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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.
//! Configuration via [`WriterProperties`] and [`ReaderProperties`]
use std::str::FromStr;
use std::{collections::HashMap, sync::Arc};
use crate::basic::{Compression, Encoding};
use crate::compression::{CodecOptions, CodecOptionsBuilder};
use crate::file::metadata::KeyValue;
use crate::format::SortingColumn;
use crate::schema::types::ColumnPath;
/// Default value for [`WriterProperties::data_page_size_limit`]
pub const DEFAULT_PAGE_SIZE: usize = 1024 * 1024;
/// Default value for [`WriterProperties::write_batch_size`]
pub const DEFAULT_WRITE_BATCH_SIZE: usize = 1024;
/// Default value for [`WriterProperties::writer_version`]
pub const DEFAULT_WRITER_VERSION: WriterVersion = WriterVersion::PARQUET_1_0;
/// Default value for [`WriterProperties::compression`]
pub const DEFAULT_COMPRESSION: Compression = Compression::UNCOMPRESSED;
/// Default value for [`WriterProperties::dictionary_enabled`]
pub const DEFAULT_DICTIONARY_ENABLED: bool = true;
/// Default value for [`WriterProperties::dictionary_page_size_limit`]
pub const DEFAULT_DICTIONARY_PAGE_SIZE_LIMIT: usize = DEFAULT_PAGE_SIZE;
/// Default value for [`WriterProperties::data_page_row_count_limit`]
pub const DEFAULT_DATA_PAGE_ROW_COUNT_LIMIT: usize = 20_000;
/// Default value for [`WriterProperties::statistics_enabled`]
pub const DEFAULT_STATISTICS_ENABLED: EnabledStatistics = EnabledStatistics::Page;
/// Default value for [`WriterProperties::max_statistics_size`]
pub const DEFAULT_MAX_STATISTICS_SIZE: usize = 4096;
/// Default value for [`WriterProperties::max_row_group_size`]
pub const DEFAULT_MAX_ROW_GROUP_SIZE: usize = 1024 * 1024;
/// Default value for [`WriterProperties::bloom_filter_position`]
pub const DEFAULT_BLOOM_FILTER_POSITION: BloomFilterPosition = BloomFilterPosition::AfterRowGroup;
/// Default value for [`WriterProperties::created_by`]
pub const DEFAULT_CREATED_BY: &str = concat!("parquet-rs version ", env!("CARGO_PKG_VERSION"));
/// Default value for [`WriterProperties::column_index_truncate_length`]
pub const DEFAULT_COLUMN_INDEX_TRUNCATE_LENGTH: Option<usize> = Some(64);
/// Default value for [`BloomFilterProperties::fpp`]
pub const DEFAULT_BLOOM_FILTER_FPP: f64 = 0.05;
/// Default value for [`BloomFilterProperties::ndv`]
pub const DEFAULT_BLOOM_FILTER_NDV: u64 = 1_000_000_u64;
/// Default values for [`WriterProperties::statistics_truncate_length`]
pub const DEFAULT_STATISTICS_TRUNCATE_LENGTH: Option<usize> = None;
/// Parquet writer version.
///
/// Basic constant, which is not part of the Thrift definition.
#[derive(Debug, Clone, Copy, PartialEq, Eq)]
#[allow(non_camel_case_types)]
pub enum WriterVersion {
/// Parquet format version 1.0
PARQUET_1_0,
/// Parquet format version 2.0
PARQUET_2_0,
}
impl WriterVersion {
/// Returns writer version as `i32`.
pub fn as_num(&self) -> i32 {
match self {
WriterVersion::PARQUET_1_0 => 1,
WriterVersion::PARQUET_2_0 => 2,
}
}
}
impl FromStr for WriterVersion {
type Err = String;
fn from_str(s: &str) -> Result<Self, Self::Err> {
match s {
"PARQUET_1_0" | "parquet_1_0" => Ok(WriterVersion::PARQUET_1_0),
"PARQUET_2_0" | "parquet_2_0" => Ok(WriterVersion::PARQUET_2_0),
_ => Err(format!("Invalid writer version: {}", s)),
}
}
}
/// Where in the file [`ArrowWriter`](crate::arrow::arrow_writer::ArrowWriter) should
/// write Bloom filters
///
/// Basic constant, which is not part of the Thrift definition.
#[derive(Debug, Clone, Copy, PartialEq, Eq)]
pub enum BloomFilterPosition {
/// Write Bloom Filters of each row group right after the row group
///
/// This saves memory by writing it as soon as it is computed, at the cost
/// of data locality for readers
AfterRowGroup,
/// Write Bloom Filters at the end of the file
///
/// This allows better data locality for readers, at the cost of memory usage
/// for writers.
End,
}
/// Reference counted writer properties.
pub type WriterPropertiesPtr = Arc<WriterProperties>;
/// Configuration settings for writing parquet files.
///
/// Use [`Self::builder`] to create a [`WriterPropertiesBuilder`] to change settings.
///
/// # Example
///
/// ```rust
/// # use parquet::{
/// # basic::{Compression, Encoding},
/// # file::properties::*,
/// # schema::types::ColumnPath,
/// # };
/// #
/// // Create properties with default configuration.
/// let props = WriterProperties::default();
///
/// // Use properties builder to set certain options and assemble the configuration.
/// let props = WriterProperties::builder()
/// .set_writer_version(WriterVersion::PARQUET_1_0)
/// .set_encoding(Encoding::PLAIN)
/// .set_column_encoding(ColumnPath::from("col1"), Encoding::DELTA_BINARY_PACKED)
/// .set_compression(Compression::SNAPPY)
/// .build();
///
/// assert_eq!(props.writer_version(), WriterVersion::PARQUET_1_0);
/// assert_eq!(
/// props.encoding(&ColumnPath::from("col1")),
/// Some(Encoding::DELTA_BINARY_PACKED)
/// );
/// assert_eq!(
/// props.encoding(&ColumnPath::from("col2")),
/// Some(Encoding::PLAIN)
/// );
/// ```
#[derive(Debug, Clone)]
pub struct WriterProperties {
data_page_size_limit: usize,
dictionary_page_size_limit: usize,
data_page_row_count_limit: usize,
write_batch_size: usize,
max_row_group_size: usize,
bloom_filter_position: BloomFilterPosition,
writer_version: WriterVersion,
created_by: String,
pub(crate) key_value_metadata: Option<Vec<KeyValue>>,
default_column_properties: ColumnProperties,
column_properties: HashMap<ColumnPath, ColumnProperties>,
sorting_columns: Option<Vec<SortingColumn>>,
column_index_truncate_length: Option<usize>,
statistics_truncate_length: Option<usize>,
}
impl Default for WriterProperties {
fn default() -> Self {
Self::builder().build()
}
}
impl WriterProperties {
/// Create a new [`WriterProperties`] with the default settings
///
/// See [`WriterProperties::builder`] for customising settings
pub fn new() -> Self {
Self::default()
}
/// Returns a new default [`WriterPropertiesBuilder`] for creating writer
/// properties.
pub fn builder() -> WriterPropertiesBuilder {
WriterPropertiesBuilder::with_defaults()
}
/// Returns data page size limit.
///
/// Note: this is a best effort limit based on the write batch size
#[deprecated(since = "41.0.0", note = "Use data_page_size_limit")]
pub fn data_pagesize_limit(&self) -> usize {
self.data_page_size_limit
}
/// Returns data page size limit.
///
/// Note: this is a best effort limit based on the write batch size
///
/// For more details see [`WriterPropertiesBuilder::set_data_page_size_limit`]
pub fn data_page_size_limit(&self) -> usize {
self.data_page_size_limit
}
/// Returns dictionary page size limit.
///
/// Note: this is a best effort limit based on the write batch size
#[deprecated(since = "41.0.0", note = "Use dictionary_page_size_limit")]
pub fn dictionary_pagesize_limit(&self) -> usize {
self.dictionary_page_size_limit
}
/// Returns dictionary page size limit.
///
/// Note: this is a best effort limit based on the write batch size
///
/// For more details see [`WriterPropertiesBuilder::set_dictionary_page_size_limit`]
pub fn dictionary_page_size_limit(&self) -> usize {
self.dictionary_page_size_limit
}
/// Returns the maximum page row count
///
/// Note: this is a best effort limit based on the write batch size
///
/// For more details see [`WriterPropertiesBuilder::set_data_page_row_count_limit`]
pub fn data_page_row_count_limit(&self) -> usize {
self.data_page_row_count_limit
}
/// Returns configured batch size for writes.
///
/// When writing a batch of data, this setting allows to split it internally into
/// smaller batches so we can better estimate the size of a page currently being
/// written.
pub fn write_batch_size(&self) -> usize {
self.write_batch_size
}
/// Returns maximum number of rows in a row group.
pub fn max_row_group_size(&self) -> usize {
self.max_row_group_size
}
/// Returns maximum number of rows in a row group.
pub fn bloom_filter_position(&self) -> BloomFilterPosition {
self.bloom_filter_position
}
/// Returns configured writer version.
pub fn writer_version(&self) -> WriterVersion {
self.writer_version
}
/// Returns `created_by` string.
pub fn created_by(&self) -> &str {
&self.created_by
}
/// Returns `key_value_metadata` KeyValue pairs.
pub fn key_value_metadata(&self) -> Option<&Vec<KeyValue>> {
self.key_value_metadata.as_ref()
}
/// Returns sorting columns.
pub fn sorting_columns(&self) -> Option<&Vec<SortingColumn>> {
self.sorting_columns.as_ref()
}
/// Returns the maximum length of truncated min/max values in the column index.
///
/// `None` if truncation is disabled, must be greater than 0 otherwise.
pub fn column_index_truncate_length(&self) -> Option<usize> {
self.column_index_truncate_length
}
/// Returns the maximum length of truncated min/max values in statistics.
///
/// `None` if truncation is disabled, must be greater than 0 otherwise.
pub fn statistics_truncate_length(&self) -> Option<usize> {
self.statistics_truncate_length
}
/// Returns encoding for a data page, when dictionary encoding is enabled.
/// This is not configurable.
#[inline]
pub fn dictionary_data_page_encoding(&self) -> Encoding {
// PLAIN_DICTIONARY encoding is deprecated in writer version 1.
// Dictionary values are encoded using RLE_DICTIONARY encoding.
Encoding::RLE_DICTIONARY
}
/// Returns encoding for dictionary page, when dictionary encoding is enabled.
/// This is not configurable.
#[inline]
pub fn dictionary_page_encoding(&self) -> Encoding {
// PLAIN_DICTIONARY is deprecated in writer version 1.
// Dictionary is encoded using plain encoding.
Encoding::PLAIN
}
/// Returns encoding for a column, if set.
/// In case when dictionary is enabled, returns fallback encoding.
///
/// If encoding is not set, then column writer will choose the best encoding
/// based on the column type.
pub fn encoding(&self, col: &ColumnPath) -> Option<Encoding> {
self.column_properties
.get(col)
.and_then(|c| c.encoding())
.or_else(|| self.default_column_properties.encoding())
}
/// Returns compression codec for a column.
pub fn compression(&self, col: &ColumnPath) -> Compression {
self.column_properties
.get(col)
.and_then(|c| c.compression())
.or_else(|| self.default_column_properties.compression())
.unwrap_or(DEFAULT_COMPRESSION)
}
/// Returns `true` if dictionary encoding is enabled for a column.
pub fn dictionary_enabled(&self, col: &ColumnPath) -> bool {
self.column_properties
.get(col)
.and_then(|c| c.dictionary_enabled())
.or_else(|| self.default_column_properties.dictionary_enabled())
.unwrap_or(DEFAULT_DICTIONARY_ENABLED)
}
/// Returns which statistics are written for a column.
pub fn statistics_enabled(&self, col: &ColumnPath) -> EnabledStatistics {
self.column_properties
.get(col)
.and_then(|c| c.statistics_enabled())
.or_else(|| self.default_column_properties.statistics_enabled())
.unwrap_or(DEFAULT_STATISTICS_ENABLED)
}
/// Returns max size for statistics.
/// Only applicable if statistics are enabled.
pub fn max_statistics_size(&self, col: &ColumnPath) -> usize {
self.column_properties
.get(col)
.and_then(|c| c.max_statistics_size())
.or_else(|| self.default_column_properties.max_statistics_size())
.unwrap_or(DEFAULT_MAX_STATISTICS_SIZE)
}
/// Returns the [`BloomFilterProperties`] for the given column
///
/// Returns `None` if bloom filter is disabled
pub fn bloom_filter_properties(&self, col: &ColumnPath) -> Option<&BloomFilterProperties> {
self.column_properties
.get(col)
.and_then(|c| c.bloom_filter_properties())
.or_else(|| self.default_column_properties.bloom_filter_properties())
}
}
/// Builder for [`WriterProperties`] parquet writer configuration.
///
/// See example on [`WriterProperties`]
pub struct WriterPropertiesBuilder {
data_page_size_limit: usize,
dictionary_page_size_limit: usize,
data_page_row_count_limit: usize,
write_batch_size: usize,
max_row_group_size: usize,
bloom_filter_position: BloomFilterPosition,
writer_version: WriterVersion,
created_by: String,
key_value_metadata: Option<Vec<KeyValue>>,
default_column_properties: ColumnProperties,
column_properties: HashMap<ColumnPath, ColumnProperties>,
sorting_columns: Option<Vec<SortingColumn>>,
column_index_truncate_length: Option<usize>,
statistics_truncate_length: Option<usize>,
}
impl WriterPropertiesBuilder {
/// Returns default state of the builder.
fn with_defaults() -> Self {
Self {
data_page_size_limit: DEFAULT_PAGE_SIZE,
dictionary_page_size_limit: DEFAULT_DICTIONARY_PAGE_SIZE_LIMIT,
data_page_row_count_limit: DEFAULT_DATA_PAGE_ROW_COUNT_LIMIT,
write_batch_size: DEFAULT_WRITE_BATCH_SIZE,
max_row_group_size: DEFAULT_MAX_ROW_GROUP_SIZE,
bloom_filter_position: DEFAULT_BLOOM_FILTER_POSITION,
writer_version: DEFAULT_WRITER_VERSION,
created_by: DEFAULT_CREATED_BY.to_string(),
key_value_metadata: None,
default_column_properties: Default::default(),
column_properties: HashMap::new(),
sorting_columns: None,
column_index_truncate_length: DEFAULT_COLUMN_INDEX_TRUNCATE_LENGTH,
statistics_truncate_length: DEFAULT_STATISTICS_TRUNCATE_LENGTH,
}
}
/// Finalizes the configuration and returns immutable writer properties struct.
pub fn build(self) -> WriterProperties {
WriterProperties {
data_page_size_limit: self.data_page_size_limit,
dictionary_page_size_limit: self.dictionary_page_size_limit,
data_page_row_count_limit: self.data_page_row_count_limit,
write_batch_size: self.write_batch_size,
max_row_group_size: self.max_row_group_size,
bloom_filter_position: self.bloom_filter_position,
writer_version: self.writer_version,
created_by: self.created_by,
key_value_metadata: self.key_value_metadata,
default_column_properties: self.default_column_properties,
column_properties: self.column_properties,
sorting_columns: self.sorting_columns,
column_index_truncate_length: self.column_index_truncate_length,
statistics_truncate_length: self.statistics_truncate_length,
}
}
// ----------------------------------------------------------------------
// Writer properties related to a file
/// Sets the `WriterVersion` written into the parquet metadata (defaults to [`PARQUET_1_0`])
///
/// This value can determine what features some readers will support.
///
/// [`PARQUET_1_0`]: [WriterVersion::PARQUET_1_0]
pub fn set_writer_version(mut self, value: WriterVersion) -> Self {
self.writer_version = value;
self
}
/// Sets best effort maximum size of a data page in bytes.
///
/// Note: this is a best effort limit based on value of
/// [`set_write_batch_size`](Self::set_write_batch_size).
#[deprecated(since = "41.0.0", note = "Use set_data_page_size_limit")]
pub fn set_data_pagesize_limit(mut self, value: usize) -> Self {
self.data_page_size_limit = value;
self
}
/// Sets best effort maximum size of a data page in bytes (defaults to `1024 * 1024`).
///
/// The parquet writer will attempt to limit the sizes of each
/// `DataPage` to this many bytes. Reducing this value will result
/// in larger parquet files, but may improve the effectiveness of
/// page index based predicate pushdown during reading.
///
/// Note: this is a best effort limit based on value of
/// [`set_write_batch_size`](Self::set_write_batch_size).
pub fn set_data_page_size_limit(mut self, value: usize) -> Self {
self.data_page_size_limit = value;
self
}
/// Sets best effort maximum number of rows in a data page (defaults to `20_000`).
///
/// The parquet writer will attempt to limit the number of rows in
/// each `DataPage` to this value. Reducing this value will result
/// in larger parquet files, but may improve the effectiveness of
/// page index based predicate pushdown during reading.
///
/// Note: this is a best effort limit based on value of
/// [`set_write_batch_size`](Self::set_write_batch_size).
pub fn set_data_page_row_count_limit(mut self, value: usize) -> Self {
self.data_page_row_count_limit = value;
self
}
/// Sets best effort maximum dictionary page size, in bytes.
///
/// Note: this is a best effort limit based on value of
/// [`set_write_batch_size`](Self::set_write_batch_size).
#[deprecated(since = "41.0.0", note = "Use set_dictionary_page_size_limit")]
pub fn set_dictionary_pagesize_limit(mut self, value: usize) -> Self {
self.dictionary_page_size_limit = value;
self
}
/// Sets best effort maximum dictionary page size, in bytes (defaults to `1024 * 1024`).
///
/// The parquet writer will attempt to limit the size of each
/// `DataPage` used to store dictionaries to this many
/// bytes. Reducing this value will result in larger parquet
/// files, but may improve the effectiveness of page index based
/// predicate pushdown during reading.
///
/// Note: this is a best effort limit based on value of
/// [`set_write_batch_size`](Self::set_write_batch_size).
pub fn set_dictionary_page_size_limit(mut self, value: usize) -> Self {
self.dictionary_page_size_limit = value;
self
}
/// Sets write batch size (defaults to 1024).
///
/// For performance reasons, data for each column is written in
/// batches of this size.
///
/// Additional limits such as such as
/// [`set_data_page_row_count_limit`](Self::set_data_page_row_count_limit)
/// are checked between batches, and thus the write batch size value acts as an
/// upper-bound on the enforcement granularity of other limits.
pub fn set_write_batch_size(mut self, value: usize) -> Self {
self.write_batch_size = value;
self
}
/// Sets maximum number of rows in a row group (defaults to `1024 * 1024`).
///
/// # Panics
/// If the value is set to 0.
pub fn set_max_row_group_size(mut self, value: usize) -> Self {
assert!(value > 0, "Cannot have a 0 max row group size");
self.max_row_group_size = value;
self
}
/// Sets where in the final file Bloom Filters are written (default `AfterRowGroup`)
pub fn set_bloom_filter_position(mut self, value: BloomFilterPosition) -> Self {
self.bloom_filter_position = value;
self
}
/// Sets "created by" property (defaults to `parquet-rs version <VERSION>`).
pub fn set_created_by(mut self, value: String) -> Self {
self.created_by = value;
self
}
/// Sets "key_value_metadata" property (defaults to `None`).
pub fn set_key_value_metadata(mut self, value: Option<Vec<KeyValue>>) -> Self {
self.key_value_metadata = value;
self
}
/// Sets sorting order of rows in the row group if any (defaults to `None`).
pub fn set_sorting_columns(mut self, value: Option<Vec<SortingColumn>>) -> Self {
self.sorting_columns = value;
self
}
// ----------------------------------------------------------------------
// Setters for any column (global)
/// Sets default encoding for all columns.
///
/// If dictionary is not enabled, this is treated as a primary encoding for all
/// columns. In case when dictionary is enabled for any column, this value is
/// considered to be a fallback encoding for that column.
///
/// # Panics
///
/// if dictionary encoding is specified, regardless of dictionary
/// encoding flag being set.
pub fn set_encoding(mut self, value: Encoding) -> Self {
self.default_column_properties.set_encoding(value);
self
}
/// Sets default compression codec for all columns (default to [`UNCOMPRESSED`]).
///
/// [`UNCOMPRESSED`]: Compression::UNCOMPRESSED
pub fn set_compression(mut self, value: Compression) -> Self {
self.default_column_properties.set_compression(value);
self
}
/// Sets default flag to enable/disable dictionary encoding for all columns (defaults to `true`).
///
/// Use this method to set dictionary encoding, instead of explicitly specifying
/// encoding in `set_encoding` method.
pub fn set_dictionary_enabled(mut self, value: bool) -> Self {
self.default_column_properties.set_dictionary_enabled(value);
self
}
/// Sets default statistics level for all columns (defaults to [`Page`]).
///
/// [`Page`]: EnabledStatistics::Page
pub fn set_statistics_enabled(mut self, value: EnabledStatistics) -> Self {
self.default_column_properties.set_statistics_enabled(value);
self
}
/// Sets default max statistics size for all columns (defaults to `4096`).
///
/// Applicable only if statistics are enabled.
pub fn set_max_statistics_size(mut self, value: usize) -> Self {
self.default_column_properties
.set_max_statistics_size(value);
self
}
/// Sets if bloom filter is enabled by default for all columns (defaults to `false`).
///
/// # Notes
///
/// * If the bloom filter is enabled previously then it is a no-op.
///
/// * If the bloom filter is not enabled, default values for ndv and fpp
/// value are used used. See [`set_bloom_filter_ndv`] and
/// [`set_bloom_filter_fpp`] to further adjust the ndv and fpp.
///
/// [`set_bloom_filter_ndv`]: Self::set_bloom_filter_ndv
/// [`set_bloom_filter_fpp`]: Self::set_bloom_filter_fpp
pub fn set_bloom_filter_enabled(mut self, value: bool) -> Self {
self.default_column_properties
.set_bloom_filter_enabled(value);
self
}
/// Sets the default target bloom filter false positive probability (fpp)
/// for all columns (defaults to `0.05`).
///
/// Implicitly enables bloom writing, as if [`set_bloom_filter_enabled`] had
/// been called.
///
/// [`set_bloom_filter_enabled`]: Self::set_bloom_filter_enabled
pub fn set_bloom_filter_fpp(mut self, value: f64) -> Self {
self.default_column_properties.set_bloom_filter_fpp(value);
self
}
/// Sets default number of distinct values (ndv) for bloom filter for all
/// columns (defaults to `1_000_000`).
///
/// Implicitly enables bloom writing, as if [`set_bloom_filter_enabled`] had
/// been called.
///
/// [`set_bloom_filter_enabled`]: Self::set_bloom_filter_enabled
pub fn set_bloom_filter_ndv(mut self, value: u64) -> Self {
self.default_column_properties.set_bloom_filter_ndv(value);
self
}
// ----------------------------------------------------------------------
// Setters for a specific column
/// Helper method to get existing or new mutable reference of column properties.
#[inline]
fn get_mut_props(&mut self, col: ColumnPath) -> &mut ColumnProperties {
self.column_properties.entry(col).or_default()
}
/// Sets encoding for a specific column.
///
/// Takes precedence over [`Self::set_encoding`].
///
/// If dictionary is not enabled, this is treated as a primary encoding for this
/// column. In case when dictionary is enabled for this column, either through
/// global defaults or explicitly, this value is considered to be a fallback
/// encoding for this column.
///
/// # Panics
/// If user tries to set dictionary encoding here, regardless of dictionary
/// encoding flag being set.
pub fn set_column_encoding(mut self, col: ColumnPath, value: Encoding) -> Self {
self.get_mut_props(col).set_encoding(value);
self
}
/// Sets compression codec for a specific column.
///
/// Takes precedence over [`Self::set_compression`].
pub fn set_column_compression(mut self, col: ColumnPath, value: Compression) -> Self {
self.get_mut_props(col).set_compression(value);
self
}
/// Sets flag to enable/disable dictionary encoding for a specific column.
///
/// Takes precedence over [`Self::set_dictionary_enabled`].
pub fn set_column_dictionary_enabled(mut self, col: ColumnPath, value: bool) -> Self {
self.get_mut_props(col).set_dictionary_enabled(value);
self
}
/// Sets statistics level for a specific column.
///
/// Takes precedence over [`Self::set_statistics_enabled`].
pub fn set_column_statistics_enabled(
mut self,
col: ColumnPath,
value: EnabledStatistics,
) -> Self {
self.get_mut_props(col).set_statistics_enabled(value);
self
}
/// Sets max size for statistics for a specific column.
///
/// Takes precedence over [`Self::set_max_statistics_size`].
pub fn set_column_max_statistics_size(mut self, col: ColumnPath, value: usize) -> Self {
self.get_mut_props(col).set_max_statistics_size(value);
self
}
/// Sets whether a bloom filter should be written for a specific column.
///
/// Takes precedence over [`Self::set_bloom_filter_enabled`].
pub fn set_column_bloom_filter_enabled(mut self, col: ColumnPath, value: bool) -> Self {
self.get_mut_props(col).set_bloom_filter_enabled(value);
self
}
/// Sets the false positive probability for bloom filter for a specific column.
///
/// Takes precedence over [`Self::set_bloom_filter_fpp`].
pub fn set_column_bloom_filter_fpp(mut self, col: ColumnPath, value: f64) -> Self {
self.get_mut_props(col).set_bloom_filter_fpp(value);
self
}
/// Sets the number of distinct values for bloom filter for a specific column.
///
/// Takes precedence over [`Self::set_bloom_filter_ndv`].
pub fn set_column_bloom_filter_ndv(mut self, col: ColumnPath, value: u64) -> Self {
self.get_mut_props(col).set_bloom_filter_ndv(value);
self
}
/// Sets the max length of min/max value fields when writing the column
/// [`Index`] (defaults to `None`).
///
/// This can be used to prevent columns with very long values (hundreds of
/// bytes long) from causing the parquet metadata to become huge.
///
/// # Notes
///
/// The column [`Index`] is written when [`Self::set_statistics_enabled`] is
/// set to [`EnabledStatistics::Page`].
///
/// * If `Some`, must be greater than 0, otherwise will panic
/// * If `None`, there's no effective limit.
///
/// [`Index`]: crate::file::page_index::index::Index
pub fn set_column_index_truncate_length(mut self, max_length: Option<usize>) -> Self {
if let Some(value) = max_length {
assert!(value > 0, "Cannot have a 0 column index truncate length. If you wish to disable min/max value truncation, set it to `None`.");
}
self.column_index_truncate_length = max_length;
self
}
/// Sets the max length of min/max value fields in row group level
/// [`Statistics`] (defaults to `None`).
///
/// # Notes
/// Row group level [`Statistics`] are written when [`Self::set_statistics_enabled`] is
/// set to [`EnabledStatistics::Chunk`] or [`EnabledStatistics::Page`].
///
/// * If `Some`, must be greater than 0, otherwise will panic
/// * If `None`, there's no effective limit.
///
/// [`Statistics`]: crate::file::statistics::Statistics
pub fn set_statistics_truncate_length(mut self, max_length: Option<usize>) -> Self {
if let Some(value) = max_length {
assert!(value > 0, "Cannot have a 0 statistics truncate length. If you wish to disable min/max value truncation, set it to `None`.");
}
self.statistics_truncate_length = max_length;
self
}
}
/// Controls the level of statistics to be computed by the writer and stored in
/// the parquet file.
///
/// Enabling statistics makes the resulting Parquet file larger and requires
/// more time to read the parquet footer.
///
/// Statistics can be used to improve query performance by pruning row groups
/// and pages during query execution if the query engine supports evaluating the
/// predicate using the statistics.
#[derive(Debug, Clone, Copy, Eq, PartialEq)]
pub enum EnabledStatistics {
/// Compute no statistics.
None,
/// Compute column chunk-level statistics but not page-level.
///
/// Setting this option will store one set of statistics for each relevant
/// column for each row group. The more row groups written, the more
/// statistics will be stored.
Chunk,
/// Compute page-level and column chunk-level statistics.
///
/// Setting this option will store one set of statistics for each relevant
/// column for each page and row group. The more row groups and the more
/// pages written, the more statistics will be stored.
Page,
}
impl FromStr for EnabledStatistics {
type Err = String;
fn from_str(s: &str) -> Result<Self, Self::Err> {
match s {
"NONE" | "none" => Ok(EnabledStatistics::None),
"CHUNK" | "chunk" => Ok(EnabledStatistics::Chunk),
"PAGE" | "page" => Ok(EnabledStatistics::Page),
_ => Err(format!("Invalid statistics arg: {}", s)),
}
}
}
impl Default for EnabledStatistics {
fn default() -> Self {
DEFAULT_STATISTICS_ENABLED
}
}
/// Controls the bloom filter to be computed by the writer.
#[derive(Debug, Clone, PartialEq)]
pub struct BloomFilterProperties {
/// False positive probability, should be always between 0 and 1 exclusive. Defaults to [`DEFAULT_BLOOM_FILTER_FPP`].
///
/// You should set this value by calling [`WriterPropertiesBuilder::set_bloom_filter_fpp`].
///
/// The bloom filter data structure is a trade of between disk and memory space versus fpp, the
/// smaller the fpp, the more memory and disk space is required, thus setting it to a reasonable value
/// e.g. 0.1, 0.05, or 0.001 is recommended.
///
/// Setting to very small number diminishes the value of the filter itself, as the bitset size is
/// even larger than just storing the whole value. You are also expected to set `ndv` if it can
/// be known in advance in order to largely reduce space usage.
pub fpp: f64,
/// Number of distinct values, should be non-negative to be meaningful. Defaults to [`DEFAULT_BLOOM_FILTER_NDV`].
///
/// You should set this value by calling [`WriterPropertiesBuilder::set_bloom_filter_ndv`].
///
/// Usage of bloom filter is most beneficial for columns with large cardinality, so a good heuristic
/// is to set ndv to number of rows. However it can reduce disk size if you know in advance a smaller
/// number of distinct values. For very small ndv value it is probably not worth it to use bloom filter
/// anyway.
///
/// Increasing this value (without increasing fpp) will result in an increase in disk or memory size.
pub ndv: u64,
}
impl Default for BloomFilterProperties {
fn default() -> Self {
BloomFilterProperties {
fpp: DEFAULT_BLOOM_FILTER_FPP,
ndv: DEFAULT_BLOOM_FILTER_NDV,
}
}
}
/// Container for column properties that can be changed as part of writer.
///
/// If a field is `None`, it means that no specific value has been set for this column,
/// so some subsequent or default value must be used.
#[derive(Debug, Clone, Default, PartialEq)]
struct ColumnProperties {
encoding: Option<Encoding>,
codec: Option<Compression>,
dictionary_enabled: Option<bool>,
statistics_enabled: Option<EnabledStatistics>,
max_statistics_size: Option<usize>,
/// bloom filter related properties
bloom_filter_properties: Option<BloomFilterProperties>,
}
impl ColumnProperties {
/// Sets encoding for this column.
///
/// If dictionary is not enabled, this is treated as a primary encoding for a column.
/// In case when dictionary is enabled for a column, this value is considered to
/// be a fallback encoding.
///
/// Panics if user tries to set dictionary encoding here, regardless of dictionary
/// encoding flag being set. Use `set_dictionary_enabled` method to enable dictionary
/// for a column.
fn set_encoding(&mut self, value: Encoding) {
if value == Encoding::PLAIN_DICTIONARY || value == Encoding::RLE_DICTIONARY {
panic!("Dictionary encoding can not be used as fallback encoding");
}
self.encoding = Some(value);
}
/// Sets compression codec for this column.
fn set_compression(&mut self, value: Compression) {
self.codec = Some(value);
}
/// Sets whether or not dictionary encoding is enabled for this column.
fn set_dictionary_enabled(&mut self, enabled: bool) {
self.dictionary_enabled = Some(enabled);
}
/// Sets whether or not statistics are enabled for this column.
fn set_statistics_enabled(&mut self, enabled: EnabledStatistics) {
self.statistics_enabled = Some(enabled);
}
/// Sets max size for statistics for this column.
fn set_max_statistics_size(&mut self, value: usize) {
self.max_statistics_size = Some(value);
}
/// If `value` is `true`, sets bloom filter properties to default values if not previously set,
/// otherwise it is a no-op.
/// If `value` is `false`, resets bloom filter properties to `None`.
fn set_bloom_filter_enabled(&mut self, value: bool) {
if value && self.bloom_filter_properties.is_none() {
self.bloom_filter_properties = Some(Default::default())
} else if !value {
self.bloom_filter_properties = None
}
}
/// Sets the false positive probability for bloom filter for this column, and implicitly enables
/// bloom filter if not previously enabled.
///
/// # Panics
///
/// Panics if the `value` is not between 0 and 1 exclusive
fn set_bloom_filter_fpp(&mut self, value: f64) {
assert!(
value > 0. && value < 1.0,
"fpp must be between 0 and 1 exclusive, got {value}"
);
self.bloom_filter_properties
.get_or_insert_with(Default::default)
.fpp = value;
}
/// Sets the number of distinct (unique) values for bloom filter for this column, and implicitly
/// enables bloom filter if not previously enabled.
fn set_bloom_filter_ndv(&mut self, value: u64) {
self.bloom_filter_properties
.get_or_insert_with(Default::default)
.ndv = value;
}
/// Returns optional encoding for this column.
fn encoding(&self) -> Option<Encoding> {
self.encoding
}
/// Returns optional compression codec for this column.
fn compression(&self) -> Option<Compression> {
self.codec
}
/// Returns `Some(true)` if dictionary encoding is enabled for this column, if
/// disabled then returns `Some(false)`. If result is `None`, then no setting has
/// been provided.
fn dictionary_enabled(&self) -> Option<bool> {
self.dictionary_enabled
}
/// Returns `Some(true)` if statistics are enabled for this column, if disabled then
/// returns `Some(false)`. If result is `None`, then no setting has been provided.
fn statistics_enabled(&self) -> Option<EnabledStatistics> {
self.statistics_enabled
}
/// Returns optional max size in bytes for statistics.
fn max_statistics_size(&self) -> Option<usize> {
self.max_statistics_size
}
/// Returns the bloom filter properties, or `None` if not enabled
fn bloom_filter_properties(&self) -> Option<&BloomFilterProperties> {
self.bloom_filter_properties.as_ref()
}
}
/// Reference counted reader properties.
pub type ReaderPropertiesPtr = Arc<ReaderProperties>;
const DEFAULT_READ_BLOOM_FILTER: bool = false;
/// Configuration settings for reading parquet files.
///
/// All properties are immutable and `Send` + `Sync`.
/// Use [`ReaderPropertiesBuilder`] to assemble these properties.
///
/// # Example
///
/// ```rust
/// use parquet::file::properties::ReaderProperties;
///
/// // Create properties with default configuration.
/// let props = ReaderProperties::builder().build();
///
/// // Use properties builder to set certain options and assemble the configuration.
/// let props = ReaderProperties::builder()
/// .set_backward_compatible_lz4(false)
/// .build();
/// ```
pub struct ReaderProperties {
codec_options: CodecOptions,
read_bloom_filter: bool,
}
impl ReaderProperties {
/// Returns builder for reader properties with default values.
pub fn builder() -> ReaderPropertiesBuilder {
ReaderPropertiesBuilder::with_defaults()
}
/// Returns codec options.
pub(crate) fn codec_options(&self) -> &CodecOptions {
&self.codec_options
}
/// Returns whether to read bloom filter
pub(crate) fn read_bloom_filter(&self) -> bool {
self.read_bloom_filter
}
}
/// Builder for parquet file reader configuration. See example on
/// [`ReaderProperties`]
pub struct ReaderPropertiesBuilder {
codec_options_builder: CodecOptionsBuilder,
read_bloom_filter: Option<bool>,
}
/// Reader properties builder.
impl ReaderPropertiesBuilder {
/// Returns default state of the builder.
fn with_defaults() -> Self {
Self {
codec_options_builder: CodecOptionsBuilder::default(),
read_bloom_filter: None,
}
}
/// Finalizes the configuration and returns immutable reader properties struct.
pub fn build(self) -> ReaderProperties {
ReaderProperties {
codec_options: self.codec_options_builder.build(),
read_bloom_filter: self.read_bloom_filter.unwrap_or(DEFAULT_READ_BLOOM_FILTER),
}
}
/// Enable/disable backward compatible LZ4.
///
/// If backward compatible LZ4 is enable, on LZ4_HADOOP error it will fallback
/// to the older versions LZ4 algorithms. That is LZ4_FRAME, for backward compatibility
/// with files generated by older versions of this library, and LZ4_RAW, for backward
/// compatibility with files generated by older versions of parquet-cpp.
///
/// If backward compatible LZ4 is disabled, on LZ4_HADOOP error it will return the error.
pub fn set_backward_compatible_lz4(mut self, value: bool) -> Self {
self.codec_options_builder = self
.codec_options_builder
.set_backward_compatible_lz4(value);
self
}
/// Enable/disable reading bloom filter
///
/// If reading bloom filter is enabled, bloom filter will be read from the file.
/// If reading bloom filter is disabled, bloom filter will not be read from the file.
///
/// By default bloom filter is set to be read.
pub fn set_read_bloom_filter(mut self, value: bool) -> Self {
self.read_bloom_filter = Some(value);
self
}
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn test_writer_version() {
assert_eq!(WriterVersion::PARQUET_1_0.as_num(), 1);
assert_eq!(WriterVersion::PARQUET_2_0.as_num(), 2);
}
#[test]
fn test_writer_properties_default_settings() {
let props = WriterProperties::default();
assert_eq!(props.data_page_size_limit(), DEFAULT_PAGE_SIZE);
assert_eq!(
props.dictionary_page_size_limit(),
DEFAULT_DICTIONARY_PAGE_SIZE_LIMIT
);
assert_eq!(props.write_batch_size(), DEFAULT_WRITE_BATCH_SIZE);
assert_eq!(props.max_row_group_size(), DEFAULT_MAX_ROW_GROUP_SIZE);
assert_eq!(props.bloom_filter_position(), DEFAULT_BLOOM_FILTER_POSITION);
assert_eq!(props.writer_version(), DEFAULT_WRITER_VERSION);
assert_eq!(props.created_by(), DEFAULT_CREATED_BY);
assert_eq!(props.key_value_metadata(), None);
assert_eq!(props.encoding(&ColumnPath::from("col")), None);
assert_eq!(
props.compression(&ColumnPath::from("col")),
DEFAULT_COMPRESSION
);
assert_eq!(
props.dictionary_enabled(&ColumnPath::from("col")),
DEFAULT_DICTIONARY_ENABLED
);
assert_eq!(
props.statistics_enabled(&ColumnPath::from("col")),
DEFAULT_STATISTICS_ENABLED
);
assert_eq!(
props.max_statistics_size(&ColumnPath::from("col")),
DEFAULT_MAX_STATISTICS_SIZE
);
assert!(props
.bloom_filter_properties(&ColumnPath::from("col"))
.is_none());
}
#[test]
fn test_writer_properties_dictionary_encoding() {
// dictionary encoding is not configurable, and it should be the same for both
// writer version 1 and 2.
for version in &[WriterVersion::PARQUET_1_0, WriterVersion::PARQUET_2_0] {
let props = WriterProperties::builder()
.set_writer_version(*version)
.build();
assert_eq!(props.dictionary_page_encoding(), Encoding::PLAIN);
assert_eq!(
props.dictionary_data_page_encoding(),
Encoding::RLE_DICTIONARY
);
}
}
#[test]
#[should_panic(expected = "Dictionary encoding can not be used as fallback encoding")]
fn test_writer_properties_panic_when_plain_dictionary_is_fallback() {
// Should panic when user specifies dictionary encoding as fallback encoding.
WriterProperties::builder()
.set_encoding(Encoding::PLAIN_DICTIONARY)
.build();
}
#[test]
#[should_panic(expected = "Dictionary encoding can not be used as fallback encoding")]
fn test_writer_properties_panic_when_rle_dictionary_is_fallback() {
// Should panic when user specifies dictionary encoding as fallback encoding.
WriterProperties::builder()
.set_encoding(Encoding::RLE_DICTIONARY)
.build();
}
#[test]
#[should_panic(expected = "Dictionary encoding can not be used as fallback encoding")]
fn test_writer_properties_panic_when_dictionary_is_enabled() {
WriterProperties::builder()
.set_dictionary_enabled(true)
.set_column_encoding(ColumnPath::from("col"), Encoding::RLE_DICTIONARY)
.build();
}
#[test]
#[should_panic(expected = "Dictionary encoding can not be used as fallback encoding")]
fn test_writer_properties_panic_when_dictionary_is_disabled() {
WriterProperties::builder()
.set_dictionary_enabled(false)
.set_column_encoding(ColumnPath::from("col"), Encoding::RLE_DICTIONARY)
.build();
}
#[test]
fn test_writer_properties_builder() {
let props = WriterProperties::builder()
// file settings
.set_writer_version(WriterVersion::PARQUET_2_0)
.set_data_page_size_limit(10)
.set_dictionary_page_size_limit(20)
.set_write_batch_size(30)
.set_max_row_group_size(40)
.set_created_by("default".to_owned())
.set_key_value_metadata(Some(vec![KeyValue::new(
"key".to_string(),
"value".to_string(),
)]))
// global column settings
.set_encoding(Encoding::DELTA_BINARY_PACKED)
.set_compression(Compression::GZIP(Default::default()))
.set_dictionary_enabled(false)
.set_statistics_enabled(EnabledStatistics::None)
.set_max_statistics_size(50)
// specific column settings
.set_column_encoding(ColumnPath::from("col"), Encoding::RLE)
.set_column_compression(ColumnPath::from("col"), Compression::SNAPPY)
.set_column_dictionary_enabled(ColumnPath::from("col"), true)
.set_column_statistics_enabled(ColumnPath::from("col"), EnabledStatistics::Chunk)
.set_column_max_statistics_size(ColumnPath::from("col"), 123)
.set_column_bloom_filter_enabled(ColumnPath::from("col"), true)
.set_column_bloom_filter_ndv(ColumnPath::from("col"), 100_u64)
.set_column_bloom_filter_fpp(ColumnPath::from("col"), 0.1)
.build();
assert_eq!(props.writer_version(), WriterVersion::PARQUET_2_0);
assert_eq!(props.data_page_size_limit(), 10);
assert_eq!(props.dictionary_page_size_limit(), 20);
assert_eq!(props.write_batch_size(), 30);
assert_eq!(props.max_row_group_size(), 40);
assert_eq!(props.created_by(), "default");
assert_eq!(
props.key_value_metadata(),
Some(&vec![
KeyValue::new("key".to_string(), "value".to_string(),)
])
);
assert_eq!(
props.encoding(&ColumnPath::from("a")),
Some(Encoding::DELTA_BINARY_PACKED)
);
assert_eq!(
props.compression(&ColumnPath::from("a")),
Compression::GZIP(Default::default())
);
assert!(!props.dictionary_enabled(&ColumnPath::from("a")));
assert_eq!(
props.statistics_enabled(&ColumnPath::from("a")),
EnabledStatistics::None
);
assert_eq!(props.max_statistics_size(&ColumnPath::from("a")), 50);
assert_eq!(
props.encoding(&ColumnPath::from("col")),
Some(Encoding::RLE)
);
assert_eq!(
props.compression(&ColumnPath::from("col")),
Compression::SNAPPY
);
assert!(props.dictionary_enabled(&ColumnPath::from("col")));
assert_eq!(
props.statistics_enabled(&ColumnPath::from("col")),
EnabledStatistics::Chunk
);
assert_eq!(props.max_statistics_size(&ColumnPath::from("col")), 123);
assert_eq!(
props.bloom_filter_properties(&ColumnPath::from("col")),
Some(&BloomFilterProperties { fpp: 0.1, ndv: 100 })
);
}
#[test]
fn test_writer_properties_builder_partial_defaults() {
let props = WriterProperties::builder()
.set_encoding(Encoding::DELTA_BINARY_PACKED)
.set_compression(Compression::GZIP(Default::default()))
.set_bloom_filter_enabled(true)
.set_column_encoding(ColumnPath::from("col"), Encoding::RLE)
.build();
assert_eq!(
props.encoding(&ColumnPath::from("col")),
Some(Encoding::RLE)
);
assert_eq!(
props.compression(&ColumnPath::from("col")),
Compression::GZIP(Default::default())
);
assert_eq!(
props.dictionary_enabled(&ColumnPath::from("col")),
DEFAULT_DICTIONARY_ENABLED
);
assert_eq!(
props.bloom_filter_properties(&ColumnPath::from("col")),
Some(&BloomFilterProperties {
fpp: 0.05,
ndv: 1_000_000_u64
})
);
}
#[test]
fn test_writer_properties_bloom_filter_ndv_fpp_set() {
assert_eq!(
WriterProperties::builder()
.build()
.bloom_filter_properties(&ColumnPath::from("col")),
None
);
assert_eq!(
WriterProperties::builder()
.set_bloom_filter_ndv(100)
.build()
.bloom_filter_properties(&ColumnPath::from("col")),
Some(&BloomFilterProperties {
fpp: 0.05,
ndv: 100
})
);
assert_eq!(
WriterProperties::builder()
.set_bloom_filter_fpp(0.1)
.build()
.bloom_filter_properties(&ColumnPath::from("col")),
Some(&BloomFilterProperties {
fpp: 0.1,
ndv: 1_000_000_u64
})
);
}
#[test]
fn test_reader_properties_default_settings() {
let props = ReaderProperties::builder().build();
let codec_options = CodecOptionsBuilder::default()
.set_backward_compatible_lz4(true)
.build();
assert_eq!(props.codec_options(), &codec_options);
assert!(!props.read_bloom_filter());
}
#[test]
fn test_reader_properties_builder() {
let props = ReaderProperties::builder()
.set_backward_compatible_lz4(false)
.build();
let codec_options = CodecOptionsBuilder::default()
.set_backward_compatible_lz4(false)
.build();
assert_eq!(props.codec_options(), &codec_options);
}
#[test]
fn test_parse_writerversion() {
let mut writer_version = "PARQUET_1_0".parse::<WriterVersion>().unwrap();
assert_eq!(writer_version, WriterVersion::PARQUET_1_0);
writer_version = "PARQUET_2_0".parse::<WriterVersion>().unwrap();
assert_eq!(writer_version, WriterVersion::PARQUET_2_0);
// test lowercase
writer_version = "parquet_1_0".parse::<WriterVersion>().unwrap();
assert_eq!(writer_version, WriterVersion::PARQUET_1_0);
// test invalid version
match "PARQUET_-1_0".parse::<WriterVersion>() {
Ok(_) => panic!("Should not be able to parse PARQUET_-1_0"),
Err(e) => {
assert_eq!(e, "Invalid writer version: PARQUET_-1_0");
}
}
}
#[test]
fn test_parse_enabledstatistics() {
let mut enabled_statistics = "NONE".parse::<EnabledStatistics>().unwrap();
assert_eq!(enabled_statistics, EnabledStatistics::None);
enabled_statistics = "CHUNK".parse::<EnabledStatistics>().unwrap();
assert_eq!(enabled_statistics, EnabledStatistics::Chunk);
enabled_statistics = "PAGE".parse::<EnabledStatistics>().unwrap();
assert_eq!(enabled_statistics, EnabledStatistics::Page);
// test lowercase
enabled_statistics = "none".parse::<EnabledStatistics>().unwrap();
assert_eq!(enabled_statistics, EnabledStatistics::None);
//test invalid statistics
match "ChunkAndPage".parse::<EnabledStatistics>() {
Ok(_) => panic!("Should not be able to parse ChunkAndPage"),
Err(e) => {
assert_eq!(e, "Invalid statistics arg: ChunkAndPage");
}
}
}
}