feat(ingest): add summary of all documents

add ChunkInfo interface, improve chunk handling typings, and print ingest summary statistics. This introduces typed chunk metadata, refactors related code, and adds a summary report for document sizes, sections, and chunk distribution
This commit is contained in:
2026-04-03 20:34:05 +05:30
parent 09f4f929ae
commit f54a14f408
+77 -5
View File
@@ -41,6 +41,13 @@ const htmlSplitter = new HTMLTextSplitter({
const LARGE_DOC_THRESHOLD = htmlSplitter.chunkSize + 100;
const BATCH_SIZE = 100;
interface ChunkInfo {
index: number;
text: string;
size: number;
isSmall: boolean;
}
async function generateEmbeddingsWithProgress(
documents: Document[],
): Promise<number[][]> {
@@ -189,17 +196,19 @@ async function buildSpecDocuments(): Promise<Document[]> {
// Only mark chunks as "small" if the original section content was long enough
// to reasonably split (more than 100 chars). This prevents false positives
// when the entire section was just naturally brief.
const chunkData = chunks.map((chunk, idx) => {
const chunkData: ChunkInfo[] = chunks.map(
(chunk: string, idx: number) => {
return {
index: idx,
text: chunk,
size: chunk.length,
isSmall: chunk.length < 50 && textContent.length > 100,
};
});
},
);
// Print warnings for small chunks
const smallChunks = chunkData.filter((c) => c.isSmall);
const smallChunks = chunkData.filter((c: ChunkInfo) => c.isSmall);
if (smallChunks.length > 0) {
const cleanedHtml = sectionHtml.replace(/\s+/g, " ").trim();
for (const chunk of smallChunks) {
@@ -216,9 +225,12 @@ async function buildSpecDocuments(): Promise<Document[]> {
}
// Print summary after all warnings
const chunkSizes = chunkData
.map((c) => `${c.index + 1}:${c.size}`)
.map((c: ChunkInfo) => `${c.index + 1}:${c.size}`)
.join(", ");
const totalChunkSize = chunkData.reduce((sum, c) => sum + c.size, 0);
const totalChunkSize = chunkData.reduce(
(sum: number, c: ChunkInfo) => sum + c.size,
0,
);
console.warn(
` All chunk sizes: [${chunkSizes}] (total: ${totalChunkSize} chars)`,
);
@@ -271,6 +283,9 @@ async function main() {
}
}
// Print summary statistics
printSummary(specDocs);
const db = await lancedbSdk.connect(STORAGE_DIR);
// Check if table exists and handle overwrite
@@ -316,4 +331,61 @@ async function main() {
console.log(`Index built and persisted to ${STORAGE_DIR}`);
}
/**
* Prints summary statistics about the ingested documents.
* Shows distribution of document sizes, sections, and chunk counts.
*/
function printSummary(documents: Document[]): void {
if (documents.length === 0) {
console.log("\n📊 Summary: No documents ingested");
return;
}
// Calculate document size statistics
const sizes = documents.map((doc) => doc.pageContent.length);
const totalSize = sizes.reduce((sum, size) => sum + size, 0);
const avgSize = totalSize / documents.length;
const minSize = Math.min(...sizes);
const maxSize = Math.max(...sizes);
// Count unique sections
const sectionIds = new Set<string>();
const sectionsWithMultipleChunks = new Map<string, number>();
for (const doc of documents) {
const sectionId = doc.metadata.sectionid as string;
if (sectionId) {
sectionIds.add(sectionId);
sectionsWithMultipleChunks.set(
sectionId,
(sectionsWithMultipleChunks.get(sectionId) || 0) + 1,
);
}
}
const multiChunkSections = Array.from(sectionsWithMultipleChunks.entries())
.filter(([, count]) => count > 1)
.sort((a, b) => b[1] - a[1]);
console.log("\n📊 Ingest Summary:");
console.log(` Total documents: ${documents.length}`);
console.log(` Unique sections: ${sectionIds.size}`);
console.log(` Sections with multiple chunks: ${multiChunkSections.length}`);
console.log("\n Document size distribution:");
console.log(` Average: ${avgSize.toFixed(0)} chars`);
console.log(` Min: ${minSize} chars`);
console.log(` Max: ${maxSize} chars`);
console.log(` Total: ${totalSize} chars`);
if (multiChunkSections.length > 0) {
console.log("\n Top sections by chunk count:");
for (const [sectionId, count] of multiChunkSections.slice(0, 5)) {
console.log(` ${sectionId}: ${count} chunks`);
}
if (multiChunkSections.length > 5) {
console.log(` ... and ${multiChunkSections.length - 5} more`);
}
}
}
main().catch(console.error);