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lean_ctx/core/
bm25_index.rs

1use std::collections::HashMap;
2use std::path::{Path, PathBuf};
3use std::time::UNIX_EPOCH;
4
5use serde::{Deserialize, Serialize};
6
7const MAX_BM25_FILES: usize = 5000;
8const CHUNK_COUNT_WARNING: usize = 50_000;
9const ZSTD_LEVEL: i32 = 9;
10
11const DEFAULT_BM25_IGNORES: &[&str] = &[
12    "vendor/**",
13    "dist/**",
14    "build/**",
15    "public/vendor/**",
16    "public/js/**",
17    "public/css/**",
18    "public/build/**",
19    ".next/**",
20    ".nuxt/**",
21    "__pycache__/**",
22    "*.min.js",
23    "*.min.css",
24    "*.bundle.js",
25    "*.chunk.js",
26];
27
28fn max_bm25_cache_bytes() -> u64 {
29    let mb = std::env::var("LEAN_CTX_BM25_MAX_CACHE_MB")
30        .ok()
31        .and_then(|v| v.parse::<u64>().ok())
32        .unwrap_or_else(|| {
33            let cfg = crate::core::config::Config::load();
34            let profile = crate::core::config::MemoryProfile::effective(&cfg);
35            let profile_mb = profile.bm25_max_cache_mb();
36            if cfg.bm25_max_cache_mb == crate::core::config::default_bm25_max_cache_mb() {
37                profile_mb
38            } else {
39                cfg.bm25_max_cache_mb
40            }
41        });
42    mb * 1024 * 1024
43}
44
45#[derive(Debug, Clone, Serialize, Deserialize)]
46pub struct CodeChunk {
47    pub file_path: String,
48    pub symbol_name: String,
49    pub kind: ChunkKind,
50    pub start_line: usize,
51    pub end_line: usize,
52    pub content: String,
53    #[serde(default)]
54    pub tokens: Vec<String>,
55    pub token_count: usize,
56}
57
58#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
59pub enum ChunkKind {
60    Function,
61    Struct,
62    Impl,
63    Module,
64    Class,
65    Method,
66    Other,
67}
68
69#[derive(Debug, Clone, Copy, Serialize, Deserialize, PartialEq, Eq)]
70pub struct IndexedFileState {
71    pub mtime_ms: u64,
72    pub size_bytes: u64,
73}
74
75impl IndexedFileState {
76    fn from_path(path: &Path) -> Option<Self> {
77        let meta = path.metadata().ok()?;
78        let size_bytes = meta.len();
79        let mtime_ms = meta
80            .modified()
81            .ok()
82            .and_then(|t| t.duration_since(UNIX_EPOCH).ok())
83            .map(|d| d.as_millis() as u64)?;
84        Some(Self {
85            mtime_ms,
86            size_bytes,
87        })
88    }
89}
90
91#[derive(Debug, Clone, Serialize, Deserialize)]
92pub struct BM25Index {
93    pub chunks: Vec<CodeChunk>,
94    pub inverted: HashMap<String, Vec<(usize, f64)>>,
95    pub avg_doc_len: f64,
96    pub doc_count: usize,
97    pub doc_freqs: HashMap<String, usize>,
98    #[serde(default)]
99    pub files: HashMap<String, IndexedFileState>,
100}
101
102#[derive(Debug, Clone, Serialize, Deserialize)]
103pub struct SearchResult {
104    pub chunk_idx: usize,
105    pub score: f64,
106    pub file_path: String,
107    pub symbol_name: String,
108    pub kind: ChunkKind,
109    pub start_line: usize,
110    pub end_line: usize,
111    pub snippet: String,
112}
113
114const BM25_K1: f64 = 1.2;
115const BM25_B: f64 = 0.75;
116
117impl Default for BM25Index {
118    fn default() -> Self {
119        Self::new()
120    }
121}
122
123impl BM25Index {
124    pub fn new() -> Self {
125        Self {
126            chunks: Vec::new(),
127            inverted: HashMap::new(),
128            avg_doc_len: 0.0,
129            doc_count: 0,
130            doc_freqs: HashMap::new(),
131            files: HashMap::new(),
132        }
133    }
134
135    /// Approximate heap memory used by this index in bytes.
136    pub fn memory_usage_bytes(&self) -> usize {
137        let chunks_size: usize = self
138            .chunks
139            .iter()
140            .map(|c| {
141                c.content.len()
142                    + c.file_path.len()
143                    + c.symbol_name.len()
144                    + c.tokens.iter().map(String::len).sum::<usize>()
145                    + 64
146            })
147            .sum();
148        let inverted_size: usize = self
149            .inverted
150            .iter()
151            .map(|(k, v)| k.len() + v.len() * 16 + 32)
152            .sum();
153        let files_size: usize = self.files.keys().map(|k| k.len() + 24).sum();
154        let freqs_size: usize = self.doc_freqs.keys().map(|k| k.len() + 16).sum();
155        chunks_size + inverted_size + files_size + freqs_size
156    }
157
158    /// Drops all in-memory data, effectively freeing heap. Index can be re-loaded from disk.
159    pub fn unload(&mut self) {
160        let usage = self.memory_usage_bytes();
161        self.chunks = Vec::new();
162        self.inverted = HashMap::new();
163        self.doc_freqs = HashMap::new();
164        self.files = HashMap::new();
165        self.avg_doc_len = 0.0;
166        self.doc_count = 0;
167        tracing::info!(
168            "[bm25] unloaded index, freed ~{:.1}MB",
169            usage as f64 / 1_048_576.0
170        );
171    }
172
173    /// Builds an index from explicit chunks (unit tests; avoids filesystem walking).
174    #[cfg(test)]
175    pub(crate) fn from_chunks_for_test(chunks: Vec<CodeChunk>) -> Self {
176        let mut index = Self::new();
177        for mut chunk in chunks {
178            if chunk.token_count == 0 {
179                chunk.token_count = tokenize(&chunk.content).len();
180            }
181            index.add_chunk(chunk);
182        }
183        index.finalize();
184        index
185    }
186
187    pub fn build_from_directory(root: &Path) -> Self {
188        let root_str = root.to_string_lossy();
189        if !super::graph_index::is_safe_scan_root_public(&root_str) {
190            tracing::warn!("[bm25: scan aborted for unsafe root {root_str}]");
191            return Self::new();
192        }
193        let mut index = Self::new();
194        let files = list_code_files(root);
195        const MAX_FILE_SIZE_BYTES: u64 = 2 * 1024 * 1024;
196
197        for (i, rel) in files.iter().enumerate() {
198            if i.is_multiple_of(500) && crate::core::memory_guard::is_under_pressure() {
199                tracing::warn!(
200                    "[bm25: stopping build at file {i}/{} due to memory pressure]",
201                    files.len()
202                );
203                break;
204            }
205            if crate::core::memory_guard::abort_requested() {
206                tracing::warn!("[bm25: aborting build due to critical memory pressure]");
207                break;
208            }
209
210            let abs = root.join(rel);
211            let Some(state) = IndexedFileState::from_path(&abs) else {
212                continue;
213            };
214            if state.size_bytes > MAX_FILE_SIZE_BYTES {
215                continue;
216            }
217            if let Ok(content) = std::fs::read_to_string(&abs) {
218                let mut chunks = extract_chunks(rel, &content);
219                chunks.sort_by(|a, b| {
220                    a.start_line
221                        .cmp(&b.start_line)
222                        .then_with(|| a.end_line.cmp(&b.end_line))
223                        .then_with(|| a.symbol_name.cmp(&b.symbol_name))
224                });
225                for chunk in chunks {
226                    index.add_chunk(chunk);
227                }
228                index.files.insert(rel.clone(), state);
229            }
230        }
231
232        index.finalize();
233        index
234    }
235
236    pub fn rebuild_incremental(root: &Path, prev: &BM25Index) -> Self {
237        let mut old_by_file: HashMap<String, Vec<CodeChunk>> = HashMap::new();
238        for c in &prev.chunks {
239            old_by_file
240                .entry(c.file_path.clone())
241                .or_default()
242                .push(c.clone());
243        }
244        for v in old_by_file.values_mut() {
245            v.sort_by(|a, b| {
246                a.start_line
247                    .cmp(&b.start_line)
248                    .then_with(|| a.end_line.cmp(&b.end_line))
249                    .then_with(|| a.symbol_name.cmp(&b.symbol_name))
250            });
251        }
252
253        let mut index = Self::new();
254        let files = list_code_files(root);
255        const MAX_FILE_SIZE_BYTES: u64 = 2 * 1024 * 1024;
256
257        for (i, rel) in files.iter().enumerate() {
258            if i.is_multiple_of(500) && crate::core::memory_guard::is_under_pressure() {
259                tracing::warn!(
260                    "[bm25: stopping incremental rebuild at file {i}/{} due to memory pressure]",
261                    files.len()
262                );
263                break;
264            }
265
266            let abs = root.join(rel);
267            let Some(state) = IndexedFileState::from_path(&abs) else {
268                continue;
269            };
270
271            let unchanged = prev.files.get(rel).is_some_and(|old| *old == state);
272            if unchanged {
273                if let Some(chunks) = old_by_file.get(rel) {
274                    if chunks.first().is_some_and(|c| !c.content.is_empty()) {
275                        for chunk in chunks {
276                            index.add_chunk(chunk.clone());
277                        }
278                        index.files.insert(rel.clone(), state);
279                        continue;
280                    }
281                }
282            }
283
284            if state.size_bytes > MAX_FILE_SIZE_BYTES {
285                continue;
286            }
287            if let Ok(content) = std::fs::read_to_string(&abs) {
288                let mut chunks = extract_chunks(rel, &content);
289                chunks.sort_by(|a, b| {
290                    a.start_line
291                        .cmp(&b.start_line)
292                        .then_with(|| a.end_line.cmp(&b.end_line))
293                        .then_with(|| a.symbol_name.cmp(&b.symbol_name))
294                });
295                for chunk in chunks {
296                    index.add_chunk(chunk);
297                }
298                index.files.insert(rel.clone(), state);
299            }
300        }
301
302        index.finalize();
303        index
304    }
305
306    fn add_chunk(&mut self, chunk: CodeChunk) {
307        let idx = self.chunks.len();
308
309        let enriched = enrich_for_bm25(&chunk);
310        let tokens = tokenize(&enriched);
311        for token in &tokens {
312            let lower = token.to_lowercase();
313            let postings = self.inverted.entry(lower.clone()).or_default();
314            if postings.last().map(|(last_idx, _)| *last_idx) != Some(idx) {
315                *self.doc_freqs.entry(lower).or_insert(0) += 1;
316            }
317            postings.push((idx, 1.0));
318        }
319
320        self.chunks.push(CodeChunk {
321            token_count: tokens.len(),
322            tokens: Vec::new(),
323            ..chunk
324        });
325    }
326
327    fn finalize(&mut self) {
328        self.doc_count = self.chunks.len();
329        if self.doc_count == 0 {
330            return;
331        }
332
333        let total_len: usize = self.chunks.iter().map(|c| c.token_count).sum();
334        self.avg_doc_len = total_len as f64 / self.doc_count as f64;
335    }
336
337    pub fn search(&self, query: &str, top_k: usize) -> Vec<SearchResult> {
338        let query_tokens = tokenize(query);
339        if query_tokens.is_empty() || self.doc_count == 0 {
340            return Vec::new();
341        }
342
343        let mut scores: HashMap<usize, f64> = HashMap::new();
344
345        for token in &query_tokens {
346            let lower = token.to_lowercase();
347            let df = *self.doc_freqs.get(&lower).unwrap_or(&0) as f64;
348            if df == 0.0 {
349                continue;
350            }
351
352            let idf = ((self.doc_count as f64 - df + 0.5) / (df + 0.5) + 1.0).ln();
353
354            if let Some(postings) = self.inverted.get(&lower) {
355                let mut doc_tfs: HashMap<usize, f64> = HashMap::new();
356                for (idx, weight) in postings {
357                    *doc_tfs.entry(*idx).or_insert(0.0) += weight;
358                }
359
360                for (doc_idx, tf) in &doc_tfs {
361                    let doc_len = self.chunks[*doc_idx].token_count as f64;
362                    let norm_len = doc_len / self.avg_doc_len.max(1.0);
363                    let bm25 = idf * (tf * (BM25_K1 + 1.0))
364                        / (tf + BM25_K1 * (1.0 - BM25_B + BM25_B * norm_len));
365
366                    *scores.entry(*doc_idx).or_insert(0.0) += bm25;
367                }
368            }
369        }
370
371        let mut results: Vec<SearchResult> = scores
372            .into_iter()
373            .map(|(idx, score)| {
374                let chunk = &self.chunks[idx];
375                let snippet = chunk.content.lines().take(5).collect::<Vec<_>>().join("\n");
376                SearchResult {
377                    chunk_idx: idx,
378                    score,
379                    file_path: chunk.file_path.clone(),
380                    symbol_name: chunk.symbol_name.clone(),
381                    kind: chunk.kind.clone(),
382                    start_line: chunk.start_line,
383                    end_line: chunk.end_line,
384                    snippet,
385                }
386            })
387            .collect();
388
389        results.sort_by(|a, b| {
390            b.score
391                .partial_cmp(&a.score)
392                .unwrap_or(std::cmp::Ordering::Equal)
393                .then_with(|| a.file_path.cmp(&b.file_path))
394                .then_with(|| a.symbol_name.cmp(&b.symbol_name))
395                .then_with(|| a.start_line.cmp(&b.start_line))
396                .then_with(|| a.end_line.cmp(&b.end_line))
397        });
398        results.truncate(top_k);
399        results
400    }
401
402    pub fn save(&self, root: &Path) -> std::io::Result<()> {
403        if self.chunks.len() > CHUNK_COUNT_WARNING {
404            tracing::warn!(
405                "[bm25] index has {} chunks (threshold {}), consider adding extra_ignore_patterns",
406                self.chunks.len(),
407                CHUNK_COUNT_WARNING
408            );
409        }
410
411        let dir = index_dir(root);
412        std::fs::create_dir_all(&dir)?;
413        let data = bincode::serde::encode_to_vec(self, bincode::config::standard())
414            .map_err(|e| std::io::Error::other(e.to_string()))?;
415
416        let compressed = zstd::encode_all(data.as_slice(), ZSTD_LEVEL)
417            .map_err(|e| std::io::Error::other(format!("zstd compress: {e}")))?;
418
419        let max_bytes = max_bm25_cache_bytes();
420        if compressed.len() as u64 > max_bytes {
421            tracing::warn!(
422                "[bm25] compressed index too large ({:.1} MB, limit {:.0} MB), refusing to persist: {}",
423                compressed.len() as f64 / 1_048_576.0,
424                max_bytes / (1024 * 1024),
425                dir.display()
426            );
427            return Ok(());
428        }
429
430        tracing::info!(
431            "[bm25] index: {:.1} MB bincode → {:.1} MB zstd ({:.0}% saved)",
432            data.len() as f64 / 1_048_576.0,
433            compressed.len() as f64 / 1_048_576.0,
434            (1.0 - compressed.len() as f64 / data.len().max(1) as f64) * 100.0
435        );
436
437        let target = dir.join("bm25_index.bin.zst");
438        let tmp = dir.join("bm25_index.bin.zst.tmp");
439        std::fs::write(&tmp, &compressed)?;
440        std::fs::rename(&tmp, &target)?;
441
442        let _ = std::fs::remove_file(dir.join("bm25_index.bin"));
443        let _ = std::fs::remove_file(dir.join("bm25_index.json"));
444
445        let _ = std::fs::write(
446            dir.join("project_root.txt"),
447            root.to_string_lossy().as_bytes(),
448        );
449
450        Ok(())
451    }
452
453    pub fn load(root: &Path) -> Option<Self> {
454        let dir = index_dir(root);
455        let max_bytes = max_bm25_cache_bytes();
456
457        let zst_path = dir.join("bm25_index.bin.zst");
458        if zst_path.exists() {
459            let meta = std::fs::metadata(&zst_path).ok()?;
460            if meta.len() > max_bytes {
461                tracing::warn!(
462                    "[bm25] compressed index too large ({:.1} GB, limit {:.0} MB), quarantining: {}",
463                    meta.len() as f64 / 1_073_741_824.0,
464                    max_bytes / (1024 * 1024),
465                    zst_path.display()
466                );
467                let quarantined = zst_path.with_extension("zst.quarantined");
468                let _ = std::fs::rename(&zst_path, &quarantined);
469                return None;
470            }
471            let compressed = std::fs::read(&zst_path).ok()?;
472            let data = zstd::decode_all(compressed.as_slice()).ok()?;
473            let (idx, _): (Self, _) =
474                bincode::serde::decode_from_slice(&data, bincode::config::standard()).ok()?;
475            return Some(idx);
476        }
477
478        let bin_path = dir.join("bm25_index.bin");
479        if bin_path.exists() {
480            let meta = std::fs::metadata(&bin_path).ok()?;
481            if meta.len() > max_bytes {
482                tracing::warn!(
483                    "[bm25] index too large ({:.1} GB, limit {:.0} MB), quarantining: {}",
484                    meta.len() as f64 / 1_073_741_824.0,
485                    max_bytes / (1024 * 1024),
486                    bin_path.display()
487                );
488                let quarantined = bin_path.with_extension("bin.quarantined");
489                let _ = std::fs::rename(&bin_path, &quarantined);
490                return None;
491            }
492            let data = std::fs::read(&bin_path).ok()?;
493            let (idx, _): (Self, _) =
494                bincode::serde::decode_from_slice(&data, bincode::config::standard()).ok()?;
495            // Auto-migrate: compress legacy .bin to .bin.zst
496            if let Ok(compressed) = zstd::encode_all(data.as_slice(), ZSTD_LEVEL) {
497                let zst_tmp = zst_path.with_extension("zst.tmp");
498                if std::fs::write(&zst_tmp, &compressed).is_ok()
499                    && std::fs::rename(&zst_tmp, &zst_path).is_ok()
500                {
501                    tracing::info!(
502                        "[bm25] migrated {:.1} MB → {:.1} MB zstd",
503                        data.len() as f64 / 1_048_576.0,
504                        compressed.len() as f64 / 1_048_576.0
505                    );
506                    let _ = std::fs::remove_file(&bin_path);
507                }
508            }
509            return Some(idx);
510        }
511
512        let json_path = dir.join("bm25_index.json");
513        if json_path.exists() {
514            let meta = std::fs::metadata(&json_path).ok()?;
515            if meta.len() > max_bytes {
516                tracing::warn!(
517                    "[bm25] index too large ({:.1} GB, limit {:.0} MB), quarantining: {}",
518                    meta.len() as f64 / 1_073_741_824.0,
519                    max_bytes / (1024 * 1024),
520                    json_path.display()
521                );
522                let quarantined = json_path.with_extension("json.quarantined");
523                let _ = std::fs::rename(&json_path, &quarantined);
524                return None;
525            }
526            let data = std::fs::read_to_string(&json_path).ok()?;
527            return serde_json::from_str(&data).ok();
528        }
529
530        None
531    }
532
533    pub fn load_or_build(root: &Path) -> Self {
534        if !is_safe_bm25_root(root) {
535            return Self::default();
536        }
537        if let Some(idx) = Self::load(root) {
538            if !bm25_index_looks_stale(&idx, root) {
539                return idx;
540            }
541            tracing::warn!(
542                "[bm25_index: stale index detected for {}; rebuilding]",
543                root.display()
544            );
545            let rebuilt = if idx.files.is_empty() {
546                Self::build_from_directory(root)
547            } else {
548                Self::rebuild_incremental(root, &idx)
549            };
550            let _ = rebuilt.save(root);
551            return rebuilt;
552        }
553
554        let built = Self::build_from_directory(root);
555        let _ = built.save(root);
556        built
557    }
558
559    pub fn index_file_path(root: &Path) -> PathBuf {
560        let dir = index_dir(root);
561        let zst = dir.join("bm25_index.bin.zst");
562        if zst.exists() {
563            return zst;
564        }
565        let bin = dir.join("bm25_index.bin");
566        if bin.exists() {
567            return bin;
568        }
569        dir.join("bm25_index.json")
570    }
571}
572
573fn is_safe_bm25_root(root: &Path) -> bool {
574    super::graph_index::is_safe_scan_root_public(&root.to_string_lossy())
575}
576
577fn bm25_index_looks_stale(index: &BM25Index, root: &Path) -> bool {
578    if index.chunks.is_empty() {
579        return false;
580    }
581
582    if index.files.is_empty() {
583        // Legacy index (pre file-state tracking): only detect missing files.
584        let mut seen = std::collections::HashSet::<&str>::new();
585        for chunk in &index.chunks {
586            let rel = chunk.file_path.trim_start_matches(['/', '\\']);
587            if rel.is_empty() {
588                continue;
589            }
590            if !seen.insert(rel) {
591                continue;
592            }
593            if !root.join(rel).exists() {
594                return true;
595            }
596        }
597        return false;
598    }
599
600    // Missing or modified tracked files.
601    for (rel, old_state) in &index.files {
602        let abs = root.join(rel);
603        if !abs.exists() {
604            return true;
605        }
606        let Some(cur) = IndexedFileState::from_path(&abs) else {
607            return true;
608        };
609        if &cur != old_state {
610            return true;
611        }
612    }
613
614    // New files (present on disk but not in index).
615    for rel in list_code_files(root) {
616        if !index.files.contains_key(&rel) {
617            return true;
618        }
619    }
620
621    false
622}
623
624fn index_dir(root: &Path) -> PathBuf {
625    crate::core::index_namespace::vectors_dir(root)
626}
627
628fn list_code_files(root: &Path) -> Vec<String> {
629    let walker = ignore::WalkBuilder::new(root)
630        .hidden(true)
631        .git_ignore(true)
632        .git_global(true)
633        .git_exclude(true)
634        .max_depth(Some(20))
635        .build();
636
637    let cfg = crate::core::config::Config::load();
638    let mut ignore_patterns: Vec<glob::Pattern> = DEFAULT_BM25_IGNORES
639        .iter()
640        .filter_map(|p| glob::Pattern::new(p).ok())
641        .collect();
642    ignore_patterns.extend(
643        cfg.extra_ignore_patterns
644            .iter()
645            .filter_map(|p| glob::Pattern::new(p).ok()),
646    );
647
648    let mut files: Vec<String> = Vec::new();
649    for entry in walker.flatten() {
650        let path = entry.path();
651        if !path.is_file() {
652            continue;
653        }
654        if !is_code_file(path) {
655            continue;
656        }
657        let rel = path
658            .strip_prefix(root)
659            .unwrap_or(path)
660            .to_string_lossy()
661            .to_string();
662        if rel.is_empty() {
663            continue;
664        }
665        if ignore_patterns.iter().any(|p| p.matches(&rel)) {
666            continue;
667        }
668        if files.len() >= MAX_BM25_FILES {
669            tracing::warn!(
670                "[bm25] file cap reached ({MAX_BM25_FILES}), skipping remaining files in {}",
671                root.display()
672            );
673            break;
674        }
675        files.push(rel);
676    }
677
678    files.sort();
679    files.dedup();
680    files
681}
682
683pub fn is_code_file(path: &Path) -> bool {
684    let ext = path
685        .extension()
686        .and_then(|e| e.to_str())
687        .unwrap_or("")
688        .to_lowercase();
689    matches!(
690        ext.as_str(),
691        "rs" | "ts"
692            | "tsx"
693            | "js"
694            | "jsx"
695            | "py"
696            | "go"
697            | "java"
698            | "c"
699            | "cc"
700            | "cpp"
701            | "h"
702            | "hpp"
703            | "rb"
704            | "cs"
705            | "kt"
706            | "swift"
707            | "php"
708            | "scala"
709            | "sql"
710            | "ex"
711            | "exs"
712            | "zig"
713            | "lua"
714            | "dart"
715            | "vue"
716            | "svelte"
717    )
718}
719
720fn tokenize(text: &str) -> Vec<String> {
721    let mut tokens = Vec::new();
722    let mut current = String::new();
723
724    for ch in text.chars() {
725        if ch.is_alphanumeric() || ch == '_' {
726            current.push(ch);
727        } else {
728            if current.len() >= 2 {
729                tokens.push(current.clone());
730            }
731            current.clear();
732        }
733    }
734    if current.len() >= 2 {
735        tokens.push(current);
736    }
737
738    split_camel_case_tokens(&tokens)
739}
740
741pub(crate) fn tokenize_for_index(text: &str) -> Vec<String> {
742    tokenize(text)
743}
744
745fn split_camel_case_tokens(tokens: &[String]) -> Vec<String> {
746    let mut result = Vec::new();
747    for token in tokens {
748        result.push(token.clone());
749        let mut start = 0;
750        let chars: Vec<char> = token.chars().collect();
751        for i in 1..chars.len() {
752            if chars[i].is_uppercase() && (i + 1 >= chars.len() || !chars[i + 1].is_uppercase()) {
753                let part: String = chars[start..i].iter().collect();
754                if part.len() >= 2 {
755                    result.push(part);
756                }
757                start = i;
758            }
759        }
760        if start > 0 {
761            let part: String = chars[start..].iter().collect();
762            if part.len() >= 2 {
763                result.push(part);
764            }
765        }
766    }
767    result
768}
769
770fn extract_chunks(file_path: &str, content: &str) -> Vec<CodeChunk> {
771    #[cfg(feature = "tree-sitter")]
772    {
773        let ext = std::path::Path::new(file_path)
774            .extension()
775            .and_then(|e| e.to_str())
776            .unwrap_or("");
777        if let Some(chunks) = crate::core::chunks_ts::extract_chunks_ts(file_path, content, ext) {
778            return chunks;
779        }
780    }
781
782    let lines: Vec<&str> = content.lines().collect();
783    if lines.is_empty() {
784        return Vec::new();
785    }
786
787    let mut chunks = Vec::new();
788    let mut i = 0;
789
790    while i < lines.len() {
791        let trimmed = lines[i].trim();
792
793        if let Some((name, kind)) = detect_symbol(trimmed) {
794            let start = i;
795            let end = find_block_end(&lines, i);
796            let block: String = lines[start..=end.min(lines.len() - 1)].to_vec().join("\n");
797            let token_count = tokenize(&block).len();
798
799            chunks.push(CodeChunk {
800                file_path: file_path.to_string(),
801                symbol_name: name,
802                kind,
803                start_line: start + 1,
804                end_line: end + 1,
805                content: block,
806                tokens: Vec::new(),
807                token_count,
808            });
809
810            i = end + 1;
811        } else {
812            i += 1;
813        }
814    }
815
816    if chunks.is_empty() && !content.is_empty() {
817        // Fallback: when no symbols are detected, chunk the file into stable, content-defined
818        // segments (rolling-hash) to enable meaningful semantic search over non-code assets.
819        //
820        // Safety note: rabin_karp uses byte offsets; we must slice bytes and decode safely.
821        let bytes = content.as_bytes();
822        let rk_chunks = crate::core::rabin_karp::chunk(content);
823        if !rk_chunks.is_empty() && rk_chunks.len() <= 200 {
824            for (idx, c) in rk_chunks.into_iter().take(50).enumerate() {
825                let end = (c.offset + c.length).min(bytes.len());
826                let slice = &bytes[c.offset..end];
827                let chunk_text = String::from_utf8_lossy(slice).into_owned();
828                let token_count = tokenize(&chunk_text).len();
829                let start_line = 1 + bytecount::count(&bytes[..c.offset], b'\n');
830                let end_line = start_line + bytecount::count(slice, b'\n');
831                chunks.push(CodeChunk {
832                    file_path: file_path.to_string(),
833                    symbol_name: format!("{file_path}#chunk-{idx}"),
834                    kind: ChunkKind::Module,
835                    start_line,
836                    end_line: end_line.max(start_line),
837                    content: chunk_text,
838                    tokens: Vec::new(),
839                    token_count,
840                });
841            }
842        } else {
843            let token_count = tokenize(content).len();
844            let snippet = lines
845                .iter()
846                .take(50)
847                .copied()
848                .collect::<Vec<_>>()
849                .join("\n");
850            chunks.push(CodeChunk {
851                file_path: file_path.to_string(),
852                symbol_name: file_path.to_string(),
853                kind: ChunkKind::Module,
854                start_line: 1,
855                end_line: lines.len(),
856                content: snippet,
857                tokens: Vec::new(),
858                token_count,
859            });
860        }
861    }
862
863    chunks
864}
865
866fn detect_symbol(line: &str) -> Option<(String, ChunkKind)> {
867    let trimmed = line.trim();
868
869    let patterns: &[(&str, ChunkKind)] = &[
870        ("pub async fn ", ChunkKind::Function),
871        ("async fn ", ChunkKind::Function),
872        ("pub fn ", ChunkKind::Function),
873        ("fn ", ChunkKind::Function),
874        ("pub struct ", ChunkKind::Struct),
875        ("struct ", ChunkKind::Struct),
876        ("pub enum ", ChunkKind::Struct),
877        ("enum ", ChunkKind::Struct),
878        ("impl ", ChunkKind::Impl),
879        ("pub trait ", ChunkKind::Struct),
880        ("trait ", ChunkKind::Struct),
881        ("export function ", ChunkKind::Function),
882        ("export async function ", ChunkKind::Function),
883        ("export default function ", ChunkKind::Function),
884        ("function ", ChunkKind::Function),
885        ("async function ", ChunkKind::Function),
886        ("export class ", ChunkKind::Class),
887        ("class ", ChunkKind::Class),
888        ("export interface ", ChunkKind::Struct),
889        ("interface ", ChunkKind::Struct),
890        ("def ", ChunkKind::Function),
891        ("async def ", ChunkKind::Function),
892        ("class ", ChunkKind::Class),
893        ("func ", ChunkKind::Function),
894    ];
895
896    for (prefix, kind) in patterns {
897        if let Some(rest) = trimmed.strip_prefix(prefix) {
898            let name: String = rest
899                .chars()
900                .take_while(|c| c.is_alphanumeric() || *c == '_' || *c == '<')
901                .take_while(|c| *c != '<')
902                .collect();
903            if !name.is_empty() {
904                return Some((name, kind.clone()));
905            }
906        }
907    }
908
909    None
910}
911
912fn find_block_end(lines: &[&str], start: usize) -> usize {
913    let mut depth = 0i32;
914    let mut found_open = false;
915
916    for (i, line) in lines.iter().enumerate().skip(start) {
917        for ch in line.chars() {
918            match ch {
919                '{' | '(' if !found_open || depth > 0 => {
920                    depth += 1;
921                    found_open = true;
922                }
923                '}' | ')' if depth > 0 => {
924                    depth -= 1;
925                    if depth == 0 && found_open {
926                        return i;
927                    }
928                }
929                _ => {}
930            }
931        }
932
933        if found_open && depth <= 0 && i > start {
934            return i;
935        }
936
937        if !found_open && i > start + 2 {
938            let trimmed = lines[i].trim();
939            if trimmed.is_empty()
940                || (!trimmed.starts_with(' ') && !trimmed.starts_with('\t') && i > start)
941            {
942                return i.saturating_sub(1);
943            }
944        }
945    }
946
947    (start + 50).min(lines.len().saturating_sub(1))
948}
949
950pub fn format_search_results(results: &[SearchResult], compact: bool) -> String {
951    if results.is_empty() {
952        return "No results found.".to_string();
953    }
954
955    let mut out = String::new();
956    for (i, r) in results.iter().enumerate() {
957        if compact {
958            out.push_str(&format!(
959                "{}. {:.2} {}:{}-{} {:?} {}\n",
960                i + 1,
961                r.score,
962                r.file_path,
963                r.start_line,
964                r.end_line,
965                r.kind,
966                r.symbol_name,
967            ));
968        } else {
969            out.push_str(&format!(
970                "\n--- Result {} (score: {:.2}) ---\n{} :: {} [{:?}] (L{}-{})\n{}\n",
971                i + 1,
972                r.score,
973                r.file_path,
974                r.symbol_name,
975                r.kind,
976                r.start_line,
977                r.end_line,
978                r.snippet,
979            ));
980        }
981    }
982    out
983}
984
985/// Enrich chunk content with file-path components for BM25 path-matching.
986///
987/// SACL (EMNLP 2025) shows that augmenting code with structural information
988/// improves retrieval by 7-12.8%. We append the file stem twice (for boost)
989/// and the immediate parent directory once, enabling queries like "auth handler"
990/// to match `src/auth/handler.rs`.
991fn enrich_for_bm25(chunk: &CodeChunk) -> String {
992    let path = Path::new(&chunk.file_path);
993    let stem = path.file_stem().and_then(|s| s.to_str()).unwrap_or("");
994    let dir = path
995        .parent()
996        .and_then(|p| p.file_name())
997        .and_then(|d| d.to_str())
998        .unwrap_or("");
999
1000    if stem.is_empty() {
1001        return chunk.content.clone();
1002    }
1003
1004    format!("{} {} {} {}", chunk.content, stem, stem, dir)
1005}
1006
1007#[cfg(test)]
1008mod tests {
1009    use super::*;
1010    use tempfile::tempdir;
1011
1012    #[cfg(unix)]
1013    use std::os::unix::fs::PermissionsExt;
1014
1015    #[test]
1016    fn tokenize_splits_code() {
1017        let tokens = tokenize("fn calculate_total(items: Vec<Item>) -> f64");
1018        assert!(tokens.contains(&"calculate_total".to_string()));
1019        assert!(tokens.contains(&"items".to_string()));
1020        assert!(tokens.contains(&"Vec".to_string()));
1021    }
1022
1023    #[test]
1024    fn camel_case_splitting() {
1025        let tokens = split_camel_case_tokens(&["calculateTotal".to_string()]);
1026        assert!(tokens.contains(&"calculateTotal".to_string()));
1027        assert!(tokens.contains(&"calculate".to_string()));
1028        assert!(tokens.contains(&"Total".to_string()));
1029    }
1030
1031    #[test]
1032    fn detect_rust_function() {
1033        let (name, kind) =
1034            detect_symbol("pub fn process_request(req: Request) -> Response {").unwrap();
1035        assert_eq!(name, "process_request");
1036        assert_eq!(kind, ChunkKind::Function);
1037    }
1038
1039    #[test]
1040    fn bm25_search_finds_relevant() {
1041        let mut index = BM25Index::new();
1042        index.add_chunk(CodeChunk {
1043            file_path: "auth.rs".into(),
1044            symbol_name: "validate_token".into(),
1045            kind: ChunkKind::Function,
1046            start_line: 1,
1047            end_line: 10,
1048            content: "fn validate_token(token: &str) -> bool { check_jwt_expiry(token) }".into(),
1049            tokens: tokenize("fn validate_token token str bool check_jwt_expiry token"),
1050            token_count: 8,
1051        });
1052        index.add_chunk(CodeChunk {
1053            file_path: "db.rs".into(),
1054            symbol_name: "connect_database".into(),
1055            kind: ChunkKind::Function,
1056            start_line: 1,
1057            end_line: 5,
1058            content: "fn connect_database(url: &str) -> Pool { create_pool(url) }".into(),
1059            tokens: tokenize("fn connect_database url str Pool create_pool url"),
1060            token_count: 7,
1061        });
1062        index.finalize();
1063
1064        let results = index.search("jwt token validation", 5);
1065        assert!(!results.is_empty());
1066        assert_eq!(results[0].symbol_name, "validate_token");
1067    }
1068
1069    #[test]
1070    fn bm25_search_sorts_ties_deterministically() {
1071        let mut index = BM25Index::new();
1072
1073        // Insert in reverse path order to ensure the sort tie-break matters.
1074        index.add_chunk(CodeChunk {
1075            file_path: "b.rs".into(),
1076            symbol_name: "same".into(),
1077            kind: ChunkKind::Function,
1078            start_line: 1,
1079            end_line: 1,
1080            content: "fn same() {}".into(),
1081            tokens: tokenize("same token"),
1082            token_count: 2,
1083        });
1084        index.add_chunk(CodeChunk {
1085            file_path: "a.rs".into(),
1086            symbol_name: "same".into(),
1087            kind: ChunkKind::Function,
1088            start_line: 1,
1089            end_line: 1,
1090            content: "fn same() {}".into(),
1091            tokens: tokenize("same token"),
1092            token_count: 2,
1093        });
1094        index.finalize();
1095
1096        let results = index.search("same", 10);
1097        assert!(results.len() >= 2);
1098        assert_eq!(results[0].file_path, "a.rs");
1099        assert_eq!(results[1].file_path, "b.rs");
1100    }
1101
1102    #[test]
1103    fn bm25_index_is_stale_when_any_indexed_file_is_missing() {
1104        let td = tempdir().expect("tempdir");
1105        let root = td.path();
1106        std::fs::write(root.join("a.rs"), "pub fn a() {}\n").expect("write a.rs");
1107
1108        let idx = BM25Index::build_from_directory(root);
1109        assert!(!bm25_index_looks_stale(&idx, root));
1110
1111        std::fs::remove_file(root.join("a.rs")).expect("remove a.rs");
1112        assert!(bm25_index_looks_stale(&idx, root));
1113    }
1114
1115    #[test]
1116    #[cfg(unix)]
1117    fn bm25_incremental_rebuild_reuses_unchanged_files_without_reading() {
1118        let td = tempdir().expect("tempdir");
1119        let root = td.path();
1120
1121        std::fs::write(root.join("a.rs"), "pub fn a() { println!(\"A\"); }\n").expect("write a.rs");
1122        std::fs::write(root.join("b.rs"), "pub fn b() { println!(\"B\"); }\n").expect("write b.rs");
1123
1124        let idx1 = BM25Index::build_from_directory(root);
1125        assert!(idx1.files.contains_key("a.rs"));
1126        assert!(idx1.files.contains_key("b.rs"));
1127
1128        // Make a.rs unreadable. Incremental rebuild must keep it indexed by reusing prior chunks.
1129        let a_path = root.join("a.rs");
1130        let mut perms = std::fs::metadata(&a_path).expect("meta a.rs").permissions();
1131        perms.set_mode(0o000);
1132        std::fs::set_permissions(&a_path, perms).expect("chmod a.rs");
1133
1134        // Change b.rs (size changes) to force a re-read for that file.
1135        std::fs::write(root.join("b.rs"), "pub fn b() { println!(\"B2\"); }\n")
1136            .expect("rewrite b.rs");
1137
1138        let idx2 = BM25Index::rebuild_incremental(root, &idx1);
1139        assert!(
1140            idx2.files.contains_key("a.rs"),
1141            "a.rs should be kept via reuse"
1142        );
1143        assert!(idx2.files.contains_key("b.rs"));
1144
1145        let b_has_b2 = idx2
1146            .chunks
1147            .iter()
1148            .any(|c| c.file_path == "b.rs" && c.content.contains("B2"));
1149        assert!(b_has_b2, "b.rs should be re-read and re-chunked");
1150
1151        // Restore permissions to avoid cleanup surprises.
1152        let mut perms = std::fs::metadata(&a_path).expect("meta a.rs").permissions();
1153        perms.set_mode(0o644);
1154        let _ = std::fs::set_permissions(&a_path, perms);
1155    }
1156
1157    #[test]
1158    fn load_quarantines_oversized_index() {
1159        let _env = crate::core::data_dir::test_env_lock();
1160        let td = tempdir().expect("tempdir");
1161        let root = td.path();
1162        let dir = crate::core::index_namespace::vectors_dir(root);
1163        std::fs::create_dir_all(&dir).expect("create vectors dir");
1164
1165        let index_path = dir.join("bm25_index.json");
1166        std::env::set_var("LEAN_CTX_BM25_MAX_CACHE_MB", "0");
1167        std::fs::write(&index_path, r#"{"chunks":[]}"#).expect("write index");
1168
1169        let result = BM25Index::load(root);
1170        assert!(result.is_none(), "oversized index should return None");
1171        assert!(
1172            !index_path.exists(),
1173            "original index should be removed after quarantine"
1174        );
1175        assert!(
1176            dir.join("bm25_index.json.quarantined").exists(),
1177            "quarantined file should exist"
1178        );
1179
1180        std::env::remove_var("LEAN_CTX_BM25_MAX_CACHE_MB");
1181    }
1182
1183    #[test]
1184    fn save_refuses_oversized_output() {
1185        let _env = crate::core::data_dir::test_env_lock();
1186        let data_dir = tempdir().expect("data_dir");
1187        std::env::set_var("LEAN_CTX_DATA_DIR", data_dir.path());
1188        std::env::set_var("LEAN_CTX_BM25_MAX_CACHE_MB", "0");
1189
1190        let td = tempdir().expect("tempdir");
1191        let root = td.path();
1192
1193        let mut index = BM25Index::new();
1194        index.add_chunk(CodeChunk {
1195            file_path: "a.rs".into(),
1196            symbol_name: "a".into(),
1197            kind: ChunkKind::Function,
1198            start_line: 1,
1199            end_line: 1,
1200            content: "fn a() {}".into(),
1201            tokens: tokenize("fn a"),
1202            token_count: 2,
1203        });
1204        index.finalize();
1205
1206        let _ = index.save(root);
1207        let index_path = BM25Index::index_file_path(root);
1208        assert!(
1209            !index_path.exists(),
1210            "save should refuse to persist oversized index"
1211        );
1212
1213        std::env::remove_var("LEAN_CTX_BM25_MAX_CACHE_MB");
1214    }
1215
1216    #[test]
1217    fn save_writes_project_root_marker() {
1218        let _env = crate::core::data_dir::test_env_lock();
1219        let td = tempdir().expect("tempdir");
1220        let root = td.path();
1221        std::fs::write(root.join("a.rs"), "pub fn a() {}\n").expect("write");
1222
1223        std::env::remove_var("LEAN_CTX_BM25_MAX_CACHE_MB");
1224        let index = BM25Index::build_from_directory(root);
1225        index.save(root).expect("save");
1226
1227        let dir = crate::core::index_namespace::vectors_dir(root);
1228        let marker = dir.join("project_root.txt");
1229        assert!(marker.exists(), "project_root.txt marker should exist");
1230        let content = std::fs::read_to_string(&marker).expect("read marker");
1231        assert_eq!(content, root.to_string_lossy());
1232    }
1233
1234    #[test]
1235    fn save_load_roundtrip_uses_zstd() {
1236        let _env = crate::core::data_dir::test_env_lock();
1237        let data_dir = tempdir().expect("data_dir");
1238        std::env::set_var("LEAN_CTX_DATA_DIR", data_dir.path());
1239        std::env::set_var("LEAN_CTX_BM25_MAX_CACHE_MB", "512");
1240        let td = tempdir().expect("tempdir");
1241        let root = td.path();
1242
1243        for i in 0..10 {
1244            std::fs::write(
1245                root.join(format!("mod{i}.rs")),
1246                format!(
1247                    "pub fn handler_{i}() {{\n    println!(\"hello\");\n}}\n\n\
1248                     pub fn helper_{i}() {{\n    println!(\"world\");\n}}\n"
1249                ),
1250            )
1251            .expect("write");
1252        }
1253
1254        let index = BM25Index::build_from_directory(root);
1255        assert!(index.doc_count > 0, "should have indexed chunks");
1256        index.save(root).expect("save");
1257
1258        let dir = crate::core::index_namespace::vectors_dir(root);
1259        let zst = dir.join("bm25_index.bin.zst");
1260        assert!(zst.exists(), "should write .bin.zst");
1261        assert!(
1262            !dir.join("bm25_index.bin").exists(),
1263            ".bin should be deleted"
1264        );
1265
1266        let loaded = BM25Index::load(root).expect("load compressed index");
1267        assert_eq!(loaded.doc_count, index.doc_count);
1268        assert_eq!(loaded.chunks.len(), index.chunks.len());
1269
1270        std::env::remove_var("LEAN_CTX_BM25_MAX_CACHE_MB");
1271        std::env::remove_var("LEAN_CTX_DATA_DIR");
1272    }
1273
1274    #[test]
1275    fn auto_migrate_bin_to_zst() {
1276        let _env = crate::core::data_dir::test_env_lock();
1277        let data_dir = tempdir().expect("data_dir");
1278        std::env::set_var("LEAN_CTX_DATA_DIR", data_dir.path());
1279        std::env::set_var("LEAN_CTX_BM25_MAX_CACHE_MB", "512");
1280        let td = tempdir().expect("tempdir");
1281        let root = td.path();
1282
1283        std::fs::write(root.join("a.rs"), "pub fn a() {}\n").expect("write");
1284        let index = BM25Index::build_from_directory(root);
1285
1286        let dir = crate::core::index_namespace::vectors_dir(root);
1287        std::fs::create_dir_all(&dir).expect("mkdir");
1288        let data =
1289            bincode::serde::encode_to_vec(&index, bincode::config::standard()).expect("encode");
1290        std::fs::write(dir.join("bm25_index.bin"), &data).expect("write bin");
1291
1292        let loaded = BM25Index::load(root).expect("load should auto-migrate");
1293        assert_eq!(loaded.doc_count, index.doc_count);
1294        assert!(
1295            dir.join("bm25_index.bin.zst").exists(),
1296            ".bin.zst should be created"
1297        );
1298        assert!(
1299            !dir.join("bm25_index.bin").exists(),
1300            ".bin should be removed"
1301        );
1302
1303        std::env::remove_var("LEAN_CTX_BM25_MAX_CACHE_MB");
1304        std::env::remove_var("LEAN_CTX_DATA_DIR");
1305    }
1306
1307    #[test]
1308    fn list_code_files_skips_default_vendor_ignores() {
1309        let td = tempdir().expect("tempdir");
1310        let root = td.path();
1311
1312        std::fs::write(root.join("main.rs"), "pub fn main() {}\n").expect("write main");
1313        std::fs::create_dir_all(root.join("vendor/lib")).expect("mkdir vendor");
1314        std::fs::write(root.join("vendor/lib/dep.rs"), "pub fn dep() {}\n").expect("write vendor");
1315        std::fs::create_dir_all(root.join("dist")).expect("mkdir dist");
1316        std::fs::write(root.join("dist/bundle.js"), "function x() {}").expect("write dist");
1317
1318        let files = list_code_files(root);
1319        assert!(
1320            files.iter().any(|f| f == "main.rs"),
1321            "main.rs should be included"
1322        );
1323        assert!(
1324            !files.iter().any(|f| f.starts_with("vendor/")),
1325            "vendor/ files should be excluded by DEFAULT_BM25_IGNORES"
1326        );
1327        assert!(
1328            !files.iter().any(|f| f.starts_with("dist/")),
1329            "dist/ files should be excluded by DEFAULT_BM25_IGNORES"
1330        );
1331    }
1332
1333    #[test]
1334    fn list_code_files_respects_max_files_cap() {
1335        let td = tempdir().expect("tempdir");
1336        let root = td.path();
1337
1338        // Create more files than MAX_BM25_FILES wouldn't let us test easily (5000),
1339        // but we can verify the cap constant exists and the function returns a bounded vec.
1340        for i in 0..10 {
1341            std::fs::write(
1342                root.join(format!("f{i}.rs")),
1343                format!("pub fn f{i}() {{}}\n"),
1344            )
1345            .expect("write");
1346        }
1347        let files = list_code_files(root);
1348        assert!(
1349            files.len() <= MAX_BM25_FILES,
1350            "file count should not exceed MAX_BM25_FILES"
1351        );
1352    }
1353
1354    #[test]
1355    fn max_bm25_cache_bytes_reads_env() {
1356        let _env = crate::core::data_dir::test_env_lock();
1357        std::env::set_var("LEAN_CTX_BM25_MAX_CACHE_MB", "64");
1358        let bytes = max_bm25_cache_bytes();
1359        assert_eq!(bytes, 64 * 1024 * 1024);
1360        std::env::remove_var("LEAN_CTX_BM25_MAX_CACHE_MB");
1361    }
1362}