Upload 6 files
Browse files- blipWorker.js +78 -0
- build/m.d.ts +55 -0
- build/m.js +329 -0
- build/m_bg.wasm +3 -0
- build/m_bg.wasm.d.ts +12 -0
- index.html +390 -16
blipWorker.js
ADDED
@@ -0,0 +1,78 @@
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//load Candle Bert Module wasm module
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import init, { Model } from "./build/m.js";
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async function fetchArrayBuffer(url, cacheFile = true) {
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if (!cacheFile) return new Uint8Array(await (await fetch(url)).arrayBuffer());
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const cacheName = "blip-candle-cache";
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const cache = await caches.open(cacheName);
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const cachedResponse = await cache.match(url);
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if (cachedResponse) {
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const data = await cachedResponse.arrayBuffer();
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return new Uint8Array(data);
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}
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const res = await fetch(url, { cache: "force-cache" });
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cache.put(url, res.clone());
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return new Uint8Array(await res.arrayBuffer());
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}
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class Blip {
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static instance = {};
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static async getInstance(
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weightsURL,
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tokenizerURL,
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configURL,
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modelID,
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quantized
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) {
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if (!this.instance[modelID]) {
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await init();
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self.postMessage({ status: "loading", message: "Loading Model" });
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const [weightsArrayU8, tokenizerArrayU8, configArrayU8] =
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await Promise.all([
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fetchArrayBuffer(weightsURL),
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fetchArrayBuffer(tokenizerURL),
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fetchArrayBuffer(configURL),
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]);
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this.instance[modelID] = new Model(
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weightsArrayU8,
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tokenizerArrayU8,
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configArrayU8,
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quantized
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);
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} else {
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self.postMessage({ status: "ready", message: "Model Already Loaded" });
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}
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return this.instance[modelID];
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}
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}
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self.addEventListener("message", async (event) => {
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const { weightsURL, tokenizerURL, configURL, modelID, imageURL, quantized } =
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event.data;
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try {
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self.postMessage({ status: "status", message: "Loading Blip Model..." });
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const model = await Blip.getInstance(
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weightsURL,
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tokenizerURL,
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configURL,
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modelID,
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quantized
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);
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self.postMessage({
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status: "status",
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message: "Running Blip Inference...",
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});
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const imageArrayU8 = await fetchArrayBuffer(imageURL, false);
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const output = model.generate_caption_from_image(imageArrayU8);
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self.postMessage({
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status: "complete",
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message: "complete",
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output: output,
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});
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} catch (e) {
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self.postMessage({ error: e });
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}
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});
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build/m.d.ts
ADDED
@@ -0,0 +1,55 @@
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/* tslint:disable */
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/* eslint-disable */
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/**
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*/
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export class Model {
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free(): void;
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/**
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* @param {Uint8Array} weights
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* @param {Uint8Array} tokenizer
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* @param {Uint8Array} config
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* @param {boolean} quantized
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*/
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constructor(weights: Uint8Array, tokenizer: Uint8Array, config: Uint8Array, quantized: boolean);
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/**
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* @param {Uint8Array} image
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* @returns {string}
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*/
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generate_caption_from_image(image: Uint8Array): string;
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}
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export type InitInput = RequestInfo | URL | Response | BufferSource | WebAssembly.Module;
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export interface InitOutput {
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readonly memory: WebAssembly.Memory;
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readonly __wbg_model_free: (a: number) => void;
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readonly model_load: (a: number, b: number, c: number, d: number, e: number, f: number, g: number, h: number) => void;
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readonly model_generate_caption_from_image: (a: number, b: number, c: number, d: number) => void;
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readonly main: (a: number, b: number) => number;
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readonly __wbindgen_add_to_stack_pointer: (a: number) => number;
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readonly __wbindgen_malloc: (a: number, b: number) => number;
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readonly __wbindgen_free: (a: number, b: number, c: number) => void;
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readonly __wbindgen_realloc: (a: number, b: number, c: number, d: number) => number;
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readonly __wbindgen_start: () => void;
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}
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export type SyncInitInput = BufferSource | WebAssembly.Module;
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/**
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* Instantiates the given `module`, which can either be bytes or
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* a precompiled `WebAssembly.Module`.
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*
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* @param {SyncInitInput} module
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*
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* @returns {InitOutput}
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*/
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export function initSync(module: SyncInitInput): InitOutput;
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/**
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* If `module_or_path` is {RequestInfo} or {URL}, makes a request and
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* for everything else, calls `WebAssembly.instantiate` directly.
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*
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* @param {InitInput | Promise<InitInput>} module_or_path
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*
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* @returns {Promise<InitOutput>}
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*/
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export default function __wbg_init (module_or_path?: InitInput | Promise<InitInput>): Promise<InitOutput>;
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build/m.js
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@@ -0,0 +1,329 @@
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1 |
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let wasm;
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2 |
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3 |
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const cachedTextDecoder = (typeof TextDecoder !== 'undefined' ? new TextDecoder('utf-8', { ignoreBOM: true, fatal: true }) : { decode: () => { throw Error('TextDecoder not available') } } );
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4 |
+
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5 |
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if (typeof TextDecoder !== 'undefined') { cachedTextDecoder.decode(); };
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6 |
+
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7 |
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let cachedUint8Memory0 = null;
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8 |
+
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9 |
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function getUint8Memory0() {
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10 |
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if (cachedUint8Memory0 === null || cachedUint8Memory0.byteLength === 0) {
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cachedUint8Memory0 = new Uint8Array(wasm.memory.buffer);
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12 |
+
}
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13 |
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return cachedUint8Memory0;
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14 |
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}
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15 |
+
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16 |
+
function getStringFromWasm0(ptr, len) {
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17 |
+
ptr = ptr >>> 0;
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18 |
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return cachedTextDecoder.decode(getUint8Memory0().subarray(ptr, ptr + len));
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19 |
+
}
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20 |
+
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21 |
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const heap = new Array(128).fill(undefined);
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22 |
+
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23 |
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heap.push(undefined, null, true, false);
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24 |
+
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25 |
+
let heap_next = heap.length;
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26 |
+
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27 |
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function addHeapObject(obj) {
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28 |
+
if (heap_next === heap.length) heap.push(heap.length + 1);
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29 |
+
const idx = heap_next;
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30 |
+
heap_next = heap[idx];
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31 |
+
|
32 |
+
heap[idx] = obj;
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33 |
+
return idx;
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34 |
+
}
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35 |
+
|
36 |
+
function getObject(idx) { return heap[idx]; }
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37 |
+
|
38 |
+
function dropObject(idx) {
|
39 |
+
if (idx < 132) return;
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40 |
+
heap[idx] = heap_next;
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41 |
+
heap_next = idx;
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42 |
+
}
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43 |
+
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44 |
+
function takeObject(idx) {
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45 |
+
const ret = getObject(idx);
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46 |
+
dropObject(idx);
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47 |
+
return ret;
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48 |
+
}
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49 |
+
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50 |
+
let WASM_VECTOR_LEN = 0;
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51 |
+
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52 |
+
function passArray8ToWasm0(arg, malloc) {
|
53 |
+
const ptr = malloc(arg.length * 1, 1) >>> 0;
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54 |
+
getUint8Memory0().set(arg, ptr / 1);
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55 |
+
WASM_VECTOR_LEN = arg.length;
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56 |
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return ptr;
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57 |
+
}
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58 |
+
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59 |
+
let cachedInt32Memory0 = null;
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60 |
+
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61 |
+
function getInt32Memory0() {
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62 |
+
if (cachedInt32Memory0 === null || cachedInt32Memory0.byteLength === 0) {
|
63 |
+
cachedInt32Memory0 = new Int32Array(wasm.memory.buffer);
|
64 |
+
}
|
65 |
+
return cachedInt32Memory0;
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66 |
+
}
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67 |
+
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68 |
+
const cachedTextEncoder = (typeof TextEncoder !== 'undefined' ? new TextEncoder('utf-8') : { encode: () => { throw Error('TextEncoder not available') } } );
|
69 |
+
|
70 |
+
const encodeString = (typeof cachedTextEncoder.encodeInto === 'function'
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71 |
+
? function (arg, view) {
|
72 |
+
return cachedTextEncoder.encodeInto(arg, view);
|
73 |
+
}
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74 |
+
: function (arg, view) {
|
75 |
+
const buf = cachedTextEncoder.encode(arg);
|
76 |
+
view.set(buf);
|
77 |
+
return {
|
78 |
+
read: arg.length,
|
79 |
+
written: buf.length
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80 |
+
};
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81 |
+
});
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82 |
+
|
83 |
+
function passStringToWasm0(arg, malloc, realloc) {
|
84 |
+
|
85 |
+
if (realloc === undefined) {
|
86 |
+
const buf = cachedTextEncoder.encode(arg);
|
87 |
+
const ptr = malloc(buf.length, 1) >>> 0;
|
88 |
+
getUint8Memory0().subarray(ptr, ptr + buf.length).set(buf);
|
89 |
+
WASM_VECTOR_LEN = buf.length;
|
90 |
+
return ptr;
|
91 |
+
}
|
92 |
+
|
93 |
+
let len = arg.length;
|
94 |
+
let ptr = malloc(len, 1) >>> 0;
|
95 |
+
|
96 |
+
const mem = getUint8Memory0();
|
97 |
+
|
98 |
+
let offset = 0;
|
99 |
+
|
100 |
+
for (; offset < len; offset++) {
|
101 |
+
const code = arg.charCodeAt(offset);
|
102 |
+
if (code > 0x7F) break;
|
103 |
+
mem[ptr + offset] = code;
|
104 |
+
}
|
105 |
+
|
106 |
+
if (offset !== len) {
|
107 |
+
if (offset !== 0) {
|
108 |
+
arg = arg.slice(offset);
|
109 |
+
}
|
110 |
+
ptr = realloc(ptr, len, len = offset + arg.length * 3, 1) >>> 0;
|
111 |
+
const view = getUint8Memory0().subarray(ptr + offset, ptr + len);
|
112 |
+
const ret = encodeString(arg, view);
|
113 |
+
|
114 |
+
offset += ret.written;
|
115 |
+
}
|
116 |
+
|
117 |
+
WASM_VECTOR_LEN = offset;
|
118 |
+
return ptr;
|
119 |
+
}
|
120 |
+
/**
|
121 |
+
*/
|
122 |
+
export class Model {
|
123 |
+
|
124 |
+
static __wrap(ptr) {
|
125 |
+
ptr = ptr >>> 0;
|
126 |
+
const obj = Object.create(Model.prototype);
|
127 |
+
obj.__wbg_ptr = ptr;
|
128 |
+
|
129 |
+
return obj;
|
130 |
+
}
|
131 |
+
|
132 |
+
__destroy_into_raw() {
|
133 |
+
const ptr = this.__wbg_ptr;
|
134 |
+
this.__wbg_ptr = 0;
|
135 |
+
|
136 |
+
return ptr;
|
137 |
+
}
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138 |
+
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139 |
+
free() {
|
140 |
+
const ptr = this.__destroy_into_raw();
|
141 |
+
wasm.__wbg_model_free(ptr);
|
142 |
+
}
|
143 |
+
/**
|
144 |
+
* @param {Uint8Array} weights
|
145 |
+
* @param {Uint8Array} tokenizer
|
146 |
+
* @param {Uint8Array} config
|
147 |
+
* @param {boolean} quantized
|
148 |
+
*/
|
149 |
+
constructor(weights, tokenizer, config, quantized) {
|
150 |
+
try {
|
151 |
+
const retptr = wasm.__wbindgen_add_to_stack_pointer(-16);
|
152 |
+
const ptr0 = passArray8ToWasm0(weights, wasm.__wbindgen_malloc);
|
153 |
+
const len0 = WASM_VECTOR_LEN;
|
154 |
+
const ptr1 = passArray8ToWasm0(tokenizer, wasm.__wbindgen_malloc);
|
155 |
+
const len1 = WASM_VECTOR_LEN;
|
156 |
+
const ptr2 = passArray8ToWasm0(config, wasm.__wbindgen_malloc);
|
157 |
+
const len2 = WASM_VECTOR_LEN;
|
158 |
+
wasm.model_load(retptr, ptr0, len0, ptr1, len1, ptr2, len2, quantized);
|
159 |
+
var r0 = getInt32Memory0()[retptr / 4 + 0];
|
160 |
+
var r1 = getInt32Memory0()[retptr / 4 + 1];
|
161 |
+
var r2 = getInt32Memory0()[retptr / 4 + 2];
|
162 |
+
if (r2) {
|
163 |
+
throw takeObject(r1);
|
164 |
+
}
|
165 |
+
return Model.__wrap(r0);
|
166 |
+
} finally {
|
167 |
+
wasm.__wbindgen_add_to_stack_pointer(16);
|
168 |
+
}
|
169 |
+
}
|
170 |
+
/**
|
171 |
+
* @param {Uint8Array} image
|
172 |
+
* @returns {string}
|
173 |
+
*/
|
174 |
+
generate_caption_from_image(image) {
|
175 |
+
let deferred3_0;
|
176 |
+
let deferred3_1;
|
177 |
+
try {
|
178 |
+
const retptr = wasm.__wbindgen_add_to_stack_pointer(-16);
|
179 |
+
const ptr0 = passArray8ToWasm0(image, wasm.__wbindgen_malloc);
|
180 |
+
const len0 = WASM_VECTOR_LEN;
|
181 |
+
wasm.model_generate_caption_from_image(retptr, this.__wbg_ptr, ptr0, len0);
|
182 |
+
var r0 = getInt32Memory0()[retptr / 4 + 0];
|
183 |
+
var r1 = getInt32Memory0()[retptr / 4 + 1];
|
184 |
+
var r2 = getInt32Memory0()[retptr / 4 + 2];
|
185 |
+
var r3 = getInt32Memory0()[retptr / 4 + 3];
|
186 |
+
var ptr2 = r0;
|
187 |
+
var len2 = r1;
|
188 |
+
if (r3) {
|
189 |
+
ptr2 = 0; len2 = 0;
|
190 |
+
throw takeObject(r2);
|
191 |
+
}
|
192 |
+
deferred3_0 = ptr2;
|
193 |
+
deferred3_1 = len2;
|
194 |
+
return getStringFromWasm0(ptr2, len2);
|
195 |
+
} finally {
|
196 |
+
wasm.__wbindgen_add_to_stack_pointer(16);
|
197 |
+
wasm.__wbindgen_free(deferred3_0, deferred3_1, 1);
|
198 |
+
}
|
199 |
+
}
|
200 |
+
}
|
201 |
+
|
202 |
+
async function __wbg_load(module, imports) {
|
203 |
+
if (typeof Response === 'function' && module instanceof Response) {
|
204 |
+
if (typeof WebAssembly.instantiateStreaming === 'function') {
|
205 |
+
try {
|
206 |
+
return await WebAssembly.instantiateStreaming(module, imports);
|
207 |
+
|
208 |
+
} catch (e) {
|
209 |
+
if (module.headers.get('Content-Type') != 'application/wasm') {
|
210 |
+
console.warn("`WebAssembly.instantiateStreaming` failed because your server does not serve wasm with `application/wasm` MIME type. Falling back to `WebAssembly.instantiate` which is slower. Original error:\n", e);
|
211 |
+
|
212 |
+
} else {
|
213 |
+
throw e;
|
214 |
+
}
|
215 |
+
}
|
216 |
+
}
|
217 |
+
|
218 |
+
const bytes = await module.arrayBuffer();
|
219 |
+
return await WebAssembly.instantiate(bytes, imports);
|
220 |
+
|
221 |
+
} else {
|
222 |
+
const instance = await WebAssembly.instantiate(module, imports);
|
223 |
+
|
224 |
+
if (instance instanceof WebAssembly.Instance) {
|
225 |
+
return { instance, module };
|
226 |
+
|
227 |
+
} else {
|
228 |
+
return instance;
|
229 |
+
}
|
230 |
+
}
|
231 |
+
}
|
232 |
+
|
233 |
+
function __wbg_get_imports() {
|
234 |
+
const imports = {};
|
235 |
+
imports.wbg = {};
|
236 |
+
imports.wbg.__wbindgen_error_new = function(arg0, arg1) {
|
237 |
+
const ret = new Error(getStringFromWasm0(arg0, arg1));
|
238 |
+
return addHeapObject(ret);
|
239 |
+
};
|
240 |
+
imports.wbg.__wbg_new_abda76e883ba8a5f = function() {
|
241 |
+
const ret = new Error();
|
242 |
+
return addHeapObject(ret);
|
243 |
+
};
|
244 |
+
imports.wbg.__wbg_stack_658279fe44541cf6 = function(arg0, arg1) {
|
245 |
+
const ret = getObject(arg1).stack;
|
246 |
+
const ptr1 = passStringToWasm0(ret, wasm.__wbindgen_malloc, wasm.__wbindgen_realloc);
|
247 |
+
const len1 = WASM_VECTOR_LEN;
|
248 |
+
getInt32Memory0()[arg0 / 4 + 1] = len1;
|
249 |
+
getInt32Memory0()[arg0 / 4 + 0] = ptr1;
|
250 |
+
};
|
251 |
+
imports.wbg.__wbg_error_f851667af71bcfc6 = function(arg0, arg1) {
|
252 |
+
let deferred0_0;
|
253 |
+
let deferred0_1;
|
254 |
+
try {
|
255 |
+
deferred0_0 = arg0;
|
256 |
+
deferred0_1 = arg1;
|
257 |
+
console.error(getStringFromWasm0(arg0, arg1));
|
258 |
+
} finally {
|
259 |
+
wasm.__wbindgen_free(deferred0_0, deferred0_1, 1);
|
260 |
+
}
|
261 |
+
};
|
262 |
+
imports.wbg.__wbindgen_object_drop_ref = function(arg0) {
|
263 |
+
takeObject(arg0);
|
264 |
+
};
|
265 |
+
imports.wbg.__wbg_log_751f7b214d870e8a = function(arg0, arg1) {
|
266 |
+
console.log(getStringFromWasm0(arg0, arg1));
|
267 |
+
};
|
268 |
+
imports.wbg.__wbg_now_9c5990bda04c7e53 = function() {
|
269 |
+
const ret = Date.now();
|
270 |
+
return ret;
|
271 |
+
};
|
272 |
+
imports.wbg.__wbindgen_throw = function(arg0, arg1) {
|
273 |
+
throw new Error(getStringFromWasm0(arg0, arg1));
|
274 |
+
};
|
275 |
+
|
276 |
+
return imports;
|
277 |
+
}
|
278 |
+
|
279 |
+
function __wbg_init_memory(imports, maybe_memory) {
|
280 |
+
|
281 |
+
}
|
282 |
+
|
283 |
+
function __wbg_finalize_init(instance, module) {
|
284 |
+
wasm = instance.exports;
|
285 |
+
__wbg_init.__wbindgen_wasm_module = module;
|
286 |
+
cachedInt32Memory0 = null;
|
287 |
+
cachedUint8Memory0 = null;
|
288 |
+
|
289 |
+
wasm.__wbindgen_start();
|
290 |
+
return wasm;
|
291 |
+
}
|
292 |
+
|
293 |
+
function initSync(module) {
|
294 |
+
if (wasm !== undefined) return wasm;
|
295 |
+
|
296 |
+
const imports = __wbg_get_imports();
|
297 |
+
|
298 |
+
__wbg_init_memory(imports);
|
299 |
+
|
300 |
+
if (!(module instanceof WebAssembly.Module)) {
|
301 |
+
module = new WebAssembly.Module(module);
|
302 |
+
}
|
303 |
+
|
304 |
+
const instance = new WebAssembly.Instance(module, imports);
|
305 |
+
|
306 |
+
return __wbg_finalize_init(instance, module);
|
307 |
+
}
|
308 |
+
|
309 |
+
async function __wbg_init(input) {
|
310 |
+
if (wasm !== undefined) return wasm;
|
311 |
+
|
312 |
+
if (typeof input === 'undefined') {
|
313 |
+
input = new URL('m_bg.wasm', import.meta.url);
|
314 |
+
}
|
315 |
+
const imports = __wbg_get_imports();
|
316 |
+
|
317 |
+
if (typeof input === 'string' || (typeof Request === 'function' && input instanceof Request) || (typeof URL === 'function' && input instanceof URL)) {
|
318 |
+
input = fetch(input);
|
319 |
+
}
|
320 |
+
|
321 |
+
__wbg_init_memory(imports);
|
322 |
+
|
323 |
+
const { instance, module } = await __wbg_load(await input, imports);
|
324 |
+
|
325 |
+
return __wbg_finalize_init(instance, module);
|
326 |
+
}
|
327 |
+
|
328 |
+
export { initSync }
|
329 |
+
export default __wbg_init;
|
build/m_bg.wasm
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:8a0b451b714b0da374d5b574572f4847c3b4fe20cd1f46b1d236bac1125f084b
|
3 |
+
size 4523850
|
build/m_bg.wasm.d.ts
ADDED
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
/* tslint:disable */
|
2 |
+
/* eslint-disable */
|
3 |
+
export const memory: WebAssembly.Memory;
|
4 |
+
export function __wbg_model_free(a: number): void;
|
5 |
+
export function model_load(a: number, b: number, c: number, d: number, e: number, f: number, g: number, h: number): void;
|
6 |
+
export function model_generate_caption_from_image(a: number, b: number, c: number, d: number): void;
|
7 |
+
export function main(a: number, b: number): number;
|
8 |
+
export function __wbindgen_add_to_stack_pointer(a: number): number;
|
9 |
+
export function __wbindgen_malloc(a: number, b: number): number;
|
10 |
+
export function __wbindgen_free(a: number, b: number, c: number): void;
|
11 |
+
export function __wbindgen_realloc(a: number, b: number, c: number, d: number): number;
|
12 |
+
export function __wbindgen_start(): void;
|
index.html
CHANGED
@@ -1,19 +1,393 @@
|
|
1 |
<!DOCTYPE html>
|
2 |
<html>
|
3 |
-
|
4 |
-
|
5 |
-
|
6 |
-
|
7 |
-
|
8 |
-
|
9 |
-
|
10 |
-
|
11 |
-
|
12 |
-
|
13 |
-
|
14 |
-
|
15 |
-
|
16 |
-
|
17 |
-
|
18 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
19 |
</html>
|
|
|
1 |
<!DOCTYPE html>
|
2 |
<html>
|
3 |
+
<head>
|
4 |
+
<meta charset="UTF-8" />
|
5 |
+
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
|
6 |
+
<style>
|
7 |
+
@import url("https://fonts.googleapis.com/css2?family=Source+Code+Pro:wght@200;300;400&family=Source+Sans+3:wght@100;200;300;400;500;600;700;800;900&display=swap");
|
8 |
+
html,
|
9 |
+
body {
|
10 |
+
font-family: "Source Sans 3", sans-serif;
|
11 |
+
}
|
12 |
+
</style>
|
13 |
+
<title>Candle Blip Image Captioning Demo</title>
|
14 |
+
<script src="https://cdn.tailwindcss.com"></script>
|
15 |
+
<script type="module" src="./code.js"></script>
|
16 |
+
<script type="module">
|
17 |
+
const MODELS = {
|
18 |
+
blip_image_quantized_q4k: {
|
19 |
+
base_url: "https://huggingface.co/lmz/candle-blip/resolve/main/",
|
20 |
+
model: "blip-image-captioning-large-q4k.gguf",
|
21 |
+
config: "config.json",
|
22 |
+
tokenizer: "tokenizer.json",
|
23 |
+
quantized: true,
|
24 |
+
size: "271 MB",
|
25 |
+
},
|
26 |
+
blip_image_quantized_q80: {
|
27 |
+
base_url: "https://huggingface.co/lmz/candle-blip/resolve/main/",
|
28 |
+
model: "blip-image-captioning-large-q80.gguf",
|
29 |
+
config: "config.json",
|
30 |
+
tokenizer: "tokenizer.json",
|
31 |
+
quantized: true,
|
32 |
+
size: "505 MB",
|
33 |
+
},
|
34 |
+
blip_image_large: {
|
35 |
+
base_url:
|
36 |
+
"https://huggingface.co/Salesforce/blip-image-captioning-large/resolve/refs%2Fpr%2F18/",
|
37 |
+
model: "model.safetensors",
|
38 |
+
config: "config.json",
|
39 |
+
tokenizer: "tokenizer.json",
|
40 |
+
quantized: false,
|
41 |
+
size: "1.88 GB",
|
42 |
+
},
|
43 |
+
};
|
44 |
+
|
45 |
+
const blipWorker = new Worker("./blipWorker.js", {
|
46 |
+
type: "module",
|
47 |
+
});
|
48 |
+
|
49 |
+
const outputStatusEl = document.querySelector("#output-status");
|
50 |
+
const outputCaptionEl = document.querySelector("#output-caption");
|
51 |
+
const modelSelectEl = document.querySelector("#model");
|
52 |
+
const clearBtn = document.querySelector("#clear-btn");
|
53 |
+
const fileUpload = document.querySelector("#file-upload");
|
54 |
+
const dropArea = document.querySelector("#drop-area");
|
55 |
+
const imagesExamples = document.querySelector("#image-select");
|
56 |
+
const canvas = document.querySelector("#canvas");
|
57 |
+
const ctxCanvas = canvas.getContext("2d");
|
58 |
+
|
59 |
+
let isCaptioning = false;
|
60 |
+
let currentImageURL = null;
|
61 |
+
clearBtn.addEventListener("click", () => {
|
62 |
+
clearImageCanvas();
|
63 |
+
});
|
64 |
+
modelSelectEl.addEventListener("change", () => {
|
65 |
+
if (currentImageURL) {
|
66 |
+
runInference(currentImageURL);
|
67 |
+
}
|
68 |
+
});
|
69 |
+
|
70 |
+
//add event listener to file input
|
71 |
+
fileUpload.addEventListener("input", async (e) => {
|
72 |
+
const target = e.target;
|
73 |
+
if (target.files.length > 0) {
|
74 |
+
const href = URL.createObjectURL(target.files[0]);
|
75 |
+
clearImageCanvas();
|
76 |
+
await drawImageCanvas(href);
|
77 |
+
runInference(href);
|
78 |
+
}
|
79 |
+
});
|
80 |
+
// add event listener to drop-area
|
81 |
+
dropArea.addEventListener("dragenter", (e) => {
|
82 |
+
e.preventDefault();
|
83 |
+
dropArea.classList.add("border-blue-700");
|
84 |
+
});
|
85 |
+
dropArea.addEventListener("dragleave", (e) => {
|
86 |
+
e.preventDefault();
|
87 |
+
dropArea.classList.remove("border-blue-700");
|
88 |
+
});
|
89 |
+
dropArea.addEventListener("dragover", (e) => {
|
90 |
+
e.preventDefault();
|
91 |
+
});
|
92 |
+
dropArea.addEventListener("drop", async (e) => {
|
93 |
+
e.preventDefault();
|
94 |
+
dropArea.classList.remove("border-blue-700");
|
95 |
+
const url = e.dataTransfer.getData("text/uri-list");
|
96 |
+
const files = e.dataTransfer.files;
|
97 |
+
|
98 |
+
if (files.length > 0) {
|
99 |
+
const href = URL.createObjectURL(files[0]);
|
100 |
+
clearImageCanvas();
|
101 |
+
await drawImageCanvas(href);
|
102 |
+
runInference(href);
|
103 |
+
} else if (url) {
|
104 |
+
clearImageCanvas();
|
105 |
+
await drawImageCanvas(url);
|
106 |
+
runInference(url);
|
107 |
+
}
|
108 |
+
});
|
109 |
+
|
110 |
+
imagesExamples.addEventListener("click", async (e) => {
|
111 |
+
if (isCaptioning) {
|
112 |
+
return;
|
113 |
+
}
|
114 |
+
const target = e.target;
|
115 |
+
if (target.nodeName === "IMG") {
|
116 |
+
const href = target.src;
|
117 |
+
clearImageCanvas();
|
118 |
+
await drawImageCanvas(href);
|
119 |
+
runInference(href);
|
120 |
+
}
|
121 |
+
});
|
122 |
+
function clearImageCanvas() {
|
123 |
+
ctxCanvas.clearRect(0, 0, canvas.width, canvas.height);
|
124 |
+
isCaptioning = false;
|
125 |
+
clearBtn.disabled = true;
|
126 |
+
canvas.parentElement.style.height = "auto";
|
127 |
+
outputStatusEl.hidden = false;
|
128 |
+
outputCaptionEl.hidden = true;
|
129 |
+
outputStatusEl.innerText = "Please select an image";
|
130 |
+
currentImageURL = null;
|
131 |
+
}
|
132 |
+
|
133 |
+
async function drawImageCanvas(imgURL) {
|
134 |
+
if (!imgURL) {
|
135 |
+
throw new Error("No image URL provided");
|
136 |
+
}
|
137 |
+
return new Promise((resolve, reject) => {
|
138 |
+
ctxCanvas.clearRect(0, 0, canvas.width, canvas.height);
|
139 |
+
ctxCanvas.clearRect(0, 0, canvas.width, canvas.height);
|
140 |
+
|
141 |
+
const img = new Image();
|
142 |
+
img.crossOrigin = "anonymous";
|
143 |
+
img.onload = () => {
|
144 |
+
canvas.width = img.width;
|
145 |
+
canvas.height = img.height;
|
146 |
+
ctxCanvas.drawImage(img, 0, 0);
|
147 |
+
canvas.parentElement.style.height = canvas.offsetHeight + "px";
|
148 |
+
clearBtn.disabled = false;
|
149 |
+
resolve(img);
|
150 |
+
};
|
151 |
+
img.src = imgURL;
|
152 |
+
currentImageURL = imgURL;
|
153 |
+
});
|
154 |
+
}
|
155 |
+
|
156 |
+
document.addEventListener("DOMContentLoaded", () => {
|
157 |
+
for (const [id, model] of Object.entries(MODELS)) {
|
158 |
+
const option = document.createElement("option");
|
159 |
+
option.value = id;
|
160 |
+
option.innerText = `${id} (${model.size})`;
|
161 |
+
modelSelectEl.appendChild(option);
|
162 |
+
}
|
163 |
+
});
|
164 |
+
async function getImageCaption(
|
165 |
+
worker,
|
166 |
+
weightsURL,
|
167 |
+
tokenizerURL,
|
168 |
+
configURL,
|
169 |
+
modelID,
|
170 |
+
imageURL,
|
171 |
+
quantized,
|
172 |
+
updateStatus = null
|
173 |
+
) {
|
174 |
+
return new Promise((resolve, reject) => {
|
175 |
+
worker.postMessage({
|
176 |
+
weightsURL,
|
177 |
+
tokenizerURL,
|
178 |
+
configURL,
|
179 |
+
modelID,
|
180 |
+
imageURL,
|
181 |
+
quantized,
|
182 |
+
});
|
183 |
+
function messageHandler(event) {
|
184 |
+
if ("error" in event.data) {
|
185 |
+
worker.removeEventListener("message", messageHandler);
|
186 |
+
reject(new Error(event.data.error));
|
187 |
+
}
|
188 |
+
if (event.data.status === "complete") {
|
189 |
+
worker.removeEventListener("message", messageHandler);
|
190 |
+
resolve(event.data);
|
191 |
+
}
|
192 |
+
if (updateStatus) updateStatus(event.data);
|
193 |
+
}
|
194 |
+
worker.addEventListener("message", messageHandler);
|
195 |
+
});
|
196 |
+
}
|
197 |
+
function updateStatus(data) {
|
198 |
+
if (data.status === "status") {
|
199 |
+
outputStatusEl.innerText = data.message;
|
200 |
+
}
|
201 |
+
}
|
202 |
+
async function runInference(imageURL) {
|
203 |
+
if (isCaptioning || !imageURL) {
|
204 |
+
alert("Please select an image first");
|
205 |
+
return;
|
206 |
+
}
|
207 |
+
|
208 |
+
outputStatusEl.hidden = false;
|
209 |
+
outputCaptionEl.hidden = true;
|
210 |
+
clearBtn.disabled = true;
|
211 |
+
modelSelectEl.disabled = true;
|
212 |
+
isCaptioning = true;
|
213 |
+
const selectedModel = modelSelectEl.value;
|
214 |
+
const model = MODELS[selectedModel];
|
215 |
+
const weightsURL = `${model.base_url}${model.model}`;
|
216 |
+
const tokenizerURL = `${model.base_url}${model.tokenizer}`;
|
217 |
+
const configURL = `${model.base_url}${model.config}`;
|
218 |
+
const quantized = model.quantized;
|
219 |
+
try {
|
220 |
+
const time = performance.now();
|
221 |
+
const caption = await getImageCaption(
|
222 |
+
blipWorker,
|
223 |
+
weightsURL,
|
224 |
+
tokenizerURL,
|
225 |
+
configURL,
|
226 |
+
selectedModel,
|
227 |
+
imageURL,
|
228 |
+
quantized,
|
229 |
+
updateStatus
|
230 |
+
);
|
231 |
+
outputStatusEl.hidden = true;
|
232 |
+
outputCaptionEl.hidden = false;
|
233 |
+
const totalTime = ((performance.now() - time)/1000).toFixed(2);
|
234 |
+
outputCaptionEl.innerHTML = `${
|
235 |
+
caption.output
|
236 |
+
}<br/><span class="text-xs">Inference time: ${totalTime} s</span>`;
|
237 |
+
} catch (err) {
|
238 |
+
console.error(err);
|
239 |
+
outputStatusEl.hidden = false;
|
240 |
+
outputCaptionEl.hidden = true;
|
241 |
+
outputStatusEl.innerText = err.message;
|
242 |
+
}
|
243 |
+
clearBtn.disabled = false;
|
244 |
+
modelSelectEl.disabled = false;
|
245 |
+
isCaptioning = false;
|
246 |
+
}
|
247 |
+
</script>
|
248 |
+
</head>
|
249 |
+
<body class="container max-w-4xl mx-auto p-4">
|
250 |
+
<main class="grid grid-cols-1 gap-5 relative">
|
251 |
+
<span class="absolute text-5xl -ml-[1em]"> 🕯️ </span>
|
252 |
+
<div>
|
253 |
+
<h1 class="text-5xl font-bold">Candle BLIP Image Captioning</h1>
|
254 |
+
<h2 class="text-2xl font-bold">Rust/WASM Demo</h2>
|
255 |
+
<p class="max-w-lg">
|
256 |
+
<a
|
257 |
+
href="https://huggingface.co/Salesforce/blip-image-captioning-large"
|
258 |
+
target="_blank"
|
259 |
+
class="underline hover:text-blue-500 hover:no-underline"
|
260 |
+
>BLIP Image Captioning
|
261 |
+
</a>
|
262 |
+
running in the browser using
|
263 |
+
<a
|
264 |
+
href="https://github.com/huggingface/candle/"
|
265 |
+
target="_blank"
|
266 |
+
class="underline hover:text-blue-500 hover:no-underline"
|
267 |
+
>Candle</a
|
268 |
+
>, a minimalist ML framework for Rust.
|
269 |
+
</p>
|
270 |
+
<p class="text-xs max-w-lg py-2">
|
271 |
+
<b>Note:</b>
|
272 |
+
The image captioning on the smallest model takes about ~50 seconds, it
|
273 |
+
will vary depending on your machine and model size.
|
274 |
+
</p>
|
275 |
+
</div>
|
276 |
+
|
277 |
+
<div>
|
278 |
+
<label for="model" class="font-medium block">Models Options: </label>
|
279 |
+
<select
|
280 |
+
id="model"
|
281 |
+
class="border-2 border-gray-500 rounded-md font-light interactive disabled:cursor-not-allowed w-full max-w-max"
|
282 |
+
></select>
|
283 |
+
</div>
|
284 |
+
<!-- drag and drop area -->
|
285 |
+
<div class="grid gap-4 sm:grid-cols-2 py-4">
|
286 |
+
<div class="relative max-w-lg">
|
287 |
+
<div
|
288 |
+
class="absolute w-full bottom-full flex justify-between items-center"
|
289 |
+
>
|
290 |
+
<div class="flex gap-2 w-full">
|
291 |
+
<button
|
292 |
+
id="clear-btn"
|
293 |
+
disabled
|
294 |
+
title="Clear Image"
|
295 |
+
class="ml-auto text-xs bg-white rounded-md disabled:opacity-50 flex gap-1 items-center"
|
296 |
+
>
|
297 |
+
<svg
|
298 |
+
class=""
|
299 |
+
xmlns="http://www.w3.org/2000/svg"
|
300 |
+
viewBox="0 0 13 12"
|
301 |
+
height="1em"
|
302 |
+
>
|
303 |
+
<path
|
304 |
+
d="M1.6.7 12 11.1M12 .7 1.6 11.1"
|
305 |
+
stroke="#2E3036"
|
306 |
+
stroke-width="2"
|
307 |
+
/>
|
308 |
+
</svg>
|
309 |
+
</button>
|
310 |
+
</div>
|
311 |
+
</div>
|
312 |
+
<div
|
313 |
+
id="drop-area"
|
314 |
+
class="flex flex-col items-center justify-center border-2 border-gray-300 border-dashed rounded-xl relative aspect-video w-full overflow-hidden"
|
315 |
+
>
|
316 |
+
<div
|
317 |
+
class="flex flex-col items-center justify-center space-y-1 text-center"
|
318 |
+
>
|
319 |
+
<svg
|
320 |
+
width="25"
|
321 |
+
height="25"
|
322 |
+
viewBox="0 0 25 25"
|
323 |
+
fill="none"
|
324 |
+
xmlns="http://www.w3.org/2000/svg"
|
325 |
+
>
|
326 |
+
<path
|
327 |
+
d="M3.5 24.3a3 3 0 0 1-1.9-.8c-.5-.5-.8-1.2-.8-1.9V2.9c0-.7.3-1.3.8-1.9.6-.5 1.2-.7 2-.7h18.6c.7 0 1.3.2 1.9.7.5.6.7 1.2.7 2v18.6c0 .7-.2 1.4-.7 1.9a3 3 0 0 1-2 .8H3.6Zm0-2.7h18.7V2.9H3.5v18.7Zm2.7-2.7h13.3c.3 0 .5 0 .6-.3v-.7l-3.7-5a.6.6 0 0 0-.6-.2c-.2 0-.4 0-.5.3l-3.5 4.6-2.4-3.3a.6.6 0 0 0-.6-.3c-.2 0-.4.1-.5.3l-2.7 3.6c-.1.2-.2.4 0 .7.1.2.3.3.6.3Z"
|
328 |
+
fill="#000"
|
329 |
+
/>
|
330 |
+
</svg>
|
331 |
+
<div class="flex text-sm text-gray-600">
|
332 |
+
<label
|
333 |
+
for="file-upload"
|
334 |
+
class="relative cursor-pointer bg-white rounded-md font-medium text-blue-950 hover:text-blue-700"
|
335 |
+
>
|
336 |
+
<span>Drag and drop y our image here</span>
|
337 |
+
<span class="block text-xs">or</span>
|
338 |
+
<span class="block text-xs">Click to upload</span>
|
339 |
+
</label>
|
340 |
+
</div>
|
341 |
+
<input
|
342 |
+
id="file-upload"
|
343 |
+
name="file-upload"
|
344 |
+
type="file"
|
345 |
+
class="sr-only"
|
346 |
+
/>
|
347 |
+
</div>
|
348 |
+
<canvas
|
349 |
+
id="canvas"
|
350 |
+
class="absolute pointer-events-none w-full"
|
351 |
+
></canvas>
|
352 |
+
</div>
|
353 |
+
</div>
|
354 |
+
<div class="">
|
355 |
+
<div
|
356 |
+
class="h-full bg-slate-100 text-gray-500 p-4 rounded-md flex flex-col gap-2"
|
357 |
+
>
|
358 |
+
<p
|
359 |
+
id="output-caption"
|
360 |
+
class="m-auto text-xl text-center p-2"
|
361 |
+
hidden
|
362 |
+
></p>
|
363 |
+
<span id="output-status" class="m-auto font-light">
|
364 |
+
Please select an image
|
365 |
+
</span>
|
366 |
+
</div>
|
367 |
+
</div>
|
368 |
+
</div>
|
369 |
+
|
370 |
+
<div>
|
371 |
+
<div
|
372 |
+
class="flex gap-3 items-center overflow-x-scroll"
|
373 |
+
id="image-select"
|
374 |
+
>
|
375 |
+
<h3 class="font-medium">Examples:</h3>
|
376 |
+
|
377 |
+
<img
|
378 |
+
src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/candle/examples/sf.jpg"
|
379 |
+
class="cursor-pointer w-24 h-24 object-cover"
|
380 |
+
/>
|
381 |
+
<img
|
382 |
+
src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/candle/examples/bike.jpeg"
|
383 |
+
class="cursor-pointer w-24 h-24 object-cover"
|
384 |
+
/>
|
385 |
+
<img
|
386 |
+
src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/candle/examples/000000000077.jpg"
|
387 |
+
class="cursor-pointer w-24 h-24 object-cover"
|
388 |
+
/>
|
389 |
+
</div>
|
390 |
+
</div>
|
391 |
+
</main>
|
392 |
+
</body>
|
393 |
</html>
|