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75 changes: 56 additions & 19 deletions datafusion/physical-plan/src/operator_statistics/mod.rs
Original file line number Diff line number Diff line change
Expand Up @@ -62,19 +62,51 @@
//!
//! # Example
//!
//! ```ignore
//! use datafusion_physical_plan::operator_statistics::*;
//! ```
//! # use std::sync::Arc;
//! # use arrow::datatypes::Schema;
//! # use datafusion_common::stats::Precision;
//! # use datafusion_common::{Result, Statistics};
//! # use datafusion_physical_plan::ExecutionPlan;
//! # use datafusion_physical_plan::operator_statistics::{
//! # ExtendedStatistics, StatisticsProvider, StatisticsRegistry, StatisticsResult,
//! # };
//! # use datafusion_physical_plan::statistics::{StatisticsArgs, StatisticsContext};
//! # use datafusion_physical_plan::test::exec::StatisticsExec;
//!
//! // Create an empty registry
//! let mut registry = StatisticsRegistry::new();
//! #[derive(Debug)]
//! struct MyProvider;
//!
//! impl StatisticsProvider for MyProvider {
//! fn matches(&self, plan: &dyn ExecutionPlan) -> bool {
//! plan.downcast_ref::<StatisticsExec>().is_some()
//! }
//!
//! // Register custom provider (higher priority)
//! registry.register(Arc::new(MyHistogramProvider));
//! fn compute_statistics(
//! &self,
//! plan: &dyn ExecutionPlan,
//! _child_stats: &[ExtendedStatistics],
//! ) -> Result<StatisticsResult> {
//! let base = plan.statistics_from_inputs(&[], &StatisticsArgs::new())?;
//! Ok(StatisticsResult::Computed(ExtendedStatistics::new_arc(base)))
//! }
//! }
//!
//! let plan = StatisticsExec::new(Statistics::new_unknown(&Schema::empty()), Schema::empty());
//!
//! let mut registry = StatisticsRegistry::new();
//! registry.register(Arc::new(MyProvider));
//!
//! // Compute statistics through the chain
//! let stats = StatisticsContext::new_with_registry(registry)
//! .compute_extended(plan.as_ref(), &StatisticsArgs::new())?;
//! .compute_extended(&plan, &StatisticsArgs::new())?;
//! assert_eq!(stats.base().num_rows, Precision::Absent);
//! # Ok::<(), datafusion_common::DataFusionError>(())
//! ```
//!
//! See [`StatisticsContext::compute_extended`] for an example that also
//! attaches a custom extension to the computed statistics.
//!
//! [`StatisticsContext::compute_extended`]: crate::statistics::StatisticsContext::compute_extended

use std::fmt::{self, Debug};
use std::sync::Arc;
Expand Down Expand Up @@ -104,21 +136,26 @@ use crate::union::UnionExec;
///
/// # Example
///
/// ```ignore
/// // Define a custom statistics extension
/// ```
/// # use arrow::datatypes::Schema;
/// # use datafusion_common::Statistics;
/// # use datafusion_physical_plan::operator_statistics::ExtendedStatistics;
///
/// // Pearson correlation between two columns, identified by schema index.
/// #[derive(Debug, Clone)]
/// struct HistogramStats {
/// buckets: Vec<(i64, i64, usize)>, // (min, max, count)
/// struct ColumnCorrelation {
/// columns: (usize, usize),
/// coefficient: f64,
/// }
///
/// // Set extension in a planner
/// let mut stats = ExtendedStatistics::from(base_stats);
/// stats.set_extension(HistogramStats { buckets: vec![] });
/// let mut stats = ExtendedStatistics::from(Statistics::new_unknown(&Schema::empty()));
/// stats.set_extension(ColumnCorrelation {
/// columns: (0, 1),
/// coefficient: 0.92,
/// });
///
/// // Retrieve in a consumer
/// if let Some(hist) = stats.get_extension::<HistogramStats>() {
/// // Use histogram for better estimation
/// }
/// let correlation = stats.get_extension::<ColumnCorrelation>().unwrap();
/// assert_eq!(correlation.coefficient, 0.92);
/// ```
#[derive(Debug, Clone, Default)]
pub struct ExtendedStatistics {
Expand Down
68 changes: 68 additions & 0 deletions datafusion/physical-plan/src/statistics.rs
Original file line number Diff line number Diff line change
Expand Up @@ -307,6 +307,74 @@ impl StatisticsContext {
/// for how extensions propagate up the tree). As with [`Self::compute`],
/// the root is not memoized and must be a standalone plan node; see
/// [`Self::compute_extended_arc`].
///
/// # Example
///
/// ```
/// # use std::sync::Arc;
/// # use arrow::datatypes::{DataType, Field, Schema};
/// # use datafusion_common::{ColumnStatistics, Result, Statistics};
/// # use datafusion_common::stats::Precision;
/// # use datafusion_physical_plan::ExecutionPlan;
/// # use datafusion_physical_plan::operator_statistics::{
/// # ExtendedStatistics, StatisticsProvider, StatisticsRegistry, StatisticsResult,
/// # };
/// # use datafusion_physical_plan::statistics::{StatisticsArgs, StatisticsContext};
/// # use datafusion_physical_plan::test::exec::StatisticsExec;
///
/// // Pearson correlation between two columns, identified by schema index.
/// #[derive(Debug, Clone)]
/// struct ColumnCorrelation {
/// columns: (usize, usize),
/// coefficient: f64,
/// }
///
/// #[derive(Debug)]
/// struct CorrelationProvider;
///
/// impl StatisticsProvider for CorrelationProvider {
/// fn matches(&self, plan: &dyn ExecutionPlan) -> bool {
/// plan.downcast_ref::<StatisticsExec>().is_some()
/// }
///
/// fn compute_statistics(
/// &self,
/// plan: &dyn ExecutionPlan,
/// _child_stats: &[ExtendedStatistics],
/// ) -> Result<StatisticsResult> {
/// let base = plan.statistics_from_inputs(&[], &StatisticsArgs::new())?;
/// let mut extended = ExtendedStatistics::new_arc(base);
/// extended.set_extension(ColumnCorrelation {
/// columns: (0, 1),
/// coefficient: 0.92,
/// });
/// Ok(StatisticsResult::Computed(extended))
/// }
/// }
///
/// let schema = Schema::new(vec![
/// Field::new("city", DataType::Utf8, false),
/// Field::new("zip_code", DataType::Utf8, false),
/// ]);
/// let stats = Statistics {
/// num_rows: Precision::Exact(1000),
/// total_byte_size: Precision::Absent,
/// column_statistics: vec![ColumnStatistics::new_unknown(); 2],
/// };
/// let plan = StatisticsExec::new(stats, schema);
///
/// let mut registry = StatisticsRegistry::new();
/// registry.register(Arc::new(CorrelationProvider));
/// let context = StatisticsContext::new_with_registry(registry);
///
/// let extended = context.compute_extended(&plan, &StatisticsArgs::new())?;
/// assert_eq!(extended.base().num_rows, Precision::Exact(1000));
///
Comment thread
asolimando marked this conversation as resolved.
/// let correlation = extended.get_extension::<ColumnCorrelation>().unwrap();
/// assert_eq!(correlation.columns, (0, 1));
/// assert_eq!(correlation.coefficient, 0.92);
/// # Ok::<(), datafusion_common::DataFusionError>(())
/// ```
pub fn compute_extended(
&self,
plan: &dyn ExecutionPlan,
Expand Down
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