&]\c@sddlZddlZddlZddlmZmZddlmZddlm Z de fdYZ dZ de fd YZ e d d_d`gd d d gZe d dadbgd d d gZe d dcddgd d d gZde fdYZed degd dgdddejdgdgdgdgdgdgdgdgdgdgg dejdd d!d"d#d$d%d&d'd(g Zed dfgd dgddgdejdggdejdgZd*e fd+YZed dgdhgd didjgdd1Zd2e fd3YZed dkgd6d d7d8d9d:d;d<d=gdd>Zd?e fd@YZed dldmgddCgd dDdEgZdFe fdGYZd ZeedHgd dIgd Z ed e ddJgd dKdKdLdKdKdMgZ!dNe fdOYZ"e"d dndogdd-gd dPdPgZ#dQe fdRYZ$e$d dpdqgddd dZ%drdSdTdddddUdVZ&dWe fdXYZ'dYe fdZYZ(d[e fd\YZ)d]e fd^YZ*dS(siN(traisestwarns(tshgo(tSHGOtStructTestFunctioncBseZddddZRS(cCs1||_||_||_||_||_dS(N(tboundst expected_xt expected_funt expected_xlt expected_funl(tselfRRRRR ((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyt__init__ s     N(t__name__t __module__tNoneR (((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyR scCsg}|dk r}t|tk rBt|tk rB|f}nx)|D]!}|jidd6|d6qIWt|}nd}|S(Ntineqttypetfun(RRttupletlisttappend(tgtcons((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pytwrap_constraintss $  t StructTest1cBs&eZdZdZeeZRS(cCs|dd|ddS(Niii((R tx((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pytf$scCstj|ddd S(Ntaxisig@(tnumpytsum(R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyR's(R R RRRR(((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyR#s  RiRiit StructTest2cBs,eZdZdZdZeeZRS(sN Scalar function with several minima to test all minimiser retrievals cCs|dtj|S(Ni(Rtsin(R R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyR:scCsdtj|ddS(Ni:Ri(RR(R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyR=s(R R t__doc__RRRR(((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyR5s  i<g⡽4$?Rg0_rE@gqŤCQ4@g8$B@go.n:@g^5 >@R gs8g^V&+6g+?-2g+!/gN|1(gc=C#g^\gN g自ݿg@t StructTest3cBsAeZdZdZdZdZeefZeeZRS(s Hock and Schittkowski 18 problem (HS18). Hoch and Schittkowski (1981) http://www.ai7.uni-bayreuth.de/test_problem_coll.pdf Minimize: f = 0.01 * (x_1)**2 + (x_2)**2 Subject to: x_1 * x_2 - 25.0 >= 0, (x_1)**2 + (x_2)**2 - 25.0 >= 0, 2 <= x_1 <= 50, 0 <= x_2 <= 50. Approx. Answer: f([(250)**0.5 , (2.5)**0.5]) = 5.0 cCsd|dd|ddS(Ng{Gz?iii((R R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyRrscCs|d|ddS(Niig9@((R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pytg1uscCs|dd|dddS(Niiig9@((R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pytg2xs( R R R RR"R#RRR(((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyR!as     ii2ig?g@g@t StructTest4cBsYeZdZdZdZdZdZdZeeeefZe eZ RS(s Hock and Schittkowski 11 problem (HS11). Hoch and Schittkowski (1981) NOTE: Did not find in original reference to HS collection, refer to Henderson (2015) problem 7 instead. 02.03.2016 cCs|dddd|ddd|ddd|dd dd|dd d |dd|d dd|d|d d|dd |d S( Nii iiii iii iii((R R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyRscCsId|ddd|dd|dd|ddd|dd S(Niiiiiii((R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyR"scCs=d|dd|dd|dd|d|dd S( Niiiii iigq@((R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyR#scCs9d|d|ddd|ddd|dd S( Niiiiiiii((R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pytg3scCsYd|dd|ddd|d|dd|ddd|dd|d S( Niiiiiii i((R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pytg4s( R R R RR"R#R%R&RRR(((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyR$s     ii igܤ@g$H8?g ޿g0ev@gn8)gk_@/?g0g+?gP{[ E@t StructTest5cBs#eZdZdZeeZRS(cCsq|dd tjtjt|dd|dd|dtjtjt|d|ddS(NigG@ig@(RRtsqrttabs(R R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyRs 0N(R R RRRRR(((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyR's iig g@gyCy@t StructTestLJcBs)eZdZdZdZeeZRS(sV LennardJones objective function. Used to test symmetry constraints settings. cGs |d|_t|jd}d}xt|dD]}xt|d|D]}d|}d|}||||} ||d||d} ||d||d} | | | | | | } | | | } | dkrQ|d| d| 7}qQqQWq7W|S(Niigiig?g@(tNtinttrange(R Rtargstktstitjtatbtxdtydtzdtedtud((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyRs    !N(R R R RRRRR(((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyR*s gg@gg/Ur]g)g=StStructTestTablecBs#eZdZdZeeZRS(cCs,|ddkr$|ddkr$dSdSdS(Nig@ii2id((R R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyRs N(R R RRRRR(((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyR:s g@tStructTestInfeasiblecBsYeZdZdZdZdZdZdZeeeefZe eZ RS(s0 Test function with no feasible domain. cGs|dd|ddS(Niii((R RR.((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyRscCs|d|ddS(Nii((R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyR"scCs|d|dd S(Nii((R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyR#scCs|d |ddS(Nii((R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyR%scCs|d |dd S(Nii((R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyR& s( R R R RR"R#R%R&RRR(((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyR;s     gh㈵>idtsobolc Cs#t|j|jd|d|jd|d|d|d|d|d|} tj| |jdk rtj j | j |jd |d |n|j dk rtj j | j |j d |n|jdk rtj j | j|jd |n|jdk rtj j | j|jd |ndS( NR.t constraintstntiterstcallbacktminimizer_kwargstoptionstsampling_methodtrtoltatol(RRRRtloggingtinfoRRRttestingtassert_allcloseRRRRtxlR tfunl( ttestR.t test_atolR>R?R@RARBRCtres((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pytrun_tests,!          tTestShgoSobolTestFunctionscBskeZdZdZdZdZdZdZdZe j j dZ dZ d ZRS( s8 Global optimisation tests with Sobol sampling: cCsttdS(sVMultivariate test function 1: x[0]**2 + x[1]**2 with bounds=[(-1, 6), (-1, 6)]N(ROttest1_1(R ((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_f1_1_sobol?scCsttdS(sUMultivariate test function 1: x[0]**2 + x[1]**2 with bounds=[(0, 1), (0, 1)]N(ROttest1_2(R ((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_f1_2_sobolDscCsttdS(s_Multivariate test function 1: x[0]**2 + x[1]**2 with bounds=[(None, None),(None, None)]N(ROttest1_3(R ((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_f1_3_sobolIscCsttdS(sRUnivariate test function on f(x) = (x - 30) * sin(x) with bounds=[(0, 60)]N(ROttest2_1(R ((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_f2_1_sobolNscCsttdS(sNUnivariate test function on f(x) = (x - 30) * sin(x) bounds=[(0, 4.5)]N(ROttest2_2(R ((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_f2_2_sobolSscCsttdS(s%NLP: Hock and Schittkowski problem 18N(ROttest3_1(R ((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyt test_f3_sobolXscCs'itd6}ttddd|dS(s?NLP: (High dimensional) Hock and Schittkowski 11 problem (HS11)tinfty_constraintsR>iRBN(tFalseROttest4_1(R RB((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyt test_f4_sobol\s cCsttdddS(sNLP: Eggholder, multimodalR>iN(ROttest5_1(R ((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_f5_1_soboldscCsttdddddS(sNLP: Eggholder, multimodalR>i<R?iN(RORa(R ((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_f5_2_sobolhs(R R R RRRTRVRXRZR\tpytesttmarktslowR`RbRc(((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyRP9s       tTestShgoSimplicialTestFunctionscBsbeZdZdZdZdZdZdZdZe j j dZ dZ RS( s= Global optimisation tests with Simplicial sampling: cCsttdddddS(sVMultivariate test function 1: x[0]**2 + x[1]**2 with bounds=[(-1, 6), (-1, 6)]R>iRCt simplicialN(RORQ(R ((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_f1_1_simplicialwscCsttdddddS(sTMultivariate test function 1: x[0]**2 + x[1]**2 with bounds=[(0, 1), (0, 1)]R>iRCRhN(RORS(R ((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_f1_2_simplicial|scCsttdddddS(s_Multivariate test function 1: x[0]**2 + x[1]**2 with bounds=[(None, None),(None, None)]R>iRCRhN(RORU(R ((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_f1_3_simplicialscCs-itd6}ttddd|dddS(sRUnivariate test function on f(x) = (x - 30) * sin(x) with bounds=[(0, 60)]tminimize_every_iterR?iRBRCRhN(R^RORW(R RB((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_f2_1_simplicials cCsttdddddS(sNUnivariate test function on f(x) = (x - 30) * sin(x) bounds=[(0, 4.5)]R>iRCRhN(RORY(R ((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_f2_2_simplicialscCsttdddddS(s%NLP: Hock and Schittkowski problem 18R>iRCRhN(ROR[(R ((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_f3_simplicialscCsttdddddS(s?NLP: (High dimensional) Hock and Schittkowski 11 problem (HS11)R>iRCRhN(ROR_(R ((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_f4_simplicialsc CsFitd6td6}d }ttd|dd d|ddd d d S( s&LJ: Symmetry constrained test functiontsymmetrytdispiR.R>RBR?iRCRhN(i(tTrueROttestLJR(R RBR.((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_lj_symmetrys    (R R R RiRjRkRmRnRoRdReRfRpRu(((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyRgrs      tTestShgoArgumentscBs eZdZdZdZdZdZdZej j dZ ej j dZ ej j dZ d Zd Zd Zd Zd ZdZdZdZdZdZdZdZdZdZdZdZRS(cCs ttdddddddS(s>Iterative simplicial sampling on TestFunction 1 (multivariate)R>R?iRCRhN(RORSR(R ((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_1_1_simpl_itersc Cs3itd6}ttddddd|dddS( s3Iterative simplicial on TestFunction 2 (univariate)RlR>R?iRBRCRhN(R^RORWR(R RB((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_1_2_simpl_iters cCs ttdddddddS(s9Iterative Sobol sampling on TestFunction 1 (multivariate)R>R?iRCR<N(RORSR(R ((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_2_1_sobol_itersc Csxttjtjdtjdd dddd}tjj|j tj ddd dtjj|j tj d dd S( s7Iterative Sobol sampling on TestFunction 2 (univariate)R=R>R?iRCR<RDgh㈵>REN( RRWRRRRRRHRIRRRR(R RN((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_2_2_sobol_iters cCsd}x|ttgD]n}t|j|jddddd|ditd6}t|j|jd dddd|ditd6}qWd S( sBIterative sampling on TestFunction 1 and 2 (multi and univariate)cSs dGHdS(Ns Local minimization callback test((R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyt callback_funcsR?iRCRhR@RBRrR>N(RQRWRRRRs(R R{RLRN((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_3_1_disp_simplicials cCsd}x|ttgD]n}t|j|jddddd|ditd6}t|j|jd ddd d|ditd6}qWd S( sAIterative sampling on TestFunction 1 and 2 (multi and univariate)cSs dGHdS(Ns Local minimization callback test((R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyR{sR?iRCR<R@RBRrR>RhN(RQRWRRRRs(R R{RLRN((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_3_2_disp_sobols  c CsDitjd6dd6td6}ttdd ddd|d d d S( s,Test known function minima stopping criteriatf_mingư>tf_tolRlR>RMgh㈵>RBRCRhN(R_RRsROR(R RB((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_4_1_known_f_mins   c CsKitjd6dd6td6dd6}ttdd dd d |d d d S(s*Test Global mode limiting local evalutionsR~gư>RRlit local_iterR>RMgh㈵>RBRCRhN(R_RRsROR(R RB((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_4_2_known_f_mins  c CsRitjd6dd6td6dd6td6}ttdd d d d |d ddS(s*Test Global mode limiting local evalutionsR~gư>RRliRR]R>i,RMgh㈵>RBRCR<N(R_RRsR^RO(R RB((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_4_3_known_f_mins  c Csitjd6dd6td6dd6td6}ttjtjdtjd dd dd |d d }t j j |j tj dddddS(s7Test Global mode limiting local evalutions for 1D funcsR~gư>RRliRR]R=R>R?RBRCR<RDgh㈵>REN(RWRRsR^RRRRRRRHRIRR(R RBRN((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_4_4_known_f_mins   cCsGttjtjdtj}tjj|jtj dddddS(s;Test Default simplicial sampling settings on TestFunction 1R=RDgh㈵>REN( RRQRRRRRHRIRR(R RN((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_5_1_simplicial_arglessscCsMttjtjdtjdd}tjj|jtj dddddS(s6Test Default sobol sampling settings on TestFunction 1R=RCR<RDgh㈵>REN( RRQRRRRRHRIRR(R RN((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_5_2_sobol_arglesss c Csidd6}ttjtjdtjd|dd}tjj|jtj ddd dtjj|j tj d dd S( s:Test that maximum iteration option works on TestFunction 3itmax_iterR=RBRCRhRDgh㈵>REN( RR[RRRRRHRIRRRR(R RBRN((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_6_1_simplicial_max_iters  c Csidd6}ttjtjdtjd|dd}tjj|jtj ddd dtjj|j tj d dd S( s:Test that maximum iteration option works on TestFunction 3itmin_iterR=RBRCRhRDgh㈵>REN( RR[RRRRRHRIRRRR(R RBRN((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_6_2_simplicial_min_iter$s  c CskxdddgD]V}i|d6tjd6}dj|GHddGHttddd d d |d d q WdS(s@Test the minimizer_kwargs arguments for solvers with constraintstCOBYLAtSLSQPtmethodR=s Solver = {}t=idR>RMgMbP?RARCR<N(R[RtformatRO(R tsolverRA((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_7_1_minkwargs-s   c CsLidd6}itd6}ttjtjdtjdd|d|}dS( s'Test the minimizer_kwargs default initsgh㈵>tftolRrR=iRARBN(RsRR[RRR(R RARBtSHGOc((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_7_2_minkwargs:s  c Csxddddddddd d d g D]|}d }d }i|d6|d6|d6}tjdj|tjddttddddd|ddq(WdS(s?Test minimizer_kwargs arguments for solvers without constraintss Nelder-MeadtPowelltCGtBFGSs Newton-CGsL-BFGS-BtTNCtdoglegs trust-ncgs trust-exacts trust-krylovcSs&tjd|dd|dgjS(Niii(RtarraytT(R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pytjacFscSstjddgddggS(Nii(RR(R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pythessIsRRRs Solver = {}RidR>RMgMbP?RARCR<N(RFRGRRORQ(R RRRRA((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_7_3_minkwargsAs     c Cs:idd6td6}ttddddd|dddS( NitminhgrdRlR>R?RBRCRh(RsRORQR(R RB((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_8_homology_group_diffTs  cCs&ttjtjdtjd}dS(s'Test single function constraint passingR=iN(RR[RRR(R R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyt test_9_cons_g[sc Cs>idd6}ttjtjdddd d|dd}d S( s'Test single function constraint passinggV瞯iR?RBRCR<N(RRQRRR(R RBRN((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_10_finite_time_s c CsEidd6dd6}ttjtjdddd d|d d }d S( s*Test to cover the case where f_lowest == 0gV瞯iR?RBRCR<N(RRSRRR(R RBRN((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_11_f_min_timees  c CsEidd6dd6}ttjtjdddd d|d d }d S( s*Test to cover the case where f_lowest == 0gV瞯iR?RBRCR<N(RRSRRR(R RBRN((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_12_sobol_inf_consls  cCs9d}dgd}t||}|jdddS(s-Test init of high-dimensional sobol sequencescSsdS(Ni((R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyRvsi)ii2N(NN(RRt sobol_points(R RRR((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_13_high_sobolss  cCs'idd6}ttddd|dS(s6Test limited local iterations for a pseudo-global modeiRR>iRBN(RORa(R RB((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_14_local_iter}s c Cs3itd6}ttddddd|ddd S( s9Test minimize every iter options and cover function cacheRlR>iR?iRBRCR<N(RsRORQ(R RB((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_15_min_every_iters (R R RwRxRyRzR|R}RdReRfRRRRRRRRRRRRRRRRRRR(((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyRvs2                 tTestShgoFailurescBsbeZdZdZdZdZdZdZdZdZ dZ d Z RS( c Csjidd6}ttjtjdddd d|dd}tjjt|j tjjd|j d S( s'Test failure on insufficient iterationsitmaxiterR>R?RBRCR<iN( RR_RRRRRHt assert_equalR^tsuccesstnfev(R RBRN((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_1_maxiters  cCs#ttttjtjdddS(s$Rejection of unknown sampling methodRCt not_SobolN(t assert_raisest ValueErrorRRQRR(R ((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_2_samplingsc Cskidd6td6}ttjtjddd|dd}tjjt|j tjjd |j d S( soCheck that the routine stops when no minimiser is found after maximum specified function evaluationsi tmaxfevRrR>iRBRCR<i N( RsRt test_tableRRRRHRR^RR(R RBRN((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_3_1_no_min_pool_sobols    c CsUidd6td6}ttjtjddd|dd}tjjt|j d S( soCheck that the routine stops when no minimiser is found after maximum specified sampling evaluationsi tmaxevRrR>iRBRCRhN( RsRRRRRRHRR^R(R RBRN((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_3_2_no_min_pool_simplicials    cCs&ddg}ttttj|dS(sSpecified bounds ub > lbiiiN(ii(ii(RRRRQR(R R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_4_1_bound_errs cCs&ddg}ttttj|dS(s)Specified bounds are of the form (lb, ub)iiN(iii(ii(RRRRQR(R R((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_4_2_bound_errs c Cs^idd6td6}ttjtjdtjddd|dd}tjjt |j d S( sxEnsures the algorithm terminates on infeasible problems after maxev is exceeded. Use infty constraints optionidRRrR=R>RBRCR<N( RsRttest_infeasibleRRRRRHRR^R(R RBRN((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_5_1_1_infeasible_sobols    c Cseidd6td6td6}ttjtjdtjddd|dd }tjj t|j d S( sEnsures the algorithm terminates on infeasible problems after maxev is exceeded. Do not use infty constraints optionidRRrR]R=R>RBRCR<N( RsR^RRRRRRRHRR(R RBRN((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_5_1_2_infeasible_sobols   c Cs^idd6td6}ttjtjdtjddd|dd }tjjt|j d S( s[Ensures the algorithm terminates on infeasible problems after maxev is exceeded.iRRrR=R>idRBRCRhN( R^RRRRRRRHRR(R RBRN((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_5_2_infeasible_simplicials    cCsitjdd6dd6td6dd6td6}tjtjf}itjd 6dd 6dd 6|d 6d d6}tt t ||dS(s;Test Global mode limiting local evalutions with f* too highg@R~gư>RRliRR]R=R>R?RBR<RCN( RWRRsR^RRRRRt UserWarningR(R RBR.tkwargs((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyttest_6_1_lower_known_f_mins   ( R R RRRRRRRRRR(((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyRs    (ii(ii(ii(ii(NN(NN(ii<(ig@(ii2(ii2g'In/@gS[:XL?(ii (ii(ii(ii (ii (ii2(ii((+RFRRdRRRtscipy.optimizeRtscipy.optimize._shgoRtobjectRRRRQRSRRURRRWRYR!R[R$R_R'RaR*R+RtziptboundsLJRtR:RR;RRORPRgRvR(((s>lib/python2.7/site-packages/scipy/optimize/tests/test__shgo.pyts            "    #         94