msjidandClaude Sonnet 5
771280cde6
RAG + multi-agent (retrieval, policy-compliance, drafting) support assistant for a fictional shipping company, built in Rust with Qdrant for vector storage and a hand-rolled Anthropic tool-calling client (no Rust pydantic-ai equivalent exists). A deterministic supervisor orchestrates the agents and runs every response through a rule-based guardrail pipeline with an append-only audit log. Includes a 44-example golden dataset (normal/injection/policy- violation/hallucination-bait/out-of-scope) and a regression harness that scores retrieval, generation, and guardrail correctness separately, plus a write-up of the failure modes and trade-offs. Co-Authored-By: Claude Sonnet 5 <[email protected]>
77 lines
2.2 KiB
Rust
77 lines
2.2 KiB
Rust
//! Naive but predictable text chunking for the knowledge base documents.
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//!
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//! Splits on paragraph boundaries first and packs paragraphs into
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//! `chunk_size`-ish chunks with a small overlap, rather than cutting mid
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//! sentence — the documents here are short policy pages, not novels, so
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//! this stays simple on purpose.
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pub fn chunk_text(text: &str, chunk_size: usize, overlap: usize) -> Vec<String> {
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let paragraphs: Vec<&str> = text
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.split("\n\n")
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.map(str::trim)
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.filter(|p| !p.is_empty())
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.collect();
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if paragraphs.is_empty() {
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return Vec::new();
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}
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let mut chunks = Vec::new();
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let mut current = String::new();
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for paragraph in ¶graphs {
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if !current.is_empty() && current.len() + paragraph.len() + 2 > chunk_size {
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chunks.push(current.clone());
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current = tail(¤t, overlap);
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}
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if !current.is_empty() {
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current.push_str("\n\n");
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}
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current.push_str(paragraph);
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}
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if !current.trim().is_empty() {
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chunks.push(current);
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}
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chunks
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}
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/// Returns the last `overlap` characters of `s`, snapped to a char boundary.
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fn tail(s: &str, overlap: usize) -> String {
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if s.len() <= overlap {
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return s.to_string();
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}
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let start = s.len() - overlap;
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let boundary = (start..s.len())
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.find(|&i| s.is_char_boundary(i))
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.unwrap_or(s.len());
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s[boundary..].to_string()
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}
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#[cfg(test)]
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mod tests {
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use super::*;
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#[test]
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fn splits_long_text_into_multiple_chunks() {
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let text = "Paragraph one is here.\n\nParagraph two is here.\n\nParagraph three is here.\n\nParagraph four is here.";
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let chunks = chunk_text(text, 50, 10);
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assert!(chunks.len() > 1, "expected multiple chunks, got {chunks:?}");
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for chunk in &chunks {
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assert!(!chunk.is_empty());
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}
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}
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#[test]
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fn keeps_short_text_as_a_single_chunk() {
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let text = "Just one short paragraph.";
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let chunks = chunk_text(text, 500, 50);
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assert_eq!(chunks, vec!["Just one short paragraph.".to_string()]);
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}
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#[test]
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fn empty_input_produces_no_chunks() {
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assert!(chunk_text(" \n\n ", 100, 10).is_empty());
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}
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}
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