diff --git a/instant-vector-search/.gitignore b/instant-vector-search/.gitignore new file mode 100644 index 0000000..f9d29f7 --- /dev/null +++ b/instant-vector-search/.gitignore @@ -0,0 +1,15 @@ +# Ignore macOS system files +.DS_Store + +# Ignore environment variable files +.env +.env.* + +# Ignore build output directories +build/ + +# Ignore node_modules folders +node_modules/ + +# Ignore logs generated by as-test +logs/ diff --git a/instant-vector-search/.prettierrc b/instant-vector-search/.prettierrc new file mode 100644 index 0000000..64cb35c --- /dev/null +++ b/instant-vector-search/.prettierrc @@ -0,0 +1,3 @@ +{ + "plugins": ["assemblyscript-prettier"] +} diff --git a/instant-vector-search/README.md b/instant-vector-search/README.md new file mode 100644 index 0000000..62e879b --- /dev/null +++ b/instant-vector-search/README.md @@ -0,0 +1,83 @@ +# instant-vector-search + +A simplified template demonstrating how to build instant vector search using Hypermode and Modus. This project showcases how to configure collections, embed data, and deploy APIs to perform real-time vector search with minimal setup. + +## Guide + +Check out the guide on how to create a project using this template: +[Instant Vector Search Guide](TODO) + +## Semantic Search in Action + +This template demonstrates how instant vector search can enhance your application by generating embeddings from user queries and performing vector searches in less than 200ms. + +## How to Use the Template + +Fork or clone this repository to get started: + +``` +git clone https://github.com/hypermodeinc/instant-vector-search.git +cd instant-vector-search +``` + +Install Modus CLI: + +``` +npm install -g @hypermode/modus-cli +``` + +## Initialize and deploy your app: + +You can deploy using either the Hypermode Console or Hyp CLI. + +Option 1: Hypermode Console + +- Create a new project in the Hypermode Console. +- Connect your GitHub account and select your repository to import. + +Option 2: Hyp CLI + +- Run the following command to import and deploy your app: + +``` +hyp init +``` + +## Uploading Data + +Once your app is deployed, upload your data to the texts collection to enable vector search. + +From the Hypermode Console: Upload a CSV directly using the dashboard. + +Using the `upsertTexts` function: Upload data programmatically by calling the function from your code. + +Once your data is in place, the embeddings will be generated automatically, and your system will be ready to handle real-time vector searches. + +## Making API Calls + +You can test the API via the Query page in the Hypermode Console. Run a sample vector search query: + +``` +query { + search(query: "your search term here") +} +``` + +## Hypermode & Modus Overview + +This template leverages Hypermode and Modus to power your backend functions: + +[Hypermode](https://docs.hypermode.com/introduction) is a managed service that provides the infrastructure and tools for creating AI-powered applications, including assistants, APIs, and backend services. It offers: + +- Automatic building and deployment of functions with each git push +- A live, scalable API for previewing, testing, and production +- Access to various AI models for experimentation +- Integrated console for observability and control +- GraphQL API generation for easy integration + +[Modus](https://docs.hypermode.com/modus/overview) is an open-source, serverless framework that’s part of the Hypermode ecosystem. It focuses on: + +- Building functions and APIs using WebAssembly +- Supporting multiple programming languages (currently Go and AssemblyScript) +- Providing features to integrate models, data, and external services +- Scaling from simple CRUD operations to complex AI systems diff --git a/instant-vector-search/asconfig.json b/instant-vector-search/asconfig.json new file mode 100644 index 0000000..d837265 --- /dev/null +++ b/instant-vector-search/asconfig.json @@ -0,0 +1,6 @@ +{ + "extends": "./node_modules/@hypermode/modus-sdk-as/plugin.asconfig.json", + "options": { + "transform": ["@hypermode/modus-sdk-as/transform", "json-as/transform"] + } +} diff --git a/instant-vector-search/assembly/index.ts b/instant-vector-search/assembly/index.ts new file mode 100644 index 0000000..03a3312 --- /dev/null +++ b/instant-vector-search/assembly/index.ts @@ -0,0 +1,57 @@ +import { collections } from "@hypermode/modus-sdk-as"; +import { models } from "@hypermode/modus-sdk-as"; +import { EmbeddingsModel } from "@hypermode/modus-sdk-as/models/experimental/embeddings"; + +const textsCollection = "texts"; +const searchMethod = "searchMethod1"; +const embeddingModelName = "minilm"; + +export function upsertTexts(ids: string[], texts: string[]): string[] { + const errors: string[] = []; + + if (ids.length !== texts.length) { + errors.push("Length of all arrays must be the same"); + return errors; + } + + let result = collections.upsertBatch(textsCollection, ids, texts); + + if (!result.isSuccessful) { + errors.push(result.error); + return errors; + } + + return ids; +} + +export function search(query: string): string[] { + const searchResults = collections.search( + textsCollection, + searchMethod, + query, + 10, + true, + ); + + if (!searchResults.isSuccessful) { + return [searchResults.error]; + } + const searchTexts: string[] = []; + + for (let i = 0; i < searchResults.objects.length; i++) { + const obj = searchResults.objects[i]; + const text = collections.getText(textsCollection, obj.key); + if (text) { + searchTexts.push(text); + } + } + return searchTexts; +} + +export function miniLMEmbed(texts: string[]): f32[][] { + const model = models.getModel(embeddingModelName); + const input = model.createInput(texts); + const output = model.invoke(input); + + return output.predictions; +} diff --git a/instant-vector-search/assembly/tsconfig.json b/instant-vector-search/assembly/tsconfig.json new file mode 100644 index 0000000..798b474 --- /dev/null +++ b/instant-vector-search/assembly/tsconfig.json @@ -0,0 +1,4 @@ +{ + "extends": "assemblyscript/std/assembly.json", + "include": ["./**/*.ts"] +} diff --git a/instant-vector-search/eslint.config.js b/instant-vector-search/eslint.config.js new file mode 100644 index 0000000..7ad50ae --- /dev/null +++ b/instant-vector-search/eslint.config.js @@ -0,0 +1,11 @@ +// @ts-check + +import eslint from "@eslint/js"; +import tseslint from "typescript-eslint"; +import aseslint from "@hypermode/modus-sdk-as/tools/assemblyscript-eslint"; + +export default tseslint.config( + eslint.configs.recommended, + ...tseslint.configs.recommended, + aseslint.config, +); diff --git a/instant-vector-search/modus.json b/instant-vector-search/modus.json new file mode 100644 index 0000000..dbfa9e7 --- /dev/null +++ b/instant-vector-search/modus.json @@ -0,0 +1,29 @@ +{ + "$schema": "https://schema.hypermode.com/modus.json", + "endpoints": { + "default": { + "type": "graphql", + "path": "/graphql", + "auth": "bearer-token" + } + }, + "models": { + "minilm": { + "sourceModel": "sentence-transformers/all-MiniLM-L6-v2", + "provider": "hugging-face", + "connection": "hypermode" + } + }, + "collections": { + "texts": { + "searchMethods": { + "searchMethod1": { + "embedder": "miniLMEmbed", + "index": { + "type": "sequential" + } + } + } + } + } +} diff --git a/instant-vector-search/package-lock.json b/instant-vector-search/package-lock.json new file mode 100644 index 0000000..e195893 --- 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