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b/Data/Tests_data/3d-mnist/plot3D.py |
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import numpy as np |
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from IPython.display import IFrame |
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from matplotlib import pyplot as plt |
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def array_to_color(array, cmap="Oranges"): |
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s_m = plt.cm.ScalarMappable(cmap=cmap) |
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return s_m.to_rgba(array)[:,:-1] |
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TEMPLATE_POINTS = """ |
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<!DOCTYPE html> |
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<head> |
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<title>PyntCloud</title> |
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<meta charset="utf-8"> |
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<meta name="viewport" content="width=device-width, user-scalable=no, minimum-scale=1.0, maximum-scale=1.0"> |
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<style> |
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body {{ |
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color: #cccccc; |
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font-family: Monospace; |
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font-size: 13px; |
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text-align: center; |
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background-color: #050505; |
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margin: 0px; |
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overflow: hidden; |
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}} |
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#logo_container {{ |
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position: absolute; |
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top: 0px; |
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width: 100%; |
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}} |
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.logo {{ |
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max-width: 20%; |
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}} |
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</style> |
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</head> |
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<body> |
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<div> |
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<img class="logo" src="https://media.githubusercontent.com/media/daavoo/pyntcloud/master/docs/data/pyntcloud.png"> |
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</div> |
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<div id="container"> |
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</div> |
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<script src="http://threejs.org/build/three.js"></script> |
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<script src="http://threejs.org/examples/js/Detector.js"></script> |
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<script src="http://threejs.org/examples/js/controls/OrbitControls.js"></script> |
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<script src="http://threejs.org/examples/js/libs/stats.min.js"></script> |
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<script> |
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if ( ! Detector.webgl ) Detector.addGetWebGLMessage(); |
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var container, stats; |
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var camera, scene, renderer; |
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var points; |
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init(); |
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animate(); |
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function init() {{ |
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var camera_x = {camera_x}; |
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var camera_y = {camera_y}; |
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var camera_z = {camera_z}; |
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var look_x = {look_x}; |
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var look_y = {look_y}; |
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var look_z = {look_z}; |
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var positions = new Float32Array({positions}); |
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var colors = new Float32Array({colors}); |
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var points_size = {points_size}; |
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var axis_size = {axis_size}; |
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container = document.getElementById( 'container' ); |
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scene = new THREE.Scene(); |
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camera = new THREE.PerspectiveCamera( 90, window.innerWidth / window.innerHeight, 0.1, 1000 ); |
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camera.position.x = camera_x; |
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camera.position.y = camera_y; |
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camera.position.z = camera_z; |
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camera.up = new THREE.Vector3( 0, 0, 1 ); |
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if (axis_size > 0){{ |
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var axisHelper = new THREE.AxisHelper( axis_size ); |
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scene.add( axisHelper ); |
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}} |
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var geometry = new THREE.BufferGeometry(); |
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geometry.addAttribute( 'position', new THREE.BufferAttribute( positions, 3 ) ); |
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geometry.addAttribute( 'color', new THREE.BufferAttribute( colors, 3 ) ); |
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geometry.computeBoundingSphere(); |
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var material = new THREE.PointsMaterial( {{ size: points_size, vertexColors: THREE.VertexColors }} ); |
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points = new THREE.Points( geometry, material ); |
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scene.add( points ); |
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renderer = new THREE.WebGLRenderer( {{ antialias: false }} ); |
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renderer.setPixelRatio( window.devicePixelRatio ); |
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renderer.setSize( window.innerWidth, window.innerHeight ); |
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controls = new THREE.OrbitControls( camera, renderer.domElement ); |
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controls.target.copy( new THREE.Vector3(look_x, look_y, look_z) ); |
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camera.lookAt( new THREE.Vector3(look_x, look_y, look_z)); |
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container.appendChild( renderer.domElement ); |
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window.addEventListener( 'resize', onWindowResize, false ); |
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}} |
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function onWindowResize() {{ |
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camera.aspect = window.innerWidth / window.innerHeight; |
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camera.updateProjectionMatrix(); |
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renderer.setSize( window.innerWidth, window.innerHeight ); |
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}} |
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function animate() {{ |
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requestAnimationFrame( animate ); |
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render(); |
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}} |
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function render() {{ |
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renderer.render( scene, camera ); |
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}} |
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</script> |
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</body> |
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</html> |
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""" |
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def plot_points(xyz, colors=None, size=0.1, axis=False): |
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positions = xyz.reshape(-1).tolist() |
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camera_position = xyz.max(0) + abs(xyz.max(0)) |
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look = xyz.mean(0) |
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if colors is None: |
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colors = [1,0.5,0] * len(positions) |
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elif len(colors.shape) > 1: |
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colors = colors.reshape(-1).tolist() |
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if axis: |
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axis_size = xyz.ptp() * 1.5 |
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else: |
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axis_size = 0 |
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with open("plot_points.html", "w") as html: |
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html.write(TEMPLATE_POINTS.format( |
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camera_x=camera_position[0], |
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camera_y=camera_position[1], |
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camera_z=camera_position[2], |
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look_x=look[0], |
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look_y=look[1], |
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look_z=look[2], |
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positions=positions, |
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colors=colors, |
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points_size=size, |
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axis_size=axis_size)) |
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return IFrame("plot_points.html",width=800, height=800) |
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TEMPLATE_VG = """ |
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<!DOCTYPE html> |
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<head> |
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<title>PyntCloud</title> |
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<meta charset="utf-8"> |
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<meta name="viewport" content="width=device-width, user-scalable=no, minimum-scale=1.0, maximum-scale=1.0"> |
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<style> |
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body {{ |
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color: #cccccc;font-family: Monospace; |
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font-size: 13px; |
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text-align: center; |
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background-color: #050505; |
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margin: 0px; |
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overflow: hidden; |
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}} |
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#logo_container {{ |
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position: absolute; |
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top: 0px; |
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width: 100%; |
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}} |
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.logo {{ |
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max-width: 20%; |
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}} |
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</style> |
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</head> |
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<body> |
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<div> |
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<img class="logo" src="https://media.githubusercontent.com/media/daavoo/pyntcloud/master/docs/data/pyntcloud.png"> |
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</div> |
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<div id="container"> |
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</div> |
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<script src="http://threejs.org/build/three.js"></script> |
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<script src="http://threejs.org/examples/js/Detector.js"></script> |
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<script src="http://threejs.org/examples/js/controls/OrbitControls.js"></script> |
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<script src="http://threejs.org/examples/js/libs/stats.min.js"></script> |
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<script> |
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if ( ! Detector.webgl ) Detector.addGetWebGLMessage(); |
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var container, stats; |
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var camera, scene, renderer; |
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var points; |
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init(); |
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animate(); |
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function init() {{ |
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var camera_x = {camera_x}; |
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var camera_y = {camera_y}; |
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var camera_z = {camera_z}; |
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var look_x = {look_x}; |
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var look_y = {look_y}; |
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var look_z = {look_z}; |
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var X = new Float32Array({X}); |
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var Y = new Float32Array({Y}); |
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var Z = new Float32Array({Z}); |
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var R = new Float32Array({R}); |
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var G = new Float32Array({G}); |
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var B = new Float32Array({B}); |
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var S_x = {S_x}; |
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var S_y = {S_y}; |
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var S_z = {S_z}; |
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var n_voxels = {n_voxels}; |
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var axis_size = {axis_size}; |
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container = document.getElementById( 'container' ); |
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scene = new THREE.Scene(); |
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camera = new THREE.PerspectiveCamera( 90, window.innerWidth / window.innerHeight, 0.1, 1000 ); |
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camera.position.x = camera_x; |
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camera.position.y = camera_y; |
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camera.position.z = camera_z; |
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camera.up = new THREE.Vector3( 0, 0, 1 ); |
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if (axis_size > 0){{ |
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var axisHelper = new THREE.AxisHelper( axis_size ); |
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scene.add( axisHelper ); |
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}} |
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var geometry = new THREE.BoxGeometry( S_x, S_z, S_y ); |
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for ( var i = 0; i < n_voxels; i ++ ) {{ |
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var mesh = new THREE.Mesh( geometry, new THREE.MeshBasicMaterial() ); |
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mesh.material.color.setRGB(R[i], G[i], B[i]); |
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mesh.position.x = X[i]; |
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mesh.position.y = Y[i]; |
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mesh.position.z = Z[i]; |
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scene.add(mesh); |
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}} |
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renderer = new THREE.WebGLRenderer( {{ antialias: false }} ); |
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renderer.setPixelRatio( window.devicePixelRatio ); |
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renderer.setSize( window.innerWidth, window.innerHeight ); |
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controls = new THREE.OrbitControls( camera, renderer.domElement ); |
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controls.target.copy( new THREE.Vector3(look_x, look_y, look_z) ); |
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camera.lookAt( new THREE.Vector3(look_x, look_y, look_z)); |
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container.appendChild( renderer.domElement ); |
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window.addEventListener( 'resize', onWindowResize, false ); |
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}} |
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function onWindowResize() {{ |
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camera.aspect = window.innerWidth / window.innerHeight; |
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camera.updateProjectionMatrix(); |
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renderer.setSize( window.innerWidth, window.innerHeight ); |
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}} |
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function animate() {{ |
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requestAnimationFrame( animate ); |
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render(); |
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}} |
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function render() {{ |
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renderer.render( scene, camera ); |
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}} |
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</script> |
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</body> |
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</html> |
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""" |
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def plot_voxelgrid(v_grid, cmap="Oranges", axis=False): |
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scaled_shape = v_grid.shape / min(v_grid.shape) |
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# coordinates returned from argwhere are inversed so use [:, ::-1] |
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points = np.argwhere(v_grid.vector)[:, ::-1] * scaled_shape |
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s_m = plt.cm.ScalarMappable(cmap=cmap) |
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rgb = s_m.to_rgba(v_grid.vector.reshape(-1)[v_grid.vector.reshape(-1) > 0])[:,:-1] |
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camera_position = points.max(0) + abs(points.max(0)) |
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look = points.mean(0) |
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if axis: |
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axis_size = points.ptp() * 1.5 |
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else: |
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axis_size = 0 |
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with open("plotVG.html", "w") as html: |
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html.write(TEMPLATE_VG.format( |
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camera_x=camera_position[0], |
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camera_y=camera_position[1], |
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camera_z=camera_position[2], |
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look_x=look[0], |
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look_y=look[1], |
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look_z=look[2], |
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X=points[:,0].tolist(), |
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Y=points[:,1].tolist(), |
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Z=points[:,2].tolist(), |
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R=rgb[:,0].tolist(), |
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G=rgb[:,1].tolist(), |
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B=rgb[:,2].tolist(), |
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S_x=scaled_shape[0], |
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S_y=scaled_shape[2], |
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S_z=scaled_shape[1], |
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n_voxels=sum(v_grid.vector.reshape(-1) > 0), |
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axis_size=axis_size)) |
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return IFrame("plotVG.html",width=800, height=800) |