+ ܳjW ^RIHt^RIt^RIt^RIHt^RIHt^RI H t ^RI t ^RI H t HtHt^RIHt^RIHtR^R lt]!R_UUu.uFpR`F pR V R V 2NK K uppR_Uu.uFpR V 2NK up,]P*.^,]P,]P,]P*.,4]!RaUu.uFpR V 2NK up]P*.^,]P,]P,]P,]P,]P,]P*.,4]!RaUu.uFpR V 2NK up]P,.^,]P*.^,,]P,.^,,]P,]P*.,4]!R.]P*.]P,.^,,]P*.^,,]P,.^,,]P*.,]P,R7]!R.]P*.^,]P,]P,]P*.,4]!R.]P*.^,]P.]P,]P,]P*.,4]!R_UUu.uFpR`F pRV R V 2NK K uppR_Uu.uFpRV 2NK up,]P*.^,]P,]P,.,4] P0P2t]P6R4t]!RR4RRl4t]!RR4RRl4tRRlt]!RR4RbRRll4t]!R R4RcR!R"ll4t]!R#R4RcR$R%ll4tRcR&R'llt]!R(R4R)R*l4t]!R+R4R,R-l4t]!R.R4R/R0l4tR1R2lt ]!R3R4R4R5l4t]!R6R4R7R8l4t]!R9R4R:R;l4tR<R=lt!]!R>R4R?R@l4t]!RAR4RBRCl4tRDRElt"]P6RF4t#]P6RG4t$]P6RH4t%RdRIlt&RdRJlt'^t(] PRPTf]#t+RKt,M]$t+RLt,]!RMR4RdRNROll4tRP]PZ]P\]P^3RQ]P`]Pb3RR]Pd]Pf3RS]Ph]Pj]Pl3RT]Pn]Pp3RU]PZ]P\]P^3RV]Pr]Pt]Pv3RW]P`]Pb3/t 0: zout must be int32, got Nz Output shape z does not match expected shape zQint8_linear_matmul only supports B^T @ A. Inner dimensions do not match: B @ A = z @ zFint8_linear_matmul has no usable (hip|cu)blasLt algo for shape shapeA=z shapeB=z; falling back to fp32 matmul.) stacklevelz$cublasLt ran into an error! shapeA=z , shapeB=z , shapeC=z (lda, ldb, ldc)=z (m, n, k)=)r*r5)r7r4r int8 ValueErrorndimrr8matmulfloatttocopy_rr get_instance get_contextr3r rdata_ptr_get_raw_streamindexwarningsrRuntimeWarning RuntimeError)r+r,r;shapeAshapeBshapeCkmnldaldbldcresultctx has_errorrPs&&& rr9r9Ys q WWF WWFww%**)**ww%**)**vv{UVVvvV^__ F|qCF8LMM yyEKK2399+>?? &vcr{ &F1I &F yyF= 3RSYRZ[\\ DA VCR[A *C *C *C z_`f_ggjkqjr s   Qw!|aggi7::5;;Gyy    ))+77AOO  JJL JJL LLN     AHHNN +   "    MM)9VI%CE   \\!'')QWWY[[];>>u{{KF99V$ $9&*VIZyPeVY`cUdTffulmrsktjvw  JM  s BM44 N zbitsandbytes::int8_mm_dequantc V^8dQhR\PR\PR\PR\\P,R\\P,R\P/#)r*r+ row_stats col_statsr4biasreturn)r r.rr4)r/s"rr0r0sf&*&* ||&*||&*||&* EKK &* 5<< &*  \\ &*rclVP\P8wd\RVP 24hVP\P8wd\RVP 24hVP\P8wd\RVP 24h\P !V\P R7pVe0VP\P 8XdVP4MRp\V4;_uu_4\P!VP4VP4VP4VP4VVP4VPR,,VPR,\VPP44RRR4Ve1VP\P 8wdVP!V4TP#T;'g\P 4# +'giLm;i)zA must be int32, got zrow_stats must be float32, got zcol_stats must be float32, got r4Nr5)r4r r8rDfloat32 empty_likefloat16rMrr rnumelr7rNr3rOadd_rI)r+r`rar4rbr;bias_ptrs&&&&& rrrsy ww%++0 :;;%--':9??:KLMM%--':9??:KLMM   1EMM 2C#'"2tzzU]]7Rt}}X\H    "" JJL       LLN  GGI $ GGBK AHHNN +   DJJ%--7  66%((5== ))!  s B*H## H3 z#bitsandbytes::int8_vectorwise_quantc8V^8dQhR\P/#)r*r+r-)r/s"rr0r0s(,(,(,rc bVP\P8wd\RVP 24hVR8d \R4hVP 4VP R,,pVP R,p\P !W P\PR7p\P !VP VP\PR7pRpVR8dVP4V8pVP4'd7\P!VP^R74PR4pM1\P !^VP\PR7p\V4;_uu_4\ P"!VP%4VP%4VP%4VVV\'VPP(44RRR4V^8d Ve^VRV3&WTV3# +'giL&;i)zA must be float16, got zthreshold must be non-negativer2N)dim:NNNr5)r4r rhrDrir7r6r3rfrCabsanyargwhereviewint64rr rrMrNrO)r+ thresholdrowscolsr`out_row outlier_colsoutlierss&& rrrsww%--2177)<==39:: 779 #D 772;D DGIkk!''!((%**EGL3557i' <<>> >>(,,1,*=>CCBGL!;;qML     JJL           AHHNN +   axL,#$< | ++!  s A$H H. zbitsandbytes::int8_double_quantc V^8dQhR\PR\\P\P\P\P\\P,3,/#r*r+rcr r.tupler)r/s"rr0r0sOVV ||V 5<<u||U\\8ELLCY YZVrc\PPPP VVR7wr#p\ WR7wrVVR8dVeVP VR4p\P!VPR4VP^4, 4P\P4pW'W5P4P4V3#))rurng_@)r ops bitsandbytesint8_vectorwise_quantdefault_get_col_absmax masked_fillroundmul unsqueezerIrCflattenrG)r+ru quant_rowr`ryra outlier_mask quant_cols&& rrrs */)?)?)U)U)])] *^*&I, .aEI3<3 MM, , AEE%L9+>+>q+AABEEejjQI ,=,=,?,E,E,G UUrcV^8dQhR\PR\\P\\P,3,/#r|r})r/s"rr0r0s9## ||# 5<<%,,/ /0#rcFVP4'g\RVP 24hRpVP4P RVP R,4pVR8dW18pVP VR4VP^RR7P4pWB3#)z'A must be a floating point tensor, got NrnF)rokeepdimr5) is_floating_pointrDr4rprsr7 masked_fill_amaxrG)r+rurabsAras&& rrrs   B177)LMML 557<<AGGBK (D3(  ,, a /557I  ""rz bitsandbytes::quantize_blockwisec V^8dQhR\PR\PR\R\\P\P3,/#)r*r+code blocksizerc)r r.intr~)r/s"rr0r0,sE   U\\ c eELLRWR^R^D^>_ rc VP4pVP\P8wd\ RVP 24hVR9d\ RV 24hVP 4pW2),)p\P !V3VP\PR7p\P!V\PR7pVP\P8Xd\PpMxVP\P8Xd\PpMHVP\P8Xd\PpM\ RVP 24h\!V4;_uu_4V!VP#4VP#4VP#4VP#4VV4RRR4We3# +'giYe3#;i)zcode must be float32, got invalid blocksize r2rez?Blockwise quantization only supports 16/32-bit floats, but got N)@) contiguousr4r rfrDrir6r3rguint8r cquantize_blockwise_fp32rhcquantize_blockwise_fp16bfloat16cquantize_blockwise_bf16rrM)r+rrrXblocksabsmaxr;rs&&& rrr+se A zzU]]"5djj\BCC==-i[9::  AJ F [[&1885== IF   1EKK 0Cww%--  ) ) EMM !  ) ) ENN "  ) )Z[\[b[bZcdee    MMO JJL OO  LLN     ;   ;s AG G- z"bitsandbytes::dequantize_blockwisec V^8dQhR\PR\PR\PR\R\PR\P/#)r*r+rrrr4rcr r.rr4)r/s"rr0r0PsPu||5<<CX]XcXchmhthtrc P\P!WR7p\WW#WER7V#)rer;)r rg_dequantize_blockwise_implr+rrrr4r;s&&&&& rrrOs#   1 *Cq$5J Jrz&bitsandbytes::dequantize_blockwise.outcV^8dQhR\PR\PR\PR\R\PR\PRR/# r*r+rrrr4r;rcNr)r/s"rr0r0Wsk K K || K LL K ,, K K ;; K  K  Krc VPV8wd\RV RVP 24hVPVP8wd&\RVP RVP 24h\WW#WER7R#)Expected out.dtype == , got Expected out.shape == rN)r4rDr7rrs&&&&&&rrrVsj yyE1%syykJKK yyAGG1!''& LMMq$5JrcV^8dQhR\PR\PR\PR\R\PR\PRR/#rr)r/s"rr0r0fs\   || "\\ 16 JM V[VaVa hmhtht   rc hVP4pV\P8Xd\PpMZV\P 8Xd\P pM4V\P8Xd\PpM\RV 24h\V4;_uu_4V!VP4VP4VP4VP4VVP4\VPP44RRR4R# +'giR#;i)zABlockwise dequantization only supports 16/32-bit floats, but got N)rr rfr cdequantize_blockwise_fp32rhcdequantize_blockwise_fp16rcdequantize_blockwise_bf16rDrrMrirNr3rO)r+rrrr4r;rs&&&&&& rrrfs A    + + %--   + + %..  + +\]b\cdee    MMO JJL OO  LLN  GGI AHHNN +     s $A2D  D1 zbitsandbytes::quantize_4bitc V^8dQhR\PR\R\R\PR\ \P\P3,/#)r*r+r quant_type quant_storagerc)r r.rstrr4r~)r/s"rr0r0sN## ||# ##14#EJ[[# 5<< %&#rc VP4pVP4pWA),)p\P!V3VP\P R7p\P!V^,VP ^,,^3VPVR7pVP\P8Xd*VR8Xd\PpM\PpMVP\P8Xd*VR8Xd\PpMX\PpMGVP\P 8Xd)VR8Xd\PpM\P p\#V4;_uu_4X!RVP%4VP%4VP%4VV4RRR4Wv3# +'giYv3#;i)r2fp4N)rrir r6r3rfitemsizer4rr cquantize_blockwise_bf16_fp4cquantize_blockwise_bf16_nf4rhcquantize_blockwise_fp16_fp4cquantize_blockwise_fp16_nf4cquantize_blockwise_fp32_fp4cquantize_blockwise_fp32_nf4rrM) r+rrrrXrrr;rs &&&& rrrsV A  AJ F [[&1885== IF ++A=#9#9A#=>B188[h iCww%..  11B11B EMM !  11B11B EMM !  11B11B     JJL OO  LLN     ;   ;s 8G G zbitsandbytes::dequantize_4bitcV^8dQhR\PR\PR\R\R\\,R\P R\P/#)r*r+rrrr7r4rcr r.rrrr4)r/s"rr0r0sb   ||  LL    C=  ;;  \\ rc f\P!WEVPR7p\WW#WVR7V#)r4r3r)r r6r3_dequantize_4bit_implr+rrrr7r4r;s&&&&&& rrrs) ++e :C!YEK Jrz!bitsandbytes::dequantize_4bit.outcV^8dQhR\PR\PR\R\R\\,R\P R\PRR /#) r*r+rrrr7r4r;rcNr)r/s"rr0r0sv L L || L LL L L L C= L ;; L  L  Lrc VP\V48wd\RV RVP 24hVPV8wd\RV RVP 24h\ WW#WVR7R#)rrrrN)r7r~rDr4rrs&&&&&&&rrrsf yyE%L 1%syykJKK yyE1%syykJKK!YEKrcV^8dQhR\PR\PR\R\R\PR\PRR/#) r*r+rrrr4r;rcN)r r.rrr4)r/s"rr0r0s^% %  ||% LL% %  % ;; %  %  % rc VP4pV\P8Xd*VR8Xd\PpM\P pMV\P 8Xd*VR8Xd\PpM]\PpMLV\P8Xd*VR8Xd\PpM\PpM\RV 24h\V4;_uu_4V!RVP4VP4VP4VVP4\!VP"P$44RRR4R# +'giR#;i)rzFBlockwise 4bit dequantization only supports 16/32-bit floats, but got N)rr rr cdequantize_blockwise_bf16_fp4cdequantize_blockwise_bf16_nf4rhcdequantize_blockwise_fp16_fp4cdequantize_blockwise_fp16_nf4rfcdequantize_blockwise_fp32_fp4cdequantize_blockwise_fp32_nf4rDrrMrirNr3rO)r+rrrr4r;rs&&&&&& rrrs A   33B33B %--   33B33B %--   33B33Babgahijj     JJL OO  LLN  IIK AHHNN +     s ,A$E E+ zbitsandbytes::gemv_4bitcV^8dQhR\PR\PR\\,R\PR\PR\R\P/#)r*r+r,rTrrrrcr r.rr)r/s"rr0r0s^ || .6smEJ\\Y^YeYeru \\rc .VPRROV^,N5p\P!W`PVPR7p\ WW#WEVR7V#)Nr2rr5)r7r r6r3r4_gemv_4bit_impl)r+r,rTrrrr7r;s&&&&&& rrrsL 'aggcrl &F1I &E ++eHHAGG = 8, large weight): sm75 (T4, ~300 GB/s GDDR6): fp16 MMA only; GDDR makes dequant expensive. sm80 (A100, ~2 TB/s HBM2e): mma.sync; HBM thresholds; K-heavy shapes handled explicitly. sm86 (A10, ~600 GB/s GDDR6): dedicated block; wider M caps than sm89 at medium N. sm89 (4090, L40S, GDDR6X): default fallback; tall-K and large-N get higher M caps. sm90 (H100/H200, HBM3/HBM3e): dequant+linear is much faster; thresholds are tight. sm100 (B200/B300, HBM3e): exits early at top of function. sm120 (RTX 5000, GDDR7): dedicated block; medium-N tiers differ from sm89. sm121 (GB10 DGX Spark, LPDDR5X): dedicated block at >=1 wave only; the low memory bandwidth keeps the custom kernel ahead through M=256 there. Sub-wave shapes use the sm89 tiers below. TFrri@iiri@)_GEMM_4BIT_CUSTOM_FLOOR_Mr(r rfrh)r&r4MNKnum_smsr$r%n_blocksis_sm75is_sm80is_sm86is_sm90is_sm120is_sm121is_hbm tall_k_2xnlow_wave quarter_wavehbm_m67_thresh lt_75pct_wave lt_60pct_waves&&&&& r_gemm_4bit_use_custom_cudarGs4" %%/ =GEB2~H  1u  zuqyEU]]$:1u   uzerk { { "7N  F5 .Q .qj''UaZGqj''UaZGqj''UaZGqjG{))uzH{))uzH   FUJ u q519$a<'1;;s;;HS66#66{*8O97N87NCx"Cx'|gm;18 Ic I!|w. |va<7#:RDDDD8O x)a!e7N A9 9b9 9 a<7 "7N 3w  1u&B a1f^!;$qL7Q;6M$qL7Q;6Muv} }]  { "A. .2. . !| #7NBw { "8O  1u- -"- - A:(Q,0 6h"nA! )C a<' !vCx!|w& !| #8OBw  8O !| #7NBw { "7N { "7N  7N !| #v(Q,147N  8O { "8O { "8O a<7Q; &Av. .2. .  7N !| #A x3G GQG G (R-7NAv Q;CxQ;Cx!|w{" S8O 62 6 626 6Bwa< 7N r>6MBw uRA:R..2.. hm < 5::33LA=RT U [ [Y[D ::c?1 rc ,VPR,p VP4V ,p V^,p W^,8wd\RV RV^, R24hVP\P 8wd\RVP 24hVelVP ^8wd\RVP R24hVPVP8wd'\RVP R VP R24hVP4pVR 8Xd^M^p \P!.VPRROV N5VPVPR 7p\VPP4pVP\P8Xd\PpMxVP\P8Xd\P pMHVP\P 8Xd\P"pM\R VP 24hV e!V P%\P R 7MRp\'V4;_uu_4T!VP)4VP)4VP)4VeVP)4MRVeVP)4MRVeVP)4MRVP)4VeVP)4MRV V V VV V4RRR4V# +'giT#;i)zInvoke the fused cgemm_4bit_* kernel (shared by the CUDA and ROCm dispatch; the C dispatch in gemm_4bit.cu picks SIMT vs MMA per arch/shape). A is made contiguous because the kernel reads it as row-major (stride K).z A inner dim (z) does not match weight ()zabsmax must be float32, got Nzbias must be 1D, got Dz bias dtype (z) must match A dtype (rrzunsupported dtype rer5)r7rirRr4r rfrErr6r3rNrOrr cgemm_4bit_bf16rhcgemm_4bit_fp16cgemm_4bit_fp32rIrrM)r+r,rTrrrrb absmax_8bit absmax_code absmax_offsetrrrquant_type_intr;streamrabsmax_offset_f32s&&&&&&&&&& r_gemm_4bit_kernel_implrNsp  A  QAq A1I~]1#-FvaykQRSTT ||u}}$9&,,HII  99>!6tyykCD D :: djj\9OPQPWPWyXYZ[ [ A$-Q1N ++( (a( IC QXX^^ ,Fww%..   EMM !   EMM !  /y9::BOAZ ((u}}(=`d    JJL JJL OO &1&=K "4&1&=K "4,=,I  & & (t LLN#/DMMOT     $ J%  $ Js BL L c VeM\P!V\PR7p \WsVR\PV R7W,p\P!W P VP R7p \WWEVP V R7\PPPW V4#)zUnfused fallback shared by CUDA and ROCm: reconstruct the (optionally nested) absmax, dequantize the 4-bit weight via the backend dequant impls (reusing preallocated buffers), then F.linear.rerrr) r rgrfrr6r4r3rnn functionallinear) r+r,rTrrrrbrrr absmax_dqB_dqs &&&&&&&&&& r_dequant_linear_fallbackrs $$[ F "; S%--]fg* ;;vWWQXX >D!YAGGN 88   % %at 44rrrzbitsandbytes::gemm_4bitcV^8dQhR\PR\PR\\,R\PR\R\R\ \P,R\ \P,R \ \P,R \ \P,R \P/ #) r*r+r,rTrrrrbrrrrc)r r.rrrr)r/s"rr0r0s// ||/ ||/ SM/ LL /  /  / 5<< /%,,'/%,,'/ELL)/ \\/rc VPR,p VP4V ,p V^,p V \8dRp MSW,^8wd\RV RV R2\4Rp M,\ VP PVPWV 4p V 'g\VVVVVVVVVV R7 #\WW#WEWgW4 #)Fzinner dimension (z0) is not aligned for fast kernel with blocksize=z(, falling back to slower implementation.)rrrr5) r7ri_gemm_4bit_custom_max_mr UserWarning_gemm_4bit_use_custom_fnr3rOr4rr)r+r,rTrrrrbrrrrrr use_customs&&&&&&&&&& rrrs  A  QAq A  "" !  s#'[(P R   -ahhnnaggqQO '     ##'   " fiT  radammomentumrmsproplionadagradlambademamixlarsc$xV^8dQhR\R\PR\PR\PR\\P,R\\P,R\R\R \R \R \R \R \R\R\ R\R\RR/#)r*optimizer_namegpstate1state2 unorm_vec max_unorm param_normbeta1beta2beta3alphaeps weight_decaysteplr gnorm_scalercNrr r.rrGr)r/s"rr0r0#s8 8 8  ||8  ||8  LL 8 U\\ " 8  % 8 8 8  8  8  8  8  8 8  8 !8 "#8 & '8 rc\PVR4pVf-\RV R\\P 44 24hVP \ P8Xd V^,pMVP \ P8Xd V^,pM^VP \ P8Xd\V4^8Xd V^,pM%\RVP RVP 24h\V4;_uu_4V!\V4\V4\V4\V4\V4\P!V4\P!V4\P!V4\P!V 4\P!V 4\P!V 4\P!V 4\P!V 4\P!V4\P!V4\P!V4\P !V4\P!VP#444RRR4R# +'giR#;i)NUnsupported optimizer name: . Supported optimizers: zAGradient+optimizer bit data type combination not supported: grad z , optimizer )str2optimizer32bitgetrDlistkeysr4r rfrhrlenrr ctc_floatc_int32c_boolri)r,r-r.r/r0r1r2r3r4r5r6r7r8r9r:r;r< skip_zeros optim_fns optim_funcs&&&&&&&&&&&&&&&&&& r_optimizer_update_32bit_implrM#s(#&&~t*::RSWXjXoXoXqSrRs t   ww%--q\ EMM !q\ ENN "s9~':q\ OPQPWPWyXdekeqeqdr s      AJ AJ FO FO I  JJy ! JJz " JJu  JJu  JJu  JJu  JJsO JJ| $ JJt  JJrN JJ{ # IIj ! JJqwwy !%     s EI-- I> c&V^8dQhR\R\PR\PR\PR\\P,R\R\R\R \R \R \ R \R \PR\\P,R\PR\\P,R\R\RR/#)r*r,r-r.r/r0r4r5r6r7r8r:r;qmap1qmap2absmax1absmax2r9r<rcNr=)r/s"rr0r0^s Z Z Z  ||Z  ||Z  LL Z U\\ " Z  Z  Z  Z  Z  Z  Z  Z  <<Z  ELL !Z \\Z ell #!Z "#Z $%Z ( )Z rc\PV4pVf-\RV R\\P 44 24hVP \ P8Xd V^,pMkVP \ P8Xd V^,pMBVP \ P8Xd V^,pM\RVP R24h\V4;_uu_4V!\V4\V4\V4\V4\P!V4\P!V4\P!V4\P!V4\P!V 4\P!V 4\P!V 4\V 4\V 4\V4\V4\P!V4\P!V4\P!V4\P!VP!444RRR4R# +'giR#;i)Nr?r@zUnsupported gradient dtype: z@. Supported dtypes: torch.float32, torch.float16, torch.bfloat16)str2optimizer8bit_blockwiserBrDrCrDr4r rfrhrrr rFrGrHrIri)r,r-r.r/r0r4r5r6r7r8r:r;rOrPrQrRr9r<rJ optimizer_fns optimizer_fns&&&&&&&&&&&&&&&&&&& r%_optimizer_update_8bit_blockwise_implrW^sh033NCM*>*::RSWXsXxXxXzS{R| }   ww%--$Q' EMM !$Q' ENN "$Q' *177)3s t      AJ AJ FO FO JJu  JJu  JJu  JJu  JJsO JJt  JJrN EN EN G  G  JJ| $ JJ{ # IIj ! JJqwwy !'     s -E I I z-bitsandbytes::optimizer_update_8bit_blockwisez$bitsandbytes::optimizer_update_32bitr )fp32bf16fp16)nf4r)rYrZrX)NN)rn)NNNN)F)Rcollections.abcrctypesrF functoolsmathrtypingrrPrr bitsandbytes.functionalrrr _opsr cextensionr rc_void_prHrG_C_cuda_getCurrentRawStreamrNcacher(rr9rrrrrrrrrrversionhipr!rcadam32bit_grad_fp32cadam32bit_grad_fp16cadam32bit_grad_bf16cmomentum32bit_grad_32cmomentum32bit_grad_16crmsprop32bit_grad_32crmsprop32bit_grad_16clion32bit_grad_fp32clion32bit_grad_fp16clion32bit_grad_bf16cadagrad32bit_grad_32cadagrad32bit_grad_16cademamix32bit_grad_fp32cademamix32bit_grad_fp16cademamix32bit_grad_bf16rAcadam_8bit_blockwise_grad_fp32cadam_8bit_blockwise_grad_fp16cadam_8bit_blockwise_grad_bf16"cmomentum_8bit_blockwise_grad_fp32"cmomentum_8bit_blockwise_grad_fp16"cmomentum_8bit_blockwise_grad_bf16!crmsprop_8bit_blockwise_grad_fp32!crmsprop_8bit_blockwise_grad_fp16!crmsprop_8bit_blockwise_grad_bf16clion_8bit_blockwise_grad_fp32clion_8bit_blockwise_grad_fp16clion_8bit_blockwise_grad_bf16!cadagrad_8bit_blockwise_grad_fp32!cadagrad_8bit_blockwise_grad_fp16!cadagrad_8bit_blockwise_grad_bf16"cademamix_8bit_blockwise_grad_fp32"cademamix_8bit_blockwise_grad_fp16"cademamix_8bit_blockwise_grad_bf16rTrMrW)dqs00rrsd$ LL#/G`/G!Q_AaS!%Q_%/G`-EF-E s#-EFG[[MARZZ== 89 81{1# 89[[MARZZRZZUWU`U`aa 0HI0H1"1#&0HIZZL1 }q((BJJWW O[[MRZZL1$$ }q'88BJJ? 96B KC K 4.7#8#L0&9 : 4f= L> L % P*F34.7D8D": z c=c=L 0  7t 5"==9#9"*F3/4/d!             "" "" !! !!             !! !!             $$ $$ $$   "" "" C%P  ** ** **   .. .. ..  -- -- --   ** ** **   -- -- --  .. .. ..5D8 vZ z?HIno6?@\]G%aF : J2_Ds$[ ([ [#;[( [- +[3