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"3.23.8", + "resolved": "https://registry.npmjs.org/zod/-/zod-3.23.8.tgz", + "integrity": "sha512-XBx9AXhXktjUqnepgTiE5flcKIYWi/rme0Eaj+5Y0lftuGBq+jyRu/md4WnuxqgP1ubdpNCsYEYPxrzVHD8d6g==", "funding": { "url": "https://github.com/sponsors/colinhacks" } + }, + "node_modules/zod-to-json-schema": { + "version": "3.23.5", + "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.23.5.tgz", + "integrity": "sha512-5wlSS0bXfF/BrL4jPAbz9da5hDlDptdEppYfe+x4eIJ7jioqKG9uUxOwPzqof09u/XeVdrgFu29lZi+8XNDJtA==", + "peerDependencies": { + "zod": "^3.23.3" + } } } } diff --git a/firestore-vector-search/functions/package.json b/firestore-vector-search/functions/package.json index a8efd726..165ca3e6 100644 --- a/firestore-vector-search/functions/package.json +++ b/firestore-vector-search/functions/package.json @@ -13,6 +13,8 @@ "generate-readme": "firebase ext:info .. --markdown > ../README.md" }, "dependencies": { + "@genkit-ai/googleai": "^0.9.6", + "@genkit-ai/vertexai": "^0.9.6", "@google-ai/generativelanguage": "^1.1.0", "@google-cloud/aiplatform": "^3.17.0", "@google-cloud/firestore": "^7.6.0", @@ -23,6 +25,7 @@ "faiss-node": "^0.5.1", "firebase-admin": "^12.0.0", "firebase-functions": "^4.8.0", + "genkit": "^0.9.6", "google-auth-library": "^9.2.0", "openai": "^4.20.1", "patch-package": "^8.0.0", diff --git a/firestore-vector-search/functions/src/embeddings/client/genkit.ts b/firestore-vector-search/functions/src/embeddings/client/genkit.ts new file mode 100644 index 00000000..4ee8e60a --- /dev/null +++ b/firestore-vector-search/functions/src/embeddings/client/genkit.ts @@ -0,0 +1,71 @@ +import {EmbedderReference, Genkit, genkit} from 'genkit'; +import {config} from '../../config'; +import {GenkitPlugin} from 'genkit/plugin'; +import { + googleAI, + textEmbeddingGecko001 as textEmbeddingGecko001GoogleAI, +} from '@genkit-ai/googleai'; +import { + textEmbedding004 as textEmbedding004Vertex, + vertexAI, +} from '@genkit-ai/vertexai'; + +export class GenkitEmbedClient { + provider: 'vertexai' | 'googleai' | 'multimodal'; + client: Genkit; + embedder: EmbedderReference; + batchSize: number; + dimension: number; + + constructor({ + provider, + }: { + batchSize: number; + dimension: number; + provider: 'vertexai' | 'googleai'; + }) { + this.provider = provider; + + let plugins: GenkitPlugin[] = []; + + if (this.provider === 'vertexai') { + this.embedder = textEmbedding004Vertex; + plugins = [ + vertexAI({ + location: config.location, + }), + ]; + } + if (this.provider === 'googleai') { + this.embedder = textEmbeddingGecko001GoogleAI; + plugins = [ + googleAI({ + apiKey: config.geminiApiKey, + }), + ]; + } + this.client = genkit({ + plugins, + }); + } + + async initialize() { + // optional to implement this as it might not be needed. + } + + async getEmbeddings(_inputs: string[]): Promise { + const embeddings = await this.client.embedMany({ + embedder: textEmbedding004Vertex, + content: _inputs, + }); + return embeddings.map(result => result.embedding); + } + + async getSingleEmbedding(input: string): Promise { + const embedding = this.client.embed({ + embedder: this.embedder, + content: input, + }); + return embedding; + } +} diff --git a/firestore-vector-search/functions/src/embeddings/client/index.ts b/firestore-vector-search/functions/src/embeddings/client/index.ts index 11e5075c..de29a26d 100644 --- a/firestore-vector-search/functions/src/embeddings/client/index.ts +++ b/firestore-vector-search/functions/src/embeddings/client/index.ts @@ -4,8 +4,24 @@ import {CustomEndpointClient} from './text/custom_function'; import {GeminiAITextEmbedClient} from './text/gemini'; import {OpenAIEmbedClient} from './text/open_ai'; import {VertexAITextEmbedClient} from './text/vertex_ai'; - +import {GenkitEmbedClient} from './genkit'; const getEmbeddingClient = () => { + // Use Genkit where possible. + if ( + // Note genkit is yet to suppport multimodal embeddings + (config.embeddingProvider as string) === 'gemini' || + (config.embeddingProvider as string) === 'vertex' + ) { + const provider = + config.embeddingProvider === 'vertex' ? 'vertexai' : 'googleai'; + + return new GenkitEmbedClient({ + batchSize: 1, + dimension: 768, + provider, + }); + } + switch (config.embeddingProvider) { case 'gemini' as EmbeddingProvider.Gemini: return new GeminiAITextEmbedClient(); diff --git a/firestore-vector-search/functions/src/queries/setup.ts b/firestore-vector-search/functions/src/queries/setup.ts index da6df601..ee69bcd8 100644 --- a/firestore-vector-search/functions/src/queries/setup.ts +++ b/firestore-vector-search/functions/src/queries/setup.ts @@ -37,7 +37,7 @@ export async function createIndex(options: CreateIndexOptions) { }); if (indexExists) { - functions.logger.info(`Index already exists, skipping index creation`); + functions.logger.info('Index already exists, skipping index creation'); return; }