{ "cells": [ { "cell_type": "markdown", "id": "52fa2f2dd9009dfe", "metadata": {}, "source": [ "# Linear quantum photonic circuit as variational quantum classifiers" ] }, { "cell_type": "markdown", "id": "1e5548598d099e3f", "metadata": {}, "source": [ "The goal of this notebook is to reproduce the results from [Fock State-enhanced Expressivity of Quantum Machine Learning Models](https://arxiv.org/abs/2107.05224), which uses a Variational Quantum Circuit (VQC) for supervised learning. Indeed, it is the first algorithm it presents. It tests a basic VQC with different inputs on three 2D datasets with binary labels: linear, circular and moon (more details on these later).\n", "\n", "In this notebook, we will use [Perceval](https://perceval.quandela.net) for defining our quantum circuits, and we will use [MerLin](https://merlinquantum.ai) as our optimization framework which works splendidly with PyTorch." ] }, { "cell_type": "markdown", "id": "eed46abe8db82134", "metadata": {}, "source": [ "## 0. Imports and prep" ] }, { "cell_type": "code", "execution_count": null, "id": "22712553dcf89759", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:26.033578400Z", "start_time": "2025-11-10T08:54:25.132972100Z" } }, "outputs": [], "source": [ "# Import required libraries\n", "import random\n", "from math import comb\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import perceval as pcvl\n", "import torch\n", "import torch.nn as nn\n", "import torch.nn.functional as functional\n", "from matplotlib.lines import Line2D\n", "from matplotlib.patches import Patch\n", "from sklearn.datasets import make_circles, make_classification, make_moons\n", "from sklearn.metrics import accuracy_score\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.svm import SVC\n", "from tqdm import tqdm\n", "\n", "from merlin import ComputationSpace, MeasurementStrategy, QuantumLayer" ] }, { "cell_type": "markdown", "id": "25bf9d6305fca7d9", "metadata": {}, "source": [ "## 1. Data preparation" ] }, { "cell_type": "markdown", "id": "8039a3efba087f40", "metadata": {}, "source": [ "Sample 200 points for each dataset: linear, circular and moon. Each datapoint has 2 features and a binary label (0 or 1)." ] }, { "cell_type": "code", "execution_count": 2, "id": "b6293dc485160b07", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:26.730592100Z", "start_time": "2025-11-10T08:54:25.386108600Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def get_linear(num_samples, num_features, class_sep=1.5):\n", " \"\"\"Generate linearly separable dataset with noise\"\"\"\n", " x, y = make_classification(\n", " n_samples=num_samples, # number of data points\n", " n_features=num_features, # 2D input\n", " n_informative=2, # both features carry class information\n", " n_redundant=0,\n", " n_clusters_per_class=1,\n", " n_classes=2,\n", " random_state=42,\n", " class_sep=class_sep,\n", " )\n", " return x, y\n", "\n", "\n", "def get_circle(num_samples, noise=0.05):\n", " \"\"\"Generate circularly separable dataset with noise\"\"\"\n", " x, y = make_circles(\n", " n_samples=num_samples, # number of data points\n", " noise=noise,\n", " random_state=42,\n", " )\n", " return x, y\n", "\n", "\n", "def get_moon(num_samples, noise=0.2):\n", " \"\"\"Generate moon dataset with noise\"\"\"\n", " x, y = make_moons(\n", " n_samples=num_samples, # number of data points\n", " noise=noise,\n", " random_state=42,\n", " )\n", " return x, y\n", "\n", "\n", "def visual_sample(xs, ys, titles):\n", " \"\"\"Visualize the generated datasets\"\"\"\n", " fig, axs = plt.subplots(1, 3, figsize=(15, 4))\n", " i = 0\n", " for x, y, title in zip(xs, ys, titles, strict=False):\n", " axs[i].scatter(x[:, 0], x[:, 1], c=y, cmap=\"bwr\", edgecolor=\"k\")\n", " axs[i].set_title(title)\n", " axs[i].grid(True)\n", " i += 1\n", " plt.show()\n", " plt.clf()\n", " return\n", "\n", "\n", "x_lin, y_lin = get_linear(200, 2, class_sep=1.5)\n", "x_circ, y_circ = get_circle(200, noise=0.05)\n", "x_moon, y_moon = get_moon(200, noise=0.2)\n", "\n", "visual_sample(\n", " [x_lin, x_circ, x_moon],\n", " [y_lin, y_circ, y_moon],\n", " [\"Linear dataset\", \"Circular dataset\", \"Moon dataset\"],\n", ")" ] }, { "cell_type": "markdown", "id": "b236713a1d7f743", "metadata": {}, "source": [ "Then we standardize our data, change their type to torch.FloatTensor and split them into the training / test sets.\n", "\n", "We'll only keep half of the data points to reproduce the VQC experiments faithfully." ] }, { "cell_type": "code", "execution_count": 3, "id": "d055d45e9a562aa4", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:26.873729200Z", "start_time": "2025-11-10T08:54:26.730592100Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Linear training set: 60 samples, 2 features\n", "Linear test set: 40 samples, 2 features\n", "Circular training set: 60 samples, 2 features\n", "Circular test set: 40 samples, 2 features\n", "Moon training set: 60 samples, 2 features\n", "Moon test set: 40 samples, 2 features\n" ] } ], "source": [ "def prepare_data():\n", " \"\"\"Standardization, type changing and splitting of the data for preparation\"\"\"\n", " x_lin, y_lin = get_linear(200, 2, class_sep=1.5)\n", " x_circ, y_circ = get_circle(200, noise=0.05)\n", " x_moon, y_moon = get_moon(200, noise=0.2)\n", "\n", " # Take half of the data to have the same quantity as the paper\n", " x_lin, _, y_lin, _ = train_test_split(x_lin, y_lin, test_size=0.5, random_state=42)\n", " x_circ, _, y_circ, _ = train_test_split(\n", " x_circ, y_circ, test_size=0.5, random_state=42\n", " )\n", " x_moon, _, y_moon, _ = train_test_split(\n", " x_moon, y_moon, test_size=0.5, random_state=42\n", " )\n", "\n", " x_lin_train, x_lin_test, y_lin_train, y_lin_test = train_test_split(\n", " x_lin, y_lin, test_size=0.4, random_state=42\n", " )\n", "\n", " # Convert data to PyTorch tensors\n", " x_lin_train = torch.FloatTensor(x_lin_train)\n", " y_lin_train = torch.FloatTensor(y_lin_train)\n", " x_lin_test = torch.FloatTensor(x_lin_test)\n", " y_lin_test = torch.FloatTensor(y_lin_test)\n", "\n", " scaler = StandardScaler()\n", " x_lin_train = torch.FloatTensor(scaler.fit_transform(x_lin_train))\n", " x_lin_test = torch.FloatTensor(scaler.transform(x_lin_test))\n", "\n", " print(\n", " f\"Linear training set: {x_lin_train.shape[0]} samples, {x_lin_train.shape[1]} features\"\n", " )\n", " print(\n", " f\"Linear test set: {x_lin_test.shape[0]} samples, {x_lin_test.shape[1]} features\"\n", " )\n", "\n", " x_circ_train, x_circ_test, y_circ_train, y_circ_test = train_test_split(\n", " x_circ, y_circ, test_size=0.4, random_state=42\n", " )\n", "\n", " # Convert data to PyTorch tensors\n", " x_circ_train = torch.FloatTensor(x_circ_train)\n", " y_circ_train = torch.FloatTensor(y_circ_train)\n", " x_circ_test = torch.FloatTensor(x_circ_test)\n", " y_circ_test = torch.FloatTensor(y_circ_test)\n", "\n", " scaler = StandardScaler()\n", " x_circ_train = torch.FloatTensor(scaler.fit_transform(x_circ_train))\n", " x_circ_test = torch.FloatTensor(scaler.transform(x_circ_test))\n", "\n", " print(\n", " f\"Circular training set: {x_circ_train.shape[0]} samples, {x_circ_train.shape[1]} features\"\n", " )\n", " print(\n", " f\"Circular test set: {x_circ_test.shape[0]} samples, {x_circ_test.shape[1]} features\"\n", " )\n", "\n", " x_moon_train, x_moon_test, y_moon_train, y_moon_test = train_test_split(\n", " x_moon, y_moon, test_size=0.4, random_state=42\n", " )\n", "\n", " # Convert data to PyTorch tensors\n", " x_moon_train = torch.FloatTensor(x_moon_train)\n", " y_moon_train = torch.FloatTensor(y_moon_train)\n", " x_moon_test = torch.FloatTensor(x_moon_test)\n", " y_moon_test = torch.FloatTensor(y_moon_test)\n", "\n", " scaler = StandardScaler()\n", " x_moon_train = torch.FloatTensor(scaler.fit_transform(x_moon_train))\n", " x_moon_test = torch.FloatTensor(scaler.transform(x_moon_test))\n", "\n", " print(\n", " f\"Moon training set: {x_moon_train.shape[0]} samples, {x_moon_train.shape[1]} features\"\n", " )\n", " print(\n", " f\"Moon test set: {x_moon_test.shape[0]} samples, {x_moon_test.shape[1]} features\"\n", " )\n", "\n", " x_train = [x_lin_train, x_circ_train, x_moon_train]\n", " x_test = [x_lin_test, x_circ_test, x_moon_test]\n", " y_train = [y_lin_train, y_circ_train, y_moon_train]\n", " y_test = [y_lin_test, y_circ_test, y_moon_test]\n", "\n", " return x_train, x_test, y_train, y_test\n", "\n", "\n", "x_train, x_test, y_train, y_test = prepare_data()" ] }, { "cell_type": "markdown", "id": "5549f8fd97374e66", "metadata": {}, "source": [ "## 2. Model definitions" ] }, { "cell_type": "markdown", "id": "6b68c1cba98e954f", "metadata": {}, "source": [ "First off, let's define our quantum circuit using Perceval. The variational parts of our circuit are beam splitter meshes." ] }, { "cell_type": "code", "execution_count": 4, "id": "d196a3761c374fdc", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:28.610354400Z", "start_time": "2025-11-10T08:54:26.905498400Z" } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "Φ=2.138018\n", "\n", "\n", "Φ=0.418817\n", "\n", "\n", "Φ=6.053102\n", "\n", "\n", "\n", "\n", "\n", "\n", "Θ=theta_l0\n", "\n", "\n", "Rx\n", "\n", "\n", "Φ=3.277465\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "Θ=theta_l1\n", "\n", "\n", "Rx\n", "\n", "\n", "Φ=1.039475\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "Θ=theta_l2\n", "\n", "\n", "Rx\n", "\n", "\n", "Φ=1.175856\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "Θ=theta_l3\n", "\n", "\n", "Rx\n", "\n", "\n", "Φ=2.402699\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "Θ=theta_l4\n", "\n", "\n", "Rx\n", "\n", "\n", "Φ=2.341884\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "Θ=theta_l5\n", "\n", "\n", "Rx\n", "\n", "\n", "Φ=1.310343\n", "\n", "\n", "\n", "\n", "Φ=px1\n", "\n", "\n", "Φ=px2\n", "\n", "\n", "Φ=4.797748\n", "\n", "\n", "Φ=4.567189\n", "\n", "\n", "Φ=1.80813\n", "\n", "\n", "\n", "\n", "\n", "\n", "Θ=theta_r0\n", "\n", "\n", "Rx\n", "\n", "\n", "Φ=0.308828\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "Θ=theta_r1\n", "\n", "\n", "Rx\n", "\n", "\n", "Φ=4.100441\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "Θ=theta_r2\n", "\n", "\n", "Rx\n", "\n", "\n", "Φ=1.308174\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "Θ=theta_r3\n", "\n", "\n", "Rx\n", "\n", "\n", "Φ=3.493499\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "Θ=theta_r4\n", "\n", "\n", "Rx\n", "\n", "\n", "Φ=3.066459\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "Θ=theta_r5\n", "\n", "\n", "Rx\n", "\n", "\n", "Φ=0.79278\n", "\n", "\n", "\n", "\n", "\n", "0\n", "1\n", "2\n", "0\n", "1\n", "2\n", "" ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def create_vqc_bs_mesh(m):\n", " \"\"\"Create variational quantum classifier with specified number of modes using beam splitter meshes\"\"\"\n", "\n", " # BS based circuits from https://perceval.quandela.net/docs/v0.13/notebooks/BS-based_implementation.html\n", " bs_l = pcvl.GenericInterferometer(\n", " m,\n", " lambda idx: (\n", " pcvl.BS(theta=pcvl.P(f\"theta_l{idx}\"))\n", " // (0, pcvl.PS(phi=np.pi * 2 * random.random()))\n", " ),\n", " shape=pcvl.InterferometerShape.RECTANGLE,\n", " depth=2 * m,\n", " phase_shifter_fun_gen=lambda idx: pcvl.PS(phi=np.pi * 2 * random.random()),\n", " )\n", "\n", " # Central part of the circuit encodes our data\n", " c_var = pcvl.Circuit(m)\n", " for i in range(2):\n", " px = pcvl.P(f\"px{i + 1}\")\n", " c_var.add(i + (m - 2) // 2, pcvl.PS(px))\n", "\n", " # Other BS mesh\n", " bs_r = pcvl.GenericInterferometer(\n", " m,\n", " lambda idx: (\n", " pcvl.BS(theta=pcvl.P(f\"theta_r{idx}\"))\n", " // (0, pcvl.PS(phi=np.pi * 2 * random.random()))\n", " ),\n", " shape=pcvl.InterferometerShape.RECTANGLE,\n", " depth=2 * m,\n", " phase_shifter_fun_gen=lambda idx: pcvl.PS(phi=np.pi * 2 * random.random()),\n", " )\n", "\n", " c = pcvl.Circuit(m)\n", " c.add(0, bs_l, merge=True)\n", " c.add(0, c_var, merge=True)\n", " c.add(0, bs_r, merge=True)\n", "\n", " return c\n", "\n", "\n", "def count_parameters(model):\n", " \"\"\"Count trainable parameters in a PyTorch model\"\"\"\n", " return sum(p.numel() for p in model.parameters() if p.requires_grad)\n", "\n", "\n", "# In our case, we use 3 modes to have the same experiment set-up as the paper\n", "vqc_bs_mesh = create_vqc_bs_mesh(3)\n", "# Let's visualize our circuit\n", "pcvl.pdisplay(vqc_bs_mesh)" ] }, { "cell_type": "markdown", "id": "d67e0b45c3a780f3", "metadata": {}, "source": [ "Now, we want to define our quantum layer as well as any other PyTorch layer used for the whole model.\n", "\n", "The scale layer will be the input layer of the model, simply multiplying the input by a constant." ] }, { "cell_type": "code", "execution_count": 5, "id": "55c3ce2d45aa3e5c", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:28.626164400Z", "start_time": "2025-11-10T08:54:28.610354400Z" } }, "outputs": [], "source": [ "class ScaleLayer(nn.Module):\n", " \"\"\"\n", " Multiply the input tensor by a learned or fixed factor.\n", "\n", " Args:\n", " dim (int): Dimension of the input data to be encoded.\n", " scale_type (str): Type of scaling method.\n", "\n", " Returns: nn.Module that multiplies the input tensor by a learned or fixed factor.\n", " \"\"\"\n", "\n", " def __init__(self, dim, scale_type=\"learned\"):\n", " super().__init__()\n", " # Create a single learnable parameter (initialized to 1.0 by default)\n", " if scale_type == \"learned\":\n", " self.scale = nn.Parameter(torch.rand(dim))\n", " elif scale_type == \"2pi\":\n", " self.scale = torch.full((dim,), 2 * torch.pi)\n", " elif scale_type == \"pi\":\n", " self.scale = torch.full((dim,), torch.pi)\n", " elif scale_type == \"/pi\":\n", " self.scale = torch.full((dim,), 1 / torch.pi)\n", " elif scale_type == \"1\":\n", " self.scale = torch.full((dim,), 1)\n", "\n", " def forward(self, x):\n", " # Element-wise multiplication of each input element by the learned scale\n", " return x * self.scale" ] }, { "cell_type": "markdown", "id": "d6f48bec84312649", "metadata": {}, "source": [ "MerLin allows us to group a quantum layer with classical layers to form a hybrid model. The optimization of that model is as simple as any classical model optimization since MerLin was built to be compatible with PyTorch." ] }, { "cell_type": "code", "execution_count": 6, "id": "ad897a9b228bde20", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:28.673970300Z", "start_time": "2025-11-10T08:54:28.642203500Z" } }, "outputs": [], "source": [ "def get_vqc(m, initial_state, no_bunching=False, activation=\"none\", scale_type=\"1\"):\n", " \"\"\"Build and return the hybrid model used for binary classification of 2D data\"\"\"\n", "\n", " # Get vqc circuit\n", " vqc_circuit = create_vqc_bs_mesh(m)\n", " n_photons = torch.sum(torch.tensor(initial_state))\n", " if no_bunching:\n", " # No bunching: C(n_modes, n_photons)\n", " comb(m, n_photons)\n", " else:\n", " # With bunching: C(n_modes + n_photons - 1, n_photons)\n", " comb(m + n_photons - 1, n_photons)\n", "\n", " input_layer = ScaleLayer(2, scale_type=scale_type)\n", "\n", " vqc = QuantumLayer(\n", " input_size=2,\n", " circuit=vqc_circuit,\n", " trainable_parameters=[\n", " p.name for p in vqc_circuit.get_parameters() if not p.name.startswith(\"px\")\n", " ],\n", " input_parameters=[\"px\"],\n", " input_state=initial_state, # [1, 0, 0] for example\n", " measurement_strategy=MeasurementStrategy.probs(\n", " computation_space=ComputationSpace.UNBUNCHED\n", " if no_bunching\n", " else ComputationSpace.FOCK\n", " ),\n", " )\n", "\n", " # The last Linear layer acts as the observable, and it makes sure the output is 1 dimensional\n", "\n", " if activation == \"none\":\n", " classification_layer = nn.Linear(vqc.output_size, 1)\n", " complete_vqc = nn.Sequential(input_layer, vqc, classification_layer)\n", "\n", " elif activation == \"sigmoid\":\n", " classification_layer = nn.Linear(vqc.output_size, 1)\n", " complete_vqc = nn.Sequential(\n", " input_layer, vqc, classification_layer, nn.Sigmoid()\n", " )\n", "\n", " elif activation == \"softmax\":\n", " classification_layer = nn.Linear(vqc.output_size, 2)\n", " complete_vqc = nn.Sequential(\n", " input_layer, vqc, classification_layer, nn.Softmax(dim=1)\n", " )\n", "\n", " else:\n", " raise ValueError(\n", " f\"Activation function unknown or not implemented: '{activation}'\"\n", " )\n", "\n", " return complete_vqc" ] }, { "cell_type": "markdown", "id": "2b07493e725414b8", "metadata": {}, "source": [ "Let\\'s also define some MultiLayer Perceptrons (MLP) for comparison with classical models. However, we will use small models so the number of parameters are similar between the two." ] }, { "cell_type": "code", "execution_count": 7, "id": "77e9482176e60aaf", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:28.673970300Z", "start_time": "2025-11-10T08:54:28.657991900Z" } }, "outputs": [], "source": [ "def get_mlp_deep(input_size, activation):\n", " \"\"\"Build and return a small 2-hidden-layers MLP for binary classification\"\"\"\n", " classical_layer_1 = nn.Linear(input_size, 2)\n", " classical_layer_2 = nn.Linear(2, 3)\n", "\n", " if activation == \"none\":\n", " mlp = nn.Sequential(\n", " classical_layer_1, nn.ReLU(), classical_layer_2, nn.ReLU(), nn.Linear(3, 1)\n", " )\n", "\n", " elif activation == \"sigmoid\":\n", " mlp = nn.Sequential(\n", " classical_layer_1,\n", " nn.ReLU(),\n", " classical_layer_2,\n", " nn.ReLU(),\n", " nn.Linear(3, 1),\n", " nn.Sigmoid(),\n", " )\n", "\n", " elif activation == \"softmax\":\n", " mlp = nn.Sequential(\n", " classical_layer_1,\n", " nn.ReLU(),\n", " classical_layer_2,\n", " nn.ReLU(),\n", " nn.Linear(3, 2),\n", " nn.Softmax(dim=1),\n", " )\n", " else:\n", " raise ValueError(\n", " f\"Activation function unknown or not implemented: '{activation}'\"\n", " )\n", "\n", " return mlp\n", "\n", "\n", "def get_mlp_wide(input_size, activation):\n", " \"\"\"Build and return a small 1-hidden-layers MLP for binary classification\"\"\"\n", " classical_layer_1 = nn.Linear(input_size, 4)\n", "\n", " if activation == \"none\":\n", " mlp = nn.Sequential(classical_layer_1, nn.ReLU(), nn.Linear(4, 1))\n", "\n", " elif activation == \"sigmoid\":\n", " mlp = nn.Sequential(classical_layer_1, nn.ReLU(), nn.Linear(4, 1), nn.Sigmoid())\n", "\n", " elif activation == \"softmax\":\n", " mlp = nn.Sequential(\n", " classical_layer_1, nn.ReLU(), nn.Linear(4, 2), nn.Softmax(dim=1)\n", " )\n", " else:\n", " raise ValueError(\n", " f\"Activation function unknown or not implemented: '{activation}'\"\n", " )\n", "\n", " return mlp" ] }, { "cell_type": "markdown", "id": "5cd90b690b4f7d5a", "metadata": {}, "source": [ "## 3. Training function\n" ] }, { "cell_type": "markdown", "id": "528ed68e3a06f322", "metadata": {}, "source": [ "The training of the hybrid model has the exact same structure as the normal training of a classical model using PyTorch." ] }, { "cell_type": "code", "execution_count": 8, "id": "706cb3e68933278a", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:28.742213400Z", "start_time": "2025-11-10T08:54:28.693963100Z" } }, "outputs": [], "source": [ "def train_model(model, model_name, x_train, x_test, y_train, y_test, args):\n", " \"\"\"Train a model and return training metrics\"\"\"\n", " optimizer = torch.optim.Adam(model.parameters(), lr=args.lr, betas=args.betas)\n", " criterion = nn.MSELoss() # loss from paper\n", "\n", " losses = []\n", " train_accuracies = []\n", " test_accuracies = []\n", "\n", " model.train()\n", "\n", " pbar = tqdm(range(args.n_epochs), desc=f\"Training {model_name}\")\n", " for _epoch in pbar:\n", " permutation = torch.randperm(x_train.size()[0])\n", " total_loss = 0\n", "\n", " for i in range(0, x_train.size()[0], args.batch_size):\n", " indices = permutation[i : i + args.batch_size]\n", " batch_x, batch_y = x_train[indices], y_train[indices]\n", "\n", " # If softmax activation, we have to format the labels in 2-dimensions\n", " if args.activation == \"softmax\":\n", " # One-hot encode\n", " batch_y = functional.one_hot(\n", " batch_y.squeeze().long(), num_classes=2\n", " ).float() # shape : (batch_size, 2)\n", "\n", " outputs = model(batch_x)\n", "\n", " # Get the right parameters for regularization\n", " if args.regu_on == \"linear\":\n", " # Get the observable parameters\n", " if args.activation == \"none\":\n", " obs = list(model[-1].parameters())\n", " else:\n", " obs = list(model[-2].parameters())\n", " # Flatten all tensors and concatenate into a single vector\n", " obs_vector = torch.cat([p.view(-1) for p in obs])\n", "\n", " elif args.regu_on == \"all\":\n", " # Get the observable parameters\n", " obs = list(model.parameters())\n", " # Flatten all tensors and concatenate into a single vector\n", " obs_vector = torch.cat([p.view(-1) for p in obs])\n", "\n", " else:\n", " raise NotImplementedError\n", "\n", " # [ MSE ] + [ regularization ]\n", " loss = (\n", " criterion(outputs.squeeze(), batch_y.squeeze())\n", " + args.alpha * torch.linalg.vector_norm(obs_vector) ** 2\n", " )\n", "\n", " optimizer.zero_grad()\n", " loss.backward()\n", " optimizer.step()\n", "\n", " total_loss += loss.item()\n", "\n", " avg_loss = total_loss / (x_train.size()[0] // args.batch_size)\n", " losses.append(avg_loss)\n", "\n", " # Evaluation\n", " model.eval()\n", " with torch.no_grad():\n", " train_outputs = model(x_train)\n", "\n", " if args.activation == \"softmax\":\n", " train_preds = torch.argmax(train_outputs, dim=1)\n", " else:\n", " train_preds = torch.round(train_outputs)\n", "\n", " train_acc = accuracy_score(y_train.numpy(), train_preds.cpu().numpy())\n", " train_accuracies.append(train_acc)\n", "\n", " test_outputs = model(x_test)\n", "\n", " if args.activation == \"softmax\":\n", " test_preds = torch.argmax(test_outputs, dim=1)\n", " else:\n", " test_preds = torch.round(test_outputs)\n", "\n", " test_acc = accuracy_score(y_test.numpy(), test_preds)\n", " test_accuracies.append(test_acc)\n", "\n", " pbar.set_description(\n", " f\"Training {model_name} - Loss: {avg_loss:.4f}, Test Acc: {test_acc:.4f}\"\n", " )\n", "\n", " model.train()\n", "\n", " return {\n", " \"losses\": losses,\n", " \"train_accuracies\": train_accuracies,\n", " \"test_accuracies\": test_accuracies,\n", " \"final_test_acc\": test_accuracies[-1],\n", " }" ] }, { "cell_type": "markdown", "id": "298db7a564ed1fc8", "metadata": {}, "source": [ "We define the function train_model_multiple_runs() so that it is a general function that can be used for different types of model." ] }, { "cell_type": "code", "execution_count": 9, "id": "1a310b27d059d4b7", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:28.793385800Z", "start_time": "2025-11-10T08:54:28.726564200Z" } }, "outputs": [], "source": [ "def train_model_multiple_runs(type, args):\n", " \"\"\"\n", " Train model multiple times and return results\n", "\n", " Parameters\n", " ----------\n", " type : String, must be in this list [\"vqc\", \"mlp_deep\", \"mlp_wide\", \"svm_lin\", \"svm_rbf\"]\n", " Indicates which type of model to train.\n", "\n", " args : Arguments object\n", " Contains arguments passed to the model or useful for training\n", "\n", " Returns\n", " -------\n", " Dictionary\n", " Contains the results of several runs of the model.\n", " \"\"\"\n", "\n", " x_trains, x_tests, y_trains, y_tests = prepare_data()\n", " datasets = [\"linear\", \"circular\", \"moon\"]\n", " best_models = []\n", " best_accs = []\n", " results = {}\n", "\n", " for i, dataset in enumerate(datasets):\n", " x_train = x_trains[i]\n", " x_test = x_tests[i]\n", " y_train = y_trains[i]\n", " y_test = y_tests[i]\n", "\n", " if type == \"vqc\":\n", " print(f\"\\nTraining VQC with dataset {dataset} ({args.num_runs} runs):\")\n", " models = []\n", " model_runs = []\n", "\n", " for run in range(args.num_runs):\n", " # Create a fresh instance of the model for each run\n", " model = get_vqc(\n", " args.m,\n", " args.initial_state,\n", " activation=args.activation,\n", " no_bunching=args.no_bunching,\n", " scale_type=args.scale_type,\n", " )\n", " num_params = count_parameters(model)\n", "\n", " print(\n", " f\" Run {run + 1}/{args.num_runs}, VQC has {num_params} parameters...\"\n", " )\n", " args.set_dataset_name(dataset)\n", "\n", " run_results = train_model(\n", " model,\n", " f\"VQC with dataset {dataset} (run{run + 1})\",\n", " x_train,\n", " x_test,\n", " y_train,\n", " y_test,\n", " args,\n", " )\n", " models.append(model)\n", " model_runs.append(run_results)\n", "\n", " elif type[:3] == \"mlp\":\n", " if type == \"mlp_wide\":\n", " network_type = \"wide\"\n", " get_mlp = get_mlp_wide\n", " elif type == \"mlp_deep\":\n", " network_type = \"deep\"\n", " get_mlp = get_mlp_deep\n", " else:\n", " raise NotImplementedError\n", "\n", " print(\n", " f\"\\nTraining MLP ({network_type}) with dataset {dataset} ({args.num_runs} runs):\"\n", " )\n", " models = []\n", " model_runs = []\n", "\n", " for run in range(args.num_runs):\n", " # Create a fresh instance of the model for each run\n", " model = get_mlp(2, activation=args.activation)\n", "\n", " num_params = count_parameters(model)\n", "\n", " print(\n", " f\" Run {run + 1}/{args.num_runs}, MLP has {num_params} parameters...\"\n", " )\n", " args.set_dataset_name(dataset)\n", " run_results = train_model(\n", " model,\n", " f\"MLP with dataset {dataset} (run{run + 1})\",\n", " x_train,\n", " x_test,\n", " y_train,\n", " y_test,\n", " args,\n", " )\n", " models.append(model)\n", " model_runs.append(run_results)\n", "\n", " else:\n", " if type == \"svm_lin\":\n", " kernel = \"linear\"\n", " elif type == \"svm_rbf\":\n", " kernel = \"rbf\"\n", " else:\n", " raise NotImplementedError\n", "\n", " print(\n", " f\"\\nTraining SVM ({kernel}) with dataset {dataset} ({args.num_runs} runs):\"\n", " )\n", " models = []\n", " model_runs = []\n", "\n", " for run in range(args.num_runs):\n", " # Create a fresh instance of the model for each run\n", " model = SVC(kernel=kernel, gamma=\"scale\")\n", " model.fit(x_train, y_train)\n", "\n", " print(f\" Run {run + 1}/{args.num_runs}, SVM ({kernel})...\")\n", " args.set_dataset_name(dataset)\n", "\n", " y_pred = model.predict(x_test)\n", " accuracy = accuracy_score(y_test, y_pred)\n", " models.append(model)\n", " run_results = {\n", " \"losses\": [0.0] * args.n_epochs,\n", " \"train_accuracies\": [0.0] * args.n_epochs,\n", " \"test_accuracies\": [0.0] * args.n_epochs,\n", " \"final_test_acc\": accuracy,\n", " }\n", " model_runs.append(run_results)\n", "\n", " best_run = torch.argmax(\n", " torch.Tensor([run[\"final_test_acc\"] for run in model_runs])\n", " )\n", " best_accs.append(\n", " torch.max(torch.Tensor([run[\"final_test_acc\"] for run in model_runs]))\n", " )\n", " best_models.append(models[best_run])\n", "\n", " # Store all runs for this model\n", " results[dataset] = {\n", " \"runs\": model_runs,\n", " # Calculate aggregate statistics\n", " \"avg_final_test_acc\": sum(run[\"final_test_acc\"] for run in model_runs)\n", " / args.num_runs,\n", " }\n", "\n", " visualize_decision_boundary(\n", " type, best_models, x_trains, x_tests, y_trains, y_tests, args, best_accs\n", " )\n", "\n", " return results\n", "\n", "\n", "def train_vqc_multiple_runs(args):\n", " \"\"\"Train VQC several times\"\"\"\n", " return train_model_multiple_runs(\"vqc\", args)\n", "\n", "\n", "def train_mlp_multiple_runs(args, network_type=\"wide\"):\n", " \"\"\"Train MLP of {network_type} several times\"\"\"\n", " if network_type == \"wide\":\n", " return train_model_multiple_runs(\"mlp_wide\", args)\n", " elif network_type == \"deep\":\n", " return train_model_multiple_runs(\"mlp_deep\", args)\n", " else:\n", " raise NotImplementedError\n", "\n", "\n", "def train_svm_multiple_runs(args, kernel_type=\"lin\"):\n", " \"\"\"Train SVM of {kernel_type} several times\"\"\"\n", " if kernel_type == \"lin\":\n", " return train_model_multiple_runs(\"svm_lin\", args)\n", " elif kernel_type == \"rbf\":\n", " return train_model_multiple_runs(\"svm_rbf\", args)\n", " else:\n", " raise NotImplementedError" ] }, { "cell_type": "markdown", "id": "c85713a0f0533eaf", "metadata": {}, "source": [ "We also want a function to visualize the decision boundary of our models." ] }, { "cell_type": "code", "execution_count": 10, "id": "943a3f4e700396bd", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:28.839378500Z", "start_time": "2025-11-10T08:54:28.791577100Z" } }, "outputs": [], "source": [ "def visualize_decision_boundary(\n", " type,\n", " models,\n", " x_trains,\n", " x_tests,\n", " y_trains,\n", " y_tests,\n", " args,\n", " final_accs,\n", " resolution=100,\n", " device=\"cpu\",\n", "):\n", " \"\"\"Visualize the decision boundaries of the trained models on the three datasets\"\"\"\n", " fig, axs = plt.subplots(1, 3, figsize=(15, 4))\n", " datasets = [\"linear\", \"circular\", \"moon\"]\n", " i = 0\n", "\n", " model_name = type\n", "\n", " if type == \"vqc\":\n", " model_name += f\"_{args.initial_state}\"\n", "\n", " for model, dataset, acc, x_train, x_test, y_train, y_test in zip(\n", " models, datasets, final_accs, x_trains, x_tests, y_trains, y_tests, strict=False\n", " ):\n", " # Convert to numpy if x_train is a tensor\n", " if isinstance(x_train, torch.Tensor):\n", " x_train_np = x_train.cpu().numpy()\n", " else:\n", " x_train_np = x_train\n", "\n", " # Convert to numpy if x_test is a tensor\n", " if isinstance(x_test, torch.Tensor):\n", " x_test_np = x_test.cpu().numpy()\n", " else:\n", " x_test_np = x_test\n", "\n", " # Determine plot boundaries\n", " x_min1, x_max1 = x_train_np[:, 0].min() - 1, x_train_np[:, 0].max() + 1\n", " y_min1, y_max1 = x_train_np[:, 1].min() - 1, x_train_np[:, 1].max() + 1\n", " x_min2, x_max2 = x_test_np[:, 0].min() - 1, x_test_np[:, 0].max() + 1\n", " y_min2, y_max2 = x_test_np[:, 1].min() - 1, x_test_np[:, 1].max() + 1\n", "\n", " x_min = min(x_min1, x_min2)\n", " x_max = max(x_max1, x_max2)\n", " y_min = min(y_min1, y_min2)\n", " y_max = max(y_max1, y_max2)\n", "\n", " # Create a meshgrid\n", " xx, yy = np.meshgrid(\n", " np.linspace(x_min, x_max, resolution), np.linspace(y_min, y_max, resolution)\n", " )\n", " grid_points = np.c_[xx.ravel(), yy.ravel()]\n", "\n", " if type == \"vqc\" or type[:3] == \"mlp\":\n", " # Ensure model is in eval mode and on the correct device\n", " model.eval()\n", " model.to(device)\n", "\n", " # Convert to torch tensor\n", " grid_tensor = torch.tensor(grid_points, dtype=torch.float32).to(device)\n", "\n", " # Predict with the model (no gradient needed)\n", " with torch.no_grad():\n", " preds = model(grid_tensor).squeeze()\n", "\n", " if args.activation == \"none\":\n", " probs = preds.cpu().numpy()\n", " elif args.activation == \"softmax\":\n", " probs = preds[:, 1].cpu().numpy()\n", " else:\n", " probs = preds.cpu().numpy()\n", "\n", " elif type == \"svm_lin\" or type == \"svm_rbf\":\n", " probs = model.predict(grid_points)\n", "\n", " else:\n", " raise NotImplementedError\n", "\n", " # Convert to 0 or 1 prediction\n", " pred_labels = (probs > 0.5).astype(int)\n", "\n", " # Plot decision boundary\n", " axs[i].contourf(\n", " xx, yy, pred_labels.reshape(xx.shape), alpha=0.3, cmap=plt.cm.RdBu\n", " )\n", "\n", " # Plot train points\n", " axs[i].scatter(\n", " x_train_np[:, 0],\n", " x_train_np[:, 1],\n", " c=y_train,\n", " cmap=plt.cm.RdBu,\n", " s=30,\n", " marker=\"o\",\n", " label=\"Training data\",\n", " )\n", "\n", " # Plot test points\n", " axs[i].scatter(\n", " x_test_np[:, 0],\n", " x_test_np[:, 1],\n", " c=y_test,\n", " cmap=plt.cm.RdBu,\n", " s=30,\n", " marker=\"x\",\n", " label=\"Test data\",\n", " )\n", "\n", " # Format the accuracy to 2 decimal places\n", " formatted_acc = f\"{acc:.2f}\"\n", "\n", " # Place it in axes coordinates (0,1 is top-left)\n", " axs[i].text(\n", " 0.01,\n", " 0.99,\n", " formatted_acc,\n", " transform=axs[i].transAxes,\n", " ha=\"left\",\n", " va=\"top\",\n", " fontsize=12,\n", " )\n", "\n", " axs[i].set_xlabel(\"x1\")\n", " axs[i].set_ylabel(\"x2\")\n", " axs[i].set_title(\n", " f\"Decision boundary of {model_name} on {dataset} dataset\", fontsize=10\n", " )\n", " legend_elements = [\n", " Patch(facecolor=\"red\", label=\"Label 0\"),\n", " Patch(facecolor=\"blue\", label=\"Label 1\"),\n", " Line2D(\n", " [0],\n", " [0],\n", " marker=\"o\",\n", " color=\"gray\",\n", " label=\"Training data\",\n", " markerfacecolor=\"gray\",\n", " markersize=8,\n", " ),\n", " Line2D(\n", " [0],\n", " [0],\n", " marker=\"x\",\n", " color=\"gray\",\n", " label=\"Test data\",\n", " markerfacecolor=\"gray\",\n", " markersize=8,\n", " ),\n", " ]\n", "\n", " axs[i].legend(handles=legend_elements, loc=\"upper right\")\n", " i += 1\n", "\n", " # plt.savefig(f\"./results/decision_boundaries_{model_name}.png\") # To save the figure locally\n", " plt.show()\n", " plt.clf()\n", " return" ] }, { "cell_type": "markdown", "id": "8abf1c04feca4783", "metadata": {}, "source": [ "## 4. Run the training" ] }, { "cell_type": "markdown", "id": "946ac7cb49460d55", "metadata": {}, "source": [ "The hyperparameters for our experiment (see README.md file for more details on these):" ] }, { "cell_type": "code", "execution_count": 11, "id": "540f23d2ad01ee68", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:28.854594100Z", "start_time": "2025-11-10T08:54:28.840897200Z" } }, "outputs": [], "source": [ "# Hyperparameters and experimental set-up\n", "m = 3\n", "initial_state = [1, 0, 0]\n", "\n", "activation = \"none\" # [\"none\", \"sigmoid\", \"softmax\"]\n", "no_bunching = False\n", "num_runs = 5\n", "n_epochs = 150\n", "batch_size = 30\n", "lr = 0.02\n", "alpha = 0.0002\n", "betas = (0.8, 0.999)\n", "scale_type = \"1\" # [\"learned\", \"2pi\", \"pi\", \"/pi\", \"1\"]\n", "regu_on = \"linear\" # [\"linear\", \"all\"]" ] }, { "cell_type": "markdown", "id": "4b2e014df16ff7e1", "metadata": {}, "source": [ "Class Argument contains the information needed." ] }, { "cell_type": "code", "execution_count": 12, "id": "d64c4f705d0dd0c3", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:54:28.885974100Z", "start_time": "2025-11-10T08:54:28.860272700Z" } }, "outputs": [], "source": [ "class Arguments:\n", " def __init__(\n", " self,\n", " m,\n", " initial_state,\n", " activation=\"none\",\n", " no_bunching=False,\n", " num_runs=5,\n", " n_epochs=50,\n", " batch_size=32,\n", " lr=0.02,\n", " alpha=0.2,\n", " betas=(0.9, 0.999),\n", " scale_type=\"learned\",\n", " regu_on=\"linear\",\n", " ):\n", " self.m = m\n", " self.initial_state = initial_state\n", " self.activation = activation\n", " self.no_bunching = no_bunching\n", " self.num_runs = num_runs\n", " self.n_epochs = n_epochs\n", " self.batch_size = batch_size\n", " self.lr = lr\n", " self.alpha = alpha\n", " self.betas = betas\n", " self.scale_type = scale_type\n", " self.regu_on = regu_on\n", " self.dataset_name = \"\"\n", "\n", " def set_dataset_name(self, dataset):\n", " self.dataset_name = dataset\n", " return" ] }, { "cell_type": "markdown", "id": "83649a1d248ec703", "metadata": {}, "source": [ "Train VQC with initial state \\[1, 0, 0] and show the decision boundary." ] }, { "cell_type": "code", "execution_count": 13, "id": "2fca97a028b6caeb", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T08:56:27.612347100Z", "start_time": "2025-11-10T08:54:28.877973300Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Linear training set: 60 samples, 2 features\n", "Linear test set: 40 samples, 2 features\n", "Circular training set: 60 samples, 2 features\n", "Circular test set: 40 samples, 2 features\n", "Moon training set: 60 samples, 2 features\n", "Moon test set: 40 samples, 2 features\n", "\n", "Training VQC with dataset linear (5 runs):\n", " Run 1/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run1) - Loss: 0.0414, Test Acc: 0.8750: 100%|██████████| 150/150 [00:01<00:00, 90.71it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run2) - Loss: 0.0453, Test Acc: 0.8750: 100%|██████████| 150/150 [00:01<00:00, 90.49it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run3) - Loss: 0.0414, Test Acc: 0.8750: 100%|██████████| 150/150 [00:01<00:00, 92.55it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run4) - Loss: 0.0419, Test Acc: 0.8750: 100%|██████████| 150/150 [00:01<00:00, 91.76it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run5) - Loss: 0.0421, Test Acc: 0.8750: 100%|██████████| 150/150 [00:01<00:00, 91.61it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training VQC with dataset circular (5 runs):\n", " Run 1/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run1) - Loss: 0.1695, Test Acc: 0.8500: 100%|██████████| 150/150 [00:01<00:00, 90.68it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run2) - Loss: 0.1084, Test Acc: 0.9750: 100%|██████████| 150/150 [00:01<00:00, 91.67it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run3) - Loss: 0.1157, Test Acc: 0.9500: 100%|██████████| 150/150 [00:01<00:00, 90.98it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run4) - Loss: 0.0935, Test Acc: 0.9500: 100%|██████████| 150/150 [00:01<00:00, 92.64it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run5) - Loss: 0.0917, Test Acc: 0.9500: 100%|██████████| 150/150 [00:01<00:00, 94.69it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training VQC with dataset moon (5 runs):\n", " Run 1/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run1) - Loss: 0.0984, Test Acc: 0.8000: 100%|██████████| 150/150 [00:01<00:00, 92.76it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run2) - Loss: 0.0991, Test Acc: 0.8000: 100%|██████████| 150/150 [00:01<00:00, 89.11it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run3) - Loss: 0.1009, Test Acc: 0.8000: 100%|██████████| 150/150 [00:01<00:00, 90.28it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run4) - Loss: 0.1036, Test Acc: 0.8000: 100%|██████████| 150/150 [00:01<00:00, 88.58it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, VQC has 16 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run5) - Loss: 0.1056, Test Acc: 0.8000: 100%|██████████| 150/150 [00:01<00:00, 77.12it/s]\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# VQC [1, 0, 0]\n", "args = Arguments(\n", " m,\n", " [1, 0, 0],\n", " activation,\n", " no_bunching,\n", " num_runs,\n", " n_epochs,\n", " batch_size,\n", " lr,\n", " alpha,\n", " betas,\n", " scale_type,\n", " regu_on,\n", ")\n", "vqc_100_results = train_vqc_multiple_runs(args)" ] }, { "cell_type": "markdown", "id": "fb38500cb94ba0c3", "metadata": {}, "source": [ "Train VQC with initial state \\[1, 1, 1] and show the decision boundary." ] }, { "cell_type": "code", "execution_count": 14, "id": "ec281af767559207", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:02:57.245560Z", "start_time": "2025-11-10T08:56:27.572075200Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Linear training set: 60 samples, 2 features\n", "Linear test set: 40 samples, 2 features\n", "Circular training set: 60 samples, 2 features\n", "Circular test set: 40 samples, 2 features\n", "Moon training set: 60 samples, 2 features\n", "Moon test set: 40 samples, 2 features\n", "\n", "Training VQC with dataset linear (5 runs):\n", " Run 1/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run1) - Loss: 0.0316, Test Acc: 0.9250: 100%|██████████| 150/150 [00:01<00:00, 85.42it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run2) - Loss: 0.0322, Test Acc: 0.9000: 100%|██████████| 150/150 [00:01<00:00, 83.66it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run3) - Loss: 0.0354, Test Acc: 0.9000: 100%|██████████| 150/150 [00:01<00:00, 87.42it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run4) - Loss: 0.0354, Test Acc: 0.9250: 100%|██████████| 150/150 [00:01<00:00, 90.50it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset linear (run5) - Loss: 0.0348, Test Acc: 0.8750: 100%|██████████| 150/150 [00:01<00:00, 88.08it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training VQC with dataset circular (5 runs):\n", " Run 1/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run1) - Loss: 0.1228, Test Acc: 0.7500: 100%|██████████| 150/150 [00:01<00:00, 85.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run2) - Loss: 0.0789, Test Acc: 0.9500: 100%|██████████| 150/150 [00:01<00:00, 88.10it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run3) - Loss: 0.1136, Test Acc: 0.8000: 100%|██████████| 150/150 [00:01<00:00, 84.11it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run4) - Loss: 0.1316, Test Acc: 0.7500: 100%|██████████| 150/150 [00:01<00:00, 85.13it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset circular (run5) - Loss: 0.1038, Test Acc: 0.9000: 100%|██████████| 150/150 [00:01<00:00, 88.70it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training VQC with dataset moon (5 runs):\n", " Run 1/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run1) - Loss: 0.0346, Test Acc: 0.9250: 100%|██████████| 150/150 [00:01<00:00, 89.68it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run2) - Loss: 0.0337, Test Acc: 0.9500: 100%|██████████| 150/150 [00:01<00:00, 85.84it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run3) - Loss: 0.0425, Test Acc: 0.9000: 100%|██████████| 150/150 [00:01<00:00, 86.97it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run4) - Loss: 0.0259, Test Acc: 0.9500: 100%|██████████| 150/150 [00:01<00:00, 85.86it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, VQC has 23 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training VQC with dataset moon (run5) - Loss: 0.0701, Test Acc: 0.9000: 100%|██████████| 150/150 [00:01<00:00, 82.11it/s]\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# VQC [1, 1, 1]\n", "args = Arguments(\n", " m,\n", " [1, 1, 1],\n", " activation,\n", " no_bunching,\n", " num_runs,\n", " n_epochs,\n", " batch_size,\n", " lr,\n", " alpha,\n", " betas,\n", " scale_type,\n", " regu_on,\n", ")\n", "vqc_111_results = train_vqc_multiple_runs(args)" ] }, { "cell_type": "markdown", "id": "390c9e4bb8b075f3", "metadata": {}, "source": [ "Before training the classical models, we have to change the hyperparameters so the models perform better." ] }, { "cell_type": "code", "execution_count": 15, "id": "8a45d8e418e0449c", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:02:57.316944500Z", "start_time": "2025-11-10T09:02:57.253131700Z" } }, "outputs": [], "source": [ "args = Arguments(\n", " m,\n", " [1, 0, 0],\n", " \"sigmoid\",\n", " no_bunching,\n", " num_runs,\n", " n_epochs,\n", " batch_size,\n", " 0.2,\n", " alpha,\n", " (0.95, 0.9999),\n", " scale_type,\n", " \"all\",\n", ")" ] }, { "cell_type": "markdown", "id": "ab65f91a25e95203", "metadata": {}, "source": [ "Train MLP with wanted network type and show the decision boundary." ] }, { "cell_type": "code", "execution_count": 16, "id": "117e3b93fe698c7b", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:22.826659Z", "start_time": "2025-11-10T09:02:57.275155800Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Linear training set: 60 samples, 2 features\n", "Linear test set: 40 samples, 2 features\n", "Circular training set: 60 samples, 2 features\n", "Circular test set: 40 samples, 2 features\n", "Moon training set: 60 samples, 2 features\n", "Moon test set: 40 samples, 2 features\n", "\n", "Training MLP (wide) with dataset linear (5 runs):\n", " Run 1/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset linear (run1) - Loss: 0.0140, Test Acc: 0.8750: 100%|██████████| 150/150 [00:00<00:00, 928.81it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset linear (run2) - Loss: 0.0140, Test Acc: 0.8750: 100%|██████████| 150/150 [00:00<00:00, 804.26it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset linear (run3) - Loss: 0.0140, Test Acc: 0.8750: 100%|██████████| 150/150 [00:00<00:00, 837.90it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset linear (run4) - Loss: 0.0139, Test Acc: 0.8750: 100%|██████████| 150/150 [00:00<00:00, 939.11it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset linear (run5) - Loss: 0.0138, Test Acc: 0.9250: 100%|██████████| 150/150 [00:00<00:00, 960.25it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training MLP (wide) with dataset circular (5 runs):\n", " Run 1/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset circular (run1) - Loss: 0.1194, Test Acc: 0.8500: 100%|██████████| 150/150 [00:00<00:00, 955.46it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset circular (run2) - Loss: 0.0752, Test Acc: 0.9750: 100%|██████████| 150/150 [00:00<00:00, 823.66it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset circular (run3) - Loss: 0.0755, Test Acc: 0.9500: 100%|██████████| 150/150 [00:00<00:00, 952.15it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset circular (run4) - Loss: 0.0897, Test Acc: 0.8000: 100%|██████████| 150/150 [00:00<00:00, 959.40it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset circular (run5) - Loss: 0.1232, Test Acc: 0.7750: 100%|██████████| 150/150 [00:00<00:00, 970.64it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Training MLP (wide) with dataset moon (5 runs):\n", " Run 1/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset moon (run1) - Loss: 0.0843, Test Acc: 0.8500: 100%|██████████| 150/150 [00:00<00:00, 844.73it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 2/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset moon (run2) - Loss: 0.0234, Test Acc: 1.0000: 100%|██████████| 150/150 [00:00<00:00, 826.70it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 3/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset moon (run3) - Loss: 0.0232, Test Acc: 0.9750: 100%|██████████| 150/150 [00:00<00:00, 734.18it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 4/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset moon (run4) - Loss: 0.0249, Test Acc: 1.0000: 100%|██████████| 150/150 [00:00<00:00, 727.25it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Run 5/5, MLP has 17 parameters...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Training MLP with dataset moon (run5) - Loss: 0.0239, Test Acc: 0.9250: 100%|██████████| 150/150 [00:00<00:00, 744.45it/s]\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# MLP\n", "network_type = \"wide\" # [\"wide\", \"deep\"]\n", "mlp_results = train_mlp_multiple_runs(args, network_type=network_type)" ] }, { "cell_type": "markdown", "id": "330faa158a37c0f5", "metadata": {}, "source": [ "Train SVM with wanted kernel type and show the decision boundary." ] }, { "cell_type": "code", "execution_count": 17, "id": "4e27285b75e52924", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:24.123282400Z", "start_time": "2025-11-10T09:03:22.764591500Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Linear training set: 60 samples, 2 features\n", "Linear test set: 40 samples, 2 features\n", "Circular training set: 60 samples, 2 features\n", "Circular test set: 40 samples, 2 features\n", "Moon training set: 60 samples, 2 features\n", "Moon test set: 40 samples, 2 features\n", "\n", "Training SVM (linear) with dataset linear (5 runs):\n", " Run 1/5, SVM (linear)...\n", " Run 2/5, SVM (linear)...\n", " Run 3/5, SVM (linear)...\n", " Run 4/5, SVM (linear)...\n", " Run 5/5, SVM (linear)...\n", "\n", "Training SVM (linear) with dataset circular (5 runs):\n", " Run 1/5, SVM (linear)...\n", " Run 2/5, SVM (linear)...\n", " Run 3/5, SVM (linear)...\n", " Run 4/5, SVM (linear)...\n", " Run 5/5, SVM (linear)...\n", "\n", "Training SVM (linear) with dataset moon (5 runs):\n", " Run 1/5, SVM (linear)...\n", " Run 2/5, SVM (linear)...\n", " Run 3/5, SVM (linear)...\n", " Run 4/5, SVM (linear)...\n", " Run 5/5, SVM (linear)...\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# SVM\n", "kernel_type = \"lin\" # [\"lin\", \"rbf\"]\n", "svm_results = train_svm_multiple_runs(args, kernel_type=kernel_type)" ] }, { "cell_type": "markdown", "id": "fef3967b0628eb22", "metadata": {}, "source": [ "## 5. Plot training curves" ] }, { "cell_type": "code", "execution_count": 18, "id": "5a8668720c65a251", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:24.127322900Z", "start_time": "2025-11-10T09:03:24.045801900Z" } }, "outputs": [], "source": [ "def visualize_results(results, model_name):\n", " \"\"\"Plot training curves with average and envelope for each dataset\"\"\"\n", " fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(20, 5))\n", " datasets = [\"linear\", \"circular\", \"moon\"]\n", " datasets_maj = [\"Linear\", \"Circular\", \"Moon\"]\n", " colors = [\"red\", \"green\", \"blue\"]\n", "\n", " # Plot each metric\n", " for i, dataset in enumerate(datasets):\n", " color = colors[i]\n", " linestyle = \"-\"\n", "\n", " # Get data from all runs\n", " losses_runs = [run[\"losses\"] for run in results[dataset][\"runs\"]]\n", " train_acc_runs = [run[\"train_accuracies\"] for run in results[dataset][\"runs\"]]\n", " test_acc_runs = [run[\"test_accuracies\"] for run in results[dataset][\"runs\"]]\n", "\n", " # Calculate mean values across all runs\n", " epochs = len(losses_runs[0])\n", " mean_losses = [\n", " sum(run[i] for run in losses_runs) / len(losses_runs) for i in range(epochs)\n", " ]\n", " mean_train_acc = [\n", " sum(run[i] for run in train_acc_runs) / len(train_acc_runs)\n", " for i in range(epochs)\n", " ]\n", " mean_test_acc = [\n", " sum(run[i] for run in test_acc_runs) / len(test_acc_runs)\n", " for i in range(epochs)\n", " ]\n", "\n", " # Calculate min and max values for the envelope\n", " min_losses = [min(run[i] for run in losses_runs) for i in range(epochs)]\n", " max_losses = [max(run[i] for run in losses_runs) for i in range(epochs)]\n", "\n", " min_train_acc = [min(run[i] for run in train_acc_runs) for i in range(epochs)]\n", " max_train_acc = [max(run[i] for run in train_acc_runs) for i in range(epochs)]\n", "\n", " min_test_acc = [min(run[i] for run in test_acc_runs) for i in range(epochs)]\n", " max_test_acc = [max(run[i] for run in test_acc_runs) for i in range(epochs)]\n", "\n", " # Plot mean lines\n", " ax1.plot(\n", " mean_losses,\n", " label=datasets_maj[i],\n", " color=color,\n", " linestyle=linestyle,\n", " linewidth=2,\n", " )\n", " ax2.plot(\n", " mean_train_acc,\n", " label=datasets_maj[i],\n", " color=color,\n", " linestyle=linestyle,\n", " linewidth=2,\n", " )\n", " ax3.plot(\n", " mean_test_acc,\n", " label=datasets_maj[i],\n", " color=color,\n", " linestyle=linestyle,\n", " linewidth=2,\n", " )\n", "\n", " # Plot envelopes (filled area between min and max)\n", " epochs_range = range(epochs)\n", " ax1.fill_between(epochs_range, min_losses, max_losses, color=color, alpha=0.2)\n", " ax2.fill_between(\n", " epochs_range, min_train_acc, max_train_acc, color=color, alpha=0.2\n", " )\n", " ax3.fill_between(\n", " epochs_range, min_test_acc, max_test_acc, color=color, alpha=0.2\n", " )\n", "\n", " # Customize plots\n", " for ax, title in zip(\n", " [ax1, ax2, ax3],\n", " [\"Training Loss\", \"Training Accuracy\", \"Test Accuracy\"],\n", " strict=False,\n", " ):\n", " ax.set_title(\n", " title + f\" for a {model_name} \\non different datasets\", fontsize=14, pad=10\n", " )\n", " ax.set_xlabel(\"Epoch\", fontsize=12)\n", " ax.set_ylabel(title.split()[-1], fontsize=12)\n", " ax.legend(fontsize=10, bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n", " ax.grid(True, linestyle=\"--\", alpha=0.7)\n", " ax.spines[\"top\"].set_visible(False)\n", " ax.spines[\"right\"].set_visible(False)\n", "\n", " plt.tight_layout()\n", " plt.show()\n", " plt.clf()\n", " return" ] }, { "cell_type": "markdown", "id": "92f35ed09041f45a", "metadata": {}, "source": [ "Visualize results for VQC with initial state \\[1, 0, 0]." ] }, { "cell_type": "code", "execution_count": 19, "id": "cb79ec782cde3d68", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:25.076189300Z", "start_time": "2025-11-10T09:03:24.119489900Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_results(vqc_100_results, \"VQC [1, 0, 0]\")" ] }, { "cell_type": "markdown", "id": "e99b08a8755f3cab", "metadata": {}, "source": [ "Visualize results for VQC with initial state \\[1, 1, 1]." ] }, { "cell_type": "code", "execution_count": 20, "id": "993d5c9611fd054c", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:25.910311800Z", "start_time": "2025-11-10T09:03:25.079372Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_results(vqc_111_results, \"VQC [1, 1, 1]\")" ] }, { "cell_type": "markdown", "id": "17b079e2c714ed6f", "metadata": {}, "source": [ "Visualize results for MLP." ] }, { "cell_type": "code", "execution_count": 21, "id": "7973d9b51a0cf5c7", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:29.549805300Z", "start_time": "2025-11-10T09:03:25.915052600Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_results(mlp_results, \"wide MLP\")" ] }, { "cell_type": "markdown", "id": "4b752c6d5ccb0ee6", "metadata": {}, "source": [ "We won't visualize results for the SVM since we don't have direct access at the losses and accuracies during the training. This is because we used the implementation of sklearn for this model." ] }, { "cell_type": "markdown", "id": "7ae7364ec7b95fc0", "metadata": {}, "source": [ "## 6. Summary of results" ] }, { "cell_type": "code", "execution_count": 22, "id": "7105bf5d1128062e", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:29.565845800Z", "start_time": "2025-11-10T09:03:29.549805300Z" } }, "outputs": [], "source": [ "def write_summary_statistics(all_results, model):\n", " \"\"\"Print summary statistics for all datasets. Return average test accuracy and its standard deviation across several runs\"\"\"\n", "\n", " s = \"\\n----- Model Comparison Results -----\\n\"\n", "\n", " avg_accs = []\n", " std_accs = []\n", "\n", " for dataset_name, model_data in all_results.items():\n", " # Calculate statistics across runs\n", " final_accs = [run[\"final_test_acc\"] for run in model_data[\"runs\"]]\n", " avg_acc = sum(final_accs) / len(final_accs)\n", " min_acc = min(final_accs)\n", " max_acc = max(final_accs)\n", " std_acc = (\n", " sum((acc - avg_acc) ** 2 for acc in final_accs) / len(final_accs)\n", " ) ** 0.5\n", "\n", " avg_accs.append(avg_acc)\n", " std_accs.append(std_acc)\n", "\n", " s += f\"{model} with dataset {dataset_name}:\\n\"\n", " s += f\" Final Test Accuracy: {avg_acc:.4f} ± {std_acc:.4f} (min: {min_acc:.4f}, max: {max_acc:.4f})\\n\\n\"\n", "\n", " print(s)\n", " return avg_accs, std_accs" ] }, { "cell_type": "markdown", "id": "54a2191ee605164e", "metadata": {}, "source": [ "Summary statistics for VQC with initial state \\[1, 0, 0]." ] }, { "cell_type": "code", "execution_count": 23, "id": "400302c251a6efe4", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:29.676080900Z", "start_time": "2025-11-10T09:03:29.577867700Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "----- Model Comparison Results -----\n", "VQC [1, 0, 0] with dataset linear:\n", " Final Test Accuracy: 0.8750 ± 0.0000 (min: 0.8750, max: 0.8750)\n", "\n", "VQC [1, 0, 0] with dataset circular:\n", " Final Test Accuracy: 0.9350 ± 0.0436 (min: 0.8500, max: 0.9750)\n", "\n", "VQC [1, 0, 0] with dataset moon:\n", " Final Test Accuracy: 0.8000 ± 0.0000 (min: 0.8000, max: 0.8000)\n", "\n", "\n" ] } ], "source": [ "vqc100_accs, vqc100_stds = write_summary_statistics(vqc_100_results, \"VQC [1, 0, 0]\")" ] }, { "cell_type": "markdown", "id": "cd71a5674f9b6832", "metadata": {}, "source": [ "Summary statistics for VQC with initial state \\[1, 1, 1].\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "31e9c58d94885028", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:29.678096500Z", "start_time": "2025-11-10T09:03:29.596174500Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "----- Model Comparison Results -----\n", "VQC [1, 1, 1] with dataset linear:\n", " Final Test Accuracy: 0.9050 ± 0.0187 (min: 0.8750, max: 0.9250)\n", "\n", "VQC [1, 1, 1] with dataset circular:\n", " Final Test Accuracy: 0.8300 ± 0.0812 (min: 0.7500, max: 0.9500)\n", "\n", "VQC [1, 1, 1] with dataset moon:\n", " Final Test Accuracy: 0.9250 ± 0.0224 (min: 0.9000, max: 0.9500)\n", "\n", "\n" ] } ], "source": [ "vqc111_accs, vqc111_stds = write_summary_statistics(vqc_111_results, \"VQC [1, 1, 1]\")" ] }, { "cell_type": "markdown", "id": "e89a9ecfce6a6d7c", "metadata": {}, "source": [ "Summary statistics for MLP.\n" ] }, { "cell_type": "code", "execution_count": 25, "id": "daec0e36eb4f492d", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:29.678096500Z", "start_time": "2025-11-10T09:03:29.613219Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "----- Model Comparison Results -----\n", "MLP with dataset linear:\n", " Final Test Accuracy: 0.8850 ± 0.0200 (min: 0.8750, max: 0.9250)\n", "\n", "MLP with dataset circular:\n", " Final Test Accuracy: 0.8700 ± 0.0797 (min: 0.7750, max: 0.9750)\n", "\n", "MLP with dataset moon:\n", " Final Test Accuracy: 0.9500 ± 0.0570 (min: 0.8500, max: 1.0000)\n", "\n", "\n" ] } ], "source": [ "mlp_accs, mlp_stds = write_summary_statistics(mlp_results, \"MLP\")" ] }, { "cell_type": "markdown", "id": "4091addbb040dc87", "metadata": {}, "source": [ "Summary statistics for SVM." ] }, { "cell_type": "code", "execution_count": 26, "id": "2468516868d0518f", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:29.678096500Z", "start_time": "2025-11-10T09:03:29.631486900Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "----- Model Comparison Results -----\n", "SVM with dataset linear:\n", " Final Test Accuracy: 0.8750 ± 0.0000 (min: 0.8750, max: 0.8750)\n", "\n", "SVM with dataset circular:\n", " Final Test Accuracy: 0.3750 ± 0.0000 (min: 0.3750, max: 0.3750)\n", "\n", "SVM with dataset moon:\n", " Final Test Accuracy: 0.8000 ± 0.0000 (min: 0.8000, max: 0.8000)\n", "\n", "\n" ] } ], "source": [ "svm_accs, svm_stds = write_summary_statistics(svm_results, \"SVM\")" ] }, { "cell_type": "markdown", "id": "72ea1200614f3e60", "metadata": {}, "source": [ "## 7. Comparison of results" ] }, { "cell_type": "markdown", "id": "fed97735e5380166", "metadata": {}, "source": [ "Let's compare the obtained test accuracies for each model on each dataset." ] }, { "cell_type": "code", "execution_count": 27, "id": "222393eb6920e441", "metadata": { "ExecuteTime": { "end_time": "2025-11-10T09:03:30.255399100Z", "start_time": "2025-11-10T09:03:29.644589500Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def compare_accuracies(accuracies, stds):\n", " \"\"\"Visual comparison the test accuracy of the different models used on the three datasets\"\"\"\n", " fig, axs = plt.subplots(1, 3, figsize=(20, 5), sharey=True)\n", " datasets = [\"Linear\", \"Circular\", \"Moon\"]\n", " colors = [\"red\", \"green\", \"blue\", \"orange\"]\n", " models = [\"VQC [1, 0, 0]\", \"VQC [1, 1, 1]\", \"MLP\", \"SVM\"]\n", "\n", " accuracies = np.array(accuracies)\n", " stds = np.array(stds)\n", "\n", " x = np.arange(len(models)) # X positions for bars\n", "\n", " for i, ax in enumerate(axs):\n", " accs_for_dataset = accuracies[:, i]\n", " stds_for_dataset = stds[:, i]\n", "\n", " ax.bar(\n", " x,\n", " accs_for_dataset,\n", " yerr=stds_for_dataset,\n", " capsize=5,\n", " color=colors,\n", " tick_label=models,\n", " )\n", " ax.set_title(f\"{datasets[i]} Dataset\")\n", " ax.set_ylabel(\"Test Accuracy\")\n", " ax.set_ylim(0, 1.05) # accuracies range from 0 to 1\n", " ax.grid(True, axis=\"y\")\n", "\n", " fig.suptitle(\"Model Comparison on Different Datasets\", fontsize=16)\n", " plt.tight_layout(rect=[0, 0, 1, 0.95])\n", " # plt.savefig(\"./results/test_accuracy_comparison.png\") # To save the figure locally\n", " plt.show()\n", "\n", "\n", "accuracies = [vqc100_accs, vqc111_accs, mlp_accs, svm_accs]\n", "stds = [vqc100_stds, vqc111_stds, mlp_stds, svm_stds]\n", "compare_accuracies(accuracies, stds)" ] }, { "cell_type": "markdown", "id": "803791074227980c", "metadata": {}, "source": [ "When looking at these results and at the decision boundaries of the different models, we can come to similar conclusions from the ones in [Fock State-enhanced Expressivity of Quantum Machine Learning Models](https://arxiv.org/abs/2107.05224). First off, concerning VQCs, the classification boundaries of the VQC become more complex as the number of photon used increases. This demonstrates the increasing expressive power of quantum circuits. We see here, that this increase is only useful on the moon dataset for which the model with initial state \\[1, 0, 0] does not have enough complexity. The more expressive VQC with initial state \\[1, 1, 1] performs better on this dataset, however it performs worse on the circular dataset than its rival. This could be explained by overfitting, and it shows that more expressive power is not necessarily better.\n", "\n", "Then, we can observe that a linear model (such as linear SVM) can obtain the best (or equal to best) performance on the linear dataset, without surprise.\n", "\n", "Finally, when comparing the results from the VQCs (16 and 23 parameters for initial states \\[1, 0, 0] and \\[1, 1, 1] respectively) with the ones from the MLP (17 parameters) that has a comparable number of parameters, we can see that the MLP comes out on top in terms of test accuracy for this binary classification task. Of course, the hyperparameter search for this experiement was not complete so this conclusion is subject to change. Nevertheless, there are many more criteria to analyze in order to conduct a complete comparison of the two approaches." ] } ], "metadata": { "kernelspec": { "display_name": "MerLin_dev", "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": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 5 }