From bef535e1b2f7aa5fece9b2bcfe8d76ffd8111112 Mon Sep 17 00:00:00 2001 From: Geoffrey Woollard Date: Thu, 19 Sep 2024 18:43:21 -0400 Subject: [PATCH] average point clouds or distances, but does not make sense since order not preserved --- .gitignore | 4 + .../gromov_wasserstein/point_cloud.ipynb | 241364 +++++---------- 2 files changed, 73934 insertions(+), 167434 deletions(-) diff --git a/.gitignore b/.gitignore index 8ddf6bb..44fb7bd 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,7 @@ +# gw +src/cryo_challenge/_map_to_map/gromov_wasserstein/*mp4 +src/cryo_challenge/_map_to_map/gromov_wasserstein/*map + # downloaded data data/dataset_2_submissions data/dataset_1_submissions diff --git a/src/cryo_challenge/_map_to_map/gromov_wasserstein/point_cloud.ipynb b/src/cryo_challenge/_map_to_map/gromov_wasserstein/point_cloud.ipynb index 104986c..97f7c11 100644 --- a/src/cryo_challenge/_map_to_map/gromov_wasserstein/point_cloud.ipynb +++ b/src/cryo_challenge/_map_to_map/gromov_wasserstein/point_cloud.ipynb @@ -25,19 +25,19 @@ "from dask.diagnostics import ProgressBar\n", "\n", "# Initialize a Dask client for parallel computation\n", - "client = Client(n_workers=40)" + "client = Client(n_workers=60)" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 79, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_2281394/1442157500.py:2: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", + "/tmp/ipykernel_3005332/1944644250.py:2: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " submission = torch.load(fname)\n" ] }, @@ -47,7 +47,7 @@ "(torch.Size([80, 128, 128, 128]), 'Mint Chocolate Chip 1')" ] }, - "execution_count": 11, + "execution_count": 79, "metadata": {}, "output_type": "execute_result" } @@ -61,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -70,7 +70,7 @@ "(np.float64(0.050911903381347656), np.int64(106770), 11239424)" ] }, - "execution_count": 12, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, @@ -94,15 +94,15 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 12.4 s, sys: 751 ms, total: 13.1 s\n", - "Wall time: 5.36 s\n" + "CPU times: user 2min, sys: 10min 12s, total: 12min 13s\n", + "Wall time: 13.4 s\n" ] } ], @@ -126,22 +126,22 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 6, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -156,15 +156,15 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 640 ms, sys: 178 ms, total: 818 ms\n", - "Wall time: 714 ms\n" + "CPU times: user 1.58 s, sys: 7.66 s, total: 9.24 s\n", + "Wall time: 173 ms\n" ] } ], @@ -179,22 +179,22 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 9, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -209,7 +209,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -228,23 +228,76 @@ "9\n", "10\n", "11\n", - "12\n" - ] - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "File \u001b[0;32m:12\u001b[0m\n", - "File \u001b[0;32m/mnt/ceph/users/gwoollard/repos/Cryo-EM-Heterogeneity-Challenge-1/src/cryo_challenge/_map_to_map/gromov_wasserstein/point_cloud.py:74\u001b[0m, in \u001b[0;36mTRNPointSampler.sample\u001b[0;34m(self, M)\u001b[0m\n\u001b[1;32m 72\u001b[0m \u001b[38;5;129m@override\u001b[39m\n\u001b[1;32m 73\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21msample\u001b[39m(\u001b[38;5;28mself\u001b[39m, M):\n\u001b[0;32m---> 74\u001b[0m rm0,arr_flat,arr_idx,xyz,coords_1d \u001b[38;5;241m=\u001b[39m \u001b[43mtrn_rm0\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmap_th\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mM\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrandom_seed\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrandom_seed\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 75\u001b[0m l0 \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39ml0_factor \u001b[38;5;241m*\u001b[39m M \n\u001b[1;32m 76\u001b[0m lf \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlf\n", - "File \u001b[0;32m/mnt/ceph/users/gwoollard/repos/Cryo-EM-Heterogeneity-Challenge-1/src/cryo_challenge/_map_to_map/gromov_wasserstein/trn.py:50\u001b[0m, in \u001b[0;36mtrn_rm0\u001b[0;34m(map_3d, M, random_seed)\u001b[0m\n\u001b[1;32m 48\u001b[0m samples_idx \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mrandom\u001b[38;5;241m.\u001b[39mchoice(map_3d_idx,size\u001b[38;5;241m=\u001b[39mM,replace\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,p\u001b[38;5;241m=\u001b[39mmap_3d_flat) \u001b[38;5;66;03m# chosen voxel indeces\u001b[39;00m\n\u001b[1;32m 49\u001b[0m coords_1d \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marange(\u001b[38;5;241m-\u001b[39mN\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m2\u001b[39m,N\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m2\u001b[39m)\n\u001b[0;32m---> 50\u001b[0m xyz \u001b[38;5;241m=\u001b[39m \u001b[43mcoords_n_by_d\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcoords_1d\u001b[49m\u001b[43m,\u001b[49m\u001b[43md\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m3\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 51\u001b[0m rm0 \u001b[38;5;241m=\u001b[39m xyz[samples_idx] \u001b[38;5;66;03m# pick out coordinates that where chosen. note that this assumes map_3d_idx matches with rows of xyz\u001b[39;00m\n\u001b[1;32m 52\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m rm0,map_3d_flat,map_3d_idx,xyz,coords_1d\n", - "File \u001b[0;32m/mnt/ceph/users/gwoollard/repos/Cryo-EM-Heterogeneity-Challenge-1/src/cryo_challenge/_map_to_map/gromov_wasserstein/coords.py:13\u001b[0m, in \u001b[0;36mcoords_n_by_d\u001b[0;34m(coords_1d, N, d)\u001b[0m\n\u001b[1;32m 11\u001b[0m \tX \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mmeshgrid(coords_1d,coords_1d)\n\u001b[1;32m 12\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m d\u001b[38;5;241m==\u001b[39m\u001b[38;5;241m3\u001b[39m:\n\u001b[0;32m---> 13\u001b[0m \tX \u001b[38;5;241m=\u001b[39m \u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmeshgrid\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcoords_1d\u001b[49m\u001b[43m,\u001b[49m\u001b[43mcoords_1d\u001b[49m\u001b[43m,\u001b[49m\u001b[43mcoords_1d\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 14\u001b[0m coords \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mzeros((X[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39msize,d))\n\u001b[1;32m 15\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m di \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(d):\n", - "File \u001b[0;32m~/software/mambaforge/envs/cryo_challenge/lib/python3.11/site-packages/numpy/lib/_function_base_impl.py:5231\u001b[0m, in \u001b[0;36mmeshgrid\u001b[0;34m(copy, sparse, indexing, *xi)\u001b[0m\n\u001b[1;32m 5228\u001b[0m output \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mbroadcast_arrays(\u001b[38;5;241m*\u001b[39moutput, subok\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m 5230\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m copy:\n\u001b[0;32m-> 5231\u001b[0m output \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mtuple\u001b[39m(x\u001b[38;5;241m.\u001b[39mcopy() \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m output)\n\u001b[1;32m 5233\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m output\n", - "File \u001b[0;32m~/software/mambaforge/envs/cryo_challenge/lib/python3.11/site-packages/numpy/lib/_function_base_impl.py:5231\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 5228\u001b[0m output \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mbroadcast_arrays(\u001b[38;5;241m*\u001b[39moutput, subok\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m 5230\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m copy:\n\u001b[0;32m-> 5231\u001b[0m output \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mtuple\u001b[39m(x\u001b[38;5;241m.\u001b[39mcopy() \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m output)\n\u001b[1;32m 5233\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m output\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + "12\n", + "13\n", + "14\n", + "15\n", + "16\n", + "17\n", + "18\n", + "19\n", + "20\n", + "21\n", + "22\n", + "23\n", + "24\n", + "25\n", + 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Completed | 618.08 us" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ ] | 0% Completed | 168.66 ms" ] }, { @@ -309,12 +369,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "[########################################] | 100% Completed | 382.08 s\n" + "[########################################] | 100% Completed | 43.52 s\n" ] } ], "source": [ - "n_points = 1000\n", + "n_points = 100\n", "# 1000 | 7m38s\n", "n_skip = 1\n", "n_structures = 80\n", @@ -347,22 +407,22 @@ }, { "cell_type": "code", - "execution_count": 437, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(435, 2)" + "(45, 2)" ] }, - "execution_count": 437, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "n_points = 30\n", + "n_points = 10\n", "max_dist = 10\n", "\n", "xm, ym = np.meshgrid(\n", @@ -387,7 +447,7 @@ }, { "cell_type": "code", - "execution_count": 438, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -397,7 +457,7 @@ }, { "cell_type": "code", - "execution_count": 439, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -417,22 +477,22 @@ }, { "cell_type": "code", - "execution_count": 440, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 440, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -445,6 +505,92 @@ "plt.scatter(structures[0, :, 0], structures[0, :, 1])" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### rasterize" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "structures_to_idx = structures - noise" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "psize = 3\n", + "integers = (psize * (structures - noise)).round().astype(int)\n", + "dimensions = structures.shape[-1]\n", + "positive_integers = integers - integers.min(1).reshape(-1, 1, dimensions)\n", + "max_idx = positive_integers.max() + 1\n", + "\n", + "rasterized = np.zeros((n_structures, max_idx, max_idx), dtype=bool)\n", + "for idx_structure, structure in enumerate(positive_integers):\n", + " rasterized[idx_structure, structure[:, 0], structure[:, 1]] = True" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "maps_gt_flat = rasterized.reshape(n_structures, 1, max_idx, max_idx).astype(float)" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "1\n", + "2\n", + "3\n", + "4\n", + "5\n", + "6\n", + "7\n", + "8\n", + "9\n", + "10\n", + "CPU times: user 1.43 s, sys: 184 ms, total: 1.61 s\n", + "Wall time: 1.43 s\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "n_points = 300\n", + "# 1000 | 1m45s\n", + "# 300\n", + "n_skip = 1\n", + "n_structures = 11 # len(maps_gt_flat[::n_skip])\n", + "structures = np.empty((len(maps_gt_flat[::n_skip]), n_points, 3))\n", + "method = \"trn\"\n", + "\n", + "for idx in range(n_structures):\n", + " print(idx)\n", + " ps = TRNPointSampler(maps_gt_flat[idx])\n", + " ps.threshold(0)\n", + " ps.sample(n_points)\n", + " structures[idx] = ps.get_points()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -454,93 +600,105 @@ }, { "cell_type": "code", - "execution_count": 441, + "execution_count": 84, + "metadata": {}, + "outputs": [], + "source": [ + "if method == \"toy\":\n", + " dims = [0, 1] # [1,2]\n", + "else:\n", + " dims = [1, 2]" + ] + }, + { + "cell_type": "code", + "execution_count": 88, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Frame 0, idx 0, offsets shape: (870, 2)\n", - "Frame 1, idx 1, offsets shape: (870, 2)\n", - "Frame 2, idx 2, offsets shape: (870, 2)\n", - "Frame 3, idx 3, offsets shape: (870, 2)\n", - "Frame 4, idx 4, offsets shape: (870, 2)\n", - "Frame 5, idx 5, offsets shape: (870, 2)\n", - "Frame 6, idx 6, offsets shape: (870, 2)\n", - "Frame 7, idx 7, offsets shape: (870, 2)\n", - "Frame 8, idx 8, offsets shape: (870, 2)\n", - "Frame 9, idx 9, offsets shape: (870, 2)\n", - "Frame 10, idx 10, offsets shape: (870, 2)\n", - "Frame 11, idx 11, offsets shape: (870, 2)\n", - "Frame 12, idx 12, offsets shape: (870, 2)\n", - "Frame 13, idx 13, offsets shape: (870, 2)\n", - "Frame 14, idx 14, offsets shape: (870, 2)\n", - "Frame 15, idx 15, offsets shape: (870, 2)\n", - "Frame 16, idx 16, offsets shape: (870, 2)\n", - "Frame 17, idx 17, offsets shape: (870, 2)\n", - "Frame 18, idx 18, offsets shape: (870, 2)\n", - "Frame 19, idx 19, offsets shape: (870, 2)\n", - "Frame 20, idx 20, offsets shape: (870, 2)\n", - "Frame 21, idx 21, offsets shape: (870, 2)\n", - "Frame 22, idx 22, offsets shape: (870, 2)\n", - "Frame 23, idx 23, offsets shape: (870, 2)\n", - "Frame 24, idx 24, offsets shape: (870, 2)\n", - "Frame 25, idx 25, offsets shape: (870, 2)\n", - "Frame 26, idx 26, offsets shape: (870, 2)\n", - "Frame 27, idx 27, offsets shape: (870, 2)\n", - "Frame 28, idx 28, offsets shape: (870, 2)\n", - "Frame 29, idx 29, offsets shape: (870, 2)\n", - "Frame 30, idx 30, offsets shape: (870, 2)\n", - "Frame 31, idx 31, offsets shape: (870, 2)\n", - "Frame 32, idx 32, offsets shape: (870, 2)\n", - "Frame 33, idx 33, offsets shape: (870, 2)\n", - "Frame 34, idx 34, offsets shape: (870, 2)\n", - "Frame 35, idx 35, offsets shape: (870, 2)\n", - "Frame 36, idx 36, offsets shape: (870, 2)\n", - "Frame 37, idx 37, offsets shape: (870, 2)\n", - "Frame 38, idx 38, offsets shape: (870, 2)\n", - "Frame 39, idx 39, offsets shape: (870, 2)\n", - "Frame 40, idx 40, offsets shape: (870, 2)\n", - "Frame 41, idx 41, offsets shape: (870, 2)\n", - "Frame 42, idx 42, offsets shape: (870, 2)\n", - "Frame 43, idx 43, offsets shape: (870, 2)\n", - "Frame 44, idx 44, offsets shape: (870, 2)\n", - "Frame 45, idx 45, offsets shape: (870, 2)\n", - "Frame 46, idx 46, offsets shape: (870, 2)\n", - "Frame 47, idx 47, offsets shape: (870, 2)\n", - "Frame 48, idx 48, offsets shape: (870, 2)\n", - "Frame 49, idx 49, offsets shape: (870, 2)\n", - "Frame 50, idx 50, offsets shape: (870, 2)\n", - "Frame 51, idx 51, offsets shape: (870, 2)\n", - "Frame 52, idx 52, offsets shape: (870, 2)\n", - "Frame 53, idx 53, offsets shape: (870, 2)\n", - "Frame 54, idx 54, offsets shape: (870, 2)\n", - "Frame 55, idx 55, offsets shape: (870, 2)\n", - "Frame 56, idx 56, offsets shape: (870, 2)\n", - "Frame 57, idx 57, offsets shape: (870, 2)\n", - "Frame 58, idx 58, offsets shape: (870, 2)\n", - "Frame 59, idx 59, offsets shape: (870, 2)\n", - "Frame 60, idx 60, offsets shape: (870, 2)\n", - "Frame 61, idx 61, offsets shape: (870, 2)\n", - "Frame 62, idx 62, offsets shape: (870, 2)\n", - "Frame 63, idx 63, offsets shape: (870, 2)\n", - "Frame 64, idx 64, offsets shape: (870, 2)\n", - "Frame 65, idx 65, offsets shape: (870, 2)\n", - "Frame 66, idx 66, offsets shape: (870, 2)\n", - "Frame 67, idx 67, offsets shape: (870, 2)\n", - "Frame 68, idx 68, offsets shape: (870, 2)\n", - "Frame 69, idx 69, offsets shape: (870, 2)\n", - "Frame 70, idx 70, offsets shape: (870, 2)\n", - "Frame 71, idx 71, offsets shape: (870, 2)\n", - "Frame 72, idx 72, offsets shape: (870, 2)\n", - "Frame 73, idx 73, offsets shape: (870, 2)\n", - "Frame 74, idx 74, offsets shape: (870, 2)\n", - "Frame 75, idx 75, offsets shape: (870, 2)\n", - "Frame 76, idx 76, offsets shape: (870, 2)\n", - "Frame 77, idx 77, offsets shape: (870, 2)\n", - "Frame 78, idx 78, offsets shape: (870, 2)\n", - "Frame 79, idx 79, offsets shape: (870, 2)\n" + "Frame 0, idx 0, offsets shape: (100, 2)\n", + "Frame 1, idx 1, offsets shape: (100, 2)\n", + "Frame 2, idx 2, offsets shape: (100, 2)\n", + "Frame 3, idx 3, offsets shape: (100, 2)\n", + "Frame 4, idx 4, offsets shape: (100, 2)\n", + "Frame 5, idx 5, offsets shape: (100, 2)\n", + "Frame 6, idx 6, offsets shape: (100, 2)\n", + "Frame 7, idx 7, offsets shape: (100, 2)\n", + "Frame 8, idx 8, offsets shape: (100, 2)\n", + "Frame 9, idx 9, offsets shape: (100, 2)\n", + "Frame 10, idx 10, offsets shape: (100, 2)\n", + "Frame 11, idx 11, offsets shape: (100, 2)\n", + "Frame 12, idx 12, offsets shape: (100, 2)\n", + "Frame 13, idx 13, offsets shape: (100, 2)\n", + "Frame 14, idx 14, offsets shape: (100, 2)\n", + "Frame 15, idx 15, offsets shape: (100, 2)\n", + "Frame 16, idx 16, offsets shape: (100, 2)\n", + "Frame 17, idx 17, offsets shape: (100, 2)\n", + "Frame 18, idx 18, offsets shape: (100, 2)\n", + "Frame 19, idx 19, offsets shape: (100, 2)\n", + "Frame 20, idx 20, offsets shape: (100, 2)\n", + "Frame 21, idx 21, offsets shape: (100, 2)\n", + "Frame 22, idx 22, offsets shape: (100, 2)\n", + "Frame 23, idx 23, offsets shape: (100, 2)\n", + "Frame 24, idx 24, offsets shape: (100, 2)\n", + "Frame 25, idx 25, offsets shape: (100, 2)\n", + "Frame 26, idx 26, offsets shape: (100, 2)\n", + "Frame 27, idx 27, offsets shape: (100, 2)\n", + "Frame 28, idx 28, offsets shape: (100, 2)\n", + "Frame 29, idx 29, offsets shape: (100, 2)\n", + "Frame 30, idx 30, offsets shape: (100, 2)\n", + "Frame 31, idx 31, offsets shape: (100, 2)\n", + "Frame 32, idx 32, offsets shape: (100, 2)\n", + "Frame 33, idx 33, offsets shape: (100, 2)\n", + "Frame 34, idx 34, offsets shape: (100, 2)\n", + "Frame 35, idx 35, offsets shape: (100, 2)\n", + "Frame 36, idx 36, offsets shape: (100, 2)\n", + "Frame 37, idx 37, offsets shape: (100, 2)\n", + "Frame 38, idx 38, offsets shape: (100, 2)\n", + "Frame 39, idx 39, offsets shape: (100, 2)\n", + "Frame 40, idx 40, offsets shape: (100, 2)\n", + "Frame 41, idx 41, offsets shape: (100, 2)\n", + "Frame 42, idx 42, offsets shape: (100, 2)\n", + "Frame 43, idx 43, offsets shape: (100, 2)\n", + "Frame 44, idx 44, offsets shape: (100, 2)\n", + "Frame 45, idx 45, offsets shape: (100, 2)\n", + "Frame 46, idx 46, offsets shape: (100, 2)\n", + "Frame 47, idx 47, offsets shape: (100, 2)\n", + "Frame 48, idx 48, offsets shape: (100, 2)\n", + "Frame 49, idx 49, offsets shape: (100, 2)\n", + "Frame 50, idx 50, offsets shape: (100, 2)\n", + "Frame 51, idx 51, offsets shape: (100, 2)\n", + "Frame 52, idx 52, offsets shape: (100, 2)\n", + "Frame 53, idx 53, offsets shape: (100, 2)\n", + "Frame 54, idx 54, offsets shape: (100, 2)\n", + "Frame 55, idx 55, offsets shape: (100, 2)\n", + "Frame 56, idx 56, offsets shape: (100, 2)\n", + "Frame 57, idx 57, offsets shape: (100, 2)\n", + "Frame 58, idx 58, offsets shape: (100, 2)\n", + "Frame 59, idx 59, offsets shape: (100, 2)\n", + "Frame 60, idx 60, offsets shape: (100, 2)\n", + "Frame 61, idx 61, offsets shape: (100, 2)\n", + "Frame 62, idx 62, offsets shape: (100, 2)\n", + "Frame 63, idx 63, offsets shape: (100, 2)\n", + "Frame 64, idx 64, offsets shape: (100, 2)\n", + "Frame 65, idx 65, offsets shape: (100, 2)\n", + "Frame 66, idx 66, offsets shape: (100, 2)\n", + "Frame 67, idx 67, offsets shape: (100, 2)\n", + "Frame 68, idx 68, offsets shape: (100, 2)\n", + "Frame 69, idx 69, offsets shape: (100, 2)\n", + "Frame 70, idx 70, offsets shape: (100, 2)\n", + "Frame 71, idx 71, offsets shape: (100, 2)\n", + "Frame 72, idx 72, offsets shape: (100, 2)\n", + "Frame 73, idx 73, offsets shape: (100, 2)\n", + "Frame 74, idx 74, offsets shape: (100, 2)\n", + "Frame 75, idx 75, offsets shape: (100, 2)\n", + "Frame 76, idx 76, offsets shape: (100, 2)\n", + "Frame 77, idx 77, offsets shape: (100, 2)\n", + "Frame 78, idx 78, offsets shape: (100, 2)\n", + "Frame 79, idx 79, offsets shape: (100, 2)\n" ] } ], @@ -566,10 +724,14 @@ ")\n", "\n", "# Set axes limits\n", - "# axes.set_ylim(70, 155)\n", - "# axes.set_xlim(55, 170)\n", - "axes.set_ylim(-15, 25)\n", - "axes.set_xlim(-15, 25)\n", + "axes.set_ylim(70, 155)\n", + "axes.set_xlim(55, 170)\n", + "\n", + "# axes.set_ylim(-15, 25)\n", + "# axes.set_xlim(-15, 25)\n", + "\n", + "# axes.set_ylim(-5, 100)\n", + "# axes.set_xlim(-5, 100)\n", "\n", "\n", "def init():\n", @@ -581,7 +743,6 @@ "def update(frame):\n", " \"\"\"Update the scatter plot for each frame.\"\"\"\n", " idx = frame % n_structures\n", - " dims = [0, 1] # [1,2]\n", " offsets = structures[idx][:, dims]\n", " print(f\"Frame {frame}, idx {idx}, offsets shape: {offsets.shape}\")\n", " scatter.set_offsets(offsets)\n", @@ -606,93 +767,99 @@ }, { "cell_type": "code", - "execution_count": 442, + "execution_count": 89, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Frame 0, idx 0, offsets shape: (870, 2)\n", - "Frame 1, idx 1, offsets shape: (870, 2)\n", - "Frame 2, idx 2, offsets shape: (870, 2)\n", - "Frame 3, idx 3, offsets shape: (870, 2)\n", - "Frame 4, idx 4, offsets shape: (870, 2)\n", - "Frame 5, idx 5, offsets shape: (870, 2)\n", - "Frame 6, idx 6, offsets shape: (870, 2)\n", - "Frame 7, idx 7, offsets shape: (870, 2)\n", - "Frame 8, idx 8, offsets shape: (870, 2)\n", - "Frame 9, idx 9, offsets shape: (870, 2)\n", - "Frame 10, idx 10, offsets shape: (870, 2)\n", - "Frame 11, idx 11, offsets shape: (870, 2)\n", - "Frame 12, idx 12, offsets shape: (870, 2)\n", - "Frame 13, idx 13, offsets shape: (870, 2)\n", - "Frame 14, idx 14, offsets shape: (870, 2)\n", - "Frame 15, idx 15, offsets shape: (870, 2)\n", - "Frame 16, idx 16, offsets shape: (870, 2)\n", - "Frame 17, idx 17, offsets shape: (870, 2)\n", - "Frame 18, idx 18, offsets shape: (870, 2)\n", - "Frame 19, idx 19, offsets shape: (870, 2)\n", - "Frame 20, idx 20, offsets shape: (870, 2)\n", - "Frame 21, idx 21, offsets shape: (870, 2)\n", - "Frame 22, idx 22, offsets shape: (870, 2)\n", - "Frame 23, idx 23, offsets shape: (870, 2)\n", - "Frame 24, idx 24, offsets shape: (870, 2)\n", - "Frame 25, idx 25, offsets shape: (870, 2)\n", - "Frame 26, idx 26, offsets shape: (870, 2)\n", - "Frame 27, idx 27, offsets shape: (870, 2)\n", - "Frame 28, idx 28, offsets shape: (870, 2)\n", - "Frame 29, idx 29, offsets shape: (870, 2)\n", - "Frame 30, idx 30, offsets shape: (870, 2)\n", - "Frame 31, idx 31, offsets shape: (870, 2)\n", - "Frame 32, idx 32, offsets shape: (870, 2)\n", - "Frame 33, idx 33, offsets shape: (870, 2)\n", - "Frame 34, idx 34, offsets shape: (870, 2)\n", - "Frame 35, idx 35, offsets shape: (870, 2)\n", - "Frame 36, idx 36, offsets shape: (870, 2)\n", - "Frame 37, idx 37, offsets shape: (870, 2)\n", - "Frame 38, idx 38, offsets shape: (870, 2)\n", - "Frame 39, idx 39, offsets shape: (870, 2)\n", - "Frame 40, idx 40, offsets shape: (870, 2)\n", - "Frame 41, idx 41, offsets shape: (870, 2)\n", - "Frame 42, idx 42, offsets shape: (870, 2)\n", - "Frame 43, idx 43, offsets shape: (870, 2)\n", - "Frame 44, idx 44, offsets shape: (870, 2)\n", - "Frame 45, idx 45, offsets shape: (870, 2)\n", - "Frame 46, idx 46, offsets shape: (870, 2)\n", - "Frame 47, idx 47, offsets shape: (870, 2)\n", - "Frame 48, idx 48, offsets shape: (870, 2)\n", - "Frame 49, idx 49, offsets shape: (870, 2)\n", - "Frame 50, idx 50, offsets shape: (870, 2)\n", - "Frame 51, idx 51, offsets shape: (870, 2)\n", - "Frame 52, idx 52, offsets shape: (870, 2)\n", - "Frame 53, idx 53, offsets shape: (870, 2)\n", - "Frame 54, idx 54, offsets shape: (870, 2)\n", - "Frame 55, idx 55, offsets shape: (870, 2)\n", - "Frame 56, idx 56, offsets shape: (870, 2)\n", - "Frame 57, idx 57, offsets shape: (870, 2)\n", - "Frame 58, idx 58, offsets shape: (870, 2)\n", - "Frame 59, idx 59, offsets shape: (870, 2)\n", - "Frame 60, idx 60, offsets shape: (870, 2)\n", - "Frame 61, idx 61, offsets shape: (870, 2)\n", - "Frame 62, idx 62, offsets shape: (870, 2)\n", - "Frame 63, idx 63, offsets shape: (870, 2)\n", - "Frame 64, idx 64, offsets shape: (870, 2)\n", - "Frame 65, idx 65, offsets shape: (870, 2)\n", - "Frame 66, idx 66, offsets shape: (870, 2)\n", - "Frame 67, idx 67, offsets shape: (870, 2)\n", - "Frame 68, idx 68, offsets shape: (870, 2)\n", - "Frame 69, idx 69, offsets shape: (870, 2)\n", - "Frame 70, idx 70, offsets shape: (870, 2)\n", - "Frame 71, idx 71, offsets shape: (870, 2)\n", - "Frame 72, idx 72, offsets shape: (870, 2)\n", - "Frame 73, idx 73, offsets shape: (870, 2)\n", - "Frame 74, idx 74, offsets shape: (870, 2)\n", - "Frame 75, idx 75, offsets shape: (870, 2)\n", - "Frame 76, idx 76, offsets shape: (870, 2)\n", - "Frame 77, idx 77, offsets shape: (870, 2)\n", - "Frame 78, idx 78, offsets shape: (870, 2)\n", - "Frame 79, idx 79, offsets shape: (870, 2)\n" + "Frame 0, idx 0, offsets shape: (100, 2)\n", + "Frame 1, idx 1, offsets shape: (100, 2)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Frame 2, idx 2, offsets shape: (100, 2)\n", + "Frame 3, idx 3, offsets shape: (100, 2)\n", + "Frame 4, idx 4, offsets shape: (100, 2)\n", + "Frame 5, idx 5, offsets shape: (100, 2)\n", + "Frame 6, idx 6, offsets shape: (100, 2)\n", + "Frame 7, idx 7, offsets shape: (100, 2)\n", + "Frame 8, idx 8, offsets shape: (100, 2)\n", + "Frame 9, idx 9, offsets shape: (100, 2)\n", + "Frame 10, idx 10, offsets shape: (100, 2)\n", + "Frame 11, idx 11, offsets shape: (100, 2)\n", + "Frame 12, idx 12, offsets shape: (100, 2)\n", + "Frame 13, idx 13, offsets shape: (100, 2)\n", + "Frame 14, idx 14, offsets shape: (100, 2)\n", + "Frame 15, idx 15, offsets shape: (100, 2)\n", + "Frame 16, idx 16, offsets shape: (100, 2)\n", + "Frame 17, idx 17, offsets shape: (100, 2)\n", + "Frame 18, idx 18, offsets shape: (100, 2)\n", + "Frame 19, idx 19, offsets shape: (100, 2)\n", + "Frame 20, idx 20, offsets shape: (100, 2)\n", + "Frame 21, idx 21, offsets shape: (100, 2)\n", + "Frame 22, idx 22, offsets shape: (100, 2)\n", + "Frame 23, idx 23, offsets shape: (100, 2)\n", + "Frame 24, idx 24, offsets shape: (100, 2)\n", + "Frame 25, idx 25, offsets shape: (100, 2)\n", + "Frame 26, idx 26, offsets shape: (100, 2)\n", + "Frame 27, idx 27, offsets shape: (100, 2)\n", + "Frame 28, idx 28, offsets shape: (100, 2)\n", + "Frame 29, idx 29, offsets shape: (100, 2)\n", + "Frame 30, idx 30, offsets shape: (100, 2)\n", + "Frame 31, idx 31, offsets shape: (100, 2)\n", + "Frame 32, idx 32, offsets shape: (100, 2)\n", + "Frame 33, idx 33, offsets shape: (100, 2)\n", + "Frame 34, idx 34, offsets shape: (100, 2)\n", + "Frame 35, idx 35, offsets shape: (100, 2)\n", + "Frame 36, idx 36, offsets shape: (100, 2)\n", + "Frame 37, idx 37, offsets shape: (100, 2)\n", + "Frame 38, idx 38, offsets shape: (100, 2)\n", + "Frame 39, idx 39, offsets shape: (100, 2)\n", + "Frame 40, idx 40, offsets shape: (100, 2)\n", + "Frame 41, idx 41, offsets shape: (100, 2)\n", + "Frame 42, idx 42, offsets shape: (100, 2)\n", + "Frame 43, idx 43, offsets shape: (100, 2)\n", + "Frame 44, idx 44, offsets shape: (100, 2)\n", + "Frame 45, idx 45, offsets shape: (100, 2)\n", + "Frame 46, idx 46, offsets shape: (100, 2)\n", + "Frame 47, idx 47, offsets shape: (100, 2)\n", + "Frame 48, idx 48, offsets shape: (100, 2)\n", + "Frame 49, idx 49, offsets shape: (100, 2)\n", + "Frame 50, idx 50, offsets shape: (100, 2)\n", + "Frame 51, idx 51, offsets shape: (100, 2)\n", + "Frame 52, idx 52, offsets shape: (100, 2)\n", + "Frame 53, idx 53, offsets shape: (100, 2)\n", + "Frame 54, idx 54, offsets shape: (100, 2)\n", + "Frame 55, idx 55, offsets shape: (100, 2)\n", + "Frame 56, idx 56, offsets shape: (100, 2)\n", + "Frame 57, idx 57, offsets shape: (100, 2)\n", + "Frame 58, idx 58, offsets shape: (100, 2)\n", + "Frame 59, idx 59, offsets shape: (100, 2)\n", + "Frame 60, idx 60, offsets shape: (100, 2)\n", + "Frame 61, idx 61, offsets shape: (100, 2)\n", + "Frame 62, idx 62, offsets shape: (100, 2)\n", + "Frame 63, idx 63, offsets shape: (100, 2)\n", + "Frame 64, idx 64, offsets shape: (100, 2)\n", + "Frame 65, idx 65, offsets shape: (100, 2)\n", + "Frame 66, idx 66, offsets shape: (100, 2)\n", + "Frame 67, idx 67, offsets shape: (100, 2)\n", + "Frame 68, idx 68, offsets shape: (100, 2)\n", + "Frame 69, idx 69, offsets shape: (100, 2)\n", + "Frame 70, idx 70, offsets shape: (100, 2)\n", + "Frame 71, idx 71, offsets shape: (100, 2)\n", + "Frame 72, idx 72, offsets shape: (100, 2)\n", + "Frame 73, idx 73, offsets shape: (100, 2)\n", + "Frame 74, idx 74, offsets shape: (100, 2)\n", + "Frame 75, idx 75, offsets shape: (100, 2)\n", + "Frame 76, idx 76, offsets shape: (100, 2)\n", + "Frame 77, idx 77, offsets shape: (100, 2)\n", + "Frame 78, idx 78, offsets shape: (100, 2)\n", + "Frame 79, idx 79, offsets shape: (100, 2)\n" ] }, { @@ -883,42 +1050,42 @@ "\n", "\n", "
\n", - " \n", + " \n", "
\n", - " \n", + " oninput=\"anim447e8a7da3b2493fa7d151f302709209.set_frame(parseInt(this.value));\">\n", "
\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", "
\n", - "
\n", - " \n", - " \n", - " Once\n", + " \n", - " \n", - " Loop\n", + " \n", - " \n", + " \n", "
\n", "
\n", "
\n", @@ -928,167389 +1095,73691 @@ " /* Instantiate the Animation class. */\n", " /* The IDs given should match those used in the template above. */\n", " (function() {\n", - " var img_id = \"_anim_imgac4f9076fdb3492e9cb15d81f10dcc2d\";\n", - " var slider_id = \"_anim_sliderac4f9076fdb3492e9cb15d81f10dcc2d\";\n", - " var loop_select_id = \"_anim_loop_selectac4f9076fdb3492e9cb15d81f10dcc2d\";\n", + " var img_id = \"_anim_img447e8a7da3b2493fa7d151f302709209\";\n", + " var slider_id = \"_anim_slider447e8a7da3b2493fa7d151f302709209\";\n", + " var loop_select_id = \"_anim_loop_select447e8a7da3b2493fa7d151f302709209\";\n", " var frames = new Array(80);\n", " \n", " frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA+gAAAH0CAYAAACuKActAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\\n", "bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9h\\\n", - "AAAPYQGoP6dpAAEAAElEQVR4nOzdeXxU9fX4/9fsM5nJZLLvCSEJYd9RwCqrqLgiblVbtdr2o7bV\\\n", - 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above elements are created before\n", " the object is initialized. */\n", " setTimeout(function() {\n", - " animac4f9076fdb3492e9cb15d81f10dcc2d = new Animation(frames, img_id, slider_id, 200.0,\n", + " anim447e8a7da3b2493fa7d151f302709209 = new Animation(frames, img_id, slider_id, 200.0,\n", " loop_select_id);\n", " }, 0);\n", " })()\n", @@ -168320,7 +74789,7 @@ "" ] }, - "execution_count": 442, + "execution_count": 89, "metadata": {}, "output_type": "execute_result" } @@ -168339,7 +74808,7 @@ }, { "cell_type": "code", - "execution_count": 443, + "execution_count": 90, "metadata": {}, "outputs": [], "source": [ @@ -168364,21 +74833,38 @@ "\n", "\n", "# @lru_cache(maxsize=None) # works with scheduler='threads'\n", - "def invarient_self_distance(i):\n", + "def invarient_self_distance(i, n_average_over_sample_noise):\n", + " x = np.zeros((n_points, dimensions))\n", + " if method == \"cvt\":\n", + " Sampler = CVTPointSampler\n", + " elif method == \"trn\":\n", + " Sampler = TRNPointSampler\n", + "\n", + " if method == \"cvt\" or method == \"trn\":\n", + " cvt = Sampler(maps_gt_flat[i].numpy())\n", + " cvt.threshold(thresh)\n", + " for k in range(n_average_over_sample_noise):\n", + " cvt.sample(n_points)\n", + " x += cvt.get_points()\n", + " d = sp.spatial.distance.cdist(x, x)\n", " # ps = TRNPointSampler(maps_gt_flat[i].numpy())\n", " # ps.threshold(1)\n", " # n_points = 1000\n", " # ps.sample(n_points)\n", " # x = ps.get_points()\n", - " x = structures[i, :, [dims[0], dims[1]]].T\n", - " d = sp.spatial.distance.cdist(x, x)\n", + " elif method == \"toy\":\n", + " x = (structures - noise)[i, :, [dims[0], dims[1]]].T\n", + " d = np.zeros((x.shape[0], x.shape[0]))\n", + " for k in range(n_average_over_sample_noise):\n", + " noise_k = np.random.uniform(-1, 1, x.shape) * noise_level\n", + " d += sp.spatial.distance.cdist(x + noise_k, x + noise_k)\n", " d /= d.max()\n", " return d\n", "\n", "\n", - "def gw_distance_wrapper(i, j, **kwargs):\n", - " di = invarient_self_distance(i)\n", - " dj = invarient_self_distance(j)\n", + "def gw_distance_wrapper(i, j, n_average_over_sample_noise, **kwargs):\n", + " di = invarient_self_distance(i, n_average_over_sample_noise)\n", + " dj = invarient_self_distance(j, n_average_over_sample_noise)\n", " return gw_distance(di, dj, **kwargs)\n", "\n", "\n", @@ -168405,7 +74891,7 @@ }, { "cell_type": "code", - "execution_count": 444, + "execution_count": 91, "metadata": {}, "outputs": [ { @@ -168414,18 +74900,25 @@ "text": [ "It. |Loss |Relative loss|Absolute loss\n", "------------------------------------------------\n", - " 0|2.013718e+02|0.000000e+00|0.000000e+00\n", - " 1|1.420565e+02|4.175469e-01|5.931526e+01\n", - " 2|4.076547e-02|3.483726e+03|1.420157e+02\n", - " 3|3.165396e-02|2.878475e-01|9.111511e-03\n", - " 4|3.165396e-02|0.000000e+00|0.000000e+00\n" + " 0|3.761555e+02|0.000000e+00|0.000000e+00\n", + " 1|2.426342e+02|5.502986e-01|1.335213e+02\n", + " 2|1.216956e+02|9.937793e-01|1.209386e+02\n", + " 3|7.817608e+01|5.566863e-01|4.351955e+01\n", + " 4|6.494535e+01|2.037210e-01|1.323073e+01\n", + " 5|5.487792e+01|1.834514e-01|1.006743e+01\n", + " 6|4.782498e+01|1.474740e-01|7.052941e+00\n", + " 7|4.195479e+01|1.399170e-01|5.870187e+00\n", + " 8|3.917780e+01|7.088165e-02|2.776987e+00\n", + " 9|3.719388e+01|5.334001e-02|1.983922e+00\n", + " 10|3.597575e+01|3.385979e-02|1.218131e+00\n", + " 11|3.597575e+01|0.000000e+00|0.000000e+00\n" ] } ], "source": [ "i = 0\n", "j = 10\n", - "dims = [0, 1]\n", + "dims = [1, 2]\n", "dimension = len(dims)\n", "xs = structures[i, :, dims].T\n", "xt = structures[j, :, dims].T\n", @@ -168455,7 +74948,7 @@ }, { "cell_type": "code", - "execution_count": 445, + "execution_count": 92, "metadata": {}, "outputs": [ { @@ -168464,13 +74957,13 @@ "" ] }, - "execution_count": 445, + "execution_count": 92, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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mTRvdc889uueee4JZDwAAgOs5ClAvvPDCJd+fMmWKo2IAAACaA0cBatasWQGvq6qq9M033yg6Olpt27YlQAEAgBbN0bfwvvrqq4CtoqJCn3/+uYYNG8ZN5AAAoMVz/Ft439WjRw9lZ2fXuToFAADQ0gQtQElSRESEjh07FsxdAgAAuI6je6BeffXVgNfGGJWWlmrp0qW64YYbglIYAACAWzkKUD/+8Y8DXns8Hv3whz/Uj370Iz399NPBqAsAAMC1HAWompqaYNcBAADQbAT1HigAAIBw4OgK1Jw5c+o9Nycnx8khAAAAXMtRgNq7d6/27Nmjb7/9Vr169ZIk7du3TxERERo0aFDtPI/HE5wqAQAAXMRRgBo3bpxiY2P1/PPP6wc/+IGkcw/XnDZtmoYPH66HHnooqEU2Bp/PJ5/Pp+rq6lCXAgAAmhmPMcbY/tGVV16pLVu2qG/fvgHjH3/8sTIyMprVs6D8fr/i4+NVXl6uuLi4oO6767zX6owdyr4lqMcAACAcNeb5uz4c3UTu9/t14sSJOuNlZWU6depUg4sCAABwM0cBavz48Zo2bZpeeeUVHTlyREeOHNErr7yi6dOna8KECcGuEQAAwFUc3QO1fPlyzZ07V3fddZeqqqrO7SgyUtOnT9eTTz4Z1AIBAADcxlGAatu2rXJzc/Xkk0/q4MGDMsaoe/fuateuXbDrAwAAcJ0GPUiztLRUpaWl6tmzp9q1aycH96MDAAA0O44C1L/+9S/ddNNN6tmzp8aOHavS0lJJ0owZM5rFIwwAAAAawlGAevDBBxUVFaXi4mK1bdu2dnzixIn6+9//HrTiAAAA3MjRPVBbtmzR5s2b1alTp4DxHj166PDhw0EpDAAAwK0cXYE6ffp0wJWn806ePKmYmJgGFwUAAOBmjgLUiBEj9MILL9S+9ng8qqmp0ZNPPqn09PSgFQcAAOBGjj7Ce/LJJ3XjjTfq/fff19mzZ/XII4/ok08+0Zdffqm333472DUCAAC4iqMrUF6vVx9++KGuvfZajRo1SqdPn9aECRO0d+9eXX311cGuEQAAwFWsr0BVVVUpIyNDK1as0G9/+9vGqAkAAMDVrK9ARUVF6eOPP5bH42mMegAAAFzP0Ud4U6ZM0apVq4JdCwAAQLPg6Cbys2fP6o9//KPy8vI0ePDgOr+Bl5OTE5TiAAAA3MgqQH3xxRfq2rWrPv74Yw0aNEiStG/fvoA5fLQHAABaOqsA1aNHD5WWlmrr1q2Szv10y7PPPqvExMRGKQ4AAMCNrO6BMsYEvH799dd1+vTpoBYEAADgdo5uIj/vu4EKAAAgHFgFKI/HU+ceJ+55AgAA4cbqHihjjO6+++7aHww+c+aMZs6cWedbeBs2bAhehQAAAC5jFaCmTp0a8Pquu+4KajEAAADNgVWAWr16dWPVAQAA0Gw06CZyAACAcESAAgAAsNRiAtQ333yjLl26aO7cuaEuBQAAtHAtJkD9/ve/13XXXRfqMgAAQBhoEQFq//79+uyzzzR27NhQlwIAAMJAyANUfn6+xo0bp6SkJHk8Hm3atKnOnNzcXHXr1k2tW7dWamqqduzYEfD+3LlztXDhwiaqGAAAhLuQB6jTp08rJSVFS5cuveD7a9eu1ezZs/XYY49p7969Gj58uDIzM1VcXCxJ+stf/qKePXuqZ8+eTVk2AAAIY1bPgWoMmZmZyszMvOj7OTk5mj59umbMmCFJWrJkiTZv3qxly5Zp4cKFevfdd/XSSy9p3bp1qqioUFVVleLi4vTrX//6gvurrKxUZWVl7Wu/3x/cBQEAgBYv5FegLuXs2bPavXu3MjIyAsYzMjK0c+dOSdLChQtVUlKiQ4cO6amnntLPf/7zi4an8/Pj4+Nrt+Tk5EZdAwAAaHlcHaBOnjyp6upqJSYmBownJibq+PHjjvb56KOPqry8vHYrKSkJRqkAACCMhPwjvPrweDwBr40xdcYk6e677/7efcXExNT+GDIAAIATrr4ClZCQoIiIiDpXm8rKyupclQIAAGgqrg5Q0dHRSk1NVV5eXsB4Xl6ehg4dGqKqAABAuAv5R3gVFRU6cOBA7euioiIVFBSoffv26ty5s+bMmaPJkydr8ODBGjJkiFauXKni4mLNnDmzQcf1+Xzy+Xyqrq5u6BIAAECY8RhjTCgL2LZtm9LT0+uMT506VWvWrJF07kGaixYtUmlpqfr166fFixdrxIgRQTm+3+9XfHy8ysvLFRcXF5R9ntd13mt1xg5l3xLUYwAAEI4a8/xdHyEPUKFGgAIAoPkJdYBy9T1QAAAAbkSAAgAAsESAAgAAsBS2Acrn88nr9SotLS3UpQAAgGYmbANUVlaWCgsLtWvXrlCXAgAAmpmwDVAAAABOEaAAAAAsEaAAAAAsEaAAAAAsEaAAAAAshW2A4jEGAADAqbANUDzGAAAAOBW2AQoAAMApAhQAAIAlAhQAAIAlAhQAAIAlAhQAAIAlAhQAAIClsA1QPAcKAAA4FbYBiudAAQAAp8I2QAEAADhFgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALAUtgGKB2kCAACnwjZA8SBNAADgVNgGKAAAAKcIUAAAAJYIUAAAAJYIUAAAAJYIUAAAAJYIUAAAAJYIUAAAAJYIUAAAAJYIUAAAAJbCNkDxUy4AAMCpsA1Q/JQLAABwKmwDFAAAgFMEKAAAAEsEKAAAAEsEKAAAAEsEKAAAAEsEKAAAAEsEKAAAAEsEKAAAAEsEKAAAAEsEKAAAAEsEKAAAAEsEKAAAAEthG6B8Pp+8Xq/S0tJCXQoAAGhmwjZAZWVlqbCwULt27Qp1KQAAoJkJ2wAFAADgFAEKAADAEgEKAADAEgEKAADAEgEKAADAEgEKAADAEgEKAADAEgEKAADAEgEKAADAEgEKAADAEgEKAADAEgEKAADAEgEKAADAEgEKAADAEgEKAADAEgEKAADAEgEKAADAEgEKAADAUtgGKJ/PJ6/Xq7S0tFCXAgAAmpmwDVBZWVkqLCzUrl27Ql0KAABoZsI2QAEAADhFgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALBEgAIAALDU7APUqVOnlJaWpoEDB6p///567rnnQl0SAABo4SJDXUBDtW3bVtu3b1fbtm31zTffqF+/fpowYYIuv/zyUJcGAABaqGZ/BSoiIkJt27aVJJ05c0bV1dUyxoS4KgAA0JKFPEDl5+dr3LhxSkpKksfj0aZNm+rMyc3NVbdu3dS6dWulpqZqx44dAe9//fXXSklJUadOnfTII48oISGhiaoHAADhKOQB6vTp00pJSdHSpUsv+P7atWs1e/ZsPfbYY9q7d6+GDx+uzMxMFRcX18657LLL9MEHH6ioqEh//vOfdeLEiaYqHwAAhKGQB6jMzEzNnz9fEyZMuOD7OTk5mj59umbMmKE+ffpoyZIlSk5O1rJly+rMTUxM1IABA5Sfn3/R41VWVsrv9wdsAAAANkIeoC7l7Nmz2r17tzIyMgLGMzIytHPnTknSiRMnakOQ3+9Xfn6+evXqddF9Lly4UPHx8bVbcnJy4y0AAAC0SK4OUCdPnlR1dbUSExMDxhMTE3X8+HFJ0pEjRzRixAilpKRo2LBhuv/++zVgwICL7vPRRx9VeXl57VZSUtKoawAAAC1Ps3iMgcfjCXhtjKkdS01NVUFBQb33FRMTo5iYmGCWBwAAwoyrr0AlJCQoIiKi9mrTeWVlZXWuSgEAADQVVweo6OhopaamKi8vL2A8Ly9PQ4cODVFVAAAg3IX8I7yKigodOHCg9nVRUZEKCgrUvn17de7cWXPmzNHkyZM1ePBgDRkyRCtXrlRxcbFmzpzZoOP6fD75fD5VV1c3dAkAACDMeEyIH9u9bds2paen1xmfOnWq1qxZI+ncgzQXLVqk0tJS9evXT4sXL9aIESOCcny/36/4+HiVl5crLi4uKPs8r+u81+qMHcq+JajHAADATb577mus815jnr/rI+RXoG688cbv/emV++67T/fdd18TVQQAAHBprr4HCgAAwI0IUAAAAJYIUAAAAJbCNkD5fD55vV6lpaWFuhQAANDMhG2AysrKUmFhoXbt2hXqUgAAQDMTtgEKAADAKQIUAACAJQIUAACAJQIUAACApbANUHwLDwAAOBW2AYpv4QEAAKfCNkABAAA4RYACAACwRIACAACwFBnqAkLNGCNJ8vv9Qd93TeU3dcYa4zgAALjFd899jXXeO7/f8+fxpuYxoTqySxw5ckTJycmhLgMAADhQUlKiTp06Nflxwz5A1dTU6NixY4qNjZXH4wnafv1+v5KTk1VSUqK4uLig7Tcc0Dtn6Jtz9M4Z+uYMfXPuf3sXGxurU6dOKSkpSa1aNf0dSWH/EV6rVq0aNbnGxcXxD8QheucMfXOO3jlD35yhb86d7118fHzIauAmcgAAAEsEKAAAAEsEqEYSExOjxx9/XDExMaEupdmhd87QN+fonTP0zRn65pybehf2N5EDAADY4goUAACAJQIUAACAJQIUAACAJQIUAACAJQLUf+Tm5qpbt25q3bq1UlNTtWPHjkvO3759u1JTU9W6dWtdddVVWr58eZ0569evl9frVUxMjLxerzZu3Gh9XGOMfvOb3ygpKUlt2rTRjTfeqE8++aRhiw0iN/atqqpKv/jFL9S/f3+1a9dOSUlJmjJlio4dO9bwBQeRG3v3Xffee688Ho+WLFlivb7G4ua+ffrpp7rtttsUHx+v2NhYXX/99SouLna+2CBza+8qKip0//33q1OnTmrTpo369OmjZcuWNWyxQRSKvuXn52vcuHFKSkqSx+PRpk2b6uyD84N934J6fjAwL730komKijLPPfecKSwsNLNmzTLt2rUzhw8fvuD8L774wrRt29bMmjXLFBYWmueee85ERUWZV155pXbOzp07TUREhFmwYIH59NNPzYIFC0xkZKR59913rY6bnZ1tYmNjzfr1681HH31kJk6caK644grj9/sbryH15Na+ff311+bmm282a9euNZ999pl55513zHXXXWdSU1MbtyEW3Nq7/7Vx40aTkpJikpKSzOLFi4PeAyfc3LcDBw6Y9u3bm4cfftjs2bPHHDx40Pz1r381J06caLyGWHBz72bMmGGuvvpqs3XrVlNUVGRWrFhhIiIizKZNmxqvIfUUqr797W9/M4899phZv369kWQ2btxY51icH+z7FszzAwHKGHPttdeamTNnBoz17t3bzJs374LzH3nkEdO7d++AsXvvvddcf/31ta/vuOMOM2bMmIA5o0ePNpMmTar3cWtqakzHjh1NdnZ27ftnzpwx8fHxZvny5RYrbBxu7duFvPfee0bSRf/xNjW39+7IkSPmyiuvNB9//LHp0qWLawKUm/s2ceJEc9ddd9ktqAm5uXd9+/Y1v/vd7wLmDBo0yPzqV7+qx8oaV6j69r8uFAQ4P5xj27cLcXp+CPuP8M6ePavdu3crIyMjYDwjI0M7d+684N+88847deaPHj1a77//vqqqqi455/w+63PcoqIiHT9+PGBOTEyMRo4cedHamoqb+3Yh5eXl8ng8uuyyy+q1vsbk9t7V1NRo8uTJevjhh9W3b19ni2wEbu5bTU2NXnvtNfXs2VOjR49Whw4ddN11113wY5dQcHPvJGnYsGF69dVXdfToURljtHXrVu3bt0+jR492tuAgCVXf6oPzw3/nNHS9Ts8PYR+gTp48qerqaiUmJgaMJyYm6vjx4xf8m+PHj19w/rfffquTJ09ecs75fdbnuOf/06a2puLmvn3XmTNnNG/ePN15552u+OFOt/fuiSeeUGRkpB544AFnC2wkbu5bWVmZKioqlJ2drTFjxmjLli0aP368JkyYoO3btztfdJC4uXeS9Oyzz8rr9apTp06Kjo7WmDFjlJubq2HDhjlbcJCEqm/1wfnh+/dZHw05P0Q6PmoL4/F4Al4bY+qMfd/8747XZ5/BmhMqbu6bdO6GwUmTJqmmpka5ubmXWEnTc2Pvdu/erWeeeUZ79uxxzf/GvsuNfaupqZEk3X777XrwwQclSQMHDtTOnTu1fPlyjRw58nvX1RTc2DvpXIB699139eqrr6pLly7Kz8/XfffdpyuuuEI333xzPVbWuELVt8aorSm5uW9Sw88PYX8FKiEhQREREXUSbFlZWZ2ke17Hjh0vOD8yMlKXX375Jeec32d9jtuxY0dJsqqtqbi5b+dVVVXpjjvuUFFRkfLy8lxx9Ulyd+927NihsrIyde7cWZGRkYqMjNThw4f10EMPqWvXro7XHAxu7ltCQoIiIyPl9XoD5vTp08cV38Jzc+/+/e9/65e//KVycnI0btw4DRgwQPfff78mTpyop556yvmigyBUfasPzg/fv89LCcb5IewDVHR0tFJTU5WXlxcwnpeXp6FDh17wb4YMGVJn/pYtWzR48GBFRUVdcs75fdbnuN26dVPHjh0D5pw9e1bbt2+/aG1Nxc19k/77j2P//v164403av8BuoGbezd58mR9+OGHKigoqN2SkpL08MMPa/Pmzc4XHQRu7lt0dLTS0tL0+eefB8zZt2+funTpYrnS4HNz76qqqlRVVaVWrQJPRxEREbVX9kIlVH2rD84P/51ju96gnR+sbjlvoc5/3XLVqlWmsLDQzJ4927Rr184cOnTIGGPMvHnzzOTJk2vnn/+65YMPPmgKCwvNqlWr6nzd8u233zYREREmOzvbfPrppyY7O/uiX++92HGNOfc11fj4eLNhwwbz0UcfmZ/+9Keu+5qq2/pWVVVlbrvtNtOpUydTUFBgSktLa7fKysom6s6lubV3F+Kmb+G5uW8bNmwwUVFRZuXKlWb//v3mD3/4g4mIiDA7duxogs58Pzf3buTIkaZv375m69at5osvvjCrV682rVu3Nrm5uU3QmUsLVd9OnTpl9u7da/bu3WskmZycHLN37946j7nh/GDXt2CeHwhQ/+Hz+UyXLl1MdHS0GTRokNm+fXvte1OnTjUjR44MmL9t2zZzzTXXmOjoaNO1a1ezbNmyOvtct26d6dWrl4mKijK9e/c269evtzquMee+qvr444+bjh07mpiYGDNixAjz0UcfBWfRQeDGvhUVFRlJF9y2bt0atLU3lBt7dyFuClDGuLtvq1atMt27dzetW7c2KSkprniO0f9ya+9KS0vN3XffbZKSkkzr1q1Nr169zNNPP21qamqCs/AGCkXftm7desH/D5s6dWrtHM4P9n0L5vnBY8x/7tICAABAvYT9PVAAAAC2CFAAAACWCFAAAACWCFAAAACWCFAAAACWCFAAAACWCFAAAACWCFAAAACWCFAAAACWCFAAAACWCFAAAACWCFAAAACW/h+oPdRQ1tGYxQAAAABJRU5ErkJggg==", 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", 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" ] @@ -168485,22 +74978,22 @@ }, { "cell_type": "code", - "execution_count": 446, + "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'method=toy \\n between frames (0, 10) \\n n_points=870 \\n noise_level=0.03 \\n gw_distance_function=gromov_wasserstein2 \\n epsilon=None')" + "Text(0.5, 1.0, 'method=cvt \\n between frames (0, 10) \\n n_points=100 \\n noise_level=0.03 \\n gw_distance_function=gromov_wasserstein2 \\n epsilon=None')" ] }, - "execution_count": 446, + "execution_count": 93, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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" ] @@ -168542,22 +75035,22 @@ }, { "cell_type": "code", - "execution_count": 447, + "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'Transport plan \\n method=toy \\n between frames (0, 10) \\n noise_level=0.03 \\n gw_distance_function=gromov_wasserstein2 \\n epsilon=None')" + "Text(0.5, 1.0, 'Transport plan \\n method=cvt \\n between frames (0, 10) \\n noise_level=0.03 \\n gw_distance_function=gromov_wasserstein2 \\n epsilon=None')" ] }, - "execution_count": 447, + "execution_count": 94, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -168576,14 +75069,14 @@ }, { "cell_type": "code", - "execution_count": 448, + "execution_count": 86, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "453 ms ± 34.4 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + "6.94 ms ± 30.8 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], @@ -168597,30 +75090,34 @@ }, { "cell_type": "code", - "execution_count": 449, + "execution_count": 96, "metadata": {}, "outputs": [], "source": [ + "n_average_over_sample_noise = 1\n", + "# epsilon = 10\n", + "tol = 1e-11\n", + "# solver='PGA'\n", + "max_iter = 1000\n", + "symmetric = True\n", + "verbose = False\n", + "loss_fun = \"square_loss\"\n", + "\n", + "\n", "def get_distance_matrix_dask(structures, distance_function):\n", " n = len(structures)\n", " distance_matrix = np.zeros((n, n))\n", "\n", " # Create a list to hold the delayed computations\n", " tasks = []\n", - " # epsilon = 10\n", - " tol = 1e-11\n", - " # solver='PGA'\n", - " max_iter = 1000\n", - " symmetric = True\n", - " verbose = False\n", - " loss_fun = \"square_loss\"\n", - " # epsilon=30\n", + "\n", " for i in range(n):\n", " for j in range(i + 1, n):\n", " # Use dask.delayed to delay the computation\n", " task = delayed(distance_function)(\n", " i,\n", " j,\n", + " n_average_over_sample_noise=n_average_over_sample_noise,\n", " loss_fun=loss_fun,\n", " tol=tol,\n", " symmetric=symmetric,\n", @@ -168642,29 +75139,14 @@ }, { "cell_type": "code", - "execution_count": 450, + "execution_count": 97, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[ ] | 0% Completed | 210.66 us" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/mnt/home/gwoollard/software/mambaforge/envs/cryo_challenge/lib/python3.11/site-packages/dask/base.py:1101: UserWarning: Running on a single-machine scheduler when a distributed client is active might lead to unexpected results.\n", - " warnings.warn(\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[########################################] | 100% Completed | 98.61 s\n" + "[########################################] | 100% Completed | 21.28 s\n" ] } ], @@ -168686,22 +75168,22 @@ }, { "cell_type": "code", - "execution_count": 451, + "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'point fitting method = toy \\n n_points = 870 \\n dimension = 2 \\n gw_distance_method: gromov_wasserstein2\\n symmetric = True \\n loss_fun = square_loss \\n tol = 1e-11 \\n max_iter = 1000 \\n marginal_loss = True \\n noise_level = 0.03 \\n epsilon = None')" + "Text(0.5, 1.0, 'point fitting method = toy \\n n_points = 90 \\n dimension = 2 \\n gw_distance_method: gromov_wasserstein2\\n symmetric = True \\n loss_fun = square_loss \\n tol = 1e-11 \\n max_iter = 1000 \\n marginal_loss = True \\n noise_level = 0.3 \\n epsilon = None, \\n n_average_over_sample_noise=1')" ] }, - "execution_count": 451, + "execution_count": 98, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -168723,10 +75205,24 @@ " f\"point fitting method = {method} \\n n_points = {len(adjacency_matrix)} \\n dimension = {dimension} \\n gw_distance_method: {gw_distance_function}\"\n", " +\n", " # \\n epsilon regularization = {epsilon}\n", - " f\"\\n symmetric = {symmetric} \\n loss_fun = {loss_fun} \\n tol = {tol} \\n max_iter = {max_iter} \\n marginal_loss = {marginal_loss} \\n noise_level = {noise_level} \\n epsilon = {epsilon}\"\n", + " f\"\\n symmetric = {symmetric} \\n loss_fun = {loss_fun} \\n tol = {tol} \\n max_iter = {max_iter} \\n marginal_loss = {marginal_loss} \\n noise_level = {noise_level} \\n epsilon = {epsilon}, \\n n_average_over_sample_noise={n_average_over_sample_noise}\"\n", ")" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null,