From f7a55cb06541aea8fc7963c8a25092fd68dbfc08 Mon Sep 17 00:00:00 2001 From: Kyle Ramachandran Date: Mon, 8 Apr 2024 20:40:16 -0700 Subject: [PATCH] working on embeddings --- package-lock.json | 570 ++++++++++++++++++++++++++++++++- package.json | 4 +- src/queries/recommendations.js | 42 +++ 3 files changed, 612 insertions(+), 4 deletions(-) create mode 100644 src/queries/recommendations.js diff --git a/package-lock.json b/package-lock.json index b1f5b69..13bfd92 100644 --- a/package-lock.json +++ b/package-lock.json @@ -26,6 +26,7 @@ "@rneui/themed": "^4.0.0-rc.8", "@supabase/supabase-js": "^2.36.0", "@types/validator": "^13.11.5", + "@xenova/transformers": "^2.16.1", "axios": "^1.5.0", "cheerio": "^1.0.0-rc.12", "deprecated-react-native-prop-types": "^4.2.1", @@ -73,8 +74,7 @@ "eslint-config-universe": "^12.0.0", "husky": "^8.0.3", "prettier": "^3.0.3", - "supabase": "^1.110.1", - "typescript": "^5.1.3" + "supabase": "^1.110.1" } }, "node_modules/@aashutoshrathi/word-wrap": { @@ 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+ }, "node_modules/strict-uri-encode": { "version": "2.0.0", "resolved": "https://registry.npmjs.org/strict-uri-encode/-/strict-uri-encode-2.0.0.tgz", @@ -18669,6 +19200,29 @@ "node": ">=10" } }, + "node_modules/tar-fs": { + "version": "3.0.5", + "resolved": "https://registry.npmjs.org/tar-fs/-/tar-fs-3.0.5.tgz", + "integrity": "sha512-JOgGAmZyMgbqpLwct7ZV8VzkEB6pxXFBVErLtb+XCOqzc6w1xiWKI9GVd6bwk68EX7eJ4DWmfXVmq8K2ziZTGg==", + "dependencies": { + "pump": "^3.0.0", + "tar-stream": "^3.1.5" + }, + "optionalDependencies": { + "bare-fs": "^2.1.1", + "bare-path": "^2.1.0" + } + }, + "node_modules/tar-stream": { + "version": "3.1.7", + "resolved": "https://registry.npmjs.org/tar-stream/-/tar-stream-3.1.7.tgz", + "integrity": "sha512-qJj60CXt7IU1Ffyc3NJMjh6EkuCFej46zUqJ4J7pqYlThyd9bO0XBTmcOIhSzZJVWfsLks0+nle/j538YAW9RQ==", + "dependencies": { + "b4a": "^1.6.4", + "fast-fifo": "^1.2.0", + "streamx": "^2.15.0" + } + }, "node_modules/tar/node_modules/minipass": { "version": "5.0.0", "resolved": 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"bin/tsserver" diff --git a/package.json b/package.json index 7ba5f15..61357d6 100644 --- a/package.json +++ b/package.json @@ -30,6 +30,7 @@ "@rneui/themed": "^4.0.0-rc.8", "@supabase/supabase-js": "^2.36.0", "@types/validator": "^13.11.5", + "@xenova/transformers": "^2.16.1", "axios": "^1.5.0", "cheerio": "^1.0.0-rc.12", "deprecated-react-native-prop-types": "^4.2.1", @@ -77,8 +78,7 @@ "eslint-config-universe": "^12.0.0", "husky": "^8.0.3", "prettier": "^3.0.3", - "supabase": "^1.110.1", - "typescript": "^5.1.3" + "supabase": "^1.110.1" }, "private": true } diff --git a/src/queries/recommendations.js b/src/queries/recommendations.js new file mode 100644 index 0000000..d6dd3d7 --- /dev/null +++ b/src/queries/recommendations.js @@ -0,0 +1,42 @@ +import { pipeline, env } from '@xenova/transformers'; +import supabase from '../utils/supabase.ts'; + +// Configuration for Deno runtime +env.useBrowserCache = false; + +const pipe = async () => { + await pipeline('feature-extraction', 'Supabase/gte-small'); +}; + +// Generate the embedding from the user input +const generateEmbedding = async text => { + const output = await pipe(text, { + pooling: 'mean', + normalize: true, + }); + + // Extract the embedding output + return Array.from(output.data); +}; + +const getStories = () => { + return supabase.from('stories').select('*').is('embedding', null); +}; + +const addStoryEmbedding = async story => { + const embedding = await generateEmbedding(story.title); + await supabase.from('stories').update({ embedding }).eq('id', story.id); + console.log('Generated embeddings for story: ', story.id); +}; + +const processAllStories = async () => { + const { data: stories } = await getStories(); + + if (!stories?.length) { + return; + } + await Promise.all(stories.map(story => addStoryEmbedding(story))); + processAllStories(); +}; + +processAllStories();