diff --git "a/testing.ipynb" "b/testing.ipynb" --- "a/testing.ipynb" +++ "b/testing.ipynb" @@ -79,7 +79,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "64d16b505f0442b0b042bf0feadce0a5", + "model_id": "3195a193cb8d45508bb45670275492d1", "version_major": 2, "version_minor": 0 }, @@ -176,7 +176,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "88f4fc8f-efa9-404b-9073-c7d4a73f9075", "metadata": {}, "outputs": [ @@ -184,53 +184,32 @@ "name": "stdout", "output_type": "stream", "text": [ - "(30, 3) 25 15470 7714 (16, 3)\n", - "(14, 3) 8 16769 2464 (18, 3)\n", - "(31, 3) 38 25570 11476 (24, 3)\n", - "(24, 3) 23 21463 7077 (12, 3)\n", - "(14, 3) 64 27989 19476 (18, 3)\n", - "(20, 3) 37 34875 11233 (18, 3)\n", - "(15, 3) 22 14229 6621 (12, 3)\n", - "(21, 3) 66 30680 20033 (18, 3)\n", - "(27, 3) 24 14867 7270 (16, 3)\n", - "(16, 3) 18 14995 5695 (18, 3)\n", - "(14, 3) 29 39136 8885 (18, 3)\n", - "(16, 3) 17 17729 5244 (12, 3)\n", - "(16, 3) 16 13449 4834 (14, 3)\n", - "(26, 3) 33 17814 9953 (16, 3)\n", - "(24, 3) 44 18976 13465 (22, 3)\n", - "(24, 3) 31 19539 9568 (18, 3)\n", - "(21, 3) 42 22709 12785 (22, 3)\n", - "There are broken cams.\n", - "(26, 3) 28 14442 8698 (4, 3)\n", - "There are broken cams.\n", - "(20, 3) 27 20330 8128 (8, 3)\n", - "(21, 3) 26 15654 7893 (20, 3)\n", - "(11, 3) 11 13421 3564 (18, 3)\n", - "(31, 3) 36 23172 10837 (18, 3)\n", - "(12, 3) 16 16912 4832 (16, 3)\n", - "There are broken cams.\n", - "(20, 3) 19 21512 5907 (7, 3)\n" - ] - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[14], line 31\u001b[0m\n\u001b[1;32m 9\u001b[0m sc \u001b[38;5;241m=\u001b[39m []\n\u001b[1;32m 10\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m ki, entry \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(dataset):\n\u001b[1;32m 11\u001b[0m \u001b[38;5;66;03m# print (entry.keys())\u001b[39;00m\n\u001b[1;32m 12\u001b[0m \u001b[38;5;66;03m# solver = GeomSolver(entry)\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 28\u001b[0m \u001b[38;5;66;03m# sc.append(scores)\u001b[39;00m\n\u001b[1;32m 29\u001b[0m \u001b[38;5;66;03m# print(np.mean(sc0), np.mean(sc))\u001b[39;00m\n\u001b[0;32m---> 31\u001b[0m human_entry \u001b[38;5;241m=\u001b[39m \u001b[43mconvert_entry_to_human_readable\u001b[49m\u001b[43m(\u001b[49m\u001b[43mentry\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 32\u001b[0m solver \u001b[38;5;241m=\u001b[39m GeomSolver()\n\u001b[1;32m 33\u001b[0m vertices, edges \u001b[38;5;241m=\u001b[39m solver\u001b[38;5;241m.\u001b[39msolve(entry)\n", - "File \u001b[0;32m~/src/DRAK/my_solution.py:29\u001b[0m, in \u001b[0;36mconvert_entry_to_human_readable\u001b[0;34m(entry)\u001b[0m\n\u001b[1;32m 27\u001b[0m out[k] \u001b[38;5;241m=\u001b[39m read_images_binary(fid\u001b[38;5;241m=\u001b[39mio\u001b[38;5;241m.\u001b[39mBytesIO(v))\n\u001b[1;32m 28\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m k \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124made20k\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgestalt\u001b[39m\u001b[38;5;124m'\u001b[39m]:\n\u001b[0;32m---> 29\u001b[0m out[k] \u001b[38;5;241m=\u001b[39m [PImage\u001b[38;5;241m.\u001b[39mopen(io\u001b[38;5;241m.\u001b[39mBytesIO(x))\u001b[38;5;241m.\u001b[39mconvert(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mRGB\u001b[39m\u001b[38;5;124m'\u001b[39m) \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m v]\n\u001b[1;32m 30\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m k \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdepthcm\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[1;32m 31\u001b[0m out[k] \u001b[38;5;241m=\u001b[39m [PImage\u001b[38;5;241m.\u001b[39mopen(io\u001b[38;5;241m.\u001b[39mBytesIO(x)) \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m entry[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdepthcm\u001b[39m\u001b[38;5;124m'\u001b[39m]]\n", - "File \u001b[0;32m~/src/DRAK/my_solution.py:29\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 27\u001b[0m out[k] \u001b[38;5;241m=\u001b[39m read_images_binary(fid\u001b[38;5;241m=\u001b[39mio\u001b[38;5;241m.\u001b[39mBytesIO(v))\n\u001b[1;32m 28\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m k \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124made20k\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgestalt\u001b[39m\u001b[38;5;124m'\u001b[39m]:\n\u001b[0;32m---> 29\u001b[0m out[k] \u001b[38;5;241m=\u001b[39m [\u001b[43mPImage\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[43mio\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mBytesIO\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconvert\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mRGB\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m v]\n\u001b[1;32m 30\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m k \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdepthcm\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[1;32m 31\u001b[0m out[k] \u001b[38;5;241m=\u001b[39m [PImage\u001b[38;5;241m.\u001b[39mopen(io\u001b[38;5;241m.\u001b[39mBytesIO(x)) \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m entry[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdepthcm\u001b[39m\u001b[38;5;124m'\u001b[39m]]\n", - "File \u001b[0;32m~/anaconda3/envs/pytorch3d/lib/python3.9/site-packages/PIL/Image.py:941\u001b[0m, in \u001b[0;36mImage.convert\u001b[0;34m(self, mode, matrix, dither, palette, colors)\u001b[0m\n\u001b[1;32m 889\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mconvert\u001b[39m(\n\u001b[1;32m 890\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 891\u001b[0m mode: \u001b[38;5;28mstr\u001b[39m \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 895\u001b[0m colors: \u001b[38;5;28mint\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m256\u001b[39m,\n\u001b[1;32m 896\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Image:\n\u001b[1;32m 897\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 898\u001b[0m \u001b[38;5;124;03m Returns a converted copy of this image. For the \"P\" mode, this\u001b[39;00m\n\u001b[1;32m 899\u001b[0m \u001b[38;5;124;03m method translates pixels through the palette. If mode is\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 938\u001b[0m \u001b[38;5;124;03m :returns: An :py:class:`~PIL.Image.Image` object.\u001b[39;00m\n\u001b[1;32m 939\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 941\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 943\u001b[0m has_transparency \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtransparency\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minfo\n\u001b[1;32m 944\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m mode \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmode \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mP\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m 945\u001b[0m \u001b[38;5;66;03m# determine default mode\u001b[39;00m\n", - "File \u001b[0;32m~/anaconda3/envs/pytorch3d/lib/python3.9/site-packages/PIL/WebPImagePlugin.py:160\u001b[0m, in \u001b[0;36mWebPImageFile.load\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 157\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_seek(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m__logical_frame)\n\u001b[1;32m 159\u001b[0m \u001b[38;5;66;03m# We need to load the image data for this frame\u001b[39;00m\n\u001b[0;32m--> 160\u001b[0m data, timestamp, duration \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_next\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 161\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minfo[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtimestamp\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m timestamp\n\u001b[1;32m 162\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minfo[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mduration\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m duration\n", - "File \u001b[0;32m~/anaconda3/envs/pytorch3d/lib/python3.9/site-packages/PIL/WebPImagePlugin.py:127\u001b[0m, in \u001b[0;36mWebPImageFile._get_next\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 125\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_get_next\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m 126\u001b[0m \u001b[38;5;66;03m# Get next frame\u001b[39;00m\n\u001b[0;32m--> 127\u001b[0m ret \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_decoder\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_next\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 128\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m__physical_frame \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 130\u001b[0m \u001b[38;5;66;03m# Check if an error occurred\u001b[39;00m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + "2.4183324229440974 2.0380116279737566\n", + "1.9395643500589714 2.0791329825966307\n", + "2.815541573372287 1.9598321451086216\n", + "2.3254810143936755 1.648047653136293\n", + "2.3286533191380765 1.905167829053747\n", + "2.342868026940067 1.966937530899917\n", + "2.04873204164575 1.826170295267598\n", + "2.167980973024546 1.5053848625547586\n", + "2.571328055702413 2.020824998220867\n", + "2.0127597511603774 2.059127413344524\n", + "1.961080548873729 1.8200081336970428\n", + "2.1617889927813057 1.6349180819215263\n", + "2.0817899095268078 1.5980454220244267\n", + "2.484359575186481 1.7471060529398343\n", + "2.2997637652539 1.7949245640678624\n", + "2.440276048704617 2.547320743171852\n", + "2.135748984421359 1.677347138329142\n", + "2.3955711940075584 2.4732370114459545\n" ] } ], "source": [ + "import random\n", + "random.seed(0)\n", + "np.random.seed(0)\n", + "torch.manual_seed(0)\n", "# One shard of the dataset\n", "dataset = wds.WebDataset(hf_hub_download(repo_id='usm3d/hoho-train-set',\n", " filename='data/train/hoho_v3_000-of-032.tar.gz',\n", @@ -241,42 +220,52 @@ "sc0 = []\n", "sc = []\n", "for ki, entry in enumerate(dataset):\n", - " # print (entry.keys())\n", - " # solver = GeomSolver(entry)\n", - " # vertices, edges = solver.get_vertices()\n", + " solver = GeomSolver()\n", + " vertices, edges = solver.solve(entry)\n", " \n", - " # scores0 = (compute_WED(np.zeros((2,3)),\n", - " # [(0, 1)],\n", - " # np.array(entry['wf_vertices']),\n", - " # np.array(entry['wf_edges']),\n", - " # cv=1, ce=1))\n", + " scores0 = (compute_WED(np.zeros((entry['wf_vertices'].shape[0],3)),\n", + " [(0, 0)],\n", + " np.array(entry['wf_vertices']),\n", + " np.array(entry['wf_edges'])))\n", "\n", - " # scores = (compute_WED(vertices,\n", - " # edges,\n", - " # np.array(entry['wf_vertices']),\n", - " # np.array(entry['wf_edges']),\n", - " # cv=1, ce=1))\n", - " # print(scores0, scores)\n", - " # sc0.append(scores0)\n", - " # sc.append(scores)\n", - " # print(np.mean(sc0), np.mean(sc))\n", + " scores = (compute_WED(vertices,\n", + " edges,\n", + " np.array(entry['wf_vertices']),\n", + " np.array(entry['wf_edges'])))\n", + " print(scores0, scores)\n", + " sc0.append(scores0)\n", + " sc.append(scores)\n", "\n", - " human_entry = convert_entry_to_human_readable(entry)\n", - " solver = GeomSolver()\n", - " vertices, edges = solver.solve(entry)\n", - " z_th = vertices[:,-1].min() - 50\n", - " roof = (solver.xyz[:,-1] > z_th).sum()\n", - " print(entry['wf_vertices'].shape, roof//300, len(human_entry['points3d']), roof, vertices.shape)\n", + " # human_entry = convert_entry_to_human_readable(entry)\n", + " # solver = GeomSolver()\n", + " # vertices, edges = solver.solve(entry)\n", + " # z_th = vertices[:,-1].min() - 50\n", + " # roof = (solver.xyz[:,-1] > z_th).sum()\n", + " # print(entry['wf_vertices'].shape, roof//300, len(human_entry['points3d']), roof, vertices.shape)\n", " \n", - " if ki >= 29:\n", + " if ki >= 59:\n", " break\n", "\n", - "human_entry = convert_entry_to_human_readable(entry)\n" + "print(\"Averages\")\n", + "print(np.mean(sc0), np.mean(sc))\n", + "\n", + "human_entry = convert_entry_to_human_readable(entry)\n", + "# 2.4027132137535854 2.025694309556201\n", + "\n", + "# 1.8756494110199882" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, + "id": "a34d0a2b-9986-47cc-8a3f-c15397370c4d", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, "id": "70c53366-f1fe-47d7-b815-1eb2f1431f69", "metadata": {}, "outputs": [], @@ -296,7278 +285,10 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "37303054-12bd-42d1-8767-392713e7aa0b", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - 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", - "text/html": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "print(compute_WED(np.zeros((15,3)),\n", " [(0, 0)],\n",