From a90a22b36cccbd0d993a0a37cb36e3f5e24c2cfd Mon Sep 17 00:00:00 2001 From: HGSilveri Date: Fri, 4 Feb 2022 11:40:21 +0100 Subject: [PATCH] Updating tutorials --- docs/source/index.rst | 1 - docs/source/tutorials/qek.nblink | 3 - .../Fingerprint/Fingerprint_A.txt | 24756 ---------------- .../Fingerprint_edge_attributes.txt | 24756 ---------------- .../Fingerprint_graph_indicator.txt | 15167 ---------- .../Fingerprint/Fingerprint_graph_labels.txt | 2800 -- .../Fingerprint/Fingerprint_label_readme.txt | 23 - .../Fingerprint_node_attributes.txt | 15167 ---------- .../Quantum Evolution Kernel.ipynb | 1500 - 9 files changed, 84173 deletions(-) delete mode 100644 docs/source/tutorials/qek.nblink delete mode 100644 tutorials/applications/Fingerprint/Fingerprint_A.txt delete mode 100644 tutorials/applications/Fingerprint/Fingerprint_edge_attributes.txt delete mode 100644 tutorials/applications/Fingerprint/Fingerprint_graph_indicator.txt delete mode 100644 tutorials/applications/Fingerprint/Fingerprint_graph_labels.txt delete mode 100644 tutorials/applications/Fingerprint/Fingerprint_label_readme.txt delete mode 100644 tutorials/applications/Fingerprint/Fingerprint_node_attributes.txt delete mode 100644 tutorials/applications/Quantum Evolution Kernel.ipynb diff --git a/docs/source/index.rst b/docs/source/index.rst index e4f11b9b2..a26c09569 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -88,7 +88,6 @@ computers and simulators, check the pages in :doc:`review`. tutorials/cz_gate tutorials/qaoa_mis - tutorials/qek .. toctree:: :maxdepth: 3 diff --git a/docs/source/tutorials/qek.nblink b/docs/source/tutorials/qek.nblink deleted file mode 100644 index cdc8ab93e..000000000 --- a/docs/source/tutorials/qek.nblink +++ /dev/null @@ -1,3 +0,0 @@ -{ - "path": "../../../tutorials/applications/Quantum Evolution Kernel.ipynb" -} diff --git a/tutorials/applications/Fingerprint/Fingerprint_A.txt b/tutorials/applications/Fingerprint/Fingerprint_A.txt deleted file mode 100644 index 4be33c09c..000000000 --- a/tutorials/applications/Fingerprint/Fingerprint_A.txt +++ /dev/null @@ -1,24756 +0,0 @@ -1, 2 -2, 1 -3, 7 -7, 3 -7, 8 -8, 7 -8, 9 -9, 8 -9, 10 -10, 9 -10, 11 -11, 10 -11, 12 -12, 11 -12, 13 -13, 12 -13, 6 -6, 13 -4, 14 -14, 4 -14, 5 -5, 14 -15, 16 -16, 15 -17, 19 -19, 17 -19, 20 -20, 19 -20, 18 -18, 20 -21, 23 -23, 21 -23, 24 -24, 23 -24, 25 -25, 24 -25, 26 -26, 25 -26, 22 -22, 26 -27, 31 -31, 27 -31, 32 -32, 31 -32, 33 -33, 32 -33, 34 -34, 33 -34, 35 -35, 34 -35, 36 -36, 35 -36, 30 -30, 36 -28, 37 -37, 28 -37, 38 -38, 37 -38, 39 -39, 38 -39, 29 -29, 39 -40, 41 -41, 40 -42, 46 -46, 42 -46, 47 -47, 46 -47, 48 -48, 47 -48, 49 -49, 48 -49, 50 -50, 49 -50, 51 -51, 50 -51, 44 -44, 51 -43, 52 -52, 43 -52, 53 -53, 52 -53, 54 -54, 53 -54, 45 -45, 54 -55, 57 -57, 55 -57, 58 -58, 57 -58, 59 -59, 58 -59, 56 -56, 59 -60, 62 -62, 60 -62, 63 -63, 62 -63, 64 -64, 63 -64, 65 -65, 64 -65, 61 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a/tutorials/applications/Fingerprint/Fingerprint_label_readme.txt +++ /dev/null @@ -1,23 +0,0 @@ -Node attributes: [x, y] - -Edge attributes: [orient, angle] - -Class labels were converted to integer values using this map: - - 0 L - 1 TR - 2 A - 3 TA - 4 W - 5 R - 6 T - 7 WR - 8 TL - 9 LT - 10 AT - 11 RT - 12 WL - 13 RW - 14 AR - - diff --git a/tutorials/applications/Fingerprint/Fingerprint_node_attributes.txt b/tutorials/applications/Fingerprint/Fingerprint_node_attributes.txt deleted file mode 100644 index ecac89f70..000000000 --- a/tutorials/applications/Fingerprint/Fingerprint_node_attributes.txt +++ /dev/null @@ -1,15167 +0,0 @@ -124.0, 121.0 -119.0, 143.0 -125.0, 130.0 -33.0, 155.0 -54.0, 185.0 -202.0, 200.0 -134.0, 142.0 -144.0, 153.0 -158.0, 158.0 -170.0, 148.0 -183.0, 156.0 -191.0, 169.0 -199.0, 182.0 -38.0, 175.0 -124.0, 121.0 -119.0, 143.0 -151.0, 93.0 -173.0, 127.0 -162.0, 102.0 -171.0, 113.0 -142.0, 118.0 -175.0, 193.0 -158.0, 123.0 -167.0, 137.0 -169.0, 157.0 -173.0, 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Rydberg atoms" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Introduction\n", - "\n", - "The following notebook illustrates how to use Pulser to evaluate the Quantum Evolution Kernel of graphs, and use it in a classification problem on a benchmark dataset.\n", - "\n", - "The idea is to imprint properties of a graph onto a driven quantum system, and then to characterize the graph through measurements of this system after an optimized time-evolution.\n", - "\n", - "The properties of a graph $\\mathcal{G}=(\\mathcal{V},\\mathcal{E})$ are encoded in the graph Hamiltonian $\\hat{\\mathcal{H}}_\\mathcal{G} = \\sum_{(i,j)\\in\\mathcal{E}} \\hat{h}_{ij}$ of a system, on which a pulse Hamiltonian $\\hat{\\mathcal{H}}_1 = \\sum_{i\\in\\mathcal{V}} \\hat{h}'_i$, independent of the graph, can be applied.\n", - "\n", - "Starting with the system in the empty state $\\left|\\psi_0\\right\\rangle=\\bigotimes_{i\\in\\mathcal{V}} \\left|0\\right\\rangle$, it is first brought to a superposition of computational basis states via the action of $\\hat{\\mathcal{H}}_1$ with parameter (or time) $\\vartheta_0$. It is then alternatively left to evolve with the graph Hamiltonian $\\hat{\\mathcal{H}}_\\mathcal{G}$ for a duration $\\tau_i$, and driven with the pulse Hamiltonian $\\hat{\\mathcal{H}}_1$ with parameter $\\vartheta_i$. The final state is then measure after $p$ such alternations (layers) :\n", - "\n", - "$$\n", - "\\left|\\psi_f(\\vartheta)\\right\\rangle = \\prod_{i=1}^p\\left(\\mathbf{\\text{e}}^{-{\\rm i} \\vartheta_i \\hat{\\mathcal{H}}_1}\n", - " \\mathbf{\\text{e}}^{-{\\rm i} \\tau_i\\hat{\\mathcal{H}}_\\mathcal{G}}\\right)\n", - " \\mathbf{\\text{e}}^{-{\\rm i} \\vartheta_0 \\hat{\\mathcal{H}}_1}\\left|\\psi_0\\right\\rangle.\n", - "$$\n", - "\n", - "An observable $\\hat{\\mathcal{O}}$ is then measured in the final state, and is used to build a probability distribution that will serve as a vector representation of the graph.\n", - "\n", - "The distance between two representative vectors is then computed using standard methods (here the Jensen-Shannon divergence) and can be used in an classification task, for example with a Support Vector Machin (SVM).\n", - "\n", - "This is based upon [arxiv.org/2107.03247](https://arxiv.org/abs/2107.03247)." - ] - }, - { - "attachments": { - "featuremap.png": { - "image/png": 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" - } - }, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "
\n", - "\"Feature\n", - "
" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Jensen-Shannon divergence\n", - "A distance between two probability distributions $\\mathcal{P}=\\{p_k\\}_k$ and $\\mathcal{P}'=\\{p'_k\\}_k$ can be constructed from the Shannon entropy $H(\\mathcal{P})=-\\sum_kp_k\\log p_k$. It is the Jensen-Shannon divergence, defined as\n", - "\n", - "$$\n", - "JS(\\mathcal{P}, \\mathcal{P}') = H\\left(\\frac{\\mathcal{P}+\\mathcal{P}'}{2}\\right) -\\frac{H(\\mathcal{P})+H(\\mathcal{P}')}{2}.\n", - "$$\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "\n", - "\n", - "def JSdiv(p1, p2):\n", - " \"\"\"Compute the Jensen-Shannon divergence between two distributions.\"\"\"\n", - " q1 = np.array(p1)/np.sum(p1)\n", - " q2 = np.array(p2)/np.sum(p2)\n", - " # Alowing for distributions to have different sizes\n", - " delta = len(q1) - len(q2)\n", - " if delta < 0:\n", - " q1 = np.concatenate((q1, np.array([0 for i in range(-delta)])))\n", - " elif delta > 0:\n", - " q2 = np.concatenate((q2, np.array([0 for i in range(delta)])))\n", - " pq = (q1 + q2)/2\n", - "\n", - " def entropy(pl_unscaled):\n", - " # Making sure the probability distributions are similarly normalized\n", - " pl = np.array(pl_unscaled)/np.sum(pl_unscaled)\n", - " res = 0\n", - " for p in pl:\n", - " if p > 0:\n", - " res += p*np.log(p)\n", - " return -res\n", - " out = entropy(pq)-(entropy(q1)+entropy(q2))/2\n", - " return out\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## First example\n", - "\n", - "As an example, let us first implement the kernel with a scheme that allows for the computation of closed formulas. Readers interested only in the implementation of this kernel using Pulser can skip to [Application on a benchmark dataset](#Application-on-a-benchmark-dataset)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Scheme\n", - "The graph Hamiltonian is here $\\hat{\\mathcal{H}}_\\mathcal{G} = \\sum_{(i,j)\\in\\mathcal{E}} \\hat{n}_i\\hat{n}_j$, and the pulse Hamiltonian is $\\hat{\\mathcal{H}}_1 = \\sum_{i\\in\\mathcal{V}} \\hat{\\sigma}^y_i$.\n", - "\n", - "The scheme is here limited to $p=1$ layer, and the two pulses are set to be Ramsey pulses of opposite parameters $\\vartheta$ and $-\\vartheta$, so that the final state is \n", - "\n", - "$$\n", - "\\left|\\psi_f(\\vartheta)\\right\\rangle = \\mathbf{\\text{e}}^{{\\rm i} \\vartheta \\hat{\\mathcal{H}}_1}\n", - " \\mathbf{\\text{e}}^{-{\\rm i} t\\hat{\\mathcal{H}}_\\mathcal{G}}\n", - " \\mathbf{\\text{e}}^{-{\\rm i} \\vartheta \\hat{\\mathcal{H}}_1}\\left|\\psi_0\\right\\rangle.\n", - "$$\n", - "\n", - "The total occupation $\\sum_{i\\in\\mathcal{V}}\\hat{n}_i$ is then measured in the final state and its Fourier transform $\\{p_k\\}_{k\\in\\mathbb{N}}$ is the probability distribution extracted." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Total occupation and Fourier transform\n", - "In that case, for a graph $\\mathcal{G}$ containing $m_\\mathcal{G}(\\kappa)$ nodes of degree $\\kappa$, the total occupation can be expressed explicitely as\n", - "\n", - "$$\n", - "n(t)=2\\,{\\cos^2\\vartheta\\sin^2\\vartheta}\\sum_{\\kappa\\geq0} m_\\mathcal{G}(\\kappa) w_\\kappa(t),\n", - "\\hspace{.4cm}\n", - "\\text{with } w_\\kappa(t)={\\Re\\left\\{1-\\left(\\cos^2\\vartheta+\\mathbf{\\text{e}}^{-{\\rm i} t}\\sin^2\\vartheta\\right)^{\\kappa}\\right\\}}.\n", - "$$\n", - "\n", - "With $c_\\vartheta = \\cos^2\\vartheta$, the Fourier transform of $n(t)$ (over $t\\in\\mathbb{R}$) can be expressed as \n", - "\n", - "$$\n", - "p_0^{(\\infty)}=2\\,{c_\\vartheta(1-c_\\vartheta)}\\sum_{\\kappa\\geq0} m_\\mathcal{G}(\\kappa)\\,(1-c_\\vartheta^{\\kappa}),\\hspace{.4cm}\tp_{k>0}^{(\\infty)}={(1-c_\\vartheta)^{1+k}}\\sum_{\\kappa\\geq k} \\binom{\\kappa}{k}m_\\mathcal{G}(\\kappa)\\,c_\\vartheta^{\\kappa+1-k}\n", - "$$" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Illustration on random graphs\n", - "\n", - "Let us illustrate this formula on a few Erdős–Rényi graphs of $N=100$ nodes, with edge probability $\\rho$ ranging from 0.2 to 0.8." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "from IPython.display import Latex\n", - "import scipy.special\n", - "# Load graph package\n", - "import networkx as nx\n", - "\n", - "\n", - "def pk(G, theta=np.pi/4):\n", - " cnt = nx.degree_histogram(G)\n", - " kappamax = len(cnt)\n", - "\n", - " c = np.cos(theta)**2\n", - " s = 1-c\n", - " t = np.tan(theta)**2\n", - " sp = 2 * c * s\n", - "\n", - " res0 = 0\n", - " for kappa, m in enumerate(cnt):\n", - " res0 += m * (1-c**kappa)\n", - " res = [(sp * res0)]\n", - " for k in range(1, kappamax):\n", - " res0 = 0\n", - " for kappa in range(k, kappamax):\n", - " m_kappa = cnt[kappa]\n", - " binom = scipy.special.comb(kappa, k, exact=True)\n", - " res0 += m_kappa * binom * (c**(kappa+1-k))\n", - " res.append(((s**(1+k)) * res0))\n", - " return res\n", - " " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We now build an artificial set of graphs of two different Erdős–Rényi classes $\\rho=0.35$ and $\\rho=0.65$." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# Largest allowed graph\n", - "N_max = 100\n", - "# Size of the dataset\n", - "n_graphs = 100\n", - "\n", - "\n", - "def create_random_graphs(N_max=100,\n", - " n_graphs=100,\n", - " rho_low=0.35,\n", - " rho_high=0.65):\n", - " # Dataset with graphs of two different Erdős–Rényi classes\n", - " graphs = []\n", - " # Classes of these graphs\n", - " classes = []\n", - " # Probability distributions of these graphs as described above\n", - " probability_distributions = []\n", - " for _ in range(n_graphs):\n", - " # Number of nodes in the graph in [N_max/2,N_max]\n", - " N = np.random.randint(N_max//2, N_max+1)\n", - " if np.random.rand() < .5:\n", - " rho = rho_low\n", - " classes.append(0)\n", - " else:\n", - " rho = rho_high\n", - " classes.append(1)\n", - " G = nx.erdos_renyi_graph(N, rho)\n", - " pdist = pk(G)\n", - " probability_distributions.append(pdist/np.sum(pdist))\n", - "\n", - " return graphs, classes, probability_distributions\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From two graphs $\\mathcal{G}$ and $\\mathcal{G}'$, and their respective probability distributions $\\mathcal{P}=\\{p_k\\}_k$ constructed from the time evolution described above, the kernel can then be expressed as\n", - "\n", - "$$\n", - "K(\\mathcal{G},\\mathcal{G}') = \\exp\\left(-\\mu JS(\\mathcal{P}, \\mathcal{P}')\\right).\n", - "$$\n", - "\n", - "We now build the kernel matrix containing the graph kernels between graphs in a random data set (we set $\\mu=1$ in the entire tutorial)." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "def kernel_matrix(pdist1, pdist2, mu=1):\n", - " Kmat = np.array([[np.exp(-mu * JSdiv(p1, p2)) for p1 in pdist1]\n", - " for p2 in pdist2])\n", - " return Kmat\n", - "\n", - "\n", - "graphs, classes, proba_dists = create_random_graphs()\n", - "\n", - "Kmat = kernel_matrix(proba_dists, proba_dists)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "def plot_kernel_matrix(Kmat):\n", - " fig, ax = plt.subplots(figsize=(8, 8))\n", - " im = ax.imshow(Kmat, cmap='OrRd')\n", - " ax.set_xlabel('Graph #', fontsize=18)\n", - " ax.set_ylabel('Graph #', fontsize=18)\n", - " cbar = plt.colorbar(im, extend='max')\n", - "\n", - "\n", - "plot_kernel_matrix(Kmat)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Classification : Support Vector Machine\n", - "From this kernel matrix one can build a support vector machine and use it as a prediction tool for the class of any new graph.\n", - "We use here the `sklearn` package handling the classification. More details can be found here : https://scikit-learn.org/stable/modules/svm.html#svm-mathematical-formulation.\n", - "\n", - "One first trains the classifier, using the Kernel matrix computed above and the known classes of the corresponding graphs :" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn import svm\n", - "from sklearn.metrics import f1_score, accuracy_score, recall_score, precision_score\n", - "\n", - "\n", - "scores_types = ['Accuracy ',\n", - " 'f1 ',\n", - " 'Precision',\n", - " 'Recall ']\n", - "\n", - "\n", - "def trained_classifier_from_Kmat(Kmat, classes_train):\n", - " \"\"\"\n", - " Create and train a classifier from the Kernel matrix `Kmat`\n", - " obtained from graphs of classes `classes_train`\n", - " \"\"\"\n", - " classifier = svm.SVC(kernel='precomputed')\n", - " classifier.fit(Kmat, classes_train)\n", - "\n", - " return classifier\n", - "\n", - "\n", - "def trained_classifier_pdist(p_dist_train, classes_train):\n", - " \"\"\"\n", - " Create and train a classifier from the probability\n", - " distributions `p_dist_train` and the corresponding classes\n", - " `classes_train`\n", - " \"\"\"\n", - " Kmat = kernel_matrix(p_dist_train, p_dist_train)\n", - "\n", - " return trained_classifier_from_Kmat(Kmat, classes_train)\n", - "\n", - "def test_classifier(classifier,\n", - " p_dist_train,\n", - " p_dist_test,\n", - " classes_test,\n", - " verbose=False):\n", - " \"\"\"\n", - " Test a trained classifier `classifier` from the probability\n", - " distributions of the train and test data sets `p_dist_train`\n", - " and `p_dist_test` respectively, and from the classes of the\n", - " test set `classes_test`\n", - " \"\"\"\n", - " X = kernel_matrix(p_dist_train, p_dist_test)\n", - "\n", - " predicted_classes = classifier.predict(X)\n", - "\n", - " scores = [accuracy_score(classes_test,\n", - " predicted_classes),\n", - " f1_score(classes_test,\n", - " predicted_classes,\n", - " average='weighted'),\n", - " precision_score(classes_test,\n", - " predicted_classes,\n", - " average='weighted',\n", - " zero_division=0),\n", - " recall_score(classes_test,\n", - " predicted_classes,\n", - " average='weighted')]\n", - "\n", - " if verbose:\n", - " for st, s in zip(scores_types, scores):\n", - " print(f'{st} : {s:6.3}')\n", - "\n", - " return scores\n", - "\n", - "\n", - "def train_and_test_classifier(p_dist_train,\n", - " classes_train,\n", - " p_dist_test,\n", - " classes_test,\n", - " verbose=False):\n", - " \"\"\"\n", - " Train and test a classifier from test and\n", - " train probability distributions and classes\n", - " \"\"\"\n", - " classifier = trained_classifier_pdist(p_dist_train, classes_train)\n", - "\n", - " return classifier, test_classifier(classifier, p_dist_train,\n", - " p_dist_test, classes_test,\n", - " verbose=verbose)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Given a new dataset, one first computes the kernel matrix between the new graphs and the old ones :" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accuracy : 0.92\n", - "f1 : 0.919\n", - "Precision : 0.931\n", - "Recall : 0.92\n" - ] - } - ], - "source": [ - "# Create a random training set\n", - "graphs_train, classes_train, p_dist_train = create_random_graphs()\n", - "# Create a random test set\n", - "graphs_test, classes_test, p_dist_test = create_random_graphs(n_graphs=50)\n", - "\n", - "# Compute the score of the classifier\n", - "classifier, scores = train_and_test_classifier(p_dist_train,\n", - " classes_train,\n", - " p_dist_test,\n", - " classes_test,\n", - " verbose=True\n", - " )\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Application on a benchmark dataset\n", - "\n", - "### Load the dataset\n", - "We now load a known benchmark dataset and apply our method to it, using Pulser and its emulator to study it on a realistic device.\n", - "" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "prefix = './Fingerprint/Fingerprint_'\n", - "\n", - "graphs = {}\n", - "node_to_graph = {}\n", - "class_count = {}\n", - "\n", - "label_file = prefix + 'graph_labels' + '.txt'\n", - "with open(label_file) as f:\n", - " lines = f.readlines()\n", - " for i, line in enumerate(lines):\n", - " labl = int(line)\n", - " graphs[i+1] = nx.Graph(label=labl)\n", - " if labl in class_count.keys():\n", - " class_count[labl] += 1\n", - " else:\n", - " class_count[labl] = 1\n", - "\n", - "\n", - "node_to_graph_file = prefix + 'graph_indicator' + '.txt'\n", - "with open(node_to_graph_file) as f:\n", - " lines = f.readlines()\n", - " for i, line in enumerate(lines):\n", - " gi = int(line)\n", - " node_to_graph[i+1] = gi\n", - " graphs[gi].add_node(i+1)\n", - "\n", - "adjacency_file = prefix + 'A' + '.txt'\n", - "with open(adjacency_file) as f:\n", - " lines = f.readlines()\n", - " for line in lines:\n", - " Ind = line.split(',')\n", - " i = int(Ind[0])\n", - " j = int(Ind[1])\n", - " gi = node_to_graph[i]\n", - " graphs[gi].add_edge(i, j)\n", - "\n", - "coordinates_file = prefix + 'node_attributes' + '.txt'\n", - "with open(coordinates_file) as f:\n", - " lines = f.readlines()\n", - " for i,line in enumerate(lines):\n", - " Ind = line.split(',')\n", - " x = float(Ind[0])\n", - " y = float(Ind[1])\n", - " gi = node_to_graph[i+1]\n", - " nx.set_node_attributes(graphs[gi], {i+1: (x,y)}, \"coords\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Preprocess dataset\n", - "The dataset is preprocessed in the following way :\n", - "\n", - "1) First, only graphs with at leat 5 nodes are kepts\n", - "\n", - "2) Secondly, only classes with enough representatives are kept. Therefore, any class that contains less than 10 times fewer representatives than the largest class are disregarded" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "After preprocessing, the dataset now contains 897 \n", - "graphs of at least 5 and at most 12 nodes, distributed \n", - "across the different classes in the following way {0: 345, 4: 176, 5: 335, 6: 41}\n", - "\n" - ] - } - ], - "source": [ - "# Minimum and maximum number of nodes in a graph\n", - "Nmin = 5\n", - "Nmax = 12\n", - "\n", - "# Number of classes in the dataset\n", - "number_of_classes = len(class_count.keys())\n", - "\n", - "# Tally the number of graphs in each class\n", - "count = {clas: 0 for clas in class_count.keys()}\n", - "for g in graphs.values():\n", - " if Nmin <= g.number_of_nodes() <= Nmax:\n", - " count[g.graph['label']] += 1\n", - "\n", - "# Number of graphs in the most represented class\n", - "size_of_largest_class = max(count.values())\n", - "# Include only classes with at least 10% of the size of the largest one\n", - "include_classes = {clas: False for clas in class_count.keys()}\n", - "for clas, prop in count.items():\n", - " if prop > .1*size_of_largest_class:\n", - " include_classes[clas] = True\n", - "\n", - "\n", - "data_preprocessed = []\n", - "for g in graphs.values():\n", - " labl = g.graph['label']\n", - " if Nmin <= g.number_of_nodes() <= Nmax and include_classes[labl]:\n", - " mapping = {l: i for i, l in enumerate(g.nodes())}\n", - " g_shift = nx.relabel_nodes(g, mapping)\n", - " data_preprocessed.append(g_shift)\n", - "\n", - "# size of the dataset\n", - "n_graphs = len(data_preprocessed)\n", - "\n", - "\n", - "included_classes = {}\n", - "for clas, icount in count.items():\n", - " if include_classes[clas]:\n", - " included_classes[clas] = icount\n", - "\n", - "print(f'After preprocessing, the dataset now contains {len(data_preprocessed)} \\n' +\n", - " f'graphs of at least {Nmin} and at most {Nmax} nodes, distributed \\n' +\n", - " f'across the different classes in the following way {included_classes}\\n')\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In order to speed up the computations in this tutorial, we will artificialy reduce the number of classes to two, disregarding the others." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "After preprocessing, the dataset now contains 400 graphs of at least 5 and at most 12 nodes, distributed across 2 different classes in the following way {0: 246, 4: 154}\n" - ] - } - ], - "source": [ - "# We here only sample 400 graphs\n", - "dataset_targetsize = 400\n", - "\n", - "kept_classes = {}\n", - "for cls in list(included_classes.keys())[0:2]:\n", - " kept_classes[cls] = 0\n", - "\n", - "\n", - "data_reduced = []\n", - "for g in data_preprocessed:\n", - " if(len(data_reduced) < dataset_targetsize):\n", - " cls = g.graph['label']\n", - " if cls in kept_classes.keys():\n", - " kept_classes[cls] += 1\n", - " data_reduced.append(g)\n", - "\n", - "# size of the dataset\n", - "n_graphs = len(data_reduced)\n", - "\n", - "print(f'After preprocessing, the dataset now contains {len(data_reduced)} ' +\n", - " f'graphs of at least {Nmin} and at most {Nmax} nodes, distributed ' +\n", - " f'across {len(kept_classes)} different classes in the following way ' +\n", - " f'{kept_classes}')\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Map graphs onto machine registers\n", - "For a given graph $\\mathcal{G}=(\\mathcal{V},\\mathcal{E})$, we first need to find a proper set of coordinates for the atoms, so that their interaction Hamiltonian encodes the topology of $\\mathcal{G}$. \n", - "\n", - "Graphs as provided in the Fingerprint library are not suited to be represented on the quantum hardware.\n", - "The hardware has constraints on the maximum extent of the graph and the minimum distance between two nodes.\n", - "Moreover, the connectivity between two nodes should be related to the distance between them.\n", - "For this reason the graphs are processed using the Fruchterman-Reingold algorithm, and then rescaled in such a way as to occupy as much space as possible on the device. \n", - "To this end, we need to find a proper register that satisfies the constraints of the device :\n", - "\n", - "1) Not too large (i.e. whose diameter is smaller that twice the maximal distance to the center)\n", - "\n", - "2) Not too dense (i.e. where no pair of atoms are closer than the minimal distance between two atoms)\n", - "\n", - "3) Well defined bonds (i.e. each bond of the graph correspond to atoms that are within each other's Rydberg blockade radius, for a value of the amplitude $\\Omega<\\Omega_{max}$\n" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "from scipy.optimize import minimize\n", - "from scipy.spatial.distance import pdist\n", - "from scipy.optimize import NonlinearConstraint\n", - "\n", - "\n", - "def correct_coordinates(g):\n", - " '''\n", - " Corrects the coordinates of the nodes so that the\n", - " atoms fit the hardware constraints.\n", - " '''\n", - " n = g.number_of_nodes()\n", - "\n", - " # Coordinates given in the dataset\n", - " r_list = np.array([g.nodes[node][\"coords\"] for node in g.nodes()])\n", - " r_list += -np.mean(r_list, axis=0)\n", - " scale = np.max([np.sqrt(r.dot(r)) for r in r_list])\n", - "\n", - " x0 = r_list.reshape(2*n)\n", - "\n", - " # Ensures the atoms are within range of the device\n", - " xmax = device.max_radial_distance/np.sqrt(2)\n", - " bounds = [(-xmax, xmax)] * (2*n)\n", - " x0 *= xmax/scale\n", - "\n", - " #Encode the constraint of a minimal distance bewteen atoms\n", - " def min_dist(params):\n", - " return np.min(pdist(params.reshape(n, 2)))\n", - "\n", - " dmin = 1.1*device.min_atom_distance\n", - " nlc = NonlinearConstraint(min_dist, dmin, np.inf)\n", - "\n", - " def cost_function(params):\n", - " return 1\n", - "\n", - " res = minimize(cost_function,\n", - " x0=x0,\n", - " bounds=bounds,\n", - " constraints=nlc,\n", - " method='SLSQP')\n", - " x = res.x\n", - " rmax = device.max_radial_distance\n", - " scale_diameter = .95 * rmax/np.max(pdist(x.reshape(n, 2))) \n", - " x *= max(scale_diameter,1.)\n", - " r_list = x.reshape(n, 2)\n", - " r_list += -np.mean(r_list, axis=0)\n", - "\n", - "\n", - " for node, r in zip(g.nodes(), r_list):\n", - " g.nodes[node][\"coords\"] = r\n", - "\n", - "\n", - "def max_edge_length(g):\n", - " '''\n", - " Computes the maximal distance between nodes connected by an edge\n", - " of the graph\n", - " '''\n", - " n = g.number_of_nodes()\n", - " edges = np.array([1 if (i, j) in g.edges() else 0 for i in range(n) for j in range(i+1, n)])\n", - " r_list = np.array([g.nodes[node][\"coords\"] for node in g.nodes()])\n", - "\n", - " distances = pdist(r_list)\n", - " max_length = np.max(edges * distances)\n", - "\n", - " return max_length" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "from pulser import Register\n", - "from pulser.devices import Chadoq2\n", - "\n", - "device = Chadoq2\n", - "r_max = device.max_radial_distance\n", - "d_min = device.min_atom_distance\n", - "\n", - "omega_max = device.channels['rydberg_global'].max_amp\n", - "min_bond_length = device.rabi_from_blockade(omega_max)\n", - "\n", - "def reg_from_data(data_reduced):\n", - " # The list of registers for each graph\n", - " reg_list = []\n", - "\n", - " # The list of Rabi frequencies setting the Rydberg\n", - " # blockade radius to the maximal edge distance of each graph\n", - " rabi_list = []\n", - "\n", - " # List of list of edges\n", - " edges_list = []\n", - "\n", - " # List of class of each graph\n", - " label_list = []\n", - " for g in data_reduced:\n", - "\n", - " label_list.append(g.graph['label'])\n", - "\n", - " correct_coordinates(g)\n", - " graph_dict= {i:g.nodes[i][\"coords\"] for i in g.nodes()}\n", - "\n", - " edges_list.append(g.edges)\n", - "\n", - " # Find the blockade radius and corresponding Rabi frequency\n", - " blockade_radius = max_edge_length(g)\n", - " rabi = min(Chadoq2.rabi_from_blockade(blockade_radius), omega_max)\n", - " rabi_list.append(rabi)\n", - "\n", - " # Create the register\n", - " reg = Register(graph_dict)\n", - " reg_list.append(reg)\n", - "\n", - " return reg_list, rabi_list, edges_list, label_list\n", - "\n", - "reg_list, rabi_list, edges_list, label_list = reg_from_data(data_reduced)" - ] - }, - { - "attachments": { - "Ramsey.png": { - "image/png": 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" - } - }, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Optimized preparation of the equal superposition of Ising states\n", - "In order to reduce the number of parameters to train in this tutorial, we first determine the optimal constant detuning pulse that prepares the system in an equal superposition of all Ising states $\\left|\\psi_s\\right\\rangle = \\bigotimes_{i\\in\\mathcal{V}} \\frac{1}{\\sqrt{2}}\\left(\\left|0\\right\\rangle+\\left|1\\right\\rangle\\right)$.\n", - "\n", - "In the absence of interactions, this is obtained from the empty state via a Ramsey pulse with Hamiltonian $\\hat{\\mathcal{H}}_1 = \\frac{\\Omega}{2}\\sum_{i\\in\\mathcal{V}} \\hat{\\sigma}^y_i$ for a duration $t= \\pi/(2\\Omega)$. \n", - "\n", - "
\n", - "\"Optimal\n", - "
\n", - "\n", - "As illustrated above, without interaction (red curve) the overlaps reaches a maximum of 1 at $t= \\pi/(2\\Omega)$. \n", - "In the presence of interactions (faint line), the maximal overlap is reached at the same time for all graphs, but the value of this overlap is slightly reduced, and the peak is narrower for most graphs. The solid line represents the average of the overlap over all sampled graphs." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Single parameter Pulse\n", - "Let us now implement the Quantum Evolution Kernel on Pulser.\n", - "As an illustration we will here consider two layers, so that the final state is\n", - "\n", - "$$\n", - "\\left|\\psi_f(\\vartheta)\\right\\rangle = \\mathbf{\\text{e}}^{{\\rm i} \\hat{\\mathcal{H}}_1 t_2}\n", - " \\mathbf{\\text{e}}^{-{\\rm i} \\tau_1\\hat{\\mathcal{H}}_\\mathcal{G}}\\mathbf{\\text{e}}^{-{\\rm i} \\hat{\\mathcal{H}}_1 t_1}\n", - " \\mathbf{\\text{e}}^{-{\\rm i} \\tau_0\\hat{\\mathcal{H}}_\\mathcal{G}}\n", - " \\mathbf{\\text{e}}^{-{\\rm i} \\hat{\\mathcal{H}}_1 t_0}\\left|\\psi_0\\right\\rangle,\n", - "$$\n", - "\n", - "where $\\hat{\\mathcal{H}}_\\mathcal{G} = \\sum_{(i,j)\\in\\mathcal{E}} (C_6 /r_{ij}^{6})\\hat{n}_i\\hat{n}_j$ and $\\hat{\\mathcal{H}}_1(\\Omega) = \\frac{\\Omega}{2}\\sum_{i\\in\\mathcal{V}} \\hat{\\sigma}^y_i$.\n", - "\n", - "In practice, $\\hat{\\mathcal{H}}_\\mathcal{G}$ is never turned off, so that the *true* pulse Hamiltonian is $\\hat{\\mathcal{H}}_1(\\Omega)+\\hat{\\mathcal{H}}_\\mathcal{G}$.\n", - "Furthermore, in order to explicitely distinguish edges from other pairs of atoms, we include a finite amplitude $\\Omega_g$ during the graph Hamiltonian evolution, so that the effective graph Hamiltonian is $\\hat{\\mathcal{H}}_1(\\Omega_g)+\\hat{\\mathcal{H}}_\\mathcal{G}$\n", - "\n", - "At the end of the pulse the Ising energy $\\hat{\\mathcal{O}}=\\sum_{(i,j)\\in\\mathcal{E}}\\hat{n}_i\\hat{n}_j$ is measured.\n", - "\n", - "For the sake of brevity, we here set $t_0 = t_2 = t = \\pi/(2\\Omega)$, where $\\Omega$ is set to the highest possible value compatible with the device (in particular so that $t\\geq 16$ ns), $\\tau_0 = \\tau_1 = \\tau$ and set the total time $T = t_0+\\tau_0+t_1+\\tau_1+t_2$ to a constant (for instance $T = 512$ ns). This way, only $t_1$ needs to be optimized." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from pulser import Pulse, Sequence, Simulation\n", - "\n", - "def pulse_seqence(reg,\n", - " t_1=100,\n", - " omega=omega_max, # amplitude of the initial and final pulses\n", - " omega_g=0, # amplitude in the \"free evolution\" parts\n", - " total_time=512): # total duration of the pulse\n", - " seq = Sequence(reg, device)\n", - " seq.declare_channel('Channel 0','rydberg_global')\n", - "\n", - " # making sure that the value of omega does not exceed the \n", - " # maximal value, and that it doesn't lead to a pulse \n", - " # duration that is too short\n", - " omega = min([omega,1000*np.pi/2,omega_max])\n", - "\n", - " # Set the initial and final pulse times to the optimal value\n", - " # be careful about the units : Omega(rad/μs) -> t (ns)\n", - " t = 1000*np.pi/(2*omega)\n", - " # Set the total_time\n", - " tau = (total_time - 2*t - t_1)/2\n", - " # No detuning needed here\n", - " delta = 0\n", - " # We want the pulse to be along sigma_y\n", - " phi=np.pi/2\n", - "\n", - " initial_pulse = Pulse.ConstantPulse(t,\n", - " omega,\n", - " delta,\n", - " phase=phi)\n", - " if total_time > t_1 + 2*t:\n", - " Hg_pulse = Pulse.ConstantPulse(tau,\n", - " omega_g,\n", - " delta,\n", - " phase=phi)\n", - " if t_1 > 0:\n", - " middle_pulse = Pulse.ConstantPulse(t_1,\n", - " omega,\n", - " delta,\n", - " phase=phi)\n", - " final_pulse = Pulse.ConstantPulse(t,\n", - " omega,\n", - " delta,\n", - " phase=phi)\n", - "\n", - " seq.add(initial_pulse, 'Channel 0')\n", - " if total_time > t_1 + 2*t:\n", - " seq.add(Hg_pulse, 'Channel 0')\n", - " if t_1 > 0:\n", - " seq.add(middle_pulse, 'Channel 0')\n", - " if total_time > t_1 + 2*t:\n", - " seq.add(Hg_pulse, 'Channel 0')\n", - " seq.add(final_pulse, 'Channel 0')\n", - "\n", - " seq.measure(basis='ground-rydberg')\n", - "\n", - " return seq\n", - "\n", - "\n", - "# Illustrate the pulse on a register containing a single atom\n", - "reg = Register.from_coordinates([(0, 0)])\n", - "pulse_seqence(reg, t_1=160).draw()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Computing the probability distribution" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "from tqdm.auto import tqdm\n", - "\n", - "\n", - "def proba_distributions(t_1=100, # duration of the central pulse\n", - " omega=omega_max, # amplitude of the pulses\n", - " omega_g_factor=1, # set to 1 if the Amplitude is non\n", - " # zero during the \"free evolution\"\n", - " total_time=512, # total duration of the pulse\n", - " Nsamples=1000,\n", - " indices=list(range(n_graphs))): # graphs to be used\n", - " '''\n", - " Compute the probability distributions for a given pulse\n", - " for all graphs in `indices`\n", - " '''\n", - "\n", - " bins = np.linspace(0, Nmax*Nmax, Nmax*Nmax + 1)\n", - " histograms = []\n", - " for i in tqdm(indices):\n", - " reg, rabi, edges = reg_list[i], rabi_list[i], edges_list[i]\n", - " seq = pulse_seqence(reg,\n", - " t_1=t_1,\n", - " omega=omega,\n", - " omega_g=omega_g_factor*rabi,\n", - " total_time=total_time)\n", - "\n", - " # Simulate and sample\n", - " simul = Simulation(seq, evaluation_times=.5, sampling_rate=.1)\n", - " results = simul.run()\n", - " sampling = results.sample_final_state(N_samples=Nsamples)\n", - "\n", - " # Create a list with the measurements of the ising energy\n", - " ie_meas = []\n", - " ie_weights = []\n", - " for bitstring, num in sampling.items():\n", - " ie_meas.append(compute_ising_energy(bitstring, edges))\n", - " ie_weights.append(num)\n", - "\n", - " # Create histogram of the measurements and append to list\n", - " ncount, b = np.histogram(ie_meas,\n", - " bins=bins,\n", - " density=True,\n", - " weights=ie_weights)\n", - " histograms.append(ncount)\n", - " return histograms\n", - "\n", - "\n", - "def compute_ising_energy(outcome, edges):\n", - " '''\n", - " Computes the Ising energy (i.e. the observable\n", - " used by the kernel) from a measure bitstgring/state\n", - " '''\n", - " # split outcome string in a list\n", - " outcome_ls = [char for char in outcome]\n", - "\n", - " energy = 0\n", - "\n", - " for edge in edges:\n", - " i = int(edge[0])\n", - " j = int(edge[1])\n", - " if i < j:\n", - " energy += int(outcome_ls[i])*int(outcome_ls[j])\n", - "\n", - " return energy\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let us first ignore the middle pulse and set $t_1=0$. " - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Training in progress...\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 150/150 [00:10<00:00, 14.26it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Testing in progress...\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 50/50 [00:02<00:00, 20.60it/s]\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "n_graphs = len(data_reduced)\n", - "\n", - "#sample 150 graphs and train on 100 of them\n", - "n_train = 150\n", - "n_test = 50\n", - "\n", - "# randomize graph order\n", - "indices_all = list(range(n_graphs))\n", - "indices_train = indices_all[0:n_train]\n", - "indices_test = indices_all[n_train:n_train+n_test]\n", - "\n", - "# Labels of the sampled graphs\n", - "train_classes = np.array([label_list[i] for i in indices_train])\n", - "test_classes = np.array([label_list[i] for i in indices_test])\n", - "\n", - "\n", - "# Probability distributions obtained after the pulse\n", - "print('Training in progress...')\n", - "probas_train = proba_distributions(t_1=0, indices=indices_train)\n", - "print('Testing in progress...')\n", - "probas_test = proba_distributions(t_1=0, indices=indices_test)\n", - "\n", - "# Resulting kernel matrix\n", - "Kmat = kernel_matrix(probas_train, probas_train)\n", - "\n", - "fig, ax = plt.subplots(figsize=(8, 8))\n", - "im = ax.imshow(Kmat, cmap='OrRd')\n", - "cbar = plt.colorbar(im, extend='max')\n" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accuracy : 0.74\n", - "f1 : 0.661\n", - "Precision : 0.81\n", - "Recall : 0.74\n" - ] - } - ], - "source": [ - "classifier, scores = train_and_test_classifier(probas_train,\n", - " train_classes,\n", - " probas_test,\n", - " test_classes,\n", - " verbose=True)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Optimization of the pulse sequence\n", - "We now proceed to the optimization of the pulse sequence. To this end, we evaluate the score of the classification (here, its accuracy) for various durations of the central pulse and choose the best one.\n", - "For a fixed duration $t_1$ of the central pulse, the procedure goes as follows:\n", - "\n", - "1) The data is divided randomly in N blocks.\n", - "\n", - "2) Use N-1 blocks to train the SVM, and the last block to test the predictions.\n", - "\n", - "3) Repeat the procedure M times and average the score.\n", - "\n", - "At this point, select the optimal duration of the middle pulse by performing a greedy search among the allowed values." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "import random\n", - "import time\n", - "\n", - "N = 4\n", - "M = 1\n", - "\n", - "\n", - "def score_function(t_1=100,\n", - " total_time=512,\n", - " repetitions=M,\n", - " nblocks=N,\n", - " label_list=label_list,\n", - " indices=list(range(n_graphs))): # list of graphs included\n", - " '''\n", - " Computes the accuracy, f1, precision and recall\n", - " '''\n", - "\n", - " accuracy = []\n", - " f1 = []\n", - " precision = []\n", - " recall = []\n", - "\n", - " n_g = len(indices)\n", - "\n", - " block_size = n_g//nblocks\n", - "\n", - "\n", - " # Compute the probability distributions of all \n", - " # graphs in the data set\n", - " start_time = time.time()\n", - " probas_all = proba_distributions(t_1=t_1,\n", - " total_time=total_time,\n", - " Nsamples=1000,\n", - " indices=indices)\n", - "\n", - " print(f' Probability lists were computed in {time.time() - start_time:4.1f} seconds')\n", - "\n", - " classes = np.array([label_list[i] for i in indices])\n", - " start_time = time.time()\n", - "\n", - " for r in range(repetitions):\n", - " #divide data in training set and test set\n", - " indices_all = np.array(list(range(n_g)))\n", - " np.random.shuffle(indices_all)\n", - "\n", - " mean_scores = np.zeros((4, ))\n", - " for iblock in range(nblocks):\n", - " indices_test = [indices_all[(iblock * block_size + i) % n_g]\n", - " for i in range(block_size)]\n", - " indices_train = [indices_all[((iblock + 1) * block_size + i) % n_g]\n", - " for i in range(n_g - block_size)]\n", - "\n", - " train_classes = np.array([label_list[indices[i]]\n", - " for i in indices_train])\n", - " test_classes = np.array([label_list[indices[i]]\n", - " for i in indices_test])\n", - "\n", - " # create probability histogram for train and test data \n", - " probas_train = np.array([probas_all[i] for i in indices_train])\n", - " probas_test = np.array([probas_all[i] for i in indices_test])\n", - "\n", - " classifier, scores = train_and_test_classifier(probas_train,\n", - " train_classes,\n", - " probas_test,\n", - " test_classes,\n", - " verbose=False)\n", - " mean_scores += scores\n", - "\n", - " # calculate score metrics\n", - " accuracy.append(mean_scores[0]/nblocks)\n", - " f1.append(mean_scores[1]/nblocks)\n", - " precision.append(mean_scores[2]/nblocks)\n", - " recall.append(mean_scores[3]/nblocks)\n", - "\n", - " A = (np.mean(accuracy), np.std(accuracy))\n", - " B = (np.mean(f1), np.std(f1))\n", - " C = (np.mean(precision), np.std(precision))\n", - " D = (np.mean(recall), np.std(recall))\n", - "\n", - " print(f' Kernel scores computed in {time.time() - start_time:4.1f} seconds')\n", - "\n", - " return A, B, C, D\n", - " " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We now look for the best pulse by varying the duration of the middle pulse. The total time is limited to a small value, and the data set is reduced to $n_g=100$ graphs for the sake of time in this tutorial.\n", - "\n", - "Furthermore, the score is evaluated only on $M=2$ random splits, with a $N=4$-fold cross validation.\n", - "\n", - "In this case, the computation takes a couple of minutes. For more accurate estimates, those numbers can be increased." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "def scan_scores(M=2,\n", - " N=4,\n", - " indices=list(range(n_graphs)),\n", - " durations=[512],\n", - " ):\n", - "\n", - " scores_dict = {}\n", - "\n", - " for s in scores_types:\n", - " scores_dict[s] = []\n", - "\n", - " print(' ------------------------------------------------')\n", - " print(f'| Max. duration of the middle pulse: {durations[-1]:4d} ns |')\n", - " print(f'| Total duration of the pulse: {total_time:4d} ns |')\n", - " print(f'| Using {N:2d} blocks of {len(indices)//N:4d} graphs each |')\n", - " print(' ------------------------------------------------')\n", - "\n", - " for t_1 in durations:\n", - " print(f' Duration of the middle pulse: {t_1:4d} ns')\n", - " score_inst = score_function(t_1=t_1,\n", - " total_time=total_time,\n", - " repetitions=M,\n", - " nblocks=N,\n", - " indices=indices_in)\n", - "\n", - " for sc, st in zip(score_inst, scores_types):\n", - " scores_dict[st].append(sc)\n", - " print(f' > {st}: {sc[0]:6.3} +/- {sc[1]:6.3}')\n", - " print()\n", - " return scores_dict\n", - "\n", - "def plot_scores(scores_dict):\n", - " fig, ax = plt.subplots(figsize=(9, 5))\n", - " for k in scores_dict.keys():\n", - " ax.errorbar(list(durations), [s[0] for s in scores_dict[k]],\n", - " yerr=[s[1] for s in scores_dict[k]],\n", - " label=k)\n", - " ax.set_title('Score vs duration $t_1$ of the central pulse', fontsize=16)\n", - " ax.set_ylabel(r'Score', fontsize=16)\n", - " ax.set_xlabel(r'$t_1$ (ns)', fontsize=16)\n", - " ax.legend()\n", - "\n", - " plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "a88a7a1b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " ------------------------------------------------\n", - "| Max. duration of the middle pulse: 192 ns |\n", - "| Total duration of the pulse: 456 ns |\n", - "| Using 8 blocks of 25 graphs each |\n", - " ------------------------------------------------\n", - " Duration of the middle pulse: 0 ns\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 200/200 [00:12<00:00, 15.43it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Probability lists were computed in 13.0 seconds\n", - " Kernel scores computed in 153.0 seconds\n", - " > Accuracy : 0.727 +/- 0.00901\n", - " > f1 : 0.73 +/- 0.00858\n", - " > Precision: 0.765 +/- 0.0068\n", - " > Recall : 0.727 +/- 0.00901\n", - "\n", - " Duration of the middle pulse: 32 ns\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 200/200 [00:13<00:00, 14.77it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Probability lists were computed in 13.5 seconds\n", - " Kernel scores computed in 159.0 seconds\n", - " > Accuracy : 0.74 +/- 0.00612\n", - " > f1 : 0.742 +/- 0.00667\n", - " > Precision: 0.78 +/- 0.00522\n", - " > Recall : 0.74 +/- 0.00612\n", - "\n", - " Duration of the middle pulse: 64 ns\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 200/200 [00:14<00:00, 13.88it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Probability lists were computed in 14.4 seconds\n", - " Kernel scores computed in 162.8 seconds\n", - " > Accuracy : 0.672 +/- 0.0025\n", - " > f1 : 0.673 +/- 0.00165\n", - " > Precision: 0.692 +/- 0.0097\n", - " > Recall : 0.672 +/- 0.0025\n", - "\n", - " Duration of the middle pulse: 96 ns\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 200/200 [00:14<00:00, 13.88it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Probability lists were computed in 14.4 seconds\n", - " Kernel scores computed in 158.8 seconds\n", - " > Accuracy : 0.674 +/- 0.0074\n", - " > f1 : 0.669 +/- 0.00745\n", - " > Precision: 0.701 +/- 0.0187\n", - " > Recall : 0.674 +/- 0.0074\n", - "\n", - " Duration of the middle pulse: 128 ns\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 200/200 [00:13<00:00, 15.03it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Probability lists were computed in 13.3 seconds\n", - " Kernel scores computed in 149.7 seconds\n", - " > Accuracy : 0.619 +/- 0.0114\n", - " > f1 : 0.517 +/- 0.0204\n", - " > Precision: 0.608 +/- 0.0751\n", - " > Recall : 0.619 +/- 0.0114\n", - "\n", - " Duration of the middle pulse: 160 ns\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 200/200 [00:13<00:00, 15.18it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Probability lists were computed in 13.2 seconds\n", - " Kernel scores computed in 146.9 seconds\n", - " > Accuracy : 0.652 +/- 0.00559\n", - " > f1 : 0.616 +/- 0.00573\n", - " > Precision: 0.664 +/- 0.0146\n", - " > Recall : 0.652 +/- 0.00559\n", - "\n", - " Duration of the middle pulse: 192 ns\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 200/200 [00:12<00:00, 15.39it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Probability lists were computed in 13.0 seconds\n", - " Kernel scores computed in 145.2 seconds\n", - " > Accuracy : 0.68 +/- 0.00866\n", - " > f1 : 0.67 +/- 0.00774\n", - " > Precision: 0.693 +/- 0.00482\n", - " > Recall : 0.68 +/- 0.00866\n", - "\n" - ] - } - ], - "source": [ - "# Duration of the initial and final pulses\n", - "t_1 = 4*round(1000*np.pi/(4*2*omega_max))\n", - "\n", - "# Total duration of the pulse\n", - "total_time = 2*t_1 + 256\n", - "\n", - "# duration of the middle pulse\n", - "durations = range(0, total_time-2*round(t_1)-32, 32)\n", - "\n", - "\n", - "M = 4\n", - "N = 8\n", - "\n", - "n_g = 200\n", - "indices_all = list(range(n_graphs))\n", - "# Select a random subset of all graphs\n", - "np.random.shuffle(indices_all)\n", - "indices_in = indices_all[0:n_g]\n", - "\n", - "scores_2layers = scan_scores(M=M,\n", - " N=N,\n", - " indices=indices_in,\n", - " durations=durations\n", - " )\n" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - } - }, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The following plot was obtained shows the same result, but using $n_g=400$ graphs and splitting them $M=5$ times into $N=10$ blocks. It took $\\sim 5$ h to generate the data.\n", - "\n", - "
\n", - "\"opti_long.png\"\n", - "
" - ] - }, - { - "cell_type": "markdown", - "id": "c137acae", - "metadata": {}, - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.2" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -}