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examples/point_cloud_advanced_compression_in_html.ipynb
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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"from k3d.helpers import download\n", | ||
"from pyunpack import Archive\n", | ||
"import os\n", | ||
"from IPython.display import IFrame\n", | ||
"\n", | ||
"filename = download('http://www.semantic3d.net/data/point-clouds/testing1/stgallencathedral_station1_intensity_rgb.7z')\n", | ||
"Archive(filename).extractall('./')" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"import csv\n", | ||
"import numpy as np \n", | ||
"\n", | ||
"data = None\n", | ||
"\n", | ||
"with open(filename.replace('.7z', '.txt'), mode='r') as csv_file:\n", | ||
" csv_reader = csv.reader(csv_file, delimiter=' ') \n", | ||
" data = np.array(list(csv_reader), dtype=np.float32)\n", | ||
"\n", | ||
"# compute color in hex format\n", | ||
"data[:, 4] = np.sum(data[:, 4:7].astype(np.uint32) * np.array([1, 256, 256 ** 2]), axis=1) \n", | ||
"data = data[:, 0:5]" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"positions = data[::10, 0:3]\n", | ||
"colors1 = data[::10, 4].astype(np.uint32)\n", | ||
"colors2 = np.clip(colors1.view(np.uint8) * 1.5, 0, 255).astype(np.uint8).view('uint32')" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"positions.shape, colors1.shape, colors2.shape" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"cam_pos = [5.251483149143791,\n", | ||
" -7.92683507646606,\n", | ||
" 3.144285796928443,\n", | ||
" -2.470283607444292,\n", | ||
" 3.6558150584160503,\n", | ||
" 2.3721091212696286,\n", | ||
" 0,\n", | ||
" 0,\n", | ||
" 1]" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"import time\n", | ||
"import json\n", | ||
"import k3d\n", | ||
"import ipywidgets as widgets\n", | ||
"\n", | ||
"plot = k3d.plot()\n", | ||
"plot += k3d.points(positions, colors1, point_size=0.2, shader=\"flat\") \n", | ||
"plot += k3d.points(positions, colors2, point_size=0.2, shader=\"flat\") \n", | ||
"plot.display()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"plot.camera = cam_pos" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"with open(\"point_cloud_full.html\", \"w\") as f:\n", | ||
" f.write(plot.get_snapshot(additional_js_code=\"\"\"\n", | ||
" let json = K3DInstance.getWorld().ObjectsListJson; \n", | ||
" let active = Object.keys(json)[0];\n", | ||
" \n", | ||
" setInterval(() => {\n", | ||
" let newActive;\n", | ||
" \n", | ||
" Object.keys(json).forEach(function (id) {\n", | ||
" if (active === id) {\n", | ||
" json[id].opacity = 0;\n", | ||
" K3DInstance.reload(json[id], {opacity: 0}); \n", | ||
" } else {\n", | ||
" json[id].opacity = 1;\n", | ||
" K3DInstance.reload(json[id], {opacity: 1});\n", | ||
" newActive = id;\n", | ||
" } \n", | ||
" });\n", | ||
" \n", | ||
" active = newActive;\n", | ||
" \n", | ||
" }, 2000);\n", | ||
" \n", | ||
" \n", | ||
" \"\"\"))" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# size in html\n", | ||
"os.stat(\"point_cloud_full.html\").st_size / 1024 / 1024 # size in MB" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"IFrame('point_cloud_full.html', width=900, height=350)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"# Advanced approach" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"import time\n", | ||
"import json\n", | ||
"import k3d\n", | ||
"import ipywidgets as widgets\n", | ||
"\n", | ||
"plot2 = k3d.plot()\n", | ||
"\n", | ||
"positions_placeholder = positions.copy()\n", | ||
"positions_placeholder.fill(0.0) # filling with one value will boost compression ratio\n", | ||
"\n", | ||
"plot2 += k3d.points(positions, colors1, point_size=0.2, shader=\"flat\", name=\"main\") \n", | ||
"plot2 += k3d.points(positions_placeholder, colors2, point_size=0.2, shader=\"flat\", name=\"second\") \n", | ||
"\n", | ||
"plot2.display()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"plot2.camera = cam_pos" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"with open(\"point_cloud_advanced.html\", \"w\") as f:\n", | ||
" f.write(plot2.get_snapshot(additional_js_code=\"\"\"\n", | ||
" let json = K3DInstance.getWorld().ObjectsListJson; \n", | ||
" let active = Object.keys(json)[0];\n", | ||
" let positions = null;\n", | ||
" \n", | ||
" // search for main and save positions from it\n", | ||
" Object.keys(json).forEach(function (id) {\n", | ||
" if (json[id].name === 'main') {\n", | ||
" positions = json[id].positions.data;\n", | ||
" }\n", | ||
" });\n", | ||
" \n", | ||
" // search for second and update positions\n", | ||
" Object.keys(json).forEach(function (id) {\n", | ||
" if (json[id].name === 'second') {\n", | ||
" json[id].positions.data.set(positions);\n", | ||
" K3DInstance.reload(json[id], {positions: json[id].positions}); \n", | ||
" }\n", | ||
" });\n", | ||
" \n", | ||
" \n", | ||
" // like before\n", | ||
" \n", | ||
" setInterval(() => {\n", | ||
" let json = K3DInstance.getWorld().ObjectsListJson;\n", | ||
" let newActive;\n", | ||
" \n", | ||
" Object.keys(json).forEach(function (id) {\n", | ||
" if (active === id) {\n", | ||
" json[id].opacity = 0;\n", | ||
" K3DInstance.reload(json[id], {opacity: 0}); \n", | ||
" } else {\n", | ||
" json[id].opacity = 1;\n", | ||
" K3DInstance.reload(json[id], {opacity: 1});\n", | ||
" newActive = id;\n", | ||
" } \n", | ||
" });\n", | ||
" \n", | ||
" active = newActive;\n", | ||
" \n", | ||
" }, 2000);\n", | ||
" \n", | ||
" \n", | ||
" \"\"\"))" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# size in html\n", | ||
"os.stat(\"point_cloud_advanced.html\").st_size / 1024 / 1024 # size in MB" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"IFrame('point_cloud_advanced.html', width=900, height=350)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# ratio\n", | ||
"os.stat(\"point_cloud_advanced.html\").st_size / os.stat(\"point_cloud_full.html\").st_size" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# ratio cannot be 0.5 because we pass information about each points color" | ||
] | ||
} | ||
], | ||
"metadata": { | ||
"kernelspec": { | ||
"display_name": "Python 3 (ipykernel)", | ||
"language": "python", | ||
"name": "python3" | ||
}, | ||
"language_info": { | ||
"codemirror_mode": { | ||
"name": "ipython", | ||
"version": 3 | ||
}, | ||
"file_extension": ".py", | ||
"mimetype": "text/x-python", | ||
"name": "python", | ||
"nbconvert_exporter": "python", | ||
"pygments_lexer": "ipython3", | ||
"version": "3.9.12" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 4 | ||
} |
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