// Licensed to the Apache Software Foundation (ASF) under one
// or more contributor license agreements. See the NOTICE file
// distributed with this work for additional information
// regarding copyright ownership. The ASF licenses this file
// to you under the Apache License, Version 2.0 (the
// "License"); you may not use this file except in compliance
// with the License. You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing,
// software distributed under the License is distributed on an
// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
// KIND, either express or implied. See the License for the
// specific language governing permissions and limitations
// under the License.
#pragma once
#include <cstdint>
#include <iosfwd>
#include <memory>
#include <string>
#include <vector>
#include "arrow/array/data.h"
#include "arrow/buffer.h"
#include "arrow/compare.h"
#include "arrow/result.h"
#include "arrow/status.h"
#include "arrow/type.h"
#include "arrow/util/bit_util.h"
#include "arrow/util/macros.h"
#include "arrow/util/visibility.h"
#include "arrow/visitor.h"
namespace arrow {
// ----------------------------------------------------------------------
// User array accessor types
/// \brief Array base type
/// Immutable data array with some logical type and some length.
///
/// Any memory is owned by the respective Buffer instance (or its parents).
///
/// The base class is only required to have a null bitmap buffer if the null
/// count is greater than 0
///
/// If known, the null count can be provided in the base Array constructor. If
/// the null count is not known, pass -1 to indicate that the null count is to
/// be computed on the first call to null_count()
class ARROW_EXPORT Array {
public:
virtual ~Array() = default;
/// \brief Return true if value at index is null. Does not boundscheck
bool IsNull(int64_t i) const { return !IsValid(i); }
/// \brief Return true if value at index is valid (not null). Does not
/// boundscheck
bool IsValid(int64_t i) const {
if (null_bitmap_data_ != NULLPTR) {
return bit_util::GetBit(null_bitmap_data_, i + data_->offset);
}
// Dispatching with a few conditionals like this makes IsNull more
// efficient for how it is used in practice. Making IsNull virtual
// would add a vtable lookup to every call and prevent inlining +
// a potential inner-branch removal.
if (type_id() == Type::SPARSE_UNION) {
return !internal::IsNullSparseUnion(*data_, i);
}
if (type_id() == Type::DENSE_UNION) {
return !internal::IsNullDenseUnion(*data_, i);
}
if (type_id() == Type::RUN_END_ENCODED) {
return !internal::IsNullRunEndEncoded(*data_, i);
}
return data_->null_count != data_->length;
}
/// \brief Return a Scalar containing the value of this array at i
Result<std::shared_ptr<Scalar>> GetScalar(int64_t i) const;
/// Size in the number of elements this array contains.
int64_t length() const { return data_->length; }
/// A relative position into another array's data, to enable zero-copy
/// slicing. This value defaults to zero
int64_t offset() const { return data_->offset; }
/// The number of null entries in the array. If the null count was not known
/// at time of construction (and set to a negative value), then the null
/// count will be computed and cached on the first invocation of this
/// function
int64_t null_count() const;
/// \brief Computes the logical null count for arrays of all types including
/// those that do not have a validity bitmap like union and run-end encoded
/// arrays
///
/// If the array has a validity bitmap, this function behaves the same as
/// null_count(). For types that have no validity bitmap, this function will
/// recompute the null count every time it is called.
///
/// \see GetNullCount
int64_t ComputeLogicalNullCount() const;
const std::shared_ptr<DataType>& type() const { return data_->type; }
Type::type type_id() const { return data_->type->id(); }
/// Buffer for the validity (null) bitmap, if any. Note that Union types
/// never have a null bitmap.
///
/// Note that for `null_count == 0` or for null type, this will be null.
/// This buffer does not account for any slice offset
const std::shared_ptr<Buffer>& null_bitmap() const { return data_->buffers[0]; }
/// Raw pointer to the null bitmap.
///
/// Note that for `null_count == 0` or for null type, this will be null.
/// This buffer does not account for any slice offset
const uint8_t* null_bitmap_data() const { return null_bitmap_data_; }
/// Equality comparison with another array
bool Equals(const Array& arr, const EqualOptions& = EqualOptions::Defaults()) const;
bool Equals(const std::shared_ptr<Array>& arr,
const EqualOptions& = EqualOptions::Defaults()) const;
/// \brief Return the formatted unified diff of arrow::Diff between this
/// Array and another Array
std::string Diff(const Array& other) const;
/// Approximate equality comparison with another array
///
/// epsilon is only used if this is FloatArray or DoubleArray
bool ApproxEquals(const std::shared_ptr<Array>& arr,
const EqualOptions& = EqualOptions::Defaults()) const;
bool ApproxEquals(const Array& arr,
const EqualOptions& = EqualOptions::Defaults()) const;
/// Compare if the range of slots specified are equal for the given array and
/// this array. end_idx exclusive. This methods does not bounds check.
bool RangeEquals(int64_t start_idx, int64_t end_idx, int64_t other_start_idx,
const Array& other,
const EqualOptions& = EqualOptions::Defaults()) const;
bool RangeEquals(int64_t start_idx, int64_t end_idx, int64_t other_start_idx,
const std::shared_ptr<Array>& other,
const EqualOptions& = EqualOptions::Defaults()) const;
bool RangeEquals(const Array& other, int64_t start_idx, int64_t end_idx,
int64_t other_start_idx,
const EqualOptions& = EqualOptions::Defaults()) const;
bool RangeEquals(const std::shared_ptr<Array>& other, int64_t start_idx,
int64_t end_idx, int64_t other_start_idx,
const EqualOptions& = EqualOptions::Defaults()) const;
/// \brief Apply the ArrayVisitor::Visit() method specialized to the array type
Status Accept(ArrayVisitor* visitor) const;
/// Construct a zero-copy view of this array with the given type.
///
/// This method checks if the types are layout-compatible.
/// Nested types are traversed in depth-first order. Data buffers must have
/// the same item sizes, even though the logical types may be different.
/// An error is returned if the types are not layout-compatible.
Result<std::shared_ptr<Array>> View(const std::shared_ptr<DataType>& type) const;
/// \brief Construct a copy of the array with all buffers on destination
/// Memory Manager
///
/// This method recursively copies the array's buffers and those of its children
/// onto the destination MemoryManager device and returns the new Array.
Result<std::shared_ptr<Array>> CopyTo(const std::shared_ptr<MemoryManager>& to) const;
/// \brief Construct a new array attempting to zero-copy view if possible.
///
/// Like CopyTo this method recursively goes through all of the array's buffers
/// and those of it's children and first attempts to create zero-copy
/// views on the destination MemoryManager device. If it can't, it falls back
/// to performing a copy. See Buffer::ViewOrCopy.
Result<std::shared_ptr<Array>> ViewOrCopyTo(
const std::shared_ptr<MemoryManager>& to) const;
/// Construct a zero-copy slice of the array with the indicated offset and
/// length
///
/// \param[in] offset the position of the first element in the constructed
/// slice
/// \param[in] length the length of the slice. If there are not enough
/// elements in the array, the length will be adjusted accordingly
///
/// \return a new object wrapped in std::shared_ptr<Array>
std::shared_ptr<Array> Slice(int64_t offset, int64_t length) const;
/// Slice from offset until end of the array
std::shared_ptr<Array> Slice(int64_t offset) const;
/// Input-checking variant of Array::Slice
Result<std::shared_ptr<Array>> SliceSafe(int64_t offset, int64_t length) const;
/// Input-checking variant of Array::Slice
Result<std::shared_ptr<Array>> SliceSafe(int64_t offset) const;
const std::shared_ptr<ArrayData>& data() const { return data_; }
int num_fields() const { return static_cast<int>(data_->child_data.size()); }
/// \return PrettyPrint representation of array suitable for debugging
std::string ToString() const;
/// \brief Perform cheap validation checks to determine obvious inconsistencies
/// within the array's internal data.
///
/// This is O(k) where k is the number of descendents.
///
/// \return Status
Status Validate() const;
/// \brief Perform extensive validation checks to determine inconsistencies
/// within the array's internal data.
///
/// This is potentially O(k*n) where k is the number of descendents and n
/// is the array length.
///
/// \return Status
Status ValidateFull() const;
/// \brief Return the device_type that this array's data is allocated on
///
/// This just delegates to calling device_type on the underlying ArrayData
/// object which backs this Array.
///
/// \return DeviceAllocationType
DeviceAllocationType device_type() const { return data_->device_type(); }
/// \brief Return the statistics of this Array
///
/// This just delegates to calling statistics on the underlying ArrayData
/// object which backs this Array.
///
/// \return const std::shared_ptr<ArrayStatistics>&
const std::shared_ptr<ArrayStatistics>& statistics() const { return data_->statistics; }
protected:
Array() = default;
ARROW_DEFAULT_MOVE_AND_ASSIGN(Array);
std::shared_ptr<ArrayData> data_;
const uint8_t* null_bitmap_data_ = NULLPTR;
/// Protected method for constructors
void SetData(const std::shared_ptr<ArrayData>& data) {
if (data->buffers.size() > 0) {
null_bitmap_data_ = data->GetValuesSafe<uint8_t>(0, /*offset=*/0);
} else {
null_bitmap_data_ = NULLPTR;
}
data_ = data;
}
private:
ARROW_DISALLOW_COPY_AND_ASSIGN(Array);
ARROW_FRIEND_EXPORT friend void PrintTo(const Array& x, std::ostream* os);
};
static inline std::ostream& operator<<(std::ostream& os, const Array& x) {
os << x.ToString();
return os;
}
/// Base class for non-nested arrays
class ARROW_EXPORT FlatArray : public Array {
protected:
using Array::Array;
};
/// Base class for arrays of fixed-size logical types
class ARROW_EXPORT PrimitiveArray : public FlatArray {
public:
PrimitiveArray(const std::shared_ptr<DataType>& type, int64_t length,
const std::shared_ptr<Buffer>& data,
const std::shared_ptr<Buffer>& null_bitmap = NULLPTR,
int64_t null_count = kUnknownNullCount, int64_t offset = 0);
/// Does not account for any slice offset
const std::shared_ptr<Buffer>& values() const { return data_->buffers[1]; }
protected:
PrimitiveArray() : raw_values_(NULLPTR) {}
void SetData(const std::shared_ptr<ArrayData>& data) {
this->Array::SetData(data);
raw_values_ = data->GetValuesSafe<uint8_t>(1, /*offset=*/0);
}
explicit PrimitiveArray(const std::shared_ptr<ArrayData>& data) { SetData(data); }
const uint8_t* raw_values_;
};
/// Degenerate null type Array
class ARROW_EXPORT NullArray : public FlatArray {
public:
using TypeClass = NullType;
explicit NullArray(const std::shared_ptr<ArrayData>& data) { SetData(data); }
explicit NullArray(int64_t length);
private:
void SetData(const std::shared_ptr<ArrayData>& data) {
null_bitmap_data_ = NULLPTR;
data->null_count = data->length;
data_ = data;
}
};
} // namespace arrow