james-willis commented on code in PR #1073:
URL: https://github.com/apache/sedona-db/pull/1073#discussion_r3646782383


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rust/sedona-raster-functions/src/footprint.rs:
##########
@@ -0,0 +1,58 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you 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.
+
+//! Raster footprint helpers shared by the raster spatial-predicate kernels and
+//! the optimized raster spatial join.
+//!
+//! A raster's footprint is the convex hull of its four corners in world
+//! coordinates. Because the affine geotransform may include skew/rotation, 
each
+//! corner is computed individually rather than assumed axis-aligned.
+
+use datafusion_common::{DataFusionError, Result};
+use sedona_geometry::wkb_factory::write_wkb_polygon;
+use sedona_raster::affine_transformation::to_world_coordinate;
+use sedona_raster::traits::RasterRef;
+
+/// The four corners of a raster's footprint in world coordinates.
+///
+/// Returned in ring order: upper-left `(0, 0)`, upper-right `(width, 0)`,
+/// lower-right `(width, height)`, lower-left `(0, height)`.
+pub fn raster_footprint_corners(raster: &dyn RasterRef) -> [(f64, f64); 4] {
+    let width = raster.metadata().width();
+    let height = raster.metadata().height();
+
+    [
+        to_world_coordinate(raster, 0, 0),
+        to_world_coordinate(raster, width, 0),
+        to_world_coordinate(raster, width, height),
+        to_world_coordinate(raster, 0, height),
+    ]
+}
+
+/// Write WKB for the convex-hull polygon of the raster footprint.
+///
+/// The ring is the four [`raster_footprint_corners`] closed back to the
+/// upper-left corner. This can be used to build Binary arrays, as the arrow-rs
+/// `BinaryBuilder` implements [`std::io::Write`].
+pub fn write_convexhull_wkb(raster: &dyn RasterRef, out: &mut impl 
std::io::Write) -> Result<()> {

Review Comment:
   done



##########
rust/sedona-spatial-join-raster/src/join_provider.rs:
##########
@@ -0,0 +1,474 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you 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::{builder::BinaryBuilder, Array, ArrayRef, StructArray};
+use datafusion_common::{exec_datafusion_err, JoinType, Result};
+use datafusion_expr::ColumnarValue;
+use sedona_common::{sedona_internal_datafusion_err, sedona_internal_err, 
SpatialJoinOptions};
+use sedona_expr::statistics::GeoStatistics;
+use sedona_geometry::{transform::CrsEngine, wkb_factory::write_wkb_polygon};
+use sedona_proj::transform::with_global_proj_engine;
+use sedona_raster::array::RasterStructArray;
+use sedona_raster::traits::RasterRef;
+use sedona_raster_functions::crs_utils::resolve_crs;
+use sedona_raster_functions::footprint::{raster_footprint_corners, 
write_convexhull_wkb};
+use sedona_schema::{
+    crs::{lnglat, CoordinateReferenceSystem, Crs},
+    datatypes::SedonaType,
+    datatypes::WKB_GEOMETRY,
+};
+use sedona_spatial_join::{
+    index::{spatial_index_builder::SpatialJoinBuildMetrics, 
SpatialIndexBuilder},
+    join_provider::{DefaultSpatialJoinProvider, SpatialJoinProvider},
+    operand_evaluator::{EvaluatedGeometryArray, EvaluatedGeometryArrayFactory},
+    utils::bounds::Bounds2D,
+    SpatialPredicate,
+};
+
+/// [`SpatialJoinProvider`] for raster/geometry spatial joins.
+///
+/// The R-tree index builder and the memory estimate delegate to the default
+/// provider; only the operand evaluator is raster-aware. The factory it 
produces
+/// reprojects raster footprints into `target_crs` (the geometry operand's 
CRS).
+#[derive(Debug)]
+pub(crate) struct RasterJoinProvider {
+    default: DefaultSpatialJoinProvider,
+    target_crs: Crs,
+}
+
+impl RasterJoinProvider {
+    pub(crate) fn new(target_crs: Crs) -> Self {
+        Self {
+            default: DefaultSpatialJoinProvider,
+            target_crs,
+        }
+    }
+}
+
+impl SpatialJoinProvider for RasterJoinProvider {
+    fn try_new_spatial_index_builder(
+        &self,
+        schema: arrow_schema::SchemaRef,
+        spatial_predicate: SpatialPredicate,
+        options: SpatialJoinOptions,
+        join_type: JoinType,
+        probe_threads_count: usize,
+        metrics: SpatialJoinBuildMetrics,
+    ) -> Result<Box<dyn SpatialIndexBuilder>> {
+        // Footprints are ordinary planar WKB polygons, so the default R-tree
+        // builder and WKB refiner apply unchanged.
+        self.default.try_new_spatial_index_builder(
+            schema,
+            spatial_predicate,
+            options,
+            join_type,
+            probe_threads_count,
+            metrics,
+        )
+    }
+
+    fn estimate_extra_memory_usage(
+        &self,
+        geo_stats: &GeoStatistics,
+        spatial_predicate: &SpatialPredicate,
+        options: &SpatialJoinOptions,
+    ) -> usize {
+        self.default
+            .estimate_extra_memory_usage(geo_stats, spatial_predicate, options)
+    }
+
+    fn evaluated_array_factory(&self) -> Arc<dyn 
EvaluatedGeometryArrayFactory> {
+        Arc::new(RasterGeometryArrayFactory {
+            target_crs: self.target_crs.clone(),
+        })
+    }
+}
+
+/// Evaluates the operands of a raster/geometry spatial predicate.
+///
+/// The same factory sees both operands of the join. A raster operand is turned
+/// into its footprint — the convex hull of the raster's four corners
+/// (see [`RasterGeometryArrayFactory::evaluate_raster`]) — and a geometry 
operand
+/// is evaluated with the default planar behavior, since the geometry is 
already
+/// in the target CRS.
+///
+/// Cross-CRS raster footprints are indexed and refined as the convex hull of 
the
+/// raster's four reprojected corners; projection curvature along the edges is 
not
+/// modeled, so for large-extent rasters reprojected between very different 
CRSs
+/// the hull can slightly under-cover the true footprint (rare missed matches 
at
+/// the extreme edges). Same-CRS joins are exact.
+#[derive(Debug)]
+struct RasterGeometryArrayFactory {
+    /// The geometry operand's CRS: the common CRS this join compares in. 
Raster
+    /// footprints are reprojected into it. WGS84 when the geometry operand 
carries
+    /// no CRS — a missing CRS is assumed WGS84 (matching the `RS_*` kernel and
+    /// Sedona Spark), so the CRS-less geometry is compared as-is in a WGS84 
frame.
+    target_crs: Crs,
+}
+
+impl EvaluatedGeometryArrayFactory for RasterGeometryArrayFactory {
+    fn try_new_evaluated_array(
+        &self,
+        geometry_array: ArrayRef,
+        sedona_type: &SedonaType,
+        distance_columnar_value: Option<&ColumnarValue>,
+    ) -> Result<EvaluatedGeometryArray> {
+        // Relation predicates (Intersects/Contains/Within) carry no distance;
+        // this factory is only wired up for those by the raster planner.
+        if distance_columnar_value.is_some() {
+            return sedona_internal_err!(
+                "Raster spatial joins do not support a distance predicate"
+            );
+        }
+
+        match sedona_type {
+            SedonaType::Raster => self.evaluate_raster(geometry_array),
+            // The geometry operand is already in the target CRS, so its 
default
+            // planar evaluation (Cartesian WKB bounds + WKB) is exactly right.
+            _ => EvaluatedGeometryArray::try_new(geometry_array, sedona_type),
+        }
+    }
+}
+
+impl RasterGeometryArrayFactory {
+    /// Evaluate a raster struct array into footprint polygons plus bounding
+    /// rectangles, reprojecting each footprint into the target CRS.
+    fn evaluate_raster(&self, raster_array: ArrayRef) -> 
Result<EvaluatedGeometryArray> {
+        let struct_array = raster_array
+            .as_any()
+            .downcast_ref::<StructArray>()
+            .ok_or_else(|| {
+                sedona_internal_datafusion_err!("Expected StructArray for 
raster operand")
+            })?;
+        let rasters = RasterStructArray::try_new(struct_array)
+            .map_err(|e| exec_datafusion_err!("Failed to read raster array: 
{e}"))?;
+
+        let num_rows = rasters.len();
+        let mut builder = BinaryBuilder::with_capacity(num_rows, num_rows * 
96);
+        let mut rects = Vec::with_capacity(num_rows);
+
+        // A missing CRS on either side is assumed to be WGS84 (matching the 
`RS_*`
+        // kernel and Sedona Spark); resolve it once rather than per row.
+        let lnglat_crs = lnglat();
+        let wgs84 = lnglat_crs.as_deref().expect("lnglat() is always Some");
+
+        with_global_proj_engine(|engine| {
+            for i in 0..num_rows {
+                // A null raster produces a null footprint that never matches.
+                if rasters.is_null(i) {
+                    builder.append_null();
+                    rects.push(Bounds2D::empty());
+                    continue;
+                }
+
+                let raster = rasters
+                    .get(i)
+                    .map_err(|e| exec_datafusion_err!("Failed to read raster 
row {i}: {e}"))?;
+                let rect = self.append_footprint(&raster, wgs84, engine, &mut 
builder)?;
+                rects.push(rect);
+            }
+            Ok(())
+        })?;
+
+        let footprint_array: ArrayRef = Arc::new(builder.finish());
+        EvaluatedGeometryArray::try_new_with_rects(footprint_array, rects, 
&WKB_GEOMETRY)
+    }
+
+    /// Append one raster's footprint WKB to `builder` and return its bounding
+    /// rectangle, reconciling the raster's CRS against the target CRS. 
`wgs84` is
+    /// the WGS84 CRS a missing side is assumed to be.
+    ///
+    /// CRS rules mirror the `RS_*` kernel: a missing CRS on either side is 
assumed
+    /// to be WGS84 (matching Sedona Spark), after which an equal CRS compares
+    /// directly and a genuine CRS difference reprojects the footprint's four
+    /// corners into the target CRS. The footprint is always the convex hull 
of the
+    /// four corners — projection curvature along the edges is not modeled 
(see the
+    /// type-level note on [`RasterGeometryArrayFactory`]).
+    fn append_footprint(
+        &self,
+        raster: &dyn RasterRef,
+        wgs84: &(dyn CoordinateReferenceSystem + Send + Sync),
+        engine: &dyn CrsEngine,
+        builder: &mut BinaryBuilder,
+    ) -> Result<Bounds2D> {
+        let raster_crs = resolve_crs(raster.crs())?;
+        let corners = raster_footprint_corners(raster);
+
+        // Assume WGS84 for whichever side lacks a CRS, then compare in the 
target
+        // frame. Both-absent and same-CRS collapse to a direct comparison.
+        let raster_crs = raster_crs.as_deref().unwrap_or(wgs84);
+        let target_crs = self.target_crs.as_deref().unwrap_or(wgs84);

Review Comment:
   fair enough. done
   



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