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gd$Pf(P-l$PK=|$H]2fo$ fo$ L$ fo$ fo$ fo$ )$ fo$0 fo$P )$ fo$ fo$@ )$ fo$` )$ fo$p )$ fo$ )$ fo$ )$ fo)$ )$0 )$@ )$P )$` )$p >oTo\o Zo-bo=j)$ojo%o5)$)$oRo j)$ H=o-c)$0o=s)$@os)$P)$`)$p)$)$)$)$~?8H cAHL Y`ATIH ccHScAHNEOD@H$ LPcLHL\$Ht$=L\$Ht$H$ HWHDŽ$ H@HH3)HAƅD$@HD$E11E1HD$ E1E1HD$0HD$(HD$8HD$PHD$HHD$`HD$XHD$hHD$H$L$L$^`. l2_regularization : float The L2 regularization parameter. min_hessian_to_split : float, default=1e-3 The minimum sum of hessians needed in each node. Splits that result in at least one child having a sum of hessians less than min_hessian_to_split are discarded. min_samples_leaf : int, default=20 The minimum number of samples per leaf. min_gain_to_split : float, default=0.0 The minimum gain needed to split a node. Splits with lower gain will be ignored. hessians_are_constant: bool, default is False Whether hessians are constant. feature_fraction_per_split : float, default=1 Proportion of randomly chosen features in each and every node split. This is a form of regularization, smaller values make the trees weaker learners and might prevent overfitting. rng : Generator n_threads : int, default=1 Number of OpenMP threads to use. takes no arguments%.200s() %s (%zd given)takes exactly one argumentBad call flags for CyFunctiontakes no keyword arguments%.200s() %s_cython_3_1_3__pyx_capi____loader__loader__file__origin__package__parent__path__submodule_search_locationsneeds an argumentkeywords must be stringssklearn._cyutilityendunparsable format string'complex double''signed char''unsigned char''short''unsigned short''int''unsigned int''long''unsigned long''long long''unsigned long long''double''complex long double''bool''char''complex float''float'a structPython objecta pointera string'long double'an integer is requiredbuffer dtype__del__compute_node_valueexactlyBuffer not C contiguous.const X_BINNED_DTYPE_Cname '%U' is not defined__reduce_cython____setstate_cython__tupleExpected %s, got %.200s__pyx_unpickle_Splittercannot import name %S__init__at leastat mostsplit_indicesfind_node_splitassignmentbuiltinscython_runtime__builtins__does not matchmemoryviewinit_bitsetset_bitsetin_bitset_allocate_bufferarray_cwrappermemoryview_cwrappermemview_sliceslice_memviewslicepybuffer_indexint (__Pyx_memviewslice *)transpose_memslicememoryview_fromsliceget_slice_from_memviewslice_copymemoryview_copymemoryview_copy_from_sliceget_best_orderslice_get_sizefill_contig_strides_arraycopy_data_to_temp_err_extents_err_dimint (PyObject *, PyObject *)_errint (void)_err_no_memorymemoryview_copy_contentsbroadcast_leadingrefcount_copyingrefcount_objects_in_slice_slice_assign_scalar__reduce____module____dictoffset____vectorcalloffset____weaklistoffset__func_doc__doc__func_name__name____qualname__func_dict__dict__func_globals__globals__func_closure__closure__func_code__code__func_defaults__defaults____kwdefaults____annotations___is_coroutinesplittingX_binnedn_featuresn_bins_non_missingmissing_values_bin_idxhas_missing_valuesis_categoricalmonotonic_csthessians_are_constantl2_regularizationmin_hessian_to_splitmin_samples_leafmin_gain_to_splitfeature_fraction_per_splitrngpartitionleft_indices_bufferright_indices_buffern_threadsBITSET_INNER_DTYPE_Chist_structsum_gradientssum_hessianscountY_DTYPE_Cconst unsigned intconst signed charconst uint8_t @ 0@ , D  fr ~ P 8N Z = =fBNZrv*d6dtlltllllll\ll\llLLLllllllllllllllllttlvl\ll\llltLlt ;|l\\\\|l\\v`````````F``F``````````````````F[````````````````````````O[O``````````````````.```O``````````````````''u'c'Q'?'VE3 vaL7"q[E//6=DKRiti_iJi5i i ihhC VE7  -I5T o__pyx_fatalerrorCompute a node's value. The value is capped in the [lower_bound, upper_bound] interval to respect monotonic constraints. Shrinkage is ignored. See Equation 5 of: :arxiv:`T. Chen, C. Guestrin, (2016) XGBoost: A Scalable Tree Boosting System, <1603.02754>.` For each feature, find the best bin to split on at a given node. Return the best split info among all features. Parameters ---------- n_samples : int The number of samples at the node. histograms : ndarray of HISTOGRAM_DTYPE of shape (n_features, max_bins) The histograms of the current node. sum_gradients : float The sum of the gradients for each sample at the node. sum_hessians : float The sum of the hessians for each sample at the node. value : float The bounded value of the current node. We directly pass the value instead of re-computing it from sum_gradients and sum_hessians, because we need to compute the loss and the gain based on the *bounded* value: computing the value from sum_gradients / sum_hessians would give the unbounded value, and the interaction with min_gain_to_split would not be correct anymore. Side note: we can't use the lower_bound / upper_bound parameters either because these refer to the bounds of the children, not the bounds of the current node. lower_bound : float Lower bound for the children values for respecting the monotonic constraints. upper_bound : float Upper bound for the children values for respecting the monotonic constraints. allowed_features : None or ndarray, dtype=np.uint32 Indices of the features that are allowed by interaction constraints to be split. Returns ------- best_split_info : SplitInfo The info about the best possible split among all features. Split samples into left and right arrays. The split is performed according to the best possible split (split_info). Ultimately, this is nothing but a partition of the sample_indices array with a given pivot, exactly like a quicksort subroutine. Parameters ---------- split_info : SplitInfo The SplitInfo of the node to split. sample_indices : ndarray of unsigned int, shape (n_samples_at_node,) The indices of the samples at the node to split. This is a view on self.partition, and it is modified inplace by placing the indices of the left child at the beginning, and the indices of the right child at the end. Returns ------- left_indices : ndarray of int, shape (n_left_samples,) The indices of the samples in the left child. This is a view on self.partition. right_indices : ndarray of int, shape (n_right_samples,) The indices of the samples in the right child. This is a view on self.partition. right_child_position : int The position of the right child in ``sample_indices``. sklearn/ensemble/_hist_gradient_boosting/splitting.pyxThis module contains routines and data structures to: - Find the best possible split of a node. For a given node, a split is characterized by a feature and a bin. - Apply a split to a node, i.e. split the indices of the samples at the node into the newly created left and right children. Pure data class to store information about a potential split. Parameters ---------- gain : float The gain of the split. feature_idx : int The index of the feature to be split. bin_idx : int The index of the bin on which the split is made. Should be ignored if `is_categorical` is True: `left_cat_bitset` will be used to determine the split. missing_go_to_left : bool Whether missing values should go to the left child. This is used whether the split is categorical or not. sum_gradient_left : float The sum of the gradients of all the samples in the left child. sum_hessian_left : float The sum of the hessians of all the samples in the left child. sum_gradient_right : float The sum of the gradients of all the samples in the right child. sum_hessian_right : float The sum of the hessians of all the samples in the right child. n_samples_left : int, default=0 The number of samples in the left child. n_samples_right : int The number of samples in the right child. is_categorical : bool Whether the split is done on a categorical feature. left_cat_bitset : ndarray of shape=(8,), dtype=uint32 or None Bitset representing the categories that go to the left. This is used only when `is_categorical` is True. Note that missing values are part of that bitset if there are missing values in the training data. For missing values, we rely on that bitset for splitting, but at prediction time, we rely on missing_go_to_left. 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