add semantic search

package.json

@@ -11,13 +11,16 @@
     "test": "vitest",
     "lint": "prettier --check . && eslint .",
     "format": "prettier --write .",
-    "model-pipeline:run": "node scripts/model-pipeline.js"
+    "model-pipeline:run": "node scripts/model-pipeline.js",
+    "generate-embeddings": "node scripts/generate-embeddings.js"
   },
   "devDependencies": {
     "@sveltejs/adapter-auto": "^3.0.0",
     "@sveltejs/kit": "^2.0.0",
     "@sveltejs/vite-plugin-svelte": "^3.0.0",
     "@tailwindcss/typography": "^0.5.13",
+    "@tensorflow-models/universal-sentence-encoder": "^1.3.3",
+    "@tensorflow/tfjs-node": "^4.19.0",
     "@theatre/core": "^0.7.1",
     "@theatre/studio": "^0.7.1",
     "@threlte/theatre": "^2.1.7",
@@ -30,6 +33,8 @@
     "eslint": "^8.56.0",
     "eslint-config-prettier": "^9.1.0",
     "eslint-plugin-svelte": "^2.35.1",
+    "fs-extra": "^11.2.0",
+    "marked": "^12.0.2",
     "postcss": "^8.4.38",
     "prettier": "^3.1.1",
     "prettier-plugin-svelte": "^3.1.2",
@@ -44,6 +49,7 @@
   "type": "module",
   "dependencies": {
     "@dimforge/rapier3d-compat": "^0.11.2",
+    "@tensorflow/tfjs": "^4.19.0",
     "@threlte/core": "^7.3.0",
     "@threlte/extras": "^8.11.2",
     "@threlte/rapier": "^2.0.0",

scripts/generate-embeddings.js

@@ -0,0 +1,39 @@
+// eslint-disable-next-line @typescript-eslint/no-unused-vars
+import * as tf from '@tensorflow/tfjs-node';
+import use from '@tensorflow-models/universal-sentence-encoder';
+import fs from 'fs-extra';
+import glob from 'glob';
+import path from 'path';
+import { marked } from 'marked';
+
+async function extractTextFromMarkdown(filePath) {
+    const markdown = await fs.readFile(filePath, 'utf8');
+    return marked(markdown).replace(/<[^>]*>/g, ''); // Strip HTML tags generated by marked
+}
+
+async function generateEmbeddingsForDirectory(directoryPath) {
+    // Get all markdown files in directory
+    const files = glob.sync(`${directoryPath}/*.md`);
+
+    // Extract texts from markdown files
+    // eslint-disable-next-line @typescript-eslint/no-unused-vars
+    const poems = await Promise.all(files.map(async (file, _index) => ({
+        id: path.basename(file, '.md'),  // Use filename as ID
+        text: await extractTextFromMarkdown(file)
+    })));
+
+    // Load the Universal Sentence Encoder model
+    const model = await use.load();
+    const embeddings = await Promise.all(poems.map(poem => model.embed([poem.text])));
+
+    // Map embeddings back to poem objects
+    const poemEmbeddings = poems.map((poem, index) => ({
+        id: poem.id,
+        vector: embeddings[index].arraySync()[0]  // Extract the vector
+    }));
+
+    // Save embeddings to JSON file
+    fs.writeJson('embeddings.json', poemEmbeddings);
+}
+
+generateEmbeddingsForDirectory('src/posts/poetry');  // Update path accordingly

src/hooks.server.ts

@@ -0,0 +1,10 @@
+import { getModel } from '$lib/utils/search';
+import { building } from '$app/environment';
+
+if (!building) {
+	getModel().catch((error) => {
+		console.error('Failed to load the TensorFlow model at startup:', error);
+	});
+
+	console.log('Model loaded successfully!');
+}

src/lib/components/SearchResults.svelte

@@ -0,0 +1,36 @@
+<script lang="ts">
+	import { searchResults } from '$lib/store';
+	import type { SearchResult } from '$lib/utils/search';
+
+	let results: SearchResult[] = [];
+
+	searchResults.subscribe((value: SearchResult[]) => {
+		results = value ? value : [];
+	});
+
+	function slugToTitle(slug: string) {
+		return slug
+			.replace(/-/g, ' ')
+			.split(' ')
+			.map((word) => word.charAt(0).toUpperCase() + word.slice(1))
+			.join(' ');
+	}
+</script>
+
+{#if results.length > 0}
+	<div class="container mx-auto flex flex-col items-center">
+		<div class="prose">
+			<h1 class="py-6">Search results:</h1>
+		</div>
+		<ul>
+			{#each results as result}
+				<li class="py-4">
+					<h3 class="pb-1">
+						<a class="link" href="/poetry/{result.poem.id}">{slugToTitle(result.poem.id)}</a>
+						<p class="text-sm">(Relevance: {(result.similarity * 100).toFixed(3)})%</p>
+					</h3>
+				</li>
+			{/each}
+		</ul>
+	</div>
+{/if}

src/lib/store.ts

@@ -0,0 +1,5 @@
+import { writable } from 'svelte/store';
+import type { SearchResult } from './utils/search';
+
+const initArray: SearchResult[] = [];
+export const searchResults = writable(initArray);

src/lib/utils/search.ts

@@ -0,0 +1,24 @@
+// src/lib/initModel.ts
+import use, { UniversalSentenceEncoder } from '@tensorflow-models/universal-sentence-encoder';
+// eslint-disable-next-line @typescript-eslint/no-unused-vars
+import * as tf from '@tensorflow/tfjs-node';
+
+export type Embedding = {
+	id: string;
+	vector: number[];
+};
+
+export type SearchResult = {
+	poem: Embedding;
+	similarity: number;
+};
+
+let model: UniversalSentenceEncoder | null = null;
+
+export async function getModel(): Promise<UniversalSentenceEncoder> {
+	if (!model) {
+		model = await use.load();
+		console.log('Model loaded successfully!');
+	}
+	return model;
+}

src/posts/poetry/autumn-synesthesia.md

@@ -5,8 +5,9 @@ date: 2014-11-10 00:00:00 +0000
 tags:
   - Fall
 title: Autumn Synesthesia
-
+layout: poetry
 ---
+
 The trees branch out their reds and yellows.
 Their last battle cry before the frost.
 The further north, the more pronounced

src/posts/poetry/breakfast-blue-pt.-2.md

@@ -8,8 +8,9 @@ tags:
   - Love
   - Relationships
 title: Breakfast Blue Pt. 2
-
+layout: poetry
 ---
+
 Oh, my good friend, I didn't mean to leave.
 It wasn't your fault, so no longer grieve!
 If I could, I would run back to your side.

src/posts/poetry/breakfast-blues.md

@@ -6,6 +6,7 @@ tags:
   - Humor
   - Muffins
 title: Breakfast Blues
+layout: poetry
 ---
 
 Lost my reason to wake in the morning

src/posts/poetry/djinn.md

@@ -5,7 +5,6 @@ date: 2019-03-06 12:00:00 +0000
 tags:
   - Christian
 title: Djinn
-year: 2019
 layout: poetry
 ---
 
@@ -18,4 +17,3 @@ I let out a chuckle
 And a sigh of relief.
 "He didn't holy ghost us
 Despite such unbelief."
-

src/posts/poetry/i-ve-seen.md

@@ -6,7 +6,7 @@ tags:
   - Wisdom
   - Lessons
 title: I've Seen
-year: 2018
+layout: poetry
 ---
 
 I've seen tears fall

src/posts/poetry/infrared-homing.md

@@ -8,6 +8,7 @@ tags:
   - Relationships
   - Introspective
 title: Infrared Homing
+layout: poetry
 ---
 
 In a moment

src/posts/poetry/kings-pin.md

@@ -6,7 +6,6 @@ tags:
   - Chess
   - Lessons
 title: King's Pin
-year: 2018
 ---
 
 You placed my king

src/routes/(app)/+layout.svelte

@@ -1,5 +1,21 @@
-<script>
+<script lang="ts">
 	import '../../app.css';
+	import { searchResults } from '$lib/store';
+	import type { SearchResult } from '$lib/utils/search';
+	import SearchResults from '$lib/components/SearchResults.svelte';
+
+	let searchQuery = '';
+
+	async function handleSearch() {
+		const response = await fetch(`/api/poetry/search?q=${encodeURIComponent(searchQuery)}`);
+		if (response.ok) {
+			const data: SearchResult[] = await response.json();
+			searchResults.set(data);
+		} else {
+			console.error('Failed to fetch search results');
+			searchResults.set([]);
+		}
+	}
 </script>
 
 <div class="flex flex-col h-screen">
@@ -35,7 +51,27 @@
 			</div>
 			<a class="link-primary text-xl" href="/">silentsilas</a>
 		</div>
+		<div class="navbar-end lg:hidden">
+			<div class="form-control">
+				<input
+					type="text"
+					placeholder="Search"
+					class="input input-bordered md:w-auto"
+					bind:value={searchQuery}
+					on:input={handleSearch}
+				/>
+			</div>
+		</div>
 		<div class="navbar-end hidden lg:flex">
+			<div class="form-control">
+				<input
+					type="text"
+					placeholder="Search"
+					class="input input-bordered md:w-auto"
+					bind:value={searchQuery}
+					on:input={handleSearch}
+				/>
+			</div>
 			<ul class="menu menu-horizontal px-1">
 				<li><a href="/thoughts">Thoughts</a></li>
 				<li><a href="/poetry">Poetry</a></li>
@@ -48,5 +84,6 @@
 
 	<div class="flex flex-col items-center flex-1 overflow-auto">
 		<slot />
+		<SearchResults />
 	</div>
 </div>

src/routes/(app)/+page.svelte

@@ -1,6 +1,14 @@
 <script lang="ts">
 	import { onMount } from 'svelte';
 	import { fade } from 'svelte/transition';
+	import { searchResults } from '$lib/store';
+	import type { SearchResult } from '$lib/utils/search';
+
+	let results: SearchResult[] = [];
+
+	searchResults.subscribe((value: SearchResult[]) => {
+		results = value ? value : [];
+	});
 
 	type Greeting = {
 		greeting: string;
@@ -59,12 +67,11 @@
 	}
 </script>
 
+{#if results.length <= 0}
 	<div class="container mx-auto flex flex-col justify-center items-center flex-1">
 		<div class="justify-center items-center text-center m-10">
 			{#if visible && currentGreeting}
-			<div
+				<div transition:fade={{ duration: 1200 }}>
-				transition:fade={{ duration: 1200 }}
-			>
 					<span class="font-bold">{currentGreeting.greeting}</span>
 					{#if currentGreeting.romanisation}
 						<span class="text-gray-500">( {currentGreeting.romanisation} )</span>
@@ -88,8 +95,8 @@
 			</p>
 			<p>
 				Here you can browse my shower <a href="/thoughts" class="link">thoughts</a> and bad
-			<a href="/poetry" class="link">poetry</a>. Opinions are personally mine and not endorsed by my
+				<a href="/poetry" class="link">poetry</a>. Opinions are personally mine and not endorsed by
-			employer.
+				my employer.
 			</p>
 			<p>
 				I tend to start a lot of <a href="/projects" class="link">projects</a>, but I'm trying to
@@ -104,3 +111,4 @@
 			<p>Shalom.</p>
 		</div>
 	</div>
+{/if}

src/routes/(app)/poetry/+page.svelte

@@ -1,9 +1,17 @@
 <script lang="ts">
 	import { goto } from '$app/navigation';
 	import { page } from '$app/stores';
+	import { searchResults } from '$lib/store';
+	import type { SearchResult } from '$lib/utils/search';
 	import type { PageData } from '../poetry/$types';
 	export let data: PageData;
 
+	let results: SearchResult[] = [];
+
+	searchResults.subscribe((value: SearchResult[]) => {
+		results = value ? value : [];
+	});
+
 	const formatDate = (date: string) => {
 		return new Date(date).toLocaleDateString(undefined, {
 			year: 'numeric',
@@ -35,6 +43,7 @@
 	}
 </script>
 
+{#if results.length <= 0}
 	<div class="container mx-auto flex flex-col items-center">
 		<div class="prose">
 			<h1 class="py-6">Poetry</h1>
@@ -68,3 +77,4 @@
 			>
 		</nav>
 	{/if}
+{/if}

src/routes/api/poetry/search/+server.ts

@@ -0,0 +1,40 @@
+// eslint-disable-next-line
+import * as tf from '@tensorflow/tfjs-node';
+import poemEmbeddings from '$lib/utils/poetry/embeddings.json';
+import { json } from '@sveltejs/kit';
+import { getModel, type Embedding, type SearchResult } from '$lib/utils/search';
+
+// Search handler
+export const GET = async ({ url }: { url: URL }) => {
+	const model = await getModel();
+	const searchQuery = url.searchParams.get('q');
+	if (!searchQuery) {
+		return { status: 400, body: { error: 'Query parameter "q" is required' } };
+	}
+
+	try {
+		// Generate embedding for the query
+		const queryEmbedding = await model.embed([searchQuery]);
+		const queryVec = queryEmbedding.arraySync()[0];
+
+		// Calculate similarities
+		const results = poemEmbeddings
+			.map((poem: Embedding) => ({
+				poem,
+				similarity: cosineSimilarity(queryVec, poem.vector)
+			}))
+			.sort((a: SearchResult, b: SearchResult) => b.similarity - a.similarity)
+			.slice(0, 10); // Top 10 results
+
+		return json(results);
+	} catch (error) {
+		return { status: 500, body: { error: (error as Error).message } };
+	}
+};
+
+function cosineSimilarity(vecA: number[], vecB: number[]) {
+	const dotProduct = vecA.reduce((acc, val, i) => acc + val * vecB[i], 0);
+	const magnitudeA = Math.sqrt(vecA.reduce((acc, val) => acc + val * val, 0));
+	const magnitudeB = Math.sqrt(vecB.reduce((acc, val) => acc + val * val, 0));
+	return dotProduct / (magnitudeA * magnitudeB);
+}