parquet/file/metadata/writer.rs
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// 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.
use crate::errors::Result;
use crate::file::metadata::{KeyValue, ParquetMetaData};
use crate::file::page_index::index::Index;
use crate::file::writer::TrackedWrite;
use crate::file::PARQUET_MAGIC;
use crate::format::{ColumnIndex, OffsetIndex, RowGroup};
use crate::schema::types;
use crate::schema::types::{SchemaDescPtr, SchemaDescriptor, TypePtr};
use crate::thrift::TSerializable;
use std::io::Write;
use std::sync::Arc;
use thrift::protocol::TCompactOutputProtocol;
/// Writes `crate::file::metadata` structures to a thrift encoded byte stream
///
/// See [`ParquetMetaDataWriter`] for background and example.
pub(crate) struct ThriftMetadataWriter<'a, W: Write> {
buf: &'a mut TrackedWrite<W>,
schema: &'a TypePtr,
schema_descr: &'a SchemaDescPtr,
row_groups: Vec<RowGroup>,
column_indexes: Option<&'a [Vec<Option<ColumnIndex>>]>,
offset_indexes: Option<&'a [Vec<Option<OffsetIndex>>]>,
key_value_metadata: Option<Vec<KeyValue>>,
created_by: Option<String>,
writer_version: i32,
}
impl<'a, W: Write> ThriftMetadataWriter<'a, W> {
/// Serialize all the offset indexes to `self.buf`,
///
/// Note: also updates the `ColumnChunk::offset_index_offset` and
/// `ColumnChunk::offset_index_length` to reflect the position and length
/// of the serialized offset indexes.
fn write_offset_indexes(&mut self, offset_indexes: &[Vec<Option<OffsetIndex>>]) -> Result<()> {
// iter row group
// iter each column
// write offset index to the file
for (row_group_idx, row_group) in self.row_groups.iter_mut().enumerate() {
for (column_idx, column_metadata) in row_group.columns.iter_mut().enumerate() {
if let Some(offset_index) = &offset_indexes[row_group_idx][column_idx] {
let start_offset = self.buf.bytes_written();
let mut protocol = TCompactOutputProtocol::new(&mut self.buf);
offset_index.write_to_out_protocol(&mut protocol)?;
let end_offset = self.buf.bytes_written();
// set offset and index for offset index
column_metadata.offset_index_offset = Some(start_offset as i64);
column_metadata.offset_index_length = Some((end_offset - start_offset) as i32);
}
}
}
Ok(())
}
/// Serialize all the column indexes to the `self.buf`
///
/// Note: also updates the `ColumnChunk::column_index_offset` and
/// `ColumnChunk::column_index_length` to reflect the position and length
/// of the serialized column indexes.
fn write_column_indexes(&mut self, column_indexes: &[Vec<Option<ColumnIndex>>]) -> Result<()> {
// iter row group
// iter each column
// write column index to the file
for (row_group_idx, row_group) in self.row_groups.iter_mut().enumerate() {
for (column_idx, column_metadata) in row_group.columns.iter_mut().enumerate() {
if let Some(column_index) = &column_indexes[row_group_idx][column_idx] {
let start_offset = self.buf.bytes_written();
let mut protocol = TCompactOutputProtocol::new(&mut self.buf);
column_index.write_to_out_protocol(&mut protocol)?;
let end_offset = self.buf.bytes_written();
// set offset and index for offset index
column_metadata.column_index_offset = Some(start_offset as i64);
column_metadata.column_index_length = Some((end_offset - start_offset) as i32);
}
}
}
Ok(())
}
/// Assembles and writes the final metadata to self.buf
pub fn finish(mut self) -> Result<crate::format::FileMetaData> {
let num_rows = self.row_groups.iter().map(|x| x.num_rows).sum();
// Write column indexes and offset indexes
if let Some(column_indexes) = self.column_indexes {
self.write_column_indexes(column_indexes)?;
}
if let Some(offset_indexes) = self.offset_indexes {
self.write_offset_indexes(offset_indexes)?;
}
// We only include ColumnOrder for leaf nodes.
// Currently only supported ColumnOrder is TypeDefinedOrder so we set this
// for all leaf nodes.
// Even if the column has an undefined sort order, such as INTERVAL, this
// is still technically the defined TYPEORDER so it should still be set.
let column_orders = (0..self.schema_descr.num_columns())
.map(|_| crate::format::ColumnOrder::TYPEORDER(crate::format::TypeDefinedOrder {}))
.collect();
// This field is optional, perhaps in cases where no min/max fields are set
// in any Statistics or ColumnIndex object in the whole file.
// But for simplicity we always set this field.
let column_orders = Some(column_orders);
let file_metadata = crate::format::FileMetaData {
num_rows,
row_groups: self.row_groups,
key_value_metadata: self.key_value_metadata.clone(),
version: self.writer_version,
schema: types::to_thrift(self.schema.as_ref())?,
created_by: self.created_by.clone(),
column_orders,
encryption_algorithm: None,
footer_signing_key_metadata: None,
};
// Write file metadata
let start_pos = self.buf.bytes_written();
{
let mut protocol = TCompactOutputProtocol::new(&mut self.buf);
file_metadata.write_to_out_protocol(&mut protocol)?;
}
let end_pos = self.buf.bytes_written();
// Write footer
let metadata_len = (end_pos - start_pos) as u32;
self.buf.write_all(&metadata_len.to_le_bytes())?;
self.buf.write_all(&PARQUET_MAGIC)?;
Ok(file_metadata)
}
pub fn new(
buf: &'a mut TrackedWrite<W>,
schema: &'a TypePtr,
schema_descr: &'a SchemaDescPtr,
row_groups: Vec<RowGroup>,
created_by: Option<String>,
writer_version: i32,
) -> Self {
Self {
buf,
schema,
schema_descr,
row_groups,
column_indexes: None,
offset_indexes: None,
key_value_metadata: None,
created_by,
writer_version,
}
}
pub fn with_column_indexes(mut self, column_indexes: &'a [Vec<Option<ColumnIndex>>]) -> Self {
self.column_indexes = Some(column_indexes);
self
}
pub fn with_offset_indexes(mut self, offset_indexes: &'a [Vec<Option<OffsetIndex>>]) -> Self {
self.offset_indexes = Some(offset_indexes);
self
}
pub fn with_key_value_metadata(mut self, key_value_metadata: Vec<KeyValue>) -> Self {
self.key_value_metadata = Some(key_value_metadata);
self
}
}
/// Writes [`ParquetMetaData`] to a byte stream
///
/// This structure handles the details of writing the various parts of Parquet
/// metadata into a byte stream. It is used to write the metadata into a parquet
/// file and can also write metadata into other locations (such as a store of
/// bytes).
///
/// # Discussion
///
/// The process of writing Parquet metadata is tricky because the
/// metadata is not stored as a single inline thrift structure. It can have
/// several "out of band" structures such as the [`OffsetIndex`] and
/// BloomFilters stored in separate structures whose locations are stored as
/// offsets from the beginning of the file.
///
/// Note: this writer does not directly write BloomFilters. In order to write
/// BloomFilters, write the bloom filters into the buffer before creating the
/// metadata writer. Then set the corresponding `bloom_filter_offset` and
/// `bloom_filter_length` on [`ColumnChunkMetaData`] passed to this writer.
///
/// # Output Format
///
/// The format of the metadata is as follows:
///
/// 1. Optional [`ColumnIndex`] (thrift encoded)
/// 2. Optional [`OffsetIndex`] (thrift encoded)
/// 3. [`FileMetaData`] (thrift encoded)
/// 4. Length of encoded `FileMetaData` (4 bytes, little endian)
/// 5. Parquet Magic Bytes (4 bytes)
///
/// [`FileMetaData`]: crate::format::FileMetaData
/// [`ColumnChunkMetaData`]: crate::file::metadata::ColumnChunkMetaData
///
/// ```text
/// ┌──────────────────────┐
/// │ │
/// │ ... │
/// │ │
/// │┌ ─ ─ ─ ─ ─ ─ ─ ─ ─ ┐ │
/// │ ColumnIndex ◀│─ ─ ─
/// ││ (Optional) │ │ │
/// │ ─ ─ ─ ─ ─ ─ ─ ─ ─ ─ │
/// │┌ ─ ─ ─ ─ ─ ─ ─ ─ ─ ┐ │ │ FileMetadata
/// │ OffsetIndex │ contains embedded
/// ││ (Optional) │◀┼ ─ │ offsets to
/// │ ─ ─ ─ ─ ─ ─ ─ ─ ─ ─ │ │ ColumnIndex and
/// │╔═══════════════════╗ │ │ OffsetIndex
/// │║ ║ │ │
/// │║ ║ ┼ ─ │
/// │║ FileMetadata ║ │
/// │║ ║ ┼ ─ ─ ┘
/// │║ ║ │
/// │╚═══════════════════╝ │
/// │┌───────────────────┐ │
/// ││ metadata length │ │ length of FileMetadata (only)
/// │└───────────────────┘ │
/// │┌───────────────────┐ │
/// ││ 'PAR1' │ │ Parquet Magic Bytes
/// │└───────────────────┘ │
/// └──────────────────────┘
/// Output Buffer
/// ```
///
/// # Example
/// ```no_run
/// # use parquet::file::metadata::{ParquetMetaData, ParquetMetaDataWriter};
/// # fn get_metadata() -> ParquetMetaData { unimplemented!(); }
/// // write parquet metadata to an in-memory buffer
/// let mut buffer = vec![];
/// let metadata: ParquetMetaData = get_metadata();
/// let writer = ParquetMetaDataWriter::new(&mut buffer, &metadata);
/// // write the metadata to the buffer
/// writer.finish().unwrap();
/// assert!(!buffer.is_empty());
/// ```
pub struct ParquetMetaDataWriter<'a, W: Write> {
buf: TrackedWrite<W>,
metadata: &'a ParquetMetaData,
}
impl<'a, W: Write> ParquetMetaDataWriter<'a, W> {
/// Create a new `ParquetMetaDataWriter` to write to `buf`
///
/// Note any embedded offsets in the metadata will be written assuming the
/// metadata is at the start of the buffer. If the metadata is being written
/// to a location other than the start of the buffer, see [`Self::new_with_tracked`]
///
/// See example on the struct level documentation
pub fn new(buf: W, metadata: &'a ParquetMetaData) -> Self {
Self::new_with_tracked(TrackedWrite::new(buf), metadata)
}
/// Create a new ParquetMetaDataWriter to write to `buf`
///
/// This method is used when the metadata is being written to a location other
/// than the start of the buffer.
///
/// See example on the struct level documentation
pub fn new_with_tracked(buf: TrackedWrite<W>, metadata: &'a ParquetMetaData) -> Self {
Self { buf, metadata }
}
/// Write the metadata to the buffer
pub fn finish(mut self) -> Result<()> {
let file_metadata = self.metadata.file_metadata();
let schema = Arc::new(file_metadata.schema().clone());
let schema_descr = Arc::new(SchemaDescriptor::new(schema.clone()));
let created_by = file_metadata.created_by().map(str::to_string);
let row_groups = self
.metadata
.row_groups()
.iter()
.map(|rg| rg.to_thrift())
.collect::<Vec<_>>();
let key_value_metadata = file_metadata.key_value_metadata().cloned();
let column_indexes = self.convert_column_indexes();
let offset_indexes = self.convert_offset_index();
let mut encoder = ThriftMetadataWriter::new(
&mut self.buf,
&schema,
&schema_descr,
row_groups,
created_by,
file_metadata.version(),
);
encoder = encoder.with_column_indexes(&column_indexes);
encoder = encoder.with_offset_indexes(&offset_indexes);
if let Some(key_value_metadata) = key_value_metadata {
encoder = encoder.with_key_value_metadata(key_value_metadata);
}
encoder.finish()?;
Ok(())
}
fn convert_column_indexes(&self) -> Vec<Vec<Option<ColumnIndex>>> {
if let Some(row_group_column_indexes) = self.metadata.column_index() {
(0..self.metadata.row_groups().len())
.map(|rg_idx| {
let column_indexes = &row_group_column_indexes[rg_idx];
column_indexes
.iter()
.map(|column_index| match column_index {
Index::NONE => None,
Index::BOOLEAN(column_index) => Some(column_index.to_thrift()),
Index::BYTE_ARRAY(column_index) => Some(column_index.to_thrift()),
Index::DOUBLE(column_index) => Some(column_index.to_thrift()),
Index::FIXED_LEN_BYTE_ARRAY(column_index) => {
Some(column_index.to_thrift())
}
Index::FLOAT(column_index) => Some(column_index.to_thrift()),
Index::INT32(column_index) => Some(column_index.to_thrift()),
Index::INT64(column_index) => Some(column_index.to_thrift()),
Index::INT96(column_index) => Some(column_index.to_thrift()),
})
.collect()
})
.collect()
} else {
// make a None for each row group, for each column
self.metadata
.row_groups()
.iter()
.map(|rg| std::iter::repeat(None).take(rg.columns().len()).collect())
.collect()
}
}
fn convert_offset_index(&self) -> Vec<Vec<Option<OffsetIndex>>> {
if let Some(row_group_offset_indexes) = self.metadata.offset_index() {
(0..self.metadata.row_groups().len())
.map(|rg_idx| {
let offset_indexes = &row_group_offset_indexes[rg_idx];
offset_indexes
.iter()
.map(|offset_index| Some(offset_index.to_thrift()))
.collect()
})
.collect()
} else {
// make a None for each row group, for each column
self.metadata
.row_groups()
.iter()
.map(|rg| std::iter::repeat(None).take(rg.columns().len()).collect())
.collect()
}
}
}