transformers.js/examples/depth-anything-client/main.js

import './style.css';

import * as THREE from 'three';
import { OrbitControls } from 'three/addons/controls/OrbitControls.js';

import { pipeline, env, RawImage } from '@xenova/transformers';

// Since we will download the model from the Hugging Face Hub, we can skip the local model check
env.allowLocalModels = false;

// Proxy the WASM backend to prevent the UI from freezing
env.backends.onnx.wasm.proxy = true;

// Constants
const EXAMPLE_URL = 'https://huggingface.co/datasets/Xenova/transformers.js-docs/resolve/main/bread_small.png';
const DEFAULT_SCALE = 0.75;

// Reference the elements that we will need
const status = document.getElementById('status');
const fileUpload = document.getElementById('upload');
const imageContainer = document.getElementById('container');
const example = document.getElementById('example');

// Create a new depth-estimation pipeline
status.textContent = 'Loading model...';
const depth_estimator = await pipeline('depth-estimation', 'Xenova/depth-anything-small-hf');
status.textContent = 'Ready';

example.addEventListener('click', (e) => {
    e.preventDefault();
    predict(EXAMPLE_URL);
});

fileUpload.addEventListener('change', function (e) {
    const file = e.target.files[0];
    if (!file) {
        return;
    }

    const reader = new FileReader();

    // Set up a callback when the file is loaded
    reader.onload = e2 => predict(e2.target.result);

    reader.readAsDataURL(file);
});

let onSliderChange;

// Predict depth map for the given image
async function predict(url) {
    imageContainer.innerHTML = '';
    const image = await RawImage.fromURL(url);

    // Set up scene and slider controls
    const { canvas, setDisplacementMap } = setupScene(url, image.width, image.height);

    imageContainer.append(canvas);

    status.textContent = 'Analysing...';
    const { depth } = await depth_estimator(image);

    setDisplacementMap(depth.toCanvas());
    status.textContent = '';

    // Add slider control
    const slider = document.createElement('input');
    slider.type = 'range';
    slider.min = 0;
    slider.max = 1;
    slider.step = 0.01;
    slider.addEventListener('input', (e) => {
        onSliderChange(parseFloat(e.target.value));
    });
    slider.defaultValue = DEFAULT_SCALE;
    imageContainer.append(slider);
}

function setupScene(url, w, h) {

    // Create new scene
    const canvas = document.createElement('canvas');
    const width = canvas.width = imageContainer.offsetWidth;
    const height = canvas.height = imageContainer.offsetHeight;

    const scene = new THREE.Scene();

    // Create camera and add it to the scene
    const camera = new THREE.PerspectiveCamera(30, width / height, 0.01, 10);
    camera.position.z = 2;
    scene.add(camera);

    const renderer = new THREE.WebGLRenderer({ canvas, antialias: true });
    renderer.setSize(width, height);
    renderer.setPixelRatio(window.devicePixelRatio);

    // Add ambient light
    const light = new THREE.AmbientLight(0xffffff, 2);
    scene.add(light);

    // Load depth texture
    const image = new THREE.TextureLoader().load(url);
    image.colorSpace = THREE.SRGBColorSpace;
    const material = new THREE.MeshStandardMaterial({
        map: image,
        side: THREE.DoubleSide,
    });
    material.displacementScale = DEFAULT_SCALE;

    const setDisplacementMap = (canvas) => {
        material.displacementMap = new THREE.CanvasTexture(canvas);
        material.needsUpdate = true;
    }

    const setDisplacementScale = (scale) => {
        material.displacementScale = scale;
        material.needsUpdate = true;
    }
    onSliderChange = setDisplacementScale;

    // Create plane and rescale it so that max(w, h) = 1
    const [pw, ph] = w > h ? [1, h / w] : [w / h, 1];
    const geometry = new THREE.PlaneGeometry(pw, ph, w, h);
    const plane = new THREE.Mesh(geometry, material);
    scene.add(plane);

    // Add orbit controls
    const controls = new OrbitControls(camera, renderer.domElement);
    controls.enableDamping = true;

    renderer.setAnimationLoop(() => {
        renderer.render(scene, camera);
        controls.update();
    });

    window.addEventListener('resize', () => {
        const width = imageContainer.offsetWidth;
        const height = imageContainer.offsetHeight;

        camera.aspect = width / height;
        camera.updateProjectionMatrix();

        renderer.setSize(width, height);
    }, false);

    return {
        canvas: renderer.domElement,
        setDisplacementMap,
    };
}