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Selecting working set... %ld vectors chosen Objective function (over active variables): %.16f Checking optimality of inactive variables...done. Number of inactive variables = %ld => (%ld misclassified, %ld SV (%ld BSV), max violation=%.5f) Moving BSVs to inconsistent examples... Now %ld inconsistent examples. done. (%ld iterations) Optimization finished (%ld misclassified, maxdiff=%.5f). Runtime in cpu-minutes: %.2f (%.2f%% for kernel/%.2f%% for optimizer/%.2f%% for final/%.2f%% for update/%.2f%% for model/%.2f%% for check/%.2f%% for select) Runtime in cpu-minutes: %.2f Number of SV: %ld (plus %ld inconsistent examples) Number of SV: %ld (including %ld at upper bound) Estimated VCdim of classifier: VCdim<=%.5f Number of kernel evaluations: %ld @?@p@Y?Running optimizer...done Computing qp-matrices (type %ld kernel [degree %ld, rbf_gamma %f, coef_lin %f, coef_const %f])...%ld..Calculating model...done (%ld support vectors) @?ffffff?333333?inconsistent(%ld).. Shrinking...?Error: Kernel cache full! => increase cache size Reorganizing cache... Cache-size in rows = %ld Kernel evals so far: %ld Norm of weight vector: |w|=%.5f ?Estimating radius R of sphere...done (R <= longest support vector = %.5f) Writing model file...wSVM-light Version %s V2.01%ld %.8g %s %.32g %ld:%.8g svm_modelempty Unrecognized option %s! Not enough input parameters! Maximum size of QP-subproblems not in valid range: %ld [2,%ld] Maximum number of iterations for shrinking not in valid range: %ld [1,..] The C parameter must be greater than zero! The epsilon parameter must be greater than zero! @@?PbM? SVM-light %s: Support Vector Machine, learning module %s 17.08.98 usage: svm_learn [options] example_file model_file options: -? -> this help -v [0..3] -> verbosity level (default 2) -i [0,1] -> remove inconsistent training examples and retrain (default 0) -q [2..%d] -> maximum size of QP-subproblems (default 10) -h [5..] -> number of iterations a variable needs to be optimal before considered for shrinking (default 100) -f [0,1] -> do final optimality check for variables removed by shrinking. Although this test is usually positive, there is no guarantee that the optimum was found if the test is omitted. (default 1) -m [5..] -> size of cache for kernel evaluations in MB (default 40) The larger the faster... -c float -> C: trade-off between training error and margin (default 1000) -e float -> eps: Allow that error for termination criterion [y [w*x+b] - 1] >= eps (default 0.001) -t int -> type of kernel function: 0: linear 1: polynomial (s a*b+c)^d 2: radial basis function exp(-gamma ||a-b||^2) 3: sigmoid tanh(s a*b + c) 4: user defined kernel from kernel.h -d int -> parameter d in polynomial kernel -g float -> parameter gamma in rbf kernel -s float -> parameter s in sigmoid/poly kernel -r float -> parameter c in sigmoid/poly kernel -u string -> parameter of user defined kernel ?Error: Unknown kernel function ??r#%[^ ] Reading examples into memory...%[^ ] %ld..OK. (%ld examples read) %ld%ld:%lfFeature numbers must be larger or equal to 1!!! Out of memory! Copyright: Thorsten Joachims, thorsten@ls8.cs.uni-dortmund.de This software is available for non-commercial use only. It must not be modified and distributed without prior permission of the author. The author is not responsible for implications from the use of this software. %f: %f : a=%.30f: y=%f NOTICE: Restarting PR_LOQO with more conservative parameters. NOTICE: Reducing precision of PR_LOQO. NOTICE: Increasing Precision of PR_LOQO. WARNING: Relaxing epsilon on KT-Conditions. ERROR: PR_LOQO did not converge. ??P@?陙?@@@$=|׽@YERROR: terminating optimizer - %s choldc failed, matrix not positive definitecounter | pri_inf | dual_inf | pri_obj | dual_obj | sigfig | alpha | nu ---------------------------------------------------------------------------------- %7i | %.2e | %.2e | % .2e | % .2e | %6.3f | %.4f | %.2e ---------------------------------------------------------------------------------- optimization converged ??Tn\@$dv  T  D\ 00<0H0T0`0l0x00000000000000 0,080D0P0\0h0=+?333333T<  X d  p )7E[jpxZcl@@+6CPWTpmc $yAt<tp`c8HQ(P +87hXWnw|L`5D$/@!X w?$ 0#-)hHMDT[qu\{Pp +M$bPYdP T[<#*X1x6M(xJXGxHk rbv{ad Rx`@MZ44B\tK:po\~<!*tHH Nn[xlo(&,.5 OUHhiFdxxP,Db^>HDX  l]0K(05l=B,K\vj p28Xmt8c4 svm_learncrti.svalues-Xa.ccrtstuff.c__CTOR_LIST____DTOR_LIST____do_global_dtors_auxgcc2_compiled.force_to_datafini_dummysvm_learn.cgcc2_compiled.svm_common.cgcc2_compiled.svm_loqo.cgcc2_compiled.pr_loqo.cgcc2_compiled.crtstuff.c__do_global_ctors_auxgcc2_compiled.force_to_datainit_dummy__DTOR_END____CTOR_END__crtn.sread_input_parametersoptimize_qpreactivate_inactive_examplesepsilon_shrink_startkernel_cache_elemsinit_iterparse_documentcopyright_noticekernel_cache_occuestimate_sphereatofatolmodelfileinit_marginepsilon_critselect_next_qp_subproblem_gradkernel_cache_statistic_environ_endkernel_cache_cleanupupdate_linear_componentprecision_violationscalculate_svm_model_iob_GLOBAL_OFFSET_TABLE_pr_loqoshrink_problematexitexitkernel_cache_indexsvm_learncompute_objective_functiondualmallocopt_upkernel_cache_invindexpowisnankernel_cache_checkopt_ce0compute_matrices_for_optimizationkernel_cache_freeopt_gmaxlog10verbosityopt_nprint_helpestimate_margin_vcdim_init.umulkerneltanhcompute_index.remkernel_cache_mallocepsilon_constcache_kernel_evalssscanfminsqrtkernel_cache_totdoc2activefclosenol_ll_DYNAMICfscanfkernel_cache_buffsizewrite_modelprintf__iobkernel_cache_free_lrucustom_kernelkernel_cache_activenumidentify_inconsistentopt_precisionsprod_ssselect_next_qp_subproblem_grad_cachechol_backward_exitopt_lowexpenvironperrorkernel_cache_bufferoptimize_svmfreesvm_ckernel_cache_clean_and_mallocchol_forwardclassify_examplecholdcsolve_reducedopt_xinitdocfile_edata_PROCEDURE_LINKAGE_TABLE_fopenkernel_cache_shrinkget_kernel_rowkernel_cache_timekernel_cache_touchstrcpyget_runtimeread_documentsselect_top_n_etext_lib_versionfflushmodel_length_sepsilon_anxkernel_cache_initkernel_cache_active2totdocmainnrerror.div__filbufkernel_cache_lrumatrix_vector_finicheck_optimalitycholsbfprintfmax_kernel_cache_elemstimesmy_mallocprimalopt_ceopt_g0 <@(#)SunOS 5.5 Generic November 1995as: SC4.0 dev 15 Feb 1995 GCC: (GNU) 2.7.2.1as: SC4.0 dev 15 Feb 1995 GCC: (GNU) 2.7.2.1as: SC4.0 dev 15 Feb 1995 GCC: (GNU) 2.7.2.1as: SC4.0 dev 15 Feb 1995 GCC: (GNU) 2.7.2.1as: SC4.0 dev 15 Feb 1995 GCC: (GNU) 2.7.2.1as: SC4.0 dev 15 Feb 1995 GCC: (GNU) 2.7.2.1ld: (SGU) SunOS/ELF (LK-2.0 (S/I) - versioning).interp.hash.dynsym.dynstr.rela.bss.rela.plt.text.init.fini.rodata.got.dynamic.plt.data.ctors.dtors.bss.symtab.strtab.stab.index.comment.shstrtab.stab.indexstrvalues-Xa.cXt ; V=2.0   TT )D  3<<zh9?EMXX Rdd[x `pp8fmtXy @2 oK