get_objaverse.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.1.7'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import objaverse\n",
    "objaverse.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(798759, list)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uids = objaverse.load_uids()\n",
    "len(uids), type(uids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "    'slug': 'stair',\n",
       "    'uri': 'https://api.sketchfab.com/v3/tags/stair'},\n",
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       "    'slug': 'staircase',\n",
       "    'uri': 'https://api.sketchfab.com/v3/tags/staircase'},\n",
       "   {'name': 'staircon',\n",
       "    'slug': 'staircon',\n",
       "    'uri': 'https://api.sketchfab.com/v3/tags/staircon'}],\n",
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       "    'uri': 'https://api.sketchfab.com/v3/tags/xyz-school-draftpunk-3'}],\n",
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       "  'viewerUrl': 'https://sketchfab.com/3d-models/c786b97d08b94d02a1fa3b87d2e86cf1',\n",
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       "   'uri': 'https://api.sketchfab.com/v3/users/58be700b9aae4434958766159fc29a2c'},\n",
       "  'description': 'Posi Joist Layout',\n",
       "  'faceCount': 169681,\n",
       "  'createdAt': '2019-11-07T12:10:59.399919',\n",
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       "    'size': 8795212,\n",
       "    'type': 'glb',\n",
       "    'textureMaxResolution': 1024,\n",
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       "   'usdz': {'textureCount': None,\n",
       "    'size': 7182956,\n",
       "    'type': 'usdz',\n",
       "    'textureMaxResolution': None,\n",
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       "  'license': 'by'},\n",
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       "  'uid': '139331da744542009f146018fd0e05f4',\n",
       "  'name': 'Golden Whitty ver-2',\n",
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       "    'slug': 'fridaynightfunkin',\n",
       "    'uri': 'https://api.sketchfab.com/v3/tags/fridaynightfunkin'},\n",
       "   {'name': 'whitty',\n",
       "    'slug': 'whitty',\n",
       "    'uri': 'https://api.sketchfab.com/v3/tags/whitty'}],\n",
       "  'categories': [{'name': 'characters-creatures'}, {'name': 'people'}],\n",
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       "      'height': 100}]},\n",
       "   'uri': 'https://api.sketchfab.com/v3/users/7012db562c9d498188ee5801d92f8683'},\n",
       "  'description': 'Free download this model and project file on my Boosty https://boosty.to/kwituki\\n❤ Thanks! \\n\\nFollow me on: \\nhttps://www.instagram.com/kwituki.art/ \\nhttps://www.artstation.com/kwituki \\nhttps://www.behance.net/kwituki \\nhttps://www.youtube.com/channel/UCTSoPEccA-knGKkKZLtktvA\\n\\nThe model was created on stream in Blender.\\nStream on https://trovo.live/Kwituki',\n",
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       "    'size': 2344229,\n",
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       "    'vertexCount': None}},\n",
       "  'license': 'by'},\n",
       " '8954673ca33a45578f27e4b476b81719': {'uri': 'https://api.sketchfab.com/v3/models/8954673ca33a45578f27e4b476b81719',\n",
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       "  'staffpickedAt': None,\n",
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       "  'animationCount': 0,\n",
       "  'viewerUrl': 'https://sketchfab.com/3d-models/8954673ca33a45578f27e4b476b81719',\n",
       "  'embedUrl': 'https://sketchfab.com/models/8954673ca33a45578f27e4b476b81719/embed',\n",
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       "  'isDownloadable': True,\n",
       "  'publishedAt': '2019-03-27T22:59:10.754027',\n",
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       "    'slug': 'rifle',\n",
       "    'uri': 'https://api.sketchfab.com/v3/tags/rifle'},\n",
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       "    'slug': 'doom',\n",
       "    'uri': 'https://api.sketchfab.com/v3/tags/doom'},\n",
       "   {'name': 'weapon',\n",
       "    'slug': 'weapon',\n",
       "    'uri': 'https://api.sketchfab.com/v3/tags/weapon'},\n",
       "   {'name': 'pbr',\n",
       "    'slug': 'pbr',\n",
       "    'uri': 'https://api.sketchfab.com/v3/tags/pbr'},\n",
       "   {'name': 'gun',\n",
       "    'slug': 'gun',\n",
       "    'uri': 'https://api.sketchfab.com/v3/tags/gun'}],\n",
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       "   'displayName': 'pixelgrapher',\n",
       "   'profileUrl': 'https://sketchfab.com/pixelgrapher',\n",
       "   'account': 'basic',\n",
       "   'avatar': {'uri': 'https://api.sketchfab.com/v3/avatars/55358c0ae83744b99cbeb74e961dc3c1',\n",
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       "      'width': 32,\n",
       "      'url': 'https://media.sketchfab.com/avatars/55358c0ae83744b99cbeb74e961dc3c1/f18b5724d3fe497c835d6fffdc831aa9.png',\n",
       "      'height': 32},\n",
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       "      'url': 'https://media.sketchfab.com/avatars/55358c0ae83744b99cbeb74e961dc3c1/baaac01201e94df49784b89cd1d4d211.png',\n",
       "      'height': 48},\n",
       "     {'size': 4658,\n",
       "      'width': 90,\n",
       "      'url': 'https://media.sketchfab.com/avatars/55358c0ae83744b99cbeb74e961dc3c1/79e1e2e8e3d74ca481a2a4be4b608bd9.png',\n",
       "      'height': 90},\n",
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       "      'width': 100,\n",
       "      'url': 'https://media.sketchfab.com/avatars/55358c0ae83744b99cbeb74e961dc3c1/bc9b1a47d3e344dc8eef6479dc29c3af.png',\n",
       "      'height': 100}]},\n",
       "   'uri': 'https://api.sketchfab.com/v3/users/11ece98cd4074367a3a15c0946162d60'},\n",
       "  'description': \"A re-imagining of Doom's Heavy Assault Rifle based on another artist's concept art. Details sculpted in Zbrush. Textured in Substance Painter.\",\n",
       "  'faceCount': 4752,\n",
       "  'createdAt': '2019-03-27T22:46:20.593237',\n",
       "  'vertexCount': 2482,\n",
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       "  'archives': {'glb': {'textureCount': 3,\n",
       "    'size': 11031684,\n",
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       "    'faceCount': 4751,\n",
       "    'vertexCount': 6608},\n",
       "   'gltf': {'textureCount': 3,\n",
       "    'size': 10787547,\n",
       "    'type': 'gltf',\n",
       "    'textureMaxResolution': 2048,\n",
       "    'faceCount': 4751,\n",
       "    'vertexCount': 6608},\n",
       "   'source': {'textureCount': None,\n",
       "    'size': 11427205,\n",
       "    'type': 'source',\n",
       "    'textureMaxResolution': None,\n",
       "    'faceCount': None,\n",
       "    'vertexCount': None},\n",
       "   'usdz': {'textureCount': None,\n",
       "    'size': 4705370,\n",
       "    'type': 'usdz',\n",
       "    'textureMaxResolution': None,\n",
       "    'faceCount': None,\n",
       "    'vertexCount': None}},\n",
       "  'license': 'by'},\n",
       " '65b4185f6e134c6095b92d3fa151b0cb': {'uri': 'https://api.sketchfab.com/v3/models/65b4185f6e134c6095b92d3fa151b0cb',\n",
       "  'uid': '65b4185f6e134c6095b92d3fa151b0cb',\n",
       "  'name': 'Chrome Zephyr 30',\n",
       "  'staffpickedAt': None,\n",
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       "  'likeCount': 10,\n",
       "  'animationCount': 0,\n",
       "  'viewerUrl': 'https://sketchfab.com/3d-models/65b4185f6e134c6095b92d3fa151b0cb',\n",
       "  'embedUrl': 'https://sketchfab.com/models/65b4185f6e134c6095b92d3fa151b0cb/embed',\n",
       "  'commentCount': 2,\n",
       "  'isDownloadable': True,\n",
       "  'publishedAt': '2017-06-14T06:30:37.279010',\n",
       "  'tags': [{'name': 'toys',\n",
       "    'slug': 'toys',\n",
       "    'uri': 'https://api.sketchfab.com/v3/tags/toys'},\n",
       "   {'name': 'bdaman',\n",
       "    'slug': 'bdaman',\n",
       "    'uri': 'https://api.sketchfab.com/v3/tags/bdaman'},\n",
       "   {'name': 'robot',\n",
       "    'slug': 'robot',\n",
       "    'uri': 'https://api.sketchfab.com/v3/tags/robot'}],\n",
       "  'categories': [{'name': 'electronics-gadgets'}],\n",
       "  'thumbnails': {'images': [{'uid': '0403d24699644128a8de721abb087a52',\n",
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       "     'width': 64,\n",
       "     'url': 'https://media.sketchfab.com/models/65b4185f6e134c6095b92d3fa151b0cb/thumbnails/9c9a0f083d2c420894704939149a53c9/64x36.jpeg',\n",
       "     'height': 36},\n",
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       "     'size': 2769,\n",
       "     'width': 256,\n",
       "     'url': 'https://media.sketchfab.com/models/65b4185f6e134c6095b92d3fa151b0cb/thumbnails/9c9a0f083d2c420894704939149a53c9/256x144.jpeg',\n",
       "     'height': 144},\n",
       "    {'uid': '044880f5a2f54b94b8d1fcb898edf434',\n",
       "     'size': 10217,\n",
       "     'width': 720,\n",
       "     'url': 'https://media.sketchfab.com/models/65b4185f6e134c6095b92d3fa151b0cb/thumbnails/9c9a0f083d2c420894704939149a53c9/720x405.jpeg',\n",
       "     'height': 405},\n",
       "    {'uid': '2863a3417cc340f6b00189d947534656',\n",
       "     'size': 16698,\n",
       "     'width': 1024,\n",
       "     'url': 'https://media.sketchfab.com/models/65b4185f6e134c6095b92d3fa151b0cb/thumbnails/9c9a0f083d2c420894704939149a53c9/1024x576.jpeg',\n",
       "     'height': 576}]},\n",
       "  'user': {'uid': '898c1e4ec75549829b9a518adbd3dc9f',\n",
       "   'username': '100nadzmi',\n",
       "   'displayName': 'Nadzmi Hazizi',\n",
       "   'profileUrl': 'https://sketchfab.com/100nadzmi',\n",
       "   'account': 'basic',\n",
       "   'avatar': {'uri': 'https://api.sketchfab.com/v3/avatars/d51d213b6c7a49a09524c195b7c31c4c',\n",
       "    'images': [{'size': 1232,\n",
       "      'width': 32,\n",
       "      'url': 'https://media.sketchfab.com/avatars/d51d213b6c7a49a09524c195b7c31c4c/2ecb373a5a6e42509bd938969aa38185.jpeg',\n",
       "      'height': 32},\n",
       "     {'size': 1787,\n",
       "      'width': 48,\n",
       "      'url': 'https://media.sketchfab.com/avatars/d51d213b6c7a49a09524c195b7c31c4c/8541ab2183b64cf4b4dba9fab94fd58a.jpeg',\n",
       "      'height': 48},\n",
       "     {'size': 3836,\n",
       "      'width': 90,\n",
       "      'url': 'https://media.sketchfab.com/avatars/d51d213b6c7a49a09524c195b7c31c4c/9b83ea9620fe4549ab2950b0e185e673.jpeg',\n",
       "      'height': 90},\n",
       "     {'size': 4403,\n",
       "      'width': 100,\n",
       "      'url': 'https://media.sketchfab.com/avatars/d51d213b6c7a49a09524c195b7c31c4c/cbc2218510e8450092e325515b12f232.jpeg',\n",
       "      'height': 100}]},\n",
       "   'uri': 'https://api.sketchfab.com/v3/users/898c1e4ec75549829b9a518adbd3dc9f'},\n",
       "  'description': 'Battle B-Daman Zero System',\n",
       "  'faceCount': 13783,\n",
       "  'createdAt': '2017-06-14T06:23:28.195558',\n",
       "  'vertexCount': 7020,\n",
       "  'isAgeRestricted': False,\n",
       "  'archives': {'glb': {'textureCount': 1,\n",
       "    'size': 1077364,\n",
       "    'type': 'glb',\n",
       "    'textureMaxResolution': 512,\n",
       "    'faceCount': 13695,\n",
       "    'vertexCount': 25486},\n",
       "   'gltf': {'textureCount': 1,\n",
       "    'size': 389777,\n",
       "    'type': 'gltf',\n",
       "    'textureMaxResolution': 512,\n",
       "    'faceCount': 13695,\n",
       "    'vertexCount': 25486},\n",
       "   'source': {'textureCount': None,\n",
       "    'size': 640874,\n",
       "    'type': 'source',\n",
       "    'textureMaxResolution': None,\n",
       "    'faceCount': None,\n",
       "    'vertexCount': None},\n",
       "   'usdz': {'textureCount': None,\n",
       "    'size': 835315,\n",
       "    'type': 'usdz',\n",
       "    'textureMaxResolution': None,\n",
       "    'faceCount': None,\n",
       "    'vertexCount': None}},\n",
       "  'license': 'by'}}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "annotations = objaverse.load_annotations(uids[:100])\n",
    "annotations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       " 'uid': '8476c4170df24cf5bbe6967222d1a42d',\n",
       " 'name': 'Iain_Dawson_Kew_Road_Formby',\n",
       " 'staffpickedAt': None,\n",
       " 'viewCount': 4,\n",
       " 'likeCount': 0,\n",
       " 'animationCount': 0,\n",
       " 'viewerUrl': 'https://sketchfab.com/3d-models/8476c4170df24cf5bbe6967222d1a42d',\n",
       " 'embedUrl': 'https://sketchfab.com/models/8476c4170df24cf5bbe6967222d1a42d/embed',\n",
       " 'commentCount': 0,\n",
       " 'isDownloadable': True,\n",
       " 'publishedAt': '2021-03-18T09:36:25.430631',\n",
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       "   'slug': 'stair',\n",
       "   'uri': 'https://api.sketchfab.com/v3/tags/stair'},\n",
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       "   'slug': 'staircase',\n",
       "   'uri': 'https://api.sketchfab.com/v3/tags/staircase'},\n",
       "  {'name': 'staircon',\n",
       "   'slug': 'staircon',\n",
       "   'uri': 'https://api.sketchfab.com/v3/tags/staircon'}],\n",
       " 'categories': [],\n",
       " 'thumbnails': {'images': [{'uid': '606cf3aaaea14bb598913e803c7b26af',\n",
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       "     'height': 100}]},\n",
       "  'uri': 'https://api.sketchfab.com/v3/users/b50b409d636f4a8e9af2111d370786bf'},\n",
       " 'description': 'http://staircon.com/ <br>Export by <b>Alan Grice Staircase Co. Ltd</b> (lic 6391)',\n",
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       " 'createdAt': '2021-03-18T09:31:52.190927',\n",
       " 'vertexCount': 7309,\n",
       " 'isAgeRestricted': False,\n",
       " 'archives': {'glb': {'textureCount': 6,\n",
       "   'size': 1546940,\n",
       "   'type': 'glb',\n",
       "   'textureMaxResolution': 1024,\n",
       "   'faceCount': 14337,\n",
       "   'vertexCount': 19008},\n",
       "  'gltf': {'textureCount': 6,\n",
       "   'size': 932008,\n",
       "   'type': 'gltf',\n",
       "   'textureMaxResolution': 1024,\n",
       "   'faceCount': 14337,\n",
       "   'vertexCount': 19008},\n",
       "  'source': {'textureCount': None,\n",
       "   'size': 1026620,\n",
       "   'type': 'source',\n",
       "   'textureMaxResolution': None,\n",
       "   'faceCount': None,\n",
       "   'vertexCount': None},\n",
       "  'usdz': {'textureCount': None,\n",
       "   'size': 1373035,\n",
       "   'type': 'usdz',\n",
       "   'textureMaxResolution': None,\n",
       "   'faceCount': None,\n",
       "   'vertexCount': None}},\n",
       " 'license': 'by'}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "annotations[uids[0]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " '48386607ba8f4d19ae100684b519e104',\n",
       " 'fd3b472311d84868a3763be3e34b5be8',\n",
       " '6e4830391aa54e529de9a4a805ed9768',\n",
       " '07f86b1ff118475590560c5be5e6c757',\n",
       " 'b46fd9edd44e412fa76f9b9a2b86281c',\n",
       " 'd23fd49c0e564751ab2c8ad29a4bb0ef',\n",
       " 'b38f7f8cb75d424690aaf128df2df71c',\n",
       " 'f4efc9162283433f8ef28d55198489b9',\n",
       " 'a11f593600c944cfad8323b3d2908cd7',\n",
       " 'd33712df3716461bba26a589711b8ec5',\n",
       " '78d4ef05c26a4a6f91904ee0d2f559f5',\n",
       " 'f02f4a966a78426b80a06107e8d5708d',\n",
       " 'e39002ff72d04abc8db7fb85baf518a4',\n",
       " '9066c6ba473d4fe6a631e7fbab435aff',\n",
       " 'ec4be427ceaf4f00a9aaee5fb171617b',\n",
       " '9468907c248e4eb48c2cb0f4142f1dd7',\n",
       " 'f1df145fe51e4b1aa6758c789677e1fe',\n",
       " '71fdf7d8c14d4467902bc20f28f23e99',\n",
       " 'e8938f5bd7d0436985c5edf00414f811',\n",
       " 'e2891f3d4db94076ad43b24fef855856',\n",
       " 'e9bf5452511b42349db4f04e80249d1a',\n",
       " '045968324c31422eb1a84ae65fef29fe',\n",
       " 'd4ac03f054b04160945c13ac75cefa5d',\n",
       " '66da8f9ee870408db56224101aafb649',\n",
       " 'ea1d4b98375046e79a1f1e404a752da6',\n",
       " 'f9611b38ed9143a9819dde2e4fb27fc0',\n",
       " '41636048839b4d068c36f43d321a6d63',\n",
       " '8c4133c2d1b1477b811e25266928ab73',\n",
       " '72c0bba5624f4229b93f7b1812e647eb',\n",
       " '8ccbbe31d2e04a9fbedd003ab1b39cab',\n",
       " 'd2783dbe78b44837bed2bc7839080399',\n",
       " '81d2f5540ef34c6eb139695d1c3726a3',\n",
       " '0c555819e63a4b76bafdf9a00893c563',\n",
       " '3895f119bd5e405a84e5423040fcc86c',\n",
       " '0bc05d632a6449bdaa5c4d0f48e7be8d',\n",
       " '31901d67d6464b0fbde711b987fcc8f4',\n",
       " '5f6e6141edf141c7b5670b8efa24c2d0',\n",
       " 'abd2a0c3cc9c4883bdaa724e9c152ce6',\n",
       " 'f4230afac7f64d089f67b6cd42c1cd55',\n",
       " '8789368d56ef46eeaf8cf79b427ab63b',\n",
       " '84387d00a36b4c938a0d38dbe4fd1d40',\n",
       " 'd420deba19594df4bd71956f2e6bd080',\n",
       " '0d3f7cbb2bb04d2dadb753d5b8526b77',\n",
       " '67cff4a10169496593f8ad0dc85b9bf4',\n",
       " 'cdcdf2b2336946428e4b5e61d5d444cb',\n",
       " 'b8bdbdc38c934144a0a09019ad9f4312',\n",
       " '1d52c217b4f84345807a21d700474334',\n",
       " 'caf03ef1983d445ebad2e4e62a457ba7',\n",
       " '8d3dcd2ac8974d548a3dd70bb22b82d6',\n",
       " '02f0c4614c9645d7ba1960c0e5bd825c',\n",
       " '7c597e732bfc4465a9b4f86e5f03de80',\n",
       " '3446f2563f5841208d3cc43155a1ba97',\n",
       " '6ce1fa13c40347658b361d6b69b29acd',\n",
       " 'da183ecc24ed4c44985752f902eafb77',\n",
       " '8ec0c73d7462425aaf13f697fc375890',\n",
       " 'e372f72ad4724e7c8549daebf5fa0717',\n",
       " 'd7061f158b974d9ea092220fc44a1201',\n",
       " '6542e8cfd5cb4821b78e5a982b6f3612',\n",
       " 'bf10045f8e0b4957821602c6e96c3000',\n",
       " '6914de25d5e14b3bad66a9d33f5904cd',\n",
       " 'ff6c463e12354c019b4873b91fd8f3fa',\n",
       " '01d39b55588448a582986a4f2bb4eafa',\n",
       " 'e8daca6872e3465394f30f4d525c8b55',\n",
       " '6284e33f0bb348ae866adc0fb77a6323',\n",
       " 'de306ade928c44af8387b5d5b04750a7',\n",
       " '008c73d08aab4a4b87f0045570edd45a',\n",
       " '65d6a91bed5944e2861ed38d5fb6b8b9',\n",
       " 'c0aedb7b7e424cbfa40041fa2db2fd32',\n",
       " '0cbd8059def041178a5716d040b3ee8d',\n",
       " '4dcfcfa2aca0478f885663cad6ac6627',\n",
       " '00e294a5f97545fd8d9cb1bff64c8f75',\n",
       " 'df07e69f44274b44a8f3745fb86d29d4',\n",
       " '5dc9ffd84dbf43ed8d4713833f2c59aa',\n",
       " '7390eebc0e59479b8aececfc0af37494',\n",
       " '155136bb29554028b2366a3e58f3e5ee',\n",
       " 'a615760dd5b049c4976ba13011e61e68',\n",
       " 'de57e91c92ce494a925024fe31f0e3b6',\n",
       " '87fd863a5cc542f0a99d96fffb2dcf62',\n",
       " 'efd72c947173418e8a49e731baf2cbc8',\n",
       " 'ae82e1fa55fd49b7bc9c1efb881259f0',\n",
       " '536532f2ff6c499889c06bd2062cbeaf',\n",
       " 'c15b68cc0ed344f39e33e266a2b3a361',\n",
       " '0253574c1a8f432797a7fcef9546ce75',\n",
       " '342b1035dd674fd3b80ac2833b5f7302',\n",
       " '6cec87b2bdf948168abb059bb24659e3',\n",
       " '458924276f594d77ba9a28dfce7ac86b',\n",
       " '7ebfc2704e7c4009b9066c29f2d206d7',\n",
       " 'a5251cd47d2041328b09e1e5e99e47f1',\n",
       " '316184e310a74be19848e3b60553224b',\n",
       " '87755586769d4b729048cccb17a0001a',\n",
       " 'b059d8faa1824037992d3812d8ba2347',\n",
       " 'c4a24d141ba542268dcfccfa787bc6a2',\n",
       " 'd4c3a51b494c440197ab3f3392a5abca',\n",
       " '1df5d18eb26740389a00be5c67ab6d07',\n",
       " 'bb4a4ec5755c48b7b5f3e4895c3e2a14',\n",
       " '60631713f96849ab9d599c162eb13bcf',\n",
       " 'c7dc1f846f3d437786f4ac377006031b',\n",
       " '33d5b6d588bf41649dcd9186f4c04d57',\n",
       " '70e3082f84b04aaab864de756ab8d535',\n",
       " '9070b20a2a14415c8e6149d8559d4725']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import random\n",
    "\n",
    "random.seed(42)\n",
    "\n",
    "uids = objaverse.load_uids()\n",
    "random_object_uids = random.sample(uids, 1000)\n",
    "\n",
    "random_object_uids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import multiprocessing\n",
    "processes = multiprocessing.cpu_count()\n",
    "processes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "starting download of 900 objects with 16 processes\n",
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    {
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       " '1df5d18eb26740389a00be5c67ab6d07': '/home/brian/.objaverse/hf-objaverse-v1/glbs/000-037/1df5d18eb26740389a00be5c67ab6d07.glb',\n",
       " 'bb4a4ec5755c48b7b5f3e4895c3e2a14': '/home/brian/.objaverse/hf-objaverse-v1/glbs/000-105/bb4a4ec5755c48b7b5f3e4895c3e2a14.glb',\n",
       " '60631713f96849ab9d599c162eb13bcf': '/home/brian/.objaverse/hf-objaverse-v1/glbs/000-005/60631713f96849ab9d599c162eb13bcf.glb',\n",
       " 'c7dc1f846f3d437786f4ac377006031b': '/home/brian/.objaverse/hf-objaverse-v1/glbs/000-007/c7dc1f846f3d437786f4ac377006031b.glb',\n",
       " '33d5b6d588bf41649dcd9186f4c04d57': '/home/brian/.objaverse/hf-objaverse-v1/glbs/000-018/33d5b6d588bf41649dcd9186f4c04d57.glb',\n",
       " '70e3082f84b04aaab864de756ab8d535': '/home/brian/.objaverse/hf-objaverse-v1/glbs/000-128/70e3082f84b04aaab864de756ab8d535.glb',\n",
       " '9070b20a2a14415c8e6149d8559d4725': '/home/brian/.objaverse/hf-objaverse-v1/glbs/000-063/9070b20a2a14415c8e6149d8559d4725.glb'}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "objects = objaverse.load_objects(\n",
    "    uids=random_object_uids,\n",
    "    download_processes=processes\n",
    ")\n",
    "objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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