! / 951473429 0 0 0 2332 ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` ` `22222222222222222222222222222222222222222222222222222222222226x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x6x+|+|+|MessLangOutputWeightsExamplesMemoryWeightsMemoryPatMemoryBFGSMemoryJacobianMemoryLearnMemoryNetMemoryMLPfitVersionLastAlphaNLineSearchFailHessianExamplesIndexJacobianMatrixGammaBFGSHdeltadirstat_divers_pat_learn_net_mlpsetnet_mlplearnalloc_mlplearnfree_mlpsetlearn_mlpsetnpat_mlppatnum_mlpaddnpat_mlpgetnpat_mlpprw_mlpinitw_mlpprff_mlpsaveff_mlpsavecf_mlpversion_mlpprfun_mlploadw_mlpsavew_mlpfree_mlpsetpat_mlpepoch_mlptest_mlpcompute_mlpgetnet_mlpgetw_mlpgetinput_mlpgetoutput_mlpgetdata_mlpprpawf_mlpreadf_mlpgettf_mlpnorm_mlpstat_MLP_OutMLP_MatrixVectorBiasMLP_Out_TMLP_Out2MLP_Test_MMMLP_MM2rowsMLP_MatrixVectorMLP_TestMLP_StochasticShuffleExamplesEtaDecayMLP_EpochSetLambdaMLP_ResLinPrintWeightsDeDwSaveZeroMLP_TrainDeDwScaleStochStepSteepestDirLineSearchDeDwNormDeDwProdCGDirInitBFGSHGetGammaDeltaGetBFGSHBFGSdirDerivDirLineSearchHybDeDwSumStochStepHybDeDwZeroDeDwSaveSetTransFuncSetDefaultFuncsMLP_LineDecreaseSearchFixedStepMLP_LineHybMLP_RandInitWeightsReadPatternsGetNetStructureMLP_SetNetCountLexemesgetnLexemesAllocPatternsgetLexemesLearnFreeLearnAllocMLP_PrFFunMLP_PrCFunSaveWeightsLoadWeightsFreePatternsMLP_StatInputsMLP_PrintInputStatNormalizeInputsAllocNetworkFreeNetworkdgels_lsame_ilaenv_xerbla_dlaset_dlamch_dlabad_dlange_dlascl_dgeqrf_dormqr_dtrsm_dgelqf_dormlq_dnrm2_dgelq2_dlarfg_dlarf_dlarft_dlarfb_dgeqr2_d_lg10dlamc2_pow_didlamc1_dlamc3_dlamc4_dlamc5_dlassq_dlapy2_dgemv_dger_dcopy_dtrmm_dgemm_d_signdscal_dtrmv_dorm2r_dorml2_s_cats_copys_cmpMLP_SigmoideMLP_vSigmoideMLP_vSigmoideDerivmlp_inter.o/ 951473403 4413 1374 100644 10536 ` ELF' 4( .shstrtab.text.data.data1.rodata1.bss.stab.index.stab.indexstr.symtab.strtab.rela.text.comment@@@ `  ` ` \" $ `" `$ ` " $ ` `@ `(` @ ` ` ` `  @  `(` @ `  ```@`"`"`#  (`@"`@㿠 @ @`@@@` ``@`@㿘@ @㿠  @  @ @ @ " @㿠 `   `" @` *  * `  " `& ` $`   *`    +  " `` & ` * `  *` "? 㿐@ 㿠 @ 㿠 @*    " ` @ &@   *  `"   @``" `   `"```&`   $  (`$  (    +    ?`* ?  " +  ? $   (`   +`` @ @`+ @ " +`@ &  (`   +`` @ @`+ @ " +`@ & 㿠  ` @* * ` ?@* ```   *   *  '  $ `` & @ * ` ? $    *`  +    $@ $ *` @ &  *   *` ?@'`@㿠`@`1  2  @   @ @ @   @ "    !;975  @`@`@`,   `   @`?   `  @` ?$```@ ِ@`@`3  ` @@`   @ ` @@`   @ ` @@`   @  `@ &`  "   @ @&` .     @ @`    3`   @  ?$  @ @ @ @ @@㿐 * ` @ @  `"` 4 ``&  (``@`4   (``@`(@"   `@㿠 * `  ,@@@@#\ *   @& „ ``  Ę #``”"  Đ "``&@@@@d?33mlpfun.fmlpfun.fmlpfun.cpawmlp.fw REAL FUNCTION PAWMLP(X) REAL FUNCTION PAWMLP(X,Y) C OUT1 = X OUT2 = Y C C layer %d RIN%d = %lf > +(%lf) * OUT%d C OUT%d = 0 OUT%d = RIN%d OUT%d = SIGMOID(RIN%d) C C layer %d PAWMLP = %lf > +(%lf) * OUT%d C END REAL FUNCTION SIGMOID(X) SIGMOID = 1./(1.+EXP(-X)) END  <I4mlp_inter.cXa ; O ; V=3.1 ; R=WorkShop Compilers 4.2 30 Oct 1996 C 4.2/home/usr201/mnt/jerome/MLPfit_1.40a/src; /opt/SUNWspro/bin/../SC4.2/bin/cc -O -DMLPHEADER -c mlp_inter.c -W0,-xp $3 AKVe q${(08x`0 , "-H ;ETR\^ld w4@ $8\ x  4 #-9pBOT\_d\ nx|`Txx  L! H+ 4D DMmlp_inter.cMessLangOutputWeightsExamplesMemoryWeightsMemoryPatMemoryBFGSMemoryJacobianMemoryLearnMemoryNetMemoryMLPfitVersionLastAlphaNLineSearchFailHessianExamplesIndexJacobianMatrixGammaBFGSHdeltadirstat_divers_pat_learn_net_mlpsetnet_MLP_SetNetmlplearnalloc_LearnAllocmlplearnfree_LearnFreemlpsetlearn_mlpsetnpat_AllocPatternsmlppatnum_mlpaddnpat_mlpgetnpat_mlpprw_PrintWeightsmlpinitw_srandomInitWeightsmlpprff_MLP_PrFFunmlpsaveff_mlpsavecf_MLP_PrCFunmlpversion_mlpprfun_mlploadw_LoadWeightsmlpsavew_SaveWeightsmlpfree_FreePatternsfreemlpsetpat_.mulmlpepoch_MLP_Epochmlptest_MLP_Testmlpcompute_mallocMLP_Out_Tmlpgetnet_mlpgetw_mlpgetinput_mlpgetoutput_mlpgetdata_MLP_Outmlpprpawf_fopenfprintffclosemlpreadf_ReadPatternsmlpgettf_mlpnorm_NormalizeInputsmlpstat_MLP_StatInputs"0$L&` @p @$     ( , 4 8 @ \)h x       )         .(0018 < D3`3|6    3  6:<  >  $?( , 0?4 8 <?@ D H L&d h AhCE  GH   $ X?` d      $     GGPN ? ? $ ( , 0P 4 8  @  P  T  X  \Q d  t T x 0 | 0 Q  T  T Q  X  X Q   h  h Q  x  |      x Q  | Q @ XQ  Q  Q   $Q L P \Q   Q     Q     Q  $  (  ,Q 4  8  P  \ 0 d 0 Q  H  H Q  L  L Q  X  X Q  x  x Q     Q R   > 8T T X   $ $     W     $G0G<GHGd h |Y ?(?0?8?cg: WorkShop Compilers 4.2 05 Nov 1998 4.2 patch 104667-13@(#)math.h 2.6 97/06/05@(#)floatingpoint.h 2.4 94/06/09@(#)stdio.h 1.49 97/05/09 SMI@(#)feature_tests.h 1.13 97/06/26 SMI@(#)va_list.h 1.6 96/01/26 SMI@(#)ieeefp.h 2.7 94/11/09@(#)string.h 1.19 96/03/12 SMI@(#)stdlib.h 1.40 97/06/30 SMIacomp: WorkShop Compilers 4.2 30 Oct 1996 C 4.24k @<!@',$ 8 G Oh\W  b%`mlp_gen.o/ 951473411 4413 1374 100644 66424 ` ELF4( .shstrtab.text.bss.rodata1.stab.index.stab.indexstr.symtab.strtab.rela.text.comment?㿠  `` :  ` *`" "  "@* "` *` " "  "@&  "``"` @;  * ?"` *` "?"?* $` *` " " *  "` *` " " *  $` *` " "  "` @$`   ` ` ` `@  &  @1 `, @? `, @? , @? ` , @ `, @? `, @ `, @ `, @@?  &  @&  "`* @?@ * ?*` " "  "`* @?@&㿐   :  ` *`" "  #  @ * "  *` " "   #  @&   "``#   @;    * ?"  *` "?"? * $  *` " "  *  "  *` " "  *  $  *` " "   #   @$  "  )  "`"*` :` @ *"@ ""` * `@ `* @`*`   ` /" ` ( `* @`*` `*    * `* ??H` "` `@݁F  "``"` * `@p3 *` + @  +`@ ```+`  , @``H +` , @ , @```+`  , @`` J +`H , @ , @`` `+`  , @`` J * H*  *   `*  * ?? 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"" `""&`@& ```&w ?㿠   1    $ @ `@`@ &@ @@`@`@Ժ`@ @@`@`@   $@@ @@ @`&$@$@@@@ " 㻠@ ?@$?@@  @     @ 2&`?@`9 7@@`    @ @``@  㿠 #$    @  `"  `   ` `" ` &`@ 㿠/  /  / "*  &  v . #@ +`'   ` ``2` @ ```` `  N  L F  NHJ  L  NFH LNFJ LFԄ6 #*@ ```  J    J FHJ JFH&`##` # # @#### & @%@* /`.  `` `HF&` `"`@"&㿠/ / / "* &`p ' >?>?>?>?2  @ &  (`   F  H JFLN H FJL H``FJF`` H`H&@ 6 "+@  &     FFHJ F``F`HF& "" "" @ """" &@* @. `/ > ? `` `(HF&`  `""㿠\`   M *` / @ * @ *  * >  ? > ?>?>?$# ` & * HF``H&HJ(`F` J`H& ` ` `@ ` #### Â`8*@@* .@`/ . >  ?>?$"`&``` * H`F`H`H&`"""`"``ڔnot enough memory in MLP_Test Entry MLP_Stochastic Entry MLP_Epoch Epoch: ierr= %d Epoch: ierr= %d Line search fail Before GetGammaDelta After GetGammaDelta After GetBFGSH After BFGSdir Line search fail End MLP_Epoch err depart= %lf alpha, err= %le %le alpha, err= %le %le alpha, err= %le %le err depart= %lf entry LineSearchHyb LinesearchHyb err depart= %lf exit LineSearchHyb entry ResLin, err=MLP_Test(0,0), err= %lf Warning from dgels: iret = %d Warning from dgels: ierr = %d ResLin, apres tlsfor, err= %lf Couche %d Layer %d Neurone %dNeuron %d %lf Loading file %s rNumber of neurons %s%s %s%s %dNumber of patterns %d Number of inputs %d Number of outputs %d Normalize inputs NLAY datacard is no longer needed Number of epochs %d Reset to steepest descent every %d epochs %s %leLearning parameter %lf %s %dLearning method = Stochastic Minimization Steepest descent with fixed step Steepest descent with line search Polak-Ribiere Conjugate Gradients Fletcher-Reeves Conjugate Gradients BFGS Hybrid BFGS-linear Error: unknown method %s %lfTau %lf %s %lfLambda %lf %s %leFlat spot elimination parameter %lf %s %s%s %leMomentum term %lf %s %dNever write file weights.out Write weights to output file at the end Write weights to file every %d epochs %s %s *** Error while loading file %s at line %s : unknown language *** Error while loading file %s at line %s %s %dRandom weights Read weights from file weights.in %s %d%s %d%s %leLearning parameter decay %lf %s %dFill histogram every %d epochs %s %dDebug mode %d %s %d%d%le%le%le%d examples loaded w SUBROUTINE RNNFUN(rin,rout) DIMENSION RIN(%d) DIMENSION ROUT(%d) C OUT%d = RIN(%d) OUT%d = (RIN(%d)-%le)/%le C C layer %d RIN%d = %le > +(%le) * OUT%d C OUT%d = 0 OUT%d = RIN%d OUT%d = SIGMOID(RIN%d) C C layer %d RIN%d = %le > +(%le) * OUT%d C ROUT(%d) = 0 ROUT(%d) = RIN%d ROUT(%d) = SIGMOID(RIN%d) C END REAL FUNCTION SIGMOID(X) SIGMOID = 1./(1.+EXP(-X)) END wdouble sigmoid(double x) { return 1/(1+exp(-x)); } void rnnfun(double *rin,double *rout) { double out1[%d]; double out2[%d]; double out3[%d]; double out4[%d]; out1[%d] = rin[%d]; out1[%d] = (rin[%d]-%le)/%le; /* layer %d */ out%d[%d] = %le +(%le) * out%d[%d] ; out%d[%d] = 0; out%d[%d] = sigmoid(out%d[%d]); rout[%d] = out%d[%d]; } w# network structure %d %d %le r %d %le mean RMS min max var%d %le %le %le %le mean RMS min max var%d %le %le %le %le ,,,,%d,%d <G4mlp_gen.cXa ; O ; V=3.1 ; R=WorkShop Compilers 4.2 30 Oct 1996 C 4.2/home/usr201/mnt/jerome/MLPfit_1.40a/src; /opt/SUNWspro/bin/../SC4.2/bin/cc -O -c mlp_gen.c -W0,-xp hL-@xJW <`e X hqD} aaP0'[\Hcl\&638-B4L0\V;bExmr2({3 <Bh>4C@T=T7`/45;8;<$.SX7LH8FPPZ\ahbdqxbd dDrdxr|h sX%1<s4FupQWw|bj|8u4`,,8mlp_gen.cnet_MLP_OutMLP_MatrixVectorBiasMLP_vSigmoideDerivMLP_Out_TMLP_SigmoideMLP_Out2pat_MLP_Test_MMMLP_MM2rowsMLP_vSigmoide.mulMLP_MatrixVectorExamplesIndexlearn_MLP_TestmallocprintffreeMLP_StochasticShuffleExamplesEtaDecayMLP_EpochSetLambdaMLP_ResLinPrintWeightsDeDwSaveZero.divMLP_TrainDeDwScaleStochStepSteepestDirLineSearch.remDeDwNormDeDwProdCGDirInitBFGSHGetGammaDeltaGetBFGSHBFGSdirDerivDirLineSearchHybDeDwSumStochStepHybDeDwZeroDeDwSaveSetTransFuncSetDefaultFuncsdirGammadeltaBFGSHLastAlphaMLP_LineDecreaseSearchFixedStepMLP_LineHybsqrtdgels_MLP_RandrandomInitWeightsMessLangdivers_OutputWeightsReadPatternsfopenfgetssscanfGetNetStructureMLP_SetNetCountLexemesgetnLexemesAllocPatternsfclosestrcpystrtokgetLexemesLearnMemoryBFGSMemoryLearnFreeLearnAllocstat_MLP_PrFFunfprintfMLP_PrCFunSaveWeightsLoadWeightsfscanfExamplesMemoryPatMemoryFreePatternsMLP_StatInputsMLP_PrintInputStatNormalizeInputsNetMemoryAllocNetworkFreeNetworkstrlen     L P T l            X       |   0 0  ( ( ( , 4 4< 4@ 4D H P ` pd ph l p ,x ,| ,   0 0 $ $   $     $ $ 0 0 0 ( ( 0  (, 00 4 8 < H $L $X (\ (h t ,x ,|  ( ( ( 0 0 ( 0 0 4 4 4 ( ( , ,   (       ( $, $8 (< (P ,T ,X d (|   $ ( ,  (   $ ( ,   (0 4 D $P (d ,h t ( ( ( ,   (   $ $ $ $  $        0 $ H $ L P  T  ` $ x $ |      $  $  $       $             P @ T @ X @ d @ h @ t @  @  @  @  @  @  D $ D ( D 8 D D D \ 8  8  8   < 4    <  <     ` h l  t   P  PH  P PP  0 0         8 < T @X` , , x x   x        |  x!< x!@ x' ,' ,' '' '' ' 8'' 8' ' (  ((, (@ '(D '(P(X(p (x!( ( (("(#( L(( L)$#)8 `)<)@ `)`$)x%)&)')%)()))&*)***8+*L'*`%*|(*)*&*)*+*'+%+(+0&+8,+H-+P.+d&+l,+|/+0+ '+ '+&+,+0+'+,+&+', t, , t,((,<&,D,,P ',` ,d,h ,l-, ,, ,., ,, ,&,,,/, ', ,, , '- '- -1-,,-4&-@1-T -X-\ -p -t-x - - - - -- / 2/  @/$ @/( /, 00 @0 @0 0 2( 2, 20 2 24 2 2H T2P T3  3$ 3( 33, 33@ X3H X4 4 40 448 44< T4t T4 T4 4 5 T5H T5 T5 5 5 X5 X6 6 6 66 66 T6 T7 7 7 7 9 T9 T; 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t; ttt9 tt9 t: t: uuV uV u(Xu08 u48 u8 u< uDV uLuuvvW vW v; v; v v vW vv9 v: v9 vv: vv9 w: w8w ,wJw ,w w w 0w 0w\w Tw Tw\w pw pw\w w x\xG x$G x4 x8 xD\xTZ x\Z xlZ xxZ x x x\xG x x x x x  x x\x y\y( y@\yl y\y  y\z z z \z4 $z8 $zD\zl <zp <z|\z \z \z\z `z `z\{ p{  { p{0\{\ {x\{ { {\{ { |\|( |, |8\|` |d |p\| | |\| | |\| | |\| | |\| D| D|\|R} P}J}  P} }$ }( T}, T}0\}8 p}< p}@\}H t}L t}P\}X }\ }`\}h }l }p\}x }| }\} } }\} } }\} } }\} } } ~\~ ~  ~\~,G ~4G ~D ~H ~P\~`Z ~dZ ~tZ ~Z ~ <~ <~\~G ~ d~ |~ ~ ~ d~\~ h~ h\0 |H\x \ \  \  ,\l p \  \   \$R< $@JD $P @\ ` d (h (l\x L @\ D D\ L8\R TJ T \  K X XL4 \<`Ra a   a  b b cb b    X \ 4P X L P T l  < D h  h   Db Hb \ h t T x |    A   ,@Th    d  d d Ddlt|  Z Z     t | d   8 <  g g i  g 8DP\h$ T T TX ` x T T   @L\ht$,4<Dg Hg hjjS T   T  T S, 4 D HTL P T XLt xT Lh  <7|X \  , 8   0< H cg: WorkShop Compilers 4.2 05 Nov 1998 4.2 patch 104667-13@(#)math.h 2.6 97/06/05@(#)floatingpoint.h 2.4 94/06/09@(#)stdio.h 1.49 97/05/09 SMI@(#)feature_tests.h 1.13 97/06/26 SMI@(#)va_list.h 1.6 96/01/26 SMI@(#)ieeefp.h 2.7 94/11/09@(#)string.h 1.19 96/03/12 SMI@(#)stdlib.h 1.40 97/06/30 SMIacomp: WorkShop Compilers 4.2 30 Oct 1996 C 4.24^ P $ +:tB$J<E$ U``mlp_lapack.o/ 951473424 4413 1374 100644 128200 ` ELF4( .shstrtab.text.data.bss.data1.rodata1.stab.index.stab.indexstr.symtab.strtab.rela.text.comment?l#&`@``  "`@   @ ?&T` ?&M ?&F ?&?`  ``` ?&1`  '`'@& ?&`@ `'&   @ h  6?& ?2  "` @ "" `@E  #` #d#\   @&  #\ #`   ' @#d@&^&&[ #\ #`  $ ,' @#d@&F&&C  #` #d#\  0 8@&  #\ #`  < D' @#d@&&& #\ #`  H P' @#d@6&`@&`''@& @`#`$``d" "    T @' `@4`''@4\``@&`''!  \ @#\ !@ ! @;`!" 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