oxirs_vec/
persistence.rs

1//! Index persistence with compression
2//!
3//! This module provides serialization and deserialization of vector indices
4//! with support for compression, versioning, and incremental updates.
5
6use crate::hnsw::{HnswConfig, HnswIndex};
7use crate::Vector;
8use anyhow::{anyhow, Result};
9use oxicode::{Decode, Encode};
10use serde::{Deserialize, Serialize};
11use std::fs::{File, OpenOptions};
12use std::io::{BufReader, BufWriter, Read, Write};
13use std::path::Path;
14
15/// Index persistence format version
16const PERSISTENCE_VERSION: u32 = 1;
17
18/// Magic number for index files (OxVe = OxiRS Vector)
19const MAGIC_NUMBER: &[u8; 4] = b"OxVe";
20
21/// Compression algorithm for index persistence
22#[derive(Debug, Clone, Copy, PartialEq, Serialize, Deserialize, Encode, Decode)]
23pub enum CompressionAlgorithm {
24    /// No compression (fastest, largest)
25    None,
26    /// Zstd compression (balanced)
27    Zstd { level: i32 },
28    /// High compression (slowest, smallest)
29    ZstdMax,
30}
31
32impl Default for CompressionAlgorithm {
33    fn default() -> Self {
34        Self::Zstd { level: 3 } // Fast compression by default
35    }
36}
37
38/// Persistence configuration
39#[derive(Debug, Clone, Serialize, Deserialize, Encode, Decode)]
40pub struct PersistenceConfig {
41    /// Compression algorithm to use
42    pub compression: CompressionAlgorithm,
43    /// Include metadata in persistence
44    pub include_metadata: bool,
45    /// Validate data integrity on load
46    pub validate_on_load: bool,
47    /// Enable incremental persistence
48    pub incremental: bool,
49    /// Checkpoint interval for incremental persistence (in operations)
50    pub checkpoint_interval: usize,
51}
52
53impl Default for PersistenceConfig {
54    fn default() -> Self {
55        Self {
56            compression: CompressionAlgorithm::default(),
57            include_metadata: true,
58            validate_on_load: true,
59            incremental: false,
60            checkpoint_interval: 10000,
61        }
62    }
63}
64
65/// Serializable index header
66#[derive(Debug, Clone, Serialize, Deserialize, Encode, Decode)]
67struct IndexHeader {
68    version: u32,
69    compression: CompressionAlgorithm,
70    node_count: usize,
71    dimension: usize,
72    config: HnswConfig,
73    timestamp: u64,
74    checksum: u64,
75}
76
77/// Serializable node data
78#[derive(Debug, Clone, Serialize, Deserialize, Encode, Decode)]
79struct SerializableNode {
80    uri: String,
81    vector_data: Vec<f32>,
82    connections: Vec<Vec<usize>>,
83    level: usize,
84}
85
86/// Persistence manager for HNSW indices
87pub struct PersistenceManager {
88    config: PersistenceConfig,
89}
90
91impl PersistenceManager {
92    /// Create a new persistence manager
93    pub fn new(config: PersistenceConfig) -> Self {
94        Self { config }
95    }
96
97    /// Save HNSW index to disk
98    pub fn save_index<P: AsRef<Path>>(&self, index: &HnswIndex, path: P) -> Result<()> {
99        let path = path.as_ref();
100        tracing::info!("Saving HNSW index to {:?}", path);
101
102        let file = OpenOptions::new()
103            .write(true)
104            .create(true)
105            .truncate(true)
106            .open(path)?;
107
108        let mut writer = BufWriter::new(file);
109
110        // Write magic number
111        writer.write_all(MAGIC_NUMBER)?;
112
113        // Create header
114        let header = IndexHeader {
115            version: PERSISTENCE_VERSION,
116            compression: self.config.compression,
117            node_count: index.len(),
118            dimension: if let Some(node) = index.nodes().first() {
119                node.vector.dimensions
120            } else {
121                0
122            },
123            config: index.config().clone(),
124            timestamp: std::time::SystemTime::now()
125                .duration_since(std::time::UNIX_EPOCH)
126                .unwrap()
127                .as_secs(),
128            checksum: 0, // Will be calculated
129        };
130
131        // Serialize header
132        let header_bytes = oxicode::serde::encode_to_vec(&header, oxicode::config::standard())
133            .map_err(|e| anyhow!("Failed to serialize header: {}", e))?;
134        let header_len = header_bytes.len() as u32;
135        writer.write_all(&header_len.to_le_bytes())?;
136        writer.write_all(&header_bytes)?;
137
138        // Serialize nodes
139        let nodes = self.serialize_nodes(index)?;
140
141        // Compress if needed
142        let data = match self.config.compression {
143            CompressionAlgorithm::None => nodes,
144            CompressionAlgorithm::Zstd { level } => zstd::encode_all(&nodes[..], level)?,
145            CompressionAlgorithm::ZstdMax => zstd::encode_all(&nodes[..], 21)?,
146        };
147
148        // Write data length and data
149        let data_len = data.len() as u64;
150        writer.write_all(&data_len.to_le_bytes())?;
151        writer.write_all(&data)?;
152
153        // Write URI mapping
154        let uri_mapping =
155            oxicode::serde::encode_to_vec(index.uri_to_id(), oxicode::config::standard())
156                .map_err(|e| anyhow!("Failed to serialize URI mapping: {}", e))?;
157        let mapping_len = uri_mapping.len() as u32;
158        writer.write_all(&mapping_len.to_le_bytes())?;
159        writer.write_all(&uri_mapping)?;
160
161        // Write entry point
162        let entry_point =
163            oxicode::serde::encode_to_vec(&index.entry_point(), oxicode::config::standard())
164                .map_err(|e| anyhow!("Failed to serialize entry point: {}", e))?;
165        writer.write_all(&entry_point)?;
166
167        writer.flush()?;
168
169        tracing::info!(
170            "Successfully saved HNSW index with {} nodes (compression: {:?})",
171            index.len(),
172            self.config.compression
173        );
174
175        Ok(())
176    }
177
178    /// Load HNSW index from disk
179    pub fn load_index<P: AsRef<Path>>(&self, path: P) -> Result<HnswIndex> {
180        let path = path.as_ref();
181        tracing::info!("Loading HNSW index from {:?}", path);
182
183        let file = File::open(path)?;
184        let mut reader = BufReader::new(file);
185
186        // Verify magic number
187        let mut magic = [0u8; 4];
188        reader.read_exact(&mut magic)?;
189        if &magic != MAGIC_NUMBER {
190            return Err(anyhow!("Invalid index file format"));
191        }
192
193        // Read header
194        let mut header_len_bytes = [0u8; 4];
195        reader.read_exact(&mut header_len_bytes)?;
196        let header_len = u32::from_le_bytes(header_len_bytes) as usize;
197
198        let mut header_bytes = vec![0u8; header_len];
199        reader.read_exact(&mut header_bytes)?;
200        let (header, _): (IndexHeader, _) =
201            oxicode::serde::decode_from_slice(&header_bytes, oxicode::config::standard())
202                .map_err(|e| anyhow!("Failed to deserialize header: {}", e))?;
203
204        // Verify version
205        if header.version != PERSISTENCE_VERSION {
206            return Err(anyhow!(
207                "Unsupported index version: {} (expected {})",
208                header.version,
209                PERSISTENCE_VERSION
210            ));
211        }
212
213        // Read data length
214        let mut data_len_bytes = [0u8; 8];
215        reader.read_exact(&mut data_len_bytes)?;
216        let data_len = u64::from_le_bytes(data_len_bytes) as usize;
217
218        // Read and decompress data
219        let mut compressed_data = vec![0u8; data_len];
220        reader.read_exact(&mut compressed_data)?;
221
222        let nodes_data = match header.compression {
223            CompressionAlgorithm::None => compressed_data,
224            CompressionAlgorithm::Zstd { .. } | CompressionAlgorithm::ZstdMax => {
225                zstd::decode_all(&compressed_data[..])?
226            }
227        };
228
229        // Read URI mapping
230        let mut mapping_len_bytes = [0u8; 4];
231        reader.read_exact(&mut mapping_len_bytes)?;
232        let mapping_len = u32::from_le_bytes(mapping_len_bytes) as usize;
233
234        let mut mapping_bytes = vec![0u8; mapping_len];
235        reader.read_exact(&mut mapping_bytes)?;
236        let (uri_mapping, _): (std::collections::HashMap<String, usize>, _) =
237            oxicode::serde::decode_from_slice(&mapping_bytes, oxicode::config::standard())
238                .map_err(|e| anyhow!("Failed to deserialize URI mapping: {}", e))?;
239
240        // Read entry point
241        let mut entry_point_bytes = Vec::new();
242        reader.read_to_end(&mut entry_point_bytes)?;
243        let (entry_point, _): (Option<usize>, _) =
244            oxicode::serde::decode_from_slice(&entry_point_bytes, oxicode::config::standard())
245                .map_err(|e| anyhow!("Failed to deserialize entry point: {}", e))?;
246
247        // Reconstruct index
248        let mut index = HnswIndex::new(header.config)?;
249        self.deserialize_nodes(&nodes_data, &mut index)?;
250
251        // Restore URI mapping
252        *index.uri_to_id_mut() = uri_mapping;
253
254        // Restore entry point
255        index.set_entry_point(entry_point);
256
257        // Validate if requested
258        if self.config.validate_on_load {
259            self.validate_index(&index)?;
260        }
261
262        tracing::info!("Successfully loaded HNSW index with {} nodes", index.len());
263
264        Ok(index)
265    }
266
267    /// Serialize nodes to bytes
268    fn serialize_nodes(&self, index: &HnswIndex) -> Result<Vec<u8>> {
269        let serializable_nodes: Vec<SerializableNode> = index
270            .nodes()
271            .iter()
272            .map(|node| SerializableNode {
273                uri: node.uri.clone(),
274                vector_data: node.vector.as_f32(),
275                connections: node
276                    .connections
277                    .iter()
278                    .map(|set| set.iter().copied().collect())
279                    .collect(),
280                level: node.level(),
281            })
282            .collect();
283
284        oxicode::serde::encode_to_vec(&serializable_nodes, oxicode::config::standard())
285            .map_err(|e| anyhow!("Failed to serialize nodes: {}", e))
286    }
287
288    /// Deserialize nodes from bytes
289    fn deserialize_nodes(&self, data: &[u8], index: &mut HnswIndex) -> Result<()> {
290        let (serializable_nodes, _): (Vec<SerializableNode>, _) =
291            oxicode::serde::decode_from_slice(data, oxicode::config::standard())
292                .map_err(|e| anyhow!("Failed to deserialize nodes: {}", e))?;
293
294        for node_data in serializable_nodes {
295            let vector = Vector::new(node_data.vector_data);
296            let mut node = crate::hnsw::Node::new(node_data.uri, vector, node_data.level);
297
298            // Restore connections
299            for (level, connections) in node_data.connections.into_iter().enumerate() {
300                for conn_id in connections {
301                    node.add_connection(level, conn_id);
302                }
303            }
304
305            index.nodes_mut().push(node);
306        }
307
308        Ok(())
309    }
310
311    /// Validate index integrity
312    fn validate_index(&self, index: &HnswIndex) -> Result<()> {
313        tracing::debug!("Validating index integrity");
314
315        // Check that all connections are valid
316        for (node_id, node) in index.nodes().iter().enumerate() {
317            for level in 0..=node.level() {
318                if let Some(connections) = node.get_connections(level) {
319                    for &conn_id in connections {
320                        if conn_id >= index.len() {
321                            return Err(anyhow!(
322                                "Invalid connection: node {} has connection to non-existent node {}",
323                                node_id,
324                                conn_id
325                            ));
326                        }
327                    }
328                }
329            }
330        }
331
332        // Check URI mapping consistency
333        for (uri, &node_id) in index.uri_to_id() {
334            if node_id >= index.len() {
335                return Err(anyhow!(
336                    "Invalid URI mapping: {} points to non-existent node {}",
337                    uri,
338                    node_id
339                ));
340            }
341
342            let actual_uri = &index.nodes()[node_id].uri;
343            if uri != actual_uri {
344                return Err(anyhow!(
345                    "URI mapping mismatch: expected '{}', found '{}'",
346                    uri,
347                    actual_uri
348                ));
349            }
350        }
351
352        // Check entry point
353        if let Some(entry_id) = index.entry_point() {
354            if entry_id >= index.len() {
355                return Err(anyhow!(
356                    "Invalid entry point: {} (index has {} nodes)",
357                    entry_id,
358                    index.len()
359                ));
360            }
361        }
362
363        tracing::debug!("Index validation passed");
364        Ok(())
365    }
366
367    /// Create a snapshot of the index
368    pub fn create_snapshot<P: AsRef<Path>>(&self, index: &HnswIndex, path: P) -> Result<()> {
369        let path = path.as_ref();
370        let snapshot_path = path.with_extension(format!(
371            "snapshot.{}",
372            std::time::SystemTime::now()
373                .duration_since(std::time::UNIX_EPOCH)
374                .unwrap()
375                .as_secs()
376        ));
377
378        self.save_index(index, snapshot_path)?;
379        Ok(())
380    }
381
382    /// Estimate compressed size
383    pub fn estimate_compressed_size(&self, index: &HnswIndex) -> Result<usize> {
384        let nodes = self.serialize_nodes(index)?;
385
386        let compressed_size = match self.config.compression {
387            CompressionAlgorithm::None => nodes.len(),
388            CompressionAlgorithm::Zstd { level } => zstd::encode_all(&nodes[..], level)?.len(),
389            CompressionAlgorithm::ZstdMax => zstd::encode_all(&nodes[..], 21)?.len(),
390        };
391
392        Ok(compressed_size)
393    }
394}
395
396/// Incremental persistence manager
397pub struct IncrementalPersistence {
398    config: PersistenceConfig,
399    operation_count: usize,
400    last_checkpoint: std::time::Instant,
401}
402
403impl IncrementalPersistence {
404    pub fn new(config: PersistenceConfig) -> Self {
405        Self {
406            config,
407            operation_count: 0,
408            last_checkpoint: std::time::Instant::now(),
409        }
410    }
411
412    /// Record an operation
413    pub fn record_operation(&mut self) {
414        self.operation_count += 1;
415    }
416
417    /// Check if checkpoint is needed
418    pub fn needs_checkpoint(&self) -> bool {
419        self.operation_count >= self.config.checkpoint_interval
420    }
421
422    /// Create checkpoint
423    pub fn checkpoint<P: AsRef<Path>>(&mut self, index: &HnswIndex, base_path: P) -> Result<()> {
424        if !self.needs_checkpoint() {
425            return Ok(());
426        }
427
428        let manager = PersistenceManager::new(self.config.clone());
429        manager.create_snapshot(index, base_path)?;
430
431        self.operation_count = 0;
432        self.last_checkpoint = std::time::Instant::now();
433
434        Ok(())
435    }
436}
437
438#[cfg(test)]
439mod tests {
440    use super::*;
441    use crate::hnsw::HnswConfig;
442    use crate::Vector;
443    use std::env::temp_dir;
444
445    #[test]
446    fn test_save_and_load_index() {
447        let config = HnswConfig::default();
448        let mut index = HnswIndex::new(config).unwrap();
449
450        // Add some vectors
451        for i in 0..10 {
452            let vec = Vector::new(vec![i as f32, (i * 2) as f32, (i * 3) as f32]);
453            index.add_vector(format!("vec_{}", i), vec).unwrap();
454        }
455
456        // Save index
457        let mut temp_path = temp_dir();
458        temp_path.push("test_hnsw_index.bin");
459
460        let persistence_config = PersistenceConfig::default();
461        let manager = PersistenceManager::new(persistence_config);
462
463        manager.save_index(&index, &temp_path).unwrap();
464
465        // Load index
466        let loaded_index = manager.load_index(&temp_path).unwrap();
467
468        assert_eq!(loaded_index.len(), 10);
469        assert_eq!(loaded_index.uri_to_id().len(), 10);
470
471        // Cleanup
472        std::fs::remove_file(temp_path).ok();
473    }
474
475    #[test]
476    fn test_compression() {
477        let config = HnswConfig::default();
478        let mut index = HnswIndex::new(config).unwrap();
479
480        // Add vectors
481        for i in 0..50 {
482            let vec = Vector::new(vec![i as f32; 128]);
483            index.add_vector(format!("vec_{}", i), vec).unwrap();
484        }
485
486        let mut temp_path = temp_dir();
487        temp_path.push("test_compressed_index.bin");
488
489        // Test with compression
490        let compressed_config = PersistenceConfig {
491            compression: CompressionAlgorithm::Zstd { level: 3 },
492            ..Default::default()
493        };
494        let compressed_manager = PersistenceManager::new(compressed_config);
495        compressed_manager.save_index(&index, &temp_path).unwrap();
496
497        let compressed_size = std::fs::metadata(&temp_path).unwrap().len();
498
499        // Test without compression
500        let uncompressed_config = PersistenceConfig {
501            compression: CompressionAlgorithm::None,
502            ..Default::default()
503        };
504        let uncompressed_manager = PersistenceManager::new(uncompressed_config);
505
506        let mut temp_path2 = temp_dir();
507        temp_path2.push("test_uncompressed_index.bin");
508        uncompressed_manager
509            .save_index(&index, &temp_path2)
510            .unwrap();
511
512        let uncompressed_size = std::fs::metadata(&temp_path2).unwrap().len();
513
514        // Compressed should be smaller
515        assert!(compressed_size < uncompressed_size);
516
517        // Cleanup
518        std::fs::remove_file(temp_path).ok();
519        std::fs::remove_file(temp_path2).ok();
520    }
521
522    #[test]
523    fn test_validation() {
524        let config = HnswConfig::default();
525        let mut index = HnswIndex::new(config).unwrap();
526
527        for i in 0..5 {
528            let vec = Vector::new(vec![i as f32, 0.0, 0.0]);
529            index.add_vector(format!("vec_{}", i), vec).unwrap();
530        }
531
532        let persistence_config = PersistenceConfig {
533            validate_on_load: true,
534            ..Default::default()
535        };
536        let manager = PersistenceManager::new(persistence_config);
537
538        // Validation should pass
539        manager.validate_index(&index).unwrap();
540    }
541}