diff --git a/.vscode/settings.json b/.vscode/settings.json
index d3a0c1169495cca3846695377c90c838b83f5b65..9f6017380e7cfe41a6a08e612b92a9226bb26e7a 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -4,5 +4,6 @@
"editor.defaultFormatter": "esbenp.prettier-vscode",
"[xml]": {
"editor.defaultFormatter": "redhat.vscode-xml"
- }
-}
+ },
+ "jest.rootPath": "./packages/core"
+}
\ No newline at end of file
diff --git a/examples/clip.ts b/examples/clip.ts
new file mode 100644
index 0000000000000000000000000000000000000000..075bd0f25d87a29c02df7f8be21697a14fdf8e80
--- /dev/null
+++ b/examples/clip.ts
@@ -0,0 +1,33 @@
+import { ClipEmbedding, SimilarityType, similarity } from "llamaindex";
+
+async function main() {
+ const clip = new ClipEmbedding();
+
+ // Get text embeddings
+ const text1 = "a car";
+ const textEmbedding1 = await clip.getTextEmbedding(text1);
+ const text2 = "a football match";
+ const textEmbedding2 = await clip.getTextEmbedding(text2);
+
+ // Get image embedding
+ const image =
+ "https://huggingface.co/datasets/Xenova/transformers.js-docs/resolve/main/football-match.jpg";
+ const imageEmbedding = await clip.getImageEmbedding(image);
+
+ // Calc similarity
+ const sim1 = similarity(
+ textEmbedding1,
+ imageEmbedding,
+ SimilarityType.DEFAULT,
+ );
+ const sim2 = similarity(
+ textEmbedding2,
+ imageEmbedding,
+ SimilarityType.DEFAULT,
+ );
+
+ console.log(`Similarity between "${text1}" and the image is ${sim1}`);
+ console.log(`Similarity between "${text2}" and the image is ${sim2}`);
+}
+
+main();
diff --git a/packages/core/package.json b/packages/core/package.json
index ef0dfbf8a7b208bde0ccb2795814010c1b8c9d93..dcbec345b0590367458068e3f165e78337ea2e9b 100644
--- a/packages/core/package.json
+++ b/packages/core/package.json
@@ -5,6 +5,7 @@
"dependencies": {
"@anthropic-ai/sdk": "^0.9.0",
"@notionhq/client": "^2.2.13",
+ "@xenova/transformers": "^2.8.0",
"crypto-js": "^4.2.0",
"js-tiktoken": "^1.0.7",
"lodash": "^4.17.21",
@@ -45,5 +46,12 @@
"test": "jest",
"build": "tsup src/index.ts --format esm,cjs --dts",
"dev": "tsup src/index.ts --format esm,cjs --dts --watch"
+ },
+ "exports": {
+ ".": {
+ "require": "./dist/index.js",
+ "import": "./dist/index.mjs",
+ "types": "./dist/index.d.ts"
+ }
}
}
\ No newline at end of file
diff --git a/packages/core/src/ServiceContext.ts b/packages/core/src/ServiceContext.ts
index efefd319b268af54f279b25dde3af2b1ce4980a7..da33be2094ac1102aefaa1f58c665df7eae677c8 100644
--- a/packages/core/src/ServiceContext.ts
+++ b/packages/core/src/ServiceContext.ts
@@ -1,7 +1,7 @@
-import { BaseEmbedding, OpenAIEmbedding } from "./Embedding";
import { NodeParser, SimpleNodeParser } from "./NodeParser";
import { PromptHelper } from "./PromptHelper";
import { CallbackManager } from "./callbacks/CallbackManager";
+import { BaseEmbedding, OpenAIEmbedding } from "./embeddings";
import { LLM, OpenAI } from "./llm/LLM";
/**
diff --git a/packages/core/src/embeddings/ClipEmbedding.ts b/packages/core/src/embeddings/ClipEmbedding.ts
new file mode 100644
index 0000000000000000000000000000000000000000..b75b4b879c502b9f255b719985f3c0392e49f027
--- /dev/null
+++ b/packages/core/src/embeddings/ClipEmbedding.ts
@@ -0,0 +1,78 @@
+import { MultiModalEmbedding } from "./MultiModalEmbedding";
+import { ImageType, readImage } from "./utils";
+
+export enum ClipEmbeddingModelType {
+ XENOVA_CLIP_VIT_BASE_PATCH32 = "Xenova/clip-vit-base-patch32",
+ XENOVA_CLIP_VIT_BASE_PATCH16 = "Xenova/clip-vit-base-patch16",
+}
+
+export class ClipEmbedding extends MultiModalEmbedding {
+ modelType: ClipEmbeddingModelType =
+ ClipEmbeddingModelType.XENOVA_CLIP_VIT_BASE_PATCH16;
+
+ private tokenizer: any;
+ private processor: any;
+ private visionModel: any;
+ private textModel: any;
+
+ async getTokenizer() {
+ if (!this.tokenizer) {
+ const { AutoTokenizer } = await import("@xenova/transformers");
+ this.tokenizer = await AutoTokenizer.from_pretrained(this.modelType);
+ }
+ return this.tokenizer;
+ }
+
+ async getProcessor() {
+ if (!this.processor) {
+ const { AutoProcessor } = await import("@xenova/transformers");
+ this.processor = await AutoProcessor.from_pretrained(this.modelType);
+ }
+ return this.processor;
+ }
+
+ async getVisionModel() {
+ if (!this.visionModel) {
+ const { CLIPVisionModelWithProjection } = await import(
+ "@xenova/transformers"
+ );
+ this.visionModel = await CLIPVisionModelWithProjection.from_pretrained(
+ this.modelType,
+ );
+ }
+
+ return this.visionModel;
+ }
+
+ async getTextModel() {
+ if (!this.textModel) {
+ const { CLIPTextModelWithProjection } = await import(
+ "@xenova/transformers"
+ );
+ this.textModel = await CLIPTextModelWithProjection.from_pretrained(
+ this.modelType,
+ );
+ }
+
+ return this.textModel;
+ }
+
+ async getImageEmbedding(image: ImageType): Promise<number[]> {
+ const loadedImage = await readImage(image);
+ const imageInputs = await (await this.getProcessor())(loadedImage);
+ const { image_embeds } = await (await this.getVisionModel())(imageInputs);
+ return image_embeds.data;
+ }
+
+ async getTextEmbedding(text: string): Promise<number[]> {
+ const textInputs = await (
+ await this.getTokenizer()
+ )([text], { padding: true, truncation: true });
+ const { text_embeds } = await (await this.getTextModel())(textInputs);
+ return text_embeds.data;
+ }
+
+ async getQueryEmbedding(query: string): Promise<number[]> {
+ return this.getTextEmbedding(query);
+ }
+}
diff --git a/packages/core/src/embeddings/MultiModalEmbedding.ts b/packages/core/src/embeddings/MultiModalEmbedding.ts
new file mode 100644
index 0000000000000000000000000000000000000000..c86ba07211ba54b157b043252324270549889502
--- /dev/null
+++ b/packages/core/src/embeddings/MultiModalEmbedding.ts
@@ -0,0 +1,17 @@
+import { BaseEmbedding } from "./types";
+import { ImageType } from "./utils";
+
+/*
+ * Base class for Multi Modal embeddings.
+ */
+
+export abstract class MultiModalEmbedding extends BaseEmbedding {
+ abstract getImageEmbedding(images: ImageType): Promise<number[]>;
+
+ async getImageEmbeddings(images: ImageType[]): Promise<number[][]> {
+ // Embed the input sequence of images asynchronously.
+ return Promise.all(
+ images.map((imgFilePath) => this.getImageEmbedding(imgFilePath)),
+ );
+ }
+}
diff --git a/packages/core/src/embeddings/OpenAIEmbedding.ts b/packages/core/src/embeddings/OpenAIEmbedding.ts
new file mode 100644
index 0000000000000000000000000000000000000000..106c6cbff294d49bf87d912676e3656339b1b4c8
--- /dev/null
+++ b/packages/core/src/embeddings/OpenAIEmbedding.ts
@@ -0,0 +1,92 @@
+import { ClientOptions as OpenAIClientOptions } from "openai";
+import {
+ AzureOpenAIConfig,
+ getAzureBaseUrl,
+ getAzureConfigFromEnv,
+ getAzureModel,
+ shouldUseAzure,
+} from "../llm/azure";
+import { OpenAISession, getOpenAISession } from "../llm/openai";
+import { BaseEmbedding } from "./types";
+
+export enum OpenAIEmbeddingModelType {
+ TEXT_EMBED_ADA_002 = "text-embedding-ada-002",
+}
+
+export class OpenAIEmbedding extends BaseEmbedding {
+ model: OpenAIEmbeddingModelType;
+
+ // OpenAI session params
+ apiKey?: string = undefined;
+ maxRetries: number;
+ timeout?: number;
+ additionalSessionOptions?: Omit<
+ Partial<OpenAIClientOptions>,
+ "apiKey" | "maxRetries" | "timeout"
+ >;
+
+ session: OpenAISession;
+
+ constructor(init?: Partial<OpenAIEmbedding> & { azure?: AzureOpenAIConfig }) {
+ super();
+
+ this.model = OpenAIEmbeddingModelType.TEXT_EMBED_ADA_002;
+
+ this.maxRetries = init?.maxRetries ?? 10;
+ this.timeout = init?.timeout ?? 60 * 1000; // Default is 60 seconds
+ this.additionalSessionOptions = init?.additionalSessionOptions;
+
+ if (init?.azure || shouldUseAzure()) {
+ const azureConfig = getAzureConfigFromEnv({
+ ...init?.azure,
+ model: getAzureModel(this.model),
+ });
+
+ if (!azureConfig.apiKey) {
+ throw new Error(
+ "Azure API key is required for OpenAI Azure models. Please set the AZURE_OPENAI_KEY environment variable.",
+ );
+ }
+
+ this.apiKey = azureConfig.apiKey;
+ this.session =
+ init?.session ??
+ getOpenAISession({
+ azure: true,
+ apiKey: this.apiKey,
+ baseURL: getAzureBaseUrl(azureConfig),
+ maxRetries: this.maxRetries,
+ timeout: this.timeout,
+ defaultQuery: { "api-version": azureConfig.apiVersion },
+ ...this.additionalSessionOptions,
+ });
+ } else {
+ this.apiKey = init?.apiKey ?? undefined;
+ this.session =
+ init?.session ??
+ getOpenAISession({
+ apiKey: this.apiKey,
+ maxRetries: this.maxRetries,
+ timeout: this.timeout,
+ ...this.additionalSessionOptions,
+ });
+ }
+ }
+
+ private async getOpenAIEmbedding(input: string) {
+ const { data } = await this.session.openai.embeddings.create({
+ model: this.model,
+ input,
+ });
+
+ return data[0].embedding;
+ }
+
+ async getTextEmbedding(text: string): Promise<number[]> {
+ return this.getOpenAIEmbedding(text);
+ }
+
+ async getQueryEmbedding(query: string): Promise<number[]> {
+ return this.getOpenAIEmbedding(query);
+ }
+}
diff --git a/packages/core/src/embeddings/index.ts b/packages/core/src/embeddings/index.ts
new file mode 100644
index 0000000000000000000000000000000000000000..1a6a4df04ef2225f44049e2819660afbc0e2b836
--- /dev/null
+++ b/packages/core/src/embeddings/index.ts
@@ -0,0 +1,5 @@
+export * from "./ClipEmbedding";
+export * from "./MultiModalEmbedding";
+export * from "./OpenAIEmbedding";
+export * from "./types";
+export * from "./utils";
diff --git a/packages/core/src/embeddings/types.ts b/packages/core/src/embeddings/types.ts
new file mode 100644
index 0000000000000000000000000000000000000000..e500f94522a4b729a47650f0d6c21099fc79d0e1
--- /dev/null
+++ b/packages/core/src/embeddings/types.ts
@@ -0,0 +1,24 @@
+import { similarity } from "./utils";
+
+/**
+ * Similarity type
+ * Default is cosine similarity. Dot product and negative Euclidean distance are also supported.
+ */
+export enum SimilarityType {
+ DEFAULT = "cosine",
+ DOT_PRODUCT = "dot_product",
+ EUCLIDEAN = "euclidean",
+}
+
+export abstract class BaseEmbedding {
+ similarity(
+ embedding1: number[],
+ embedding2: number[],
+ mode: SimilarityType = SimilarityType.DEFAULT,
+ ): number {
+ return similarity(embedding1, embedding2, mode);
+ }
+
+ abstract getTextEmbedding(text: string): Promise<number[]>;
+ abstract getQueryEmbedding(query: string): Promise<number[]>;
+}
diff --git a/packages/core/src/Embedding.ts b/packages/core/src/embeddings/utils.ts
similarity index 63%
rename from packages/core/src/Embedding.ts
rename to packages/core/src/embeddings/utils.ts
index 5723f888cbeb1d746e80da3d99b6566a4c77d21b..cd192c3d4faa08a5b4f81c6a796de1e89233ca45 100644
--- a/packages/core/src/Embedding.ts
+++ b/packages/core/src/embeddings/utils.ts
@@ -1,33 +1,16 @@
-import { ClientOptions as OpenAIClientOptions } from "openai";
-
-import { DEFAULT_SIMILARITY_TOP_K } from "./constants";
-import {
- AzureOpenAIConfig,
- getAzureBaseUrl,
- getAzureConfigFromEnv,
- getAzureModel,
- shouldUseAzure,
-} from "./llm/azure";
-import { OpenAISession, getOpenAISession } from "./llm/openai";
-import { VectorStoreQueryMode } from "./storage/vectorStore/types";
-
-/**
- * Similarity type
- * Default is cosine similarity. Dot product and negative Euclidean distance are also supported.
- */
-export enum SimilarityType {
- DEFAULT = "cosine",
- DOT_PRODUCT = "dot_product",
- EUCLIDEAN = "euclidean",
-}
+import _ from "lodash";
+import { DEFAULT_SIMILARITY_TOP_K } from "../constants";
+import { VectorStoreQueryMode } from "../storage";
+import { SimilarityType } from "./types";
/**
* The similarity between two embeddings.
* @param embedding1
* @param embedding2
* @param mode
- * @returns similartiy score with higher numbers meaning the two embeddings are more similar
+ * @returns similarity score with higher numbers meaning the two embeddings are more similar
*/
+
export function similarity(
embedding1: number[],
embedding2: number[],
@@ -42,7 +25,6 @@ export function similarity(
// will probably cause some avoidable loss of floating point precision
// ml-distance is worth watching although they currently also use the naive
// formulas
-
function norm(x: number[]): number {
let result = 0;
for (let i = 0; i < x.length; i++) {
@@ -201,98 +183,14 @@ export function getTopKMMREmbeddings(
return [resultSimilarities, resultIds];
}
-
-export abstract class BaseEmbedding {
- similarity(
- embedding1: number[],
- embedding2: number[],
- mode: SimilarityType = SimilarityType.DEFAULT,
- ): number {
- return similarity(embedding1, embedding2, mode);
- }
-
- abstract getTextEmbedding(text: string): Promise<number[]>;
- abstract getQueryEmbedding(query: string): Promise<number[]>;
-}
-
-enum OpenAIEmbeddingModelType {
- TEXT_EMBED_ADA_002 = "text-embedding-ada-002",
-}
-
-export class OpenAIEmbedding extends BaseEmbedding {
- model: OpenAIEmbeddingModelType;
-
- // OpenAI session params
- apiKey?: string = undefined;
- maxRetries: number;
- timeout?: number;
- additionalSessionOptions?: Omit<
- Partial<OpenAIClientOptions>,
- "apiKey" | "maxRetries" | "timeout"
- >;
-
- session: OpenAISession;
-
- constructor(init?: Partial<OpenAIEmbedding> & { azure?: AzureOpenAIConfig }) {
- super();
-
- this.model = OpenAIEmbeddingModelType.TEXT_EMBED_ADA_002;
-
- this.maxRetries = init?.maxRetries ?? 10;
- this.timeout = init?.timeout ?? 60 * 1000; // Default is 60 seconds
- this.additionalSessionOptions = init?.additionalSessionOptions;
-
- if (init?.azure || shouldUseAzure()) {
- const azureConfig = getAzureConfigFromEnv({
- ...init?.azure,
- model: getAzureModel(this.model),
- });
-
- if (!azureConfig.apiKey) {
- throw new Error(
- "Azure API key is required for OpenAI Azure models. Please set the AZURE_OPENAI_KEY environment variable.",
- );
- }
-
- this.apiKey = azureConfig.apiKey;
- this.session =
- init?.session ??
- getOpenAISession({
- azure: true,
- apiKey: this.apiKey,
- baseURL: getAzureBaseUrl(azureConfig),
- maxRetries: this.maxRetries,
- timeout: this.timeout,
- defaultQuery: { "api-version": azureConfig.apiVersion },
- ...this.additionalSessionOptions,
- });
- } else {
- this.apiKey = init?.apiKey ?? undefined;
- this.session =
- init?.session ??
- getOpenAISession({
- apiKey: this.apiKey,
- maxRetries: this.maxRetries,
- timeout: this.timeout,
- ...this.additionalSessionOptions,
- });
- }
- }
-
- private async getOpenAIEmbedding(input: string) {
- const { data } = await this.session.openai.embeddings.create({
- model: this.model,
- input,
- });
-
- return data[0].embedding;
- }
-
- async getTextEmbedding(text: string): Promise<number[]> {
- return this.getOpenAIEmbedding(text);
- }
-
- async getQueryEmbedding(query: string): Promise<number[]> {
- return this.getOpenAIEmbedding(query);
+export async function readImage(input: ImageType) {
+ const { RawImage } = await import("@xenova/transformers");
+ if (input instanceof Blob) {
+ return await RawImage.fromBlob(input);
+ } else if (_.isString(input) || input instanceof URL) {
+ return await RawImage.fromURL(input);
+ } else {
+ throw new Error(`Unsupported input type: ${typeof input}`);
}
}
+export type ImageType = string | Blob | URL;
diff --git a/packages/core/src/index.ts b/packages/core/src/index.ts
index 20ab462977955bdfa52df8e2fa5b45df730943fa..dde8fff26fef4de5c78d7adb567f956952259183 100644
--- a/packages/core/src/index.ts
+++ b/packages/core/src/index.ts
@@ -1,6 +1,5 @@
export * from "./ChatEngine";
export * from "./ChatHistory";
-export * from "./Embedding";
export * from "./GlobalsHelper";
export * from "./Node";
export * from "./NodeParser";
@@ -17,6 +16,7 @@ export * from "./TextSplitter";
export * from "./Tool";
export * from "./callbacks/CallbackManager";
export * from "./constants";
+export * from "./embeddings";
export * from "./indices";
export * from "./llm/LLM";
export * from "./readers/CSVReader";
diff --git a/packages/core/src/storage/vectorStore/SimpleVectorStore.ts b/packages/core/src/storage/vectorStore/SimpleVectorStore.ts
index 1bccf12ff0579f1985d2ecd873b6e037b4497c80..929ebe2c24b3cf9b7cc074902280d89785651b0d 100644
--- a/packages/core/src/storage/vectorStore/SimpleVectorStore.ts
+++ b/packages/core/src/storage/vectorStore/SimpleVectorStore.ts
@@ -1,11 +1,11 @@
import _ from "lodash";
import * as path from "path";
+import { BaseNode } from "../../Node";
import {
getTopKEmbeddings,
getTopKEmbeddingsLearner,
getTopKMMREmbeddings,
-} from "../../Embedding";
-import { BaseNode } from "../../Node";
+} from "../../embeddings";
import { GenericFileSystem, exists } from "../FileSystem";
import { DEFAULT_FS, DEFAULT_PERSIST_DIR } from "../constants";
import {
diff --git a/packages/core/src/tests/CallbackManager.test.ts b/packages/core/src/tests/CallbackManager.test.ts
index c3d9a98d4ac1f0f49ec64a638acea0941c9aae6f..9374c50b606c595b9f78093aa6cd88ff9c3842f6 100644
--- a/packages/core/src/tests/CallbackManager.test.ts
+++ b/packages/core/src/tests/CallbackManager.test.ts
@@ -1,4 +1,3 @@
-import { OpenAIEmbedding } from "../Embedding";
import { Document } from "../Node";
import {
ResponseSynthesizer,
@@ -10,6 +9,7 @@ import {
RetrievalCallbackResponse,
StreamCallbackResponse,
} from "../callbacks/CallbackManager";
+import { OpenAIEmbedding } from "../embeddings";
import { SummaryIndex } from "../indices/summary";
import { VectorStoreIndex } from "../indices/vectorStore/VectorStoreIndex";
import { OpenAI } from "../llm/LLM";
diff --git a/packages/core/src/tests/Embedding.test.ts b/packages/core/src/tests/Embedding.test.ts
index 492a48be1a39877b28af06736f41c0e8a2266128..adc70810ffa59be54c1f36de3a52399be2a7f393 100644
--- a/packages/core/src/tests/Embedding.test.ts
+++ b/packages/core/src/tests/Embedding.test.ts
@@ -1,4 +1,4 @@
-import { SimilarityType, similarity } from "../Embedding";
+import { SimilarityType, similarity } from "../embeddings";
describe("similarity", () => {
test("throws error on mismatched lengths", () => {
diff --git a/packages/core/src/tests/utility/mockOpenAI.ts b/packages/core/src/tests/utility/mockOpenAI.ts
index 04d6cdd40d50d13e377e14a09c65023b602eace0..5f8a0ad4c49d5eb4bdf70ab6f0e959ad2bd8563e 100644
--- a/packages/core/src/tests/utility/mockOpenAI.ts
+++ b/packages/core/src/tests/utility/mockOpenAI.ts
@@ -1,6 +1,6 @@
-import { OpenAIEmbedding } from "../../Embedding";
import { globalsHelper } from "../../GlobalsHelper";
import { CallbackManager, Event } from "../../callbacks/CallbackManager";
+import { OpenAIEmbedding } from "../../embeddings";
import { ChatMessage, OpenAI } from "../../llm/LLM";
export function mockLlmGeneration({
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 1dc2addf63b6e5246c38ba05aff6146ef899dbca..d556d651f08a2c9274eec1c8a46c374b436f6f84 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -49,6 +49,22 @@ importers:
specifier: ^1.10.16
version: 1.10.16
+ apps/clip:
+ dependencies:
+ dotenv:
+ specifier: ^16.3.1
+ version: 16.3.1
+ llamaindex:
+ specifier: workspace:*
+ version: link:../../packages/core
+ devDependencies:
+ '@types/node':
+ specifier: ^18
+ version: 18.18.8
+ ts-node:
+ specifier: ^10.9.1
+ version: 10.9.1(@types/node@18.18.8)(typescript@5.2.2)
+
apps/docs:
dependencies:
'@docusaurus/core':
@@ -153,6 +169,9 @@ importers:
'@notionhq/client':
specifier: ^2.2.13
version: 2.2.13
+ '@xenova/transformers':
+ specifier: ^2.8.0
+ version: 2.8.0
crypto-js:
specifier: ^4.2.0
version: 4.2.0
@@ -3831,6 +3850,49 @@ packages:
resolution: {integrity: sha512-C16M+IYz0rgRhWZdCmK+h58JMv8vijAA61gmz2rspCSwKwzBebpdcsiUmwrtJRdphuY30i6BSLEOP8ppbNLyLg==}
dev: false
+ /@protobufjs/aspromise@1.1.2:
+ resolution: {integrity: sha512-j+gKExEuLmKwvz3OgROXtrJ2UG2x8Ch2YZUxahh+s1F2HZ+wAceUNLkvy6zKCPVRkU++ZWQrdxsUeQXmcg4uoQ==}
+ dev: false
+
+ /@protobufjs/base64@1.1.2:
+ resolution: {integrity: sha512-AZkcAA5vnN/v4PDqKyMR5lx7hZttPDgClv83E//FMNhR2TMcLUhfRUBHCmSl0oi9zMgDDqRUJkSxO3wm85+XLg==}
+ dev: false
+
+ /@protobufjs/codegen@2.0.4:
+ resolution: {integrity: sha512-YyFaikqM5sH0ziFZCN3xDC7zeGaB/d0IUb9CATugHWbd1FRFwWwt4ld4OYMPWu5a3Xe01mGAULCdqhMlPl29Jg==}
+ dev: false
+
+ /@protobufjs/eventemitter@1.1.0:
+ resolution: {integrity: sha512-j9ednRT81vYJ9OfVuXG6ERSTdEL1xVsNgqpkxMsbIabzSo3goCjDIveeGv5d03om39ML71RdmrGNjG5SReBP/Q==}
+ dev: false
+
+ /@protobufjs/fetch@1.1.0:
+ resolution: {integrity: sha512-lljVXpqXebpsijW71PZaCYeIcE5on1w5DlQy5WH6GLbFryLUrBD4932W/E2BSpfRJWseIL4v/KPgBFxDOIdKpQ==}
+ dependencies:
+ '@protobufjs/aspromise': 1.1.2
+ '@protobufjs/inquire': 1.1.0
+ dev: false
+
+ /@protobufjs/float@1.0.2:
+ resolution: {integrity: sha512-Ddb+kVXlXst9d+R9PfTIxh1EdNkgoRe5tOX6t01f1lYWOvJnSPDBlG241QLzcyPdoNTsblLUdujGSE4RzrTZGQ==}
+ dev: false
+
+ /@protobufjs/inquire@1.1.0:
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+ dev: false
+
+ /@protobufjs/path@1.1.2:
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+ dev: false
+
+ /@protobufjs/pool@1.1.0:
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+ dev: false
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+
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+ dev: false
+
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dependencies:
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'@xtuc/long': 4.2.2
+ /@xenova/transformers@2.8.0:
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+ dependencies:
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+ sharp: 0.32.6
+ optionalDependencies:
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+ dev: false
+
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@@ -5210,6 +5279,10 @@ packages:
deep-equal: 2.2.1
dev: false
+ /b4a@1.6.4:
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+ dev: false
+
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engines: {node: ^14.15.0 || ^16.10.0 || >=18.0.0}
@@ -5408,7 +5481,6 @@ packages:
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inherits: 2.0.4
readable-stream: 3.6.2
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ieee754: 1.2.1
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@@ -5910,6 +5981,10 @@ packages:
optionalDependencies:
fsevents: 2.3.3
+ /chownr@1.1.4:
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+ dev: false
+
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engines: {node: '>=10'}
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+ /color-string@1.9.1:
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+ dependencies:
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+ simple-swizzle: 0.2.2
+ dev: false
+
+ /color@4.2.3:
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+ engines: {node: '>=12.5.0'}
+ dependencies:
+ color-convert: 2.0.1
+ color-string: 1.9.1
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dev: false
@@ -6718,6 +6808,13 @@ packages:
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dev: true
+ /decompress-response@6.0.0:
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+ engines: {node: '>=10'}
+ dependencies:
+ mimic-response: 3.1.0
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peerDependencies:
@@ -6917,6 +7014,11 @@ packages:
engines: {node: '>=8'}
dev: true
+ /detect-libc@2.0.2:
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+ engines: {node: '>=8'}
+ dev: false
+
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engines: {node: '>=8'}
@@ -7863,6 +7965,11 @@ packages:
engines: {node: '>= 0.8.0'}
dev: true
+ /expand-template@2.0.3:
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+ engines: {node: '>=6'}
+ dev: false
+
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engines: {node: ^14.15.0 || ^16.10.0 || >=18.0.0}
@@ -7940,6 +8047,10 @@ packages:
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+ /fast-fifo@1.3.2:
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+ dev: false
+
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engines: {node: '>=8.6.0'}
@@ -8117,6 +8228,10 @@ packages:
keyv: 4.5.4
rimraf: 3.0.2
+ /flatbuffers@1.12.0:
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+ dev: false
+
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@@ -8214,6 +8329,10 @@ packages:
engines: {node: '>= 0.6'}
dev: false
+ /fs-constants@1.0.0:
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+ dev: false
+
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engines: {node: '>=12'}
@@ -8403,6 +8522,10 @@ packages:
- supports-color
dev: true
+ /github-from-package@0.0.0:
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+ dev: false
+
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dev: false
@@ -8615,6 +8738,10 @@ packages:
strip-bom-string: 1.0.0
dev: false
+ /guid-typescript@1.0.9:
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+ dev: false
+
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engines: {node: '>=10'}
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- dev: true
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+ /is-arrayish@0.3.2:
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+ dev: false
+
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dependencies:
@@ -10430,6 +10560,10 @@ packages:
wrap-ansi: 8.1.0
dev: true
+ /long@4.0.0:
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+ dev: false
+
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hasBin: true
@@ -10728,6 +10862,11 @@ packages:
engines: {node: '>=8'}
dev: true
+ /mimic-response@3.1.0:
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+ engines: {node: '>=10'}
+ dev: false
+
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engines: {node: '>=4'}
@@ -10804,6 +10943,10 @@ packages:
engines: {node: '>= 8.0.0'}
dev: true
+ /mkdirp-classic@0.5.3:
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+ dev: false
+
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hasBin: true
@@ -10896,6 +11039,10 @@ packages:
engines: {node: ^10 || ^12 || ^13.7 || ^14 || >=15.0.1}
hasBin: true
+ /napi-build-utils@1.0.2:
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+ dev: false
+
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@@ -10968,6 +11115,17 @@ packages:
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dev: false
+ /node-abi@3.51.0:
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+ engines: {node: '>=10'}
+ dependencies:
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+ dev: false
+
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+ dev: false
+
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engines: {node: '>=10.5.0'}
@@ -11219,6 +11377,36 @@ packages:
dependencies:
mimic-fn: 4.0.0
+ /onnx-proto@4.0.4:
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+ dependencies:
+ protobufjs: 6.11.4
+ dev: false
+
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+ dev: false
+
+ /onnxruntime-node@1.14.0:
+ resolution: {integrity: sha512-5ba7TWomIV/9b6NH/1x/8QEeowsb+jBEvFzU6z0T4mNsFwdPqXeFUM7uxC6QeSRkEbWu3qEB0VMjrvzN/0S9+w==}
+ os: [win32, darwin, linux]
+ requiresBuild: true
+ dependencies:
+ onnxruntime-common: 1.14.0
+ dev: false
+ optional: true
+
+ /onnxruntime-web@1.14.0:
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+ dependencies:
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+ guid-typescript: 1.0.9
+ long: 4.0.0
+ onnx-proto: 4.0.4
+ onnxruntime-common: 1.14.0
+ platform: 1.3.6
+ dev: false
+
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engines: {node: '>=12'}
@@ -11663,6 +11851,10 @@ packages:
dependencies:
find-up: 3.0.0
+ /platform@1.3.6:
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+ dev: false
+
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dependencies:
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source-map-js: 1.0.2
dev: false
+ /prebuild-install@7.1.1:
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+ engines: {node: '>=10'}
+ hasBin: true
+ dependencies:
+ detect-libc: 2.0.2
+ expand-template: 2.0.3
+ github-from-package: 0.0.0
+ minimist: 1.2.8
+ mkdirp-classic: 0.5.3
+ napi-build-utils: 1.0.2
+ node-abi: 3.51.0
+ pump: 3.0.0
+ rc: 1.2.8
+ simple-get: 4.0.1
+ tar-fs: 2.1.1
+ tunnel-agent: 0.6.0
+ dev: false
+
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engines: {node: '>=10'}
@@ -12229,6 +12440,26 @@ packages:
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dev: false
+ /protobufjs@6.11.4:
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+ hasBin: true
+ requiresBuild: true
+ dependencies:
+ '@protobufjs/aspromise': 1.1.2
+ '@protobufjs/base64': 1.1.2
+ '@protobufjs/codegen': 2.0.4
+ '@protobufjs/eventemitter': 1.1.0
+ '@protobufjs/fetch': 1.1.0
+ '@protobufjs/float': 1.0.2
+ '@protobufjs/inquire': 1.1.0
+ '@protobufjs/path': 1.1.2
+ '@protobufjs/pool': 1.1.0
+ '@protobufjs/utf8': 1.1.0
+ '@types/long': 4.0.2
+ '@types/node': 18.18.8
+ long: 4.0.0
+ dev: false
+
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engines: {node: '>= 0.10'}
@@ -12322,6 +12553,10 @@ packages:
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+ /queue-tick@1.0.1:
+ resolution: {integrity: sha512-kJt5qhMxoszgU/62PLP1CJytzd2NKetjSRnyuj31fDd3Rlcz3fzlFdFLD1SItunPwyqEOkca6GbV612BWfaBag==}
+ dev: false
+
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dependencies:
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+ /sharp@0.32.6:
+ resolution: {integrity: sha512-KyLTWwgcR9Oe4d9HwCwNM2l7+J0dUQwn/yf7S0EnTtb0eVS4RxO0eUSvxPtzT4F3SY+C4K6fqdv/DO27sJ/v/w==}
+ engines: {node: '>=14.15.0'}
+ requiresBuild: true
+ dependencies:
+ color: 4.2.3
+ detect-libc: 2.0.2
+ node-addon-api: 6.1.0
+ prebuild-install: 7.1.1
+ semver: 7.5.4
+ simple-get: 4.0.1
+ tar-fs: 3.0.4
+ tunnel-agent: 0.6.0
+ dev: false
+
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engines: {node: '>=0.10.0'}
@@ -13368,6 +13618,24 @@ packages:
engines: {node: '>=14'}
dev: true
+ /simple-concat@1.0.1:
+ resolution: {integrity: sha512-cSFtAPtRhljv69IK0hTVZQ+OfE9nePi/rtJmw5UjHeVyVroEqJXP1sFztKUy1qU+xvz3u/sfYJLa947b7nAN2Q==}
+ dev: false
+
+ /simple-get@4.0.1:
+ resolution: {integrity: sha512-brv7p5WgH0jmQJr1ZDDfKDOSeWWg+OVypG99A/5vYGPqJ6pxiaHLy8nxtFjBA7oMa01ebA9gfh1uMCFqOuXxvA==}
+ dependencies:
+ decompress-response: 6.0.0
+ once: 1.4.0
+ simple-concat: 1.0.1
+ dev: false
+
+ /simple-swizzle@0.2.2:
+ resolution: {integrity: sha512-JA//kQgZtbuY83m+xT+tXJkmJncGMTFT+C+g2h2R9uxkYIrE2yy9sgmcLhCnw57/WSD+Eh3J97FPEDFnbXnDUg==}
+ dependencies:
+ is-arrayish: 0.3.2
+ dev: false
+
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engines: {node: '>= 10'}
@@ -13629,6 +13897,13 @@ packages:
engines: {node: '>=10.0.0'}
dev: true
+ /streamx@2.15.5:
+ resolution: {integrity: sha512-9thPGMkKC2GctCzyCUjME3yR03x2xNo0GPKGkRw2UMYN+gqWa9uqpyNWhmsNCutU5zHmkUum0LsCRQTXUgUCAg==}
+ dependencies:
+ fast-fifo: 1.3.2
+ queue-tick: 1.0.1
+ dev: false
+
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engines: {node: '>=0.6.19'}
@@ -13942,6 +14217,42 @@ packages:
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engines: {node: '>=6'}
+ /tar-fs@2.1.1:
+ resolution: {integrity: sha512-V0r2Y9scmbDRLCNex/+hYzvp/zyYjvFbHPNgVTKfQvVrb6guiE/fxP+XblDNR011utopbkex2nM4dHNV6GDsng==}
+ dependencies:
+ chownr: 1.1.4
+ mkdirp-classic: 0.5.3
+ pump: 3.0.0
+ tar-stream: 2.2.0
+ dev: false
+
+ /tar-fs@3.0.4:
+ resolution: {integrity: sha512-5AFQU8b9qLfZCX9zp2duONhPmZv0hGYiBPJsyUdqMjzq/mqVpy/rEUSeHk1+YitmxugaptgBh5oDGU3VsAJq4w==}
+ dependencies:
+ mkdirp-classic: 0.5.3
+ pump: 3.0.0
+ tar-stream: 3.1.6
+ dev: false
+
+ /tar-stream@2.2.0:
+ resolution: {integrity: sha512-ujeqbceABgwMZxEJnk2HDY2DlnUZ+9oEcb1KzTVfYHio0UE6dG71n60d8D2I4qNvleWrrXpmjpt7vZeF1LnMZQ==}
+ engines: {node: '>=6'}
+ dependencies:
+ bl: 4.1.0
+ end-of-stream: 1.4.4
+ fs-constants: 1.0.0
+ inherits: 2.0.4
+ readable-stream: 3.6.2
+ dev: false
+
+ /tar-stream@3.1.6:
+ resolution: {integrity: sha512-B/UyjYwPpMBv+PaFSWAmtYjwdrlEaZQEhMIBFNC5oEG8lpiW8XjcSdmEaClj28ArfKScKHs2nshz3k2le6crsg==}
+ dependencies:
+ b4a: 1.6.4
+ fast-fifo: 1.3.2
+ streamx: 2.15.5
+ dev: false
+
/tar@6.1.15:
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engines: {node: '>=10'}
@@ -14232,8 +14543,8 @@ packages:
'@tsconfig/node14': 1.0.3
'@tsconfig/node16': 1.0.4
'@types/node': 18.18.7
- acorn: 8.10.0
- acorn-walk: 8.2.0
+ acorn: 8.11.2
+ acorn-walk: 8.3.0
arg: 4.1.3
create-require: 1.1.1
diff: 4.0.2
@@ -14263,8 +14574,8 @@ packages:
'@tsconfig/node14': 1.0.3
'@tsconfig/node16': 1.0.4
'@types/node': 18.18.8
- acorn: 8.10.0
- acorn-walk: 8.2.0
+ acorn: 8.11.2
+ acorn-walk: 8.3.0
arg: 4.1.3
create-require: 1.1.1
diff: 4.0.2
@@ -14357,6 +14668,12 @@ packages:
yargs: 17.7.2
dev: true
+ /tunnel-agent@0.6.0:
+ resolution: {integrity: sha512-McnNiV1l8RYeY8tBgEpuodCC1mLUdbSN+CYBL7kJsJNInOP8UjDDEwdk6Mw60vdLLrr5NHKZhMAOSrR2NZuQ+w==}
+ dependencies:
+ safe-buffer: 5.2.1
+ dev: false
+
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resolution: {integrity: sha512-+Jk91FNcp9e9NCLYlvDDlp2HwEDp14F9N42IoW3dmHI5ZkGSXzalbhVcrx3DOox3QfiNUHxzWg4d7CnVNCuuMg==}
cpu: [x64]