1use crate::storage::query::ast::{JoinQuery, JoinType, QueryExpr};
14use crate::storage::query::sql_lowering::{effective_table_filter, effective_vector_filter};
15
16pub trait OptimizationPass: Send + Sync {
18 fn name(&self) -> &str;
20
21 fn apply(&self, query: QueryExpr) -> QueryExpr;
23
24 fn benefit(&self) -> u32;
26}
27
28pub struct QueryOptimizer {
30 passes: Vec<Box<dyn OptimizationPass>>,
32 cost_based: bool,
34}
35
36impl QueryOptimizer {
37 pub fn new() -> Self {
39 let passes: Vec<Box<dyn OptimizationPass>> = vec![
40 Box::new(PredicatePushdownPass),
41 Box::new(ProjectionPushdownPass),
42 Box::new(JoinReorderingPass),
43 Box::new(IndexSelectionPass),
44 Box::new(LimitPushdownPass),
45 ];
46
47 Self {
48 passes,
49 cost_based: true,
50 }
51 }
52
53 pub fn add_pass(&mut self, pass: Box<dyn OptimizationPass>) {
55 self.passes.push(pass);
56 self.passes.sort_by_key(|b| std::cmp::Reverse(b.benefit()));
58 }
59
60 pub fn optimize(&self, query: QueryExpr) -> (QueryExpr, Vec<String>) {
62 let mut optimized = query;
63 let mut applied_passes = Vec::new();
64
65 for pass in &self.passes {
66 let before = format!("{:?}", optimized);
67 optimized = pass.apply(optimized);
68 let after = format!("{:?}", optimized);
69
70 if before != after {
71 applied_passes.push(pass.name().to_string());
72 }
73 }
74
75 (optimized, applied_passes)
76 }
77
78 pub fn optimize_with_hints(&self, query: QueryExpr, hints: &OptimizationHints) -> QueryExpr {
80 let mut optimized = query;
81
82 for pass in &self.passes {
83 if hints.disabled_passes.contains(&pass.name().to_string()) {
85 continue;
86 }
87
88 optimized = pass.apply(optimized);
89 }
90
91 optimized
92 }
93}
94
95impl Default for QueryOptimizer {
96 fn default() -> Self {
97 Self::new()
98 }
99}
100
101#[derive(Debug, Clone, Default)]
103pub struct OptimizationHints {
104 pub disabled_passes: Vec<String>,
106 pub join_order: Option<Vec<String>>,
108 pub force_index: Option<String>,
110 pub no_parallel: bool,
112}
113
114struct PredicatePushdownPass;
120
121impl OptimizationPass for PredicatePushdownPass {
122 fn name(&self) -> &str {
123 "PredicatePushdown"
124 }
125
126 fn apply(&self, query: QueryExpr) -> QueryExpr {
127 match query {
128 QueryExpr::Join(jq) => self.optimize_join(jq),
129 other => other,
130 }
131 }
132
133 fn benefit(&self) -> u32 {
134 100 }
136}
137
138impl PredicatePushdownPass {
139 fn optimize_join(&self, query: JoinQuery) -> QueryExpr {
140 let left = self.apply(*query.left);
145 let right = self.apply(*query.right);
146
147 QueryExpr::Join(JoinQuery {
148 left: Box::new(left),
149 right: Box::new(right),
150 ..query
151 })
152 }
153}
154
155struct ProjectionPushdownPass;
157
158impl OptimizationPass for ProjectionPushdownPass {
159 fn name(&self) -> &str {
160 "ProjectionPushdown"
161 }
162
163 fn apply(&self, query: QueryExpr) -> QueryExpr {
164 match query {
165 QueryExpr::Join(jq) => {
166 let left = self.apply(*jq.left);
168 let right = self.apply(*jq.right);
169
170 QueryExpr::Join(JoinQuery {
171 left: Box::new(left),
172 right: Box::new(right),
173 ..jq
174 })
175 }
176 QueryExpr::Table(tq) => {
177 QueryExpr::Table(tq)
180 }
181 other => other,
182 }
183 }
184
185 fn benefit(&self) -> u32 {
186 80 }
188}
189
190struct JoinReorderingPass;
192
193impl OptimizationPass for JoinReorderingPass {
194 fn name(&self) -> &str {
195 "JoinReordering"
196 }
197
198 fn apply(&self, query: QueryExpr) -> QueryExpr {
199 match query {
200 QueryExpr::Join(jq) => {
201 self.optimize_join_order(jq)
204 }
205 other => other,
206 }
207 }
208
209 fn benefit(&self) -> u32 {
210 90 }
212}
213
214impl JoinReorderingPass {
215 fn optimize_join_order(&self, query: JoinQuery) -> QueryExpr {
216 let left_size = Self::estimate_size(&query.left);
218 let right_size = Self::estimate_size(&query.right);
219
220 if left_size > right_size && query.join_type == JoinType::Inner {
222 let JoinQuery {
224 left,
225 right,
226 join_type,
227 on,
228 filter,
229 order_by,
230 limit,
231 offset,
232 return_items,
233 return_,
234 } = query;
235 QueryExpr::Join(JoinQuery {
236 left: right,
237 right: left,
238 join_type,
239 on: swap_condition(on),
240 filter,
241 order_by,
242 limit,
243 offset,
244 return_items,
245 return_,
246 })
247 } else {
248 QueryExpr::Join(query)
249 }
250 }
251
252 fn estimate_size(query: &QueryExpr) -> f64 {
253 match query {
254 QueryExpr::Table(tq) => {
255 let base = 1000.0;
256 if effective_table_filter(tq).is_some() {
257 base * 0.1
258 } else if tq.limit.is_some() {
259 tq.limit.unwrap() as f64
260 } else {
261 base
262 }
263 }
264 QueryExpr::Graph(_) => 100.0,
265 QueryExpr::Join(jq) => {
266 Self::estimate_size(&jq.left) * Self::estimate_size(&jq.right) * 0.1
267 }
268 QueryExpr::Path(_) => 10.0,
269 QueryExpr::Vector(vq) => {
270 if effective_vector_filter(vq).is_some() {
272 (vq.k as f64).min(100.0)
273 } else {
274 vq.k as f64
275 }
276 }
277 QueryExpr::Hybrid(hq) => {
278 let structured_size = Self::estimate_size(&hq.structured);
280 let vector_size = hq.vector.k as f64;
281 let base = structured_size.min(vector_size);
283 hq.limit.map(|l| base.min(l as f64)).unwrap_or(base)
284 }
285 QueryExpr::Insert(_)
287 | QueryExpr::Update(_)
288 | QueryExpr::Delete(_)
289 | QueryExpr::CreateTable(_)
290 | QueryExpr::CreateCollection(_)
291 | QueryExpr::CreateVector(_)
292 | QueryExpr::DropTable(_)
293 | QueryExpr::DropGraph(_)
294 | QueryExpr::DropVector(_)
295 | QueryExpr::DropDocument(_)
296 | QueryExpr::DropKv(_)
297 | QueryExpr::DropCollection(_)
298 | QueryExpr::Truncate(_)
299 | QueryExpr::AlterTable(_)
300 | QueryExpr::GraphCommand(_)
301 | QueryExpr::SearchCommand(_)
302 | QueryExpr::CreateIndex(_)
303 | QueryExpr::DropIndex(_)
304 | QueryExpr::ProbabilisticCommand(_)
305 | QueryExpr::Ask(_)
306 | QueryExpr::SetConfig { .. }
307 | QueryExpr::ShowConfig { .. }
308 | QueryExpr::SetSecret { .. }
309 | QueryExpr::DeleteSecret { .. }
310 | QueryExpr::ShowSecrets { .. }
311 | QueryExpr::SetTenant(_)
312 | QueryExpr::ShowTenant
313 | QueryExpr::CreateTimeSeries(_)
314 | QueryExpr::DropTimeSeries(_)
315 | QueryExpr::CreateQueue(_)
316 | QueryExpr::AlterQueue(_)
317 | QueryExpr::DropQueue(_)
318 | QueryExpr::QueueSelect(_)
319 | QueryExpr::QueueCommand(_)
320 | QueryExpr::KvCommand(_)
321 | QueryExpr::ConfigCommand(_)
322 | QueryExpr::CreateTree(_)
323 | QueryExpr::DropTree(_)
324 | QueryExpr::TreeCommand(_)
325 | QueryExpr::ExplainAlter(_)
326 | QueryExpr::TransactionControl(_)
327 | QueryExpr::MaintenanceCommand(_)
328 | QueryExpr::CreateSchema(_)
329 | QueryExpr::DropSchema(_)
330 | QueryExpr::CreateSequence(_)
331 | QueryExpr::DropSequence(_)
332 | QueryExpr::CopyFrom(_)
333 | QueryExpr::CreateView(_)
334 | QueryExpr::DropView(_)
335 | QueryExpr::RefreshMaterializedView(_)
336 | QueryExpr::CreatePolicy(_)
337 | QueryExpr::DropPolicy(_)
338 | QueryExpr::CreateServer(_)
339 | QueryExpr::DropServer(_)
340 | QueryExpr::CreateForeignTable(_)
341 | QueryExpr::DropForeignTable(_)
342 | QueryExpr::Grant(_)
343 | QueryExpr::Revoke(_)
344 | QueryExpr::AlterUser(_)
345 | QueryExpr::CreateIamPolicy { .. }
346 | QueryExpr::DropIamPolicy { .. }
347 | QueryExpr::AttachPolicy { .. }
348 | QueryExpr::DetachPolicy { .. }
349 | QueryExpr::ShowPolicies { .. }
350 | QueryExpr::ShowEffectivePermissions { .. }
351 | QueryExpr::SimulatePolicy { .. }
352 | QueryExpr::CreateMigration(_)
353 | QueryExpr::ApplyMigration(_)
354 | QueryExpr::RollbackMigration(_)
355 | QueryExpr::ExplainMigration(_)
356 | QueryExpr::EventsBackfill(_)
357 | QueryExpr::EventsBackfillStatus { .. } => 1.0,
358 }
359 }
360}
361
362struct IndexSelectionPass;
375
376impl OptimizationPass for IndexSelectionPass {
377 fn name(&self) -> &str {
378 "IndexSelection"
379 }
380
381 fn apply(&self, query: QueryExpr) -> QueryExpr {
382 match query {
383 QueryExpr::Table(mut tq) => {
384 if let Some(filter) = effective_table_filter(&tq).as_ref() {
385 if let Some(hint) = Self::analyze_filter(filter) {
386 let expand = tq.expand.get_or_insert_with(Default::default);
388 expand.index_hint = Some(hint);
389 }
390 }
391 QueryExpr::Table(tq)
392 }
393 other => other,
394 }
395 }
396
397 fn benefit(&self) -> u32 {
398 70
399 }
400}
401
402impl IndexSelectionPass {
403 fn analyze_filter(filter: &crate::storage::query::ast::Filter) -> Option<IndexHint> {
405 match filter {
406 crate::storage::query::ast::Filter::Compare { field, op, .. }
408 if *op == crate::storage::query::ast::CompareOp::Eq =>
409 {
410 let col = Self::field_name(field);
411 Some(IndexHint {
412 method: IndexHintMethod::Hash,
413 column: col,
414 })
415 }
416 crate::storage::query::ast::Filter::Compare {
418 field,
419 op:
420 crate::storage::query::ast::CompareOp::Lt
421 | crate::storage::query::ast::CompareOp::Le
422 | crate::storage::query::ast::CompareOp::Gt
423 | crate::storage::query::ast::CompareOp::Ge,
424 ..
425 } => {
426 let col = Self::field_name(field);
427 Some(IndexHint {
428 method: IndexHintMethod::BTree,
429 column: col,
430 })
431 }
432 crate::storage::query::ast::Filter::Between { field, .. } => {
434 let col = Self::field_name(field);
435 Some(IndexHint {
436 method: IndexHintMethod::BTree,
437 column: col,
438 })
439 }
440 crate::storage::query::ast::Filter::In { field, values } if values.len() <= 10 => {
442 let col = Self::field_name(field);
443 Some(IndexHint {
444 method: IndexHintMethod::Bitmap,
445 column: col,
446 })
447 }
448 crate::storage::query::ast::Filter::And(left, right) => {
450 Self::analyze_filter(left).or_else(|| Self::analyze_filter(right))
451 }
452 _ => None,
453 }
454 }
455
456 fn field_name(field: &crate::storage::query::ast::FieldRef) -> String {
457 match field {
458 crate::storage::query::ast::FieldRef::TableColumn { column, .. } => column.clone(),
459 crate::storage::query::ast::FieldRef::NodeProperty { property, .. } => property.clone(),
460 crate::storage::query::ast::FieldRef::EdgeProperty { property, .. } => property.clone(),
461 crate::storage::query::ast::FieldRef::NodeId { alias } => {
462 format!("{}.id", alias)
463 }
464 }
465 }
466}
467
468#[derive(Debug, Clone)]
470pub struct IndexHint {
471 pub method: IndexHintMethod,
473 pub column: String,
475}
476
477#[derive(Debug, Clone, Copy, PartialEq, Eq)]
479pub enum IndexHintMethod {
480 Hash,
481 BTree,
482 Bitmap,
483 Spatial,
484}
485
486struct LimitPushdownPass;
488
489impl OptimizationPass for LimitPushdownPass {
490 fn name(&self) -> &str {
491 "LimitPushdown"
492 }
493
494 fn apply(&self, query: QueryExpr) -> QueryExpr {
495 match query {
496 QueryExpr::Join(jq) => {
497 let left = self.apply(*jq.left);
499 let right = self.apply(*jq.right);
500
501 QueryExpr::Join(JoinQuery {
502 left: Box::new(left),
503 right: Box::new(right),
504 ..jq
505 })
506 }
507 other => other,
508 }
509 }
510
511 fn benefit(&self) -> u32 {
512 60
513 }
514}
515
516fn swap_condition(
521 condition: crate::storage::query::ast::JoinCondition,
522) -> crate::storage::query::ast::JoinCondition {
523 crate::storage::query::ast::JoinCondition {
524 left_field: condition.right_field,
525 right_field: condition.left_field,
526 }
527}
528
529#[cfg(test)]
530mod tests {
531 use super::*;
532 use crate::storage::query::ast::{
533 DistanceMetric, FieldRef, FusionStrategy, JoinCondition, Projection, TableQuery,
534 };
535
536 fn make_table_query(name: &str) -> QueryExpr {
537 QueryExpr::Table(TableQuery {
538 table: name.to_string(),
539 source: None,
540 alias: Some(name.to_string()),
541 select_items: Vec::new(),
542 columns: vec![Projection::All],
543 where_expr: None,
544 filter: None,
545 group_by_exprs: Vec::new(),
546 group_by: Vec::new(),
547 having_expr: None,
548 having: None,
549 order_by: vec![],
550 limit: None,
551 limit_param: None,
552 offset: None,
553 offset_param: None,
554 expand: None,
555 as_of: None,
556 })
557 }
558
559 #[test]
560 fn test_optimizer_applies_passes() {
561 let optimizer = QueryOptimizer::new();
562 let query = make_table_query("hosts");
563
564 let (optimized, passes) = optimizer.optimize(query);
565 assert!(matches!(optimized, QueryExpr::Table(_)));
567 }
568
569 #[test]
570 fn test_join_reordering() {
571 let optimizer = QueryOptimizer::new();
572
573 let small = QueryExpr::Table(TableQuery {
574 table: "small".to_string(),
575 source: None,
576 alias: None,
577 select_items: Vec::new(),
578 columns: vec![Projection::All],
579 where_expr: None,
580 filter: None,
581 group_by_exprs: Vec::new(),
582 group_by: Vec::new(),
583 having_expr: None,
584 having: None,
585 order_by: vec![],
586 limit: Some(10), limit_param: None,
588 offset: None,
589 offset_param: None,
590 expand: None,
591 as_of: None,
592 });
593
594 let large = QueryExpr::Table(TableQuery {
595 table: "large".to_string(),
596 source: None,
597 alias: None,
598 select_items: Vec::new(),
599 columns: vec![Projection::All],
600 where_expr: None,
601 filter: None,
602 group_by_exprs: Vec::new(),
603 group_by: Vec::new(),
604 having_expr: None,
605 having: None,
606 order_by: vec![],
607 limit: None, limit_param: None,
609 offset: None,
610 offset_param: None,
611 expand: None,
612 as_of: None,
613 });
614
615 let join = QueryExpr::Join(JoinQuery {
616 left: Box::new(large.clone()),
617 right: Box::new(small.clone()),
618 join_type: JoinType::Inner,
619 on: JoinCondition {
620 left_field: FieldRef::TableColumn {
621 table: "large".to_string(),
622 column: "id".to_string(),
623 },
624 right_field: FieldRef::TableColumn {
625 table: "small".to_string(),
626 column: "id".to_string(),
627 },
628 },
629 filter: None,
630 order_by: Vec::new(),
631 limit: None,
632 offset: None,
633 return_items: Vec::new(),
634 return_: Vec::new(),
635 });
636
637 let (optimized, passes) = optimizer.optimize(join);
638
639 if let QueryExpr::Join(jq) = optimized {
641 if let QueryExpr::Table(left) = *jq.left {
643 assert_eq!(left.table, "small");
644 }
645 }
646 }
647}