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+8573,40 @@ "node": ">= 14" } }, + "node_modules/tar": { + "version": "4.4.19", + "resolved": "https://registry.npmjs.org/tar/-/tar-4.4.19.tgz", + "integrity": "sha512-a20gEsvHnWe0ygBY8JbxoM4w3SJdhc7ZAuxkLqh+nvNQN2IOt0B5lLgM490X5Hl8FF0dl0tOf2ewFYAlIFgzVA==", + "dev": true, + "dependencies": { + "chownr": "^1.1.4", + "fs-minipass": "^1.2.7", + "minipass": "^2.9.0", + "minizlib": "^1.3.3", + "mkdirp": "^0.5.5", + "safe-buffer": "^5.2.1", + "yallist": "^3.1.1" + }, + "engines": { + "node": ">=4.5" + } + }, + "node_modules/tar/node_modules/minipass": { + "version": "2.9.0", + "resolved": "https://registry.npmjs.org/minipass/-/minipass-2.9.0.tgz", + "integrity": "sha512-wxfUjg9WebH+CUDX/CdbRlh5SmfZiy/hpkxaRI16Y9W56Pa75sWgd/rvFilSgrauD9NyFymP/+JFV3KwzIsJeg==", + "dev": true, + "dependencies": { + "safe-buffer": "^5.1.2", + "yallist": "^3.0.0" + } + }, + "node_modules/tar/node_modules/yallist": { + "version": "3.1.1", + "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz", + "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==", + "dev": true + }, "node_modules/term-size": { "version": "2.2.1", "resolved": "https://registry.npmjs.org/term-size/-/term-size-2.2.1.tgz", @@ -7763,6 +8794,11 @@ "node": ">=6" } }, + "node_modules/tr46": { + "version": "0.0.3", + "resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz", + "integrity": "sha512-N3WMsuqV66lT30CrXNbEjx4GEwlow3v6rr4mCcv6prnfwhS01rkgyFdjPNBYd9br7LpXV1+Emh01fHnq2Gdgrw==" + }, "node_modules/trim-newlines": { "version": "3.0.1", "resolved": "https://registry.npmjs.org/trim-newlines/-/trim-newlines-3.0.1.tgz", @@ -7988,10 +9024,7 @@ "node_modules/undici-types": { "version": "5.26.5", "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-5.26.5.tgz", - "integrity": "sha512-JlCMO+ehdEIKqlFxk6IfVoAUVmgz7cU7zD/h9XZ0qzeosSHmUJVOzSQvvYSYWXkFXC+IfLKSIffhv0sVZup6pA==", - "dev": true, - "optional": true, - "peer": true + "integrity": 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"node_modules/which": { "version": "2.0.2", "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz", @@ -8330,6 +9377,35 @@ "node": ">=8" } }, + "node_modules/wide-align": { + "version": "1.1.5", + "resolved": "https://registry.npmjs.org/wide-align/-/wide-align-1.1.5.tgz", + "integrity": "sha512-eDMORYaPNZ4sQIuuYPDHdQvf4gyCF9rEEV/yPxGfwPkRodwEgiMUUXTx/dex+Me0wxx53S+NgUHaP7y3MGlDmg==", + "dev": true, + "dependencies": { + "string-width": "^1.0.2 || 2 || 3 || 4" + } + }, + "node_modules/wide-align/node_modules/emoji-regex": { + "version": "8.0.0", + "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz", + "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A==", + "dev": true + }, + "node_modules/wide-align/node_modules/string-width": { + "version": "4.2.3", + "resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz", + "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==", + "dev": true, + "dependencies": { + "emoji-regex": "^8.0.0", + "is-fullwidth-code-point": "^3.0.0", + "strip-ansi": "^6.0.1" + }, + "engines": { + "node": ">=8" + } + }, "node_modules/word-wrap": { "version": "1.2.5", "resolved": "https://registry.npmjs.org/word-wrap/-/word-wrap-1.2.5.tgz", diff --git a/package.json b/package.json index 52e6846..08c0f97 100644 --- a/package.json +++ b/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", diff --git a/scripts/generate-embeddings.js b/scripts/generate-embeddings.js new file mode 100644 index 0000000..f4b39c2 --- /dev/null +++ b/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(`${directoryPath}/*.md`); + + // Extract texts from markdown files + // eslint-disable-next-line @typescript-eslint/no-unused-vars + const poems = await Promise.all(files.map(async (file, _index) => ({ + id: path.basename(file, '.md'), // Use filename as ID + text: await extractTextFromMarkdown(file) + }))); + + // Load the Universal Sentence Encoder model + const model = await use.load(); + const embeddings = await Promise.all(poems.map(poem => model.embed([poem.text]))); + + // Map embeddings back to poem objects + const poemEmbeddings = poems.map((poem, index) => ({ + id: poem.id, + vector: embeddings[index].arraySync()[0] // Extract the vector + })); + + // Save embeddings to JSON file + fs.writeJson('embeddings.json', poemEmbeddings); +} + +generateEmbeddingsForDirectory('src/posts/poetry'); // Update path accordingly diff --git a/src/hooks.server.ts b/src/hooks.server.ts new file mode 100644 index 0000000..c526875 --- /dev/null +++ b/src/hooks.server.ts @@ -0,0 +1,10 @@ +import { getModel } from '$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!'); +} diff --git a/src/lib/components/SearchResults.svelte b/src/lib/components/SearchResults.svelte new file mode 100644 index 0000000..a5aef52 --- /dev/null +++ b/src/lib/components/SearchResults.svelte @@ -0,0 +1,36 @@ + + +{#if results.length > 0} +
+
+

Search results:

+
+ +
+{/if} diff --git a/src/lib/store.ts b/src/lib/store.ts new file mode 100644 index 0000000..6bcdf3c --- /dev/null +++ b/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); diff --git a/src/lib/utils/poetry/embeddings.json b/src/lib/utils/poetry/embeddings.json new file mode 100644 index 0000000..86a2254 --- /dev/null +++ b/src/lib/utils/poetry/embeddings.json @@ -0,0 +1 @@ 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diff --git a/src/lib/utils/search.ts b/src/lib/utils/search.ts new file mode 100644 index 0000000..8274e7c --- /dev/null +++ b/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 { + if (!model) { + model = await use.load(); + console.log('Model loaded successfully!'); + } + return model; +} diff --git a/src/posts/poetry/autumn-synesthesia.md b/src/posts/poetry/autumn-synesthesia.md index e615e41..4b8181e 100644 --- a/src/posts/poetry/autumn-synesthesia.md +++ b/src/posts/poetry/autumn-synesthesia.md @@ -1,12 +1,13 @@ --- categories: -- Poetry + - Poetry date: 2014-11-10 00:00:00 +0000 tags: -- Fall + - 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 diff --git a/src/posts/poetry/breakfast-blue-pt.-2.md b/src/posts/poetry/breakfast-blue-pt.-2.md index 7d5839a..8b23aad 100644 --- a/src/posts/poetry/breakfast-blue-pt.-2.md +++ b/src/posts/poetry/breakfast-blue-pt.-2.md @@ -1,15 +1,16 @@ --- categories: -- Poetry + - Poetry date: 2014-05-20 00:00:00 +0000 tags: -- Humor -- Muffins -- Love -- Relationships + - Humor + - Muffins + - 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. diff --git a/src/posts/poetry/breakfast-blues.md b/src/posts/poetry/breakfast-blues.md index e7a9c39..0f789a8 100644 --- a/src/posts/poetry/breakfast-blues.md +++ b/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 diff --git a/src/posts/poetry/djinn.md b/src/posts/poetry/djinn.md index b5b2819..80d294b 100644 --- a/src/posts/poetry/djinn.md +++ b/src/posts/poetry/djinn.md @@ -1,11 +1,10 @@ --- categories: -- Poetry + - Poetry date: 2019-03-06 12:00:00 +0000 tags: -- Christian + - 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." - diff --git a/src/posts/poetry/i-ve-seen.md b/src/posts/poetry/i-ve-seen.md index cb9b002..03ca1d4 100644 --- a/src/posts/poetry/i-ve-seen.md +++ b/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 diff --git a/src/posts/poetry/infrared-homing.md b/src/posts/poetry/infrared-homing.md index c0d80ab..e88ab8e 100644 --- a/src/posts/poetry/infrared-homing.md +++ b/src/posts/poetry/infrared-homing.md @@ -8,6 +8,7 @@ tags: - Relationships - Introspective title: Infrared Homing +layout: poetry --- In a moment diff --git a/src/posts/poetry/kings-pin.md b/src/posts/poetry/kings-pin.md index a206191..2c5372b 100644 --- a/src/posts/poetry/kings-pin.md +++ b/src/posts/poetry/kings-pin.md @@ -6,7 +6,6 @@ tags: - Chess - Lessons title: King's Pin -year: 2018 --- You placed my king diff --git a/src/routes/(app)/+layout.svelte b/src/routes/(app)/+layout.svelte index 6c6f09e..6d98fb3 100644 --- a/src/routes/(app)/+layout.svelte +++ b/src/routes/(app)/+layout.svelte @@ -1,5 +1,21 @@ -
@@ -35,7 +51,27 @@
silentsilas +
+
+ +
+
diff --git a/src/routes/(app)/+page.svelte b/src/routes/(app)/+page.svelte index 20fda35..d3a2e4d 100644 --- a/src/routes/(app)/+page.svelte +++ b/src/routes/(app)/+page.svelte @@ -1,6 +1,14 @@ -
-
- {#if visible && currentGreeting} -
- {currentGreeting.greeting} - {#if currentGreeting.romanisation} - ( {currentGreeting.romanisation} ) - {/if} -
-

- That's {currentGreeting.language} for hello! +{#if results.length <= 0} +

+
+ {#if visible && currentGreeting} +
+ {currentGreeting.greeting} + {#if currentGreeting.romanisation} + ( {currentGreeting.romanisation} ) + {/if} +
+

+ That's {currentGreeting.language} for hello! +

+ {/if} +
+
+

+ The name's Silas. I write code for a living, and sometimes for fun. I use Elixir + at my day job, and recently have been messing around with + Rust, + Svelte, and + three.js

- {/if} +

+ Here you can browse my shower thoughts and bad + poetry. Opinions are personally mine and not endorsed by + my employer. +

+

+ I tend to start a lot of projects, but I'm trying to + finish more. I also like to toy with weird web technologies and will host the + experiments here. +

+

+ I self-host a lot of services I find useful. None of them + run any analytics or log your activity, but the software/servers may be outdated, so use at your + own risk. +

+

Shalom.

+
-
-

- The name's Silas. I write code for a living, and sometimes for fun. I use Elixir - at my day job, and recently have been messing around with - Rust, - Svelte, and - three.js -

-

- Here you can browse my shower thoughts and bad - poetry. Opinions are personally mine and not endorsed by my - employer. -

-

- I tend to start a lot of projects, but I'm trying to - finish more. I also like to toy with weird web technologies and will host the - experiments here. -

-

- I self-host a lot of services I find useful. None of them - run any analytics or log your activity, but the software/servers may be outdated, so use at your - own risk. -

-

Shalom.

-
-
+{/if} diff --git a/src/routes/(app)/poetry/+page.svelte b/src/routes/(app)/poetry/+page.svelte index f0fda64..fd1f278 100644 --- a/src/routes/(app)/poetry/+page.svelte +++ b/src/routes/(app)/poetry/+page.svelte @@ -1,9 +1,17 @@ -
-
-

Poetry

-
+{#if results.length <= 0} +
+
+

Poetry

+
- -
-{#if total > 1} - + +
+ {#if total > 1} + + {/if} {/if} diff --git a/src/routes/api/poetry/search/+server.ts b/src/routes/api/poetry/search/+server.ts new file mode 100644 index 0000000..8c38a08 --- /dev/null +++ b/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); +}