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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 arrow::datatypes::DataType;
use datafusion_common::ScalarValue;
use itertools::Itertools;
use log::warn;
use parking_lot::RwLock;
use std::collections::{BTreeMap, HashMap};
use std::env;
use std::fmt::{Debug, Formatter};
use std::sync::Arc;
/// Configuration option "datafusion.optimizer.filter_null_join_keys"
pub const OPT_FILTER_NULL_JOIN_KEYS: &str = "datafusion.optimizer.filter_null_join_keys";
/// Configuration option "datafusion.explain.logical_plan_only"
pub const OPT_EXPLAIN_LOGICAL_PLAN_ONLY: &str = "datafusion.explain.logical_plan_only";
/// Configuration option "datafusion.explain.physical_plan_only"
pub const OPT_EXPLAIN_PHYSICAL_PLAN_ONLY: &str = "datafusion.explain.physical_plan_only";
/// Configuration option "datafusion.execution.batch_size"
pub const OPT_BATCH_SIZE: &str = "datafusion.execution.batch_size";
/// Configuration option "datafusion.execution.coalesce_batches"
pub const OPT_COALESCE_BATCHES: &str = "datafusion.execution.coalesce_batches";
/// Configuration option "datafusion.execution.coalesce_target_batch_size"
pub const OPT_COALESCE_TARGET_BATCH_SIZE: &str =
"datafusion.execution.coalesce_target_batch_size";
/// Configuration option "datafusion.execution.time_zone"
pub const OPT_TIME_ZONE: &str = "datafusion.execution.time_zone";
/// Configuration option "datafusion.execution.parquet.pushdown_filters"
pub const OPT_PARQUET_PUSHDOWN_FILTERS: &str =
"datafusion.execution.parquet.pushdown_filters";
/// Configuration option "datafusion.execution.parquet.reorder_filters"
pub const OPT_PARQUET_REORDER_FILTERS: &str =
"datafusion.execution.parquet.reorder_filters";
/// Configuration option "datafusion.execution.parquet.enable_page_index"
pub const OPT_PARQUET_ENABLE_PAGE_INDEX: &str =
"datafusion.execution.parquet.enable_page_index";
/// Configuration option "datafusion.execution.parquet.pruning"
pub const OPT_PARQUET_ENABLE_PRUNING: &str = "datafusion.execution.parquet.pruning";
/// Configuration option "datafusion.execution.parquet.skip_metadata"
pub const OPT_PARQUET_SKIP_METADATA: &str = "datafusion.execution.parquet.skip_metadata";
/// Configuration option "datafusion.execution.parquet.metadata_size_hint"
pub const OPT_PARQUET_METADATA_SIZE_HINT: &str =
"datafusion.execution.parquet.metadata_size_hint";
/// Configuration option "datafusion.optimizer.skip_failed_rules"
pub const OPT_OPTIMIZER_SKIP_FAILED_RULES: &str =
"datafusion.optimizer.skip_failed_rules";
/// Configuration option "datafusion.optimizer.max_passes"
pub const OPT_OPTIMIZER_MAX_PASSES: &str = "datafusion.optimizer.max_passes";
/// Location scanned to load tables for `default` schema
pub const OPT_CATALOG_LOCATION: &str = "datafusion.catalog.location";
/// Type of `TableProvider` to use when loading `default` schema
pub const OPT_CATALOG_TYPE: &str = "datafusion.catalog.type";
/// Configuration option "datafusion.optimizer.top_down_join_key_reordering"
pub const OPT_TOP_DOWN_JOIN_KEY_REORDERING: &str =
"datafusion.optimizer.top_down_join_key_reordering";
/// Configuration option "datafusion.optimizer.prefer_hash_join"
pub const OPT_PREFER_HASH_JOIN: &str = "datafusion.optimizer.prefer_hash_join";
/// Configuration option "atafusion.optimizer.hash_join_single_partition_threshold"
pub const OPT_HASH_JOIN_SINGLE_PARTITION_THRESHOLD: &str =
"datafusion.optimizer.hash_join_single_partition_threshold";
/// Definition of a configuration option
pub struct ConfigDefinition {
/// key used to identifier this configuration option
key: String,
/// Description to be used in generated documentation
description: String,
/// Data type of this option
data_type: DataType,
/// Default value
default_value: ScalarValue,
}
macro_rules! get_conf_value {
($SELF: expr, $TPE: ident, $KEY: expr, $TPE_NAME: expr) => {
match $SELF.get($KEY) {
Some(ScalarValue::$TPE(v)) => v,
Some(v) => {
warn!(
"Config type mismatch for {}. Expected: {}, got: {:?}",
$KEY, $TPE_NAME, &v
);
None
}
None => None,
}
};
}
impl ConfigDefinition {
/// Create a configuration option definition
pub fn new(
name: impl Into<String>,
description: impl Into<String>,
data_type: DataType,
default_value: ScalarValue,
) -> Self {
Self {
key: name.into(),
description: description.into(),
data_type,
default_value,
}
}
/// Create a configuration option definition with a boolean value
pub fn new_bool(
key: impl Into<String>,
description: impl Into<String>,
default_value: bool,
) -> Self {
Self::new(
key,
description,
DataType::Boolean,
ScalarValue::Boolean(Some(default_value)),
)
}
/// Create a configuration option definition with a u64 value
pub fn new_u64(
key: impl Into<String>,
description: impl Into<String>,
default_value: u64,
) -> Self {
Self::new(
key,
description,
DataType::UInt64,
ScalarValue::UInt64(Some(default_value)),
)
}
/// Create a configuration option definition with a string value
pub fn new_string(
key: impl Into<String>,
description: impl Into<String>,
default_value: Option<String>,
) -> Self {
Self::new(
key,
description,
DataType::Utf8,
ScalarValue::Utf8(default_value),
)
}
}
/// Contains definitions for all built-in configuration options
pub struct BuiltInConfigs {
/// Configuration option definitions
config_definitions: Vec<ConfigDefinition>,
}
impl Default for BuiltInConfigs {
fn default() -> Self {
Self::new()
}
}
impl BuiltInConfigs {
/// Create a new BuiltInConfigs struct containing definitions for all built-in
/// configuration options
pub fn new() -> Self {
Self {
config_definitions: vec![ConfigDefinition::new_bool(
OPT_FILTER_NULL_JOIN_KEYS,
"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.",
false,
),
ConfigDefinition::new_bool(
OPT_EXPLAIN_LOGICAL_PLAN_ONLY,
"When set to true, the explain statement will only print logical plans.",
false,
),
ConfigDefinition::new_bool(
OPT_EXPLAIN_PHYSICAL_PLAN_ONLY,
"When set to true, the explain statement will only print physical plans.",
false,
),
ConfigDefinition::new_u64(
OPT_BATCH_SIZE,
"Default batch size while creating new batches, it's especially useful for \
buffer-in-memory batches since creating tiny batches would results in too much metadata \
memory consumption.",
8192,
),
ConfigDefinition::new_bool(
OPT_COALESCE_BATCHES,
format!("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 \
'{}'.", OPT_COALESCE_TARGET_BATCH_SIZE),
true,
),
ConfigDefinition::new_u64(
OPT_COALESCE_TARGET_BATCH_SIZE,
format!("Target batch size when coalescing batches. Uses in conjunction with the \
configuration setting '{}'.", OPT_COALESCE_BATCHES),
4096,
),
ConfigDefinition::new_string(
OPT_TIME_ZONE,
"The session time zone which some function require \
e.g. EXTRACT(HOUR from SOME_TIME) shift the underline datetime according to the time zone,
then extract the hour.",
Some("+00:00".into()),
),
ConfigDefinition::new_bool(
OPT_PARQUET_PUSHDOWN_FILTERS,
"If true, filter expressions are be applied during the parquet decoding operation to \
reduce the number of rows decoded.",
false,
),
ConfigDefinition::new_bool(
OPT_PARQUET_REORDER_FILTERS,
"If true, filter expressions evaluated during the parquet decoding opearation \
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.",
false,
),
ConfigDefinition::new_bool(
OPT_PARQUET_ENABLE_PAGE_INDEX,
"If true, uses parquet data page level metadata (Page Index) statistics \
to reduce the number of rows decoded.",
false,
),
ConfigDefinition::new_bool(
OPT_PARQUET_ENABLE_PRUNING,
"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.",
true,
),
ConfigDefinition::new_bool(
OPT_PARQUET_SKIP_METADATA,
"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.",
true,
),
ConfigDefinition::new(
OPT_PARQUET_METADATA_SIZE_HINT,
"If specified, the parquet reader will try and fetch the last `size_hint` \
bytes of the parquet file optimistically. If not specified, two read are required: \
One read to fetch the 8-byte parquet footer and \
another to fetch the metadata length encoded in the footer.",
DataType::UInt64,
ScalarValue::UInt64(None),
),
ConfigDefinition::new_bool(
OPT_OPTIMIZER_SKIP_FAILED_RULES,
"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.",
true
),
ConfigDefinition::new_u64(
OPT_OPTIMIZER_MAX_PASSES,
"Number of times that the optimizer will attempt to optimize the plan",
3
),
ConfigDefinition::new_string(
OPT_CATALOG_LOCATION,
"Location scanned to load tables for `default` schema, defaults to None",
None,
),
ConfigDefinition::new_string(
OPT_CATALOG_TYPE,
"Type of `TableProvider` to use when loading `default` schema. Defaults to None",
None,
),
ConfigDefinition::new_bool(
OPT_TOP_DOWN_JOIN_KEY_REORDERING,
"When set to true, the physical plan optimizer will run a top down process to reorder the join keys. Defaults to true",
true,
),
ConfigDefinition::new_bool(
OPT_PREFER_HASH_JOIN,
"When set to true, the physical plan optimizer will prefer HashJoin over SortMergeJoin. HashJoin can work more efficiently\
than SortMergeJoin but consumes more memory. Defaults to true",
true,
),
ConfigDefinition::new_u64(
OPT_HASH_JOIN_SINGLE_PARTITION_THRESHOLD,
"The maximum estimated size in bytes for one input side of a HashJoin will be collected into a single partition",
1024 * 1024,
),
]
}
}
/// Generate documentation that can be included in the user guide
pub fn generate_config_markdown() -> String {
use std::fmt::Write as _;
let configs = Self::new();
let mut docs = "| key | type | default | description |\n".to_string();
docs += "|-----|------|---------|-------------|\n";
for config in configs
.config_definitions
.iter()
.sorted_by_key(|c| c.key.as_str())
{
let _ = writeln!(
&mut docs,
"| {} | {} | {} | {} |",
config.key, config.data_type, config.default_value, config.description
);
}
docs
}
}
/// Configuration options struct. This can contain values for built-in and custom options
#[derive(Clone)]
pub struct ConfigOptions {
options: HashMap<String, ScalarValue>,
}
/// Print the configurations in an ordered way so that we can directly compare the equality of two ConfigOptions by their debug strings
impl Debug for ConfigOptions {
fn fmt(&self, f: &mut Formatter<'_>) -> std::fmt::Result {
f.debug_struct("ConfigOptions")
.field(
"options",
&format!("{:?}", BTreeMap::from_iter(self.options.iter())),
)
.finish()
}
}
impl Default for ConfigOptions {
fn default() -> Self {
Self::new()
}
}
impl ConfigOptions {
/// Create new ConfigOptions struct
pub fn new() -> Self {
let built_in = BuiltInConfigs::new();
let mut options = HashMap::with_capacity(built_in.config_definitions.len());
for config_def in &built_in.config_definitions {
options.insert(config_def.key.clone(), config_def.default_value.clone());
}
Self { options }
}
/// Create a new [`ConfigOptions`] wrapped in an RwLock and Arc
pub fn into_shareable(self) -> Arc<RwLock<Self>> {
Arc::new(RwLock::new(self))
}
/// 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() -> Self {
let built_in = BuiltInConfigs::new();
let mut options = HashMap::with_capacity(built_in.config_definitions.len());
for config_def in &built_in.config_definitions {
let config_value = {
let mut env_key = config_def.key.replace('.', "_");
env_key.make_ascii_uppercase();
match env::var(&env_key) {
Ok(value) => match ScalarValue::try_from_string(
value.clone(),
&config_def.data_type,
) {
Ok(parsed) => parsed,
Err(_) => {
warn!("Warning: could not parse environment variable {}={} to type {}.", env_key, value, config_def.data_type);
config_def.default_value.clone()
}
},
Err(_) => config_def.default_value.clone(),
}
};
options.insert(config_def.key.clone(), config_value);
}
Self { options }
}
/// set a configuration option
pub fn set(&mut self, key: &str, value: ScalarValue) {
self.options.insert(key.to_string(), value);
}
/// set a boolean configuration option
pub fn set_bool(&mut self, key: &str, value: bool) {
self.set(key, ScalarValue::Boolean(Some(value)))
}
/// set a `u64` configuration option
pub fn set_u64(&mut self, key: &str, value: u64) {
self.set(key, ScalarValue::UInt64(Some(value)))
}
/// set a `String` configuration option
pub fn set_string(&mut self, key: &str, value: impl Into<String>) {
self.set(key, ScalarValue::Utf8(Some(value.into())))
}
/// get a configuration option
pub fn get(&self, key: &str) -> Option<ScalarValue> {
self.options.get(key).cloned()
}
/// get a boolean configuration option
pub fn get_bool(&self, key: &str) -> Option<bool> {
get_conf_value!(self, Boolean, key, "bool")
}
/// get a u64 configuration option
pub fn get_u64(&self, key: &str) -> Option<u64> {
get_conf_value!(self, UInt64, key, "u64")
}
/// get a u64 configuration option as a usize
pub fn get_usize(&self, key: &str) -> Option<usize> {
let v = get_conf_value!(self, UInt64, key, "usize");
v.and_then(|v| v.try_into().ok())
}
/// get a string configuration option
pub fn get_string(&self, key: &str) -> Option<String> {
get_conf_value!(self, Utf8, key, "string")
}
/// Access the underlying hashmap
pub fn options(&self) -> &HashMap<String, ScalarValue> {
&self.options
}
/// Tests if the key exists in the configuration
pub fn exists(&self, key: &str) -> bool {
self.options().contains_key(key)
}
}
#[cfg(test)]
mod test {
use crate::config::{BuiltInConfigs, ConfigOptions};
#[test]
fn docs() {
let docs = BuiltInConfigs::generate_config_markdown();
let mut lines = docs.lines();
assert_eq!(
lines.next().unwrap(),
"| key | type | default | description |"
);
let configs = BuiltInConfigs::default();
for config in configs.config_definitions {
assert!(docs.contains(&config.key));
}
}
#[test]
fn get_then_set() {
let mut config = ConfigOptions::new();
let config_key = "datafusion.optimizer.filter_null_join_keys";
assert!(!config.get_bool(config_key).unwrap_or_default());
config.set_bool(config_key, true);
assert!(config.get_bool(config_key).unwrap_or_default());
}
#[test]
fn get_invalid_config() {
let config = ConfigOptions::new();
let invalid_key = "not.valid";
assert!(!config.exists(invalid_key));
assert!(!config.get_bool(invalid_key).unwrap_or_default());
}
#[test]
fn get_config_in_invalid_format() {
let config = ConfigOptions::new();
let key = "datafusion.execution.batch_size";
assert!(config.exists(key));
assert_eq!(None, config.get_string(key));
assert!(!config.get_bool(key).unwrap_or_default());
}
}