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config.rs
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config.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.
//! DataFusion Configuration Options
use crate::{DataFusionError, Result};
use std::any::Any;
use std::collections::BTreeMap;
use std::fmt::Display;
/// A macro that wraps a configuration struct and automatically derives
/// [`Default`] and [`ConfigField`] for it, allowing it to be used
/// in the [`ConfigOptions`] configuration tree
///
/// For example,
///
/// ```ignore
/// config_namespace! {
/// /// Amazing config
/// pub struct MyConfig {
/// /// Field 1 doc
/// field1: String, default = "".to_string()
///
/// /// Field 2 doc
/// field2: usize, default = 232
///
/// /// Field 3 doc
/// field3: Option<usize>, default = None
/// }
///}
/// ```
///
/// Will generate
///
/// ```ignore
/// /// Amazing config
/// #[derive(Debug, Clone)]
/// #[non_exhaustive]
/// pub struct MyConfig {
/// /// Field 1 doc
/// field1: String,
/// /// Field 2 doc
/// field2: usize,
/// /// Field 3 doc
/// field3: Option<usize>,
/// }
/// impl ConfigField for MyConfig {
/// fn set(&mut self, key: &str, value: &str) -> Result<()> {
/// let (key, rem) = key.split_once('.').unwrap_or((key, ""));
/// match key {
/// "field1" => self.field1.set(rem, value),
/// "field2" => self.field2.set(rem, value),
/// "field3" => self.field3.set(rem, value),
/// _ => Err(DataFusionError::Internal(format!(
/// "Config value \"{}\" not found on MyConfig",
/// key
/// ))),
/// }
/// }
///
/// fn visit<V: Visit>(&self, v: &mut V, key_prefix: &str, _description: &'static str) {
/// let key = format!("{}.field1", key_prefix);
/// let desc = "Field 1 doc";
/// self.field1.visit(v, key.as_str(), desc);
/// let key = format!("{}.field2", key_prefix);
/// let desc = "Field 2 doc";
/// self.field2.visit(v, key.as_str(), desc);
/// let key = format!("{}.field3", key_prefix);
/// let desc = "Field 3 doc";
/// self.field3.visit(v, key.as_str(), desc);
/// }
/// }
///
/// impl Default for MyConfig {
/// fn default() -> Self {
/// Self {
/// field1: "".to_string(),
/// field2: 232,
/// field3: None,
/// }
/// }
/// }
/// ```
///
/// NB: Misplaced commas may result in nonsensical errors
///
macro_rules! config_namespace {
(
$(#[doc = $struct_d:tt])*
$vis:vis struct $struct_name:ident {
$(
$(#[doc = $d:tt])*
$field_vis:vis $field_name:ident : $field_type:ty, default = $default:expr
)*$(,)*
}
) => {
$(#[doc = $struct_d])*
#[derive(Debug, Clone)]
#[non_exhaustive]
$vis struct $struct_name{
$(
$(#[doc = $d])*
$field_vis $field_name : $field_type,
)*
}
impl ConfigField for $struct_name {
fn set(&mut self, key: &str, value: &str) -> Result<()> {
let (key, rem) = key.split_once('.').unwrap_or((key, ""));
match key {
$(
stringify!($field_name) => self.$field_name.set(rem, value),
)*
_ => Err(DataFusionError::Internal(
format!(concat!("Config value \"{}\" not found on ", stringify!($struct_name)), key)
))
}
}
fn visit<V: Visit>(&self, v: &mut V, key_prefix: &str, _description: &'static str) {
$(
let key = format!(concat!("{}.", stringify!($field_name)), key_prefix);
let desc = concat!($($d),*).trim();
self.$field_name.visit(v, key.as_str(), desc);
)*
}
}
impl Default for $struct_name {
fn default() -> Self {
Self {
$($field_name: $default),*
}
}
}
}
}
config_namespace! {
/// Options related to catalog and directory scanning
pub struct CatalogOptions {
/// Whether the default catalog and schema should be created automatically.
pub create_default_catalog_and_schema: bool, default = true
/// The default catalog name - this impacts what SQL queries use if not specified
pub default_catalog: String, default = "datafusion".to_string()
/// The default schema name - this impacts what SQL queries use if not specified
pub default_schema: String, default = "public".to_string()
/// Should DataFusion provide access to `information_schema`
/// virtual tables for displaying schema information
pub information_schema: bool, default = false
/// Location scanned to load tables for `default` schema
pub location: Option<String>, default = None
/// Type of `TableProvider` to use when loading `default` schema
pub format: Option<String>, default = None
/// If the file has a header
pub has_header: bool, default = false
}
}
config_namespace! {
/// Options related to SQL parser
pub struct SqlParserOptions {
/// When set to true, SQL parser will parse float as decimal type
pub parse_float_as_decimal: bool, default = false
/// When set to true, SQL parser will normalize ident (convert ident to lowercase when not quoted)
pub enable_ident_normalization: bool, default = true
}
}
config_namespace! {
/// Options related to query execution
pub struct ExecutionOptions {
/// Default batch size while creating new batches, it's especially useful for
/// buffer-in-memory batches since creating tiny batches would result in too much
/// metadata memory consumption
pub batch_size: usize, default = 8192
/// When set to true, record batches will be examined between each operator and
/// small batches will be coalesced into larger batches. This is helpful when there
/// are highly selective filters or joins that could produce tiny output batches. The
/// target batch size is determined by the configuration setting
pub coalesce_batches: bool, default = true
/// Should DataFusion collect statistics after listing files
pub collect_statistics: bool, default = false
/// Number of partitions for query execution. Increasing partitions can increase
/// concurrency. Defaults to the number of CPU cores on the system
pub target_partitions: usize, default = num_cpus::get()
/// The default time zone
///
/// Some functions, e.g. `EXTRACT(HOUR from SOME_TIME)`, shift the underlying datetime
/// according to this time zone, and then extract the hour
pub time_zone: Option<String>, default = Some("+00:00".into())
/// Parquet options
pub parquet: ParquetOptions, default = Default::default()
}
}
config_namespace! {
/// Options related to reading of parquet files
pub struct ParquetOptions {
/// If true, uses parquet data page level metadata (Page Index) statistics
/// to reduce the number of rows decoded.
pub enable_page_index: bool, default = false
/// If true, the parquet reader attempts to skip entire row groups based
/// on the predicate in the query and the metadata (min/max values) stored in
/// the parquet file
pub pruning: bool, default = true
/// If true, the parquet reader skip the optional embedded metadata that may be in
/// the file Schema. This setting can help avoid schema conflicts when querying
/// multiple parquet files with schemas containing compatible types but different metadata
pub skip_metadata: bool, default = true
/// If specified, the parquet reader will try and fetch the last `size_hint`
/// bytes of the parquet file optimistically. If not specified, two reads are required:
/// One read to fetch the 8-byte parquet footer and
/// another to fetch the metadata length encoded in the footer
pub metadata_size_hint: Option<usize>, default = None
/// If true, filter expressions are be applied during the parquet decoding operation to
/// reduce the number of rows decoded
pub pushdown_filters: bool, default = false
/// If true, filter expressions evaluated during the parquet decoding operation
/// will be reordered heuristically to minimize the cost of evaluation. If false,
/// the filters are applied in the same order as written in the query
pub reorder_filters: bool, default = false
}
}
config_namespace! {
/// Options related to query optimization
pub struct OptimizerOptions {
/// When set to true, the physical plan optimizer will try to add round robin
/// repartitioning to increase parallelism to leverage more CPU cores
pub enable_round_robin_repartition: bool, default = true
/// When set to true, the optimizer will insert filters before a join between
/// a nullable and non-nullable column to filter out nulls on the nullable side. This
/// filter can add additional overhead when the file format does not fully support
/// predicate push down.
pub filter_null_join_keys: bool, default = false
/// Should DataFusion repartition data using the aggregate keys to execute aggregates
/// in parallel using the provided `target_partitions` level
pub repartition_aggregations: bool, default = true
/// Minimum total files size in bytes to perform file scan repartitioning.
pub repartition_file_min_size: usize, default = 10 * 1024 * 1024
/// Should DataFusion repartition data using the join keys to execute joins in parallel
/// using the provided `target_partitions` level
pub repartition_joins: bool, default = true
/// When set to true, file groups will be repartitioned to achieve maximum parallelism.
/// Currently supported only for Parquet format in which case
/// multiple row groups from the same file may be read concurrently. If false then each
/// row group is read serially, though different files may be read in parallel.
pub repartition_file_scans: bool, default = true
/// Should DataFusion repartition data using the partitions keys to execute window
/// functions in parallel using the provided `target_partitions` level
pub repartition_windows: bool, default = true
/// Should DataFusion execute sorts in a per-partition fashion and merge
/// afterwards instead of coalescing first and sorting globally.
/// With this flag is enabled, plans in the form below
/// "SortExec: [a@0 ASC]",
/// " CoalescePartitionsExec",
/// " RepartitionExec: partitioning=RoundRobinBatch(8), input_partitions=1",
/// would turn into the plan below which performs better in multithreaded environments
/// "SortPreservingMergeExec: [a@0 ASC]",
/// " SortExec: [a@0 ASC]",
/// " RepartitionExec: partitioning=RoundRobinBatch(8), input_partitions=1",
pub repartition_sorts: bool, default = true
/// When set to true, the logical plan optimizer will produce warning
/// messages if any optimization rules produce errors and then proceed to the next
/// rule. When set to false, any rules that produce errors will cause the query to fail
pub skip_failed_rules: bool, default = true
/// Number of times that the optimizer will attempt to optimize the plan
pub max_passes: usize, default = 3
/// When set to true, the physical plan optimizer will run a top down
/// process to reorder the join keys
pub top_down_join_key_reordering: bool, default = true
/// When set to true, the physical plan optimizer will prefer HashJoin over SortMergeJoin.
/// HashJoin can work more efficiently than SortMergeJoin but consumes more memory
pub prefer_hash_join: bool, default = true
/// The maximum estimated size in bytes for one input side of a HashJoin
/// will be collected into a single partition
pub hash_join_single_partition_threshold: usize, default = 1024 * 1024
}
}
config_namespace! {
/// Options controlling explain output
pub struct ExplainOptions {
/// When set to true, the explain statement will only print logical plans
pub logical_plan_only: bool, default = false
/// When set to true, the explain statement will only print physical plans
pub physical_plan_only: bool, default = false
}
}
/// A key value pair, with a corresponding description
#[derive(Debug)]
pub struct ConfigEntry {
/// A unique string to identify this config value
pub key: String,
/// The value if any
pub value: Option<String>,
/// A description of this configuration entry
pub description: &'static str,
}
/// Configuration options struct, able to store both built-in configuration and custom options
#[derive(Debug, Clone, Default)]
#[non_exhaustive]
pub struct ConfigOptions {
/// Catalog options
pub catalog: CatalogOptions,
/// Execution options
pub execution: ExecutionOptions,
/// Optimizer options
pub optimizer: OptimizerOptions,
/// SQL parser options
pub sql_parser: SqlParserOptions,
/// Explain options
pub explain: ExplainOptions,
/// Optional extensions registered using [`Extensions::insert`]
pub extensions: Extensions,
}
impl ConfigField for ConfigOptions {
fn set(&mut self, key: &str, value: &str) -> Result<()> {
// Extensions are handled in the public `ConfigOptions::set`
let (key, rem) = key.split_once('.').unwrap_or((key, ""));
match key {
"catalog" => self.catalog.set(rem, value),
"execution" => self.execution.set(rem, value),
"optimizer" => self.optimizer.set(rem, value),
"explain" => self.explain.set(rem, value),
"sql_parser" => self.sql_parser.set(rem, value),
_ => Err(DataFusionError::Internal(format!(
"Config value \"{key}\" not found on ConfigOptions"
))),
}
}
fn visit<V: Visit>(&self, v: &mut V, _key_prefix: &str, _description: &'static str) {
self.catalog.visit(v, "datafusion.catalog", "");
self.execution.visit(v, "datafusion.execution", "");
self.optimizer.visit(v, "datafusion.optimizer", "");
self.explain.visit(v, "datafusion.explain", "");
self.sql_parser.visit(v, "datafusion.sql_parser", "");
}
}
impl ConfigOptions {
/// Creates a new [`ConfigOptions`] with default values
pub fn new() -> Self {
Self::default()
}
/// Set a configuration option
pub fn set(&mut self, key: &str, value: &str) -> Result<()> {
let (prefix, key) = key.split_once('.').ok_or_else(|| {
DataFusionError::External(
format!("could not find config namespace for key \"{key}\"",).into(),
)
})?;
if prefix == "datafusion" {
return ConfigField::set(self, key, value);
}
let e = self.extensions.0.get_mut(prefix);
let e = e.ok_or_else(|| {
DataFusionError::External(
format!("Could not find config namespace \"{prefix}\"",).into(),
)
})?;
e.0.set(key, value)
}
/// Create new ConfigOptions struct, taking values from
/// environment variables where possible.
///
/// For example, setting `DATAFUSION_EXECUTION_BATCH_SIZE` will
/// control `datafusion.execution.batch_size`.
pub fn from_env() -> Result<Self> {
struct Visitor(Vec<String>);
impl Visit for Visitor {
fn some<V: Display>(&mut self, key: &str, _: V, _: &'static str) {
self.0.push(key.to_string())
}
fn none(&mut self, key: &str, _: &'static str) {
self.0.push(key.to_string())
}
}
// Extract the names of all fields and then look up the corresponding
// environment variables. This isn't hugely efficient but avoids
// ambiguity between `a.b` and `a_b` which would both correspond
// to an environment variable of `A_B`
let mut keys = Visitor(vec![]);
let mut ret = Self::default();
ret.visit(&mut keys, "datafusion", "");
for key in keys.0 {
let env = key.to_uppercase().replace('.', "_");
if let Some(var) = std::env::var_os(env) {
ret.set(&key, var.to_string_lossy().as_ref())?;
}
}
Ok(ret)
}
/// Returns the [`ConfigEntry`] stored within this [`ConfigOptions`]
pub fn entries(&self) -> Vec<ConfigEntry> {
struct Visitor(Vec<ConfigEntry>);
impl Visit for Visitor {
fn some<V: Display>(
&mut self,
key: &str,
value: V,
description: &'static str,
) {
self.0.push(ConfigEntry {
key: key.to_string(),
value: Some(value.to_string()),
description,
})
}
fn none(&mut self, key: &str, description: &'static str) {
self.0.push(ConfigEntry {
key: key.to_string(),
value: None,
description,
})
}
}
let mut v = Visitor(vec![]);
self.visit(&mut v, "datafusion", "");
v.0.extend(self.extensions.0.values().flat_map(|e| e.0.entries()));
v.0
}
/// Generate documentation that can be included in the user guide
pub fn generate_config_markdown() -> String {
use std::fmt::Write as _;
let mut s = Self::default();
s.execution.target_partitions = 0; // Normalize for display
let mut docs = "| key | default | description |\n".to_string();
docs += "|-----|---------|-------------|\n";
let mut entries = s.entries();
entries.sort_unstable_by(|a, b| a.key.cmp(&b.key));
for entry in s.entries() {
let _ = writeln!(
&mut docs,
"| {} | {} | {} |",
entry.key,
entry.value.as_deref().unwrap_or("NULL"),
entry.description
);
}
docs
}
}
/// [`ConfigExtension`] provides a mechanism to store third-party configuration within DataFusion
///
/// Unfortunately associated constants are not currently object-safe, and so this
/// extends the object-safe [`ExtensionOptions`]
pub trait ConfigExtension: ExtensionOptions {
/// Configuration namespace prefix to use
///
/// All values under this will be prefixed with `$PREFIX + "."`
const PREFIX: &'static str;
}
/// An object-safe API for storing arbitrary configuration
pub trait ExtensionOptions: Send + Sync + std::fmt::Debug + 'static {
/// Return `self` as [`Any`]
///
/// This is needed until trait upcasting is stabilised
fn as_any(&self) -> &dyn Any;
/// Return `self` as [`Any`]
///
/// This is needed until trait upcasting is stabilised
fn as_any_mut(&mut self) -> &mut dyn Any;
/// Return a deep clone of this [`ExtensionOptions`]
///
/// It is important this does not share mutable state to avoid consistency issues
/// with configuration changing whilst queries are executing
fn cloned(&self) -> Box<dyn ExtensionOptions>;
/// Set the given `key`, `value` pair
fn set(&mut self, key: &str, value: &str) -> Result<()>;
/// Returns the [`ConfigEntry`] stored in this [`ExtensionOptions`]
fn entries(&self) -> Vec<ConfigEntry>;
}
/// A type-safe container for [`ConfigExtension`]
#[derive(Debug, Default, Clone)]
pub struct Extensions(BTreeMap<&'static str, ExtensionBox>);
impl Extensions {
/// Registers a [`ConfigExtension`] with this [`ConfigOptions`]
pub fn insert<T: ConfigExtension>(&mut self, extension: T) {
assert_ne!(T::PREFIX, "datafusion");
let e = ExtensionBox(Box::new(extension));
self.0.insert(T::PREFIX, e);
}
/// Retrieves the extension of the given type if any
pub fn get<T: ConfigExtension>(&self) -> Option<&T> {
self.0.get(T::PREFIX)?.0.as_any().downcast_ref()
}
/// Retrieves the extension of the given type if any
pub fn get_mut<T: ConfigExtension>(&mut self) -> Option<&mut T> {
let e = self.0.get_mut(T::PREFIX)?;
e.0.as_any_mut().downcast_mut()
}
}
#[derive(Debug)]
struct ExtensionBox(Box<dyn ExtensionOptions>);
impl Clone for ExtensionBox {
fn clone(&self) -> Self {
Self(self.0.cloned())
}
}
/// A trait implemented by `config_namespace` and for field types that provides
/// the ability to walk and mutate the configuration tree
trait ConfigField {
fn visit<V: Visit>(&self, v: &mut V, key: &str, description: &'static str);
fn set(&mut self, key: &str, value: &str) -> Result<()>;
}
impl<F: ConfigField + Default> ConfigField for Option<F> {
fn visit<V: Visit>(&self, v: &mut V, key: &str, description: &'static str) {
match self {
Some(s) => s.visit(v, key, description),
None => v.none(key, description),
}
}
fn set(&mut self, key: &str, value: &str) -> Result<()> {
self.get_or_insert_with(Default::default).set(key, value)
}
}
macro_rules! config_field {
($t:ty) => {
impl ConfigField for $t {
fn visit<V: Visit>(&self, v: &mut V, key: &str, description: &'static str) {
v.some(key, self, description)
}
fn set(&mut self, _: &str, value: &str) -> Result<()> {
*self = value.parse().map_err(|e| {
DataFusionError::Context(
format!(concat!("Error parsing {} as ", stringify!($t),), value),
Box::new(DataFusionError::External(Box::new(e))),
)
})?;
Ok(())
}
}
};
}
config_field!(String);
config_field!(bool);
config_field!(usize);
/// An implementation trait used to recursively walk configuration
trait Visit {
fn some<V: Display>(&mut self, key: &str, value: V, description: &'static str);
fn none(&mut self, key: &str, description: &'static str);
}