863 lines (863 with data), 544.3 kB
{
"cells": [
{
"cell_type": "code",
"execution_count": 164,
"metadata": {
"id": "mtyGxe7EwBFF"
},
"outputs": [],
"source": [
"# This cell is added by sphinx-gallery\n",
"# It can be customized to whatever you like\n",
"%matplotlib inline\n",
"# from google.colab import drive\n",
"# drive.mount('/content/drive')\n",
"# !pip install pennylane"
]
},
{
"cell_type": "code",
"execution_count": 165,
"metadata": {
"id": "2pIRkWZXwBFS"
},
"outputs": [],
"source": [
"# Some parts of this code are based on the Python script:\n",
"# https://github.com/pytorch/tutorials/blob/master/beginner_source/transfer_learning_tutorial.py\n",
"# License: BSD\n",
"\n",
"import time\n",
"import os\n",
"import copy\n",
"\n",
"# PyTorch\n",
"import torch\n",
"import torch.nn as nn\n",
"import torch.optim as optim\n",
"from torch.optim import lr_scheduler\n",
"import torchvision\n",
"from torchvision import datasets, transforms\n",
"\n",
"# Pennylane\n",
"import pennylane as qml\n",
"from pennylane import numpy as np\n",
"\n",
"torch.manual_seed(42)\n",
"np.random.seed(42)\n",
"\n",
"# Plotting\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# OpenMP: number of parallel threads.\n",
"os.environ[\"OMP_NUM_THREADS\"] = \"1\""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "_7DPaYGjwBFT"
},
"source": [
"Setting of the main hyper-parameters of the model\n",
"=================================================\n",
"\n",
"::: {.note}\n",
"::: {.title}\n",
"Note\n",
":::\n",
"\n",
"To reproduce the results of Ref. \\[1\\], `num_epochs` should be set to\n",
"`30` which may take a long time. We suggest to first try with\n",
"`num_epochs=1` and, if everything runs smoothly, increase it to a larger\n",
"value.\n",
":::\n"
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {
"id": "NJtMkomMwBFU"
},
"outputs": [],
"source": [
"n_qubits = 4 # Number of qubits\n",
"step = 0.0012 # Learning rate\n",
"batch_size = 4 # Number of samples for each training step\n",
"num_epochs = 3 # Number of training epochs\n",
"q_depth = 6 # Depth of the quantum circuit (number of variational layers)\n",
"gamma_lr_scheduler = 0.1 # Learning rate reduction applied every 10 epochs.\n",
"q_delta = 0.01 # Initial spread of random quantum weights\n",
"start_time = time.time() # Start of the computation timer"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ikrPumz1wBFW"
},
"source": [
"We initialize a PennyLane device with a `default.qubit` backend.\n"
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {
"id": "pKWynRTzwBFX"
},
"outputs": [],
"source": [
"dev = qml.device(\"default.qubit\", wires=n_qubits)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "AmaL6Ep2wBFZ"
},
"source": [
"We configure PyTorch to use CUDA only if available. Otherwise the CPU is\n",
"used.\n"
]
},
{
"cell_type": "code",
"execution_count": 168,
"metadata": {
"id": "K43HuZ-MwBFa"
},
"outputs": [],
"source": [
"device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "oLK75PTSwBFb"
},
"source": [
"Dataset loading\n",
"===============\n",
"\n",
"::: {.note}\n",
"::: {.title}\n",
"Note\n",
":::\n",
"\n",
"The dataset containing images of *ants* and *bees* can be downloaded\n",
"[here](https://download.pytorch.org/tutorial/hymenoptera_data.zip) and\n",
"should be extracted in the subfolder `../_data/hymenoptera_data`.\n",
":::\n",
"\n",
"This is a very small dataset (roughly 250 images), too small for\n",
"training from scratch a classical or quantum model, however it is enough\n",
"when using *transfer learning* approach.\n",
"\n",
"The PyTorch packages `torchvision` and `torch.utils.data` are used for\n",
"loading the dataset and performing standard preliminary image\n",
"operations: resize, center, crop, normalize, *etc.*\n"
]
},
{
"cell_type": "code",
"execution_count": 169,
"metadata": {
"id": "Fl2Ah1s0wBFb"
},
"outputs": [],
"source": [
"data_transforms = {\n",
" \"train\": transforms.Compose(\n",
" [\n",
" # transforms.RandomResizedCrop(224), # uncomment for data augmentation\n",
" # transforms.RandomHorizontalFlip(), # uncomment for data augmentation\n",
" transforms.Resize(256),\n",
" transforms.CenterCrop(224),\n",
" transforms.ToTensor(),\n",
" # Normalize input channels using mean values and standard deviations of ImageNet.\n",
" transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n",
" ]\n",
" ),\n",
" \"val\": transforms.Compose(\n",
" [\n",
" transforms.Resize(256),\n",
" transforms.CenterCrop(224),\n",
" transforms.ToTensor(),\n",
" transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n",
" ]\n",
" ),\n",
"}\n",
"\n",
"data_dir = \"/content/drive/MyDrive/Colab Notebooks/data/hymenoptera_data\"\n",
"image_datasets = {\n",
" x if x == \"train\" else \"validation\": datasets.ImageFolder(\n",
" os.path.join(data_dir, x), data_transforms[x]\n",
" )\n",
" for x in [\"train\", \"val\"]\n",
"}\n",
"dataset_sizes = {x: len(image_datasets[x]) for x in [\"train\", \"validation\"]}\n",
"class_names = image_datasets[\"train\"].classes\n",
"\n",
"# Initialize dataloader\n",
"dataloaders = {\n",
" x: torch.utils.data.DataLoader(image_datasets[x], batch_size=batch_size, shuffle=True)\n",
" for x in [\"train\", \"validation\"]\n",
"}\n",
"\n",
"# function to plot images\n",
"def imshow(inp, title=None):\n",
" \"\"\"Display image from tensor.\"\"\"\n",
" inp = inp.numpy().transpose((1, 2, 0))\n",
" # Inverse of the initial normalization operation.\n",
" mean = np.array([0.485, 0.456, 0.406])\n",
" std = np.array([0.229, 0.224, 0.225])\n",
" inp = std * inp + mean\n",
" inp = np.clip(inp, 0, 1)\n",
" plt.imshow(inp)\n",
" if title is not None:\n",
" plt.title(title)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "_beKQA_XwBFc"
},
"source": [
"Let us show a batch of the test data, just to have an idea of the\n",
"classification problem.\n"
]
},
{
"cell_type": "code",
"execution_count": 170,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 207
},
"id": "LklfqdzUwBFd",
"outputId": "575c55e7-10c5-46ef-a5f9-cd6840475079"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
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\n"
},
"metadata": {}
}
],
"source": [
"# Get a batch of training data\n",
"inputs, classes = next(iter(dataloaders[\"validation\"]))\n",
"\n",
"# Make a grid from batch\n",
"out = torchvision.utils.make_grid(inputs)\n",
"\n",
"imshow(out, title=[class_names[x] for x in classes])\n",
"\n",
"dataloaders = {\n",
" x: torch.utils.data.DataLoader(image_datasets[x], batch_size=batch_size, shuffle=True)\n",
" for x in [\"train\", \"validation\"]\n",
"}"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "SOMqufUXwBFe"
},
"source": [
"Variational quantum circuit\n",
"===========================\n",
"\n",
"We first define some quantum layers that will compose the quantum\n",
"circuit.\n"
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {
"id": "NDWfnANwwBFe"
},
"outputs": [],
"source": [
"def H_layer(nqubits):\n",
" \"\"\"Layer of single-qubit Hadamard gates.\n",
" \"\"\"\n",
" for idx in range(nqubits):\n",
" qml.Hadamard(wires=idx)\n",
"\n",
"\n",
"def RY_layer(w):\n",
" \"\"\"Layer of parametrized qubit rotations around the y axis.\n",
" \"\"\"\n",
" for idx, element in enumerate(w):\n",
" qml.RY(element, wires=idx)\n",
"\n",
"\n",
"def entangling_layer(nqubits):\n",
" \"\"\"Layer of CNOTs followed by another shifted layer of CNOT.\n",
" \"\"\"\n",
" # In other words it should apply something like :\n",
" # CNOT CNOT CNOT CNOT... CNOT\n",
" # CNOT CNOT CNOT... CNOT\n",
" for i in range(0, nqubits - 1, 2): # Loop over even indices: i=0,2,...N-2\n",
" qml.CNOT(wires=[i, i + 1])\n",
" for i in range(1, nqubits - 1, 2): # Loop over odd indices: i=1,3,...N-3\n",
" qml.CNOT(wires=[i, i + 1])"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "t22uVT94wBFf"
},
"source": [
"Now we define the quantum circuit through the PennyLane\n",
"[qnode]{.title-ref} decorator .\n",
"\n",
"The structure is that of a typical variational quantum circuit:\n",
"\n",
"- **Embedding layer:** All qubits are first initialized in a balanced\n",
" superposition of *up* and *down* states, then they are rotated\n",
" according to the input parameters (local embedding).\n",
"- **Variational layers:** A sequence of trainable rotation layers and\n",
" constant entangling layers is applied.\n",
"- **Measurement layer:** For each qubit, the local expectation value\n",
" of the $Z$ operator is measured. This produces a classical output\n",
" vector, suitable for additional post-processing.\n"
]
},
{
"cell_type": "code",
"execution_count": 172,
"metadata": {
"id": "SHM11rhfwBFf"
},
"outputs": [],
"source": [
"@qml.qnode(dev, interface=\"torch\")\n",
"def quantum_net(q_input_features, q_weights_flat):\n",
" \"\"\"\n",
" The variational quantum circuit.\n",
" \"\"\"\n",
"\n",
" # Reshape weights\n",
" q_weights = q_weights_flat.reshape(q_depth, n_qubits)\n",
"\n",
" # Start from state |+> , unbiased w.r.t. |0> and |1>\n",
" H_layer(n_qubits)\n",
"\n",
" # Embed features in the quantum node\n",
" RY_layer(q_input_features)\n",
"\n",
" # Sequence of trainable variational layers\n",
" for k in range(q_depth):\n",
" entangling_layer(n_qubits)\n",
" RY_layer(q_weights[k])\n",
"\n",
" # Expectation values in the Z basis\n",
" exp_vals = [qml.expval(qml.PauliZ(position)) for position in range(n_qubits)]\n",
" return tuple(exp_vals)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "FA3jSqq1wBFg"
},
"source": [
"Dressed quantum circuit\n",
"=======================\n",
"\n",
"We can now define a custom `torch.nn.Module` representing a *dressed*\n",
"quantum circuit.\n",
"\n",
"This is a concatenation of:\n",
"\n",
"- A classical pre-processing layer (`nn.Linear`).\n",
"- A classical activation function (`torch.tanh`).\n",
"- A constant `np.pi/2.0` scaling.\n",
"- The previously defined quantum circuit (`quantum_net`).\n",
"- A classical post-processing layer (`nn.Linear`).\n",
"\n",
"The input of the module is a batch of vectors with 512 real parameters\n",
"(features) and the output is a batch of vectors with two real outputs\n",
"(associated with the two classes of images: *ants* and *bees*).\n"
]
},
{
"cell_type": "code",
"execution_count": 173,
"metadata": {
"id": "Tw2ytrotwBFh"
},
"outputs": [],
"source": [
"class DressedQuantumNet(nn.Module):\n",
" \"\"\"\n",
" Torch module implementing the *dressed* quantum net.\n",
" \"\"\"\n",
"\n",
" def __init__(self):\n",
" \"\"\"\n",
" Definition of the *dressed* layout.\n",
" \"\"\"\n",
"\n",
" super().__init__()\n",
" self.pre_net = nn.Linear(512, n_qubits)\n",
" self.q_params = nn.Parameter(q_delta * torch.randn(q_depth * n_qubits))\n",
" self.post_net = nn.Linear(n_qubits, 2)\n",
"\n",
" def forward(self, input_features):\n",
" \"\"\"\n",
" Defining how tensors are supposed to move through the *dressed* quantum\n",
" net.\n",
" \"\"\"\n",
"\n",
" # obtain the input features for the quantum circuit\n",
" # by reducing the feature dimension from 512 to 4\n",
" pre_out = self.pre_net(input_features)\n",
" q_in = torch.tanh(pre_out) * np.pi / 2.0\n",
"\n",
" # Apply the quantum circuit to each element of the batch and append to q_out\n",
" q_out = torch.Tensor(0, n_qubits)\n",
" q_out = q_out.to(device)\n",
" for elem in q_in:\n",
" q_out_elem = torch.hstack(quantum_net(elem, self.q_params)).float().unsqueeze(0)\n",
" q_out = torch.cat((q_out, q_out_elem))\n",
"\n",
" # return the two-dimensional prediction from the postprocessing layer\n",
" return self.post_net(q_out)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "KajQTA1YwBFh"
},
"source": [
"Hybrid classical-quantum model\n",
"==============================\n",
"\n",
"We are finally ready to build our full hybrid classical-quantum network.\n",
"We follow the *transfer learning* approach:\n",
"\n",
"1. First load the classical pre-trained network *ResNet18* from the\n",
" `torchvision.models` zoo.\n",
"2. Freeze all the weights since they should not be trained.\n",
"3. Replace the last fully connected layer with our trainable dressed\n",
" quantum circuit (`DressedQuantumNet`).\n",
"\n",
"::: {.note}\n",
"::: {.title}\n",
"Note\n",
":::\n",
"\n",
"The *ResNet18* model is automatically downloaded by PyTorch and it may\n",
"take several minutes (only the first time).\n",
":::\n"
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {
"id": "OuFfff2swBFi"
},
"outputs": [],
"source": [
"model_hybrid = torchvision.models.resnet18(pretrained=True)\n",
"\n",
"for param in model_hybrid.parameters():\n",
" param.requires_grad = False\n",
"\n",
"\n",
"# Notice that model_hybrid.fc is the last layer of ResNet18\n",
"model_hybrid.fc = DressedQuantumNet()\n",
"\n",
"# Use CUDA or CPU according to the \"device\" object.\n",
"model_hybrid = model_hybrid.to(device)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "rlipBazQwBFi"
},
"source": [
"Training and results\n",
"====================\n",
"\n",
"Before training the network we need to specify the *loss* function.\n",
"\n",
"We use, as usual in classification problem, the *cross-entropy* which is\n",
"directly available within `torch.nn`.\n"
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {
"id": "fP0sI3j_wBFj"
},
"outputs": [],
"source": [
"criterion = nn.CrossEntropyLoss()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "JwUJySjewBFj"
},
"source": [
"We also initialize the *Adam optimizer* which is called at each training\n",
"step in order to update the weights of the model.\n"
]
},
{
"cell_type": "code",
"execution_count": 176,
"metadata": {
"id": "xrqt3YfbwBFj"
},
"outputs": [],
"source": [
"optimizer_hybrid = optim.Adam(model_hybrid.fc.parameters(), lr=step)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UEP1EzlWwBFk"
},
"source": [
"We schedule to reduce the learning rate by a factor of\n",
"`gamma_lr_scheduler` every 10 epochs.\n"
]
},
{
"cell_type": "code",
"execution_count": 177,
"metadata": {
"id": "hpvNLDkhwBFk"
},
"outputs": [],
"source": [
"exp_lr_scheduler = lr_scheduler.StepLR(\n",
" optimizer_hybrid, step_size=10, gamma=gamma_lr_scheduler\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "w5EM1kl2wBFk"
},
"source": [
"What follows is a training function that will be called later. This\n",
"function should return a trained model that can be used to make\n",
"predictions (classifications).\n"
]
},
{
"cell_type": "code",
"execution_count": 178,
"metadata": {
"id": "J5adaUNlwBFl"
},
"outputs": [],
"source": [
"def train_model(model, criterion, optimizer, scheduler, num_epochs):\n",
" since = time.time()\n",
" best_model_wts = copy.deepcopy(model.state_dict())\n",
" best_acc = 0.0\n",
" best_loss = 10000.0 # Large arbitrary number\n",
" best_acc_train = 0.0\n",
" best_loss_train = 10000.0 # Large arbitrary number\n",
" print(\"Training started:\")\n",
"\n",
" for epoch in range(num_epochs):\n",
"\n",
" # Each epoch has a training and validation phase\n",
" for phase in [\"train\", \"validation\"]:\n",
" if phase == \"train\":\n",
" # Set model to training mode\n",
" model.train()\n",
" else:\n",
" # Set model to evaluate mode\n",
" model.eval()\n",
" running_loss = 0.0\n",
" running_corrects = 0\n",
"\n",
" # Iterate over data.\n",
" n_batches = dataset_sizes[phase] // batch_size\n",
" it = 0\n",
" for inputs, labels in dataloaders[phase]:\n",
" since_batch = time.time()\n",
" batch_size_ = len(inputs)\n",
" inputs = inputs.to(device)\n",
" labels = labels.to(device)\n",
" optimizer.zero_grad()\n",
"\n",
" # Track/compute gradient and make an optimization step only when training\n",
" with torch.set_grad_enabled(phase == \"train\"):\n",
" outputs = model(inputs)\n",
" _, preds = torch.max(outputs, 1)\n",
" loss = criterion(outputs, labels)\n",
" if phase == \"train\":\n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
" # Print iteration results\n",
" running_loss += loss.item() * batch_size_\n",
" batch_corrects = torch.sum(preds == labels.data).item()\n",
" running_corrects += batch_corrects\n",
" print(\n",
" \"Phase: {} Epoch: {}/{} Iter: {}/{} Batch time: {:.4f}\".format(\n",
" phase,\n",
" epoch + 1,\n",
" num_epochs,\n",
" it + 1,\n",
" n_batches + 1,\n",
" time.time() - since_batch,\n",
" ),\n",
" end=\"\\r\",\n",
" flush=True,\n",
" )\n",
" it += 1\n",
"\n",
" # Print epoch results\n",
" epoch_loss = running_loss / dataset_sizes[phase]\n",
" epoch_acc = running_corrects / dataset_sizes[phase]\n",
" print(\n",
" \"Phase: {} Epoch: {}/{} Loss: {:.4f} Acc: {:.4f} \".format(\n",
" \"train\" if phase == \"train\" else \"validation \",\n",
" epoch + 1,\n",
" num_epochs,\n",
" epoch_loss,\n",
" epoch_acc,\n",
" )\n",
" )\n",
"\n",
" # Check if this is the best model wrt previous epochs\n",
" if phase == \"validation\" and epoch_acc > best_acc:\n",
" best_acc = epoch_acc\n",
" best_model_wts = copy.deepcopy(model.state_dict())\n",
" if phase == \"validation\" and epoch_loss < best_loss:\n",
" best_loss = epoch_loss\n",
" if phase == \"train\" and epoch_acc > best_acc_train:\n",
" best_acc_train = epoch_acc\n",
" if phase == \"train\" and epoch_loss < best_loss_train:\n",
" best_loss_train = epoch_loss\n",
"\n",
" # Update learning rate\n",
" if phase == \"train\":\n",
" scheduler.step()\n",
"\n",
" # Print final results\n",
" model.load_state_dict(best_model_wts)\n",
" time_elapsed = time.time() - since\n",
" print(\n",
" \"Training completed in {:.0f}m {:.0f}s\".format(time_elapsed // 60, time_elapsed % 60)\n",
" )\n",
" print(\"Best test loss: {:.4f} | Best test accuracy: {:.4f}\".format(best_loss, best_acc))\n",
" return model"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "hOjgm0YVwBFm"
},
"source": [
"We are ready to perform the actual training process.\n"
]
},
{
"cell_type": "code",
"execution_count": 179,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 0
},
"id": "tCkCf2q_wBFm",
"outputId": "2b9a8aa2-3ec9-4c8a-ce23-e8c470cc54e6"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Training started:\n",
"Phase: train Epoch: 1/3 Loss: 0.7157 Acc: 0.4754 \n",
"Phase: validation Epoch: 1/3 Loss: 0.6471 Acc: 0.7255 \n",
"Phase: train Epoch: 2/3 Loss: 0.6085 Acc: 0.7459 \n",
"Phase: validation Epoch: 2/3 Loss: 0.4590 Acc: 0.8889 \n",
"Phase: train Epoch: 3/3 Loss: 0.5355 Acc: 0.7664 \n",
"Phase: validation Epoch: 3/3 Loss: 0.4073 Acc: 0.8889 \n",
"Training completed in 1m 59s\n",
"Best test loss: 0.4073 | Best test accuracy: 0.8889\n"
]
}
],
"source": [
"model_hybrid = train_model(\n",
" model_hybrid, criterion, optimizer_hybrid, exp_lr_scheduler, num_epochs=num_epochs\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "VcCa0qDpwBFn"
},
"source": [
"Visualizing the model predictions\n",
"=================================\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "_1fZK_8zwBFn"
},
"source": [
"We first define a visualization function for a batch of test data.\n"
]
},
{
"cell_type": "code",
"execution_count": 180,
"metadata": {
"id": "ndo_yKoNwBFo"
},
"outputs": [],
"source": [
"def visualize_model(model, num_images=6, fig_name=\"Predictions\"):\n",
" images_so_far = 0\n",
" _fig = plt.figure(fig_name)\n",
" model.eval()\n",
" with torch.no_grad():\n",
" for _i, (inputs, labels) in enumerate(dataloaders[\"validation\"]):\n",
" inputs = inputs.to(device)\n",
" labels = labels.to(device)\n",
" outputs = model(inputs)\n",
" _, preds = torch.max(outputs, 1)\n",
" for j in range(inputs.size()[0]):\n",
" images_so_far += 1\n",
" ax = plt.subplot(num_images // 2, 2, images_so_far)\n",
" ax.axis(\"off\")\n",
" ax.set_title(\"[{}]\".format(class_names[preds[j]]))\n",
" imshow(inputs.cpu().data[j])\n",
" if images_so_far == num_images:\n",
" return"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Ifi8qoAQwBFo"
},
"source": [
"Finally, we can run the previous function to see a batch of images with\n",
"the corresponding predictions.\n"
]
},
{
"cell_type": "code",
"execution_count": 181,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 428
},
"id": "7IvjqYQOwBFp",
"outputId": "6ae9c0a4-8600-4c7f-f998-b39476f33d2c"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 4 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"visualize_model(model_hybrid, num_images=batch_size)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "jgCjViIZwBFp"
},
"source": [
"References\n",
"==========\n",
"\n",
"\\[1\\] Andrea Mari, Thomas R. Bromley, Josh Izaac, Maria Schuld, and\n",
"Nathan Killoran. *Transfer learning in hybrid classical-quantum neural\n",
"networks*. arXiv:1912.08278 (2019).\n",
"\n",
"\\[2\\] Rajat Raina, Alexis Battle, Honglak Lee, Benjamin Packer, and\n",
"Andrew Y Ng. *Self-taught learning: transfer learning from unlabeled\n",
"data*. Proceedings of the 24th International Conference on Machine\n",
"Learning\\*, 759--766 (2007).\n",
"\n",
"\\[3\\] Kaiming He, Xiangyu Zhang, Shaoqing ren and Jian Sun. *Deep\n",
"residual learning for image recognition*. Proceedings of the IEEE\n",
"Conference on Computer Vision and Pattern Recognition, 770-778 (2016).\n",
"\n",
"\\[4\\] Ville Bergholm, Josh Izaac, Maria Schuld, Christian Gogolin,\n",
"Carsten Blank, Keri McKiernan, and Nathan Killoran. *PennyLane:\n",
"Automatic differentiation of hybrid quantum-classical computations*.\n",
"arXiv:1811.04968 (2018).\n",
"\n",
"About the author\n",
"================\n"
]
}
],
"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": "3.9.18"
},
"colab": {
"provenance": []
}
},
"nbformat": 4,
"nbformat_minor": 0
}