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fca41d9
pipnn: add HashPrune candidate merging
SeliMeli Jul 29, 2026
7c295ff
build: configure HashPrune integration
SeliMeli Jul 29, 2026
6b19267
refactor(pipnn): dispatch HashPrune through diskann-wide
SeliMeli Jul 29, 2026
00f7f9a
perf(pipnn): move unique HashPrune rows into adjacency
SeliMeli Jul 29, 2026
1427271
fix(pipnn): validate HashPrune capacity against graph degree
SeliMeli Jul 29, 2026
df3502c
ci: run Miri on HashPrune pointer kernels
SeliMeli Jul 29, 2026
b1e7d4e
refactor(pipnn): scope extraction scratch to Rayon jobs
SeliMeli Jul 29, 2026
ff0b365
fix(pipnn): validate HashPrune hash-space capacity
SeliMeli Jul 29, 2026
d9e7364
perf(pipnn): retain HashPrune sketch scratch capacity
SeliMeli Jul 30, 2026
0265542
docs(pipnn): map HashPrune reservoir flow
SeliMeli Jul 31, 2026
4fd2378
test(pipnn): exercise sketch scratch reuse
SeliMeli Jul 31, 2026
a55463b
test(disk): adapt PiPNN adapter mismatch case
SeliMeli Jul 31, 2026
8a9ac24
fix(pipnn): make HashPrune history independent
SeliMeli Aug 3, 2026
3efef76
docs(pipnn): name point reservoirs
SeliMeli Aug 3, 2026
2aed5d8
refactor(pipnn): finish in-crate HashPrune move
SeliMeli Aug 5, 2026
d88c742
bench(pipnn): add IAI candidate-merge scenarios
SeliMeli Aug 5, 2026
6c8d30e
fix(pipnn): keep HashPrune explicitly opt-in
SeliMeli Aug 6, 2026
dc0aff8
ci(pipnn): gate unsafe pointer boundaries
SeliMeli Aug 6, 2026
0eccc2c
test(pipnn): colocate HashPrune coverage
SeliMeli Aug 6, 2026
e42c2a7
fix(pipnn): satisfy Windows FFI lint
SeliMeli Aug 6, 2026
8b8371c
ci(pipnn): keep one Miri gate
SeliMeli Aug 6, 2026
2668b66
docs(pipnn): make unsafe proofs local
SeliMeli Aug 7, 2026
073095b
refactor(pipnn): remove unused wrapper layers
SeliMeli Aug 7, 2026
a805329
docs(pipnn): simplify HashPrune comments
SeliMeli Aug 7, 2026
aee7f0d
fix(pipnn): reject invalid HashPrune leaf input
SeliMeli Aug 7, 2026
64abc52
refactor(pipnn): return HashPrune ingestion errors
SeliMeli Aug 7, 2026
80cc6e0
docs(pipnn): state core HashPrune contracts
SeliMeli Aug 7, 2026
bc61962
refactor(pipnn): use domain names in HashPrune flow
SeliMeli Aug 7, 2026
c0ff2e8
docs(pipnn): describe HashPrune domain actions
SeliMeli Aug 7, 2026
667600b
refactor(pipnn): inline hash dispatch selection
SeliMeli Aug 10, 2026
e8e01d1
refactor(pipnn): remove dead slab methods
SeliMeli Aug 10, 2026
e223562
test(pipnn): use named leaf width
SeliMeli Aug 10, 2026
2f4fbb1
fix(pipnn): gate trusted adjacency transfer
SeliMeli Aug 10, 2026
866dfa1
test(pipnn): make slab check portable
SeliMeli Aug 10, 2026
8e6fb57
refactor(pipnn): bind hash leaves to leaf metrics
SeliMeli Aug 10, 2026
3735bad
refactor(pipnn): use leaf metric policy in hash path
SeliMeli Aug 11, 2026
fe6c7be
refactor(pipnn): trust HashPrune ingestion
SeliMeli Aug 14, 2026
7453218
fix(pipnn): omit unrankable HashPrune edges
SeliMeli Aug 18, 2026
169740e
perf(pipnn): defer HashPrune edge bitmap
SeliMeli Aug 19, 2026
8cb5ec1
perf(pipnn): reuse HashPrune CSR buffers
SeliMeli Aug 19, 2026
76edf90
refactor(pipnn): apply SIMD schema to HashPrune
SeliMeli Aug 20, 2026
0a86753
test(pipnn): clarify HashPrune contracts
SeliMeli Aug 21, 2026
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30 changes: 30 additions & 0 deletions .github/workflows/ci.yml
Original file line number Diff line number Diff line change
Expand Up @@ -70,6 +70,7 @@ jobs:
- test-workspace
- test-workspace-features
- coverage
- miri-pipnn
- vectorset-clippy
- vectorset-fmt
- vectorset-build
Expand All @@ -93,6 +94,35 @@ jobs:
steps:
- run: exit 0

miri-pipnn:
needs: basics
name: strict-provenance PiPNN kernels
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4

- name: Install Rust nightly with Miri
run: rustup toolchain install nightly --component miri

- uses: Swatinem/rust-cache@v2

- name: Run HashPrune pointer boundaries
env:
MIRIFLAGS: -Zmiri-disable-isolation -Zmiri-strict-provenance
run: |
cargo +nightly miri test --locked -p diskann --features pipnn --lib \
graph::pipnn::hash_prune::tests::find_hash_handles_padded_boundaries_and_all_bit_patterns \
-- --exact
cargo +nightly miri test --locked -p diskann --features pipnn --lib \
graph::pipnn::hash_prune::tests::relative_hash_matches_numeric_reference \
-- --exact
cargo +nightly miri test --locked -p diskann --features pipnn --lib \
graph::pipnn::hash_prune::tests::full_reservoir_evicts_the_farthest_candidate \
-- --exact
cargo +nightly miri test --locked -p diskann --features pipnn --lib \
graph::pipnn::hash_prune::tests::hot_slot_contention_serializes_state_mutation \
-- --exact

fmt:
name: format check
runs-on: ubuntu-latest
Expand Down
2 changes: 2 additions & 0 deletions Cargo.lock

Some generated files are not rendered by default. Learn more about how customized files appear on GitHub.

5 changes: 4 additions & 1 deletion diskann-benchmark/src/index/build.rs
Original file line number Diff line number Diff line change
Expand Up @@ -142,12 +142,15 @@ where

let started = std::time::Instant::now();
let adjacency = {
let context = diskann::graph::pipnn::PiPNNBuildContext::new(
let mut context = diskann::graph::pipnn::PiPNNBuildContext::new(
parameters.into(),
&graph,
metric,
&pool,
)?;
if let Some(hash_prune) = &parameters.hash_prune {
context = context.with_hash_prune(hash_prune.into())?;
}
diskann::graph::pipnn::build_graph(data.as_view(), &context)?
};
let start_points = input
Expand Down
12 changes: 8 additions & 4 deletions diskann-disk/src/build/builder/build.rs
Original file line number Diff line number Diff line change
Expand Up @@ -77,8 +77,12 @@ where
index_writer: DiskIndexWriter,
) -> ANNResult<Self> {
#[cfg(feature = "pipnn")]
if let Some(config) = disk_build_param.pipnn_config() {
config.validate()?;
if let Some(parameters) = disk_build_param.pipnn_parameters() {
diskann::graph::pipnn::PiPNNConfig::from(parameters).validate()?;
if let Some(hash_prune) = &parameters.hash_prune {
diskann::graph::pipnn::HashPruneConfig::from(hash_prune)
.validate_for_degree(index_configuration.config.pruned_degree().get())?;
}
}

let pq_storage = PQStorage::new(
Expand Down Expand Up @@ -182,8 +186,8 @@ where

async fn build_graph(&mut self, pool: RayonThreadPoolRef<'_>) -> ANNResult<()> {
#[cfg(feature = "pipnn")]
if let Some(config) = self.disk_build_param.pipnn_config() {
return pipnn::build_graph(self, pool, config);
if let Some(parameters) = self.disk_build_param.pipnn_parameters().cloned() {
return pipnn::build_graph(self, pool, &parameters);
}

match determine_build_strategy::<Data>(
Expand Down
48 changes: 41 additions & 7 deletions diskann-disk/src/build/builder/build/pipnn.rs
Original file line number Diff line number Diff line change
Expand Up @@ -11,7 +11,7 @@
//!
//! PiPNN and Vamana use the same disk graph format.

use diskann::graph::pipnn::{PiPNNBuildContext, PiPNNConfig};
use diskann::graph::pipnn::PiPNNBuildContext;
use diskann::{utils::VectorRepr, ANNError, ANNResult};
use diskann_providers::{
storage::{save_adjacency_graph, StorageReadProvider, StorageWriteProvider},
Expand All @@ -20,13 +20,13 @@ use diskann_providers::{
use diskann_utils::io::{read_bin, Metadata};

use super::{u32_try_from, DiskIndexBuilder};
use crate::data_model::GraphDataType;
use crate::{data_model::GraphDataType, PiPNNParameters};

/// Build PiPNN adjacency and persist it through the canonical disk graph writer.
pub(super) fn build_graph<Data, StorageProvider>(
builder: &DiskIndexBuilder<'_, Data, StorageProvider>,
pool: RayonThreadPoolRef<'_>,
config: PiPNNConfig,
parameters: &PiPNNParameters,
) -> ANNResult<()>
where
Data: GraphDataType<VectorIdType = u32>,
Expand Down Expand Up @@ -55,12 +55,15 @@ where
// supplied Rayon pool.
let data =
read_bin::<Data::VectorDataType>(&mut builder.storage_provider.open_reader(&data_path)?)?;
let context = PiPNNBuildContext::new(
config,
let mut context = PiPNNBuildContext::new(
parameters.into(),
&builder.index_configuration.config,
builder.index_configuration.dist_metric,
pool.as_rayon(),
)?;
if let Some(hash_prune) = &parameters.hash_prune {
context = context.with_hash_prune(hash_prune.into())?;
}
let adjacency = diskann::graph::pipnn::build_graph(data.as_view(), &context)?;

// The disk header requires a start point. Use the same sampled medoid policy
Expand Down Expand Up @@ -116,6 +119,7 @@ mod tests {
fanout: vec![10, 3],
k: 2,
replicas: 1,
hash_prune: Some(crate::HashPruneParameters::default()),
}
}

Expand Down Expand Up @@ -199,7 +203,7 @@ mod tests {
let builder = builder(&storage, 3, 8, 1.0, 1.2, parameters.clone());
let pool = create_thread_pool(1).unwrap();

let error = super::build_graph(&builder, pool.as_ref(), (&parameters).into()).unwrap_err();
let error = super::build_graph(&builder, pool.as_ref(), &parameters).unwrap_err();
assert!(format!("{error:?}").contains("configured point count 3"));
assert!(!storage.exists(&builder.index_writer.get_mem_index_file()));
}
Expand All @@ -213,7 +217,7 @@ mod tests {
let builder = builder(&storage, points, dimensions, 1.0, 1.2, parameters.clone());
let pool = create_thread_pool(1).unwrap();

super::build_graph(&builder, pool.as_ref(), (&parameters).into()).unwrap();
super::build_graph(&builder, pool.as_ref(), &parameters).unwrap();

let mut header = [0_u8; 24];
std::io::Read::read_exact(
Expand Down Expand Up @@ -274,4 +278,34 @@ mod tests {

assert!(format!("{error:?}").contains("c_max must be greater than zero"));
}

#[test]
fn builder_rejects_hash_prune_capacity_before_quantizer_artifacts() {
let storage = VirtualStorageProvider::new_memory();
let parameters = PiPNNParameters {
hash_prune: Some(crate::HashPruneParameters {
num_hash_planes: 12,
l_max: 16,
final_prune: true,
}),
..PiPNNParameters::default()
};
let params = DiskIndexBuildParameters::new_pipnn(
MemoryBudget::try_from_gb(1.0).unwrap(),
NumPQChunks::new_with(1, 1).unwrap(),
parameters,
);
let config = IndexConfiguration::new(Metric::L2, 1, 1, ONE, 1, graph_config(32, 1.2));
let writer =
DiskIndexWriter::new("/data.fbin".into(), "/index".into(), None, 4096).unwrap();

let error = match DiskIndexBuilder::<AdHoc<f32>, _>::new(&storage, params, config, writer) {
Ok(_) => panic!("HashPrune capacity below graph degree must be rejected"),
Err(error) => error,
};

assert!(format!("{error:?}").contains("must be at least the graph degree (32)"));
assert!(!storage.exists("/index_pq_pivots.bin"));
assert!(!storage.exists("/index_pq_compressed.bin"));
}
}
47 changes: 47 additions & 0 deletions diskann-disk/src/build/configuration/build_algorithm.rs
Original file line number Diff line number Diff line change
Expand Up @@ -29,6 +29,43 @@ pub struct PiPNNParameters {
pub k: usize,
/// Number of independent partition passes.
pub replicas: usize,
/// HashPrune policy. `None` keeps all unique direct candidates.
pub hash_prune: Option<HashPruneParameters>,
}

/// HashPrune parameters in the JSON build configuration.
#[cfg(feature = "pipnn")]
#[derive(Debug, Clone, PartialEq, Serialize, Deserialize)]
#[serde(default, deny_unknown_fields)]
pub struct HashPruneParameters {
/// Number of random-hyperplane sketch dimensions.
pub num_hash_planes: usize,
/// Maximum number of candidates retained per point.
pub l_max: usize,
/// Apply Vamana RobustPrune after reservoir extraction.
pub final_prune: bool,
}

#[cfg(feature = "pipnn")]
impl Default for HashPruneParameters {
fn default() -> Self {
Self {
num_hash_planes: 12,
l_max: 64,
final_prune: true,
}
}
}

#[cfg(feature = "pipnn")]
impl From<&HashPruneParameters> for diskann::graph::pipnn::HashPruneConfig {
fn from(config: &HashPruneParameters) -> Self {
Self {
num_hash_planes: config.num_hash_planes,
l_max: config.l_max,
final_prune: config.final_prune,
}
}
}

#[cfg(feature = "pipnn")]
Expand All @@ -41,6 +78,7 @@ impl Default for PiPNNParameters {
fanout: vec![8, 3],
k: 2,
replicas: 1,
hash_prune: None,
}
}
}
Expand Down Expand Up @@ -116,6 +154,15 @@ mod tests {
assert_eq!(config.fanout, [10, 3]);
assert_eq!(config.k, 3);
assert_eq!(config.replicas, 1);
assert_eq!(config.hash_prune, None);

let explicit: BuildAlgorithm =
serde_json::from_str(r#"{"algorithm":"PiPNN","hash_prune":{}}"#).unwrap();
let BuildAlgorithm::PiPNN(explicit) = explicit else {
panic!("expected PiPNN");
};
assert_eq!(explicit.hash_prune, Some(HashPruneParameters::default()));

assert!(
serde_json::from_str::<BuildAlgorithm>(r#"{"algorithm":"PiPNN","l_max":72}"#).is_err()
);
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -198,9 +198,9 @@ impl DiskIndexBuildParameters {
}

#[cfg(feature = "pipnn")]
pub(crate) fn pipnn_config(&self) -> Option<diskann::graph::pipnn::PiPNNConfig> {
pub(crate) fn pipnn_parameters(&self) -> Option<&PiPNNParameters> {
match &self.build_algorithm {
BuildAlgorithm::PiPNN(config) => Some(config.into()),
BuildAlgorithm::PiPNN(config) => Some(config),
BuildAlgorithm::Vamana => None,
}
}
Expand Down
2 changes: 1 addition & 1 deletion diskann-disk/src/build/configuration/mod.rs
Original file line number Diff line number Diff line change
Expand Up @@ -5,7 +5,7 @@
pub mod build_algorithm;
pub use build_algorithm::BuildAlgorithm;
#[cfg(feature = "pipnn")]
pub use build_algorithm::PiPNNParameters;
pub use build_algorithm::{HashPruneParameters, PiPNNParameters};

pub mod disk_index_build_parameter;
pub use disk_index_build_parameter::{DiskIndexBuildParameters, MemoryBudget, NumPQChunks};
Expand Down
4 changes: 2 additions & 2 deletions diskann-disk/src/build/mod.rs
Original file line number Diff line number Diff line change
Expand Up @@ -12,9 +12,9 @@ pub mod builder;
pub mod configuration;

// Re-export key types for convenience
#[cfg(feature = "pipnn")]
pub use configuration::PiPNNParameters;
pub use configuration::{
disk_index_build_parameter, filter_parameter, BuildAlgorithm, DiskIndexBuildParameters,
QuantizationType,
};
#[cfg(feature = "pipnn")]
pub use configuration::{HashPruneParameters, PiPNNParameters};
4 changes: 2 additions & 2 deletions diskann-disk/src/lib.rs
Original file line number Diff line number Diff line change
Expand Up @@ -14,12 +14,12 @@ pub(crate) mod test_utils;
pub mod error;

pub mod build;
#[cfg(feature = "pipnn")]
pub use build::PiPNNParameters;
pub use build::{
disk_index_build_parameter, filter_parameter, BuildAlgorithm, DiskIndexBuildParameters,
QuantizationType,
};
#[cfg(feature = "pipnn")]
pub use build::{HashPruneParameters, PiPNNParameters};

pub mod data_model;
pub mod search;
Expand Down
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