-iSrSSKrSSKrSSKJr SSKJr SSKJ r J r J r SSK J r SS/SS/SS/S S /S S /S S //r/S QrSS/S S /S S //r/S Qr/S Qr/SQrS S/SS /SS //r\R*"5r\R.R1S 5r\R5\R6R85r\R<\\l\R6\\l\R>RAS\ 5S5r!Sr"Sr#Sr$Sr%Sr&Sr'\R>RAS\ 5S5r(Sr)Sr*Sr+\R>RAS/SQ5S 5r,\R>RAS!\RZ/\ -5S"5r.g)#z* Testing for the nearest centroid module. N)datasets)NearestCentroid)assert_allcloseassert_array_almost_equalassert_array_equal)CSR_CONTAINERS)r r r r r r )r r r )i@Pg j =gHKbi):g68 csr_containercNU"[5nU"[5n[5nUR[[5 [ UR [5[5 [UR[5[5 [UR[5[5 [SS9nUR[[5 [ UR [5[5 [UR[5[5 [UR[5[5 [SS9nUR[[5 [ UR [5[5 [UR[5[5 [UR[5[5 [SS/S9nUR[[5 [ UR [5[5 [5nURU[5 [ UR U5[5 [5nURU[5 [ UR [5[5 [5nUR[[5 [ UR U5[5 [5nURUR5[5 [ UR UR55[5 g)Nuniformpriors empiricalg?g?)XTrfityrpredict true_resultrdecision_functiontrue_discriminant_scores predict_proba true_probatrue_result_prior1tocootolil)rX_csrT_csrclfs `/var/www/html/venv/lib/python3.13/site-packages/sklearn/neighbors/tests/test_nearest_centroid.pytest_classification_toyr'%s ! E ! E  CGGAqMs{{1~{3c33A68PQc//2J?  +CGGAqMs{{1~{3c33A68PQc//2J?  -CGGAqMs{{1~{3c33A68PQc//2J? $ .CGGAqMs{{1~'9:  CGGE1s{{5);7  CGGE1s{{1~{3  CGGAqMs{{5);7  CGGEKKM1s{{5;;=1;?c:SHn[US9R[R[R5n[ R "UR[R5[R:H5nUS:aMS[U5-5e g)N euclidean manhattanmetricg?Failed with score = rririsdatatargetnpmeanrstr)r.r%scores r& test_irisr8Ysj,V,00DKKH DII.$++=>s{?2SZ??{-r(cPSHnSHn[XS9nUR[R[R5n[ R "UR[R5[R:H5nUS:aMS[U5-5e M g)Nr*)N皙?g?)r.shrink_thresholdg?r/r0)r.r;r%r7s r&test_iris_shrinkager<asx, 0 !SC''$))T[[1CGGCKK 2dkkABE3; C 6U C C; !1-r(cSSKn[5nUR[R[R 5 UR [R[R 5nURU5nURU5n[U5UR:XdeUR [R[R 5n[UUS5 g)Nrz>Failed to generate same score after pickling (classification).) picklerrr1r2r3r7dumpsloadstype __class__r)r>objr7sobj2score2s r& test_picklerGks  CGGDIIt{{# IIdii -E SA <<?D : && & ZZ 4;; /F Hr(c>[R"SS/SS/SS/SS/SS//5n[R"/SQ5n[SS9nURX5 [R"S S /S S //5n[RR UR U5 g) Nrr r )r r r r r r:r;g;4,F]?gCMX?gJGp@gU@)r4arrayrrtestingr centroids_)rrr%expected_results r&test_shrinkage_correctrP~s 1a&1a&1a&1a&1a&9:A !A 3 /CGGAMhhI 688LMNOJJ((Ir(c[SS9n[R"[5nSXS:H'UR [ U5 UR nUR [ [5 [X R 5 g)Ng{Gz?rKrr )rr4asarrayrrrrNr)r%y_indcentroid_encodeds r&"test_shrinkage_threshold_decoded_yrUsW 4 0C JJqMEE2+GGAu~~GGAqM'8r(cx[RRS5nURSS5nUR SSS5nURS5n[ SS9nUR X5 URU5n[ SS9nX-nUR Xb5 URU5n[XW5 g)Nr2r r:rK) r4random RandomStaterandrandintrrrr)rngrrnoiser%y_initX_noise y_translates r&test_predict_translated_dataras ))   "C RA Aq"A HHRLE 3 /CGGAM [[^F 3 /CiGGGG++g&Kv+r(cU"[5n[SS9nUR[[5 URnURU[5 [ URU5 [ USS/SS//5 g)Nr,r-r r )rrrrrNr)rr#r%dense_centroids r&test_manhattan_metricrdsa ! E  -CGGAqM^^NGGE1s~~~6~R1a&'9:r(c&[R"S5nSUSS2S4'SUSS2S4'[R"S5nSUS'[SS9n[R "[ 5 URX5 SSS5 g!,(df  g=f) N) r g$b@rg_LOчr rfr:rK)r4emptyzerosrpytestraises ValueErrorr)rrr%s r&test_features_zero_varrlso AAadGAadG "A AaD 3 /C z "   # " "s 'B Bc[SS/S9n[R"[SS9 UR [ [ 5 SSS5 g!,(df  g=f)zGCheck that we raise an error when the user-defined priors are negative.r rzpriors must be non-negativematchN)rrirjrkrrr)r%s r&test_negative_priors_errorrqs9 "a )C z)F G 1  H G Gs A  AcVSS/n[US9n[R"[SS9 UR [ [ 5 SSS5 [UR[R"U5[R"U5R5- 5 g!,(df  N^=f)z^Check that we raise a warning and normalize the user-defined priors when they don't sum to 1. r rnrzAThe priors do not sum to 1. Normalizing such that it sums to one.roN) rriwarns UserWarningrrrr class_prior_r4rRsum)rr%s r&test_warn_non_normalized_priorsrwszVF  (C Q  1   C$$bjj&82::f;M;Q;Q;S&ST   s B B(response_method)rrpredict_log_probac[SS9R[[5n[R "[ 5 [X5"[5 SSS5 g!,(df  g=f)zsCheck that we raise an AttributeError with Manhattan metric when trying to call a non-thresholded response method. r,r-N) rrrrrirjAttributeErrorgetattrr)rxr%s r&(test_method_not_available_with_manhattanr}s@  - 1 1!Q 7C ~ &%a( ' & &s A A)array_constructorc&[R"[[5S45nUSS2S4==S-ss'U"U5n[ 5n[ R "[SS9 URU[5 SSS5 g!,(df  g=f)zHCheck that we raise an error when the variance for all features is zero.r Nr zAll features have zero variancero) r4oneslenrrrirjrkr)r~rr%s r&test_error_zero_variancesrsf Q AadGqLG!A  C z)J K 1  L K Ks "B B)/__doc__numpyr4risklearnrsklearn.neighborsrsklearn.utils._testingrrrsklearn.utils.fixesrrrrrr rr load_irisr1rXrYr\ permutationr3sizepermr2mark parametrizer'r8r<rGrPrUrardrlrqrwr}rLrr(r&rs - / "XBx"bAq6Aq6Aq6:"X1v1v (+a 0;2B C iiA t{{''( IIdO kk$ .90@:0@f@D& J9,".9 ;: ;  UR)),rxxj>.IJKr(