rrDzArguments.parse; s'0&9&9$&?&?# Jj))  DAqv  ",XgX"6 #Jw$788H#-gkmm#< "$ H#- 9;%8<9;&6 Q Q Q Q D$**\22 3 3 D4::h// 0 0 D4::h// 0 0 Dtzz&11 2 2   #j//!!C OOc*oo555 #J 1q3z???R;R0S T T*-JJJJJ%;(m)!a%0)!a%0#-a!e#4 &&&N Z(A%CN  ! !*Q- 0 0 0 FA)#j//!!, %&9 : :!&';!. s4( ( ( |'AL,A' '''rrzOmutable pre_self_positional arguments are not currently supported in the schema)rSr%rzr'ro)rmutable_pre_self_positionalss rrzArguments.__post_init__ s = / / / /   &: : : :( ( -( ( ( $ , - - 2 2 2 \ 3 2 2 2 2rNr#)rr1)rr6)rr8rr;r)rnrrr$)rr$)rjrOrr$)r9rrrR)r9rrr$rr)rrrr rr+r0rRr1rr5r3r4r"r>r{rrrrNrQrrVrDrrr!rrr$r$ts .---!!!!....777711119888 X XDDDXDXXXXXX    GGGGGGGGJJJJ27! ! ! ! ! ! F        !+!+!+\!+FM M M \M ^((((]]]]]]rr$) rsubmuldivmodpowlshiftrshiftandxororc\eZdZUded<ded<ded<dZded<ed d Zdd Zd S)rrrrrrFrrrcd|dksJ|dr Jdtjd|}|Ud}|dt fdt Dr d}ddn0d}d d ksJnd}|d d kr d}dd nd}d }|r!d}dt | |s|rJnd}t|||}t||ksJt|d||S)Nr&r|zs_out suffix is reserved and not permitted for operator names; did you mean to specify an out overload name instead?z ^__([^_]+)__$Tr"c3*K|] }d|kVdS)rbNr!)r.nrs rrz)BaseOperatorName.parse.. s-GGq47q77?GGGGGGrFrrbr_ _functional)rrrrr) rxrrrrAUGMENTED_ASSIGNMENT_NAMESrorr)rrrrfunctional_suffixrrrs @rrDzBaseOperatorName.parse sRxxxx;;v&&   D    H%r * * = M771::DGGGG,FGGGGG &ABBx Aw#~~~~~!MDBx3CRCy* ==* + + ("& 13011112D% 4W 4 4 4 4"'  ' 3     1vv|||A00B00|||rc~|jr|jrdnd}d||jdS|jrdn |jrdnd}|j|S)Nrbr&__ryrz)rrrr)rrbs rrzBaseOperatorName.__str__ ss   %|+A((49((( (<+]] i$$$ $rN)rrrrr)rrrr rrrDrr!rrrr s{ IIIMMM(!&%%%%///\/b % % % % % %rrc\eZdZUded<ded<eddZddZdd Zdd Zdd Z d S)rarr8rr\rrcd|vr|dd\}}n|}d}tt||}t ||ksJt |d||S)N.r"r&r[r)rrarrDr)rr8r\rs rrDzOperatorName.parse" s '>>")--Q"7"7 D--DM .44T::- X X X1vv   SVV":":":":   rcB|jr|jd|jS|jS)Nrr\r8rs rrzOperatorName.__str__- 0   "i66$"466 6i> !rcB|jr|jd|jS|jS)Nryrrs runambiguous_namezOperatorName.unambiguous_name8 rrcvtt|jjd|jj|jSNFr~r[)rarr8rrr\rs rremove_inplacezOperatorName.remove_inplace> sE!Y^"i5 ,     roverloadcltt|jjd|jj|Sr)rarr8rr)rrs r with_overloadzOperatorName.with_overloadH sB!Y^"i5 #     rN)rrrrar)rra)rrrra) rrrr rrDrrrrr!rrrara s\""""""""           rrarrbc|jtjuo/|| o||jSr6)r.rrrr)rrrs r"gets_generated_out_inplace_wrapperrS sI  Z22 ' Q  ' LL & &rcteZdZUded<ded<ded<ddZd d ddZeddZeddZdS)NativeFunctionsViewGroupr+viewr view_copy view_inplacerrc|jjsJ|jSt|jr>Jt |jjjdt|jdn|jjjjj dsJ|jj |jj dksJd|jj vsBJt |jjjt |jj fd|j @|jj |j j ksJ|jj r[|j T|j j sHJt |jjjdt |j jjd |jjr[|j V|j jsLJt |jjjdt |j jjd dSdSdS) Nz appears to be a new operator that aliases its inputs. The codegen expects you to add a corresponding operator to native_functions.yaml: z3. See Note [view_copy NativeFunctions] for details.)rvrwTrrz appears to be a view_copy operator. The codegen expects view_copy operators to be annotated with the 'view_copy' tag in native_functions.yaml. See Note [view_copy NativeFunction] for details.rz] must either both have CompositeImplicitAutograd kernels, or both not have composite kernels.zi must either both have CompositeImplicitAutogradNestedTensor kernels, or both not have composite kernels.)rrrgets_generated_view_copyrr.r8get_view_copy_namerrxrrFrrBrCrs rrz&NativeFunctionsViewGroup.__post_init__r sy#### > !/ ::  ty~*++EE&ty11EEE    >&+05>>?TUU U U U9>++--1D1N1N%)2O22$."5555t~*/00#din2E2EFDDD655   (9>++--1B1G1Q1Q1S1SSSSS 9 ;  ,(O49>.//hhc$:K:P:U6V6Vhhh 9 I  ,%Z49>.//ttc$:K:P:U6V6Vttt  ,,rT) include_copyrrrc#hK|jV|j |jV|j |r |jVdSdSdSr6)rrr)rrs rrz"NativeFunctionsViewGroup.functions sXi   (# # # # > %, %.  & % % %rrc|jjSr6)rrrs rrz"NativeFunctionsViewGroup.root_name s y""rc|jjSr6)rrBrs r compositez"NativeFunctionsViewGroup.composite sy??rNr)rrrrrr) rrrr rrrrrr!rrrrh s%$$$''''####J15!!!!!!###X#@@@X@@@rrc|jsdS|jrdSd|jvrdS|jjjjdrdSdS)NFr_inverseT)rrBrFr.r8rrx)rs rrr sa <u /uu  v{%%j11u 4rcdg}t|jj|vrt|sJ|jjjjd}t t |d|jjjj|jjj}|S)NnarrowrvFr~r[) rr.r8rrrarrr\)r-list_of_ops_with_explicit_view_copy_operatorsrview_copy_names rrr s6>J1 16;LLL'*****6;#(///I! E9I9W   fk/ N rr:r%c|dkrdS|ddkr|ddkr |dd}td|d DS) z$ Input: '()' Output: [] z()r!rrrrr"c3JK|]}t|VdSr6)rrrDrs rrz parse_returns.. s.FFsc""FFFFFFrr)rr)r:s rr6r6 sj dr1~RC!7!7!!B$' FFk.?.?.E.EFFF F FFrcLeZdZUded<ded<eddZdd Zdd Zd S)rnzdict[str, list[Argument]]rrOrsrcobjectrc t|tsJg}d|dvr1|dd}d|D}|dd}i}|D]w}t|tsJd|vs Jd|d\}}d|vsJd|d|d}d |D}|||<xt || } | |ks Jd | S) NrrrVcfg|].}t|/Sr!r'rDrrr.r8s rr0z$Precompute.parse.. s,JJJtzz||44JJJrzLprecomputed parameters without replacement are allowed only in the last linerzillegal kernel param name 'z' in precomputed parameters'cfg|].}t|/Sr!rrs rr0z$Precompute.parse.. s,QQQthnnTZZ\\::QQQr)rrzr.to_list() != src)rhrlrrrnto_list) radd_argsadd_listrraw_replace_itemr with_list_raw with_listwith_list_argsrs rrDzPrecompute.parse sT#t$$$$$ R 2w}}S))HJJJJJHcrc(C # * * .44 4 4 4----5.-- "2!7!7!?!? C3NSNNN%++C00IQQyQQQN)GCLL wH 5 5 5yy{{c!!!#7!!!rrc|jD]&}|j|jksJ'|jD]+}|D]&}|j|jksJ',dSr6)rr8upperrr)rrr9s rrzPrecompute.__post_init__ s , ,A6<<>>QV+++++L'')) 0 0D 0 0v||~~///// 0 0 0rr;cg}|jD]>\}}dd|D}||d|?|S)Nrc34K|]}t|VdSr6r)r.params rrz%Precompute.to_list.. s($P$PESZZ$P$P$P$P$P$Prr)rr?rr)r replace_list kernel_paramreplacement_params replacementss rrzPrecompute.to_list sx 04 0B0B0D0D E E ,L,99$P$P=O$P$P$PPPL   < C C\ C C D D D DrN)rrrrnrrj)rrrr rrDrrr!rrrnrn sw'&&&"""\"H0000rrnr)rr4rr)rr+rrrr rr)rr+rr)rr+rra)r:rrr%)l __future__rrMr.rrenumrrtypingrrr torchgen.utilsr r r rr#r|rrr AUTOGRAD_KEYSFRAGMENT_NAMESPACESr4rrrrhasattrrprintrrwrsrrryrrrrrPrrrrrmrnrorprrr}rrrrrWrsrrrrrrrr rrrrrrrrrrr!r&r+rrrtr}r r-rrrKrJrrrr'rrrrr$r{rrarrrrr6rnr!rrrs """"""" !!!!!!//////////DDDDDDDDDD: $********d (nssuu((,,,>,,, #$:; _>_>_>_>_>$_>_>_>DD  B w{BG,, ++--A E!HHH,t2trttqrtt  OOO  #'9OOO)5)6  3 >****%%%% ++++++++\46 5555&J  j'J (8*:K'LMM j%:j67 i%Z0=3LL e!.u!5 i8P!P o* i 88"#;;;;;t;;;4d T$ $a Ga Ga Ga Ga Ga Ga Ga GH $q q q q q q q q h $((((((((, $        6 $88888888` $r@r@r@r@r@r@r@r@z  $11111111t $2"2"2"2"2"2"2"2"lT0 $*****t***( $(((((4(((( $d@ $t* $W5W5W5W5W5W5W5W5t $4)4)4)4)4)4)4)4)p $ $GGGGGGGG $p]p]p]p]p]p]p]p]l   * $W%W%W%W%W%W%W%W%x $2 2 2 2 2 2 2 2 j* $=@=@=@=@=@=@=@=@@.0 G G G G $;;;;;;;;;;r