8^j_6ddlmZmZddlZddlZddlmZmZddl m Z m Z ddl m Z mZddlmZddlmZddlmZmZmZmZmZmZmZmZmZmZmZmZm Z m!Z!m"Z"m#Z#m$Z$m%Z%m&Z&m'Z'm(Z(m)Z)m*Z*m+Z+dd l,m-Z-e+egegegegd d d{dd dZ.GddZ/Gdde Z0ejbjedeegdZ3ejbjedeegdZ4dZ5ejbjedeedddeedddgdZ6ejbjededddd e7d!fedd"d#d e7d$fedddd e8d%feddd&d e8d'fedd(dd e8d)fgd*Z9d+Z:d,Z;ejbjed-ed2Z?ejbjed3eedddeedddeeddd#ehd4eed 5e'ed6e!eg d7Z@ejbjed8eedd9d&eed:d;dfeedd9d&eed:d;d#feedd9d&eedd=d#feed:d;deed>d=d&feed:d;d#eed?d@d#feed:d;d#eed?d@dfeedddeedddfeedddeedddfgdAZAejbjed3ee eBee#e%e&eeeddd#gdBZCejbjed3eee eBe#e%e&ee'eed 5ehd4eehdCeeddd#eedd@d#eeddd#eeddd#eeddd#eedddeeddd&ed6e!egdDZDejbjedEeeddddFfeeddd#dGfehd4dHfeeEejejhejfeHdIfdJdKddgd9dr?r@rrCdict__annotations__rGr rKr.r4r1rBrB>s4F$'$=D05 6 r4rB interval_typect|ddd}d|vsJd|vsJt|ddd}d|vsJd|vsJt|ddd}d|vsJd|vsJt|ddd}d|vsJd|vsJy) z.Check the range of values depending on closed.leftclosedrightbothneitherN)rrPintervals r1test_interval_ranger\Ks r1V> H   r1W=H X   == r1V> == r1Y?H X   H  r4c0t|ddd}ddz|vsJddz|vsJtddz|vsJtddz|vsJt|dddzd}ddz|vsJddz|vsJtddz|vsJtddz|vsJddz|vsJy) zbCheck that Interval constraint work with large integers. non-regression test for #26648. rrSrYrUAiN)rfloatrZs r1test_interval_large_integersra_s  q!I>H b5  c6 !! ! 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a1 ! %I 4 a3/3Q33(34 %I 3 a2)2v2#q2335 "" ## !! 44 33sGD9 E>E/E!E*E69EEEE'*E36E?cJtdtgidd}|ddy)zTCheck that no error is raised when there are parameters without constraints r'Tr+cyrEr.)r'r(s r1funcz1test_validate_params_missing_params..funcrLr4rgrSN)r%r)rs r1#test_validate_params_missing_paramsrs/ cC5\F G  AJr4cxtt}tjtd5|ddddddtjtd5tj t d5|ddd ddddddy#1swY]xYw#1swYxYw#1swYyxYw) z5Check that validate_params functions can be decoratedzFunction _func is deprecatedrorgrSrrNrr)r r2rqwarns FutureWarningrrr)decorated_functions r1 test_decorate_validated_functionrs%e, m+I J&1a1%& m+I J0 ]] !)N  0 q!w / 000 &&  0 000s/ BB0; B$B0B!$B- )B00B9ctjtd5tj ddddtj t d5tjtd5tjdddddddy#1swYkxYw#1swYxYw#1swYyxYw)z-Check that validate_params works with methodsz+The 'a' parameter of _Class._method must berorNz)Function _deprecated_method is deprecatedz6The 'a' parameter of _Class._deprecated_method must be)rqrrrr6r:rrr<r.r4r1test_validate_params_methodrs %R " !" m+V W1 ]] !J  1 H ' ' 0  111 "" 1 111s/B B85B,B8 B),B5 1B88Cctd}tjtd5|j dddy#1swYyxYw)z9Check that validate_params works with Estimator instancesrz'The 'a' parameter of _Estimator must beroN)rBrqrrrrK)ests r1test_validate_params_estimatorr&s@ W C %N   s AA ctjtd5thdddhdddy#1swYyxYw)z@Check that the deprecated parameter must be a subset of options.z#deprecated options must be a subsetro>r'r(r)r'r*r N)rqrrrrr.r4r1!test_stroptions_deprecated_subsetr1s4 z)N O;?Sz:;;;s 7Ac4tdtttgidd}|dddd|gd t j t d 5}|d dddtj}d|vsJd|vsJy#1swY+xYw)zECheck that internal constraints are not exposed in the error message.paramTr+cyrEr.rs r1fz!test_hidden_constraint..f:s r4rgrSr)r'r(r)rThe 'param' parameterrobadrNzan instance of 'dict'zan instance of 'list') r%rlistrNrqrrrrxrrexc_infoerr_msgs r1test_hidden_constraintr7s 6$<&'t  AAAiL %<    (..!G "g -- - "' 11 1s  BBc @tdtdhttdhgidd}|d|dtjt d5}|d d d d t j}d|vsJd|vsJy #1swY+xYw) zBCheck that we can have 2 StrOptions constraints, one being hidden.rautowarnTr+cyrEr.rs r1rz!test_hidden_stroptions..fR r4rrorrN)r%rrrqrrrrxrrs r1test_hidden_stroptionsrOs :vh' F80D)EFG&*  fIfI %<    (..!G W     s BBchttdsJttjdsJy)zCheck that the validate_params decorator properly sets the parameter constraints as attribute of the decorated function/method. _skl_parameter_constraintsN)hasattrr2r6r:r.r4r14test_validate_params_set_param_constraints_attributerhs. 56 77 7 68##%A BB Br4cvtddgidd}|d|tjdy)zCheck that validate_params raise a deprecation message but still passes validation when using an int for a parameter accepting a boolean. rrTr+cyrEr.rs r1rz1test_boolean_constraint_deprecated_int..furLr4FN)r%rcbool_rs r1&test_boolean_constraint_deprecated_intrps> g {+4P Q dGbhhuor4cttdgddddd}tjtd5|d dddGd d }|| || y#1swY+xYw)z5Check that validation can be skipped for a parameter.N no_validationparam1param2Tr+cyrEr.rs r1rztest_no_validation..frr4zThe 'param1' parameterror)rc eZdZy)$test_no_validation..SomeTypeN)r=r>r?r.r4r1SomeTypers r4r)rrMr%rrqrrr)rrs r1test_no_validationr~sw;/:&*   ,4L M   XXZs A--A6ctjd}t}|j|jsJ|jt j gdrJy)z9Add a specific test for checking support for `pandas.NA`.pandasrN)rq importorskiprrwNArcarray)pd na_constraints r1$test_pandas_na_constraint_with_pd_narsR   X &B')M  ( ( // /,,RXXi-@AA AAr4ct}|jgdsJ|jtdsJ|jdrJy)zGCheck that a string does not satisfy the _IterableNotString constraint.rrz some stringN)rrwrangers r1test_iterable_not_stringrsM$&J  % %i 00 0  % %eBi 00 0))-88 88r4ct}|jdsJ|jtsJ|jddgddgfddgddgfgsJ|jdsJ|jdrJy)zUCheck that the _CVObjects constraint accepts all current ways to pass cv objects.rrgrSrrNznot a CV object)rrwr rs r1test_cv_objectsr sJ  % %a (( (  % %km 44 4  % %AA'71a&1a&9I&J KK K  % %d ++ +))*;<< <.ThirdPartyEstimatorc4||_t| dy)NrrF)r(superrG)r9r(rs r1rGz@test_third_party_estimator..ThirdPartyEstimator.__init__sDF G q  !r4c&t|||yrE)rrK)r9rIrJrs r1rKz;test_third_party_estimator..ThirdPartyEstimator.fits GK1 r4rM)r=r>r?rGrK __classcell__)rs@r1ThirdPartyEstimatorr s "  r4rrr(N)rBrK)rs r1test_third_party_estimatorrs! 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