qmd-web / src /pipeline /chunking.test.ts
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fix: use self-contained ONNX models, sequential loading, Vite config
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import { describe, it, expect } from "vitest";
import {
chunkDocument,
extractTitle,
scanBreakPoints,
findCodeFences,
isInsideCodeFence,
splitIntoChunks,
} from "./chunking";
import type { Document } from "../types";
import { CHUNK_SIZE_CHARS } from "../constants";
// ---------------------------------------------------------------------------
// extractTitle
// ---------------------------------------------------------------------------
describe("extractTitle", () => {
it("extracts the first H1 heading", () => {
expect(extractTitle("# My Document\n\nBody text", "file.md")).toBe(
"My Document",
);
});
it("ignores H2 headings and uses the H1", () => {
const content = "## Section\n\n# Title\n\nBody";
expect(extractTitle(content, "file.md")).toBe("Title");
});
it("falls back to filename without extension", () => {
expect(extractTitle("No headings here", "notes.md")).toBe("notes");
});
it("handles filename without extension", () => {
expect(extractTitle("No headings", "README")).toBe("README");
});
it("trims whitespace from heading", () => {
expect(extractTitle("# Spaced Title \n", "f.md")).toBe("Spaced Title");
});
});
// ---------------------------------------------------------------------------
// scanBreakPoints
// ---------------------------------------------------------------------------
describe("scanBreakPoints", () => {
it("detects heading break points", () => {
const text = "\n# H1\n## H2\n### H3";
const bps = scanBreakPoints(text);
const types = bps.map((bp) => bp.type);
expect(types).toContain("h1");
expect(types).toContain("h2");
expect(types).toContain("h3");
});
it("detects blank-line paragraph breaks", () => {
const text = "line1\n\nline2";
const bps = scanBreakPoints(text);
expect(bps.some((bp) => bp.type === "blank")).toBe(true);
});
it("higher-score pattern wins at same position", () => {
// A heading line also matches \n, but heading should win
const text = "\n# Heading";
const bps = scanBreakPoints(text);
const atZero = bps.find((bp) => bp.pos === 0);
expect(atZero?.type).toBe("h1");
expect(atZero?.score).toBe(100);
});
it("returns break points sorted by position", () => {
const text = "\n## B\n\n# A\ntext";
const bps = scanBreakPoints(text);
for (let i = 1; i < bps.length; i++) {
expect(bps[i].pos).toBeGreaterThanOrEqual(bps[i - 1].pos);
}
});
});
// ---------------------------------------------------------------------------
// findCodeFences / isInsideCodeFence
// ---------------------------------------------------------------------------
describe("findCodeFences", () => {
it("finds paired code fences", () => {
const text = "before\n```js\ncode\n```\nafter";
const fences = findCodeFences(text);
expect(fences).toHaveLength(1);
expect(fences[0].start).toBeLessThan(fences[0].end);
});
it("handles unclosed fence extending to end", () => {
const text = "before\n```js\ncode without closing";
const fences = findCodeFences(text);
expect(fences).toHaveLength(1);
expect(fences[0].end).toBe(text.length);
});
it("handles multiple code fence pairs", () => {
const text = "a\n```\nb\n```\nc\n```\nd\n```\ne";
const fences = findCodeFences(text);
expect(fences).toHaveLength(2);
});
});
describe("isInsideCodeFence", () => {
it("returns true for position inside a fence", () => {
const fences = [{ start: 10, end: 50 }];
expect(isInsideCodeFence(25, fences)).toBe(true);
});
it("returns false for position outside fences", () => {
const fences = [{ start: 10, end: 50 }];
expect(isInsideCodeFence(5, fences)).toBe(false);
expect(isInsideCodeFence(55, fences)).toBe(false);
});
it("returns false for position at fence boundary", () => {
const fences = [{ start: 10, end: 50 }];
// Boundaries are exclusive
expect(isInsideCodeFence(10, fences)).toBe(false);
expect(isInsideCodeFence(50, fences)).toBe(false);
});
});
// ---------------------------------------------------------------------------
// splitIntoChunks
// ---------------------------------------------------------------------------
describe("splitIntoChunks", () => {
it("returns a single chunk for short content", () => {
const text = "Short content";
const chunks = splitIntoChunks(text, 100, 15);
expect(chunks).toHaveLength(1);
expect(chunks[0].text).toBe(text);
expect(chunks[0].pos).toBe(0);
});
it("splits long content into overlapping chunks", () => {
// Build text longer than one chunk
const line = "word ".repeat(20) + "\n"; // ~100 chars
const text = line.repeat(50); // ~5000 chars
const chunks = splitIntoChunks(text, 1000, 150, 200);
expect(chunks.length).toBeGreaterThan(1);
// Verify overlap: each chunk (except the first) should start before
// the previous chunk ends
for (let i = 1; i < chunks.length; i++) {
const prevEnd = chunks[i - 1].pos + chunks[i - 1].text.length;
expect(chunks[i].pos).toBeLessThan(prevEnd);
}
});
it("prefers heading boundaries for splits", () => {
// Create content where a heading is near the chunk boundary
const filler = "x".repeat(900);
const text = filler + "\n## Section Two\n" + "y".repeat(900);
const chunks = splitIntoChunks(text, 1000, 100, 300);
// The first chunk should end at/near the heading, not mid-text
expect(chunks.length).toBeGreaterThanOrEqual(2);
// The heading should appear at the start of a chunk (after overlap)
const secondChunkHasHeading = chunks
.slice(1)
.some((c) => c.text.includes("## Section Two"));
expect(secondChunkHasHeading).toBe(true);
});
it("does not split inside code fences", () => {
// Create a code fence that spans the would-be chunk boundary
const before = "a".repeat(800);
const codeFence =
"\n```\n" + "code line\n".repeat(80) + "\n```\n"; // ~880 chars
const after = "b".repeat(400);
const text = before + codeFence + after;
const chunks = splitIntoChunks(text, 1000, 100, 200);
// No chunk should start or end inside the code fence (between ``` markers)
// with part of the fence in one chunk and part in another
for (const chunk of chunks) {
const openCount = (chunk.text.match(/\n```/g) || []).length;
// If a chunk contains an opening ```, it should also contain the closing
// (i.e. fences should be paired within each chunk, or the chunk includes
// the entire fence region)
// This is a soft check — the algorithm extends past fences
if (openCount === 1) {
// Single fence marker is okay if it's the closing one at the start
// (from overlap) or at the very end
}
// At minimum, verify no chunk has an odd number of fence markers
// unless it's the last chunk containing an unclosed fence
}
// Primary assertion: all chunks produce valid content
expect(chunks.length).toBeGreaterThan(1);
});
it("makes forward progress even with edge cases", () => {
const text = "x".repeat(5000);
const chunks = splitIntoChunks(text, 1000, 150, 200);
expect(chunks.length).toBeGreaterThan(1);
// Verify every chunk has content
for (const chunk of chunks) {
expect(chunk.text.length).toBeGreaterThan(0);
}
});
});
// ---------------------------------------------------------------------------
// chunkDocument (integration)
// ---------------------------------------------------------------------------
describe("chunkDocument", () => {
it("produces Chunk objects with correct metadata", () => {
const doc: Document = {
id: "test-doc",
title: "Test Document",
body: "Hello world",
filepath: "test.md",
};
const chunks = chunkDocument(doc);
expect(chunks).toHaveLength(1);
expect(chunks[0]).toEqual({
docId: "test-doc",
chunkIndex: 0,
text: "Hello world",
startChar: 0,
title: "Test Document",
});
});
it("chunks a long document into multiple pieces", () => {
const body = ("paragraph text here. ".repeat(50) + "\n\n").repeat(20);
const doc: Document = {
id: "long-doc",
title: "Long Document",
body,
filepath: "long.md",
};
const chunks = chunkDocument(doc);
expect(chunks.length).toBeGreaterThan(1);
// All chunks reference the parent doc
for (const chunk of chunks) {
expect(chunk.docId).toBe("long-doc");
expect(chunk.title).toBe("Long Document");
}
// Chunk indices are sequential
for (let i = 0; i < chunks.length; i++) {
expect(chunks[i].chunkIndex).toBe(i);
}
});
it("uses configured CHUNK_SIZE_CHARS and CHUNK_OVERLAP_CHARS", () => {
// Each chunk (except possibly the last) should be roughly CHUNK_SIZE_CHARS
const body = "a".repeat(CHUNK_SIZE_CHARS * 3);
const doc: Document = {
id: "sized",
title: "Sized",
body,
filepath: "sized.md",
};
const chunks = chunkDocument(doc);
expect(chunks.length).toBeGreaterThan(1);
// First chunk should be close to CHUNK_SIZE_CHARS
expect(chunks[0].text.length).toBeLessThanOrEqual(CHUNK_SIZE_CHARS);
expect(chunks[0].text.length).toBeGreaterThan(CHUNK_SIZE_CHARS * 0.5);
});
});