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fix(server): correct Qdrant batching logic for large uploads #4545

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Merged
merged 3 commits into from
Oct 15, 2025
Merged

fix(server): correct Qdrant batching logic for large uploads #4545

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fix(server): correct Qdrant batching logic for large uploads
aeromech-1 Oct 15, 2025
bd2a923
modify O(3N) process to O(N)
timothycarambat Oct 15, 2025
0772c22
Merge branch 'master' into fix/qdrant-batching
timothycarambat Oct 15, 2025
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34 changes: 22 additions & 12 deletions server/utils/vectorDbProviders/qdrant/index.js
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Original file line number Diff line number Diff line change
Expand Up @@ -276,18 +276,28 @@ const QDrant = {
const chunks = [];

console.log("Inserting vectorized chunks into QDrant collection.");
for (const chunk of toChunks(vectors, 500)) chunks.push(chunk);

const additionResult = await client.upsert(namespace, {
wait: true,
batch: {
ids: submission.ids,
vectors: submission.vectors,
payloads: submission.payloads,
},
});
if (additionResult?.status !== "completed")
throw new Error("Error embedding into QDrant", additionResult);
for (const chunk of toChunks(vectors, 500)) {
const batchIds = [],
batchVectors = [],
batchPayloads = [];
chunks.push(chunk);
chunk.forEach((v) => {
batchIds.push(v.id);
batchVectors.push(v.vector);
batchPayloads.push(v.payload);
});

const additionResult = await client.upsert(namespace, {
wait: true,
batch: {
ids: batchIds,
vectors: batchVectors,
payloads: batchPayloads,
},
});
if (additionResult?.status !== "completed")
throw new Error("Error embedding into QDrant", additionResult);
}

await storeVectorResult(chunks, fullFilePath);
}
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