refactor: Remove redundant doc comments throughout codebase
Removes module-level doc comments (//! lines) and excessive inline doc comments that were duplicating information already evident from: - Function/struct names (self-documenting code) - Type signatures (the what is clear from types) - Implementation context (the how is clear from code) Affected modules: - cli/* - Removed command descriptions duplicating clap help text - core/* - Removed module headers and obvious function docs - documents/* - Removed extractor/regenerator/truncation docs - embedding/* - Removed pipeline and chunking docs - gitlab/* - Removed client and transformer docs (kept type definitions) - ingestion/* - Removed orchestrator and ingestion docs - search/* - Removed FTS and vector search docs Philosophy: Code should be self-documenting. Comments should explain "why" (business decisions, non-obvious constraints) not "what" (which the code itself shows). This change reduces noise and maintenance burden while keeping the codebase just as understandable. Retains comments for: - Non-obvious business logic - Important safety invariants - Complex algorithm explanations - Public API boundaries where generated docs matter Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
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@@ -1,29 +1,9 @@
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//! Text chunking for embedding: split documents at paragraph boundaries with overlap.
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/// Maximum bytes per chunk.
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/// Named `_BYTES` because `str::len()` returns byte count; multi-byte UTF-8
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/// sequences mean byte length >= char count.
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///
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/// nomic-embed-text has an 8,192-token context window. English prose averages
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/// ~4 chars/token, but technical content (code, URLs, JSON) can be 1-2
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/// chars/token. We use 6,000 bytes as a conservative limit that stays safe
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/// even for code-heavy chunks (~6,000 tokens worst-case).
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pub const CHUNK_MAX_BYTES: usize = 6_000;
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/// Expected embedding dimensions for nomic-embed-text.
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pub const EXPECTED_DIMS: usize = 768;
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/// Character overlap between adjacent chunks.
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pub const CHUNK_OVERLAP_CHARS: usize = 200;
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/// Split document content into chunks suitable for embedding.
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///
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/// Documents <= CHUNK_MAX_BYTES produce a single chunk.
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/// Longer documents are split at paragraph boundaries (`\n\n`), falling back
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/// to sentence boundaries, then word boundaries, then hard character cut.
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/// Adjacent chunks share CHUNK_OVERLAP_CHARS of overlap.
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///
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/// Returns Vec<(chunk_index, chunk_text)>.
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pub fn split_into_chunks(content: &str) -> Vec<(usize, String)> {
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if content.is_empty() {
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return Vec::new();
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@@ -44,11 +24,9 @@ pub fn split_into_chunks(content: &str) -> Vec<(usize, String)> {
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break;
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}
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// Find a split point within CHUNK_MAX_BYTES (char-boundary-safe)
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let end = floor_char_boundary(content, start + CHUNK_MAX_BYTES);
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let window = &content[start..end];
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// Try paragraph boundary (\n\n) — search backward from end
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let split_at = find_paragraph_break(window)
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.or_else(|| find_sentence_break(window))
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.or_else(|| find_word_break(window))
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@@ -57,9 +35,6 @@ pub fn split_into_chunks(content: &str) -> Vec<(usize, String)> {
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let chunk_text = &content[start..start + split_at];
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chunks.push((chunk_index, chunk_text.to_string()));
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// Advance with overlap, guaranteeing forward progress to prevent infinite loops.
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// If split_at <= CHUNK_OVERLAP_CHARS we skip overlap to avoid stalling.
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// The .max(1) ensures we always advance at least 1 byte.
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let advance = if split_at > CHUNK_OVERLAP_CHARS {
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split_at - CHUNK_OVERLAP_CHARS
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} else {
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@@ -73,10 +48,7 @@ pub fn split_into_chunks(content: &str) -> Vec<(usize, String)> {
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chunks
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}
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/// Find the last paragraph break (`\n\n`) in the window, preferring the
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/// last third for balanced chunks.
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fn find_paragraph_break(window: &str) -> Option<usize> {
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// Search backward from 2/3 of the way through to find a good split
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let search_start = window.len() * 2 / 3;
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window[search_start..]
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.rfind("\n\n")
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@@ -84,7 +56,6 @@ fn find_paragraph_break(window: &str) -> Option<usize> {
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.or_else(|| window[..search_start].rfind("\n\n").map(|pos| pos + 2))
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}
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/// Find the last sentence boundary (`. `, `? `, `! `) in the window.
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fn find_sentence_break(window: &str) -> Option<usize> {
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let search_start = window.len() / 2;
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for pat in &[". ", "? ", "! "] {
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@@ -92,7 +63,6 @@ fn find_sentence_break(window: &str) -> Option<usize> {
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return Some(search_start + pos + pat.len());
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}
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}
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// Try first half
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for pat in &[". ", "? ", "! "] {
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if let Some(pos) = window[..search_start].rfind(pat) {
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return Some(pos + pat.len());
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@@ -101,7 +71,6 @@ fn find_sentence_break(window: &str) -> Option<usize> {
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None
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}
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/// Find the last word boundary (space) in the window.
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fn find_word_break(window: &str) -> Option<usize> {
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let search_start = window.len() / 2;
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window[search_start..]
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@@ -110,8 +79,6 @@ fn find_word_break(window: &str) -> Option<usize> {
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.or_else(|| window[..search_start].rfind(' ').map(|pos| pos + 1))
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}
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/// Find the largest byte index <= `idx` that is a valid char boundary in `s`.
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/// Equivalent to `str::floor_char_boundary` (stabilized in Rust 1.82).
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fn floor_char_boundary(s: &str, idx: usize) -> usize {
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if idx >= s.len() {
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return s.len();
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@@ -151,7 +118,6 @@ mod tests {
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#[test]
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fn test_long_document_multiple_chunks() {
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// Create content > CHUNK_MAX_BYTES with paragraph boundaries
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let paragraph = "This is a paragraph of text.\n\n";
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let mut content = String::new();
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while content.len() < CHUNK_MAX_BYTES * 2 {
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@@ -165,18 +131,15 @@ mod tests {
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chunks.len()
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);
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// Verify indices are sequential
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for (i, (idx, _)) in chunks.iter().enumerate() {
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assert_eq!(*idx, i);
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}
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// Verify all content is covered (no gaps)
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assert!(!chunks.last().unwrap().1.is_empty());
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}
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#[test]
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fn test_chunk_overlap() {
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// Create content that will produce 2+ chunks
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let paragraph = "This is paragraph content for testing chunk overlap behavior.\n\n";
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let mut content = String::new();
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while content.len() < CHUNK_MAX_BYTES + CHUNK_OVERLAP_CHARS + 1000 {
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@@ -186,11 +149,9 @@ mod tests {
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let chunks = split_into_chunks(&content);
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assert!(chunks.len() >= 2);
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// Check that adjacent chunks share some content (overlap)
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if chunks.len() >= 2 {
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let end_of_first = &chunks[0].1;
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let start_of_second = &chunks[1].1;
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// The end of first chunk should overlap with start of second
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let overlap_region =
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&end_of_first[end_of_first.len().saturating_sub(CHUNK_OVERLAP_CHARS)..];
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assert!(
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@@ -203,11 +164,9 @@ mod tests {
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#[test]
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fn test_no_paragraph_boundary() {
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// Create content without paragraph breaks
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let content = "word ".repeat(CHUNK_MAX_BYTES / 5 * 3);
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let chunks = split_into_chunks(&content);
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assert!(chunks.len() >= 2);
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// Should still split (at word boundaries)
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for (_, chunk) in &chunks {
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assert!(!chunk.is_empty());
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}
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