datafusion_execution/
config.rs

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2// or more contributor license agreements.  See the NOTICE file
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4// regarding copyright ownership.  The ASF licenses this file
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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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        // partition count must be greater than zero
197        assert!(n > 0);
198        self.options.execution.target_partitions = n;
199        self
200    }
201
202    /// Insert new [ConfigExtension]
203    pub fn with_option_extension<T: ConfigExtension>(mut self, extension: T) -> Self {
204        self.options_mut().extensions.insert(extension);
205        self
206    }
207
208    /// Get [`target_partitions`]
209    ///
210    /// [`target_partitions`]: datafusion_common::config::ExecutionOptions::target_partitions
211    pub fn target_partitions(&self) -> usize {
212        self.options.execution.target_partitions
213    }
214
215    /// Is the information schema enabled?
216    pub fn information_schema(&self) -> bool {
217        self.options.catalog.information_schema
218    }
219
220    /// Should the context create the default catalog and schema?
221    pub fn create_default_catalog_and_schema(&self) -> bool {
222        self.options.catalog.create_default_catalog_and_schema
223    }
224
225    /// Are joins repartitioned during execution?
226    pub fn repartition_joins(&self) -> bool {
227        self.options.optimizer.repartition_joins
228    }
229
230    /// Are aggregates repartitioned during execution?
231    pub fn repartition_aggregations(&self) -> bool {
232        self.options.optimizer.repartition_aggregations
233    }
234
235    /// Are window functions repartitioned during execution?
236    pub fn repartition_window_functions(&self) -> bool {
237        self.options.optimizer.repartition_windows
238    }
239
240    /// Do we execute sorts in a per-partition fashion and merge afterwards,
241    /// or do we coalesce partitions first and sort globally?
242    pub fn repartition_sorts(&self) -> bool {
243        self.options.optimizer.repartition_sorts
244    }
245
246    /// Prefer existing sort (true) or maximize parallelism (false). See
247    /// [prefer_existing_sort] for more details
248    ///
249    /// [prefer_existing_sort]: datafusion_common::config::OptimizerOptions::prefer_existing_sort
250    pub fn prefer_existing_sort(&self) -> bool {
251        self.options.optimizer.prefer_existing_sort
252    }
253
254    /// Are statistics collected during execution?
255    pub fn collect_statistics(&self) -> bool {
256        self.options.execution.collect_statistics
257    }
258
259    /// Selects a name for the default catalog and schema
260    pub fn with_default_catalog_and_schema(
261        mut self,
262        catalog: impl Into<String>,
263        schema: impl Into<String>,
264    ) -> Self {
265        self.options.catalog.default_catalog = catalog.into();
266        self.options.catalog.default_schema = schema.into();
267        self
268    }
269
270    /// Controls whether the default catalog and schema will be automatically created
271    pub fn with_create_default_catalog_and_schema(mut self, create: bool) -> Self {
272        self.options.catalog.create_default_catalog_and_schema = create;
273        self
274    }
275
276    /// Enables or disables the inclusion of `information_schema` virtual tables
277    pub fn with_information_schema(mut self, enabled: bool) -> Self {
278        self.options.catalog.information_schema = enabled;
279        self
280    }
281
282    /// Enables or disables the use of repartitioning for joins to improve parallelism
283    pub fn with_repartition_joins(mut self, enabled: bool) -> Self {
284        self.options.optimizer.repartition_joins = enabled;
285        self
286    }
287
288    /// Enables or disables the use of repartitioning for aggregations to improve parallelism
289    pub fn with_repartition_aggregations(mut self, enabled: bool) -> Self {
290        self.options.optimizer.repartition_aggregations = enabled;
291        self
292    }
293
294    /// Sets minimum file range size for repartitioning scans
295    pub fn with_repartition_file_min_size(mut self, size: usize) -> Self {
296        self.options.optimizer.repartition_file_min_size = size;
297        self
298    }
299
300    /// Enables or disables the allowing unordered symmetric hash join
301    pub fn with_allow_symmetric_joins_without_pruning(mut self, enabled: bool) -> Self {
302        self.options.optimizer.allow_symmetric_joins_without_pruning = enabled;
303        self
304    }
305
306    /// Enables or disables the use of repartitioning for file scans
307    pub fn with_repartition_file_scans(mut self, enabled: bool) -> Self {
308        self.options.optimizer.repartition_file_scans = enabled;
309        self
310    }
311
312    /// Enables or disables the use of repartitioning for window functions to improve parallelism
313    pub fn with_repartition_windows(mut self, enabled: bool) -> Self {
314        self.options.optimizer.repartition_windows = enabled;
315        self
316    }
317
318    /// Enables or disables the use of per-partition sorting to improve parallelism
319    pub fn with_repartition_sorts(mut self, enabled: bool) -> Self {
320        self.options.optimizer.repartition_sorts = enabled;
321        self
322    }
323
324    /// Prefer existing sort (true) or maximize parallelism (false). See
325    /// [prefer_existing_sort] for more details
326    ///
327    /// [prefer_existing_sort]: datafusion_common::config::OptimizerOptions::prefer_existing_sort
328    pub fn with_prefer_existing_sort(mut self, enabled: bool) -> Self {
329        self.options.optimizer.prefer_existing_sort = enabled;
330        self
331    }
332
333    /// Prefer existing union (true). See [prefer_existing_union] for more details
334    ///
335    /// [prefer_existing_union]: datafusion_common::config::OptimizerOptions::prefer_existing_union
336    pub fn with_prefer_existing_union(mut self, enabled: bool) -> Self {
337        self.options.optimizer.prefer_existing_union = enabled;
338        self
339    }
340
341    /// Enables or disables the use of pruning predicate for parquet readers to skip row groups
342    pub fn with_parquet_pruning(mut self, enabled: bool) -> Self {
343        self.options.execution.parquet.pruning = enabled;
344        self
345    }
346
347    /// Returns true if pruning predicate should be used to skip parquet row groups
348    pub fn parquet_pruning(&self) -> bool {
349        self.options.execution.parquet.pruning
350    }
351
352    /// Returns true if bloom filter should be used to skip parquet row groups
353    pub fn parquet_bloom_filter_pruning(&self) -> bool {
354        self.options.execution.parquet.bloom_filter_on_read
355    }
356
357    /// Enables or disables the use of bloom filter for parquet readers to skip row groups
358    pub fn with_parquet_bloom_filter_pruning(mut self, enabled: bool) -> Self {
359        self.options.execution.parquet.bloom_filter_on_read = enabled;
360        self
361    }
362
363    /// Returns true if page index should be used to skip parquet data pages
364    pub fn parquet_page_index_pruning(&self) -> bool {
365        self.options.execution.parquet.enable_page_index
366    }
367
368    /// Enables or disables the use of page index for parquet readers to skip parquet data pages
369    pub fn with_parquet_page_index_pruning(mut self, enabled: bool) -> Self {
370        self.options.execution.parquet.enable_page_index = enabled;
371        self
372    }
373
374    /// Enables or disables the collection of statistics after listing files
375    pub fn with_collect_statistics(mut self, enabled: bool) -> Self {
376        self.options.execution.collect_statistics = enabled;
377        self
378    }
379
380    /// Get the currently configured batch size
381    pub fn batch_size(&self) -> usize {
382        self.options.execution.batch_size
383    }
384
385    /// Enables or disables the coalescence of small batches into larger batches
386    pub fn with_coalesce_batches(mut self, enabled: bool) -> Self {
387        self.options.execution.coalesce_batches = enabled;
388        self
389    }
390
391    /// Returns true if record batches will be examined between each operator
392    /// and small batches will be coalesced into larger batches.
393    pub fn coalesce_batches(&self) -> bool {
394        self.options.execution.coalesce_batches
395    }
396
397    /// Enables or disables the round robin repartition for increasing parallelism
398    pub fn with_round_robin_repartition(mut self, enabled: bool) -> Self {
399        self.options.optimizer.enable_round_robin_repartition = enabled;
400        self
401    }
402
403    /// Returns true if the physical plan optimizer will try to
404    /// add round robin repartition to increase parallelism to leverage more CPU cores.
405    pub fn round_robin_repartition(&self) -> bool {
406        self.options.optimizer.enable_round_robin_repartition
407    }
408
409    /// Set the size of [`sort_spill_reservation_bytes`] to control
410    /// memory pre-reservation
411    ///
412    /// [`sort_spill_reservation_bytes`]: datafusion_common::config::ExecutionOptions::sort_spill_reservation_bytes
413    pub fn with_sort_spill_reservation_bytes(
414        mut self,
415        sort_spill_reservation_bytes: usize,
416    ) -> Self {
417        self.options.execution.sort_spill_reservation_bytes =
418            sort_spill_reservation_bytes;
419        self
420    }
421
422    /// Set the size of [`sort_in_place_threshold_bytes`] to control
423    /// how sort does things.
424    ///
425    /// [`sort_in_place_threshold_bytes`]: datafusion_common::config::ExecutionOptions::sort_in_place_threshold_bytes
426    pub fn with_sort_in_place_threshold_bytes(
427        mut self,
428        sort_in_place_threshold_bytes: usize,
429    ) -> Self {
430        self.options.execution.sort_in_place_threshold_bytes =
431            sort_in_place_threshold_bytes;
432        self
433    }
434
435    /// Enables or disables the enforcement of batch size in joins
436    pub fn with_enforce_batch_size_in_joins(
437        mut self,
438        enforce_batch_size_in_joins: bool,
439    ) -> Self {
440        self.options.execution.enforce_batch_size_in_joins = enforce_batch_size_in_joins;
441        self
442    }
443
444    /// Returns true if the joins will be enforced to output batches of the configured size
445    pub fn enforce_batch_size_in_joins(&self) -> bool {
446        self.options.execution.enforce_batch_size_in_joins
447    }
448
449    /// Convert configuration options to name-value pairs with values
450    /// converted to strings.
451    ///
452    /// Note that this method will eventually be deprecated and
453    /// replaced by [`options`].
454    ///
455    /// [`options`]: Self::options
456    pub fn to_props(&self) -> HashMap<String, String> {
457        let mut map = HashMap::new();
458        // copy configs from config_options
459        for entry in self.options.entries() {
460            map.insert(entry.key, entry.value.unwrap_or_default());
461        }
462
463        map
464    }
465
466    /// Add extensions.
467    ///
468    /// Extensions can be used to attach extra data to the session config -- e.g. tracing information or caches.
469    /// Extensions are opaque and the types are unknown to DataFusion itself, which makes them extremely flexible. [^1]
470    ///
471    /// Extensions are stored within an [`Arc`] so they do NOT require [`Clone`]. The are immutable. If you need to
472    /// modify their state over their lifetime -- e.g. for caches -- you need to establish some for of interior mutability.
473    ///
474    /// Extensions are indexed by their type `T`. If multiple values of the same type are provided, only the last one
475    /// will be kept.
476    ///
477    /// You may use [`get_extension`](Self::get_extension) to retrieve extensions.
478    ///
479    /// # Example
480    /// ```
481    /// use std::sync::Arc;
482    /// use datafusion_execution::config::SessionConfig;
483    ///
484    /// // application-specific extension types
485    /// struct Ext1(u8);
486    /// struct Ext2(u8);
487    /// struct Ext3(u8);
488    ///
489    /// let ext1a = Arc::new(Ext1(10));
490    /// let ext1b = Arc::new(Ext1(11));
491    /// let ext2 = Arc::new(Ext2(2));
492    ///
493    /// let cfg = SessionConfig::default()
494    ///     // will only remember the last Ext1
495    ///     .with_extension(Arc::clone(&ext1a))
496    ///     .with_extension(Arc::clone(&ext1b))
497    ///     .with_extension(Arc::clone(&ext2));
498    ///
499    /// let ext1_received = cfg.get_extension::<Ext1>().unwrap();
500    /// assert!(!Arc::ptr_eq(&ext1_received, &ext1a));
501    /// assert!(Arc::ptr_eq(&ext1_received, &ext1b));
502    ///
503    /// let ext2_received = cfg.get_extension::<Ext2>().unwrap();
504    /// assert!(Arc::ptr_eq(&ext2_received, &ext2));
505    ///
506    /// assert!(cfg.get_extension::<Ext3>().is_none());
507    /// ```
508    ///
509    /// [^1]: Compare that to [`ConfigOptions`] which only supports [`ScalarValue`] payloads.
510    pub fn with_extension<T>(mut self, ext: Arc<T>) -> Self
511    where
512        T: Send + Sync + 'static,
513    {
514        self.set_extension(ext);
515        self
516    }
517
518    /// Set extension. Pretty much the same as [`with_extension`](Self::with_extension), but take
519    /// mutable reference instead of owning it. Useful if you want to add another extension after
520    /// the [`SessionConfig`] is created.
521    ///
522    /// # Example
523    /// ```
524    /// use std::sync::Arc;
525    /// use datafusion_execution::config::SessionConfig;
526    ///
527    /// // application-specific extension types
528    /// struct Ext1(u8);
529    /// struct Ext2(u8);
530    /// struct Ext3(u8);
531    ///
532    /// let ext1a = Arc::new(Ext1(10));
533    /// let ext1b = Arc::new(Ext1(11));
534    /// let ext2 = Arc::new(Ext2(2));
535    ///
536    /// let mut cfg = SessionConfig::default();
537    ///
538    /// // will only remember the last Ext1
539    /// cfg.set_extension(Arc::clone(&ext1a));
540    /// cfg.set_extension(Arc::clone(&ext1b));
541    /// cfg.set_extension(Arc::clone(&ext2));
542    ///
543    /// let ext1_received = cfg.get_extension::<Ext1>().unwrap();
544    /// assert!(!Arc::ptr_eq(&ext1_received, &ext1a));
545    /// assert!(Arc::ptr_eq(&ext1_received, &ext1b));
546    ///
547    /// let ext2_received = cfg.get_extension::<Ext2>().unwrap();
548    /// assert!(Arc::ptr_eq(&ext2_received, &ext2));
549    ///
550    /// assert!(cfg.get_extension::<Ext3>().is_none());
551    /// ```
552    pub fn set_extension<T>(&mut self, ext: Arc<T>)
553    where
554        T: Send + Sync + 'static,
555    {
556        let ext = ext as Arc<dyn Any + Send + Sync + 'static>;
557        let id = TypeId::of::<T>();
558        self.extensions.insert(id, ext);
559    }
560
561    /// Get extension, if any for the specified type `T` exists.
562    ///
563    /// See [`with_extension`](Self::with_extension) on how to add attach extensions.
564    pub fn get_extension<T>(&self) -> Option<Arc<T>>
565    where
566        T: Send + Sync + 'static,
567    {
568        let id = TypeId::of::<T>();
569        self.extensions
570            .get(&id)
571            .cloned()
572            .map(|ext| Arc::downcast(ext).expect("TypeId unique"))
573    }
574}
575
576impl From<ConfigOptions> for SessionConfig {
577    fn from(options: ConfigOptions) -> Self {
578        Self {
579            options,
580            ..Default::default()
581        }
582    }
583}
584
585/// Map that holds opaque objects indexed by their type.
586///
587/// Data is wrapped into an [`Arc`] to enable [`Clone`] while still being [object safe].
588///
589/// [object safe]: https://doc.rust-lang.org/reference/items/traits.html#object-safety
590type AnyMap =
591    HashMap<TypeId, Arc<dyn Any + Send + Sync + 'static>, BuildHasherDefault<IdHasher>>;
592
593/// Hasher for [`AnyMap`].
594///
595/// With [`TypeId`]s as keys, there's no need to hash them. They are already hashes themselves, coming from the compiler.
596/// The [`IdHasher`] just holds the [`u64`] of the [`TypeId`], and then returns it, instead of doing any bit fiddling.
597#[derive(Default)]
598struct IdHasher(u64);
599
600impl Hasher for IdHasher {
601    fn write(&mut self, _: &[u8]) {
602        unreachable!("TypeId calls write_u64");
603    }
604
605    #[inline]
606    fn write_u64(&mut self, id: u64) {
607        self.0 = id;
608    }
609
610    #[inline]
611    fn finish(&self) -> u64 {
612        self.0
613    }
614}