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194
.venv/Lib/site-packages/pyarrow/include/arrow/python/iterators.h
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194
.venv/Lib/site-packages/pyarrow/include/arrow/python/iterators.h
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// Licensed to the Apache Software Foundation (ASF) under one
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// or more contributor license agreements. See the NOTICE file
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// distributed with this work for additional information
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// regarding copyright ownership. The ASF licenses this file
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// to you under the Apache License, Version 2.0 (the
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// "License"); you may not use this file except in compliance
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// with the License. You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing,
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// software distributed under the License is distributed on an
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// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
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// KIND, either express or implied. See the License for the
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// specific language governing permissions and limitations
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// under the License.
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#pragma once
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#include <utility>
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#include "arrow/array/array_primitive.h"
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#include "arrow/python/common.h"
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#include "arrow/python/numpy_internal.h"
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namespace arrow {
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namespace py {
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namespace internal {
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using arrow::internal::checked_cast;
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// Visit the Python sequence, calling the given callable on each element. If
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// the callable returns a non-OK status, iteration stops and the status is
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// returned.
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//
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// The call signature for Visitor must be
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//
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// Visit(PyObject* obj, int64_t index, bool* keep_going)
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//
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// If keep_going is set to false, the iteration terminates
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template <class VisitorFunc>
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inline Status VisitSequenceGeneric(PyObject* obj, int64_t offset, VisitorFunc&& func) {
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// VisitorFunc may set to false to terminate iteration
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bool keep_going = true;
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if (PyArray_Check(obj)) {
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PyArrayObject* arr_obj = reinterpret_cast<PyArrayObject*>(obj);
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if (PyArray_NDIM(arr_obj) != 1) {
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return Status::Invalid("Only 1D arrays accepted");
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}
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if (PyArray_DESCR(arr_obj)->type_num == NPY_OBJECT) {
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// It's an array object, we can fetch object pointers directly
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const Ndarray1DIndexer<PyObject*> objects(arr_obj);
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for (int64_t i = offset; keep_going && i < objects.size(); ++i) {
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RETURN_NOT_OK(func(objects[i], i, &keep_going));
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}
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return Status::OK();
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}
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// It's a non-object array, fall back on regular sequence access.
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// (note PyArray_GETITEM() is slightly different: it returns standard
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// Python types, not Numpy scalar types)
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// This code path is inefficient: callers should implement dedicated
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// logic for non-object arrays.
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}
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if (PySequence_Check(obj)) {
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if (PyList_Check(obj) || PyTuple_Check(obj)) {
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// Use fast item access
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const Py_ssize_t size = PySequence_Fast_GET_SIZE(obj);
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for (Py_ssize_t i = offset; keep_going && i < size; ++i) {
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PyObject* value = PySequence_Fast_GET_ITEM(obj, i);
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RETURN_NOT_OK(func(value, static_cast<int64_t>(i), &keep_going));
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}
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} else {
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// Regular sequence: avoid making a potentially large copy
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const Py_ssize_t size = PySequence_Size(obj);
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RETURN_IF_PYERROR();
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for (Py_ssize_t i = offset; keep_going && i < size; ++i) {
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OwnedRef value_ref(PySequence_ITEM(obj, i));
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RETURN_IF_PYERROR();
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RETURN_NOT_OK(func(value_ref.obj(), static_cast<int64_t>(i), &keep_going));
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}
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}
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} else {
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return Status::TypeError("Object is not a sequence");
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}
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return Status::OK();
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}
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// Visit sequence with no null mask
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template <class VisitorFunc>
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inline Status VisitSequence(PyObject* obj, int64_t offset, VisitorFunc&& func) {
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return VisitSequenceGeneric(
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obj, offset, [&func](PyObject* value, int64_t i /* unused */, bool* keep_going) {
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return func(value, keep_going);
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});
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}
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/// Visit sequence with null mask
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template <class VisitorFunc>
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inline Status VisitSequenceMasked(PyObject* obj, PyObject* mo, int64_t offset,
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VisitorFunc&& func) {
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if (PyArray_Check(mo)) {
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PyArrayObject* mask = reinterpret_cast<PyArrayObject*>(mo);
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if (PyArray_NDIM(mask) != 1) {
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return Status::Invalid("Mask must be 1D array");
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}
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if (PyArray_SIZE(mask) != static_cast<int64_t>(PySequence_Size(obj))) {
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return Status::Invalid("Mask was a different length from sequence being converted");
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}
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const int dtype = fix_numpy_type_num(PyArray_DESCR(mask)->type_num);
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if (dtype == NPY_BOOL) {
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Ndarray1DIndexer<uint8_t> mask_values(mask);
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return VisitSequenceGeneric(
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obj, offset,
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[&func, &mask_values](PyObject* value, int64_t i, bool* keep_going) {
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return func(value, mask_values[i], keep_going);
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});
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} else {
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return Status::TypeError("Mask must be boolean dtype");
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}
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} else if (py::is_array(mo)) {
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auto unwrap_mask_result = unwrap_array(mo);
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ARROW_RETURN_NOT_OK(unwrap_mask_result);
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std::shared_ptr<Array> mask_ = unwrap_mask_result.ValueOrDie();
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if (mask_->type_id() != Type::type::BOOL) {
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return Status::TypeError("Mask must be an array of booleans");
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}
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if (mask_->length() != PySequence_Size(obj)) {
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return Status::Invalid("Mask was a different length from sequence being converted");
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}
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if (mask_->null_count() != 0) {
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return Status::TypeError("Mask must be an array of booleans");
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}
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BooleanArray* boolmask = checked_cast<BooleanArray*>(mask_.get());
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return VisitSequenceGeneric(
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obj, offset, [&func, &boolmask](PyObject* value, int64_t i, bool* keep_going) {
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return func(value, boolmask->Value(i), keep_going);
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});
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} else if (PySequence_Check(mo)) {
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if (PySequence_Size(mo) != PySequence_Size(obj)) {
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return Status::Invalid("Mask was a different length from sequence being converted");
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}
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RETURN_IF_PYERROR();
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return VisitSequenceGeneric(
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obj, offset, [&func, &mo](PyObject* value, int64_t i, bool* keep_going) {
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OwnedRef value_ref(PySequence_ITEM(mo, i));
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if (!PyBool_Check(value_ref.obj()))
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return Status::TypeError("Mask must be a sequence of booleans");
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return func(value, value_ref.obj() == Py_True, keep_going);
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});
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} else {
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return Status::Invalid("Null mask must be a NumPy array, Arrow array or a Sequence");
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}
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return Status::OK();
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}
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// Like IterateSequence, but accepts any generic iterable (including
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// non-restartable iterators, e.g. generators).
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//
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// The call signature for VisitorFunc must be Visit(PyObject*, bool*
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// keep_going). If keep_going is set to false, the iteration terminates
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template <class VisitorFunc>
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inline Status VisitIterable(PyObject* obj, VisitorFunc&& func) {
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if (PySequence_Check(obj)) {
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// Numpy arrays fall here as well
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return VisitSequence(obj, /*offset=*/0, std::forward<VisitorFunc>(func));
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}
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// Fall back on the iterator protocol
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OwnedRef iter_ref(PyObject_GetIter(obj));
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PyObject* iter = iter_ref.obj();
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RETURN_IF_PYERROR();
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PyObject* value;
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bool keep_going = true;
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while (keep_going && (value = PyIter_Next(iter))) {
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OwnedRef value_ref(value);
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RETURN_NOT_OK(func(value_ref.obj(), &keep_going));
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}
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RETURN_IF_PYERROR(); // __next__() might have raised
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return Status::OK();
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}
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} // namespace internal
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} // namespace py
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} // namespace arrow
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