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diff --git a/scripts/paper-plan-choice/Cargo.toml b/scripts/paper-plan-choice/Cargo.toml new file mode 100644 index 00000000000..768f44a922b --- /dev/null +++ b/scripts/paper-plan-choice/Cargo.toml @@ -0,0 +1,20 @@ +[package] +name = "paper-plan-choice" +version = "0.1.0" +edition = "2024" +publish = false + +[workspace] + +[dependencies] +arrow-array = "=59.2.0" +arrow-schema = "=59.2.0" +datafusion-common = { git = "https://github.com/GreptimeTeam/datafusion.git", rev = "4bd567a884dcbfd89d0f0a7859ef8367e38fff97" } +datafusion-datasource = { git = "https://github.com/GreptimeTeam/datafusion.git", rev = "4bd567a884dcbfd89d0f0a7859ef8367e38fff97" } +datafusion-execution = { git = "https://github.com/GreptimeTeam/datafusion.git", rev = "4bd567a884dcbfd89d0f0a7859ef8367e38fff97" } +datafusion-expr = { git = "https://github.com/GreptimeTeam/datafusion.git", rev = "4bd567a884dcbfd89d0f0a7859ef8367e38fff97" } +datafusion-physical-expr = { git = "https://github.com/GreptimeTeam/datafusion.git", rev = "4bd567a884dcbfd89d0f0a7859ef8367e38fff97" } +datafusion-physical-optimizer = { git = "https://github.com/GreptimeTeam/datafusion.git", rev = "4bd567a884dcbfd89d0f0a7859ef8367e38fff97" } +datafusion-physical-plan = { git = "https://github.com/GreptimeTeam/datafusion.git", rev = "4bd567a884dcbfd89d0f0a7859ef8367e38fff97" } +futures = "=0.3.31" +tokio = { version = "=1.52.3", features = ["macros", "rt-multi-thread"] } diff --git a/scripts/paper-plan-choice/src/main.rs b/scripts/paper-plan-choice/src/main.rs new file mode 100644 index 00000000000..661ea645a25 --- /dev/null +++ b/scripts/paper-plan-choice/src/main.rs @@ -0,0 +1,380 @@ +// Copyright 2023 Greptime Team +// +// Licensed 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. + +use std::sync::Arc; + +use arrow_array::{Array, Int64Array, RecordBatch}; +use arrow_schema::{DataType, Field, Schema, SchemaRef}; +use datafusion_common::config::ConfigOptions; +use datafusion_common::stats::Precision; +use datafusion_common::{JoinType, NullEquality, Result, Statistics}; +use datafusion_datasource::memory::MemorySourceConfig; +use datafusion_datasource::source::DataSourceExec; +use datafusion_execution::TaskContext; +use datafusion_physical_expr::expressions::Column; +use datafusion_physical_optimizer::PhysicalOptimizerContext; +use datafusion_physical_optimizer::PhysicalOptimizerRule; +use datafusion_physical_optimizer::join_selection::JoinSelection; +use datafusion_physical_plan::joins::{HashJoinExec, JoinOn, PartitionMode}; +use datafusion_physical_plan::operator_statistics::{ + ExtendedStatistics, StatisticsProvider, StatisticsRegistry, StatisticsResult, +}; +use datafusion_physical_plan::projection::ProjectionExec; +use datafusion_physical_plan::{ExecutionPlan, collect}; + +#[derive(Debug, Clone, Copy)] +enum RowStats { + Absent, + Exact, +} + +#[derive(Debug)] +struct FixtureStatistics { + rows: RowStats, + fact_rows: usize, + dim_rows: usize, +} + +impl StatisticsProvider for FixtureStatistics { + fn compute_statistics( + &self, + plan: &dyn ExecutionPlan, + _children: &[ExtendedStatistics], + ) -> Result { + let Some(source) = plan.downcast_ref::() else { + return Ok(StatisticsResult::Delegate); + }; + if source + .data_source() + .downcast_ref::() + .is_none() + { + return Ok(StatisticsResult::Delegate); + } + let schema = plan.schema(); + let names: Vec<_> = schema.fields().iter().map(|f| f.name().as_str()).collect(); + let rows = if names.contains(&"fact_key") { + self.fact_rows + } else if names.contains(&"dim_key") { + self.dim_rows + } else { + return Ok(StatisticsResult::Delegate); + }; + let stats = match self.rows { + RowStats::Absent => Statistics::new_unknown(&schema), + RowStats::Exact => { + Statistics::new_unknown(&schema).with_num_rows(Precision::Exact(rows)) + } + }; + Ok(StatisticsResult::Computed(ExtendedStatistics::new(stats))) + } +} + +struct Context { + config: ConfigOptions, + registry: StatisticsRegistry, +} + +impl PhysicalOptimizerContext for Context { + fn config_options(&self) -> &ConfigOptions { + &self.config + } + fn statistics_registry(&self) -> Option<&StatisticsRegistry> { + Some(&self.registry) + } +} + +fn source(schema: SchemaRef, columns: Vec>>) -> Result> { + let arrays: Vec> = columns + .into_iter() + .map(|v| Arc::new(Int64Array::from(v)) as _) + .collect(); + let batch = RecordBatch::try_new(Arc::clone(&schema), arrays)?; + Ok(MemorySourceConfig::try_new_exec( + &[vec![batch]], + schema, + None, + )?) +} + +fn schema(key: &str, value: &str) -> SchemaRef { + Arc::new(Schema::new(vec![ + Field::new(key, DataType::Int64, true), + Field::new(value, DataType::Int64, true), + ])) +} + +fn join(fact_first: bool, fact_rows: usize, dim_rows: usize) -> Result> { + let fact = source( + schema("fact_key", "fact_value"), + vec![ + (0..fact_rows) + .map(|i| { + if i % 13 == 0 { + None + } else { + Some((i % 16) as i64) + } + }) + .collect(), + (0..fact_rows) + .map(|i| { + if i % 11 == 0 { + None + } else { + Some((i % 7) as i64) + } + }) + .collect(), + ], + )?; + let dim = source( + schema("dim_key", "dim_weight"), + vec![ + (0..dim_rows) + .map(|i| { + if i % 7 == 0 { + None + } else { + Some((i / 4) as i64) + } + }) + .collect(), + (0..dim_rows) + .map(|i| { + if i % 9 == 0 { + None + } else { + Some((i % 3) as i64) + } + }) + .collect(), + ], + )?; + let (left, right, left_key, right_key) = if fact_first { + (fact, dim, "fact_key", "dim_key") + } else { + (dim, fact, "dim_key", "fact_key") + }; + let on: JoinOn = vec![( + Arc::new(Column::new(left_key, 0)), + Arc::new(Column::new(right_key, 0)), + )]; + let hash = Arc::new(HashJoinExec::try_new( + left, + right, + on, + None, + &JoinType::Inner, + None, + PartitionMode::Auto, + NullEquality::NullEqualsNothing, + false, + )?); + let exprs = ["fact_key", "fact_value", "dim_key", "dim_weight"] + .into_iter() + .map(|name| { + let index = hash.schema().index_of(name)?; + Ok((Arc::new(Column::new(name, index)) as _, name.to_string())) + }) + .collect::>>()?; + Ok(Arc::new(ProjectionExec::try_new(exprs, hash)?)) +} + +fn hash_join(plan: &dyn ExecutionPlan) -> Option<&HashJoinExec> { + if let Some(hash) = plan.downcast_ref::() { + return Some(hash); + } + plan.children() + .into_iter() + .find_map(|child| hash_join(child.as_ref())) +} + +fn fact_build(plan: &Arc) -> bool { + hash_join(plan.as_ref()) + .expect("expected hash join") + .left() + .schema() + .field(0) + .name() + == "fact_key" +} + +type Row = (Option, Option, Option, Option); + +async fn output(plan: Arc) -> Result> { + let batches = collect(plan, Arc::new(TaskContext::default())).await?; + let mut rows = Vec::new(); + for batch in batches { + assert_eq!( + batch + .schema() + .fields() + .iter() + .map(|f| f.name().as_str()) + .collect::>(), + ["fact_key", "fact_value", "dim_key", "dim_weight"] + ); + for i in 0..batch.num_rows() { + let value = |column: usize| -> Option { + let array = batch + .column(column) + .as_any() + .downcast_ref::() + .unwrap(); + (!array.is_null(i)).then(|| array.value(i)) + }; + rows.push((value(0), value(1), value(2), value(3))); + } + } + rows.sort_unstable(); + Ok(rows) +} + +fn oracle(facts: usize, dims: usize) -> Vec { + let fact = (0..facts) + .map(|i| { + ( + if i % 13 == 0 { + None + } else { + Some((i % 16) as i64) + }, + if i % 11 == 0 { + None + } else { + Some((i % 7) as i64) + }, + ) + }) + .collect::>(); + let dim = (0..dims) + .map(|i| { + ( + if i % 7 == 0 { + None + } else { + Some((i / 4) as i64) + }, + if i % 9 == 0 { + None + } else { + Some((i % 3) as i64) + }, + ) + }) + .collect::>(); + let mut rows = Vec::new(); + for (fk, fv) in &fact { + for (dk, dw) in &dim { + if fk.is_some() && fk == dk { + rows.push((*fk, *fv, *dk, *dw)); + } + } + } + rows.sort_unstable(); + rows +} + +fn source_stats( + plan: &dyn ExecutionPlan, + registry: &StatisticsRegistry, +) -> Result> { + let mut sources = Vec::new(); + for child in plan.children() { + sources.extend(source_stats(child.as_ref(), registry)?); + } + if plan.downcast_ref::().is_some() { + sources.push((**registry.compute(plan)?.base_arc()).clone()); + } + Ok(sources) +} + +async fn check_case(fact_first: bool, facts: usize, dims: usize) -> Result<()> { + let mut config = ConfigOptions::default(); + config.optimizer.use_statistics_registry = true; + config.optimizer.join_reordering = true; + config.optimizer.hash_join_single_partition_threshold = 0; + config.optimizer.hash_join_single_partition_threshold_rows = 0; + let original = join(fact_first, facts, dims)?; + let expected = oracle(facts, dims); + for stats_kind in [RowStats::Absent, RowStats::Exact] { + let registry = StatisticsRegistry::with_providers(vec![Arc::new(FixtureStatistics { + rows: stats_kind, + fact_rows: facts, + dim_rows: dims, + })]); + let context = Context { + config: config.clone(), + registry, + }; + let stats = source_stats(original.as_ref(), &context.registry)?; + assert_eq!(stats.len(), 2); + for stat in stats { + assert_eq!(stat.total_byte_size, Precision::Absent); + match stats_kind { + RowStats::Absent => assert_eq!(stat.num_rows, Precision::Absent), + RowStats::Exact => assert!(matches!(stat.num_rows, Precision::Exact(_))), + } + } + let plan = JoinSelection::new().optimize_with_context(Arc::clone(&original), &context)?; + assert_eq!( + hash_join(plan.as_ref()).unwrap().mode, + PartitionMode::Partitioned + ); + let build_is_fact = fact_build(&plan); + assert_eq!( + build_is_fact, + match stats_kind { + RowStats::Absent => fact_first, + RowStats::Exact => facts <= dims, + } + ); + let result = output(plan).await?; + assert_eq!(result, expected); + println!( + "fact={facts} dim={dims} orientation={} stats={stats_kind:?} build={} rows={}", + if fact_first { + "fact-first" + } else { + "dim-first" + }, + if build_is_fact { "fact" } else { "dim" }, + result.len() + ); + } + Ok(()) +} + +async fn run_cases() -> Result<()> { + for (facts, dims) in [(256, 64), (16, 64), (256, 16)] { + check_case(true, facts, dims).await?; + check_case(false, facts, dims).await?; + } + Ok(()) +} + +#[tokio::main] +async fn main() -> Result<()> { + run_cases().await +} + +#[cfg(test)] +mod tests { + #[tokio::test] + async fn absent_to_exact_statistics_change_build_side_and_preserve_bag() + -> datafusion_common::Result<()> { + super::run_cases().await + } +}