feat(wolfram-search): Prevent reranking
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9fd01923a8
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@ -115,44 +115,6 @@ const processDocs = async (docs: Document[]) => {
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.join('\n');
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};
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const rerankDocs = async ({
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query,
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docs,
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}: {
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query: string;
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docs: Document[];
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}) => {
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if (docs.length === 0) {
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return docs;
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}
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const docsWithContent = docs.filter(
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(doc) => doc.pageContent && doc.pageContent.length > 0,
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);
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const docEmbeddings = await embeddings.embedDocuments(
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docsWithContent.map((doc) => doc.pageContent),
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);
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const queryEmbedding = await embeddings.embedQuery(query);
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const similarity = docEmbeddings.map((docEmbedding, i) => {
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const sim = computeSimilarity(queryEmbedding, docEmbedding);
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return {
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index: i,
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similarity: sim,
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};
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});
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const sortedDocs = similarity
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.sort((a, b) => b.similarity - a.similarity)
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.slice(0, 15)
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.map((sim) => docsWithContent[sim.index]);
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return sortedDocs;
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};
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type BasicChainInput = {
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chat_history: BaseMessage[];
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query: string;
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@ -198,7 +160,7 @@ const basicWolframAlphaSearchAnsweringChain = RunnableSequence.from([
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chat_history: formatChatHistoryAsString(input.chat_history),
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}),
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basicWolframAlphaSearchRetrieverChain
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.pipe(rerankDocs)
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.pipe(({ query, docs }) => { return docs })
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.withConfig({
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runName: 'FinalSourceRetriever',
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})
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