diff --git a/Cargo.lock b/Cargo.lock
index 62d7b79..73ec150 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -77,6 +77,15 @@ version = "1.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ace50bade8e6234aa140d9a2f552bbee1db4d353f69b8217bc503490fc1a9f26"
 
+[[package]]
+name = "bincode"
+version = "1.3.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b1f45e9417d87227c7a56d22e471c6206462cba514c7590c09aff4cf6d1ddcad"
+dependencies = [
+ "serde",
+]
+
 [[package]]
 name = "bindgen"
 version = "0.70.1"
@@ -1513,6 +1522,7 @@ name = "vchord"
 version = "0.0.0"
 dependencies = [
  "algorithm",
+ "bincode",
  "distance",
  "half 2.4.1",
  "k_means",
diff --git a/Cargo.toml b/Cargo.toml
index 55cf4c2..40dfd5a 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -27,6 +27,7 @@ random_orthogonal_matrix = { path = "./crates/random_orthogonal_matrix" }
 simd = { path = "./crates/simd" }
 vector = { path = "./crates/vector" }
 
+bincode = "1.3.3"
 half.workspace = true
 paste = "1"
 pgrx = { version = "=0.12.9", default-features = false, features = ["cshim"] }
diff --git a/crates/algorithm/src/cache.rs b/crates/algorithm/src/cache.rs
new file mode 100644
index 0000000..0405708
--- /dev/null
+++ b/crates/algorithm/src/cache.rs
@@ -0,0 +1,51 @@
+use crate::pipe::Pipe;
+use crate::tuples::{H1Tuple, H1TupleReader, MetaTuple, read_tuple};
+use crate::{Page, RelationRead};
+
+pub fn cache(index: impl RelationRead) -> Vec<u32> {
+    let mut trace = Vec::<u32>::new();
+    let mut read = |id| {
+        let result = index.read(id);
+        trace.push(id);
+        result
+    };
+    let meta_guard = read(0);
+    let meta_tuple = meta_guard.get(1).unwrap().pipe(read_tuple::<MetaTuple>);
+    let height_of_root = meta_tuple.height_of_root();
+    let root_first = meta_tuple.root_first();
+    drop(meta_guard);
+    type State = Vec<u32>;
+    let mut state: State = vec![root_first];
+    let mut step = |state: State| {
+        let mut results = Vec::new();
+        for first in state {
+            let mut current = first;
+            while current != u32::MAX {
+                let h1_guard = read(current);
+                for i in 1..=h1_guard.len() {
+                    let h1_tuple = h1_guard
+                        .get(i)
+                        .expect("data corruption")
+                        .pipe(read_tuple::<H1Tuple>);
+                    match h1_tuple {
+                        H1TupleReader::_0(h1_tuple) => {
+                            for first in h1_tuple.first().iter().copied() {
+                                results.push(first);
+                            }
+                        }
+                        H1TupleReader::_1(_) => (),
+                    }
+                }
+                current = h1_guard.get_opaque().next;
+            }
+        }
+        results
+    };
+    for _ in (1..height_of_root).rev() {
+        state = step(state);
+    }
+    for first in state {
+        let _ = read(first);
+    }
+    trace
+}
diff --git a/crates/algorithm/src/lib.rs b/crates/algorithm/src/lib.rs
index dccc459..171365a 100644
--- a/crates/algorithm/src/lib.rs
+++ b/crates/algorithm/src/lib.rs
@@ -5,6 +5,7 @@
 
 mod build;
 mod bulkdelete;
+mod cache;
 mod freepages;
 mod insert;
 mod maintain;
@@ -20,6 +21,7 @@ pub mod types;
 
 pub use build::build;
 pub use bulkdelete::bulkdelete;
+pub use cache::cache;
 pub use insert::insert;
 pub use maintain::maintain;
 pub use prewarm::prewarm;
diff --git a/src/index/am/am_build.rs b/src/index/am/am_build.rs
index e7d6558..55b9eba 100644
--- a/src/index/am/am_build.rs
+++ b/src/index/am/am_build.rs
@@ -2,14 +2,17 @@ use crate::datatype::typmod::Typmod;
 use crate::index::am::{Reloption, ctid_to_pointer};
 use crate::index::opclass::{Opfamily, opfamily};
 use crate::index::projection::RandomProject;
-use crate::index::storage::PostgresRelation;
+use crate::index::storage::{PostgresPage, PostgresRelation};
 use algorithm::operator::{Dot, L2, Op, Vector};
 use algorithm::types::*;
+use algorithm::{PageGuard, RelationRead, RelationWrite};
 use half::f16;
 use pgrx::pg_sys::Datum;
 use rand::Rng;
 use simd::Floating;
+use std::collections::HashMap;
 use std::num::NonZeroU64;
+use std::ops::Deref;
 use std::sync::Arc;
 use vector::vect::VectOwned;
 use vector::{VectorBorrowed, VectorOwned};
@@ -208,9 +211,24 @@ pub unsafe extern "C" fn ambuild(
             map_structures(structures, |x| InternalBuild::build_from_vecf32(&x)),
         ),
     }
-    if let Some(leader) =
-        unsafe { VchordrqLeader::enter(heap_relation, index_relation, (*index_info).ii_Concurrent) }
-    {
+    let cache = {
+        let trace = algorithm::cache(index.clone());
+        let mut dir = HashMap::<u32, usize>::new();
+        let mut pages = Vec::<Box<PostgresPage>>::new();
+        for i in trace {
+            dir.insert(i, pages.len());
+            pages.push(index.read(i).clone_into_boxed());
+        }
+        (dir, pages)
+    };
+    if let Some(leader) = unsafe {
+        VchordrqLeader::enter(
+            heap_relation,
+            index_relation,
+            (*index_info).ii_Concurrent,
+            &cache,
+        )
+    } {
         unsafe {
             parallel_build(
                 index_relation,
@@ -219,6 +237,8 @@ pub unsafe extern "C" fn ambuild(
                 leader.tablescandesc,
                 leader.vchordrqshared,
                 Some(reporter),
+                &*leader.cache_0,
+                &*leader.cache_1,
             );
             leader.wait();
             let nparticipants = leader.nparticipants;
@@ -312,6 +332,8 @@ struct VchordrqShared {
     heaprelid: pgrx::pg_sys::Oid,
     indexrelid: pgrx::pg_sys::Oid,
     isconcurrent: bool,
+    est_cache_0: usize,
+    est_cache_1: usize,
 
     /* Worker progress */
     workersdonecv: pgrx::pg_sys::ConditionVariable,
@@ -338,6 +360,8 @@ struct VchordrqLeader {
     vchordrqshared: *mut VchordrqShared,
     tablescandesc: *mut pgrx::pg_sys::ParallelTableScanDescData,
     snapshot: pgrx::pg_sys::Snapshot,
+    cache_0: *const [u8],
+    cache_1: *const [u8],
 }
 
 impl VchordrqLeader {
@@ -345,7 +369,10 @@ impl VchordrqLeader {
         heap_relation: pgrx::pg_sys::Relation,
         index_relation: pgrx::pg_sys::Relation,
         isconcurrent: bool,
+        cache: &(HashMap<u32, usize>, Vec<Box<PostgresPage>>),
     ) -> Option<Self> {
+        let cache_mapping: Vec<u8> = bincode::serialize(&cache.0).unwrap();
+
         unsafe fn compute_parallel_workers(
             heap_relation: pgrx::pg_sys::Relation,
             index_relation: pgrx::pg_sys::Relation,
@@ -402,6 +429,8 @@ impl VchordrqLeader {
         }
         let est_tablescandesc =
             unsafe { pgrx::pg_sys::table_parallelscan_estimate(heap_relation, snapshot) };
+        let est_cache_0 = cache_mapping.len();
+        let est_cache_1 = cache.1.len() * size_of::<PostgresPage>();
         unsafe {
             estimate_chunk(&mut (*pcxt).estimator, size_of::<VchordrqShared>());
             estimate_keys(&mut (*pcxt).estimator, 1);
@@ -433,6 +462,8 @@ impl VchordrqLeader {
                 mutex: std::mem::zeroed(),
                 nparticipantsdone: 0,
                 indtuples: 0,
+                est_cache_0,
+                est_cache_1,
             });
             pgrx::pg_sys::ConditionVariableInit(&raw mut (*vchordrqshared).workersdonecv);
             pgrx::pg_sys::SpinLockInit(&raw mut (*vchordrqshared).mutex);
@@ -446,9 +477,29 @@ impl VchordrqLeader {
             tablescandesc
         };
 
+        let cache_0 = unsafe {
+            let cache_0 = pgrx::pg_sys::shm_toc_allocate((*pcxt).toc, est_cache_0).cast::<u8>();
+            std::ptr::copy(cache_mapping.as_ptr(), cache_0, est_cache_0);
+            core::ptr::slice_from_raw_parts(cache_0, est_cache_0)
+        };
+
+        let cache_1 = unsafe {
+            let cache_1 = pgrx::pg_sys::shm_toc_allocate((*pcxt).toc, est_cache_1).cast::<u8>();
+            for i in 0..cache.1.len() {
+                std::ptr::copy(
+                    (cache.1[i].deref() as *const PostgresPage).cast::<u8>(),
+                    cache_1.cast::<PostgresPage>().add(i).cast(),
+                    size_of::<PostgresPage>(),
+                );
+            }
+            core::ptr::slice_from_raw_parts(cache_1, est_cache_1)
+        };
+
         unsafe {
             pgrx::pg_sys::shm_toc_insert((*pcxt).toc, 0xA000000000000001, vchordrqshared.cast());
             pgrx::pg_sys::shm_toc_insert((*pcxt).toc, 0xA000000000000002, tablescandesc.cast());
+            pgrx::pg_sys::shm_toc_insert((*pcxt).toc, 0xA000000000000003, cache_0 as _);
+            pgrx::pg_sys::shm_toc_insert((*pcxt).toc, 0xA000000000000004, cache_1 as _);
         }
 
         unsafe {
@@ -474,6 +525,8 @@ impl VchordrqLeader {
             nparticipants: nworkers_launched + 1,
             vchordrqshared,
             tablescandesc,
+            cache_0,
+            cache_1,
             snapshot,
         })
     }
@@ -513,6 +566,18 @@ pub unsafe extern "C" fn vchordrq_parallel_build_main(
         pgrx::pg_sys::shm_toc_lookup(toc, 0xA000000000000002, false)
             .cast::<pgrx::pg_sys::ParallelTableScanDescData>()
     };
+    let cache_0 = unsafe {
+        std::slice::from_raw_parts(
+            pgrx::pg_sys::shm_toc_lookup(toc, 0xA000000000000003, false).cast::<u8>(),
+            (*vchordrqshared).est_cache_0,
+        )
+    };
+    let cache_1 = unsafe {
+        std::slice::from_raw_parts(
+            pgrx::pg_sys::shm_toc_lookup(toc, 0xA000000000000004, false).cast::<u8>(),
+            (*vchordrqshared).est_cache_1,
+        )
+    };
     let heap_lockmode;
     let index_lockmode;
     if unsafe { !(*vchordrqshared).isconcurrent } {
@@ -530,7 +595,16 @@ pub unsafe extern "C" fn vchordrq_parallel_build_main(
     }
 
     unsafe {
-        parallel_build(index, heap, index_info, tablescandesc, vchordrqshared, None);
+        parallel_build(
+            index,
+            heap,
+            index_info,
+            tablescandesc,
+            vchordrqshared,
+            None,
+            cache_0,
+            cache_1,
+        );
     }
 
     unsafe {
@@ -546,8 +620,24 @@ unsafe fn parallel_build(
     tablescandesc: *mut pgrx::pg_sys::ParallelTableScanDescData,
     vchordrqshared: *mut VchordrqShared,
     mut reporter: Option<PostgresReporter>,
+    cache_0: &[u8],
+    cache_1: &[u8],
 ) {
     let index = unsafe { PostgresRelation::new(index_relation) };
+    let index = CachingRelation {
+        cache: {
+            let cache_0: HashMap<u32, usize> = bincode::deserialize(cache_0).unwrap();
+            assert!(cache_1.len() % size_of::<PostgresPage>() == 0);
+            let n = cache_1.len() / size_of::<PostgresPage>();
+            let cache_1 = unsafe {
+                (0..n)
+                    .map(|i| &*cache_1.as_ptr().cast::<PostgresPage>().add(i))
+                    .collect::<Vec<&PostgresPage>>()
+            };
+            &(cache_0, cache_1)
+        },
+        relation: index,
+    };
 
     let scan = unsafe { pgrx::pg_sys::table_beginscan_parallel(heap_relation, tablescandesc) };
     let opfamily = unsafe { opfamily(index_relation) };
@@ -948,3 +1038,78 @@ impl InternalBuild for VectOwned<f16> {
         Self::new(f16::vector_from_f32(x))
     }
 }
+
+struct CachingRelation<'a, R: RelationRead> {
+    cache: &'a (HashMap<u32, usize>, Vec<&'a R::Page>),
+    relation: R,
+}
+
+impl<R: RelationRead> Clone for CachingRelation<'_, R> {
+    fn clone(&self) -> Self {
+        Self {
+            cache: self.cache,
+            relation: self.relation.clone(),
+        }
+    }
+}
+
+enum CachingRelationReadGuard<'a, G: Deref> {
+    Wrapping(G),
+    Cached(u32, &'a G::Target),
+}
+
+impl<G: PageGuard + Deref> PageGuard for CachingRelationReadGuard<'_, G> {
+    fn id(&self) -> u32 {
+        match self {
+            CachingRelationReadGuard::Wrapping(x) => x.id(),
+            CachingRelationReadGuard::Cached(id, _) => *id,
+        }
+    }
+}
+
+impl<G: Deref> Deref for CachingRelationReadGuard<'_, G> {
+    type Target = G::Target;
+
+    fn deref(&self) -> &Self::Target {
+        match self {
+            CachingRelationReadGuard::Wrapping(x) => x,
+            CachingRelationReadGuard::Cached(_, page) => page,
+        }
+    }
+}
+
+impl<R: RelationRead> RelationRead for CachingRelation<'_, R> {
+    type Page = R::Page;
+
+    type ReadGuard<'a>
+        = CachingRelationReadGuard<'a, R::ReadGuard<'a>>
+    where
+        Self: 'a;
+
+    fn read(&self, id: u32) -> Self::ReadGuard<'_> {
+        if let Some(&x) = self.cache.0.get(&id) {
+            CachingRelationReadGuard::Cached(id, self.cache.1[x])
+        } else {
+            CachingRelationReadGuard::Wrapping(self.relation.read(id))
+        }
+    }
+}
+
+impl<R: RelationWrite> RelationWrite for CachingRelation<'_, R> {
+    type WriteGuard<'a>
+        = R::WriteGuard<'a>
+    where
+        Self: 'a;
+
+    fn write(&self, id: u32, tracking_freespace: bool) -> Self::WriteGuard<'_> {
+        self.relation.write(id, tracking_freespace)
+    }
+
+    fn extend(&self, tracking_freespace: bool) -> Self::WriteGuard<'_> {
+        self.relation.extend(tracking_freespace)
+    }
+
+    fn search(&self, freespace: usize) -> Option<Self::WriteGuard<'_>> {
+        self.relation.search(freespace)
+    }
+}
diff --git a/src/index/storage.rs b/src/index/storage.rs
index a190ac0..8ac1c64 100644
--- a/src/index/storage.rs
+++ b/src/index/storage.rs
@@ -42,6 +42,13 @@ impl PostgresPage {
         assert_eq!(offset_of!(Self, opaque), this.header.pd_special as usize);
         this
     }
+    pub fn clone_into_boxed(&self) -> Box<Self> {
+        let mut result = Box::new_uninit();
+        unsafe {
+            std::ptr::copy(self as *const Self, result.as_mut_ptr(), 1);
+            result.assume_init()
+        }
+    }
 }
 
 impl Page for PostgresPage {