diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..268f9a7 --- /dev/null +++ b/.gitignore @@ -0,0 +1 @@ +moodys-venv \ No newline at end of file diff --git a/betti_numbers_alldata.npy b/betti_numbers_alldata.npy new file mode 100644 index 0000000..a0f2360 Binary files /dev/null and b/betti_numbers_alldata.npy differ diff --git a/betti_numbers_classical.npy b/betti_numbers_classical.npy new file mode 100644 index 0000000..a0f2360 Binary files /dev/null and b/betti_numbers_classical.npy differ diff --git a/betti_vqd.npy b/betti_vqd.npy new file mode 100644 index 0000000..fb15e0b Binary files /dev/null and b/betti_vqd.npy differ diff --git a/classic_test.png b/classic_test.png new file mode 100644 index 0000000..091b981 Binary files /dev/null and b/classic_test.png differ diff --git a/moodys_challenge.ipynb b/moodys_challenge.ipynb index 7ee0e87..644a580 100644 --- a/moodys_challenge.ipynb +++ b/moodys_challenge.ipynb @@ -161,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "4ec880cd", "metadata": {}, "outputs": [], @@ -169,7 +169,22 @@ "import pandas as pd\n", "import numpy as np\n", "\n", - "time_series = np.log(pd.read_csv(\"SP500.csv\", header=None).to_numpy().squeeze())" + "time_series = np.log(pd.read_csv(\"SP500.csv\", header=None).to_numpy().squeeze())\n", + "# time_series = np.log(pd.read_csv(\"sp500.csv\", header=None, usecols=[1]).to_numpy().squeeze())" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b8ec0241", + "metadata": {}, + "outputs": [], + "source": [ + "N = 4 # dimension of vectors\n", + "d = 5 # time delay\n", + "w = 5 # window size\n", + "epsilon = [0.1, 0.2, 0.3, 0.4] # resolution threshold\n", + "q = 3 # number of precision qubits" ] }, { @@ -209,12 +224,288 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "7b701be6", "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[7.13389833 7.14663437 7.15787955 7.15000317 7.15460754 7.17081353\n", + " 7.1664011 7.15850232 7.15946102 7.16732333 7.16110014 7.14610857\n", + " 7.14739207 7.14883305 7.15964177 7.15205153 7.14628387 7.15252724\n", + " 7.16494271 7.16181205 7.16068091 7.14995608 7.1324017 7.11748932\n", + " 7.14356823 7.1275111 7.11751162 7.11588874 7.12676429 7.1003324\n", + " 7.083176 7.07167947 7.07524869 7.13058478 7.11353698 7.09150706\n", + " 7.07971711 7.09110755 7.09088068 7.04975602 7.04385182 7.05262589\n", + " 7.033771 7.02098128 6.96319235 6.94063381 6.89343574 6.86238651\n", + " 6.78607058 6.87410801 6.92364831 6.85162134 6.82220011 6.84764428\n", + " 6.87451644 6.87316383 6.81779775 6.80058479 6.7681397 6.75974239\n", + " 6.80223086 6.84576817 6.8574904 6.86967691 6.8744389 6.90109565\n", + " 6.8813343 6.82972617 6.82546547 6.83743206 6.80419869 6.76743518\n", + " 6.77423817 6.78875494 6.75812644 6.74558041 6.7259366 6.65814903\n", + " 6.65470005 6.72647918 6.75396287 6.76198067 6.79041496]\n" + ] + }, + { + "data": { + "text/plain": [ + "(83,)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# what is K????\n", + "\n", + "# write your code here\n", + "\n", + "print(time_series)\n", + "time_series.shape" + ] + }, + { + "cell_type": "markdown", + "id": "2a37e042", + "metadata": {}, + "source": [ + "Apply Taken's Theorem" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "895cc6c0", + "metadata": {}, "outputs": [], "source": [ - "# write your code here" + "def apply_taken_theorem(input_data, n=N, d=d):\n", + " res_datapoints = []\n", + " L = np.shape(input_data)[0]\n", + " for res_datapoint_starting_idx in range(int((L - 1) - (n - 1) * d) + 1):\n", + " tekin_datapoint = []\n", + " for tekin_offset_idx in range(0, (n - 1) * d + 1, d):\n", + " tekin_idx = res_datapoint_starting_idx + tekin_offset_idx\n", + " if (tekin_idx >= 0) and (tekin_idx <= L - 1):\n", + " # print(f\"tekin_idx: {tekin_idx}\")\n", + " tekin_datapoint.append(input_data[tekin_idx])\n", + " res_datapoints.append(tekin_datapoint)\n", + " return np.array(res_datapoints)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "f99f2514", + "metadata": {}, + "outputs": [], + "source": [ + "tekin_applied_datapoints = apply_taken_theorem(time_series)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "6869770f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(68, 4)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tekin_applied_datapoints.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "8f4d39b3", + "metadata": {}, + "outputs": [], + "source": [ + "def create_time_series_sliding(input_data, w=w):\n", + " time_series_data = []\n", + " for t in range(input_data.shape[0] - w + 1):\n", + " sliding_window_pt = input_data[t:t + w]\n", + " time_series_data.append(np.array(sliding_window_pt))\n", + " return np.array(time_series_data)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9df155e6", + "metadata": {}, + "outputs": [], + "source": [ + "time_series_sliding = create_time_series_sliding(tekin_applied_datapoints)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "0fdce6a0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(64, 5, 4)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "time_series_sliding.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "2720f9ee", + "metadata": {}, + "outputs": [], + "source": [ + "import gtda.time_series\n", + "given_taken_embedding = gtda.time_series.TakensEmbedding(time_delay = d, dimension = N, stride = 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "8907e2a0", + "metadata": {}, + "outputs": [], + "source": [ + "sliding_window = gtda.time_series.SlidingWindow(size=w, stride=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "451f69b5", + "metadata": {}, + "outputs": [], + "source": [ + "data_taken_embedding = given_taken_embedding.fit_transform(time_series.reshape(1, -1))" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "3e787d3d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1, 68, 4)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_taken_embedding.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "7f9ceebb", + "metadata": {}, + "outputs": [], + "source": [ + "data_taken_embedding = data_taken_embedding[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "8f960e9c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(68, 4)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_taken_embedding.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "2ab61aa2", + "metadata": {}, + "outputs": [], + "source": [ + "window_embedding = sliding_window.fit_transform(data_taken_embedding)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "502da9c6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(64, 5, 4)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "window_embedding.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "479473d6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True\n" + ] + } + ], + "source": [ + "print(np.array_equal(time_series_sliding, window_embedding))" ] }, { @@ -273,12 +564,135 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, + "id": "2275b349", + "metadata": {}, + "outputs": [], + "source": [ + "import gudhi" + ] + }, + { + "cell_type": "code", + "execution_count": 20, "id": "026d6b61", "metadata": {}, "outputs": [], "source": [ - "# write your code here" + "# write your code here\n", + "def create_simplicial_simplex(time_series_data, epsilon=epsilon[0], n=N):\n", + " simplex_trees = []\n", + " # TODO: check this via the documentation\n", + " for time_window in time_series_data:\n", + " rips_complex = gudhi.RipsComplex(points=time_window, max_edge_length=epsilon)\n", + " simplex_tree = rips_complex.create_simplex_tree(max_dimension=n)\n", + " simplex_trees.append(simplex_tree)\n", + " return np.array(simplex_trees)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "f9bba7f1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(64, 5, 4)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "time_series_sliding.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "e67cc9d1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(64,)" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "simplex_tree_k = create_simplicial_simplex(time_series_sliding, epsilon=epsilon[0], n=N)\n", + "simplex_tree_k.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6610990e", + "metadata": {}, + "outputs": [], + "source": [ + "# Compute persistence for each simplex tree and then calculate Betti numbers\n", + "for simplex_tree in simplex_tree_k:\n", + " simplex_tree.compute_persistence()\n", + "\n", + "# Now you can call betti_numbers() on each simplex tree\n", + "betti_numbers_list = [simplex_tree.betti_numbers() for simplex_tree in simplex_tree_k]\n", + "\n", + "print(betti_numbers_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "2ee98440", + "metadata": {}, + "outputs": [], + "source": [ + "max_length_classical = max(len(sublist) for sublist in betti_numbers_list)\n", + "betti_numbers_all_classical = np.empty((window_embedding.shape[0],N+1))\n", + "betti_numbers_all_classical = np.array([sublist + [0] * (max_length_classical - len(sublist)) \n", + " for sublist in betti_numbers_list])" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "32c4c556", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(64, 4)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "betti_numbers_all_classical.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "42c5cc16", + "metadata": {}, + "outputs": [], + "source": [ + "np.save(\"betti_numbers_classical.npy\", betti_numbers_all_classical)" ] }, { @@ -337,12 +751,269 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "246e41ce", + "execution_count": 27, + "id": "09c1e6dd", "metadata": {}, "outputs": [], "source": [ - "# write your code here" + "# chatgpt\n", + "# this one is to convert the simplex tree to a nested list\n", + "def convert_gudhi_simplex_tree(simplex_tree):\n", + " \"\"\"\n", + " Convert a GUDHI SimplexTree into a nested list format.\n", + " \n", + " Parameters:\n", + " simplex_tree: A GUDHI SimplexTree object that has been built (e.g., from Rips complex).\n", + " \n", + " Returns:\n", + " A list of lists where the i-th element is a list of all i-simplices.\n", + " Each simplex is represented as a sorted list of vertices.\n", + " \n", + " For example:\n", + " [\n", + " [[1], [2], [3], [4], [5]], # 0-simplices\n", + " [[1, 2], [1, 3], [2, 3], [3, 4], [3, 5], [4, 5]], # 1-simplices\n", + " [[1, 2, 3]] # 2-simplices\n", + " ]\n", + " \"\"\"\n", + " # Get all simplices along with their filtration values.\n", + " # The result is a list of tuples: (simplex, filtration_value)\n", + " simplices_with_filtration = simplex_tree.get_filtration()\n", + " \n", + " # We'll group simplices by their dimension.\n", + " simplex_dict = {} # keys: dimension, value: list of simplices\n", + " \n", + " for simplex, _ in simplices_with_filtration:\n", + " # In GUDHI, a simplex is typically returned as a tuple of vertices.\n", + " # Its dimension is len(simplex) - 1.\n", + " dim = len(simplex) - 1\n", + " # Ensure the simplex is in sorted order.\n", + " simplex_sorted = sorted(simplex)\n", + " if dim not in simplex_dict:\n", + " simplex_dict[dim] = []\n", + " simplex_dict[dim].append(simplex_sorted)\n", + "\n", + " for dim in simplex_dict:\n", + " simplex_dict[dim].sort(key=lambda s: tuple(s))\n", + " \n", + " # Now, we convert the dictionary to a list of lists.\n", + " # Determine the maximum dimension present.\n", + " max_dim = max(simplex_dict.keys())\n", + " # Create a list for each dimension from 0 to max_dim.\n", + " nested_list = [simplex_dict.get(dim, []) for dim in range(max_dim + 1)]\n", + " \n", + " return nested_list" + ] + }, + { + "cell_type": "markdown", + "id": "91d673f1", + "metadata": {}, + "source": [ + "This is from the example" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "b462f9f7", + "metadata": {}, + "outputs": [], + "source": [ + "test_simplex_tree_list = [[[1], [2], [3], [4], [5]],[[1, 2], [1, 3], [2, 3], [3, 4], [3, 5], [4, 5]], [[1, 2, 3]]]" + ] + }, + { + "cell_type": "markdown", + "id": "01997125", + "metadata": {}, + "source": [ + "This function is to calculate all the possible boundary operators of each simplex tree" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "117e9cc4", + "metadata": {}, + "outputs": [], + "source": [ + "#joe's codes\n", + "\n", + "def joe_make_boundary_operator(simplex_tree):\n", + " max_dim = len(simplex_tree) - 1 # Max dimension in the simplex tree\n", + " boundary_operators = []\n", + " \n", + " for dim in range(1, max_dim + 1):\n", + " simplices = simplex_tree[dim] # Simplices of current dimension\n", + " lower_simplices = simplex_tree[dim - 1] # Simplices of lower dimension\n", + " \n", + " row_count = len(lower_simplices)\n", + " col_count = len(simplices)\n", + " boundary_matrix = np.zeros((row_count, col_count)) # Ensure integer output\n", + " \n", + " for j, simplex in enumerate(simplices): # Iterate over higher-dim simplices\n", + " for i, face in enumerate(lower_simplices): # Iterate over lower-dim simplices\n", + " if set(face).issubset(set(simplex)):\n", + " missing_vertex = list(set(simplex) - set(face))[0] # Find the missing vertex\n", + " sign = (-1) ** simplex.index(missing_vertex) # Compute sign based on position of missing vertex\n", + " boundary_matrix[i, j] = sign\n", + " \n", + " boundary_operators.append(boundary_matrix) # Convert to list for expected output\n", + " \n", + " return boundary_operators\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "06e9004b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[array([[-1., -1., 0., 0., 0., 0.],\n", + " [ 1., 0., -1., 0., 0., 0.],\n", + " [ 0., 1., 1., -1., -1., 0.],\n", + " [ 0., 0., 0., 1., 0., -1.],\n", + " [ 0., 0., 0., 0., 1., 1.]]), array([[ 1.],\n", + " [-1.],\n", + " [ 1.],\n", + " [ 0.],\n", + " [ 0.],\n", + " [ 0.]])]\n" + ] + } + ], + "source": [ + "print(joe_make_boundary_operator(test_simplex_tree_list))" + ] + }, + { + "cell_type": "markdown", + "id": "fb0b7be6", + "metadata": {}, + "source": [ + "Make a list of 64 simplex trees in the form of nested list\n", + "\n", + "Get_Boundary_Operators(index) -- use to get the list boundary operators of a simplex tree (ascending order, ignoring $\\partial_0$) $\\partial_1 \\rightarrow \\partial_n$ " + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "d2e8ee99", + "metadata": {}, + "outputs": [], + "source": [ + "ListOf_simplex_tree = []\n", + "for simplex_tree in simplex_tree_k:\n", + " simplex_tree_list = convert_gudhi_simplex_tree(simplex_tree)\n", + " ListOf_simplex_tree.append(simplex_tree_list)\n", + "\n", + "def Get_Boundary_Operators(index, verbal=True):\n", + " boundary_operators = joe_make_boundary_operator(ListOf_simplex_tree[index])\n", + " if verbal:\n", + " print(f\"Boundary Operators for Simplex Tree {index}: \\n\")\n", + " for i, matrix in enumerate(boundary_operators):\n", + " print(f\"Boundary Operator {i + 1}:\")\n", + " print(matrix)\n", + " return boundary_operators" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "9cafb97a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Boundary Operators for Simplex Tree 0: \n", + "\n", + "Boundary Operator 1:\n", + "[[-1. -1. -1. -1. 0. 0. 0. 0. 0. 0.]\n", + " [ 1. 0. 0. 0. -1. -1. -1. 0. 0. 0.]\n", + " [ 0. 1. 0. 0. 1. 0. 0. -1. -1. 0.]\n", + " [ 0. 0. 1. 0. 0. 1. 0. 1. 0. -1.]\n", + " [ 0. 0. 0. 1. 0. 0. 1. 0. 1. 1.]]\n", + "Boundary Operator 2:\n", + "[[ 1. 1. 1. 0. 0. 0. 0. 0. 0. 0.]\n", + " [-1. 0. 0. 1. 1. 0. 0. 0. 0. 0.]\n", + " [ 0. -1. 0. -1. 0. 1. 0. 0. 0. 0.]\n", + " [ 0. 0. -1. 0. -1. -1. 0. 0. 0. 0.]\n", + " [ 1. 0. 0. 0. 0. 0. 1. 1. 0. 0.]\n", + " [ 0. 1. 0. 0. 0. 0. -1. 0. 1. 0.]\n", + " [ 0. 0. 1. 0. 0. 0. 0. -1. -1. 0.]\n", + " [ 0. 0. 0. 1. 0. 0. 1. 0. 0. 1.]\n", + " [ 0. 0. 0. 0. 1. 0. 0. 1. 0. -1.]\n", + " [ 0. 0. 0. 0. 0. 1. 0. 0. 1. 1.]]\n", + "Boundary Operator 3:\n", + "[[-1. -1. 0. 0. 0.]\n", + " [ 1. 0. -1. 0. 0.]\n", + " [ 0. 1. 1. 0. 0.]\n", + " [-1. 0. 0. -1. 0.]\n", + " [ 0. -1. 0. 1. 0.]\n", + " [ 0. 0. -1. -1. 0.]\n", + " [ 1. 0. 0. 0. -1.]\n", + " [ 0. 1. 0. 0. 1.]\n", + " [ 0. 0. 1. 0. -1.]\n", + " [ 0. 0. 0. 1. 1.]]\n", + "Boundary Operator 4:\n", + "[[ 1.]\n", + " [-1.]\n", + " [ 1.]\n", + " [-1.]\n", + " [ 1.]]\n" + ] + }, + { + "data": { + "text/plain": [ + "[array([[-1., -1., -1., -1., 0., 0., 0., 0., 0., 0.],\n", + " [ 1., 0., 0., 0., -1., -1., -1., 0., 0., 0.],\n", + " [ 0., 1., 0., 0., 1., 0., 0., -1., -1., 0.],\n", + " [ 0., 0., 1., 0., 0., 1., 0., 1., 0., -1.],\n", + " [ 0., 0., 0., 1., 0., 0., 1., 0., 1., 1.]]),\n", + " array([[ 1., 1., 1., 0., 0., 0., 0., 0., 0., 0.],\n", + " [-1., 0., 0., 1., 1., 0., 0., 0., 0., 0.],\n", + " [ 0., -1., 0., -1., 0., 1., 0., 0., 0., 0.],\n", + " [ 0., 0., -1., 0., -1., -1., 0., 0., 0., 0.],\n", + " [ 1., 0., 0., 0., 0., 0., 1., 1., 0., 0.],\n", + " [ 0., 1., 0., 0., 0., 0., -1., 0., 1., 0.],\n", + " [ 0., 0., 1., 0., 0., 0., 0., -1., -1., 0.],\n", + " [ 0., 0., 0., 1., 0., 0., 1., 0., 0., 1.],\n", + " [ 0., 0., 0., 0., 1., 0., 0., 1., 0., -1.],\n", + " [ 0., 0., 0., 0., 0., 1., 0., 0., 1., 1.]]),\n", + " array([[-1., -1., 0., 0., 0.],\n", + " [ 1., 0., -1., 0., 0.],\n", + " [ 0., 1., 1., 0., 0.],\n", + " [-1., 0., 0., -1., 0.],\n", + " [ 0., -1., 0., 1., 0.],\n", + " [ 0., 0., -1., -1., 0.],\n", + " [ 1., 0., 0., 0., -1.],\n", + " [ 0., 1., 0., 0., 1.],\n", + " [ 0., 0., 1., 0., -1.],\n", + " [ 0., 0., 0., 1., 1.]]),\n", + " array([[ 1.],\n", + " [-1.],\n", + " [ 1.],\n", + " [-1.],\n", + " [ 1.]])]" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Get_Boundary_Operators(0)" ] }, { @@ -421,40 +1092,248 @@ "**Answer:**" ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "8f818f78", - "metadata": {}, - "outputs": [], - "source": [ - "# write your code here" - ] - }, { "cell_type": "markdown", - "id": "0acfea73", + "id": "ea9a8a28", "metadata": {}, "source": [ - "### Step 3: Applying QPE\n", - "\n", - "**Instruction:**\n", - "\n", - "The Betti number is the number of zero eigenvalues in the Laplacian ([ref](https://link.springer.com/article/10.1007/PL00009218)). \n", + "Making the list Combinatorial Laplacian from $k=0 \\rightarrow k = \\text{number of dimensions} - 1$ for each simplex tree using the formula:\n", "\n", "$$\n", - "\\beta_k = \\dim (\\ker(\\Delta_k))\n", + "\\Delta_k = \\left( \\partial_k \\right)^\\dagger \\partial_k \n", + "+ \\partial_{k+1} \\left( \\partial_{k+1} \\right)^\\dagger\n", "$$\n", - "\n", - "The betti curve is then a series of Betti numbers on different resolution threshold `epsilon`.\n", - "\n", - "To estimate the number of zero eigenvalues (nullity) in the padded Laplacian matrix (padding didn't add more zero eigenvalues), QPE algorithm is employed. The fundamental concept is that, if the target qubits start out in the maximally mixed state (shown below), which can be thought of as a random choice of an eigenstate, the proportion of all-zero states among all measured states is equal to the proportion of zero eigenvalues among all eigenvalues. Assume the all-zero state show up for $\\{i|\\tilde{\\theta}_i=0\\}$ times in $\\alpha$ shots, the probability of getting all-zero state $p(0)$ is given by:\n", + "For example with a simplex tree of 4 dimension, we will have totally ($\\partial_1, \\partial_2, \\partial_3$), and 3 Combinatorial Laplacian:\n", "\n", "$$\n", - "\\begin{align*}\n", - "p(0) &= \\frac{\\left| \\{i \\mid \\tilde{\\theta}_i = 0\\} \\right|}{\\alpha} = \\frac{\\tilde{\\beta}_k}{2^q} \\\\\n", - "\\implies \\tilde{\\beta}_k &= 2^q \\cdot p(0)\n", - "\\end{align*}\n", + "\\Delta_0 = \\left( \\partial_0 \\right)^\\dagger \\partial_0 \n", + "+ \\partial_{1} \\left( \\partial_{1} \\right)^\\dagger = \\partial_{1} \\left( \\partial_{1} \\right)^\\dagger\n", + "$$\n", + "\n", + "$$\n", + "\\Delta_1 = \\left( \\partial_1 \\right)^\\dagger \\partial_1 \n", + "+ \\partial_{2} \\left( \\partial_{2} \\right)^\\dagger \n", + "$$\n", + "\n", + "$$\n", + "\\Delta_2 = \\left( \\partial_2 \\right)^\\dagger \\partial_2 \n", + "+ \\partial_{3} \\left( \\partial_{3} \\right)^\\dagger \n", + "$$" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "b9dc1c38", + "metadata": {}, + "outputs": [], + "source": [ + "def Get_Combinatorial_Laplacian(index, verbal=True):\n", + " boundary_operators = Get_Boundary_Operators(index, verbal=False)\n", + " combinatorial_laplacian = []\n", + " combinatorial_laplacian.append(np.dot(boundary_operators[0], boundary_operators[0].T))\n", + " for i in range(len(boundary_operators)-1):\n", + " combinatorial_laplacian.append(np.dot(boundary_operators[i].T, boundary_operators[i]) + np.dot(boundary_operators[i+1], boundary_operators[i+1].T))\n", + " if verbal:\n", + " print(f\"Combinatorial Laplacian for Simplex Tree {index}:\")\n", + " for i, matrix in enumerate(combinatorial_laplacian):\n", + " print(f\"Combinatorial Laplacian {i}:\")\n", + " print(matrix)\n", + " return combinatorial_laplacian\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "d68f8b59", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Combinatorial Laplacian for Simplex Tree 33:\n", + "Combinatorial Laplacian 0:\n", + "[[ 0. 0. 0. 0. 0.]\n", + " [ 0. 2. -1. -1. 0.]\n", + " [ 0. -1. 2. -1. 0.]\n", + " [ 0. -1. -1. 3. -1.]\n", + " [ 0. 0. 0. -1. 1.]]\n", + "Combinatorial Laplacian 1:\n", + "[[ 3. 0. 0. 0.]\n", + " [ 0. 3. 0. -1.]\n", + " [ 0. 0. 3. -1.]\n", + " [ 0. -1. -1. 2.]]\n" + ] + }, + { + "data": { + "text/plain": [ + "[array([[ 0., 0., 0., 0., 0.],\n", + " [ 0., 2., -1., -1., 0.],\n", + " [ 0., -1., 2., -1., 0.],\n", + " [ 0., -1., -1., 3., -1.],\n", + " [ 0., 0., 0., -1., 1.]]),\n", + " array([[ 3., 0., 0., 0.],\n", + " [ 0., 3., 0., -1.],\n", + " [ 0., 0., 3., -1.],\n", + " [ 0., -1., -1., 2.]])]" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Get_Combinatorial_Laplacian(33)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "c5373653", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 3. 0. 0. 0. 0. 0. 0. 0.]\n", + " [ 0. 3. 0. -1. -1. 0. 0. 0.]\n", + " [ 0. 0. 3. -1. -1. 0. 0. 0.]\n", + " [ 0. -1. -1. 2. 1. -1. 0. 0.]\n", + " [ 0. -1. -1. 1. 2. 1. 0. 0.]\n", + " [ 0. 0. 0. -1. 1. 2. 0. 0.]\n", + " [ 0. 0. 0. 0. 0. 0. 3. 0.]\n", + " [ 0. 0. 0. 0. 0. 0. 0. 3.]]\n" + ] + } + ], + "source": [ + "#Joe's code\n", + "\n", + "delta_1 = np.array([\n", + " [3, 0, 0, 0, 0, 0],\n", + " [0, 3, 0, -1, -1, 0],\n", + " [0, 0, 3, -1, -1, 0],\n", + " [0, -1, -1, 2, 1, -1],\n", + " [0, -1, -1, 1, 2, 1],\n", + " [0, 0, 0, -1, 1, 2]\n", + "])\n", + "def padd_and_rescale(laplacian):\n", + " if laplacian.shape[0] != 2**np.ceil(np.log2(laplacian.shape[0])):\n", + " padded_size = int(2**np.ceil(np.log2(laplacian.shape[0])))\n", + " padded_laplacian = np.zeros((padded_size, padded_size))\n", + " padded_laplacian[:laplacian.shape[0], :laplacian.shape[1]] = laplacian\n", + " max_eigenvalue = np.max(np.diag(laplacian))\n", + " np.fill_diagonal(padded_laplacian[laplacian.shape[0]:, laplacian.shape[1]:], max_eigenvalue )\n", + " return padded_laplacian\n", + " else:\n", + " return laplacian\n", + "\n", + "\n", + "H_1 = padd_and_rescale(delta_1)\n", + "print(H_1)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "c7f60eaf", + "metadata": {}, + "outputs": [], + "source": [ + "def Get_Hamiltonian(index, verbal=True):\n", + " combinatorial_laplacian = Get_Combinatorial_Laplacian(index, verbal=False)\n", + " hamiltonian = []\n", + " for i in range(len(combinatorial_laplacian)):\n", + " hamiltonian.append(padd_and_rescale(combinatorial_laplacian[i]))\n", + " if verbal:\n", + " print(f\"Hamiltonian for Simplex Tree {index}:\")\n", + " for i, matrix in enumerate(hamiltonian):\n", + " print(f\"Hamiltonian {i}:\")\n", + " print(matrix)\n", + " return hamiltonian" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "e7b5c6f1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Hamiltonian for Simplex Tree 33:\n", + "Hamiltonian 0:\n", + "[[ 0. 0. 0. 0. 0. 0. 0. 0.]\n", + " [ 0. 2. -1. -1. 0. 0. 0. 0.]\n", + " [ 0. -1. 2. -1. 0. 0. 0. 0.]\n", + " [ 0. -1. -1. 3. -1. 0. 0. 0.]\n", + " [ 0. 0. 0. -1. 1. 0. 0. 0.]\n", + " [ 0. 0. 0. 0. 0. 3. 0. 0.]\n", + " [ 0. 0. 0. 0. 0. 0. 3. 0.]\n", + " [ 0. 0. 0. 0. 0. 0. 0. 3.]]\n", + "Hamiltonian 1:\n", + "[[ 3. 0. 0. 0.]\n", + " [ 0. 3. 0. -1.]\n", + " [ 0. 0. 3. -1.]\n", + " [ 0. -1. -1. 2.]]\n" + ] + }, + { + "data": { + "text/plain": [ + "[array([[ 0., 0., 0., 0., 0., 0., 0., 0.],\n", + " [ 0., 2., -1., -1., 0., 0., 0., 0.],\n", + " [ 0., -1., 2., -1., 0., 0., 0., 0.],\n", + " [ 0., -1., -1., 3., -1., 0., 0., 0.],\n", + " [ 0., 0., 0., -1., 1., 0., 0., 0.],\n", + " [ 0., 0., 0., 0., 0., 3., 0., 0.],\n", + " [ 0., 0., 0., 0., 0., 0., 3., 0.],\n", + " [ 0., 0., 0., 0., 0., 0., 0., 3.]]),\n", + " array([[ 3., 0., 0., 0.],\n", + " [ 0., 3., 0., -1.],\n", + " [ 0., 0., 3., -1.],\n", + " [ 0., -1., -1., 2.]])]" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Get_Hamiltonian(33)" + ] + }, + { + "cell_type": "markdown", + "id": "0acfea73", + "metadata": {}, + "source": [ + "### Step 3: Applying QPE\n", + "\n", + "**Instruction:**\n", + "\n", + "The Betti number is the number of zero eigenvalues in the Laplacian ([ref](https://link.springer.com/article/10.1007/PL00009218)). \n", + "\n", + "$$\n", + "\\beta_k = \\dim (\\ker(\\Delta_k))\n", + "$$\n", + "\n", + "The betti curve is then a series of Betti numbers on different resolution threshold `epsilon`.\n", + "\n", + "To estimate the number of zero eigenvalues (nullity) in the padded Laplacian matrix (padding didn't add more zero eigenvalues), QPE algorithm is employed. The fundamental concept is that, if the target qubits start out in the maximally mixed state (shown below), which can be thought of as a random choice of an eigenstate, the proportion of all-zero states among all measured states is equal to the proportion of zero eigenvalues among all eigenvalues. Assume the all-zero state show up for $\\{i|\\tilde{\\theta}_i=0\\}$ times in $\\alpha$ shots, the probability of getting all-zero state $p(0)$ is given by:\n", + "\n", + "$$\n", + "\\begin{align*}\n", + "p(0) &= \\frac{\\left| \\{i \\mid \\tilde{\\theta}_i = 0\\} \\right|}{\\alpha} = \\frac{\\tilde{\\beta}_k}{2^q} \\\\\n", + "\\implies \\tilde{\\beta}_k &= 2^q \\cdot p(0)\n", + "\\end{align*}\n", "$$\n", "\n", "Where $\\tilde{\\beta}_k$ is the estimation of $k$-th Betti number. This estimation is then rounded to the nearest integer to obtain the final result." @@ -499,12 +1378,387 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "id": "848ef40c", "metadata": {}, "outputs": [], "source": [ - "# write your code here" + "# write your code here\n", + "#Joe's code\n", + "from qiskit import *\n", + "#example: making the laplace matrix from example\n", + "\n", + "H_1 = np.array([\n", + " [3, 0, 0, 0, 0, 0, 0, 0],\n", + " [0, 3, 0, -1, -1, 0, 0, 0],\n", + " [0, 0, 3, -1, -1, 0, 0, 0],\n", + " [0, -1, -1, 2, 1, -1, 0, 0], \n", + " [0, -1, -1, 1, 2, 1, 0, 0],\n", + " [0, 0, 0, -1, 1, 2, 0, 0],\n", + " [0, 0, 0, 0, 0, 0, 3, 0],\n", + " [0, 0, 0, 0, 0, 0, 0, 3]\n", + "])" + ] + }, + { + "cell_type": "markdown", + "id": "b6e6032a", + "metadata": {}, + "source": [ + "make unitary\n", + "$U = e^{iH}$" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "3a66554c", + "metadata": {}, + "outputs": [ + { + "data": { + 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MT6O9okJx6C9r9dVqI2DE1CV4BPlg3KqnUXu2Csf+6ysc+ftWGEWXPCc2Gp4TdxwJ58SGXScm6ioYMZFwjJhIOEZMJBwjJhKOERMJx4iJhGPERMIxYiLhGDGRcIyYSDhGTCQcIyYSjhETCceIiYRjxETCMWIi4RgxkXCMmEg4RkwkHCMmEo4REwnHiImEY8REwjFiIuEYMZFwjJhIOEZMJBwjJhKOERMJx4iJhGPERMIxYiLhGDGRcIyYSDhGTCQcIyYSjhETCceIiYRjxETCMWIi4RgxkXCMmEg4RkwkHCMmEo4REwnXJSIuKyvD4sWLERAQAGdnZ/j4+CA+Ph4XLlxAbGwsTCYTVq5cCSNyH9QPYYt+h3u3vYo5R95DTNZHmPbNGxgefz8cXJxsfXjUDhxgcGlpaZg6dSpKS0vh6uqKkJAQFBcXY8WKFcjJyUF5ebneLywsDEYUOGcChjw2BT99fRA5n+yGub4BXqNDccdzD8E3ejSS7nseDTWXbH2YdAMcjD4CR0dH64ATEhKwZMkS9OjRQ297/fXX8eyzz8LBwUGPxMOHD4cR5SXtww9vf4q6yovNzx3/8Guczy3BiKdmIvDBCTj2jy9teox0Yww9nV64cCEKCwsRFxeH5cuXNwesqOn1iBEjUF9fD19fX7i7u8OIzhzOaRVwk9zPvtePPYcMsMFRUXsybMQZGRlITEyEp6cnli5danWfkSNH6kcVc5PNmzfjgQcewMCBA9G9e3cMGTIEL7zwAqqqqmAkrv1768fq02dtfSh0gwwb8YYNG9DY2IiYmBi4ublZ3cfFxcUiYjVi29vb49VXX8UXX3yBBQsWYNWqVZgyZYp+PyMw2dnpqXRjXT1OfLrH1odDN8iw58TJycn6cfz48VfdR021r4x469at6NOnT/P348aN09+rD4M9e/Zg7Nixv/pYwsPD9Xl5R+lmtsMSRFz3/hF/fBS3jhqMQ6+uw/mc4g47LiMICgxCnanjP7y9vLxw8ODBNr3WsBHn5+frRzUttkadC6ekpFhE3DLglhEqRUVFbToWFXBbX3s9HE32QN/r2/f2xXMQHHsPjn/0NdLf/rTDjskoikuKccncgM7MsBGrNWClurra6nZ1vqyuXquLXX5+ftd8rx07dujH4ODgNn/KdiQ1EuM6BouwhNkY8fRMZG1Ixt7Fazr0mIyif7/+N20kbivDRqx+UyoqKpCamoqoqKhW20pKSrBo0SL9tVpaUktMV6NG0JdeekmfE7d1Lbmt06TrVXexBuv85/5iwGHPzEZ24g6kJKzq0OMxksysTHTr7ozOzLAXtiZNmqQfly1bhszMzObnDxw4oM+T1SisXCtMdUV6+vTpcHR0xPvvvw+p1OirA960E3uefgcwm219SNSODDsSq3Xg9evXo6CgAKGhoXqpqKamBtnZ2foOLrU2/NVXX7U6H25JTcPVjSK5ubnYvXs3+vXrB4mGPDpFnwdXFZ5Gye4fMOj+Ma22V58+h5JdP9js+OjGGTZib29vHZ+aNu/cuRN5eXn6lsvVq1dj/vz58Pf31/tZi7iurg4zZ87U0+Dt27fr10nlGXb51+nm3Qd3rfiDxfbS748yYuFMZnPXm1upabK6Q0udC1dWVuqbOpqoteA5c+Zgy5Yt+PzzzzFhwgR0dtdzTkxtE5OzttOfExt2JL6Wo0ePQn12BQUFtQpYefLJJ7Fp0yY899xzetu+ffuat6nR29oSFJEtGfbC1rWkp6dfdSqt7tJSXnvtNX1Vu+WPpKSkm36sRL+kS47E14pYnTsTScKRmEi4LjkSN91XTWQEXXIkJjISRkwkHCMmEo4REwnHiImEY8REwjFiIuEYMZFwjJhIOEZMJFyX/PPERqP+E9ZX19r6MAzJwcXpmn8HW2fAiImE43SaSDhGTCQcIyYSjhETCceIiYRjxETCMWIi4RgxkXCMmEg4RkwkHCMmEo4REwnHiImEY8REwjFiIuEYMZFwjJhIOEZMJBwjJhKOERMJx4iJhGPERMIxYiLhGDGRcIyYCLL9H7AWlGp2hflcAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from scipy.linalg import expm\n", + "\n", + "def make_unitaryCirc(H):\n", + " U = expm(1j * H)\n", + "\n", + "\n", + " circuitU = QuantumCircuit(int(np.log2(U.shape[0])))\n", + " circuitU.unitary(U, range(int(np.log2(U.shape[0])))) \n", + "\n", + " return circuitU\n", + "circuitU = make_unitaryCirc(H_1)\n", + "circuitU.draw('mpl')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "686fc8d9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/latex": [ + "$$\n", + "\n", + "\\begin{bmatrix}\n", + "-0.9899924966 + 0.1411200081 i & 0 & 0 & 0 & 0 & 0 & 0 & 0 \\\\\n", + " 0 & -0.2890051255 + 0.0411966816 i & 0.7009873711 - 0.0999233265 i & 0.0641600301 + 0.4500988149 i & 0.0641600301 + 0.4500988149 i & 0 & 0 & 0 \\\\\n", + " 0 & 0.7009873711 - 0.0999233265 i & -0.2890051255 + 0.0411966816 i & 0.0641600301 + 0.4500988149 i & 0.0641600301 + 0.4500988149 i & 0 & 0 & 0 \\\\\n", + " 0 & 0.0641600301 + 0.4500988149 i & 0.0641600301 + 0.4500988149 i & 0.3743257067 - 0.0058433211 i & 0.0376565389 - 0.0528833238 i & 0.6633308322 - 0.0470400027 i & 0 & 0 \\\\\n", + " 0 & 0.0641600301 + 0.4500988149 i & 0.0641600301 + 0.4500988149 i & 0.0376565389 - 0.0528833238 i & 0.3743257067 - 0.0058433211 i & -0.6633308322 + 0.0470400027 i & 0 & 0 \\\\\n", + " 0 & 0 & 0 & 0.6633308322 - 0.0470400027 i & -0.6633308322 + 0.0470400027 i & -0.3266616644 + 0.0940800054 i & 0 & 0 \\\\\n", + " 0 & 0 & 0 & 0 & 0 & 0 & -0.9899924966 + 0.1411200081 i & 0 \\\\\n", + " 0 & 0 & 0 & 0 & 0 & 0 & 0 & -0.9899924966 + 0.1411200081 i \\\\\n", + " \\end{bmatrix}\n", + "$$" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from qiskit.quantum_info import Operator\n", + "circuitOp = Operator.from_circuit(circuitU)\n", + "circuitOp.draw('latex')" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "6c5a4838", + "metadata": {}, + "outputs": [], + "source": [ + "#make QPE\n", + "from qiskit.circuit.library import PhaseEstimation\n", + "\n", + "def create_full_qpe_circuit(circuitU):\n", + " number_of_counting_qubits = circuitU.num_qubits\n", + " fullcircuit = QuantumCircuit(2 * number_of_counting_qubits)\n", + " classical_reg1 = ClassicalRegister(number_of_counting_qubits, name=\"c1\")\n", + " fullcircuit.add_register(classical_reg1)\n", + " classical_reg2 = ClassicalRegister(number_of_counting_qubits, name=\"c2\")\n", + " fullcircuit.add_register(classical_reg2)\n", + " fullcircuit.add_register(QuantumRegister(number_of_counting_qubits, name=\"Aux\"))\n", + " \n", + " for i in range(number_of_counting_qubits):\n", + " fullcircuit.h(number_of_counting_qubits + i)\n", + " fullcircuit.cx(number_of_counting_qubits + i, 2 * number_of_counting_qubits + i)\n", + " \n", + " fullcircuit.measure(range(2 * number_of_counting_qubits, 3 * number_of_counting_qubits), cbit=classical_reg2)\n", + " fullcircuit.barrier()\n", + " \n", + " QPE = PhaseEstimation(number_of_counting_qubits, circuitU).decompose().decompose() #\n", + " fullcircuit.compose(QPE, inplace=True)\n", + " \n", + " fullcircuit.barrier()\n", + " fullcircuit.measure(range(number_of_counting_qubits), range(number_of_counting_qubits))\n", + " \n", + " \n", + " return fullcircuit\n", + "\n", + "\n", + "full_qpe_circuit = create_full_qpe_circuit(circuitU) \n", + "#full_qpe_circuit.draw('mpl')" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "416033f9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Measurement counts (combined): {'001 010': 1, '111 000': 1, '101 011': 1, '010 000': 1, '100 110': 2, '110 001': 122, '000 101': 6, '011 101': 2, '000 000': 2, '000 110': 2, '011 110': 3, '100 010': 4, '111 101': 1, '011 111': 6, '010 001': 66, '010 110': 5, '010 111': 6, '001 101': 4, '000 010': 3, '001 110': 2, '010 011': 16, '000 001': 107, '100 101': 3, '100 100': 31, '010 101': 2, '100 111': 10, '101 000': 51, '001 100': 24, '011 001': 20, '111 001': 108, '100 001': 18, '010 010': 5, '001 000': 1, '111 100': 1, '111 010': 1, '100 011': 25, '011 000': 40, '001 111': 10, '110 110': 6, '101 111': 1, '011 100': 24, '001 011': 26, '001 001': 56, '011 011': 22, '110 011': 1, '101 101': 1, '111 110': 6, '100 000': 35, '011 010': 3, '101 110': 5, '010 100': 30, '101 001': 71}\n", + "Counts for classical_reg1: {'010': 17, '000': 131, '011': 91, '110': 31, '001': 568, '101': 19, '111': 33, '100': 110}\n", + "Counts for classical_reg2: {'001': 124, '111': 118, '101': 130, '010': 131, '100': 128, '110': 129, '000': 120, '011': 120}\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from qiskit_aer import AerSimulator, Aer\n", + "from qiskit.visualization import plot_histogram\n", + "\n", + "# Assuming circuitU is already defined\n", + "full_qpe_circuit = create_full_qpe_circuit(circuitU)\n", + "number_of_counting_qubits = circuitU.num_qubits\n", + "# Use the Aer simulator\n", + "simulator = Aer.get_backend('aer_simulator')\n", + "\n", + "# Execute the circuit on the simulator\n", + "job = simulator.run(full_qpe_circuit, shots=1000)\n", + "\n", + "# Get the results\n", + "result = job.result()\n", + "\n", + "# Get the counts (measurement outcomes)\n", + "counts = result.get_counts()\n", + "\n", + "# Print the counts\n", + "print(\"Measurement counts (combined):\", counts)\n", + "\n", + "# Separate the counts for classical_reg1 and classical_reg2\n", + "counts_reg1 = {}\n", + "counts_reg2 = {}\n", + "\n", + "for bitstring, count in counts.items():\n", + " # Split the bitstring into two parts\n", + " # classical_reg2 (auxiliary qubits) comes first, followed by classical_reg1 (evaluation qubits)\n", + " reg2_bits, reg1_bits = bitstring.split() \n", + " \n", + " # Update the counts for each register\n", + " counts_reg1[reg1_bits] = counts_reg1.get(reg1_bits, 0) + count\n", + " counts_reg2[reg2_bits] = counts_reg2.get(reg2_bits, 0) + count\n", + "\n", + "# Print the separated counts\n", + "print(\"Counts for classical_reg1:\", counts_reg1)\n", + "print(\"Counts for classical_reg2:\", counts_reg2)\n", + "\n", + "# Plot the counts as histograms\n", + "plot_histogram(counts_reg1, title=\"Counts for classical_reg1\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "0c2fd57a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Betti number: 1\n" + ] + } + ], + "source": [ + "p_0 = counts_reg1.get('000', 0) / sum(counts_reg1.values())\n", + "Betti_number = round(2**number_of_counting_qubits * p_0)\n", + "print(f\"Betti number: {Betti_number}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "11f96fbf", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plot_histogram(counts_reg2, title=\"Counts for classical_reg2\")" + ] + }, + { + "cell_type": "markdown", + "id": "4eeb76f4", + "metadata": {}, + "source": [ + "everyone state has an approximately $\\frac{1}{8}$ chance $\\rightarrow$ coherence" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "cde72f6d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1, 0, 0, 0]\n" + ] + } + ], + "source": [ + "def Get_betti_numbers(index):\n", + " list_of_hamiltonians = Get_Hamiltonian(index, verbal=False)\n", + " List_of_betti_numbers = []\n", + " for hamiltonian in list_of_hamiltonians:\n", + " circuitU = make_unitaryCirc(hamiltonian)\n", + "\n", + " number_of_counting_qubits = circuitU.num_qubits\n", + "\n", + " full_qpe_circuit = create_full_qpe_circuit(circuitU)\n", + " job = simulator.run(full_qpe_circuit, shots=1000)\n", + " result = job.result()\n", + " counts = result.get_counts()\n", + " counts_reg1 = {}\n", + " counts_reg2 = {}\n", + " for bitstring, count in counts.items():\n", + " reg2_bits, reg1_bits = bitstring.split() \n", + " counts_reg1[reg1_bits] = counts_reg1.get(reg1_bits, 0) + count\n", + " counts_reg2[reg2_bits] = counts_reg2.get(reg2_bits, 0) + count\n", + " \n", + "\n", + " p_0 = counts_reg1.get('0'*number_of_counting_qubits, 0) / sum(counts_reg1.values())\n", + " Betti = round(2**number_of_counting_qubits * p_0)\n", + " List_of_betti_numbers.append(Betti)\n", + " return List_of_betti_numbers\n", + " \n", + "print(Get_betti_numbers(0))\n" + ] + }, + { + "cell_type": "markdown", + "id": "14d841ec", + "metadata": {}, + "source": [ + "Now we get the all the betti numbers for each of the simplex tree" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2fb2dc4c", + "metadata": {}, + "outputs": [], + "source": [ + "Betti_list = []\n", + "#This is a 2 dimensional list, where the first dimension is the index of the simplex tree and the second dimension is the Betti\n", + "# numbers of the corresponding Hamiltonians.\n", + "for i in range(len(ListOf_simplex_tree)):\n", + " Betti_list.append(Get_betti_numbers(i))\n", + "\n", + "Betti_list\n" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "6c7ec0cb", + "metadata": {}, + "outputs": [], + "source": [ + "max_length = max(len(sublist) for sublist in Betti_list)\n", + "betti_numbers_all = np.empty((window_embedding.shape[0],N+1))\n", + "betti_numbers_all = np.array([sublist + [0] * (max_length - len(sublist)) \n", + " for sublist in Betti_list])" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "f60628a5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(64, 4)" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "betti_numbers_all.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "de2fc7c7", + "metadata": {}, + "outputs": [], + "source": [ + "np.save(\"betti_numbers_alldata.npy\", betti_numbers_all)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "07d1ed1c", + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit_aer.noise import depolarizing_error" ] }, { @@ -530,6 +1784,75 @@ "" ] }, + { + "cell_type": "code", + "execution_count": 51, + "id": "15f72fde", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# from qiskit.providers.aer.noise import depolarizing_error\n", + "from qiskit.visualization import plot_histogram, plot_state_city\n", + "from qiskit.quantum_info import DensityMatrix\n", + "\n", + "n = 3\n", + "qc = QuantumCircuit(n, n)\n", + "\n", + "# Apply a depolarizing noise channel to simulate a maximally mixed state\n", + "for qubit in range(n):\n", + " qc.append(depolarizing_error(1, 1).to_instruction(), [qubit])\n", + "\n", + "plot_state_city(DensityMatrix(qc), title=\"Maximally Mixed State Density Matrix\")" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "5e562416", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#for the Hadamard state\n", + "def make_hadamard_state(n):\n", + " qc = QuantumCircuit(n)\n", + " qc.h(range(n))\n", + " return qc\n", + "hadamard_state = make_hadamard_state(3)\n", + "plot_state_city(DensityMatrix.from_instruction(hadamard_state), title=\"Hadamard State Density Matrix\")" + ] + }, + { + "cell_type": "markdown", + "id": "f0f90a4b", + "metadata": {}, + "source": [ + "Why should we measure all-zero states?\n" + ] + }, { "cell_type": "markdown", "id": "1cbe5cf2", @@ -560,7 +1883,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 53, "id": "5ef68f98", "metadata": {}, "outputs": [], @@ -583,6 +1906,224 @@ "# write your code here" ] }, + { + "cell_type": "code", + "execution_count": 54, + "id": "1f6e8455", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63\n" + ] + } + ], + "source": [ + "from ripser import ripser\n", + "\n", + "def classical_betti_solver(point_cloud, epsilon, dim):\n", + " '''Return the Betti number on a given point cloud.\n", + " Args:\n", + " point_cloud: the point cloud after applying the sliding window.\n", + " epsilon: resolution threshold.\n", + " dim: the dimension on which the Betti number is calculated\n", + " '''\n", + " result = ripser(point_cloud, maxdim=dim)\n", + " diagrams = result[\"dgms\"]\n", + " return len(\n", + " [interval for interval in diagrams[dim] if interval[0] < epsilon < interval[1]]\n", + " )\n", + "\n", + "# write your code here\n", + "\n", + "\n", + "def lp_norm(a, b, p):\n", + " # return np.dot(a, b)\n", + " # if (a.shape[0] != b.shape[0]):\n", + " # a.append()\n", + " # dot_product = np.dot(a, b)\n", + " # norm_a = np.linalg.norm(a)\n", + " # norm_b = np.linalg.norm(b)\n", + " #return dot_product / (norm_a * norm_b)\n", + " return np.linalg.norm(a - b, ord = p)\n", + "\n", + "max_betti_index = 5\n", + "epsilon = 0.1\n", + "lp_norm_order = 2\n", + "#print(window_embedding[:,:,3].shape)\n", + "betti_numbers = []\n", + "# for i in range(window_embedding.shape[0]):\n", + "# #print(window_embedding[i])\n", + "# for betti_index in range(max_betti_index):\n", + "# solution = classical_betti_solver(window_embedding[i], epsilon, dim=betti_index)\n", + "# #print(i, solution)\n", + "# betti_numbers.append(solution)\n", + "# #print(f\"{i + 9} : B_{betti_index} = {betti_number}\")\n", + "\n", + "\n", + "betti_numbers = np.empty(max_betti_index+1)\n", + "betti_numbers_all = np.empty((window_embedding.shape[0],max_betti_index+1))\n", + "for index in range(window_embedding.shape[0]):\n", + " for betti_index in range(max_betti_index+1):\n", + " betti_numbers_all[index, betti_index] = classical_betti_solver(window_embedding[index], epsilon, dim=betti_index)\n", + " \n", + " #betti_numbers_all[index] = betti_numbers\n", + " #if (betti_numbers_all[index] != betti_numbers_all[index-1]).all():\n", + " #print(index, betti_index, solution)\n", + "\n", + "\n", + "betti_distance = []\n", + "initial = betti_numbers_all[0]\n", + "for i in range(1, betti_numbers_all.shape[0]): \n", + " final = betti_numbers_all[i]\n", + " betti_distance.append(lp_norm(initial, final, lp_norm_order)) \n", + " initial = final\n", + "\n", + "# print(Betti_list)\n", + "\n", + "#betti_numbers_all = np.array(Betti_list)\n", + "betti_distance_quantum = []\n", + "\n", + "max_length = max(len(sublist) for sublist in Betti_list)\n", + "betti_numbers_all = np.empty((window_embedding.shape[0],max_betti_index+1))\n", + "betti_numbers_all = np.array([sublist + [0] * (max_length - len(sublist)) \n", + " for sublist in Betti_list])\n", + "\n", + "\n", + "initial = betti_numbers_all[0]\n", + "for i in range(1, betti_numbers_all.shape[0]): \n", + " final = betti_numbers_all[i]\n", + " betti_distance_quantum.append(lp_norm(initial, final, lp_norm_order)) \n", + " initial = final\n", + "\n", + "#print(betti_numbers_all)\n", + "print(len(betti_distance)) # Print the length of betti_distance" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "dbc2c340", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "3c423adf", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "stock = np.log(pd.read_csv(\"sp500.csv\", header=None, usecols=[0]).to_numpy().squeeze()) \n", + "#y1 = y1[:2200]\n", + "# #y1 = data['Close'].to_numpy().squeeze()\n", + "#y2 = np.pad(betti_distance, (int((y1.shape[0] - int(len(betti_distance)))/2), int((y1.shape[0] - len(betti_distance)+1)/2)) , mode='constant', constant_values=(0, 0))\n", + "y1 = stock\n", + "t = np.arange(0, len(y1))\n", + "\n", + "#data1 = y1\n", + "\n", + "\n", + "# fig, ax1 = plt.subplots()\n", + "\n", + "# color = 'tab:red'\n", + "# ax1.set_xlabel('time')\n", + "# ax1.set_ylabel('exp', color=color)\n", + "# ax1.plot(t, data1, color=color)\n", + "# ax1.tick_params(axis='y', labelcolor=color)\n", + "\n", + "# ax2 = ax1.twinx() # instantiate a second Axes that shares the same x-axis\n", + "\n", + "# color = 'tab:blue'\n", + "# ax2.set_ylabel(f'betti distance', color=color)\n", + "# ax2.plot(t, data2, color=color)\n", + "# ax2.tick_params(axis='y', labelcolor=color)\n", + "\n", + "# fig.tight_layout() \n", + "# plt.show()\n", + "\n", + "classic = betti_distance\n", + "for i in range(len(classic), y1.shape[0]):\n", + " classic.append(0)\n", + "\n", + "#print(len(y2), y1.shape)\n", + "\n", + "fig, ax1 = plt.subplots()\n", + "\n", + "plt.title(\"Classic Results\")\n", + "color = 'tab:red'\n", + "ax1.set_xlabel('time')\n", + "ax1.set_ylabel('stock value', color=color)\n", + "ax1.plot(t, stock, color=color)\n", + "ax1.tick_params(axis='y', labelcolor=color)\n", + "\n", + "ax2 = ax1.twinx() # instantiate a second Axes that shares the same x-axis\n", + "\n", + "color = 'tab:blue'\n", + "ax2.set_ylabel(f'betti distance', color=color) \n", + "ax2.plot(t, classic, color=color)\n", + "ax2.tick_params(axis='y', labelcolor=color)\n", + "\n", + "\n", + "fig.tight_layout() \n", + "#plt.show()\n", + "plt.savefig(\"classic_test.png\")\n", + "\n", + "\n", + "quantum = betti_distance_quantum\n", + "for i in range(len(quantum), y1.shape[0]):\n", + " quantum.append(0)\n", + "\n", + "#print(len(y2), y1.shape)\n", + "\n", + "fig, ax1 = plt.subplots()\n", + "\n", + "plt.title(\"Quantum Results\")\n", + "color = 'tab:red'\n", + "ax1.set_xlabel('time')\n", + "ax1.set_ylabel('stock value', color=color)\n", + "ax1.plot(t, stock, color=color)\n", + "ax1.tick_params(axis='y', labelcolor=color)\n", + "#ax1.title(\"Quantum Results\")\n", + "\n", + "ax2 = ax1.twinx() # instantiate a second Axes that shares the same x-axis\n", + "\n", + "color = 'tab:blue'\n", + "ax2.set_ylabel(f'betti distance', color=color) \n", + "ax2.plot(t, quantum, color=color)\n", + "ax2.tick_params(axis='y', labelcolor=color)\n", + "\n", + "fig.tight_layout() \n", + "#plt.show()\n", + "plt.savefig(\"quantum_test.png\")" + ] + }, { "cell_type": "markdown", "id": "d1c2e4b5", @@ -617,14 +2158,386 @@ " Implement a quantum TDA algorithm for persistent Betti numbers. Esstimating the persistent Betti numbers is a more general task than estimating the Betti number and it is more practical for TDA. It is an open problem to construct a quantum algorithm for the persistent Betti numbers in a way that is preferable for NISQ devices, and the only current implementation of a quantum algorithm for persistent betti number is shown [here](https://quantum-journal.org/papers/q-2022-12-07-873/pdf/)." ] }, + { + "cell_type": "markdown", + "id": "862007d5", + "metadata": {}, + "source": [ + "# VQD" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 57, "id": "0de4a8f2", "metadata": {}, "outputs": [], "source": [ - "# write your code here" + "# write your code here\n", + "from qiskit.circuit.library import TwoLocal\n", + "from qiskit_algorithms.optimizers import SLSQP\n", + "from qiskit.quantum_info import Operator, SparsePauliOp\n", + "\n", + "from qiskit.primitives import Sampler, Estimator\n", + "from qiskit_algorithms.state_fidelities import ComputeUncompute\n", + "\n", + "from qiskit_algorithms import VQD\n", + "\n", + "from qiskit.circuit.library import RealAmplitudes" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "fe4b0f0a", + "metadata": {}, + "outputs": [], + "source": [ + "def create_full_vqd_circuit(hamiltonian):\n", + " operator_unitary = Operator(hamiltonian)\n", + " sparse_pauli = SparsePauliOp.from_operator(operator_unitary)\n", + "\n", + "\n", + " ansatz = TwoLocal(circuitU.num_qubits, rotation_blocks=[\"ry\", \"rz\"], entanglement_blocks=\"cz\", reps=1)\n", + " # ansatz = RealAmplitudes(3, reps=1)\n", + "\n", + " optimizer = SLSQP()\n", + " # ansatz.decompose().draw(\"mpl\")\n", + " estimator = Estimator()\n", + " sampler = Sampler()\n", + " fidelity = ComputeUncompute(sampler)\n", + "\n", + " k = 3\n", + " betas = [33, 33, 33]\n", + "\n", + " counts = []\n", + " values = []\n", + " steps = []\n", + "\n", + "\n", + " def callback(eval_count, params, value, meta, step):\n", + " counts.append(eval_count)\n", + " values.append(value)\n", + " steps.append(step)\n", + "\n", + " vqd = VQD(estimator, fidelity, ansatz, optimizer, k=k, betas=betas, callback=callback)\n", + " result = vqd.compute_eigenvalues(operator=sparse_pauli)\n", + " vqd_values = result.eigenvalues\n", + "\n", + " return vqd_values.real\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "5c826f0b", + "metadata": {}, + "outputs": [], + "source": [ + "def Get_betti_numbers_vqd(index):\n", + " list_of_hamiltonians = Get_Hamiltonian(index, verbal=False)\n", + " List_of_betti_numbers = []\n", + " for hamiltonian in list_of_hamiltonians:\n", + " # circuitU = make_unitaryCirc(hamiltonian)\n", + "\n", + " # number_of_counting_qubits = circuitU.num_qubits\n", + "\n", + " full_qpe_circuit = create_full_vqd_circuit(hamiltonian)\n", + " num_zeros = 0\n", + " for val in full_qpe_circuit:\n", + " if (round(val) == 0):\n", + " num_zeros += 1\n", + " # job = simulator.run(full_qpe_circuit, shots=1000)\n", + " # result = job.result()\n", + " # counts = result.get_counts()\n", + " # counts_reg1 = {}\n", + " # counts_reg2 = {}\n", + " # for bitstring, count in counts.items():\n", + " # reg2_bits, reg1_bits = bitstring.split() \n", + " # counts_reg1[reg1_bits] = counts_reg1.get(reg1_bits, 0) + count\n", + " # counts_reg2[reg2_bits] = counts_reg2.get(reg2_bits, 0) + count\n", + " \n", + "\n", + " # p_0 = counts_reg1.get('0'*number_of_counting_qubits, 0) / sum(counts_reg1.values())\n", + " # Betti = round(2**number_of_counting_qubits * p_0)\n", + " List_of_betti_numbers.append(num_zeros)\n", + " return List_of_betti_numbers" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "546fd0a9", + "metadata": {}, + "outputs": [], + "source": [ + "Betti_list_vqd = []\n", + "#This is a 2 dimensional list, where the first dimension is the index of the simplex tree and the second dimension is the Betti\n", + "# numbers of the corresponding Hamiltonians.\n", + "for i in range(len(ListOf_simplex_tree)):\n", + " Betti_list_vqd.append(Get_betti_numbers_vqd(i))\n", + "\n", + "Betti_list_vqd" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "34ae870b", + "metadata": {}, + "outputs": [], + "source": [ + "print(Betti_list_vqd)" + ] + }, + { + "cell_type": "markdown", + "id": "12a27eec", + "metadata": {}, + "source": [ + "# Laplacian" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5db7711f", + "metadata": {}, + "outputs": [], + "source": [ + "# Bonus: Trying the map the laplacian's eigen values to Qubo, Approximating the lowest engeryg states of the hamiltonian that\n", + "# encodes the laplacian matrix\n", + "import numpy as np\n", + "from dwave.system import LeapHybridSampler\n", + "from scipy.sparse.csgraph import connected_components\n", + "\n", + "def laplacian_to_qubo(laplacian_submatrix, m=3, alpha=1.0):\n", + " n = laplacian_submatrix.shape[0]\n", + " qubo = {}\n", + "\n", + " # Rayleigh quotient term: x^T L x\n", + " for i in range(n):\n", + " for j in range(n):\n", + " coeff = laplacian_submatrix[i, j]\n", + " if np.abs(coeff) < 1e-10:\n", + " continue\n", + " for b in range(m):\n", + " qi = i * m + b\n", + " qj = j * m + b\n", + " qubo[(qi, qj)] = qubo.get((qi, qj), 0) + coeff / (2**b)\n", + "\n", + " # Constraint term: α*(||x||^2 - 1)^2\n", + " for i in range(n):\n", + " for b1 in range(m):\n", + " qi = i * m + b1\n", + " for b2 in range(m):\n", + " qj = i * m + b2\n", + " qubo[(qi, qj)] = qubo.get((qi, qj), 0) + alpha / (2**(b1 + b2))\n", + " for b in range(m):\n", + " qi = i * m + b\n", + " qubo[(qi, qi)] = qubo.get((qi, qi), 0) - alpha\n", + "\n", + " return qubo\n", + "\n", + "def split_laplacian(laplacian, threshold=1e-5):\n", + " n_components, labels = connected_components(laplacian > threshold, directed=False)\n", + " submatrices = []\n", + " for c in range(n_components):\n", + " indices = np.where(labels == c)[0]\n", + " sub = laplacian[np.ix_(indices, indices)]\n", + " submatrices.append(sub)\n", + " return submatrices\n", + "\n", + "def quantum_annealing_eigenvalues(laplacian, k=0, m_bits=3, alpha=2.0, tol=1e-3):\n", + " submatrices = split_laplacian(laplacian)\n", + " sampler = LeapHybridSampler(token=\"cSXm-453996d6c04705a310ac4272cff7149594c32b5a\")\n", + " eigenvalues = []\n", + " \n", + " for sub in submatrices:\n", + " qubo = laplacian_to_qubo(sub, m=m_bits, alpha=alpha)\n", + " # Remove num_reads parameter; LeapHybridSampler does not support it.\n", + " response = sampler.sample_qubo(qubo)\n", + " energies = response.data_vectors['energy']\n", + " \n", + " # Print all energies for debugging\n", + " print(\"Energies from annealer for a submatrix:\")\n", + " print(energies)\n", + " \n", + " min_energy = min(energies)\n", + " eigenvalues.append(min_energy)\n", + " \n", + " eigenvalues = np.sort(eigenvalues)\n", + " return eigenvalues[:5]\n", + "\n", + "# Example Usage\n", + "if __name__ == \"__main__\":\n", + " laplacian_k1 = np.array([\n", + " [3, 0, 0, 0, 0, 0, 0, 0],\n", + " [0, 3, 0, -1, -1, 0, 0, 0],\n", + " [0, 0, 3, -1, -1, 0, 0, 0],\n", + " [0, -1, -1, 2, 1, -1, 0, 0],\n", + " [0, -1, -1, 1, 2, 1, 0, 0],\n", + " [0, 0, 0, -1, 1, 2, 0, 0],\n", + " [0, 0, 0, 0, 0, 0, 3, 0],\n", + " [0, 0, 0, 0, 0, 0, 0, 3]\n", + " ])\n", + " \n", + " small_eigenvalues = quantum_annealing_eigenvalues(laplacian_k1, m_bits=3, alpha=2.0, tol=1e-3)\n", + " print(f\"Estimated smallest eigenvalues: {small_eigenvalues}\")\n", + " \n", + " classical_eigenvalues = np.linalg.eigvalsh(laplacian_k1)\n", + " print(f\"Classical eigenvalues: {np.sort(classical_eigenvalues)[:5]}\")" + ] + }, + { + "cell_type": "markdown", + "id": "29fa10b7", + "metadata": {}, + "source": [ + "Attempt with VQE" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "13f50e19", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " message: Optimization terminated successfully.\n", + " success: True\n", + " status: 1\n", + " fun: 1.5229424013551984e-08\n", + " x: [ 3.927e+00 1.571e+00 3.400e-01 7.854e-01 -1.571e+00\n", + " 1.571e+00]\n", + " nfev: 207\n", + " maxcv: 0.0\n" + ] + } + ], + "source": [ + "# write your code here\n", + "from qiskit.quantum_info import SparsePauliOp\n", + "from qiskit_algorithms.optimizers import SLSQP,SPSA,COBYLA, L_BFGS_B\n", + "from qiskit.circuit.library import RealAmplitudes\n", + "ansatz = RealAmplitudes(3, reps=1)\n", + "optimizer = SLSQP()\n", + "ansatz.decompose().draw('mpl')\n", + "\n", + "observable = SparsePauliOp.from_operator(Operator(H_1))\n", + "\n", + "cost_history_dict = {\n", + " \"prev_vector\": None,\n", + " \"iters\": 0,\n", + " \"cost_history\": [],\n", + " \"parameters\": [],\n", + "}\n", + "\n", + "def cost_func_vqe(parameters, ansatz, hamiltonian, estimator):\n", + " \"\"\"Return estimate of energy from estimator\n", + "\n", + " Parameters:\n", + " params (ndarray): Array of ansatz parameters\n", + " ansatz (QuantumCircuit): Parameterized ansatz circuit\n", + " hamiltonian (SparsePauliOp): Operator representation of Hamiltonian\n", + " estimator (Estimator): Estimator primitive instance\n", + "\n", + " Returns:\n", + " float: Energy estimate\n", + " \"\"\"\n", + "\n", + " estimator_job = estimator.run([(ansatz, hamiltonian, [parameters])])\n", + " estimator_result = estimator_job.result()[0]\n", + "\n", + " cost = estimator_result.data.evs[0]\n", + " cost_history_dict[\"iters\"] += 1\n", + " cost_history_dict[\"prev_vector\"] = parameters\n", + " cost_history_dict[\"cost_history\"].append(cost)\n", + " cost_history_dict[\"parameters\"].append(parameters)\n", + "\n", + " return cost\n", + "\n", + "from qiskit.primitives import StatevectorEstimator\n", + "estimator = StatevectorEstimator()\n", + "\n", + "from scipy.optimize import minimize\n", + "import numpy as np\n", + "initial_params = np.random.uniform(low= -np.pi, high=np.pi, size=ansatz.num_parameters)\n", + "\n", + "result = minimize(cost_func_vqe, initial_params, args=(ansatz, observable, estimator), method=\"COBYLA\",options={'maxiter': 12000})\n", + "\n", + "print(result)" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "9ff4cf22", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.plot(range(cost_history_dict[\"iters\"]), cost_history_dict[\"cost_history\"])\n", + "ax.set_xlabel(\"Iterations\")\n", + "ax.set_ylabel(\"Cost\")\n", + "plt.draw()" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "2747e69f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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rDetMZ6tzWwvW+KJsN2vqomnDdf7UYtea2dVjtXYnC/ls9UtaLAEAQHcRoKHXWB/8gWP1zRVohhloAAAMHBZErdxzTA++uU/PbDjkhu0nspDKho63N3jc2AyyicU5bmsJ2myf7arXbDi2zSWqbfD2FsiNH5rjZppZFc/JssAsvnodAADAySBAQ685VNXgBkraIM3pI/LceVaB1tWBrAAAoG/UNob1j1X79bvXdrlKszgbbn3htGJdNrNEF00b5gZcW7V5fBW8gxV1boD3tBF5ml6S54KznhieDgAA0NMI0NDrCwjYp81DczKal462uSQDa4AnAAADj80A23u01lWH2QqW+4/Vq7ymQUdqGt0KgXbaVk8bnp/pVpUsie2PVDfob2/ua26/tKqwa+eO1PVzR+mcyUOPq+qyVTABAABSDQEaen0BAZuJkpVubRR+90m1LSRAgAYAQHJU1YeaQ7L43radR2rVGI6c8PYWqG1IqDKLmzA0W7eeNV7vWDhGQxi6DwAABhkCNPQa+9Tb2KwTU5Sd7lbjsjZOPq0GAKBjFXUht8qkzQ61ijALuQ5X1mnlDr+e+tMaldeG3GVlscs6Yu2Tk4pzNGlYjsYOyVZxboaG5qa7VSjttN/n06Gqeh2qqHfzzQ5V1rvKtRvmjdJ5k4vl9zNyAQAADE4EaOiDCjQvQLNPry1AK2clTgAAWrH5oBsPVumpdYf01PqDbrXL9vmlgwfbXbFy8jALynI1eViuC8ymDMvVqMIsBU4Qgs1SfpKeBQAAQOogQEOvV6CNLfKqzezTbnOUlTgBACmiojakraVVyk4PasaIvG4tkmOrVa/YdVRPrfdCsz3l3gdPcXmZQVclZv/9dFt2UOUH9ujM02dqeH5W8/n239l8RiMAAAAkFQEa+q4CLdsL0KzlBACAgeRYbaM2H6rWlsNV2hLb29fWZhk3qiBTi2eWaPHM4W7Yfkaw9bB9U9fYpJe3lLrQ7LmNh1v9N9GG9V8wdZiumF2ixTOGa2iutwBPXCgU0mOP7dI154xXWhqBGQAAQE8iQEOvsE/VbZZKfBEBMyTb+2PfZqABAFJrXpetvGyVx+U1IffBibUQjirI6tcztKxtsiEccatDV9eHdaSmQaVVjW5fVtWo0up6N5TfgjKbNdYRW7nS/ttmYwp+t3SX23LSA5o5Ml9N0ahCTRGFwt5+f0WdW1AnriArzQVuV8waoQunFbtKNgAAAPQ9/ipDr7DwzIYQpwf8Ghb7BD2+gtfR2lAfHx0A4GRZ2PTq1jK9uLlUq/Ycc8FZZX243eva6ssTi3M1sThbWWlBBfxy87jc5vO5cM32gUBs7/e5ofbN10m4XtCfcH2/d/+NTVH3gY0LqJpiQVVTROGmqBpj+4Zwk2oamryQrCGsmoawqurDqmn0QrNwJNrl5z66MEtThudqWkmupg7P09SSXPe1rSxdH2rSq9vK9PT6w3pu4yEdqmzQ8l1HO7yfy2eVuEqzRROKlBZ/QgAAAOg3CNDQq+2bo4e0VB8wAw0ABh4LpDYcqNQrW4/oxc2HtXzn0XZDp+LcdFdxbL/rLVTbeaTGVVrZbW3r77LTA80rU3qbd3r80GxNLclzQVluRsd/RmWmBXTpjBK3RSJz3CIAu8trlRbwKS3odx8oWVBWmJ2mqcNzuzUrDQAAAL2PAA29uoBAfP6ZYQYaAPR/VqW1cvdRLdt5VMt3lmvl7mOqCzW1us6Eodm6cNownTu52LVq2u/6tq2HVhlmH6ZsK63WriO1riLMKpMjkagL4CLRqPvaWhybz4t93RSRmiJ2fbW6XlNTy/WNBVIWTqX5fe500MIqF1TFv/a7uWLWTpmbmabcjIByM9KU4/ZB5WYGlZMRVE66VcclL9CyD45OG1PgNgAAAAxMBGjo5QUEvPlnrSrQmIEGAP3GwYp6Ld9V7irLlu0sd9VibQvM8jODrtXwounDdOHUYZpQnHPC+7Xwyq7XlesCAAAA/Q0BGnrFnnYq0KxtxdiAaQBA77PKra2l1S4os8DMgrM95d4HHonGFmXpjPFFOmPCEBecTRmW268XAwAAAACSjQANvVyBlnVcBdqx2ka38hnzXwCgZ9U1Nmn13mNaseto82YrZiayXMxWi7SgzAIzC85GFGT22TEDAAAA/QEBGnrFvnZaOOMz0GzOTVVDWPmZXkUaACA59h+raw7K3tx9VOv3Vx438D8rLaD54wp1xoQiLZowRPPHDel0OD4AAAAwGPEXMnplxbYDFV6ANjahAs1WKLNVzmobm9xKnARoAHBqv2stIHOB2e6jenPXUR2oqD/ueiPyM7VwwhAtHDdEC8cP0axR+W7APgAAAICOEaChVwZSW8FDetCv4tyMVpdZFVptY51biXP8UAZLA0BXlVY1aPWeYy4ss9Bszd5jqg9FWl3HVpKcPSpfC2JhmW2jCls+yAAAAADQNQRo6NUFBNoOnR6Sk6Z9x+pYiRMAOlHdENbavRVufpkFZav3VLjfnW3Z4ixWWbYgFpbNHVOg7HT+Uw8AAACcKv6qRo/bW378/LO2c9COshInADgN4SZtPFDlgrJVeyrc3lbKjLYeXSZbd2XysNzmVkxry5xUnMOCLAAAAEAPIEBDj9ubUIHWVnwlTirQAAxGZdUN2nCgMrZVuRlm20qrjxv0b0YXZun0sQWaO6ZQp48p1JzR+cpjdiQAAADQKwjQ0OP2Nq/AmdVhBZrNQAOAVK4q23WkVhsPeiFZPDQ7XNXQ7vWHZKd5QdlYC8u80GxYXusZkgAAAAB6DwEaejFAO76Fkwo0AKk0p+zAsTo3m8y2HaU12l5W4yrK9pTXusVU2rJuywlDczRzZJ5mjczXzNg2siCTVkwAAACgHyFAQ5+2cFqVhaECDRh8IpGo1h+o1KvbyvTqtiPafaRWl88q0W3nTkjKSpHWHmmrAFv1V11jRPWhJtWHm1zlq80My0wLdOv+otGojtQ0ameZF4zZfoftj9Rq/7E6VdR1PssxNyOoqSW5rYKyGSPylJPBf4oBAACA/o6/2tGjGsMRHais7zhAa65AYxEBINXVNoa1bn+l1uyt0Ipd5Xpt25Hjfvbvemm7fr1kh66dO1IfOX+SThtT0OX7t6Bsxc6jenFLqV7aXOZaJDuSnR7QeVOKdemM4bpk+nCNKMh0AVllfVilVQ3N4ZsXkHlBmW1V9eFOjyE/M+jCP9vGD812Q/4nDcvRlGG5rgWTqjIAAABgYCJAQ486UFHnVo7LCPo1LPf4+T1Fzatwtl+Btr20Wg3hiKvUADCwNEWienr9IT274ZALzbYcrjqujTEnPaAzJxa5MKskP1N/fH23Xtt+RP9Ytd9ti9zKkrkKBnxKC/iVFvApGPCrIRRxgVxNo1WXhV3wtXZvhepCTa3uf3hehrLSA8oMBpTp9n4XiB2qbHDHZlv8esfqQi7074zlX6MKsjSxOEcTirM1sThXE4uzXYu6tV0y1B8AAABITQRo6LUFBNqrvGipQDs+QAs1RXTLXa+ptrFJr37pUhXGwjYA/ZtVgv3tzX365UvbXatjopL8DJ022huMf+6UoW44vgVjcdefPkpv7atwVWgPr96vZTuPuq2rrMrrgqnFumjaMBfKFbcT3FulmVXCPb/xsJ7bdFir9hxrNcw/LyPo7sc2m082cViOty/OcVVl3W39BAAAADDwEaChR8VbqMYWHb+AQOtFBEJuHpLf3xKybT1crbJqL1izOUnnTi7ulWMGcHKskvT+ZXv0m1d2uDZIU5CVpnctGqtFE4o0d0yBqzI7kTmjC/Sjd83Tv181Q0+8dcBVmVmgHm6KevtI1FW1WhtmdnrQ22cEXZukDeM/UZukXW6PYds/L56qI9UNLuy330cWmhGQAQAAAGiLAA096qHV+93eZgy1pzC2iIC1etlsoYLY18YqROI2H6wiQAP6EVtlcs2eYy4kX3+gyu3tvLhRBZn68AWT9O5FY096SL7NJfvgeRPV04bmZrgNAAAAADpCgIYes6202s09Cvh9biB4ezKCATcDySpMrI0zMUCzNq64TYeqe+WYBxNrX3t+02F96eoZrooH6IytYLl0+xG9uNkG9JdqW2nr1sw4W1XyoxdM0g3zRrVqzQQAAACAgYx/NaPH/GPlPre/cGr7c4gS56DVNNapvLZRE5TTfP66/S0B2uZDVT18tINLZX1In/vTKlXUhTS6MEv/dNHkvj4kJFG4KaL6cMSFXrbZQhy2twH5toWaomps8r62y9z5TRGFYvvqem8ov71PrDL0WG2jVu+taDVg37qtbXGPWbaNynenZ47IbxWCAwAAAECqIEBDj7Ah3X9f5bVv3jR/dKfXtblDNn8ocSVOm4e2vk0Lp93niWYboWvueWWnC8/MH9/Y7SqGEufPoe8DMFsR0n4mymsaXXVmeU0otm9059vpIzUNOlgW0HfXv9QckllwZi3RPcHaMi+aPkwXTh2mc6cUu/lmAAAAADAYEKChR7y5+5h2l9e64d6Xzyrp9LpDYqtrWjAQt/NIjWvrtEHhbj5aQ1gHKuo1qjCrx4891VlV0a+W7HCnLY/cdaRWL28tc6sWomP2Pvzz8j16Y0e5e8/GV2m0bWhOupvzlZUWUJYbbB9Q0O9zoVZNQ1g1DU2qbgi7zYIvLwBrHYhZBWY8MLPqr67zSfX1HV6aHvQrM+hXRlpA6QG/+5lKj2+B9k/nZgSVl2lbWvN+5og8TRmeS4gNAAAAYFAiQEOP+Mcqr33zytkjTjhfa0is5cvChLi3YtVn1hZmAcSWw9XadKiKAC2J1WeTh+Xo/CnFuue1Xfrda7sI0Dqxas8xfeXvb2ltwly+E7GcKXqKhWC2yEZRdrq3z0l3wZ3b56S78/Mz/Fq3arkuvuA85WSlKzMYcCtIZqb53d5CMSoLAQAAAODUEaAh6UJNET2y5kCX2jeNhQHGWtTi1sWCijmj83WsNuQCNGvj7Gg1T3S/+uwzi6dq9qgCF6A9t/GQW0HR5qGhhc3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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Extract parameters\n", + "param_numbers = ansatz.num_parameters\n", + "data2 = cost_history_dict[\"parameters\"]\n", + "iterations = range(len(data2))\n", + "# Extract all 16 parameters\n", + "parameters = [[row[i] for row in data2] for i in range(param_numbers)]\n", + "# Plotting the parameters\n", + "plt.figure(figsize=(15, 10))\n", + "# Plot each parameter\n", + "for i in range(param_numbers):\n", + " plt.plot(iterations, parameters[i], label=f'Parameter {i+1}')\n", + "\n", + "plt.xlabel('Iteration')\n", + "plt.ylabel('Parameter Value')\n", + "plt.title('Parameters Over Iterations')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" ] }, { @@ -634,11 +2547,17 @@ "source": [ "# This is the end of the challenge. Good luck!" ] + }, + { + "cell_type": "markdown", + "id": "c100c9a1", + "metadata": {}, + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "tda", + "display_name": "moodys-venv", "language": "python", "name": "python3" }, @@ -652,7 +2571,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.11" + "version": "3.12.8" } }, "nbformat": 4, diff --git a/quantum_test.png b/quantum_test.png new file mode 100644 index 0000000..67c54ee Binary files /dev/null and b/quantum_test.png differ diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..e9bb676 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,57 @@ +appnope==0.1.4 +asttokens==3.0.0 +comm==0.2.2 +debugpy==1.8.12 +decorator==5.1.1 +dill==0.3.9 +executing==2.2.0 +giotto-ph==0.2.4 +giotto-tda==0.6.2 +gudhi==3.10.1 +igraph==0.11.8 +ipykernel==6.29.5 +ipython==8.32.0 +ipywidgets==8.1.5 +jedi==0.19.2 +joblib==1.4.2 +jupyter_client==8.6.3 +jupyter_core==5.7.2 +jupyterlab_widgets==3.0.13 +matplotlib-inline==0.1.7 +mpmath==1.3.0 +narwhals==1.24.2 +nest-asyncio==1.6.0 +numpy==1.26.4 +packaging==24.2 +pandas==2.2.3 +parso==0.8.4 +pbr==6.1.0 +pexpect==4.9.0 +platformdirs==4.3.6 +plotly==6.0.0 +prompt_toolkit==3.0.50 +psutil==6.1.1 +ptyprocess==0.7.0 +pure_eval==0.2.3 +pyflagser==0.4.7 +Pygments==2.19.1 +python-dateutil==2.9.0.post0 +pytz==2025.1 +pyzmq==26.2.1 +qiskit==1.3.2 +rustworkx==0.16.0 +scikit-learn==1.3.2 +scipy==1.15.1 +six==1.17.0 +stack-data==0.6.3 +stevedore==5.4.0 +symengine==0.13.0 +sympy==1.13.3 +texttable==1.7.0 +threadpoolctl==3.5.0 +tornado==6.4.2 +traitlets==5.14.3 +typing_extensions==4.12.2 +tzdata==2025.1 +wcwidth==0.2.13 +widgetsnbextension==4.0.13