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The ability to return an instance of a strict subclass of int is deprecated, and may be removed in a future version of Python.__%.4s__ returned non-%.4s (type %.200s)join() result is too long for a Python string%.200s does not export expected C function %.200sC function %.200s.%.200s has wrong signature (expected %.500s, got %.500s)Interpreter change detected - this module can only be loaded into one interpreter per process.unbound method %.200S() needs an argument__annotations__ must be set to a dict object__kwdefaults__ must be set to a dict objectchanges to cyfunction.__kwdefaults__ will not currently affect the values used in function calls__defaults__ must be set to a tuple objectchanges to cyfunction.__defaults__ will not currently affect the values used in function callsfunction's dictionary may not be deletedsetting function's dictionary to a non-dict__qualname__ must be set to a string object__name__ must be set to a string object%.200s.%.200s is not a type object%.200s.%.200s size changed, may indicate binary incompatibility. Expected %zd from C header, got %zd from PyObject%s.%s size changed, may indicate binary incompatibility. Expected %zd from C header, got %zd from PyObjectUnexpected format string character: '%c'Acquisition count is %d (line %d)%.200s() keywords must be strings%s() got an unexpected keyword argument '%U'%s() got multiple values for keyword argument '%U'instance exception may not have a separate valuecalling %R should have returned an instance of BaseException, not %Rraise: exception class must be a subclass of BaseExceptioninvalid vtable found for imported typemultiple bases have vtable conflict: '%.200s' and '%.200s'Cannot convert %.200s to %.200sBuffer dtype mismatch, expected %s%s%s but got %sBuffer dtype mismatch, expected '%s' but got %s in '%s.%s'Expected a dimension of size %zu, got %zuExpected %d dimensions, got %dPython does not define a standard format string size for long double ('g')..Buffer dtype mismatch; next field is at offset %zd but %zd expectedBig-endian buffer not supported on little-endian compilerBuffer acquisition: Expected '{' after 'T'Cannot handle repeated arrays in format stringDoes not understand character buffer dtype format string ('%c')Expected a dimension of size %zu, got %dExpected a comma in format string, got '%c'Expected %d dimension(s), got %dUnexpected end of format string, expected ')'value too large to convert to npy_int32value too large to convert to intcannot fit '%.200s' into an index-sized integer'%.200s' object is not subscriptableUnable to initialize pickling for %.200s%.200s() takes %.8s %zd positional argument%.1s (%zd given)deepforest/tree/_criterion.pyxdeepforest.tree._criterion.Criterion.__setstate__View.MemoryView.memoryview.base.__get__View.MemoryView.transpose_memsliceView.MemoryView.get_slice_from_memviewView.MemoryView.memoryview.is_f_contigView.MemoryView.memoryview.is_c_contigView.MemoryView.array.memview.__get__deepforest.tree._criterion.RegressionCriterion.__cinit__deepforest.tree._criterion.MAE.children_impuritydeepforest.tree._criterion.MAE.node_impuritydeepforest.tree._criterion.MAE.updatedeepforest.tree._criterion.MAE.reverse_resetdeepforest.tree._criterion.MAE.resetdeepforest.tree._criterion.MAE.initdeepforest.tree._criterion.MSE.children_impurityArgument '%.200s' has incorrect type (expected %.200s, got %.200s)deepforest.tree._criterion.ClassificationCriterion.__cinit__Buffer has wrong number of dimensions (expected %d, got %d)Item size of buffer (%zd byte%s) does not match size of '%s' (%zd byte%s)deepforest.tree._criterion.Entropy.children_impuritydeepforest.tree._criterion.Entropy.node_impuritydeepforest.tree._criterion.RegressionCriterion.updatedeepforest.tree._criterion.RegressionCriterion.initdeepforest.tree._criterion.ClassificationCriterion.updatedeepforest.tree._criterion.ClassificationCriterion.initdeepforest.tree._criterion.Criterion.proxy_impurity_improvementdeepforest.tree._criterion.Criterion.impurity_improvementdeepforest.tree._criterion.RegressionCriterion.__reduce__deepforest.tree._criterion.ClassificationCriterion.__reduce__'NoneType' object is not subscriptablehasattr(): attribute name must be stringView.MemoryView.__pyx_unpickle_Enum__set_stateView.MemoryView.memoryview.size.__get__View.MemoryView.memoryview.nbytes.__get__View.MemoryView.memoryview.suboffsets.__get__View.MemoryView.memoryview.strides.__get__View.MemoryView.memoryview.shape.__get__View.MemoryView.array.__cinit__Argument '%.200s' must not be Noneobject of type 'NoneType' has no len()expected bytes, NoneType foundinteger division or modulo by zerovalue too large to perform divisionView.MemoryView._allocate_bufferView.MemoryView._err_no_memoryView.MemoryView.copy_data_to_tempView.MemoryView.memoryview_copy_contentsPyObject_GetBuffer: view==NULL argument is obsoleteView.MemoryView.memoryview.__getbuffer__View.MemoryView.memoryview.__str__View.MemoryView.memoryview.__repr__View.MemoryView.memoryview.assign_item_from_objectView.MemoryView._memoryviewslice.assign_item_from_objectView.MemoryView.memoryview.setitem_indexedView.MemoryView.assert_direct_dimensionsView.MemoryView.memoryview.setitem_slice_assign_scalarView.MemoryView.memoryview.setitem_slice_assignmentView.MemoryView.pybuffer_indexView.MemoryView.memoryview.get_item_pointerView.MemoryView.Enum.__setstate_cython__View.MemoryView.Enum.__reduce_cython__View.MemoryView.array.__getattr__View.MemoryView.array.__getbuffer__View.MemoryView.array.__setitem__Subscript deletion not supported by %.200sView.MemoryView.array.__getitem__View.MemoryView.array.get_memviewdeepforest.tree._criterion.MAE.__cinit___ARRAY_API is not PyCapsule objectmodule compiled against ABI version 0x%x but this version of numpy is 0x%xmodule compiled against API version 0x%x but this version of numpy is 0x%xFATAL: module compiled as unknown endianFATAL: module compiled as little endian, but detected different endianness at runtimeModule '_criterion' has already been imported. Re-initialisation is not supported.compile time Python version %d.%d of module '%.100s' %s runtime version %d.%dShared Cython type %.200s is not a type objectShared Cython type %.200s has the wrong size, try recompilingPyArrayObject *(__pyx_t_10deepforest_4tree_6_utils_SIZE_t *, __pyx_t_10deepforest_4tree_6_utils_SIZE_t)__pyx_t_10deepforest_4tree_6_utils_DTYPE_t *(__pyx_t_10deepforest_4tree_6_utils_DTYPE_t **, size_t)__pyx_t_10deepforest_4tree_6_utils_SIZE_t *(__pyx_t_10deepforest_4tree_6_utils_SIZE_t **, size_t)unsigned char *(unsigned char **, size_t)struct __pyx_t_10deepforest_4tree_6_utils_WeightedPQueueRecord *(struct __pyx_t_10deepforest_4tree_6_utils_WeightedPQueueRecord **, size_t)__pyx_t_10deepforest_4tree_6_utils_DOUBLE_t *(__pyx_t_10deepforest_4tree_6_utils_DOUBLE_t **, size_t)__pyx_t_10deepforest_4tree_6_utils_DOUBLE_t **(__pyx_t_10deepforest_4tree_6_utils_DOUBLE_t ***, size_t)struct __pyx_t_10deepforest_4tree_5_tree_Node *(struct __pyx_t_10deepforest_4tree_5_tree_Node **, size_t)struct __pyx_t_10deepforest_4tree_5_tree_Node **(struct __pyx_t_10deepforest_4tree_5_tree_Node ***, size_t)struct __pyx_t_10deepforest_4tree_6_utils_StackRecord *(struct __pyx_t_10deepforest_4tree_6_utils_StackRecord **, size_t)struct __pyx_t_10deepforest_4tree_6_utils_PriorityHeapRecord *(struct __pyx_t_10deepforest_4tree_6_utils_PriorityHeapRecord **, size_t)init deepforest.tree._criteriondeepforest.tree._criterion.Criterion.__setstate_cython__deepforest.tree._criterion.Criterion.__getstate__View.MemoryView.__pyx_unpickle_EnumView.MemoryView._memoryviewslice.__setstate_cython__View.MemoryView.memoryview.__setstate_cython__View.MemoryView.memoryview.__cinit__View.MemoryView.memoryview_fromsliceView.MemoryView.memoryview_copy_from_sliceView.MemoryView.memoryview_copyView.MemoryView.memoryview.T.__get__View.MemoryView.array.__setstate_cython__View.MemoryView.memoryview.itemsize.__get__View.MemoryView.memoryview.ndim.__get__Cannot copy memoryview slice with indirect dimensions (axis %d)View.MemoryView.array_cwrapperView.MemoryView.memoryview_cwrapperView.MemoryView.memoryview.copy_fortranView.MemoryView.memoryview.copyView.MemoryView.slice_memviewslicelocal variable '%s' referenced before assignment'NoneType' object is not iterabletoo many values to unpack (expected %zd)need more than %zd value%.1s to unpackView.MemoryView.memoryview.__setitem__View.MemoryView.memoryview.__getitem__View.MemoryView._memoryviewslice.__reduce_cython__View.MemoryView.memoryview.__reduce_cython__deepforest.tree._criterion.Criterion.__reduce_cython__View.MemoryView.array.__reduce_cython__View.MemoryView.memoryview.convert_item_to_objectView.MemoryView._memoryviewslice.convert_item_to_objectView.MemoryView.memoryview.is_slice_cython_3_0_4.cython_function_or_methoddeepforest.tree._criterion._memoryviewsliceInternal class for passing memoryview slices to Pythondeepforest.tree._criterion.memoryviewdeepforest.tree._criterion.Enumdeepforest.tree._criterion.arraydeepforest.tree._criterion.FriedmanMSEMean squared error impurity criterion with improvement score by Friedman

    Uses the formula (35) in Friedman's original Gradient Boosting paper:

        diff = mean_left - mean_right
        improvement = n_left * n_right * diff^2 / (n_left + n_right)
    deepforest.tree._criterion.MAEMean absolute error impurity criterion

       MAE = (1 / n)*(\sum_i |y_i - f_i|), where y_i is the true
       value and f_i is the predicted value.deepforest.tree._criterion.MSEMean squared error impurity criterion.

        MSE = var_left + var_right
    deepforest.tree._criterion.GiniGini Index impurity criterion.

    This handles cases where the target is a classification taking values
    0, 1, ... K-2, K-1. If node m represents a region Rm with Nm observations,
    then let

        count_k = 1/ Nm \sum_{x_i in Rm} I(yi = k)

    be the proportion of class k observations in node m.

    The Gini Index is then defined as:

        index = \sum_{k=0}^{K-1} count_k (1 - count_k)
              = 1 - \sum_{k=0}^{K-1} count_k ** 2
    deepforest.tree._criterion.EntropyCross Entropy impurity criterion.

    This handles cases where the target is a classification taking values
    0, 1, ... K-2, K-1. If node m represents a region Rm with Nm observations,
    then let

        count_k = 1 / Nm \sum_{x_i in Rm} I(yi = k)

    be the proportion of class k observations in node m.

    The cross-entropy is then defined as

        cross-entropy = -\sum_{k=0}^{K-1} count_k log(count_k)
    deepforest.tree._criterion.RegressionCriterionAbstract regression criterion.

    This handles cases where the target is a continuous value, and is
    evaluated by computing the variance of the target values left and right
    of the split point. The computation takes linear time with `n_samples`
    by using ::

        var = \sum_i^n (y_i - y_bar) ** 2
            = (\sum_i^n y_i ** 2) - n_samples * y_bar ** 2
    deepforest.tree._criterion.ClassificationCriterionAbstract criterion for classification.deepforest.tree._criterion.CriterionInterface for impurity criteria.

    This object stores methods on how to calculate how good a split is using
    different metrics.
    Bad call flags for CyFunction<cyfunction %U at %p>__pyx_capi____loader__loader__file__origin__package__parent__path__submodule_search_locations%.200s() needs an argumentkeywords must be stringsMissing type objectend'bool''char''signed char''unsigned char''short''unsigned short''int''unsigned int''long''unsigned long''long long''unsigned long long''complex float''float''complex double''double''complex long double''long double'a structPython objecta pointera stringunparsable format stringintan integer is requiredname '%U' is not defineddeepforest/tree/_criterion.c%s (%s:%d)__setstate__exactly<stringsource>View.MemoryView._erris_f_contigis_c_contigView.MemoryView.Enum.__init____cinit__Memoryview is not initializedbuffer dtypen_classes__reduce__at leastat mostshapeformatExpected %s, got %.200sView.MemoryView._err_dimView.MemoryView._err_extents'NoneType' is not iterable__setstate_cython__tuple__reduce_cython__numpy.core._multiarray_umath_ARRAY_API_ARRAY_API not found_ARRAY_API is NULL pointer__init__.cython-30.pxdnumpy.import_arraybuiltinscython_runtime__builtins__deepforest.tree._criteriondoes not match_cython_3_0_4numpyflatiterbroadcastgenericnumberunsignedintegerinexactcomplexfloatingflexiblecharacterufuncdeepforest.tree._splitterSplitterdeepforest.tree._treeTreeTreeBuilderdeepforest.tree._utilsStackPriorityHeapWeightedPQueueWeightedMedianCalculatorsizet_ptr_to_ndarraydouble (double)log__pyx_fuse_0safe_realloc__pyx_fuse_1safe_realloc__pyx_fuse_2safe_realloc__pyx_fuse_3safe_realloc__pyx_fuse_4safe_realloc__pyx_fuse_5safe_realloc__pyx_fuse_6safe_realloc__pyx_fuse_7safe_realloc__pyx_fuse_8safe_realloc__pyx_fuse_9safe_reallocView.MemoryView__getstate____pyx_unpickle_Enumcannot import name %Scopy_fortrancopyView.MemoryView.memview_slicememviewsliceobjView.MemoryView._unellipsify__module__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_coroutineTbasestridessuboffsetsndimitemsizenbytes__repr__memview__getattr__SIZE_tPýÿ ýÿ ýÿPýÿ ýÿ ýÿ ýÿ ýÿ ýÿpýÿýÿ ýÿ ýÿýÿ ýÿ ýÿýÿýÿýÿ ýÿ ýÿ ýÿ ýÿ ýÿ ýÿ ýÿ ýÿ ýÿ ýÿ ýÿ ýÿ ýÿ ýÿ ýÿ ýÿPýÿPýÿýÿ ýÿýÿ`ýÿpýÿýÿ ýÿ ýÿýÿ ýÿ ýÿ ýÿPýÿýÿ ýÿPýÿ¬»ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿĻýÿŒ¹ýÿŒ¹ýÿ”»ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿd»ýÿp»ýÿŒ¹ýÿŒ¹ýÿ|»ýÿŒ¹ýÿŒ¹ýÿˆ»ýÿæºýÿòºýÿŒ¹ýÿŒ¹ýÿþºýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿŒ¹ýÿ
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