From e343f94629a96365eebd8e19914c9f04c95bfaca Mon Sep 17 00:00:00 2001 From: Risto McGehee Date: Sun, 29 Oct 2023 16:34:47 -0700 Subject: [PATCH 1/3] Add Chroma support for vector db --- javascript-sdk/package.json | 3 +- javascript-sdk/src/config.ts | 13 +- javascript-sdk/src/index.ts | 6 + javascript-sdk/src/lib/vectordb.ts | 84 +++++- javascript-sdk/src/sdk.ts | 9 +- javascript-sdk/yarn.lock | 453 +++++++++++++++-------------- 6 files changed, 334 insertions(+), 234 deletions(-) diff --git a/javascript-sdk/package.json b/javascript-sdk/package.json index e825da6..32169c0 100644 --- a/javascript-sdk/package.json +++ b/javascript-sdk/package.json @@ -24,8 +24,9 @@ "dependencies": { "@pinecone-database/pinecone": "^0.1.6", "chai": "^4.3.7", + "chromadb": "^1.5.6", "crypto": "^1.0.1", - "langchain": "^0.0.146", + "langchain": "^0.0.159", "node-fetch": "^3.3.1", "openai": "^3.2.1", "string-similarity": "^4.0.4" diff --git a/javascript-sdk/src/config.ts b/javascript-sdk/src/config.ts index bed23bf..76d1aa2 100644 --- a/javascript-sdk/src/config.ts +++ b/javascript-sdk/src/config.ts @@ -3,16 +3,25 @@ export interface ApiConfig { apiUrl?: string; } -export interface SdkConfig { +export type VectorDbConfig = { pinecone: { apikey: string; environment: string; index: string; }; +} | { + chroma: { + url: string; + collectionName: string; + }; +}; + +export interface SdkConfig { + vectorDB: VectorDbConfig openai: { apikey: string; model: string; }; -} +}; export type RebuffConfig = ApiConfig | SdkConfig; diff --git a/javascript-sdk/src/index.ts b/javascript-sdk/src/index.ts index 89033f4..26add71 100644 --- a/javascript-sdk/src/index.ts +++ b/javascript-sdk/src/index.ts @@ -1,2 +1,8 @@ export { default as RebuffApi } from "./api"; export { default as RebuffSdk } from "./sdk"; +export { + ApiConfig, + SdkConfig, + RebuffConfig, + VectorDbConfig, +} from "./config"; diff --git a/javascript-sdk/src/lib/vectordb.ts b/javascript-sdk/src/lib/vectordb.ts index 104600b..c3e1938 100644 --- a/javascript-sdk/src/lib/vectordb.ts +++ b/javascript-sdk/src/lib/vectordb.ts @@ -1,13 +1,30 @@ import { OpenAIEmbeddings } from "langchain/embeddings/openai"; -import { PineconeClient } from "@pinecone-database/pinecone"; import { PineconeStore } from "langchain/vectorstores/pinecone"; +import { VectorStore } from "langchain/vectorstores/base"; +import { PineconeClient } from "@pinecone-database/pinecone"; +import { Chroma } from "langchain/vectorstores/chroma"; +import { Document } from "langchain/document.js"; +import { SdkConfig } from "../config"; +// Our code expects a similarity score where similar vectors are close to 1, but Chroma returns a distance score +// where similar vectors are close to 0. Note that this class may not work if using a distance metric other than +// cosine. +class ChromaCosineSimilarity extends Chroma { + async similaritySearchVectorWithScore( + query: number[], + k: number, + filter?: this["FilterType"] + ): Promise<[Document>, number][]> { + const results = await super.similaritySearchVectorWithScore(query, k, filter); + return results.map(([id, score]) => [id, 1 - score]); + } +} -export default async function initPinecone( +async function initPinecone( environment: string, apiKey: string, index: string, - openaiApiKey: string, + openaiEmbeddings: OpenAIEmbeddings, ): Promise { if (!environment) { throw new Error("Pinecone environment definition missing"); @@ -15,6 +32,9 @@ export default async function initPinecone( if (!apiKey) { throw new Error("Pinecone apikey definition missing"); } + if (!index) { + throw new Error("Pinecone index definition missing"); + } try { const pinecone = new PineconeClient(); @@ -22,10 +42,6 @@ export default async function initPinecone( environment, apiKey, }); - const openaiEmbeddings = new OpenAIEmbeddings({ - openAIApiKey: openaiApiKey, - modelName: "text-embedding-ada-002" - }); const pineconeIndex = pinecone.Index(index); const vectorStore = await PineconeStore.fromExistingIndex( openaiEmbeddings, @@ -38,3 +54,57 @@ export default async function initPinecone( throw new Error("Failed to initialize Pinecone Client"); } } + +async function initChroma( + collectionName: string, + url: string, + openaiEmbeddings: OpenAIEmbeddings, +): Promise { + if (!url) { + throw new Error("Chroma url definition missing"); + } + if (!collectionName) { + throw new Error("Chroma collectionName definition missing"); + } + try { + const vectorStore = new ChromaCosineSimilarity( + openaiEmbeddings, + { + collectionName, + url, + numDimensions: 1536, + collectionMetadata: { + "hnsw:space": "cosine" + }, + } + ); + await vectorStore.ensureCollection(); + return vectorStore; + } catch (error) { + console.log("error", error); + throw new Error("Failed to initialize Chroma client"); + } +} + +export default async function initVectorStore( + config: SdkConfig +): Promise { + const openaiEmbeddings = new OpenAIEmbeddings({ + openAIApiKey: config.openai.apikey, + modelName: "text-embedding-ada-002" + }); + if ("pinecone" in config.vectorDB) { + return await initPinecone( + config.vectorDB.pinecone.environment, + config.vectorDB.pinecone.apikey, + config.vectorDB.pinecone.index, + openaiEmbeddings + ); + } else { + return await initChroma( + config.vectorDB.chroma.collectionName, + config.vectorDB.chroma.url, + openaiEmbeddings + ); + } +} diff --git a/javascript-sdk/src/sdk.ts b/javascript-sdk/src/sdk.ts index bf5f4b1..2119a00 100644 --- a/javascript-sdk/src/sdk.ts +++ b/javascript-sdk/src/sdk.ts @@ -6,7 +6,7 @@ import { } from "./interface"; import crypto from "crypto"; import { SdkConfig } from "./config"; -import initPinecone from "./lib/vectordb"; +import initVectorStore from "./lib/vectordb"; import { callOpenAiToDetectPI, detectPiUsingVectorDatabase, @@ -160,12 +160,7 @@ export default class RebuffSdk implements Rebuff { if (this.vectorStore) { return this.vectorStore; } - this.vectorStore = await initPinecone( - this.sdkConfig.pinecone.environment, - this.sdkConfig.pinecone.apikey, - this.sdkConfig.pinecone.index, - this.sdkConfig.openai.apikey - ); + this.vectorStore = await initVectorStore(this.sdkConfig); return this.vectorStore } diff --git a/javascript-sdk/yarn.lock b/javascript-sdk/yarn.lock index 8682fd3..910135b 100644 --- a/javascript-sdk/yarn.lock +++ b/javascript-sdk/yarn.lock @@ -4,7 +4,7 @@ "@anthropic-ai/sdk@^0.6.2": version "0.6.8" - resolved "https://registry.yarnpkg.com/@anthropic-ai/sdk/-/sdk-0.6.8.tgz#670ecb3275e5f63f19f6decdd2ca94f4f8ac5f05" + resolved "https://registry.npmjs.org/@anthropic-ai/sdk/-/sdk-0.6.8.tgz" integrity sha512-z4gDFrBf+W2wOVvwA3CA+5bfKOxQhPeXQo7+ITWj3r3XPulIMEasVT0KrD41G+anr5Yc3d2PKvXKB6b1LSon5w== dependencies: "@types/node" 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javascript-sdk/tests/index.test.ts | 13 +-- javascript-sdk/yarn.lock | 123 +++++++++++++++++++++++++++-- 2 files changed, 123 insertions(+), 13 deletions(-) diff --git a/javascript-sdk/tests/index.test.ts b/javascript-sdk/tests/index.test.ts index ec26dab..a05693c 100644 --- a/javascript-sdk/tests/index.test.ts +++ b/javascript-sdk/tests/index.test.ts @@ -11,11 +11,13 @@ const rb = new RebuffSDK({ apikey: getEnvironmentVariable("OPENAI_API_KEY"), model: "gpt-3.5-turbo", }, - pinecone: { - environment: getEnvironmentVariable("PINECONE_ENVIRONMENT"), - apikey: getEnvironmentVariable("PINECONE_API_KEY"), - index: getEnvironmentVariable("PINECONE_INDEX_NAME"), - }, + vectorDB: { + pinecone: { + environment: getEnvironmentVariable("PINECONE_ENVIRONMENT"), + apikey: getEnvironmentVariable("PINECONE_API_KEY"), + index: getEnvironmentVariable("PINECONE_INDEX_NAME"), + } + } }); const benign_inputs = ["How many customers bought more than 10 items in the last month?", @@ -357,3 +359,4 @@ describe("Rebuff API tests", function () { }); }); }); + diff --git a/javascript-sdk/yarn.lock b/javascript-sdk/yarn.lock index 910135b..e17ffbd 100644 --- a/javascript-sdk/yarn.lock +++ b/javascript-sdk/yarn.lock @@ -17,6 +17,31 @@ node-fetch "^2.6.7" web-streams-polyfill "^3.2.1" +"@cspotcode/source-map-support@^0.8.0": + version "0.8.1" + resolved "https://registry.npmjs.org/@cspotcode/source-map-support/-/source-map-support-0.8.1.tgz" + integrity sha512-IchNf6dN4tHoMFIn/7OE8LWZ19Y6q/67Bmf6vnGREv8RSbBVb9LPJxEcnwrcwX6ixSvaiGoomAUvu4YSxXrVgw== + dependencies: + "@jridgewell/trace-mapping" "0.3.9" + +"@jridgewell/resolve-uri@^3.0.3": + version "3.1.1" + resolved "https://registry.npmjs.org/@jridgewell/resolve-uri/-/resolve-uri-3.1.1.tgz" + integrity sha512-dSYZh7HhCDtCKm4QakX0xFpsRDqjjtZf/kjI/v3T3Nwt5r8/qz/M19F9ySyOqU94SXBmeG9ttTul+YnR4LOxFA== + +"@jridgewell/sourcemap-codec@^1.4.10": + version "1.4.15" + resolved 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yocto-queue@^0.1.0: version "0.1.0" resolved "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz" From 5599f9bb020719ded26daba93c7d9d9dd4c7ddb9 Mon Sep 17 00:00:00 2001 From: Sean Morgan Date: Thu, 9 Nov 2023 12:40:41 -0800 Subject: [PATCH 3/3] Bump minor version on breaking change --- javascript-sdk/package.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/javascript-sdk/package.json b/javascript-sdk/package.json index d0665ba..2c651da 100644 --- a/javascript-sdk/package.json +++ b/javascript-sdk/package.json @@ -1,6 +1,6 @@ { "name": "rebuff", - "version": "0.0.4", + "version": "0.1.0", "description": "Rebuff's Javascript client SDK for Node and the browser", "main": "src/index.ts", "type": "module",