datafusion_execution/config.rs
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5// to you under the Apache License, Version 2.0 (the
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8//
9// http://www.apache.org/licenses/LICENSE-2.0
10//
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12// software distributed under the License is distributed on an
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14// KIND, either express or implied. See the License for the
15// specific language governing permissions and limitations
16// under the License.
17
18use std::{
19 any::{Any, TypeId},
20 collections::HashMap,
21 hash::{BuildHasherDefault, Hasher},
22 sync::Arc,
23};
24
25use datafusion_common::{
26 config::{ConfigExtension, ConfigOptions},
27 Result, ScalarValue,
28};
29
30/// Configuration options for [`SessionContext`].
31///
32/// Can be passed to [`SessionContext::new_with_config`] to customize the configuration of DataFusion.
33///
34/// Options can be set using namespaces keys with `.` as the separator, where the
35/// namespace determines which configuration struct the value to routed to. All
36/// built-in options are under the `datafusion` namespace.
37///
38/// For example, the key `datafusion.execution.batch_size` will set [ExecutionOptions::batch_size][datafusion_common::config::ExecutionOptions::batch_size],
39/// because [ConfigOptions::execution] is [ExecutionOptions][datafusion_common::config::ExecutionOptions]. Similarly, the key
40/// `datafusion.execution.parquet.pushdown_filters` will set [ParquetOptions::pushdown_filters][datafusion_common::config::ParquetOptions::pushdown_filters],
41/// since [ExecutionOptions::parquet][datafusion_common::config::ExecutionOptions::parquet] is [ParquetOptions][datafusion_common::config::ParquetOptions].
42///
43/// Some options have convenience methods. For example [SessionConfig::with_batch_size] is
44/// shorthand for setting `datafusion.execution.batch_size`.
45///
46/// ```
47/// use datafusion_execution::config::SessionConfig;
48/// use datafusion_common::ScalarValue;
49///
50/// let config = SessionConfig::new()
51/// .set("datafusion.execution.batch_size", &ScalarValue::UInt64(Some(1234)))
52/// .set_bool("datafusion.execution.parquet.pushdown_filters", true);
53///
54/// assert_eq!(config.batch_size(), 1234);
55/// assert_eq!(config.options().execution.batch_size, 1234);
56/// assert_eq!(config.options().execution.parquet.pushdown_filters, true);
57/// ```
58///
59/// You can also directly mutate the options via [SessionConfig::options_mut].
60/// So the following is equivalent to the above:
61///
62/// ```
63/// # use datafusion_execution::config::SessionConfig;
64/// # use datafusion_common::ScalarValue;
65/// #
66/// let mut config = SessionConfig::new();
67/// config.options_mut().execution.batch_size = 1234;
68/// config.options_mut().execution.parquet.pushdown_filters = true;
69/// #
70/// # assert_eq!(config.batch_size(), 1234);
71/// # assert_eq!(config.options().execution.batch_size, 1234);
72/// # assert_eq!(config.options().execution.parquet.pushdown_filters, true);
73/// ```
74///
75/// ## Built-in options
76///
77/// | Namespace | Config struct |
78/// | --------- | ------------- |
79/// | `datafusion.catalog` | [CatalogOptions][datafusion_common::config::CatalogOptions] |
80/// | `datafusion.execution` | [ExecutionOptions][datafusion_common::config::ExecutionOptions] |
81/// | `datafusion.execution.parquet` | [ParquetOptions][datafusion_common::config::ParquetOptions] |
82/// | `datafusion.optimizer` | [OptimizerOptions][datafusion_common::config::OptimizerOptions] |
83/// | `datafusion.sql_parser` | [SqlParserOptions][datafusion_common::config::SqlParserOptions] |
84/// | `datafusion.explain` | [ExplainOptions][datafusion_common::config::ExplainOptions] |
85///
86/// ## Custom configuration
87///
88/// Configuration options can be extended. See [SessionConfig::with_extension] for details.
89///
90/// [`SessionContext`]: https://docs.rs/datafusion/latest/datafusion/execution/context/struct.SessionContext.html
91/// [`SessionContext::new_with_config`]: https://docs.rs/datafusion/latest/datafusion/execution/context/struct.SessionContext.html#method.new_with_config
92#[derive(Clone, Debug)]
93pub struct SessionConfig {
94 /// Configuration options
95 options: ConfigOptions,
96 /// Opaque extensions.
97 extensions: AnyMap,
98}
99
100impl Default for SessionConfig {
101 fn default() -> Self {
102 Self {
103 options: ConfigOptions::new(),
104 // Assume no extensions by default.
105 extensions: HashMap::with_capacity_and_hasher(
106 0,
107 BuildHasherDefault::default(),
108 ),
109 }
110 }
111}
112
113impl SessionConfig {
114 /// Create an execution config with default setting
115 pub fn new() -> Self {
116 Default::default()
117 }
118
119 /// Create an execution config with config options read from the environment
120 pub fn from_env() -> Result<Self> {
121 Ok(ConfigOptions::from_env()?.into())
122 }
123
124 /// Create new ConfigOptions struct, taking values from a string hash map.
125 pub fn from_string_hash_map(settings: &HashMap<String, String>) -> Result<Self> {
126 Ok(ConfigOptions::from_string_hash_map(settings)?.into())
127 }
128
129 /// Return a handle to the configuration options.
130 ///
131 /// Can be used to read the current configuration.
132 ///
133 /// ```
134 /// use datafusion_execution::config::SessionConfig;
135 ///
136 /// let config = SessionConfig::new();
137 /// assert!(config.options().execution.batch_size > 0);
138 /// ```
139 pub fn options(&self) -> &ConfigOptions {
140 &self.options
141 }
142
143 /// Return a mutable handle to the configuration options.
144 ///
145 /// Can be used to set configuration options.
146 ///
147 /// ```
148 /// use datafusion_execution::config::SessionConfig;
149 ///
150 /// let mut config = SessionConfig::new();
151 /// config.options_mut().execution.batch_size = 1024;
152 /// assert_eq!(config.options().execution.batch_size, 1024);
153 /// ```
154 pub fn options_mut(&mut self) -> &mut ConfigOptions {
155 &mut self.options
156 }
157
158 /// Set a configuration option
159 pub fn set(self, key: &str, value: &ScalarValue) -> Self {
160 self.set_str(key, &value.to_string())
161 }
162
163 /// Set a boolean configuration option
164 pub fn set_bool(self, key: &str, value: bool) -> Self {
165 self.set_str(key, &value.to_string())
166 }
167
168 /// Set a generic `u64` configuration option
169 pub fn set_u64(self, key: &str, value: u64) -> Self {
170 self.set_str(key, &value.to_string())
171 }
172
173 /// Set a generic `usize` configuration option
174 pub fn set_usize(self, key: &str, value: usize) -> Self {
175 self.set_str(key, &value.to_string())
176 }
177
178 /// Set a generic `str` configuration option
179 pub fn set_str(mut self, key: &str, value: &str) -> Self {
180 self.options.set(key, value).unwrap();
181 self
182 }
183
184 /// Customize batch size
185 pub fn with_batch_size(mut self, n: usize) -> Self {
186 // batch size must be greater than zero
187 assert!(n > 0);
188 self.options.execution.batch_size = n;
189 self
190 }
191
192 /// Customize [`target_partitions`]
193 ///
194 /// [`target_partitions`]: datafusion_common::config::ExecutionOptions::target_partitions
195 pub fn with_target_partitions(mut self, n: usize) -> Self {
196 self.options.execution.target_partitions = if n == 0 {
197 datafusion_common::config::ExecutionOptions::default().target_partitions
198 } else {
199 n
200 };
201 self
202 }
203
204 /// Insert new [ConfigExtension]
205 pub fn with_option_extension<T: ConfigExtension>(mut self, extension: T) -> Self {
206 self.options_mut().extensions.insert(extension);
207 self
208 }
209
210 /// Get [`target_partitions`]
211 ///
212 /// [`target_partitions`]: datafusion_common::config::ExecutionOptions::target_partitions
213 pub fn target_partitions(&self) -> usize {
214 self.options.execution.target_partitions
215 }
216
217 /// Is the information schema enabled?
218 pub fn information_schema(&self) -> bool {
219 self.options.catalog.information_schema
220 }
221
222 /// Should the context create the default catalog and schema?
223 pub fn create_default_catalog_and_schema(&self) -> bool {
224 self.options.catalog.create_default_catalog_and_schema
225 }
226
227 /// Are joins repartitioned during execution?
228 pub fn repartition_joins(&self) -> bool {
229 self.options.optimizer.repartition_joins
230 }
231
232 /// Are aggregates repartitioned during execution?
233 pub fn repartition_aggregations(&self) -> bool {
234 self.options.optimizer.repartition_aggregations
235 }
236
237 /// Are window functions repartitioned during execution?
238 pub fn repartition_window_functions(&self) -> bool {
239 self.options.optimizer.repartition_windows
240 }
241
242 /// Do we execute sorts in a per-partition fashion and merge afterwards,
243 /// or do we coalesce partitions first and sort globally?
244 pub fn repartition_sorts(&self) -> bool {
245 self.options.optimizer.repartition_sorts
246 }
247
248 /// Prefer existing sort (true) or maximize parallelism (false). See
249 /// [prefer_existing_sort] for more details
250 ///
251 /// [prefer_existing_sort]: datafusion_common::config::OptimizerOptions::prefer_existing_sort
252 pub fn prefer_existing_sort(&self) -> bool {
253 self.options.optimizer.prefer_existing_sort
254 }
255
256 /// Are statistics collected during execution?
257 pub fn collect_statistics(&self) -> bool {
258 self.options.execution.collect_statistics
259 }
260
261 /// Selects a name for the default catalog and schema
262 pub fn with_default_catalog_and_schema(
263 mut self,
264 catalog: impl Into<String>,
265 schema: impl Into<String>,
266 ) -> Self {
267 self.options.catalog.default_catalog = catalog.into();
268 self.options.catalog.default_schema = schema.into();
269 self
270 }
271
272 /// Controls whether the default catalog and schema will be automatically created
273 pub fn with_create_default_catalog_and_schema(mut self, create: bool) -> Self {
274 self.options.catalog.create_default_catalog_and_schema = create;
275 self
276 }
277
278 /// Enables or disables the inclusion of `information_schema` virtual tables
279 pub fn with_information_schema(mut self, enabled: bool) -> Self {
280 self.options.catalog.information_schema = enabled;
281 self
282 }
283
284 /// Enables or disables the use of repartitioning for joins to improve parallelism
285 pub fn with_repartition_joins(mut self, enabled: bool) -> Self {
286 self.options.optimizer.repartition_joins = enabled;
287 self
288 }
289
290 /// Enables or disables the use of repartitioning for aggregations to improve parallelism
291 pub fn with_repartition_aggregations(mut self, enabled: bool) -> Self {
292 self.options.optimizer.repartition_aggregations = enabled;
293 self
294 }
295
296 /// Sets minimum file range size for repartitioning scans
297 pub fn with_repartition_file_min_size(mut self, size: usize) -> Self {
298 self.options.optimizer.repartition_file_min_size = size;
299 self
300 }
301
302 /// Enables or disables the allowing unordered symmetric hash join
303 pub fn with_allow_symmetric_joins_without_pruning(mut self, enabled: bool) -> Self {
304 self.options.optimizer.allow_symmetric_joins_without_pruning = enabled;
305 self
306 }
307
308 /// Enables or disables the use of repartitioning for file scans
309 pub fn with_repartition_file_scans(mut self, enabled: bool) -> Self {
310 self.options.optimizer.repartition_file_scans = enabled;
311 self
312 }
313
314 /// Enables or disables the use of repartitioning for window functions to improve parallelism
315 pub fn with_repartition_windows(mut self, enabled: bool) -> Self {
316 self.options.optimizer.repartition_windows = enabled;
317 self
318 }
319
320 /// Enables or disables the use of per-partition sorting to improve parallelism
321 pub fn with_repartition_sorts(mut self, enabled: bool) -> Self {
322 self.options.optimizer.repartition_sorts = enabled;
323 self
324 }
325
326 /// Prefer existing sort (true) or maximize parallelism (false). See
327 /// [prefer_existing_sort] for more details
328 ///
329 /// [prefer_existing_sort]: datafusion_common::config::OptimizerOptions::prefer_existing_sort
330 pub fn with_prefer_existing_sort(mut self, enabled: bool) -> Self {
331 self.options.optimizer.prefer_existing_sort = enabled;
332 self
333 }
334
335 /// Prefer existing union (true). See [prefer_existing_union] for more details
336 ///
337 /// [prefer_existing_union]: datafusion_common::config::OptimizerOptions::prefer_existing_union
338 pub fn with_prefer_existing_union(mut self, enabled: bool) -> Self {
339 self.options.optimizer.prefer_existing_union = enabled;
340 self
341 }
342
343 /// Enables or disables the use of pruning predicate for parquet readers to skip row groups
344 pub fn with_parquet_pruning(mut self, enabled: bool) -> Self {
345 self.options.execution.parquet.pruning = enabled;
346 self
347 }
348
349 /// Returns true if pruning predicate should be used to skip parquet row groups
350 pub fn parquet_pruning(&self) -> bool {
351 self.options.execution.parquet.pruning
352 }
353
354 /// Returns true if bloom filter should be used to skip parquet row groups
355 pub fn parquet_bloom_filter_pruning(&self) -> bool {
356 self.options.execution.parquet.bloom_filter_on_read
357 }
358
359 /// Enables or disables the use of bloom filter for parquet readers to skip row groups
360 pub fn with_parquet_bloom_filter_pruning(mut self, enabled: bool) -> Self {
361 self.options.execution.parquet.bloom_filter_on_read = enabled;
362 self
363 }
364
365 /// Returns true if page index should be used to skip parquet data pages
366 pub fn parquet_page_index_pruning(&self) -> bool {
367 self.options.execution.parquet.enable_page_index
368 }
369
370 /// Enables or disables the use of page index for parquet readers to skip parquet data pages
371 pub fn with_parquet_page_index_pruning(mut self, enabled: bool) -> Self {
372 self.options.execution.parquet.enable_page_index = enabled;
373 self
374 }
375
376 /// Enables or disables the collection of statistics after listing files
377 pub fn with_collect_statistics(mut self, enabled: bool) -> Self {
378 self.options.execution.collect_statistics = enabled;
379 self
380 }
381
382 /// Get the currently configured batch size
383 pub fn batch_size(&self) -> usize {
384 self.options.execution.batch_size
385 }
386
387 /// Enables or disables the coalescence of small batches into larger batches
388 pub fn with_coalesce_batches(mut self, enabled: bool) -> Self {
389 self.options.execution.coalesce_batches = enabled;
390 self
391 }
392
393 /// Returns true if record batches will be examined between each operator
394 /// and small batches will be coalesced into larger batches.
395 pub fn coalesce_batches(&self) -> bool {
396 self.options.execution.coalesce_batches
397 }
398
399 /// Enables or disables the round robin repartition for increasing parallelism
400 pub fn with_round_robin_repartition(mut self, enabled: bool) -> Self {
401 self.options.optimizer.enable_round_robin_repartition = enabled;
402 self
403 }
404
405 /// Returns true if the physical plan optimizer will try to
406 /// add round robin repartition to increase parallelism to leverage more CPU cores.
407 pub fn round_robin_repartition(&self) -> bool {
408 self.options.optimizer.enable_round_robin_repartition
409 }
410
411 /// Set the size of [`sort_spill_reservation_bytes`] to control
412 /// memory pre-reservation
413 ///
414 /// [`sort_spill_reservation_bytes`]: datafusion_common::config::ExecutionOptions::sort_spill_reservation_bytes
415 pub fn with_sort_spill_reservation_bytes(
416 mut self,
417 sort_spill_reservation_bytes: usize,
418 ) -> Self {
419 self.options.execution.sort_spill_reservation_bytes =
420 sort_spill_reservation_bytes;
421 self
422 }
423
424 /// Set the size of [`sort_in_place_threshold_bytes`] to control
425 /// how sort does things.
426 ///
427 /// [`sort_in_place_threshold_bytes`]: datafusion_common::config::ExecutionOptions::sort_in_place_threshold_bytes
428 pub fn with_sort_in_place_threshold_bytes(
429 mut self,
430 sort_in_place_threshold_bytes: usize,
431 ) -> Self {
432 self.options.execution.sort_in_place_threshold_bytes =
433 sort_in_place_threshold_bytes;
434 self
435 }
436
437 /// Enables or disables the enforcement of batch size in joins
438 pub fn with_enforce_batch_size_in_joins(
439 mut self,
440 enforce_batch_size_in_joins: bool,
441 ) -> Self {
442 self.options.execution.enforce_batch_size_in_joins = enforce_batch_size_in_joins;
443 self
444 }
445
446 /// Returns true if the joins will be enforced to output batches of the configured size
447 pub fn enforce_batch_size_in_joins(&self) -> bool {
448 self.options.execution.enforce_batch_size_in_joins
449 }
450
451 /// Convert configuration options to name-value pairs with values
452 /// converted to strings.
453 ///
454 /// Note that this method will eventually be deprecated and
455 /// replaced by [`options`].
456 ///
457 /// [`options`]: Self::options
458 pub fn to_props(&self) -> HashMap<String, String> {
459 let mut map = HashMap::new();
460 // copy configs from config_options
461 for entry in self.options.entries() {
462 map.insert(entry.key, entry.value.unwrap_or_default());
463 }
464
465 map
466 }
467
468 /// Add extensions.
469 ///
470 /// Extensions can be used to attach extra data to the session config -- e.g. tracing information or caches.
471 /// Extensions are opaque and the types are unknown to DataFusion itself, which makes them extremely flexible. [^1]
472 ///
473 /// Extensions are stored within an [`Arc`] so they do NOT require [`Clone`]. The are immutable. If you need to
474 /// modify their state over their lifetime -- e.g. for caches -- you need to establish some for of interior mutability.
475 ///
476 /// Extensions are indexed by their type `T`. If multiple values of the same type are provided, only the last one
477 /// will be kept.
478 ///
479 /// You may use [`get_extension`](Self::get_extension) to retrieve extensions.
480 ///
481 /// # Example
482 /// ```
483 /// use std::sync::Arc;
484 /// use datafusion_execution::config::SessionConfig;
485 ///
486 /// // application-specific extension types
487 /// struct Ext1(u8);
488 /// struct Ext2(u8);
489 /// struct Ext3(u8);
490 ///
491 /// let ext1a = Arc::new(Ext1(10));
492 /// let ext1b = Arc::new(Ext1(11));
493 /// let ext2 = Arc::new(Ext2(2));
494 ///
495 /// let cfg = SessionConfig::default()
496 /// // will only remember the last Ext1
497 /// .with_extension(Arc::clone(&ext1a))
498 /// .with_extension(Arc::clone(&ext1b))
499 /// .with_extension(Arc::clone(&ext2));
500 ///
501 /// let ext1_received = cfg.get_extension::<Ext1>().unwrap();
502 /// assert!(!Arc::ptr_eq(&ext1_received, &ext1a));
503 /// assert!(Arc::ptr_eq(&ext1_received, &ext1b));
504 ///
505 /// let ext2_received = cfg.get_extension::<Ext2>().unwrap();
506 /// assert!(Arc::ptr_eq(&ext2_received, &ext2));
507 ///
508 /// assert!(cfg.get_extension::<Ext3>().is_none());
509 /// ```
510 ///
511 /// [^1]: Compare that to [`ConfigOptions`] which only supports [`ScalarValue`] payloads.
512 pub fn with_extension<T>(mut self, ext: Arc<T>) -> Self
513 where
514 T: Send + Sync + 'static,
515 {
516 self.set_extension(ext);
517 self
518 }
519
520 /// Set extension. Pretty much the same as [`with_extension`](Self::with_extension), but take
521 /// mutable reference instead of owning it. Useful if you want to add another extension after
522 /// the [`SessionConfig`] is created.
523 ///
524 /// # Example
525 /// ```
526 /// use std::sync::Arc;
527 /// use datafusion_execution::config::SessionConfig;
528 ///
529 /// // application-specific extension types
530 /// struct Ext1(u8);
531 /// struct Ext2(u8);
532 /// struct Ext3(u8);
533 ///
534 /// let ext1a = Arc::new(Ext1(10));
535 /// let ext1b = Arc::new(Ext1(11));
536 /// let ext2 = Arc::new(Ext2(2));
537 ///
538 /// let mut cfg = SessionConfig::default();
539 ///
540 /// // will only remember the last Ext1
541 /// cfg.set_extension(Arc::clone(&ext1a));
542 /// cfg.set_extension(Arc::clone(&ext1b));
543 /// cfg.set_extension(Arc::clone(&ext2));
544 ///
545 /// let ext1_received = cfg.get_extension::<Ext1>().unwrap();
546 /// assert!(!Arc::ptr_eq(&ext1_received, &ext1a));
547 /// assert!(Arc::ptr_eq(&ext1_received, &ext1b));
548 ///
549 /// let ext2_received = cfg.get_extension::<Ext2>().unwrap();
550 /// assert!(Arc::ptr_eq(&ext2_received, &ext2));
551 ///
552 /// assert!(cfg.get_extension::<Ext3>().is_none());
553 /// ```
554 pub fn set_extension<T>(&mut self, ext: Arc<T>)
555 where
556 T: Send + Sync + 'static,
557 {
558 let ext = ext as Arc<dyn Any + Send + Sync + 'static>;
559 let id = TypeId::of::<T>();
560 self.extensions.insert(id, ext);
561 }
562
563 /// Get extension, if any for the specified type `T` exists.
564 ///
565 /// See [`with_extension`](Self::with_extension) on how to add attach extensions.
566 pub fn get_extension<T>(&self) -> Option<Arc<T>>
567 where
568 T: Send + Sync + 'static,
569 {
570 let id = TypeId::of::<T>();
571 self.extensions
572 .get(&id)
573 .cloned()
574 .map(|ext| Arc::downcast(ext).expect("TypeId unique"))
575 }
576}
577
578impl From<ConfigOptions> for SessionConfig {
579 fn from(options: ConfigOptions) -> Self {
580 Self {
581 options,
582 ..Default::default()
583 }
584 }
585}
586
587/// Map that holds opaque objects indexed by their type.
588///
589/// Data is wrapped into an [`Arc`] to enable [`Clone`] while still being [object safe].
590///
591/// [object safe]: https://doc.rust-lang.org/reference/items/traits.html#object-safety
592type AnyMap =
593 HashMap<TypeId, Arc<dyn Any + Send + Sync + 'static>, BuildHasherDefault<IdHasher>>;
594
595/// Hasher for [`AnyMap`].
596///
597/// With [`TypeId`]s as keys, there's no need to hash them. They are already hashes themselves, coming from the compiler.
598/// The [`IdHasher`] just holds the [`u64`] of the [`TypeId`], and then returns it, instead of doing any bit fiddling.
599#[derive(Default)]
600struct IdHasher(u64);
601
602impl Hasher for IdHasher {
603 fn write(&mut self, _: &[u8]) {
604 unreachable!("TypeId calls write_u64");
605 }
606
607 #[inline]
608 fn write_u64(&mut self, id: u64) {
609 self.0 = id;
610 }
611
612 #[inline]
613 fn finish(&self) -> u64 {
614 self.0
615 }
616}