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": "3195a193cb8d45508bb45670275492d1", + "model_id": "b326b2c344b74917a476ffcaa18b0565", "version_major": 2, "version_minor": 0 }, @@ -172,41 +172,76 @@ "id": "972e22e0-ff0f-47a2-b99e-d1dd9f319d0d", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import itertools \n", + "\n" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "88f4fc8f-efa9-404b-9073-c7d4a73f9075", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[autoreload of geom_solver failed: Traceback (most recent call last):\n", + " File \"/local/home/denysr/anaconda3/envs/pytorch3d/lib/python3.9/site-packages/IPython/extensions/autoreload.py\", line 276, in check\n", + " superreload(m, reload, self.old_objects)\n", + " File \"/local/home/denysr/anaconda3/envs/pytorch3d/lib/python3.9/site-packages/IPython/extensions/autoreload.py\", line 475, in superreload\n", + " module = reload(module)\n", + " File \"/local/home/denysr/anaconda3/envs/pytorch3d/lib/python3.9/importlib/__init__.py\", line 169, in reload\n", + " _bootstrap._exec(spec, module)\n", + " File \"\", line 613, in _exec\n", + " File \"\", line 846, in exec_module\n", + " File \"\", line 983, in get_code\n", + " File \"\", line 913, in source_to_code\n", + " File \"\", line 228, in _call_with_frames_removed\n", + " File \"/local/home/denysr/src/DRAK/geom_solver.py\", line 23\n", + " \t vertices_new = vertices.mean(0)[None].repeat(nverts, axis=0)\n", + " \t ^\n", + "IndentationError: unindent does not match any outer indentation level\n", + "]\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "2.4183324229440974 1.9299500599980244\n", - "1.9395643500589714 2.0236575080719104\n", - "2.815541573372287 2.025451371291628\n", - 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+ "2.2994303422101536 2.2261780468037515\n", + "1.5976115560610675 1.6635009240983105\n", + "1.8492345282638551 1.8154885350210161\n", + "1.4122192669731761 1.6075314334284299\n", + "1.6917171249372092 2.059612285543195\n", + "Averages\n", + "1.6418044746365352 1.885383956643261\n" ] } ], @@ -231,9 +266,14 @@ " # continue\n", " solver = GeomSolver()\n", " vertices, edges = solver.solve(entry)\n", + "\n", + " nverts = entry['wf_vertices'].shape[0]\n", + " nverts = vertices.shape[0]\n", + " all_verts = list(range(nverts))\n", + " c = list(itertools.product(all_verts, all_verts))\n", " \n", - " scores0 = (compute_WED(np.zeros((entry['wf_vertices'].shape[0],3)),\n", - " [(0, 0)],\n", + " scores0 = (compute_WED(np.zeros((nverts,3)),\n", + " c,\n", " np.array(entry['wf_vertices']),\n", " np.array(entry['wf_edges'])))\n", "\n", @@ -310,13 +350,7158 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "37303054-12bd-42d1-8767-392713e7aa0b", + "execution_count": 14, + "id": 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", + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(compute_WED(np.zeros((18,3)),\n", + " c,\n", " np.array(entry['wf_vertices']),\n", " np.array(entry['wf_edges'])))\n", "\n",