peacock-data-public-datasets-idc-cronscript
/
venv
/lib
/python3.10
/site-packages
/pyarrow
/include
/arrow
/util
/converter.h
// 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. | |
namespace arrow { | |
namespace internal { | |
template <typename BaseConverter, template <typename...> class ConverterTrait> | |
static Result<std::unique_ptr<BaseConverter>> MakeConverter( | |
std::shared_ptr<DataType> type, typename BaseConverter::OptionsType options, | |
MemoryPool* pool); | |
template <typename Input, typename Options> | |
class Converter { | |
public: | |
using Self = Converter<Input, Options>; | |
using InputType = Input; | |
using OptionsType = Options; | |
virtual ~Converter() = default; | |
Status Construct(std::shared_ptr<DataType> type, OptionsType options, | |
MemoryPool* pool) { | |
type_ = std::move(type); | |
options_ = std::move(options); | |
return Init(pool); | |
} | |
virtual Status Append(InputType value) { return Status::NotImplemented("Append"); } | |
virtual Status Extend(InputType values, int64_t size, int64_t offset = 0) { | |
return Status::NotImplemented("Extend"); | |
} | |
virtual Status ExtendMasked(InputType values, InputType mask, int64_t size, | |
int64_t offset = 0) { | |
return Status::NotImplemented("ExtendMasked"); | |
} | |
const std::shared_ptr<ArrayBuilder>& builder() const { return builder_; } | |
const std::shared_ptr<DataType>& type() const { return type_; } | |
OptionsType options() const { return options_; } | |
bool may_overflow() const { return may_overflow_; } | |
bool rewind_on_overflow() const { return rewind_on_overflow_; } | |
virtual Status Reserve(int64_t additional_capacity) { | |
return builder_->Reserve(additional_capacity); | |
} | |
Status AppendNull() { return builder_->AppendNull(); } | |
virtual Result<std::shared_ptr<Array>> ToArray() { return builder_->Finish(); } | |
virtual Result<std::shared_ptr<Array>> ToArray(int64_t length) { | |
ARROW_ASSIGN_OR_RAISE(auto arr, this->ToArray()); | |
return arr->Slice(0, length); | |
} | |
virtual Result<std::shared_ptr<ChunkedArray>> ToChunkedArray() { | |
ARROW_ASSIGN_OR_RAISE(auto array, ToArray()); | |
std::vector<std::shared_ptr<Array>> chunks = {std::move(array)}; | |
return std::make_shared<ChunkedArray>(chunks); | |
} | |
protected: | |
virtual Status Init(MemoryPool* pool) { return Status::OK(); } | |
std::shared_ptr<DataType> type_; | |
std::shared_ptr<ArrayBuilder> builder_; | |
OptionsType options_; | |
bool may_overflow_ = false; | |
bool rewind_on_overflow_ = false; | |
}; | |
template <typename ArrowType, typename BaseConverter> | |
class PrimitiveConverter : public BaseConverter { | |
public: | |
using BuilderType = typename TypeTraits<ArrowType>::BuilderType; | |
protected: | |
Status Init(MemoryPool* pool) override { | |
this->builder_ = std::make_shared<BuilderType>(this->type_, pool); | |
// Narrow variable-sized binary types may overflow | |
this->may_overflow_ = is_binary_like(this->type_->id()); | |
primitive_type_ = checked_cast<const ArrowType*>(this->type_.get()); | |
primitive_builder_ = checked_cast<BuilderType*>(this->builder_.get()); | |
return Status::OK(); | |
} | |
const ArrowType* primitive_type_; | |
BuilderType* primitive_builder_; | |
}; | |
template <typename ArrowType, typename BaseConverter, | |
template <typename...> class ConverterTrait> | |
class ListConverter : public BaseConverter { | |
public: | |
using BuilderType = typename TypeTraits<ArrowType>::BuilderType; | |
using ConverterType = typename ConverterTrait<ArrowType>::type; | |
protected: | |
Status Init(MemoryPool* pool) override { | |
list_type_ = checked_cast<const ArrowType*>(this->type_.get()); | |
ARROW_ASSIGN_OR_RAISE(value_converter_, | |
(MakeConverter<BaseConverter, ConverterTrait>( | |
list_type_->value_type(), this->options_, pool))); | |
this->builder_ = | |
std::make_shared<BuilderType>(pool, value_converter_->builder(), this->type_); | |
list_builder_ = checked_cast<BuilderType*>(this->builder_.get()); | |
// Narrow list types may overflow | |
this->may_overflow_ = this->rewind_on_overflow_ = | |
sizeof(typename ArrowType::offset_type) < sizeof(int64_t); | |
return Status::OK(); | |
} | |
const ArrowType* list_type_; | |
BuilderType* list_builder_; | |
std::unique_ptr<BaseConverter> value_converter_; | |
}; | |
template <typename BaseConverter, template <typename...> class ConverterTrait> | |
class StructConverter : public BaseConverter { | |
public: | |
using ConverterType = typename ConverterTrait<StructType>::type; | |
Status Reserve(int64_t additional_capacity) override { | |
ARROW_RETURN_NOT_OK(this->builder_->Reserve(additional_capacity)); | |
for (const auto& child : children_) { | |
ARROW_RETURN_NOT_OK(child->Reserve(additional_capacity)); | |
} | |
return Status::OK(); | |
} | |
protected: | |
Status Init(MemoryPool* pool) override { | |
std::unique_ptr<BaseConverter> child_converter; | |
std::vector<std::shared_ptr<ArrayBuilder>> child_builders; | |
struct_type_ = checked_cast<const StructType*>(this->type_.get()); | |
for (const auto& field : struct_type_->fields()) { | |
ARROW_ASSIGN_OR_RAISE(child_converter, | |
(MakeConverter<BaseConverter, ConverterTrait>( | |
field->type(), this->options_, pool))); | |
this->may_overflow_ |= child_converter->may_overflow(); | |
this->rewind_on_overflow_ = this->may_overflow_; | |
child_builders.push_back(child_converter->builder()); | |
children_.push_back(std::move(child_converter)); | |
} | |
this->builder_ = | |
std::make_shared<StructBuilder>(this->type_, pool, std::move(child_builders)); | |
struct_builder_ = checked_cast<StructBuilder*>(this->builder_.get()); | |
return Status::OK(); | |
} | |
const StructType* struct_type_; | |
StructBuilder* struct_builder_; | |
std::vector<std::unique_ptr<BaseConverter>> children_; | |
}; | |
template <typename ValueType, typename BaseConverter> | |
class DictionaryConverter : public BaseConverter { | |
public: | |
using BuilderType = DictionaryBuilder<ValueType>; | |
protected: | |
Status Init(MemoryPool* pool) override { | |
std::unique_ptr<ArrayBuilder> builder; | |
ARROW_RETURN_NOT_OK(MakeDictionaryBuilder(pool, this->type_, NULLPTR, &builder)); | |
this->builder_ = std::move(builder); | |
this->may_overflow_ = false; | |
dict_type_ = checked_cast<const DictionaryType*>(this->type_.get()); | |
value_type_ = checked_cast<const ValueType*>(dict_type_->value_type().get()); | |
value_builder_ = checked_cast<BuilderType*>(this->builder_.get()); | |
return Status::OK(); | |
} | |
const DictionaryType* dict_type_; | |
const ValueType* value_type_; | |
BuilderType* value_builder_; | |
}; | |
template <typename BaseConverter, template <typename...> class ConverterTrait> | |
struct MakeConverterImpl { | |
template <typename T, typename ConverterType = typename ConverterTrait<T>::type> | |
Status Visit(const T&) { | |
out.reset(new ConverterType()); | |
return out->Construct(std::move(type), std::move(options), pool); | |
} | |
Status Visit(const DictionaryType& t) { | |
switch (t.value_type()->id()) { | |
DICTIONARY_CASE(BooleanType); | |
DICTIONARY_CASE(Int8Type); | |
DICTIONARY_CASE(Int16Type); | |
DICTIONARY_CASE(Int32Type); | |
DICTIONARY_CASE(Int64Type); | |
DICTIONARY_CASE(UInt8Type); | |
DICTIONARY_CASE(UInt16Type); | |
DICTIONARY_CASE(UInt32Type); | |
DICTIONARY_CASE(UInt64Type); | |
DICTIONARY_CASE(FloatType); | |
DICTIONARY_CASE(DoubleType); | |
DICTIONARY_CASE(BinaryType); | |
DICTIONARY_CASE(StringType); | |
DICTIONARY_CASE(FixedSizeBinaryType); | |
default: | |
return Status::NotImplemented("DictionaryArray converter for type ", t.ToString(), | |
" not implemented"); | |
} | |
return out->Construct(std::move(type), std::move(options), pool); | |
} | |
Status Visit(const DataType& t) { return Status::NotImplemented(t.name()); } | |
std::shared_ptr<DataType> type; | |
typename BaseConverter::OptionsType options; | |
MemoryPool* pool; | |
std::unique_ptr<BaseConverter> out; | |
}; | |
template <typename BaseConverter, template <typename...> class ConverterTrait> | |
static Result<std::unique_ptr<BaseConverter>> MakeConverter( | |
std::shared_ptr<DataType> type, typename BaseConverter::OptionsType options, | |
MemoryPool* pool) { | |
MakeConverterImpl<BaseConverter, ConverterTrait> visitor{ | |
std::move(type), std::move(options), pool, NULLPTR}; | |
ARROW_RETURN_NOT_OK(VisitTypeInline(*visitor.type, &visitor)); | |
return std::move(visitor.out); | |
} | |
template <typename Converter> | |
class Chunker { | |
public: | |
using InputType = typename Converter::InputType; | |
explicit Chunker(std::unique_ptr<Converter> converter) | |
: converter_(std::move(converter)) {} | |
Status Reserve(int64_t additional_capacity) { | |
ARROW_RETURN_NOT_OK(converter_->Reserve(additional_capacity)); | |
reserved_ += additional_capacity; | |
return Status::OK(); | |
} | |
Status AppendNull() { | |
auto status = converter_->AppendNull(); | |
if (ARROW_PREDICT_FALSE(status.IsCapacityError())) { | |
if (converter_->builder()->length() == 0) { | |
// Builder length == 0 means the individual element is too large to append. | |
// In this case, no need to try again. | |
return status; | |
} | |
ARROW_RETURN_NOT_OK(FinishChunk()); | |
return converter_->AppendNull(); | |
} | |
++length_; | |
return status; | |
} | |
Status Append(InputType value) { | |
auto status = converter_->Append(value); | |
if (ARROW_PREDICT_FALSE(status.IsCapacityError())) { | |
if (converter_->builder()->length() == 0) { | |
return status; | |
} | |
ARROW_RETURN_NOT_OK(FinishChunk()); | |
return Append(value); | |
} | |
++length_; | |
return status; | |
} | |
Status Extend(InputType values, int64_t size, int64_t offset = 0) { | |
while (offset < size) { | |
auto length_before = converter_->builder()->length(); | |
auto status = converter_->Extend(values, size, offset); | |
auto length_after = converter_->builder()->length(); | |
auto num_converted = length_after - length_before; | |
offset += num_converted; | |
length_ += num_converted; | |
if (status.IsCapacityError()) { | |
if (converter_->builder()->length() == 0) { | |
// Builder length == 0 means the individual element is too large to append. | |
// In this case, no need to try again. | |
return status; | |
} else if (converter_->rewind_on_overflow()) { | |
// The list-like and binary-like conversion paths may raise a capacity error, | |
// we need to handle them differently. While the binary-like converters check | |
// the capacity before append/extend the list-like converters just check after | |
// append/extend. Thus depending on the implementation semantics we may need | |
// to rewind (slice) the output chunk by one. | |
length_ -= 1; | |
offset -= 1; | |
} | |
ARROW_RETURN_NOT_OK(FinishChunk()); | |
} else if (!status.ok()) { | |
return status; | |
} | |
} | |
return Status::OK(); | |
} | |
Status ExtendMasked(InputType values, InputType mask, int64_t size, | |
int64_t offset = 0) { | |
while (offset < size) { | |
auto length_before = converter_->builder()->length(); | |
auto status = converter_->ExtendMasked(values, mask, size, offset); | |
auto length_after = converter_->builder()->length(); | |
auto num_converted = length_after - length_before; | |
offset += num_converted; | |
length_ += num_converted; | |
if (status.IsCapacityError()) { | |
if (converter_->builder()->length() == 0) { | |
// Builder length == 0 means the individual element is too large to append. | |
// In this case, no need to try again. | |
return status; | |
} else if (converter_->rewind_on_overflow()) { | |
// The list-like and binary-like conversion paths may raise a capacity error, | |
// we need to handle them differently. While the binary-like converters check | |
// the capacity before append/extend the list-like converters just check after | |
// append/extend. Thus depending on the implementation semantics we may need | |
// to rewind (slice) the output chunk by one. | |
length_ -= 1; | |
offset -= 1; | |
} | |
ARROW_RETURN_NOT_OK(FinishChunk()); | |
} else if (!status.ok()) { | |
return status; | |
} | |
} | |
return Status::OK(); | |
} | |
Status FinishChunk() { | |
ARROW_ASSIGN_OR_RAISE(auto chunk, converter_->ToArray(length_)); | |
chunks_.push_back(chunk); | |
// Reserve space for the remaining items. | |
// Besides being an optimization, it is also required if the converter's | |
// implementation relies on unsafe builder methods in converter->Append(). | |
auto remaining = reserved_ - length_; | |
Reset(); | |
return Reserve(remaining); | |
} | |
Result<std::shared_ptr<ChunkedArray>> ToChunkedArray() { | |
ARROW_RETURN_NOT_OK(FinishChunk()); | |
return std::make_shared<ChunkedArray>(chunks_); | |
} | |
protected: | |
void Reset() { | |
converter_->builder()->Reset(); | |
length_ = 0; | |
reserved_ = 0; | |
} | |
int64_t length_ = 0; | |
int64_t reserved_ = 0; | |
std::unique_ptr<Converter> converter_; | |
std::vector<std::shared_ptr<Array>> chunks_; | |
}; | |
template <typename T> | |
static Result<std::unique_ptr<Chunker<T>>> MakeChunker(std::unique_ptr<T> converter) { | |
return std::make_unique<Chunker<T>>(std::move(converter)); | |
} | |
} // namespace internal | |
} // namespace arrow | |