feat(providers): add HF transformers

2025-06-07 18:38:42 +00:00 · 2025-03-20 11:48:26 +05:30
parent ffa793056d
commit cf7144db96
5 changed files with 373 additions and 2 deletions
--- a/package.json
+++ b/package.json
@ -20,6 +20,7 @@
    "@langchain/openai": "^0.0.25",
    "@langchain/textsplitters": "^0.1.0",
    "@tailwindcss/typography": "^0.5.12",
+    "@xenova/transformers": "^2.17.2",
    "axios": "^1.8.3",
    "better-sqlite3": "^11.9.1",
    "clsx": "^2.1.0",
--- a/src/lib/huggingfaceTransformer.ts
+++ b/src/lib/huggingfaceTransformer.ts
@ -0,0 +1,82 @@
+import { Embeddings, type EmbeddingsParams } from '@langchain/core/embeddings';
+import { chunkArray } from '@langchain/core/utils/chunk_array';
+
+export interface HuggingFaceTransformersEmbeddingsParams
+  extends EmbeddingsParams {
+  modelName: string;
+
+  model: string;
+
+  timeout?: number;
+
+  batchSize?: number;
+
+  stripNewLines?: boolean;
+}
+
+export class HuggingFaceTransformersEmbeddings
+  extends Embeddings
+  implements HuggingFaceTransformersEmbeddingsParams
+{
+  modelName = 'Xenova/all-MiniLM-L6-v2';
+
+  model = 'Xenova/all-MiniLM-L6-v2';
+
+  batchSize = 512;
+
+  stripNewLines = true;
+
+  timeout?: number;
+
+  private pipelinePromise: Promise<any> | undefined;
+
+  constructor(fields?: Partial<HuggingFaceTransformersEmbeddingsParams>) {
+    super(fields ?? {});
+
+    this.modelName = fields?.model ?? fields?.modelName ?? this.model;
+    this.model = this.modelName;
+    this.stripNewLines = fields?.stripNewLines ?? this.stripNewLines;
+    this.timeout = fields?.timeout;
+  }
+
+  async embedDocuments(texts: string[]): Promise<number[][]> {
+    const batches = chunkArray(
+      this.stripNewLines ? texts.map((t) => t.replace(/\n/g, ' ')) : texts,
+      this.batchSize,
+    );
+
+    const batchRequests = batches.map((batch) => this.runEmbedding(batch));
+    const batchResponses = await Promise.all(batchRequests);
+    const embeddings: number[][] = [];
+
+    for (let i = 0; i < batchResponses.length; i += 1) {
+      const batchResponse = batchResponses[i];
+      for (let j = 0; j < batchResponse.length; j += 1) {
+        embeddings.push(batchResponse[j]);
+      }
+    }
+
+    return embeddings;
+  }
+
+  async embedQuery(text: string): Promise<number[]> {
+    const data = await this.runEmbedding([
+      this.stripNewLines ? text.replace(/\n/g, ' ') : text,
+    ]);
+    return data[0];
+  }
+
+  private async runEmbedding(texts: string[]) {
+    const { pipeline } = await import('@xenova/transformers');
+
+    const pipe = await (this.pipelinePromise ??= pipeline(
+      'feature-extraction',
+      this.model,
+    ));
+
+    return this.caller.call(async () => {
+      const output = await pipe(texts, { pooling: 'mean', normalize: true });
+      return output.tolist();
+    });
+  }
+}
--- a/src/lib/providers/index.ts
+++ b/src/lib/providers/index.ts
@ -11,6 +11,7 @@ import { loadOllamaChatModels, loadOllamaEmbeddingModels } from './ollama';
 import { loadGroqChatModels } from './groq';
 import { loadAnthropicChatModels } from './anthropic';
 import { loadGeminiChatModels, loadGeminiEmbeddingModels } from './gemini';
+import { loadTransformersEmbeddingsModels } from './transformers';

 export interface ChatModel {
  displayName: string;
@ -40,6 +41,7 @@ export const embeddingModelProviders: Record<
  openai: loadOpenAIEmbeddingModels,
  ollama: loadOllamaEmbeddingModels,
  gemini: loadGeminiEmbeddingModels,
+  transformers: loadTransformersEmbeddingsModels,
 };

 export const getAvailableChatModelProviders = async () => {
--- a/src/lib/providers/transformers.ts
+++ b/src/lib/providers/transformers.ts
@ -0,0 +1,31 @@
+import { HuggingFaceTransformersEmbeddings } from '../huggingfaceTransformer';
+
+export const loadTransformersEmbeddingsModels = async () => {
+  try {
+    const embeddingModels = {
+      'xenova-bge-small-en-v1.5': {
+        displayName: 'BGE Small',
+        model: new HuggingFaceTransformersEmbeddings({
+          modelName: 'Xenova/bge-small-en-v1.5',
+        }),
+      },
+      'xenova-gte-small': {
+        displayName: 'GTE Small',
+        model: new HuggingFaceTransformersEmbeddings({
+          modelName: 'Xenova/gte-small',
+        }),
+      },
+      'xenova-bert-base-multilingual-uncased': {
+        displayName: 'Bert Multilingual',
+        model: new HuggingFaceTransformersEmbeddings({
+          modelName: 'Xenova/bert-base-multilingual-uncased',
+        }),
+      },
+    };
+
+    return embeddingModels;
+  } catch (err) {
+    console.error(`Error loading Transformers embeddings model: ${err}`);
+    return {};
+  }
+};
--- a/yarn.lock
+++ b/yarn.lock
@ -384,6 +384,11 @@
    "@react-aria/interactions" "^3.21.3"
    "@tanstack/react-virtual" "^3.8.1"

+"@huggingface/jinja@^0.2.2":
+  version "0.2.2"
+  resolved "https://registry.yarnpkg.com/@huggingface/jinja/-/jinja-0.2.2.tgz#faeb205a9d6995089bef52655ddd8245d3190627"
+  integrity sha512-/KPde26khDUIPkTGU82jdtTW9UAuvUTumCAbFs/7giR0SxsvZC4hru51PBvpijH6BVkHcROcvZM/lpy5h1jRRA==
+
 "@humanwhocodes/config-array@^0.11.14":
  version "0.11.14"
  resolved "https://registry.yarnpkg.com/@humanwhocodes/config-array/-/config-array-0.11.14.tgz#d78e481a039f7566ecc9660b4ea7fe6b1fec442b"
@ -757,6 +762,59 @@
  resolved "https://registry.yarnpkg.com/@pkgjs/parseargs/-/parseargs-0.11.0.tgz#a77ea742fab25775145434eb1d2328cf5013ac33"
  integrity sha512-+1VkjdD0QBLPodGrJUeqarH8VAIvQODIbwh9XpP5Syisf7YoQgsJKPNFoqqLQlu+VQ/tVSshMR6loPMn8U+dPg==

+"@protobufjs/aspromise@^1.1.1", "@protobufjs/aspromise@^1.1.2":
+  version "1.1.2"
+  resolved "https://registry.yarnpkg.com/@protobufjs/aspromise/-/aspromise-1.1.2.tgz#9b8b0cc663d669a7d8f6f5d0893a14d348f30fbf"
+  integrity sha512-j+gKExEuLmKwvz3OgROXtrJ2UG2x8Ch2YZUxahh+s1F2HZ+wAceUNLkvy6zKCPVRkU++ZWQrdxsUeQXmcg4uoQ==
+
+"@protobufjs/base64@^1.1.2":
+  version "1.1.2"
+  resolved "https://registry.yarnpkg.com/@protobufjs/base64/-/base64-1.1.2.tgz#4c85730e59b9a1f1f349047dbf24296034bb2735"
+  integrity sha512-AZkcAA5vnN/v4PDqKyMR5lx7hZttPDgClv83E//FMNhR2TMcLUhfRUBHCmSl0oi9zMgDDqRUJkSxO3wm85+XLg==
+
+"@protobufjs/codegen@^2.0.4":
+  version "2.0.4"
+  resolved "https://registry.yarnpkg.com/@protobufjs/codegen/-/codegen-2.0.4.tgz#7ef37f0d010fb028ad1ad59722e506d9262815cb"
+  integrity sha512-YyFaikqM5sH0ziFZCN3xDC7zeGaB/d0IUb9CATugHWbd1FRFwWwt4ld4OYMPWu5a3Xe01mGAULCdqhMlPl29Jg==
+
+"@protobufjs/eventemitter@^1.1.0":
+  version "1.1.0"
+  resolved "https://registry.yarnpkg.com/@protobufjs/eventemitter/-/eventemitter-1.1.0.tgz#355cbc98bafad5978f9ed095f397621f1d066b70"
+  integrity sha512-j9ednRT81vYJ9OfVuXG6ERSTdEL1xVsNgqpkxMsbIabzSo3goCjDIveeGv5d03om39ML71RdmrGNjG5SReBP/Q==
+
+"@protobufjs/fetch@^1.1.0":
+  version "1.1.0"
+  resolved "https://registry.yarnpkg.com/@protobufjs/fetch/-/fetch-1.1.0.tgz#ba99fb598614af65700c1619ff06d454b0d84c45"
+  integrity sha512-lljVXpqXebpsijW71PZaCYeIcE5on1w5DlQy5WH6GLbFryLUrBD4932W/E2BSpfRJWseIL4v/KPgBFxDOIdKpQ==
+  dependencies:
+    "@protobufjs/aspromise" "^1.1.1"
+    "@protobufjs/inquire" "^1.1.0"
+
+"@protobufjs/float@^1.0.2":
+  version "1.0.2"
+  resolved "https://registry.yarnpkg.com/@protobufjs/float/-/float-1.0.2.tgz#5e9e1abdcb73fc0a7cb8b291df78c8cbd97b87d1"
+  integrity sha512-Ddb+kVXlXst9d+R9PfTIxh1EdNkgoRe5tOX6t01f1lYWOvJnSPDBlG241QLzcyPdoNTsblLUdujGSE4RzrTZGQ==
+
+"@protobufjs/inquire@^1.1.0":
+  version "1.1.0"
+  resolved "https://registry.yarnpkg.com/@protobufjs/inquire/-/inquire-1.1.0.tgz#ff200e3e7cf2429e2dcafc1140828e8cc638f089"
+  integrity sha512-kdSefcPdruJiFMVSbn801t4vFK7KB/5gd2fYvrxhuJYg8ILrmn9SKSX2tZdV6V+ksulWqS7aXjBcRXl3wHoD9Q==
+
+"@protobufjs/path@^1.1.2":
+  version "1.1.2"
+  resolved "https://registry.yarnpkg.com/@protobufjs/path/-/path-1.1.2.tgz#6cc2b20c5c9ad6ad0dccfd21ca7673d8d7fbf68d"
+  integrity sha512-6JOcJ5Tm08dOHAbdR3GrvP+yUUfkjG5ePsHYczMFLq3ZmMkAD98cDgcT2iA1lJ9NVwFd4tH/iSSoe44YWkltEA==
+
+"@protobufjs/pool@^1.1.0":
+  version "1.1.0"
+  resolved "https://registry.yarnpkg.com/@protobufjs/pool/-/pool-1.1.0.tgz#09fd15f2d6d3abfa9b65bc366506d6ad7846ff54"
+  integrity sha512-0kELaGSIDBKvcgS4zkjz1PeddatrjYcmMWOlAuAPwAeccUrPHdUqo/J6LiymHHEiJT5NrF1UVwxY14f+fy4WQw==
+
+"@protobufjs/utf8@^1.1.0":
+  version "1.1.0"
+  resolved "https://registry.yarnpkg.com/@protobufjs/utf8/-/utf8-1.1.0.tgz#a777360b5b39a1a2e5106f8e858f2fd2d060c570"
+  integrity sha512-Vvn3zZrhQZkkBE8LSuW3em98c0FwgO4nxzv6OdSxPKJIEKY2bGbHn+mhGIPerzI4twdxaP8/0+06HBpwf345Lw==
+
 "@react-aria/focus@^3.17.1":
  version "3.18.4"
  resolved "https://registry.yarnpkg.com/@react-aria/focus/-/focus-3.18.4.tgz#a6e95896bc8680d1b5bcd855e983fc2c195a1a55"
@ -872,6 +930,11 @@
  resolved "https://registry.yarnpkg.com/@types/json5/-/json5-0.0.29.tgz#ee28707ae94e11d2b827bcbe5270bcea7f3e71ee"
  integrity sha512-dRLjCWHYg4oaA77cxO64oO+7JwCwnIzkZPdrrC71jQmQtlhM556pwKo5bUzqvZndkVbeFLIIi+9TC40JNF5hNQ==

+"@types/long@^4.0.1":
+  version "4.0.2"
+  resolved "https://registry.yarnpkg.com/@types/long/-/long-4.0.2.tgz#b74129719fc8d11c01868010082d483b7545591a"
+  integrity sha512-MqTGEo5bj5t157U6fA/BiDynNkn0YknVdh48CMPkTSpFTVmvao5UQmm7uEF6xBEo7qIMAlY/JSleYaE6VOdpaA==
+
 "@types/node-fetch@^2.6.4":
  version "2.6.11"
  resolved "https://registry.yarnpkg.com/@types/node-fetch/-/node-fetch-2.6.11.tgz#9b39b78665dae0e82a08f02f4967d62c66f95d24"
@ -887,6 +950,13 @@
  dependencies:
    undici-types "~5.26.4"

+"@types/node@>=13.7.0":
+  version "22.13.10"
+  resolved "https://registry.yarnpkg.com/@types/node/-/node-22.13.10.tgz#df9ea358c5ed991266becc3109dc2dc9125d77e4"
+  integrity sha512-I6LPUvlRH+O6VRUqYOcMudhaIdUVWfsjnZavnsraHvpBwaEyMN29ry+0UVJhImYL16xsscu0aske3yA+uPOWfw==
+  dependencies:
+    undici-types "~6.20.0"
+
 "@types/node@^18.11.18":
  version "18.19.30"
  resolved "https://registry.yarnpkg.com/@types/node/-/node-18.19.30.tgz#0b1e6f824ed7ce37ef6e56f8f0d7d0ec2847b327"
@ -990,6 +1060,17 @@
  resolved "https://registry.yarnpkg.com/@ungap/structured-clone/-/structured-clone-1.2.0.tgz#756641adb587851b5ccb3e095daf27ae581c8406"
  integrity sha512-zuVdFrMJiuCDQUMCzQaD6KL28MjnqqN8XnAqiEq9PNm/hCPTSGfrXCOfwj1ow4LFb/tNymJPwsNbVePc1xFqrQ==

+"@xenova/transformers@^2.17.2":
+  version "2.17.2"
+  resolved "https://registry.yarnpkg.com/@xenova/transformers/-/transformers-2.17.2.tgz#7448d73b90f67bced66f39fe2dd656adc891fde5"
+  integrity sha512-lZmHqzrVIkSvZdKZEx7IYY51TK0WDrC8eR0c5IMnBsO8di8are1zzw8BlLhyO2TklZKLN5UffNGs1IJwT6oOqQ==
+  dependencies:
+    "@huggingface/jinja" "^0.2.2"
+    onnxruntime-web "1.14.0"
+    sharp "^0.32.0"
+  optionalDependencies:
+    onnxruntime-node "1.14.0"
+
 abort-controller@^3.0.0:
  version "3.0.0"
  resolved "https://registry.yarnpkg.com/abort-controller/-/abort-controller-3.0.0.tgz#eaf54d53b62bae4138e809ca225c8439a6efb392"
@ -1240,11 +1321,49 @@ axobject-query@^3.2.1:
  dependencies:
    dequal "^2.0.3"

+b4a@^1.6.4:
+  version "1.6.7"
+  resolved "https://registry.yarnpkg.com/b4a/-/b4a-1.6.7.tgz#a99587d4ebbfbd5a6e3b21bdb5d5fa385767abe4"
+  integrity sha512-OnAYlL5b7LEkALw87fUVafQw5rVR9RjwGd4KUwNQ6DrrNmaVaUCgLipfVlzrPQ4tWOR9P0IXGNOx50jYCCdSJg==
+
 balanced-match@^1.0.0:
  version "1.0.2"
  resolved "https://registry.yarnpkg.com/balanced-match/-/balanced-match-1.0.2.tgz#e83e3a7e3f300b34cb9d87f615fa0cbf357690ee"
  integrity sha512-3oSeUO0TMV67hN1AmbXsK4yaqU7tjiHlbxRDZOpH0KW9+CeX4bRAaX0Anxt0tx2MrpRpWwQaPwIlISEJhYU5Pw==

+bare-events@^2.0.0, bare-events@^2.2.0:
+  version "2.5.4"
+  resolved "https://registry.yarnpkg.com/bare-events/-/bare-events-2.5.4.tgz#16143d435e1ed9eafd1ab85f12b89b3357a41745"
+  integrity sha512-+gFfDkR8pj4/TrWCGUGWmJIkBwuxPS5F+a5yWjOHQt2hHvNZd5YLzadjmDUtFmMM4y429bnKLa8bYBMHcYdnQA==
+
+bare-fs@^4.0.1:
+  version "4.0.1"
+  resolved "https://registry.yarnpkg.com/bare-fs/-/bare-fs-4.0.1.tgz#85844f34da819c76754d545323a8b23ed3617c76"
+  integrity sha512-ilQs4fm/l9eMfWY2dY0WCIUplSUp7U0CT1vrqMg1MUdeZl4fypu5UP0XcDBK5WBQPJAKP1b7XEodISmekH/CEg==
+  dependencies:
+    bare-events "^2.0.0"
+    bare-path "^3.0.0"
+    bare-stream "^2.0.0"
+
+bare-os@^3.0.1:
+  version "3.6.0"
+  resolved "https://registry.yarnpkg.com/bare-os/-/bare-os-3.6.0.tgz#1465dd7e1bebe0dec230097a23ad00f7db51f957"
+  integrity sha512-BUrFS5TqSBdA0LwHop4OjPJwisqxGy6JsWVqV6qaFoe965qqtaKfDzHY5T2YA1gUL0ZeeQeA+4BBc1FJTcHiPw==
+
+bare-path@^3.0.0:
+  version "3.0.0"
+  resolved "https://registry.yarnpkg.com/bare-path/-/bare-path-3.0.0.tgz#b59d18130ba52a6af9276db3e96a2e3d3ea52178"
+  integrity sha512-tyfW2cQcB5NN8Saijrhqn0Zh7AnFNsnczRcuWODH0eYAXBsJ5gVxAUuNr7tsHSC6IZ77cA0SitzT+s47kot8Mw==
+  dependencies:
+    bare-os "^3.0.1"
+
+bare-stream@^2.0.0:
+  version "2.6.5"
+  resolved "https://registry.yarnpkg.com/bare-stream/-/bare-stream-2.6.5.tgz#bba8e879674c4c27f7e27805df005c15d7a2ca07"
+  integrity sha512-jSmxKJNJmHySi6hC42zlZnq00rga4jjxcgNZjY9N5WlOe/iOoGRtdwGsHzQv2RlH2KOYMwGUXhf2zXd32BA9RA==
+  dependencies:
+    streamx "^2.21.0"
+
 base-64@^0.1.0:
  version "0.1.0"
  resolved "https://registry.yarnpkg.com/base-64/-/base-64-0.1.0.tgz#780a99c84e7d600260361511c4877613bf24f6bb"
@ -1661,7 +1780,7 @@ dequal@^2.0.3:
  resolved "https://registry.yarnpkg.com/dequal/-/dequal-2.0.3.tgz#2644214f1997d39ed0ee0ece72335490a7ac67be"
  integrity sha512-0je+qPKHEMohvfRTCEo3CrPG6cAzAYgmzKyxRiYSSDkS6eGJdyVJm7WaYA5ECaAD9wLB2T4EEeymA5aFVcYXCA==

-detect-libc@^2.0.0, detect-libc@^2.0.3:
+detect-libc@^2.0.0, detect-libc@^2.0.2, detect-libc@^2.0.3:
  version "2.0.3"
  resolved "https://registry.yarnpkg.com/detect-libc/-/detect-libc-2.0.3.tgz#f0cd503b40f9939b894697d19ad50895e30cf700"
  integrity sha512-bwy0MGW55bG41VqxxypOsdSdGqLwXPI/focwgTYCFMbdUiBAxLg9CFzG08sz2aqzknwiX7Hkl0bQENjg8iLByw==
@ -2224,6 +2343,11 @@ fast-deep-equal@^3.1.1, fast-deep-equal@^3.1.3:
  resolved "https://registry.yarnpkg.com/fast-deep-equal/-/fast-deep-equal-3.1.3.tgz#3a7d56b559d6cbc3eb512325244e619a65c6c525"
  integrity sha512-f3qQ9oQy9j2AhBe/H9VC91wLmKBCCU/gDOnKNAYG5hswO7BLKj09Hc5HYNz9cGI++xlpDCIgDaitVs03ATR84Q==

+fast-fifo@^1.2.0, fast-fifo@^1.3.2:
+  version "1.3.2"
+  resolved "https://registry.yarnpkg.com/fast-fifo/-/fast-fifo-1.3.2.tgz#286e31de96eb96d38a97899815740ba2a4f3640c"
+  integrity sha512-/d9sfos4yxzpwkDkuN7k2SqFKtYNmCTzgfEpz82x34IM9/zc8KGxQoXg1liNC/izpRM/MBdt44Nmx41ZWqk+FQ==
+
 fast-glob@^3.2.9, fast-glob@^3.3.0, fast-glob@^3.3.1:
  version "3.3.2"
  resolved "https://registry.yarnpkg.com/fast-glob/-/fast-glob-3.3.2.tgz#a904501e57cfdd2ffcded45e99a54fef55e46129"
@ -2298,6 +2422,11 @@ flat@^5.0.2:
  resolved "https://registry.yarnpkg.com/flat/-/flat-5.0.2.tgz#8ca6fe332069ffa9d324c327198c598259ceb241"
  integrity sha512-b6suED+5/3rTpUBdG1gupIl8MPFCAMA0QXwmljLhvCUKcUvdE4gWky9zpuGCcXHOsz4J9wPGNWq6OKpmIzz3hQ==

+flatbuffers@^1.12.0:
+  version "1.12.0"
+  resolved "https://registry.yarnpkg.com/flatbuffers/-/flatbuffers-1.12.0.tgz#72e87d1726cb1b216e839ef02658aa87dcef68aa"
+  integrity sha512-c7CZADjRcl6j0PlvFy0ZqXQ67qSEZfrVPynmnL+2zPc+NtMvrF8Y0QceMo7QqnSPc7+uWjUIAbvCQ5WIKlMVdQ==
+
 flatted@^3.2.9:
  version "3.3.1"
  resolved "https://registry.yarnpkg.com/flatted/-/flatted-3.3.1.tgz#21db470729a6734d4997002f439cb308987f567a"
@ -2532,6 +2661,11 @@ graphemer@^1.4.0:
  resolved "https://registry.yarnpkg.com/graphemer/-/graphemer-1.4.0.tgz#fb2f1d55e0e3a1849aeffc90c4fa0dd53a0e66c6"
  integrity sha512-EtKwoO6kxCL9WO5xipiHTZlSzBm7WLT627TqC/uVRd0HKmq8NXyebnNYxDoBi7wt8eTWrUrKXCOVaFq9x1kgag==

+guid-typescript@^1.0.9:
+  version "1.0.9"
+  resolved "https://registry.yarnpkg.com/guid-typescript/-/guid-typescript-1.0.9.tgz#e35f77003535b0297ea08548f5ace6adb1480ddc"
+  integrity sha512-Y8T4vYhEfwJOTbouREvG+3XDsjr8E3kIr7uf+JZ0BYloFsttiHU0WfvANVsR7TxNUJa/WpCnw/Ino/p+DeBhBQ==
+
 has-bigints@^1.0.1, has-bigints@^1.0.2:
  version "1.0.2"
  resolved "https://registry.yarnpkg.com/has-bigints/-/has-bigints-1.0.2.tgz#0871bd3e3d51626f6ca0966668ba35d5602d6eaa"
@ -3112,6 +3246,11 @@ logform@^2.7.0:
    safe-stable-stringify "^2.3.1"
    triple-beam "^1.3.0"

+long@^4.0.0:
+  version "4.0.0"
+  resolved "https://registry.yarnpkg.com/long/-/long-4.0.0.tgz#9a7b71cfb7d361a194ea555241c92f7468d5bf28"
+  integrity sha512-XsP+KhQif4bjX1kbuSiySJFNAehNxgLb6hPRGJ9QsUr8ajHkuXGdrHmFUTUUXhDwVX2R5bY4JNZEwbUiMhV+MA==
+
 loose-envify@^1.1.0, loose-envify@^1.4.0:
  version "1.4.0"
  resolved "https://registry.yarnpkg.com/loose-envify/-/loose-envify-1.4.0.tgz#71ee51fa7be4caec1a63839f7e682d8132d30caf"
@ -3331,6 +3470,11 @@ node-abi@^3.3.0:
  dependencies:
    semver "^7.3.5"

+node-addon-api@^6.1.0:
+  version "6.1.0"
+  resolved "https://registry.yarnpkg.com/node-addon-api/-/node-addon-api-6.1.0.tgz#ac8470034e58e67d0c6f1204a18ae6995d9c0d76"
+  integrity sha512-+eawOlIgy680F0kBzPUNFhMZGtJ1YmqM6l4+Crf4IkImjYrO/mqPwRMh352g23uIaQKFItcQ64I7KMaJxHgAVA==
+
 node-domexception@1.0.0:
  version "1.0.0"
  resolved "https://registry.yarnpkg.com/node-domexception/-/node-domexception-1.0.0.tgz#6888db46a1f71c0b76b3f7555016b63fe64766e5"
@ -3458,6 +3602,37 @@ one-time@^1.0.0:
  dependencies:
    fn.name "1.x.x"

+onnx-proto@^4.0.4:
+  version "4.0.4"
+  resolved "https://registry.yarnpkg.com/onnx-proto/-/onnx-proto-4.0.4.tgz#2431a25bee25148e915906dda0687aafe3b9e044"
+  integrity sha512-aldMOB3HRoo6q/phyB6QRQxSt895HNNw82BNyZ2CMh4bjeKv7g/c+VpAFtJuEMVfYLMbRx61hbuqnKceLeDcDA==
+  dependencies:
+    protobufjs "^6.8.8"
+
+onnxruntime-common@~1.14.0:
+  version "1.14.0"
+  resolved "https://registry.yarnpkg.com/onnxruntime-common/-/onnxruntime-common-1.14.0.tgz#2bb5dac5261269779aa5fb6536ca379657de8bf6"
+  integrity sha512-3LJpegM2iMNRX2wUmtYfeX/ytfOzNwAWKSq1HbRrKc9+uqG/FsEA0bbKZl1btQeZaXhC26l44NWpNUeXPII7Ew==
+
+onnxruntime-node@1.14.0:
+  version "1.14.0"
+  resolved "https://registry.yarnpkg.com/onnxruntime-node/-/onnxruntime-node-1.14.0.tgz#c4ae6c355cfae7d83abaf36dd39a905c4a010217"
+  integrity sha512-5ba7TWomIV/9b6NH/1x/8QEeowsb+jBEvFzU6z0T4mNsFwdPqXeFUM7uxC6QeSRkEbWu3qEB0VMjrvzN/0S9+w==
+  dependencies:
+    onnxruntime-common "~1.14.0"
+
+onnxruntime-web@1.14.0:
+  version "1.14.0"
+  resolved "https://registry.yarnpkg.com/onnxruntime-web/-/onnxruntime-web-1.14.0.tgz#c8cee538781b1d4c1c6b043934f4a3e6ddf1466e"
+  integrity sha512-Kcqf43UMfW8mCydVGcX9OMXI2VN17c0p6XvR7IPSZzBf/6lteBzXHvcEVWDPmCKuGombl997HgLqj91F11DzXw==
+  dependencies:
+    flatbuffers "^1.12.0"
+    guid-typescript "^1.0.9"
+    long "^4.0.0"
+    onnx-proto "^4.0.4"
+    onnxruntime-common "~1.14.0"
+    platform "^1.3.6"
+
 openai@^4.26.0, openai@^4.32.1:
  version "4.33.0"
  resolved "https://registry.yarnpkg.com/openai/-/openai-4.33.0.tgz#8c33da687d4a7f3dd7576179318341615394c79d"
@ -3625,6 +3800,11 @@ pirates@^4.0.1:
  resolved "https://registry.yarnpkg.com/pirates/-/pirates-4.0.6.tgz#3018ae32ecfcff6c29ba2267cbf21166ac1f36b9"
  integrity sha512-saLsH7WeYYPiD25LDuLRRY/i+6HaPYr6G1OUlN39otzkSTxKnubR9RTxS3/Kk50s1g2JTgFwWQDQyplC5/SHZg==

+platform@^1.3.6:
+  version "1.3.6"
+  resolved "https://registry.yarnpkg.com/platform/-/platform-1.3.6.tgz#48b4ce983164b209c2d45a107adb31f473a6e7a7"
+  integrity sha512-fnWVljUchTro6RiCFvCXBbNhJc2NijN7oIQxbwsyL0buWJPG85v81ehlHI9fXrJsMNgTofEoWIQeClKpgxFLrg==
+
 possible-typed-array-names@^1.0.0:
  version "1.0.0"
  resolved "https://registry.yarnpkg.com/possible-typed-array-names/-/possible-typed-array-names-1.0.0.tgz#89bb63c6fada2c3e90adc4a647beeeb39cc7bf8f"
@ -3737,6 +3917,25 @@ prop-types@^15.8.1:
    object-assign "^4.1.1"
    react-is "^16.13.1"

+protobufjs@^6.8.8:
+  version "6.11.4"
+  resolved "https://registry.yarnpkg.com/protobufjs/-/protobufjs-6.11.4.tgz#29a412c38bf70d89e537b6d02d904a6f448173aa"
+  integrity sha512-5kQWPaJHi1WoCpjTGszzQ32PG2F4+wRY6BmAT4Vfw56Q2FZ4YZzK20xUYQH4YkfehY1e6QSICrJquM6xXZNcrw==
+  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" "^4.0.1"
+    "@types/node" ">=13.7.0"
+    long "^4.0.0"
+
 proxy-from-env@^1.1.0:
  version "1.1.0"
  resolved "https://registry.yarnpkg.com/proxy-from-env/-/proxy-from-env-1.1.0.tgz#e102f16ca355424865755d2c9e8ea4f24d58c3e2"
@ -3989,6 +4188,20 @@ set-function-name@^2.0.1, set-function-name@^2.0.2:
    functions-have-names "^1.2.3"
    has-property-descriptors "^1.0.2"

+sharp@^0.32.0:
+  version "0.32.6"
+  resolved "https://registry.yarnpkg.com/sharp/-/sharp-0.32.6.tgz#6ad30c0b7cd910df65d5f355f774aa4fce45732a"
+  integrity sha512-KyLTWwgcR9Oe4d9HwCwNM2l7+J0dUQwn/yf7S0EnTtb0eVS4RxO0eUSvxPtzT4F3SY+C4K6fqdv/DO27sJ/v/w==
+  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"
+
 sharp@^0.33.5:
  version "0.33.5"
  resolved "https://registry.yarnpkg.com/sharp/-/sharp-0.33.5.tgz#13e0e4130cc309d6a9497596715240b2ec0c594e"
@ -4055,7 +4268,7 @@ simple-concat@^1.0.0:
  resolved "https://registry.yarnpkg.com/simple-concat/-/simple-concat-1.0.1.tgz#f46976082ba35c2263f1c8ab5edfe26c41c9552f"
  integrity sha512-cSFtAPtRhljv69IK0hTVZQ+OfE9nePi/rtJmw5UjHeVyVroEqJXP1sFztKUy1qU+xvz3u/sfYJLa947b7nAN2Q==

-simple-get@^4.0.0:
+simple-get@^4.0.0, simple-get@^4.0.1:
  version "4.0.1"
  resolved "https://registry.yarnpkg.com/simple-get/-/simple-get-4.0.1.tgz#4a39db549287c979d352112fa03fd99fd6bc3543"
  integrity sha512-brv7p5WgH0jmQJr1ZDDfKDOSeWWg+OVypG99A/5vYGPqJ6pxiaHLy8nxtFjBA7oMa01ebA9gfh1uMCFqOuXxvA==
@ -4119,6 +4332,16 @@ streamsearch@^1.1.0:
  resolved "https://registry.yarnpkg.com/streamsearch/-/streamsearch-1.1.0.tgz#404dd1e2247ca94af554e841a8ef0eaa238da764"
  integrity sha512-Mcc5wHehp9aXz1ax6bZUyY5afg9u2rv5cqQI3mRrYkGC8rW2hM02jWuwjtL++LS5qinSyhj2QfLyNsuc+VsExg==

+streamx@^2.15.0, streamx@^2.21.0:
+  version "2.22.0"
+  resolved "https://registry.yarnpkg.com/streamx/-/streamx-2.22.0.tgz#cd7b5e57c95aaef0ff9b2aef7905afa62ec6e4a7"
+  integrity sha512-sLh1evHOzBy/iWRiR6d1zRcLao4gGZr3C1kzNz4fopCOKJb6xD9ub8Mpi9Mr1R6id5o43S+d93fI48UC5uM9aw==
+  dependencies:
+    fast-fifo "^1.3.2"
+    text-decoder "^1.1.0"
+  optionalDependencies:
+    bare-events "^2.2.0"
+
 "string-width-cjs@npm:string-width@^4.2.0":
  version "4.2.3"
  resolved "https://registry.yarnpkg.com/string-width/-/string-width-4.2.3.tgz#269c7117d27b05ad2e536830a8ec895ef9c6d010"
@ -4322,6 +4545,17 @@ tar-fs@^2.0.0:
    pump "^3.0.0"
    tar-stream "^2.1.4"

+tar-fs@^3.0.4:
+  version "3.0.8"
+  resolved "https://registry.yarnpkg.com/tar-fs/-/tar-fs-3.0.8.tgz#8f62012537d5ff89252d01e48690dc4ebed33ab7"
+  integrity sha512-ZoROL70jptorGAlgAYiLoBLItEKw/fUxg9BSYK/dF/GAGYFJOJJJMvjPAKDJraCXFwadD456FCuvLWgfhMsPwg==
+  dependencies:
+    pump "^3.0.0"
+    tar-stream "^3.1.5"
+  optionalDependencies:
+    bare-fs "^4.0.1"
+    bare-path "^3.0.0"
+
 tar-stream@^2.1.4:
  version "2.2.0"
  resolved "https://registry.yarnpkg.com/tar-stream/-/tar-stream-2.2.0.tgz#acad84c284136b060dc3faa64474aa9aebd77287"
@ -4333,6 +4567,22 @@ tar-stream@^2.1.4:
    inherits "^2.0.3"
    readable-stream "^3.1.1"

+tar-stream@^3.1.5:
+  version "3.1.7"
+  resolved "https://registry.yarnpkg.com/tar-stream/-/tar-stream-3.1.7.tgz#24b3fb5eabada19fe7338ed6d26e5f7c482e792b"
+  integrity sha512-qJj60CXt7IU1Ffyc3NJMjh6EkuCFej46zUqJ4J7pqYlThyd9bO0XBTmcOIhSzZJVWfsLks0+nle/j538YAW9RQ==
+  dependencies:
+    b4a "^1.6.4"
+    fast-fifo "^1.2.0"
+    streamx "^2.15.0"
+
+text-decoder@^1.1.0:
+  version "1.2.3"
+  resolved "https://registry.yarnpkg.com/text-decoder/-/text-decoder-1.2.3.tgz#b19da364d981b2326d5f43099c310cc80d770c65"
+  integrity sha512-3/o9z3X0X0fTupwsYvR03pJ/DjWuqqrfwBgTQzdWDiQSm9KitAyz/9WqsT2JQW7KV2m+bC2ol/zqpW37NHxLaA==
+  dependencies:
+    b4a "^1.6.4"
+
 text-hex@1.0.x:
  version "1.0.0"
  resolved "https://registry.yarnpkg.com/text-hex/-/text-hex-1.0.0.tgz#69dc9c1b17446ee79a92bf5b884bb4b9127506f5"
@ -4482,6 +4732,11 @@ undici-types@~5.26.4:
  resolved "https://registry.yarnpkg.com/undici-types/-/undici-types-5.26.5.tgz#bcd539893d00b56e964fd2657a4866b221a65617"
  integrity sha512-JlCMO+ehdEIKqlFxk6IfVoAUVmgz7cU7zD/h9XZ0qzeosSHmUJVOzSQvvYSYWXkFXC+IfLKSIffhv0sVZup6pA==

+undici-types@~6.20.0:
+  version "6.20.0"
+  resolved "https://registry.yarnpkg.com/undici-types/-/undici-types-6.20.0.tgz#8171bf22c1f588d1554d55bf204bc624af388433"
+  integrity sha512-Ny6QZ2Nju20vw1SRHe3d9jVu6gJ+4e3+MMpqu7pqE5HT6WsTSlce++GQmK5UXS8mzV8DSYHrQH+Xrf2jVcuKNg==
+
 update-browserslist-db@^1.0.13:
  version "1.0.13"
  resolved "https://registry.yarnpkg.com/update-browserslist-db/-/update-browserslist-db-1.0.13.tgz#3c5e4f5c083661bd38ef64b6328c26ed6c8248c4"