U -e\@sPddlmZmZddlZddlZddlmZddlm Z m Z ddl m Z m Z ddlmZddlmZddlmZmZmZmZmZmZmZmZmZmZmZmZmZm Z m!Z!m"Z"m#Z#m$Z$m%Z%m&Z&m'Z'm(Z(m)Z)e)egegegegd d d ddd d dZ*GdddZ+Gddde Z,ej-.deegddZ/ddZ0ej-.deeddddeeddddgddZ1ej-.ded d!dd"e2d#fedd$d%d"e2d&fedddd"e3d'feddd(d"e3d)fedd*dd"e3d+fgd,d-Z4d.d/Z5d0d1Z6ej-.d2e7d3fed3fed4fej8d5fgd6d7Z9d8d9Z:ej-.d:eeddddeeddddeeddd%ded;de%ed?e eg d@dAZ;ej-.dBeeddCd(deedDdEddfeeddCd(deedDdEd%dfeeddCd(deedFdEddfeeddCd(deedEdddfeeddCd(deedFdd%dfeedCdddeedDdEddfeedCdddeedDdEd%dfeedCdddeedd!ddfeedCdddeeddDddfeedCdddeeddGd%dfeedDdEddeeddd(dfeedDdEddeeddddfeedDdEddeedHdGd%dfeedDdEddeedHdGd(dfeedDdEd%deedIdJd%dfeedDdEd%deedIdJddfeed!dddeeddddfeeddddeeddddfgdKdLZej-.d:eeee=e!e#e$ee%eed d>ed;defed?efdlefgdmdnZJdodpZKdqdrZLdsdtZMdudvZNdwdxZOdydzZPd{d|ZQd}d~ZRddZSddZTddZUddZVddZWddZXddZYddZZddZ[ddZ\ddZ]ej-.dd dgddZ^ej-.dddddgddZ_dS))IntegralRealN) csr_matrix)config_context get_config) BaseEstimator _fit_context) LeaveOneOut deprecated) HasMethodsHiddenIntervalInvalidParameterError MissingValuesOptions RealNotInt StrOptions _ArrayLikes _Booleans _Callables _CVObjects _InstancesOf_IterablesNotString_NoneConstraint_PandasNAConstraint _RandomStates_SparseMatrices_VerboseHelpergenerate_invalid_param_valgenerate_valid_parammake_constraintvalidate_params)abcdTprefer_skip_nested_validation)r&cOsdS)z/A function to test the validation of functions.N)r#r$r%r&argskwargsr)r)j/var/www/html/Darija-Ai-Train/env/lib/python3.8/site-packages/sklearn/utils/tests/test_param_validation.py_func'sr-c@sJeZdZdZedegiddddZeedegiddddZd S) _ClasszJA class to test the _InstancesOf constraint and the validation of methods.r#Tr'cCsdS)zA validated methodNr)selfr#r)r)r,_method2sz_Class._methodcCsdS)zA deprecated validated methodNr)r/r)r)r,_deprecated_method6sz_Class._deprecated_methodN) __name__ __module__ __qualname____doc__r"rr1r r2r)r)r)r,r./s  r.c@s@eZdZUdZdegiZeed<ddZe ddd d d Z dS) _Estimatorztttdddd}tj|ks\ttj |ksltdS)zjCheck that inf is included iff a bound is closed and set to None. Only valid for real intervals. rNrHrFrErJ)rrnpinfrKrLr)r)r,test_interval_inf_in_boundsYsrQrLrErFrIcCstj|kstdS)z)Check that np.nan is not in any interval.N)rNnanrKrPr)r)r,test_nan_not_in_intervalisrTzparams, error, match?rD)typerErHrGz=Expecting left to be an int for an interval over the integersg@rJz>Expecting right to be an int for an interval over the integersz&left can't be None when closed == leftrHz(right can't be None when closed == rightzright can't be less than leftc Cs(tj||dtf|W5QRXdS)zNCheck that informative errors are raised for invalid combination of parametersmatchN)pytestraisesr)paramserrorrYr)r)r,test_interval_errorsrs r^cCsRtdddhdhd}|ds"t|ds0t|dr>tdt|ksNtdS)z*Sanity check for the StrOptions constraintr#r$r%r r&z'c' (deprecated)N)ris_satisfied_byrKstroptionsr)r)r,test_stroptionss rccCsXttddtjhdhd}|ds&t|tjs6t|drDtdt|ksTtdS)z'Sanity check for the Options constraintg?r Gz?z-0.5 (deprecated)N)rrrNrOr_rKr`rar)r)r, test_optionss rfztype, expected_type_nameintfloatz numpy.ndarraycCs$t|}t|d|dks tdS)z?Check the string representation of the _InstancesOf constraint.zan instance of ''N)rr`rK)rVZexpected_type_name constraintr)r)r,%test_instances_of_type_human_readables rkcCs\tddg}Gddd}Gddd}||s8t||rHtt|dksXtdS) z Check the HasMethods constraint.r#r$c@seZdZddZddZdS)ztest_hasmethods.._GoodcSsdSr9r)r0r)r)r,r#sz test_hasmethods.._Good.acSsdSr9r)rlr)r)r,r$sz test_hasmethods.._Good.bN)r3r4r5r#r$r)r)r)r,_Goodsrmc@seZdZddZdS)ztest_hasmethods.._BadcSsdSr9r)rlr)r)r,r#sztest_hasmethods.._Bad.aN)r3r4r5r#r)r)r)r,_Badsrnz"an object implementing 'a' and 'b'N)r r_rKr`)rjrmrnr)r)r,test_hasmethodss  rorjr#r$r%)Z numeric_onlyr?cCst|}||rtdS)z>Check that the value generated does not satisfy the constraintNrr_rK)rj bad_valuer)r)r,test_generate_invalid_param_valsrrzinteger_interval, real_intervali cCsPt|d}||rt||r&tt|d}||r>t||rLtdS)ztCheck that the value generated for an interval constraint does not satisfy any of the interval constraints. rjNrp)Zinteger_intervalZ real_intervalrqr)r)r,+test_generate_invalid_param_val_2_intervalss Q  r{c Cs"ttt|W5QRXdS)zmCheck that the function raises NotImplementedError when there's no invalid value for the constraint. N)rZr[NotImplementedErrorrrzr)r)r,)test_generate_invalid_param_val_all_valid<s r}cCst|}||stdS)z;Check that the value generated does satisfy the constraint.N)r r_rK)rjvaluer)r)r,test_generate_valid_paramQsrzconstraint_declaration, valuegzG?*cCs|dS)NrRr))xr)r)r,yr)NNz array-likez sparse matrix) random_staterr)rNrd)booleanF)verboserRgrSmissingr:) cv_objectrucCst|}||stdS)z+Sanity check for the is_satisfied_by methodN)r!r_rK)constraint_declarationr~rjr)r)r,test_is_satisfied_byrs rz1constraint_declaration, expected_constraint_classZoption1Zoption2rerrrcCst|}|j|kstdS)zHCheck that make_constraint dispaches to the appropriate constraint classN)r! __class__rK)rZexpected_constraint_classrjr)r)r,test_make_constraintsrc Cs&tjtddtdW5QRXdS)zNCheck that an informative error is raised when an unknown constraint is passedzUnknown constraintrXznot a valid constraintN)rZr[ ValueErrorr!r)r)r)r,test_make_constraint_unknownsrc CstjtddtdddW5QRXtjtddtddgddiW5QRXtjtddtdddiW5QRXtjtd dtdddd W5QRXtjtdd&tddd d gddiddiW5QRXtjtdd&tddd d gddiddiW5QRXdS)zGCheck that validate_params works no matter how the arguments are passedz"The 'a' parameter of _func must berXwrongrRr%z"The 'b' parameter of _func must ber%"The 'c' parameter of _func must bez"The 'd' parameter of _func must be)r%r&rrDrsrverufourN)rR)r)r)rZr[rr-r)r)r)r,test_validate_paramss<*rcCs(tdtgidddd}|dddS) zTCheck that no error is raised when there are parameters without constraints r#Tr'cSsdSr9r))r#r$r)r)r,funcsz1test_validate_params_missing_params..funcrRrDN)r"rg)rr)r)r,#test_validate_params_missing_paramss rc Csxtt}tjtdd|ddddW5QRXtjtdd.tjtdd|ddddW5QRXW5QRXd S) z5Check that validate_params functions can be decoratedzFunction _func is deprecatedrXrRrDrsrrrN)r r-rZwarns FutureWarningr[r)Zdecorated_functionr)r)r, test_decorate_validated_functions rc CsjtjtddtdW5QRXtjtdd,tjtddtdW5QRXW5QRXdS)z-Check that validate_params works with methodsz+The 'a' parameter of _Class._method must berXrz)Function _deprecated_method is deprecatedz6The 'a' parameter of _Class._deprecated_method must beN)rZr[rr.r1rrr2r)r)r)r,test_validate_params_methodsrc Cs.td}tjtdd|W5QRXdS)z9Check that validate_params works with Estimator instancesrz'The 'a' parameter of _Estimator must berXN)r7rZr[rr?)Zestr)r)r,test_validate_params_estimators rc Cs4tjtddtdddhddhdW5QRXdS) z@Check that the deprecated parameter must be a subset of options.z#deprecated options must be a subsetrXr#r$r%r&r N)rZr[rrr)r)r)r,!test_stroptions_deprecated_subset src Cstdtttgidddd}|dddd |dddgtjtd d }|d d W5QRXt|j}d|ksxt d|kst dS)zECheck that internal constraints are not exposed in the error message.paramTr'cSsdSr9r)rr)r)r,fsz!test_hidden_constraint..frRrDrs)r#r$r%The 'param' parameterrXbadrzan instance of 'dict'zan instance of 'list'N) r"r listr@rZr[rr`r~rKrexc_infoerr_msgr)r)r,test_hidden_constraints    rc Cstdtdhttdhgidddd}|d|dtjtdd }|d d W5QRXt|j}d|ksvtd|kstd S) zBCheck that we can have 2 StrOptions constraints, one being hidden.rautowarnTr'cSsdSr9r)rr)r)r,r.sz!test_hidden_stroptions..frrXrrN) r"rr rZr[rr`r~rKrr)r)r,test_hidden_stroptions+s    rcCs$ttdstttjds tdS)zCheck that the validate_params decorator properly sets the parameter constraints as attribute of the decorated function/method. Z_skl_parameter_constraintsN)hasattrr-rKr.r1r)r)r)r,4test_validate_params_set_param_constraints_attributeDsrc CsVtddgidddd}|d|tdtjtdd |d W5QRXd S) zCheck that validate_params raise a deprecation message but still passes validation when using an int for a parameter accepting a boolean. rrTr'cSsdSr9r)rr)r)r,rQsz1test_boolean_constraint_deprecated_int..fFz4Passing an int for a boolean parameter is deprecatedrXrRN)r"rNZbool_rZrrrr)r)r,&test_boolean_constraint_deprecated_intLs rc Cslttdgddddddd}tjtdd |d d W5QRXGd d d }||d||ddS)z5Check that validation can be skipped for a parameter.NZ no_validationparam1param2Tr'cSsdSr9r)rr)r)r,rcsztest_no_validation..fzThe 'param1' parameterrXr)rc@s eZdZdS)z$test_no_validation..SomeTypeN)r3r4r5r)r)r)r,SomeTypeosr)r)NNr"rgrZr[r)rrr)r)r,test_no_validation`s   rcCs>td}t}||js t|tdddgr:tdS)z9Add a specific test for checking support for `pandas.NA`.ZpandasrRrDrsN)rZZ importorskiprr_ZNArKrNarray)pdZ na_constraintr)r)r,$test_pandas_na_constraint_with_pd_navs rcCs>t}|dddgst|tds,t|dr:tdS)zGCheck that a string does not satisfy the _IterableNotString constraint.rRrDrsryz some stringN)rr_rKrangerzr)r)r,test_iterable_not_stringsrcCsnt}|dst|ts$t|ddgddgfddgddgfgsNt|ds\t|drjtdS)zUCheck that the _CVObjects constraint accepts all current ways to pass cv objects.rurRrDrsrvNznot a CV object)rr_rKr rzr)r)r,test_cv_objectss *rcCs"Gdddt}|dddS)zCheck that the validation from a scikit-learn estimator inherited by a third party estimator does not impose a match between the dict of constraints and the parameters of the estimator. cs*eZdZfddZdfdd ZZS)z7test_third_party_estimator..ThirdPartyEstimatorcs||_tjdddS)Nrr:)r$superr;)r0r$rr)r,r;sz@test_third_party_estimator..ThirdPartyEstimator.__init__Ncst||dSr9)rr?r<rr)r,r?sz;test_third_party_estimator..ThirdPartyEstimator.fit)NN)r3r4r5r;r? __classcell__r)r)rr,ThirdPartyEstimators rrr$N)r7r?)rr)r)r,test_third_party_estimators rcCs0ttdddd}|dst|dr,tdS)z9Check for the type RealNotInt in the Interval constraint.rrRrIrFrUN)rrr_rKrzr)r)r,test_interval_real_not_intsrcCsHtdtsttdtrtttdts0tttdtrDtdS)zCheck for the RealNotInt type.rUrRN) isinstancerrKrNfloat64Zint64r)r)r)r,test_real_not_intsrc Csbtdtgidddd}tjtdd|dd W5QRXtdd |dd W5QRXd S) z@Check that param validation can be skipped using config_context.r#Tr'cSsdSr9r)r:r)r)r,rsz%test_skip_param_validation..fThe 'a' parameterrX1r:skip_parameter_validationN)r"rgrZr[rrrr)r)r,test_skip_param_validations   rr(Fc stdtgiddddtdtgi|dfdd}tjtd d |d d W5QRX|rl|d d n$tjtdd |d d W5QRXdS)z,Check that nested validation can be skipped.r#Tr'cSsdSr9r)r:r)r)r,rsz&test_skip_nested_validation..fr$cs ddS)Ninvalid_param_valuer:r)rrr)r,gsz&test_skip_nested_validation..gzThe 'b' parameterrXrrrRrNr)r(rr)rr,test_skip_nested_validations  rzJskip_parameter_validation, prefer_skip_nested_validation, expected_skipped)TTT)TFT)FTT)FFFc CsHtdtgi|ddd}t|d|d}W5QRX||ksDtdS)z5Check interaction between global skip and local skip.r#r'cSs tdS)Nr)rr:r)r)r,rsz9test_skip_nested_validation_and_config_context..grrRN)r"rgrrK)rr(Zexpected_skippedrZactual_skippedr)r)r,.test_skip_nested_validation_and_config_contexts  r)r)`numbersrrnumpyrNrZZ scipy.sparserZsklearn._configrrZ sklearn.baserrZsklearn.model_selectionr Z sklearn.utilsr Zsklearn.utils._param_validationr r rrrrrrrrrrrrrrrrrrr r!r"r-r.r7markZ parametrizerMrQrT TypeErrorrr^rcrfrgZndarrayrkrorrr{rr}rrVZfloat32rcallablerrandomZ RandomStaterhrSrrrrrrrrrrrrrrrrrrrrrrrr)r)r)r,s   d               M           "