8h?LSSKJrJrJrJr SSKrSSKJr SSKJ r SSK J r SSK J r Jr SSKJrJr SS KJrJrJr SS KJrJrJrJrJrJrJrJrJrJ r S \S \ S \\!4Sjr"S \S \ S\S\!S\!S\!S\!S\!S\!S\#S\#S\\!S \4Sjr$S \ S\%\\&\!\!44S\%\\&\!\!44S\S\!S \ 4 Sjr'S\S\S\ S \S!\\RP\)4S"\\RP\#4S#\!S \4S$jr*S\S%\S\\\+\4S&\ S\ S \S'\!S\S(\%\!\,\4S \\\+\44S)jr-S\S&\ S\ S \S \4 S*jr.S+\S&\ S,\#S \/4S-jr0S.\\\+\4S/\\\\+\4S+\S&\ S\ S'\!S \4S0jr1S.\\\+\4S/\\\\+\4S\S&\ S\ S'\!S \4S1jr2S7S2\!S&\ S3\!S\ S4\%\!\&\\44S\S5\/S(\\%\!\,\4S \ 4S6jjr3g)8)AnyCallableOptionalUnionN)get_node_type_to_io_type_map)get_new_attr_name_with_prefix)_is_activation_post_process) GraphModulemap_arg)GraphNode)NSNodeTargetTypeNSSingleResultValuesType NSSubgraph) get_arg_indices_of_inputs_to_log$get_node_first_input_and_output_typeget_node_input_qparamsget_normalized_nth_inputget_number_of_non_param_argsget_target_type_strgetattr_from_fqnNodeInputOrOutputTypeop_type_supports_shadowingreturn_first_non_observer_nodenodegmreturnc,Sn[US5(aUnURS:XaR[UR[5(de[ XR5n[ U5(a [XS5nURURSnU$)N_node_name_to_scope call_moduler) hasattrop isinstancetargetstrrr rr name)rrfqnnode_to_use_for_fqnmodules U/var/www/fran/franai/venv/lib/python3.13/site-packages/torch/ao/ns/fx/graph_passes.py_maybe_get_fqnr,s Cr())# 77m #dkk3// //%b++6F*622&>t&K#$$%8%=%=>qA J logger_clslogger_node_name_suffix ref_node_name model_nameref_nameref_node_target_type results_typeindex_within_arg index_of_argr(c [URU-5"U5n [X5n U"UURUUU UUU U U 5 n[XU5 URR SX405nU$)z Given a starting graph of prev_node -> node -> next_node This function creates a new logger_cls obj and adds it after node, resulting in prev_node -> node -> logger_obj -> next_node r!)rr'rsetattrgraph create_node)rrr.r/r0r1r2r3r4r5r6r(logger_node_name target_type logger_obj logger_nodes r+_insert_logger_after_noder?*s25 ++ &d/K   J B*-**((8H'SUVK r-*node_to_instrument_inputs_to_ref_node_name+node_to_instrument_outputs_to_ref_node_namec^[5n0mU4SjnURRGH nURS:Xa'UR [ [ XpS5U55 M;Xq;dXr;Ga[Xp5nXq;Ga+UUup[U5n U GHn [ XpU 5n [U 5[:XaTTU Rn[UUUSURUU U [RRSU US9 TU R'Mw[U 5[ R"R$R&:Xaj[)U 5HXunnTURn[UUUSURUU U [RRUU US9 TUR'MZ GMGM UR+Xv5TUR'Xr;aZUUup[TURUUSURUU U [R,RSSUS9 TUR'GMGMUR+Xv5TUR'GM# [/X5nU$)z Takes the graph of gm, adds loggers to the output of each node in nodes_to_instrument. Returns a GraphModule with the new graph. c$>[UU4Sj5$)Nc">TUR$Nr')renvs r+8add_loggers_to_model..load_arg..ks s499~r-r )arGs r+load_arg&add_loggers_to_model..load_argjsq566r-outputr _ns_logger_r5r6r()r r9nodesr#rNr rr,rtyper r'r?r NODE_INPUTvaluetorchfximmutable_collectionsimmutable_list enumerate node_copy NODE_OUTPUTr )rr@rAr.r1 new_graphrLrr(r2 ref_node_typearg_indices_to_log node_arg_idxnode_arg prev_nodearg_idxargnew_gmrGs @r+add_loggers_to_modelreZsIIC7 77h    W%=d%JHU V   >  ? *CA*T+'&Fd%K"$6L7,OHH~-$' $6 -F%&) II&$)4??EE-.)5 # .HMM*X%((*H*H*W*WW-6h,?LGS(+CHH I2K ) " * - $ * ( - 8 C C I I18-9$' 3C /-@"Q%7X'00@C NB*U+'"; N!II!,88>>%&!" "DII C*'00@C Nmp 'F Mr- prev_node_cnode_agm_bgraph_cscale zero_pointdtype_cast_namecf[URS-5"U5n[X'U5 URSUS0U5n[URS-5"U5n [X)U5 URSU S0U 5n URS[R XU [R 40U5$)N _input_scale_get_attr_input_zero_point_ call_function)rr'r8r:rUquantize_per_tensorquint8) rfrgrhrirjrkrlscale_node_name scale_nodezero_point_node_namezero_point_nodes r+ _insert_quantize_per_tensor_noderys4FKK/4QRSWXO D5)$$OR_J9 **   D 3))("b2FO    !! /5<<@   r-node_cgm_anode_name_prefixnode_type_to_io_type_mapc  Sn Sn Sn Sn Sn Sn[XXx5unn[XXx5unnU[R:XaU[R:XdPU[R:XaU[R:Xd(U[R:Xa%U[R :Xa[ Rn OUU:Xa/U[R:wa[ RRn OU[R:Xa8U[R:Xa$[XU5nUb[ Rn UupOrU[R:Xa'U[R:XaSn [ Rn O7[SUSUR5S3USUR5S3-5e[!U["5(a[%U5"U5nU (a-U bUb['UUUUU UU5$UR)SU U40U5$U (aUR)SU X,40U5$U (deU "5n[+UUU5 UR)S UU40U5$[!U[,5(a/nUHn[%U5"U5nU (a)UR)SU U40U5nUR/U5 MDU (deU "5n[+UUU5 UR)S UU40U5nUR/U5 M U$[S [1U5S 35e) a Given a starting graph C (derived from graph B) of ... -> prev_node_c -> node_c -> ... And a corresponding related node_a, inserts the correct dtype cast node after prev_node_c to cast into the dtype expected by node_a, resulting in: dtype_cast / ... -> prev_node_c -> node_c -> ... For example, if node_c is an int8 op and node_a is an fp32 op, this function will insert a dequant. Ntozdtype cast from  z to z needs to be implementedrr call_methodr!ztype fz is not handled)rrFP32INT8FP16 FP32_OR_INT8rU dequantizeUNKNOWNnnIdentityrrsfloat16AssertionError format_noder$r rryr:r8listappendrR)rgrzrfr{rhrir|r.r} dtype_cast_opdtype_cast_mod_clsdtype_cast_methoddtype_cast_method_dtypedtype_cast_scaledtype_cast_zero_pointnode_input_type_a_node_output_type_anode_input_type_c_node_output_type_cnode_a_input_qparamsnew_dtype_cast_namedtype_cast_modresultsprev_node_c_innernew_dtype_cast_nodes r+_insert_dtype_cast_after_nodersp6M" -Qj.**.Rj.** !6!;!; ;!%:%?%?? !6!;!; ;!%:%?%?? !6!;!; ;!%:%G%GG(( .. !6!>!> >"XX..2777 !6!;!; ; 6 2  +!55M6J 3 2777 !6!;!; ; "'--0163E3E3G2H M"#1V%7%7%9$::RS T  +t$$;&&##   K & &!, "?@P"QRV"W &-&9&9#!&(' '#23)))!3!51>B&-&9&9!'&(' '#23/"-0vd;&7%8HIIr-c URS:Xa[URS-5"U5n[XR5n[ R "U5(aUR5n[X$U5 URURUS0U5nU$URS:XGaURS;dSURS35eURS:Xaa[[XS 5XU5n[URS-5"U5nURURURU40U5nU$[[XS 5XU5n[URS-5"U5nURURURU[XS 540U5nU$[S UR5S URS35e) z# Simple copy of node_a to graph_c. ro _shadow_copy_rprrrztarget  is not implementedrrrzhandling of node z with op )r#rr'rr%rU is_tensordetachr8r:_copy_node_from_a_to_crrr)rgr{rhrinode_a_copy_name node_a_obj node_a_copyarg_copys r+rrsyyJ89VW  &dMM: ??: & &#**,J 3)) II'R1A  m #}}!   8V]]O#6 7 8  ==L (-(q94wH = o-   "-- 6==8+r;KK -(q94wH = o-   "--  3F!DE K  2 2 45YvyykI\ ]  r- subgraph_anum_non_param_args_node_ac/nURnX@R:wa.URU5 [XAS5nX@R:waM.URU5 UR 5 SnUHnXcSLaUOSnUR USS9nUbUupOUR URpSn U [U 5:a<U S:XaOU S:XaUS:XaOU"XU5(d gU S- n U [U 5:aM<U R5H,n U S:XaOU S:XaUS:XaOU"X5(d gU S- n M. M g)z This function returns `False` if the input subgraph cannot be copied by `_insert_copy_of_subgraph_a_after_input_node_c`. This usually means that there is a corner case logic for which copy is not yet implemented. rc[U[5(a<[X5nURS:XaURS;$URS:Xagg[U[ [ 45(a UHn[U[5(aM g g)NrrroTF)r$r rr#r%rtuple) node_a_argr{arg_aels r+ _can_insert3_can_insert_copy_of_subgraph_a.._can_insertsw j$ ' '2:DExx=(||';;;Z'  T5M 2 2 !"d++ !r-rTnormalize_to_only_use_kwargsF) end_node start_noderrreversenormalized_argumentsargskwargslenvalues) rr{rrQcur_noderrglocal_num_non_param_args_node_anorm_args_kwargs norm_args norm_kwargscur_idx kwarg_vals r+_can_insert_copy_of_subgraph_arse E""H ++ + X+HA> ++ + LL MMO ")/8); % ("66 t7   '%5 "I{%+[[&--{I&!|A"AQ"F"9#5t<< qLGI&%++-I!|A"AQ"F"933 qLG.3H r- input_node_cinput_node_c_2c v[U[[45(deUR/nURnXrR:wa/[ XsS5nUR SU5 XrR:waM/USn[XXXE5n [S[U55Hn XjnU n [U SUUUU5n M U $)z" TODO(before land): real docblock rrN) r$r rrrrinsert)_insert_copy_of_node_a_after_input_node_cranger) rrrr{rhr| nodes_of_ar cur_node_a cur_node_c cur_idx_arfs r+-_insert_copy_of_subgraph_a_after_input_node_crs lT4L 1 11 1%%&J""H ++ ++HA>!X& ++ + AJ:jJ1c*o. *  >       / r-c^^^^[U[5(a URmO&[U[5(deUSRmUR TSS9nUbUupxOUR UR p/n 0n UUUU4Sjn Sn U [U5:aFU S:XaUn OU S:XaUbUn O U "X|5n U RU 5 U S- n U [U5:aMFUR5H.unmU S:XaX U'OU S:XaUbXU'O U "T5X'U S- n M0 [U 5n [U5"T5nURS:Xav[U5"T5n[UR[5(de[TUR5n[!TUU5 TR#URUU U U5nU$URS;deTR#URURU U U5nU$)a Assume that node_a from graph_a has args (input, (input2)?, arg1, ...), and kwargs {kw0: kwarg0, ...} Note: input2 is optional. If it equals to None, we assume that the op has a single non-param input. If it is specified, we assume that the op has two non-param inputs. Copies the underlying values of arg1..argn and kwarg0..kwargn into gm_b, and creates the corresponding nodes in graph_c. Note: observers are ignored, so if an arg is an observer we navigate up until we find a non-observer parent. If node_a is a call_module, points the module pointed to by node_a to gm_b. Creates the copy of node_a in graph_c, with input as the first arg, and all other args and kwargs pointing to the copies of the objects in gm_b created above. An example in pictures: graph A: ======== input -------------> node_a / / / (input_2)?----------/ / / / / weight -> weight_obs / / bias ---------------- graph C (derived from B): ========================= input_node_c --> node_a_copy / / / (input_node_c_2)? / / / / weight_copy ----/ / / bias_copy ------/ rTrcr>[U[5(a[UT5n[UTTT5nU$[U[[ [ R45(aU$[T[[45(a'THn[U[5(dMS5e U$[S[T5S35e)Nz/handling of Node inside list is not implementedzhandling for kwarg of type r) r$r rrintfloatrUdtyperrrrR)rcrr{rhrirs r+ _copy_arg<_insert_copy_of_node_a_after_input_node_c.._copy_args c4 0d;C(dD'BCJ c5%++6 7 7J  D%= 1 1%b$//E/ J -d9o->>QR r-rr!)rrr)r$r r9rrrrrritemsrrr#r%r&rr8r:)rrrgr{rhr|rrrnew_args new_kwargsrrnew_arg kwarg_namenode_a_shadows_c_namenew_mod_copy_namemod_anode_a_shadows_crirs `` @@r+rr;sf,%%$$,----q/''22 43#!1 ;!'fmm;HJ&G C N " a<"G \n8$G 23G 1  C N ""-!2!2!4 I a<%1z " \n8%3z "%.y%9J "1 "5XH9:JKDQ yyM!9:JKDQ&------ v}}5'/".. II    !   yy<<<<".. II MM   !   r-name_aname_bmatched_subgraph_pairsshould_log_inputsc.^3Uc [5n[5n0m3U34Sjn 0n 0n UR5HYupU up[URU5n[URU5nUU UU4XR 'UU UU4XR 'M[ URRGHnURS:Xa*UR[URSU 55 M>UU ;nUU ;nU(dU(Ga]U(a U UunnnnOU(deU Uunnnn[UR 5=(a [U5nU(dW[S[UU53S[UR U53-S-5 URUU 5T3UR 'GM[#UR XU5unn[#UX5U5unnU[$R&:g=(aG U[$R&:g=(a- U[$R&:g=(a U[$R&:gnU(dW[S[UU53S[UR U53-S-5 URUU 5T3UR 'GMU[$R(:XaU[$R*:Xat[-UR X5nU(dW[S[UU53S[UR U53-S -5 URUU 5T3UR 'GM[/UR U5n[1XU5(dW[S[UU53S[UR U53-S -5 URUU 5T3UR 'GM[3URU5n[3WRU5nU(Ga'U(Ga[5UUS5n [7U [85(aST3U R n![;U!UUS UR UUU[<R>R@SSUS 9 T3U!R 'O[7U [B5(a}U V"s/sHn"T3U"R PM n#n"[EU 5HNun$n"U#U$n![;U!UUS UR UUU[<R>R@U$SUS 9 T3U!R 'MP O[GS [IU 5S35eU(dU(a.URUU 5T3UR 'T3UR n%U(Ga[5W%US5n!U(aU[7U![85(a[5U%US5n!O2[7U![B5(aU!V"s/sHn"[5U"US5PM n!n"[KUR U%U!UUUUR S-UU5 n&U(aSn'[7U&[85(a/[;U&UUSU'UUU[<R>R@SSUS 9 n&U&n(Oo[7U&[B5(de/n)[EU&5HCun*n+[;U+UUSU'UUU[<R>R@U*SUS 9 n,U)RMU,5 ME U)n&U&n(Sn-[/UR U5nUS:Xa [5U%US5n-[OU&U-UUUU%R S-5n.U.T3U.R 'U(aU.n/[5U/US5W(:wa [5U/US5n/[5U/US5U(:waM [7U([85(a([QUU(R 5n0U/R U0l)OG[7U([B5(deU(H*n1[QUU1R 5n0U/R U0l)M, [;T3U.R UUSU.R UUU[<RTR@SSUS 9 T3U.R 'U(aS[;T3UR UUSUR UUU[<RTR@SSUS 9 T3UR 'GMGMURUU 5T3UR 'GM [WX85n2U2$s sn"fs sn"f)aI Creates a new GraphModule consisting of the graph of C, with the meaningful nodes of A shadowing the corresponding nodes of B. For example, Graph A: a0 -> op0_fp32 -> a1 -> op1_fp32 -> a2 Graph B: b0 -> op0_int8 -> b1 -> op1_int8 -> b2 matched_node_pairs: {'op0': (op0_fp32, op0_int8), 'op1': (op1_fp32, op1_int8)} Graph C (A shadows B): / dequant0 -> op0_fp32 -> logger_a_0 / dequant_1 -> op1_fp32 -> logger_a_1 / / b0 -------------> op0_int8 -> logger_b_0 --------------> op1_int8 -> logger_b_1 In a nutshell, this function does the following for each node pair: * copies the necessary attributes and modules from gm_a to gm_b, keeping names unique * adds a dtype cast op (dequant, quant, etc) * adds a copy of node_a in gm_b's graph * adds loggers to the outputs of node_a and node_b Nc$>[UU4Sj5$)Nc">TUR$rErF)renv_cs r+rH6create_a_shadows_b..load_arg..suTYY'7r-rJ)rKrs r+rL$create_a_shadows_b..load_argsq788r-rNrz$skipping shadow loggers for node_b: z, start_node_a: z , unsupportedz, unknown dtype castz, unknown input qparamsz", unhandled logic in subgraph copy_ns_logger_b_inp_rPztype z is not handled yet _dtype_cast__ns_logger_a_inp_rrr _ns_logger_a_ _ns_logger_b_),rr rr base_op_noderrr9rQr#rNr rrprintrZr'rrrrrrrrr,rr$r r?rrSrTrrYrrRrrrgetattrr0r[r )4rr{rrhrr.rr}rirL+start_node_b_to_matched_subgraph_a_and_name)end_node_b_to_matched_subgraph_a_and_name match_namematchr subgraph_bref_node_type_aref_node_type_bnode_bnode_b_is_start_nodenode_b_is_end_noder2all_op_types_support_shadowingrnode_output_type_anode_input_type_bnode_output_type_bnode_io_types_known_a_and_brr fqn_base_a fqn_base_b prev_node_brfrcprev_node_c_listrbrzdtype_cast_noder0 input_logger new_loggersdtype_cast_idxdtype_cast_node_innerdtype_cast_loggernode_c_second_non_param_argrrinput_logger_modinput_logger_innergm_crs4 @r+create_a_shadows_brs? H '#?#A gGE935/02-399; !& -j.E.EtL-j.E.EtL     N 34I4IJ     J 12E2EF<"**"" 99 NN76;;q>8< =  &)TT#'PP #5# @G ##*)) >fE ##.H%%..5,V4 +2:;NvW[;\:]^())F)FFH'*?*G*GG ( /:;NvW[;\:]^())C)CC'=))4($,>?RSY[_?`>ab,-@AVAVX\-],^_`34 *1):):68)LE&++&(D%%t) %2";:;NvW[;\:]^()vtQ&O #K66(3''25S$B'2$'#@))KK.0, #*%$&M!/488*C+ &/)"$+4??EE-.)* * +AP )/4@@@@&( EN+FAN,A1J 5 $ * 3 - & ( / 8 C C I I1?-.$. 1-(../@A#F$+6'6 /3+,H))4-)-12Ja3/$Q#/KK/1 $ 0@&++,% 0H28T1EU#;HdA#N38T1EU!,55+249J9J+K(9A(6),====2>./6t=O=T=T/U,=E]],:3? 0I*//0#$))#,88>>%&!"" 0&++,("%>&++&#KK#,88>>%&!"" &fkk""4")!2!268!DE&++ C #F t %D KK,Tl's 6b brE)4typingrrrrrUtorch.ao.ns.fx.mappingsrtorch.ao.quantization.fx.utilsrtorch.ao.quantization.observerr torch.fxr r torch.fx.graphr r ns_typesrrrutilsrrrrrrrrrrr&r,rr?dictrreTensorrryrsetrrboolrrrrrpr-r+r s)11 @HF)&LL     ; 8C=  - ---! -  -  ------ #- -`ll04T5c?5J0Kl26dE#s(O6K1Ll l  l  l^    u$ %  ellC'(  B\J \J \JtT$Z'(\J  \J  \J  \J\J\J#3,<(=#=>\J 4d \J@8 8 8  8  8  8 vHH H #H HV(d4j()(U4d#345((  (  (  ( (VI d4j()I U4d#345I  I   I  I  I  I hLPf f f f  f !eJ ,B&C!CD f  ff'tC5E1F,F'GHffr-