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#![allow(clippy::unwrap_used, clippy::expect_used)]
// The bulk of this file targets the serde (JSON) persistence path.
// The segment-binary tests further below require `persistence` too.
#![cfg(all(feature = "hnsw", feature = "serde"))]
use vicinity::hnsw::HNSWIndex;
// ---------------------------------------------------------------------------
// Helpers
// ---------------------------------------------------------------------------
/// Build a deterministic HNSW index with `n` normalized vectors of dimension `dim`.
fn build_deterministic_index(n: usize, dim: usize) -> HNSWIndex {
let mut index = HNSWIndex::new(dim, 16, 32).expect("valid params");
// Deterministic pseudo-random vectors via LCG.
let mut seed: u64 = 42;
let mut next = || -> f32 {
seed = seed.wrapping_mul(6_364_136_223_846_793_005).wrapping_add(1);
((seed >> 33) as f32) / (u32::MAX as f32) - 0.5
};
for i in 0..n {
let mut v: Vec<f32> = (0..dim).map(|_| next()).collect();
let norm = v.iter().map(|x| x * x).sum::<f32>().sqrt();
if norm > 0.0 {
v.iter_mut().for_each(|x| *x /= norm);
}
index.add(i as u32, v).expect("add should succeed");
}
index.build().expect("build should succeed");
index
}
/// Generate `count` deterministic normalized query vectors (seeded differently from the index).
fn deterministic_queries(count: usize, dim: usize) -> Vec<Vec<f32>> {
let mut seed: u64 = 12345;
let mut next = || -> f32 {
seed = seed.wrapping_mul(6_364_136_223_846_793_005).wrapping_add(1);
((seed >> 33) as f32) / (u32::MAX as f32) - 0.5
};
(0..count)
.map(|_| {
let mut q: Vec<f32> = (0..dim).map(|_| next()).collect();
let norm = q.iter().map(|x| x * x).sum::<f32>().sqrt();
if norm > 0.0 {
q.iter_mut().for_each(|x| *x /= norm);
}
q
})
.collect()
}
/// Serialize an index to bytes.
fn save_to_bytes(index: &HNSWIndex) -> Vec<u8> {
let mut buf = Vec::new();
index
.save_to_writer(&mut buf)
.expect("serialization should succeed");
buf
}
// ---------------------------------------------------------------------------
// 1. HNSW save/load exact roundtrip
// ---------------------------------------------------------------------------
#[test]
fn hnsw_save_load_exact_roundtrip() {
let dim = 16;
let n = 50;
let k = 5;
let ef = 64;
let index = build_deterministic_index(n, dim);
let queries = deterministic_queries(5, dim);
// Collect results from the original index.
let original_results: Vec<_> = queries
.iter()
.map(|q| index.search(q, k, ef).expect("search should succeed"))
.collect();
// Save to a temp file, then load back.
let tmp = tempfile::NamedTempFile::new().expect("tempfile creation");
index
.save_to_writer(std::io::BufWriter::new(tmp.as_file()))
.expect("save should succeed");
let loaded = HNSWIndex::load_from_reader(std::io::BufReader::new(
std::fs::File::open(tmp.path()).expect("open temp file"),
))
.expect("load should succeed");
// Structural invariant: index should be ready for search.
assert!(loaded.is_built());
// Same queries must produce identical results (IDs and distances within f32 epsilon).
for (i, q) in queries.iter().enumerate() {
let loaded_results = loaded.search(q, k, ef).expect("search should succeed");
assert_eq!(
loaded_results.len(),
original_results[i].len(),
"query {i}: result count mismatch"
);
for (j, (lr, or)) in loaded_results
.iter()
.zip(original_results[i].iter())
.enumerate()
{
assert_eq!(
lr.0, or.0,
"query {i} result {j}: doc_id mismatch ({} vs {})",
lr.0, or.0
);
assert!(
(lr.1 - or.1).abs() < f32::EPSILON,
"query {i} result {j}: distance mismatch ({} vs {})",
lr.1,
or.1
);
}
}
}
// ---------------------------------------------------------------------------
// 2. Truncated file handling
// ---------------------------------------------------------------------------
#[test]
fn truncated_file_returns_err() {
let index = build_deterministic_index(50, 16);
let bytes = save_to_bytes(&index);
assert!(
bytes.len() > 2,
"sanity: serialized bytes should be non-trivial"
);
let truncation_points = [
0, // empty
1, // single byte
bytes.len() / 2, // half
bytes.len() - 1, // one byte short
];
for &len in &truncation_points {
let truncated = &bytes[..len];
let result = HNSWIndex::load_from_reader(truncated);
assert!(
result.is_err(),
"expected Err for truncated input ({len} of {} bytes), got Ok",
bytes.len()
);
}
}
// ---------------------------------------------------------------------------
// 3. Corrupted bytes
// ---------------------------------------------------------------------------
#[test]
fn corrupted_bytes_do_not_panic() {
let index = build_deterministic_index(50, 16);
let bytes = save_to_bytes(&index);
// Flip bytes at several positions spread across the payload.
// Use deterministic positions.
let mut seed: u64 = 99;
let mut next_pos = || -> usize {
seed = seed.wrapping_mul(6_364_136_223_846_793_005).wrapping_add(1);
(seed >> 33) as usize % bytes.len()
};
for trial in 0..10 {
let mut corrupted = bytes.clone();
// Flip 1-3 bytes per trial.
let flips = (trial % 3) + 1;
for _ in 0..flips {
let pos = next_pos();
corrupted[pos] ^= 0xFF;
}
// The only acceptable outcomes are Err or Ok (degraded). Never a panic.
let result = std::panic::catch_unwind(|| HNSWIndex::load_from_reader(corrupted.as_slice()));
match result {
Ok(Ok(_loaded)) => {
// Loaded despite corruption -- acceptable (JSON is lenient with
// some mutations). No assertion on search quality here.
}
Ok(Err(_e)) => {
// Deserialization caught the corruption -- expected.
}
Err(panic_payload) => {
let msg: String = if let Some(s) = panic_payload.downcast_ref::<&str>() {
(*s).to_owned()
} else if let Some(s) = panic_payload.downcast_ref::<String>() {
s.clone()
} else {
"(non-string panic)".to_owned()
};
panic!("trial {trial}: load_from_reader panicked: {msg}");
}
}
}
}
// ---------------------------------------------------------------------------
// Segment-binary persistence tests (require `persistence` feature)
// ---------------------------------------------------------------------------
#[cfg(all(feature = "hnsw", feature = "persistence"))]
mod segment_binary {
use proptest::prelude::*;
use vicinity::hnsw::HNSWIndex;
use vicinity::persistence::directory::{Directory, MemoryDirectory};
use vicinity::persistence::error::PersistenceError;
use vicinity::persistence::hnsw::{HNSWSegmentReader, HNSWSegmentWriter};
/// Build a small deterministic HNSW index and persist it to a MemoryDirectory,
/// returning both the directory and the raw bytes of metadata.bin so tests can
/// corrupt them.
fn write_segment() -> (MemoryDirectory, Vec<u8>) {
let dim = 4;
let mut index = HNSWIndex::new(dim, 8, 8).expect("new index");
index.add(1, vec![1.0, 0.0, 0.0, 0.0]).expect("add");
index.add(2, vec![0.0, 1.0, 0.0, 0.0]).expect("add");
index.build().expect("build");
let mem = MemoryDirectory::new();
let mut writer = HNSWSegmentWriter::new(Box::new(mem.clone()), 0);
writer.write_hnsw_index(&index).expect("write");
// Read back the raw metadata bytes for corruption tests.
use std::io::Read;
let mut f = mem
.open_file("segments/segment_hnsw_0/metadata.bin")
.expect("open metadata");
let mut raw = Vec::new();
f.read_to_end(&mut raw).expect("read");
(mem, raw)
}
// -----------------------------------------------------------------------
// 4. Corrupt magic returns Format error
// -----------------------------------------------------------------------
#[test]
fn loading_corrupt_magic_returns_format_error() {
let (mem, raw) = write_segment();
// Overwrite the first byte to break the magic.
let mut corrupted = raw.clone();
corrupted[0] ^= 0xFF;
// Write corrupted bytes back into the directory.
mem.atomic_write("segments/segment_hnsw_0/metadata.bin", &corrupted)
.expect("atomic_write");
let result = HNSWSegmentReader::load(Box::new(mem.clone()), 0);
// The load may either succeed via legacy-v0 fallback (and fail later when
// loading vectors) or fail immediately. What must NOT happen is a panic.
// Additionally, if the magic bytes looked like plausible legacy data but the
// resulting dimension/num_vectors are unreasonable, we expect a Format error.
// We only assert no-panic here; the proptest below verifies Err-or-Ok exhaustively.
let _ = result;
// For a more targeted check: write metadata.bin with a wrong magic
// followed by 0xFFFFFFFF as the first u32 (dimension field in the v0
// interpretation). That is beyond MAX_DIMENSION (65536), so the size
// guard must fire and return Format error.
let mut bad_dim_magic: Vec<u8> = b"BADMAGIC".to_vec(); // 8 bytes, not VCNHNSW\x01
bad_dim_magic.extend_from_slice(&u32::MAX.to_le_bytes()); // "dimension" = 4294967295
bad_dim_magic.extend_from_slice(&1u32.to_le_bytes()); // "num_vectors" = 1
bad_dim_magic.push(1); // "is_built" = true
mem.atomic_write("segments/segment_hnsw_0/metadata.bin", &bad_dim_magic)
.expect("atomic_write");
let err = HNSWSegmentReader::load(Box::new(mem), 0);
// Unreasonable dimension triggers the size guard -> Format error.
assert!(
matches!(err, Err(PersistenceError::Format(_))),
"expected Format error for unreasonable dimension, got: {:?}",
err.err()
);
}
// -----------------------------------------------------------------------
// 5. proptest: single-byte corruption never panics
// -----------------------------------------------------------------------
proptest! {
#![proptest_config(ProptestConfig::with_cases(64))]
#[test]
fn proptest_one_byte_corruption_never_panics(
byte_offset in 0usize..21, // metadata.bin is 21 bytes (magic8 + ver4 + dim4 + nv4 + built1)
flip_mask in 1u8..=255u8, // non-zero to guarantee a change
) {
let (mem, raw) = write_segment();
let mut corrupted = raw.clone();
let off = byte_offset % raw.len();
corrupted[off] ^= flip_mask;
mem.atomic_write("segments/segment_hnsw_0/metadata.bin", &corrupted)
.expect("atomic_write");
// load() must not panic; Err is acceptable.
let load_result = std::panic::catch_unwind(|| {
HNSWSegmentReader::load(Box::new(mem.clone()), 0)
});
match load_result {
Ok(Ok(reader)) => {
// If load succeeded, load_index must also not panic.
let _ = std::panic::catch_unwind(std::panic::AssertUnwindSafe(|| {
reader.load_index()
}));
}
Ok(Err(_)) => {}
Err(payload) => {
let msg: String = if let Some(s) = payload.downcast_ref::<&str>() {
(*s).to_owned()
} else if let Some(s) = payload.downcast_ref::<String>() {
s.clone()
} else {
"(non-string panic)".to_owned()
};
panic!(
"corrupt metadata (offset {off}, mask {flip_mask:#04x}) caused panic: {msg}"
);
}
}
}
}
/// Real v0.6.2-written segment fixture loads correctly under v1 reader.
///
/// The fixture under tests/fixtures/v0_segment_dim8/ was produced by
/// vicinity 0.6.2 (commit 6b92ae9) via the binary HNSWSegmentWriter on a
/// deterministic 20-vector dim=8 index. This test guards the legacy v0
/// decode path in HNSWSegmentReader::load (no MAGIC prefix, raw u32+u32+u8
/// metadata layout) against silent regression.
#[test]
fn real_v0_fixture_loads_and_searches_correctly() {
use std::path::PathBuf;
use vicinity::persistence::directory::FsDirectory;
let fixture_root: PathBuf =
PathBuf::from(env!("CARGO_MANIFEST_DIR")).join("tests/fixtures/v0_segment_dim8");
assert!(
fixture_root
.join("segments/segment_hnsw_1/metadata.bin")
.exists(),
"fixture must exist at {}",
fixture_root.display()
);
// Sanity: confirm metadata.bin has no v1 magic.
let metadata_bytes =
std::fs::read(fixture_root.join("segments/segment_hnsw_1/metadata.bin")).unwrap();
assert_eq!(metadata_bytes.len(), 9, "v0 metadata is exactly 9 bytes");
assert_ne!(
&metadata_bytes[..8],
b"VCNHNSW\x01",
"fixture must NOT start with v1 magic"
);
let dir = FsDirectory::new(&fixture_root).expect("open fixture directory");
let reader = HNSWSegmentReader::load(Box::new(dir), 1).expect("load v0 segment");
let loaded = reader.load_index().expect("load_index");
// Reproduce the same query the fixture-generation example used.
// (gen_v0_fixture.rs in v0.6.2 worktree, query = deterministic_vec(1000, 8))
let dim = 8;
let mut seed: u64 = (1000_u64)
.wrapping_mul(6_364_136_223_846_793_005)
.wrapping_add(1);
let mut next = || -> f32 {
seed = seed.wrapping_mul(6_364_136_223_846_793_005).wrapping_add(1);
((seed >> 33) as f32) / (u32::MAX as f32) - 0.5
};
let mut query: Vec<f32> = (0..dim).map(|_| next()).collect();
let qn = query.iter().map(|x| x * x).sum::<f32>().sqrt();
if qn > 0.0 {
query.iter_mut().for_each(|x| *x /= qn);
}
let results = loaded.search(&query, 5, 50).expect("search");
let result_ids: Vec<u32> = results.iter().map(|(id, _)| *id).collect();
// Expected IDs from v0.6.2 fixture-generation run (same seed, same algorithm).
// Distance values are not asserted (small float drift is acceptable across
// versions); IDs and ordering are the load-bearing invariant.
let expected_ids: Vec<u32> = vec![5, 12, 14, 19, 2];
assert_eq!(
result_ids, expected_ids,
"v0->v1 legacy decode must reproduce the original v0.6.2 search ordering"
);
}
}