3RNN/Lib/site-packages/sklearn/utils/_vector_sentinel.pyx

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2024-05-26 19:49:15 +02:00
from cython.operator cimport dereference as deref
from cpython.ref cimport Py_INCREF
cimport numpy as cnp
cnp.import_array()
cdef StdVectorSentinel _create_sentinel(vector_typed * vect_ptr):
if vector_typed is vector[float64_t]:
return StdVectorSentinelFloat64.create_for(vect_ptr)
elif vector_typed is vector[int32_t]:
return StdVectorSentinelInt32.create_for(vect_ptr)
elif vector_typed is vector[int64_t]:
return StdVectorSentinelInt64.create_for(vect_ptr)
else: # intp_t
return StdVectorSentinelIntP.create_for(vect_ptr)
cdef class StdVectorSentinel:
"""Wraps a reference to a vector which will be deallocated with this object.
When created, the StdVectorSentinel swaps the reference of its internal
vectors with the provided one (vect_ptr), thus making the StdVectorSentinel
manage the provided one's lifetime.
"""
cdef void* get_data(self):
"""Return pointer to data."""
cdef int get_typenum(self):
"""Get typenum for PyArray_SimpleNewFromData."""
cdef class StdVectorSentinelFloat64(StdVectorSentinel):
cdef vector[float64_t] vec
@staticmethod
cdef StdVectorSentinel create_for(vector[float64_t] * vect_ptr):
# This initializes the object directly without calling __init__
# See: https://cython.readthedocs.io/en/latest/src/userguide/extension_types.html#instantiation-from-existing-c-c-pointers # noqa
cdef StdVectorSentinelFloat64 sentinel = StdVectorSentinelFloat64.__new__(StdVectorSentinelFloat64)
sentinel.vec.swap(deref(vect_ptr))
return sentinel
cdef void* get_data(self):
return self.vec.data()
cdef int get_typenum(self):
return cnp.NPY_FLOAT64
cdef class StdVectorSentinelIntP(StdVectorSentinel):
cdef vector[intp_t] vec
@staticmethod
cdef StdVectorSentinel create_for(vector[intp_t] * vect_ptr):
# This initializes the object directly without calling __init__
# See: https://cython.readthedocs.io/en/latest/src/userguide/extension_types.html#instantiation-from-existing-c-c-pointers # noqa
cdef StdVectorSentinelIntP sentinel = StdVectorSentinelIntP.__new__(StdVectorSentinelIntP)
sentinel.vec.swap(deref(vect_ptr))
return sentinel
cdef void* get_data(self):
return self.vec.data()
cdef int get_typenum(self):
return cnp.NPY_INTP
cdef class StdVectorSentinelInt32(StdVectorSentinel):
cdef vector[int32_t] vec
@staticmethod
cdef StdVectorSentinel create_for(vector[int32_t] * vect_ptr):
# This initializes the object directly without calling __init__
# See: https://cython.readthedocs.io/en/latest/src/userguide/extension_types.html#instantiation-from-existing-c-c-pointers # noqa
cdef StdVectorSentinelInt32 sentinel = StdVectorSentinelInt32.__new__(StdVectorSentinelInt32)
sentinel.vec.swap(deref(vect_ptr))
return sentinel
cdef void* get_data(self):
return self.vec.data()
cdef int get_typenum(self):
return cnp.NPY_INT32
cdef class StdVectorSentinelInt64(StdVectorSentinel):
cdef vector[int64_t] vec
@staticmethod
cdef StdVectorSentinel create_for(vector[int64_t] * vect_ptr):
# This initializes the object directly without calling __init__
# See: https://cython.readthedocs.io/en/latest/src/userguide/extension_types.html#instantiation-from-existing-c-c-pointers # noqa
cdef StdVectorSentinelInt64 sentinel = StdVectorSentinelInt64.__new__(StdVectorSentinelInt64)
sentinel.vec.swap(deref(vect_ptr))
return sentinel
cdef void* get_data(self):
return self.vec.data()
cdef int get_typenum(self):
return cnp.NPY_INT64
cdef cnp.ndarray vector_to_nd_array(vector_typed * vect_ptr):
cdef:
cnp.npy_intp size = deref(vect_ptr).size()
StdVectorSentinel sentinel = _create_sentinel(vect_ptr)
cnp.ndarray arr = cnp.PyArray_SimpleNewFromData(
1, &size, sentinel.get_typenum(), sentinel.get_data())
# Makes the numpy array responsible of the life-cycle of its buffer.
# A reference to the StdVectorSentinel will be stolen by the call to
# `PyArray_SetBaseObject` below, so we increase its reference counter.
# See: https://docs.python.org/3/c-api/intro.html#reference-count-details
Py_INCREF(sentinel)
cnp.PyArray_SetBaseObject(arr, sentinel)
return arr