From 94b09dbc53a023e9c671b4772af1199ff06427af Mon Sep 17 00:00:00 2001
From: Steph Dietz <steph@hypermode.com>
Date: Mon, 4 Nov 2024 10:15:45 -0600
Subject: [PATCH 1/2] add instant vector search template to recipes

---
 instant-vector-search/.gitignore             |   15 +
 instant-vector-search/.prettierrc            |    3 +
 instant-vector-search/asconfig.json          |    6 +
 instant-vector-search/assembly/index.ts      |   57 +
 instant-vector-search/assembly/tsconfig.json |    4 +
 instant-vector-search/eslint.config.js       |   11 +
 instant-vector-search/modus.json             |   29 +
 instant-vector-search/package-lock.json      | 1789 ++++++++++++++++++
 instant-vector-search/package.json           |   29 +
 9 files changed, 1943 insertions(+)
 create mode 100644 instant-vector-search/.gitignore
 create mode 100644 instant-vector-search/.prettierrc
 create mode 100644 instant-vector-search/asconfig.json
 create mode 100644 instant-vector-search/assembly/index.ts
 create mode 100644 instant-vector-search/assembly/tsconfig.json
 create mode 100644 instant-vector-search/eslint.config.js
 create mode 100644 instant-vector-search/modus.json
 create mode 100644 instant-vector-search/package-lock.json
 create mode 100644 instant-vector-search/package.json

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/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<EmbeddingsModel>(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
--- /dev/null
+++ b/instant-vector-search/package-lock.json
@@ -0,0 +1,1789 @@
+{
+  "name": "instant-vector-search",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "instant-vector-search",
+      "dependencies": {
+        "@hypermode/modus-sdk-as": "^0.13.3",
+        "json-as": "0.9.21"
+      },
+      "devDependencies": {
+        "@eslint/js": "^9.12.0",
+        "@types/eslint__js": "^8.42.3",
+        "assemblyscript": "^0.27.30",
+        "assemblyscript-prettier": "^3.0.1",
+        "eslint": "^9.12.0",
+        "prettier": "^3.3.3",
+        "typescript": "^5.6.3",
+        "typescript-eslint": "^8.9.0",
+        "visitor-as": "^0.11.4"
+      }
+    },
+    "node_modules/@assemblyscript/wasi-shim": {
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+      "license": "Apache-2.0",
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/assemblyscript"
+      }
+    },
+    "node_modules/@eslint-community/eslint-utils": {
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diff --git a/instant-vector-search/package.json b/instant-vector-search/package.json
new file mode 100644
index 0000000..f140f0d
--- /dev/null
+++ b/instant-vector-search/package.json
@@ -0,0 +1,29 @@
+{
+  "name": "instant-vector-search",
+  "private": true,
+  "type": "module",
+  "scripts": {
+    "build": "modus-as-build",
+    "lint": "eslint .",
+    "pretty": "prettier --write .",
+    "pretty:check": "prettier --check ."
+  },
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+  },
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+    "typescript-eslint": "^8.9.0",
+    "visitor-as": "^0.11.4"
+  },
+  "overrides": {
+    "assemblyscript": "$assemblyscript"
+  }
+}

From 43fe28442d1040ef33c29ddbca84809748a9e39b Mon Sep 17 00:00:00 2001
From: Steph Dietz <steph@hypermode.com>
Date: Mon, 4 Nov 2024 10:18:01 -0600
Subject: [PATCH 2/2] add README to vector search template

---
 instant-vector-search/README.md | 83 +++++++++++++++++++++++++++++++++
 1 file changed, 83 insertions(+)
 create mode 100644 instant-vector-search/README.md

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