Reading and Writing ORC files#
The Apache ORC project provides a standardized open-source columnar storage format for use in data analysis systems. It was created originally for use in Apache Hadoop with systems like Apache Drill, Apache Hive, Apache Impala, and Apache Spark adopting it as a shared standard for high performance data IO.
Apache Arrow is an ideal in-memory representation layer for data that is being read or written with ORC files.
See also
Supported ORC features#
The ORC format has many features, and we support a subset of them.
Data types#
Here are a list of ORC types and mapped Arrow types.
Logical type |
Mapped Arrow type |
Notes |
---|---|---|
BOOLEAN |
Boolean |
|
BYTE |
Int8 |
|
SHORT |
Int16 |
|
INT |
Int32 |
|
LONG |
Int64 |
|
FLOAT |
Float32 |
|
DOUBLE |
Float64 |
|
STRING |
String/LargeString |
(2) |
BINARY |
Binary/LargeBinary/FixedSizeBinary |
(2) |
TIMESTAMP |
Timestamp/Date64 |
(2) (3) |
LIST |
List/LargeList/FixedSizeList |
(2) |
MAP |
Map |
|
STRUCT |
Struct |
|
UNION |
DenseUnion/SparseUnion |
(1) |
DECIMAL |
Decimal128/Decimal64 |
(2) |
DATE |
Date32 |
|
VARCHAR |
String |
Unsupported ORC types: CHAR, TIMESTAMP_INSTANT.
(1) We do not support writing UNION types.
(2) On the read side the ORC type is read as the first corresponding Arrow type in the table.
(3) On the read side the ORC TIMESTAMP type is read as the Arrow Timestamp type with
arrow::TimeUnit::NANO
. Also we currently don’t support timezones.
Compression#
Compression codec |
---|
SNAPPY |
GZIP/ZLIB |
LZ4 |
ZSTD |
Unsupported compression codec: LZO.
Reading ORC Files#
The ORCFileReader
class reads data for an entire
file or stripe into an ::arrow::Table
.
ORCFileReader#
The ORCFileReader
class requires a
::arrow::io::RandomAccessFile
instance representing the input
file.
#include <arrow/adapters/orc/adapter.h>
{
// ...
arrow::Status st;
arrow::MemoryPool* pool = default_memory_pool();
std::shared_ptr<arrow::io::RandomAccessFile> input = ...;
// Open ORC file reader
auto maybe_reader = arrow::adapters::orc::ORCFileReader::Open(input, pool);
if (!maybe_reader.ok()) {
// Handle error instantiating file reader...
}
std::unique_ptr<arrow::adapters::orc::ORCFileReader> reader = maybe_reader.ValueOrDie();
// Read entire file as a single Arrow table
auto maybe_table = reader->Read();
if (!maybe_table.ok()) {
// Handle error reading ORC data...
}
std::shared_ptr<arrow::Table> table = maybe_table.ValueOrDie();
}
Writing ORC Files#
ORCFileWriter#
An ORC file is written to a OutputStream
.
#include <arrow/adapters/orc/adapter.h>
{
// Oneshot write
// ...
std::shared_ptr<arrow::io::OutputStream> output = ...;
auto writer_options = WriterOptions();
auto maybe_writer = arrow::adapters::orc::ORCFileWriter::Open(output.get(), writer_options);
if (!maybe_writer.ok()) {
// Handle error instantiating file writer...
}
std::unique_ptr<arrow::adapters::orc::ORCFileWriter> writer = maybe_writer.ValueOrDie();
if (!(writer->Write(*input_table)).ok()) {
// Handle write error...
}
if (!(writer->Close()).ok()) {
// Handle close error...
}
}