diff --git a/.changeset/famous-singers-shake.md b/.changeset/famous-singers-shake.md new file mode 100644 index 0000000000000000000000000000000000000000..e57843fd55b1e8d624ceaca4a07754b0b575c54b --- /dev/null +++ b/.changeset/famous-singers-shake.md @@ -0,0 +1,5 @@ +--- +"llamaindex": patch +--- + +add new OpenAI embeddings (with dimension reduction support) diff --git a/examples/vectorIndexEmbed3.ts b/examples/vectorIndexEmbed3.ts new file mode 100644 index 0000000000000000000000000000000000000000..9ecc33d288cd94cad152ae28f546f2b20581465d --- /dev/null +++ b/examples/vectorIndexEmbed3.ts @@ -0,0 +1,41 @@ +import fs from "node:fs/promises"; + +import { + Document, + OpenAIEmbedding, + VectorStoreIndex, + serviceContextFromDefaults, +} from "llamaindex"; + +async function main() { + // Load essay from abramov.txt in Node + const path = "node_modules/llamaindex/examples/abramov.txt"; + + const essay = await fs.readFile(path, "utf-8"); + + // Create Document object with essay + const document = new Document({ text: essay, id_: path }); + + // Create service context and specify text-embedding-3-large + const embedModel = new OpenAIEmbedding({ + model: "text-embedding-3-large", + dimensions: 1024, + }); + const serviceContext = serviceContextFromDefaults({ embedModel }); + + // Split text and create embeddings. Store them in a VectorStoreIndex + const index = await VectorStoreIndex.fromDocuments([document], { + serviceContext, + }); + + // Query the index + const queryEngine = index.asQueryEngine(); + const response = await queryEngine.query({ + query: "What did the author do in college?", + }); + + // Output response + console.log(response.toString()); +} + +main().catch(console.error); diff --git a/package.json b/package.json index 42c1e316d7425211bccea1c544caa5188b49c58b..99798b4e084912ae5c073e73d2f2d9f41128a2ab 100644 --- a/package.json +++ b/package.json @@ -18,7 +18,7 @@ }, "devDependencies": { "@changesets/cli": "^2.27.1", - "@turbo/gen": "^1.11.2", + "@turbo/gen": "^1.11.3", "@types/jest": "^29.5.11", "eslint": "^8.56.0", "eslint-config-custom": "workspace:*", @@ -27,8 +27,8 @@ "lint-staged": "^15.2.0", "prettier": "^3.2.4", "prettier-plugin-organize-imports": "^3.2.4", - "ts-jest": "^29.1.1", - "turbo": "^1.11.2", + "ts-jest": "^29.1.2", + "turbo": "^1.11.3", "typescript": "^5.3.3" }, "packageManager": "pnpm@8.10.5+sha256.a4bd9bb7b48214bbfcd95f264bd75bb70d100e5d4b58808f5cd6ab40c6ac21c5", diff --git a/packages/core/package.json b/packages/core/package.json index 775df54b75862b33679c754195a9f6b7fafa0927..257a3f72f5b3c0a72acc325ac94344ed72d2a617 100644 --- a/packages/core/package.json +++ b/packages/core/package.json @@ -19,7 +19,7 @@ "md-utils-ts": "^2.0.0", "mongodb": "^6.3.0", "notion-md-crawler": "^0.0.2", - "openai": "^4.20.1", + "openai": "^4.26.0", "papaparse": "^5.4.1", "pathe": "^1.1.2", "pdfjs-dist": "4.0.269", diff --git a/packages/core/src/constants.ts b/packages/core/src/constants.ts index b69d3ad0875eb93a4d17708eabcc9ccc63b11908..bc46fed346fe17bd130f8158fc17bd168c78279d 100644 --- a/packages/core/src/constants.ts +++ b/packages/core/src/constants.ts @@ -6,6 +6,4 @@ export const DEFAULT_CHUNK_OVERLAP = 20; export const DEFAULT_CHUNK_OVERLAP_RATIO = 0.1; export const DEFAULT_SIMILARITY_TOP_K = 2; -// NOTE: for text-embedding-ada-002 -export const DEFAULT_EMBEDDING_DIM = 1536; export const DEFAULT_PADDING = 5; diff --git a/packages/core/src/embeddings/OpenAIEmbedding.ts b/packages/core/src/embeddings/OpenAIEmbedding.ts index 1f8c8820535bb62fd3f241124a98b5925a013ffa..a777679f3fa7a4f9436c3e3beac3416255fb8c76 100644 --- a/packages/core/src/embeddings/OpenAIEmbedding.ts +++ b/packages/core/src/embeddings/OpenAIEmbedding.ts @@ -9,28 +9,55 @@ import { import { OpenAISession, getOpenAISession } from "../llm/openai"; import { BaseEmbedding } from "./types"; -export enum OpenAIEmbeddingModelType { - TEXT_EMBED_ADA_002 = "text-embedding-ada-002", -} +export const ALL_OPENAI_EMBEDDING_MODELS = { + "text-embedding-ada-002": { + dimensions: 1536, + maxTokens: 8191, + }, + "text-embedding-3-small": { + dimensions: 1536, + dimensionOptions: [512, 1536], + maxTokens: 8191, + }, + "text-embedding-3-large": { + dimensions: 3072, + dimensionOptions: [256, 1024, 3072], + maxTokens: 8191, + }, +}; export class OpenAIEmbedding extends BaseEmbedding { - model: OpenAIEmbeddingModelType | string; + /** embeddding model. defaults to "text-embedding-ada-002" */ + model: string; + /** number of dimensions of the resulting vector, for models that support choosing fewer dimensions. undefined will default to model default */ + dimensions: number | undefined; // OpenAI session params + + /** api key */ apiKey?: string = undefined; + /** maximum number of retries, default 10 */ maxRetries: number; + /** timeout in ms, default 60 seconds */ timeout?: number; + /** other session options for OpenAI */ additionalSessionOptions?: Omit< Partial<OpenAIClientOptions>, "apiKey" | "maxRetries" | "timeout" >; + /** session object */ session: OpenAISession; + /** + * OpenAI Embedding + * @param init - initial parameters + */ constructor(init?: Partial<OpenAIEmbedding> & { azure?: AzureOpenAIConfig }) { super(); - this.model = init?.model ?? OpenAIEmbeddingModelType.TEXT_EMBED_ADA_002; + this.model = init?.model ?? "text-embedding-ada-002"; + this.dimensions = init?.dimensions; // if no dimensions provided, will be undefined/not sent to OpenAI this.maxRetries = init?.maxRetries ?? 10; this.timeout = init?.timeout ?? 60 * 1000; // Default is 60 seconds @@ -76,6 +103,7 @@ export class OpenAIEmbedding extends BaseEmbedding { private async getOpenAIEmbedding(input: string) { const { data } = await this.session.openai.embeddings.create({ model: this.model, + dimensions: this.dimensions, // only sent to OpenAI if set by user input, }); diff --git a/packages/core/src/llm/LLM.ts b/packages/core/src/llm/LLM.ts index 28a16c6355682b0bc41c3aa3d1296a10325ed3eb..aaaac65bf7b16c3545466b5c8dbd659724b69e6d 100644 --- a/packages/core/src/llm/LLM.ts +++ b/packages/core/src/llm/LLM.ts @@ -41,14 +41,21 @@ import { export const GPT4_MODELS = { "gpt-4": { contextWindow: 8192 }, "gpt-4-32k": { contextWindow: 32768 }, + "gpt-4-32k-0613": { contextWindow: 32768 }, + "gpt-4-turbo-preview": { contextWindow: 128000 }, "gpt-4-1106-preview": { contextWindow: 128000 }, - "gpt-4-vision-preview": { contextWindow: 8192 }, + "gpt-4-0125-preview": { contextWindow: 128000 }, + "gpt-4-vision-preview": { contextWindow: 128000 }, }; +// NOTE we don't currently support gpt-3.5-turbo-instruct and don't plan to in the near future export const GPT35_MODELS = { "gpt-3.5-turbo": { contextWindow: 4096 }, + "gpt-3.5-turbo-0613": { contextWindow: 4096 }, "gpt-3.5-turbo-16k": { contextWindow: 16384 }, + "gpt-3.5-turbo-16k-0613": { contextWindow: 16384 }, "gpt-3.5-turbo-1106": { contextWindow: 16384 }, + "gpt-3.5-turbo-0125": { contextWindow: 16384 }, }; /** diff --git a/packages/core/src/llm/azure.ts b/packages/core/src/llm/azure.ts index dbd9af3f46e249d3c6eee79a7b13631976c85a98..2bcd11bcbb2565c27dd9a0976343f4f453594737 100644 --- a/packages/core/src/llm/azure.ts +++ b/packages/core/src/llm/azure.ts @@ -17,6 +17,14 @@ const ALL_AZURE_OPENAI_CHAT_MODELS = { }, "gpt-4": { contextWindow: 8192, openAIModel: "gpt-4" }, "gpt-4-32k": { contextWindow: 32768, openAIModel: "gpt-4-32k" }, + "gpt-4-vision-preview": { + contextWindow: 128000, + openAIModel: "gpt-4-vision-preview", + }, + "gpt-4-1106-preview": { + contextWindow: 128000, + openAIModel: "gpt-4-1106-preview", + }, }; const ALL_AZURE_OPENAI_EMBEDDING_MODELS = { @@ -25,13 +33,29 @@ const ALL_AZURE_OPENAI_EMBEDDING_MODELS = { openAIModel: "text-embedding-ada-002", maxTokens: 8191, }, + "text-embedding-3-small": { + dimensions: 1536, + dimensionOptions: [512, 1536], + openAIModel: "text-embedding-3-small", + maxTokens: 8191, + }, + "text-embedding-3-large": { + dimensions: 3072, + dimensionOptions: [256, 1024, 3072], + openAIModel: "text-embedding-3-large", + maxTokens: 8191, + }, }; const ALL_AZURE_API_VERSIONS = [ "2022-12-01", "2023-05-15", - "2023-06-01-preview", - "2023-07-01-preview", + "2023-03-15-preview", // retiring 2024-04-02 + "2023-06-01-preview", // retiring 2024-04-02 + "2023-07-01-preview", // retiring 2024-04-02 + "2023-08-01-preview", // retiring 2024-04-02 + "2023-09-01-preview", + "2023-12-01-preview", ]; const DEFAULT_API_VERSION = "2023-05-15"; diff --git a/packages/core/src/storage/vectorStore/PGVectorStore.ts b/packages/core/src/storage/vectorStore/PGVectorStore.ts index eb6cbeff22382513c0e96fbf04e2e9cce1a7536d..e1e0adb51304058f4448ba26c5f4d9f99b8a8a4f 100644 --- a/packages/core/src/storage/vectorStore/PGVectorStore.ts +++ b/packages/core/src/storage/vectorStore/PGVectorStore.ts @@ -20,6 +20,7 @@ export class PGVectorStore implements VectorStore { private schemaName: string = PGVECTOR_SCHEMA; private tableName: string = PGVECTOR_TABLE; private connectionString: string | undefined = undefined; + private dimensions: number = 1536; private db?: pg.Client; @@ -38,15 +39,18 @@ export class PGVectorStore implements VectorStore { * @param {string} config.schemaName - The name of the schema (optional). Defaults to PGVECTOR_SCHEMA. * @param {string} config.tableName - The name of the table (optional). Defaults to PGVECTOR_TABLE. * @param {string} config.connectionString - The connection string (optional). + * @param {number} config.dimensions - The dimensions of the embedding model. */ constructor(config?: { schemaName?: string; tableName?: string; connectionString?: string; + dimensions?: number; }) { this.schemaName = config?.schemaName ?? PGVECTOR_SCHEMA; this.tableName = config?.tableName ?? PGVECTOR_TABLE; this.connectionString = config?.connectionString; + this.dimensions = config?.dimensions ?? 1536; } /** @@ -108,7 +112,7 @@ export class PGVectorStore implements VectorStore { collection VARCHAR, document TEXT, metadata JSONB DEFAULT '{}', - embeddings VECTOR(1536) + embeddings VECTOR(${this.dimensions}) )`; await db.query(tbl); diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml index 72bcceab4e5fc3ccd2304122dfa349eed2a92d65..0b47ca72608eee3f2b0ea92e108e6cf90398d4d5 100644 --- a/pnpm-lock.yaml +++ b/pnpm-lock.yaml @@ -16,8 +16,8 @@ importers: specifier: ^2.27.1 version: 2.27.1 '@turbo/gen': - specifier: ^1.11.2 - version: 1.11.2(@types/node@18.19.6)(typescript@5.3.3) + specifier: ^1.11.3 + version: 1.11.3(@types/node@20.11.6)(typescript@5.3.3) '@types/jest': specifier: ^29.5.11 version: 29.5.11 @@ -32,7 +32,7 @@ importers: version: 8.0.3 jest: specifier: ^29.7.0 - version: 29.7.0(@types/node@18.19.6) + version: 29.7.0(@types/node@20.11.6) lint-staged: specifier: ^15.2.0 version: 15.2.0 @@ -43,11 +43,11 @@ importers: specifier: ^3.2.4 version: 3.2.4(prettier@3.2.4)(typescript@5.3.3) ts-jest: - specifier: ^29.1.1 - version: 29.1.1(@babel/core@7.23.7)(jest@29.7.0)(typescript@5.3.3) + specifier: ^29.1.2 + version: 29.1.2(@babel/core@7.23.9)(jest@29.7.0)(typescript@5.3.3) turbo: - specifier: ^1.11.2 - version: 1.11.2 + specifier: ^1.11.3 + version: 1.11.3 typescript: specifier: ^5.3.3 version: 5.3.3 @@ -74,7 +74,7 @@ importers: version: 2.3.1(react@18.2.0) raw-loader: specifier: ^4.0.2 - version: 4.0.2(webpack@5.89.0) + version: 4.0.2(webpack@5.90.0) react: specifier: ^18.2.0 version: 18.2.0 @@ -126,7 +126,7 @@ importers: version: 1.1.2 chromadb: specifier: ^1.7.3 - version: 1.7.3(openai@4.20.1) + version: 1.7.3(openai@4.26.0) commander: specifier: ^11.1.0 version: 11.1.0 @@ -175,7 +175,7 @@ importers: version: 4.0.0 chromadb: specifier: ~1.7.3 - version: 1.7.3(openai@4.20.1) + version: 1.7.3(openai@4.26.0) file-type: specifier: ^18.7.0 version: 18.7.0 @@ 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