905 lines (905 with data), 562.1 kB
{
"cells": [
{
"cell_type": "code",
"execution_count": 74,
"metadata": {
"id": "tvTsxVFhcEu4"
},
"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": 75,
"metadata": {
"id": "YzU1v9emcEu6"
},
"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": "NMuS6xLqcEu6"
},
"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": 76,
"metadata": {
"id": "mwV5eRZ2cEu7"
},
"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 = 30 # 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": "_1o4Rd7xcEu7"
},
"source": [
"We initialize a PennyLane device with a `default.qubit` backend.\n"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"id": "VrhtaB9JcEu7"
},
"outputs": [],
"source": [
"dev = qml.device(\"default.qubit\", wires=n_qubits)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "mV03xQP_cEu7"
},
"source": [
"We configure PyTorch to use CUDA only if available. Otherwise the CPU is\n",
"used.\n"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {
"id": "8wyZgRPFcEu7"
},
"outputs": [],
"source": [
"device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "KanGTiTWcEu7"
},
"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": 79,
"metadata": {
"id": "MTp-0NbLcEu7"
},
"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": "kUCmDIHEcEu7"
},
"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": 80,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 207
},
"id": "y_nK-SxNcEu7",
"outputId": "03782715-c917-45ef-acec-89edc024b5bd"
},
"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": "xAyxAXAicEu8"
},
"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": 81,
"metadata": {
"id": "CRFFQeBucEu8"
},
"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"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gFSYAOD4cEu8"
},
"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": 82,
"metadata": {
"id": "tnveQZD0cEu8"
},
"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",
" 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": "octf05h1cEu8"
},
"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": 83,
"metadata": {
"id": "R_1TsI-zcEu8"
},
"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": "Z4jMByjkcEu8"
},
"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": 84,
"metadata": {
"id": "-rTgki5ycEu8"
},
"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": "1gJgwg6GcEu8"
},
"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": 85,
"metadata": {
"id": "qPT5EdxxcEu8"
},
"outputs": [],
"source": [
"criterion = nn.CrossEntropyLoss()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "GepjtiALcEu8"
},
"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": 86,
"metadata": {
"id": "Iox9dWlOcEu8"
},
"outputs": [],
"source": [
"optimizer_hybrid = optim.Adam(model_hybrid.fc.parameters(), lr=step)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "sbLNf2wccEu8"
},
"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": 87,
"metadata": {
"id": "xJcZ5B3JcEu8"
},
"outputs": [],
"source": [
"exp_lr_scheduler = lr_scheduler.StepLR(\n",
" optimizer_hybrid, step_size=10, gamma=gamma_lr_scheduler\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gogMl00McEu8"
},
"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": 88,
"metadata": {
"id": "BCfFACd6cEu9"
},
"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": "XpEBNYtocEu9"
},
"source": [
"We are ready to perform the actual training process.\n"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 0
},
"id": "voQ2Yb7QcEu9",
"outputId": "6b58979c-b468-44e8-acd3-0f1817d361d5"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Training started:\n",
"Phase: train Epoch: 1/30 Loss: 0.6825 Acc: 0.5738 \n",
"Phase: validation Epoch: 1/30 Loss: 0.5517 Acc: 0.7386 \n",
"Phase: train Epoch: 2/30 Loss: 0.5169 Acc: 0.8074 \n",
"Phase: validation Epoch: 2/30 Loss: 0.3853 Acc: 0.9150 \n",
"Phase: train Epoch: 3/30 Loss: 0.4660 Acc: 0.8238 \n",
"Phase: validation Epoch: 3/30 Loss: 0.3289 Acc: 0.9020 \n",
"Phase: train Epoch: 4/30 Loss: 0.4722 Acc: 0.8115 \n",
"Phase: validation Epoch: 4/30 Loss: 0.3083 Acc: 0.9281 \n",
"Phase: train Epoch: 5/30 Loss: 0.3661 Acc: 0.8852 \n",
"Phase: validation Epoch: 5/30 Loss: 0.2351 Acc: 0.9477 \n",
"Phase: train Epoch: 6/30 Loss: 0.4192 Acc: 0.8279 \n",
"Phase: validation Epoch: 6/30 Loss: 0.2639 Acc: 0.9346 \n",
"Phase: train Epoch: 7/30 Loss: 0.4027 Acc: 0.8443 \n",
"Phase: validation Epoch: 7/30 Loss: 0.2821 Acc: 0.9216 \n",
"Phase: train Epoch: 8/30 Loss: 0.3859 Acc: 0.8361 \n",
"Phase: validation Epoch: 8/30 Loss: 0.2451 Acc: 0.9281 \n",
"Phase: train Epoch: 9/30 Loss: 0.4256 Acc: 0.7951 \n",
"Phase: validation Epoch: 9/30 Loss: 0.2493 Acc: 0.9346 \n",
"Phase: train Epoch: 10/30 Loss: 0.4010 Acc: 0.8279 \n",
"Phase: validation Epoch: 10/30 Loss: 0.2464 Acc: 0.9281 \n",
"Phase: train Epoch: 11/30 Loss: 0.3470 Acc: 0.8648 \n",
"Phase: validation Epoch: 11/30 Loss: 0.2019 Acc: 0.9673 \n",
"Phase: train Epoch: 12/30 Loss: 0.3429 Acc: 0.8730 \n",
"Phase: validation Epoch: 12/30 Loss: 0.2267 Acc: 0.9346 \n",
"Phase: train Epoch: 13/30 Loss: 0.2897 Acc: 0.9098 \n",
"Phase: validation Epoch: 13/30 Loss: 0.2028 Acc: 0.9346 \n",
"Phase: train Epoch: 14/30 Loss: 0.3055 Acc: 0.8811 \n",
"Phase: validation Epoch: 14/30 Loss: 0.2050 Acc: 0.9412 \n",
"Phase: train Epoch: 15/30 Loss: 0.3028 Acc: 0.8934 \n",
"Phase: validation Epoch: 15/30 Loss: 0.2100 Acc: 0.9412 \n",
"Phase: train Epoch: 16/30 Loss: 0.3039 Acc: 0.8730 \n",
"Phase: validation Epoch: 16/30 Loss: 0.2081 Acc: 0.9346 \n",
"Phase: train Epoch: 17/30 Loss: 0.2874 Acc: 0.8934 \n",
"Phase: validation Epoch: 17/30 Loss: 0.1992 Acc: 0.9477 \n",
"Phase: train Epoch: 18/30 Loss: 0.2520 Acc: 0.9098 \n",
"Phase: validation Epoch: 18/30 Loss: 0.1922 Acc: 0.9412 \n",
"Phase: train Epoch: 19/30 Loss: 0.2457 Acc: 0.9139 \n",
"Phase: validation Epoch: 19/30 Loss: 0.1862 Acc: 0.9346 \n",
"Phase: train Epoch: 20/30 Loss: 0.2804 Acc: 0.8852 \n",
"Phase: validation Epoch: 20/30 Loss: 0.1804 Acc: 0.9477 \n",
"Phase: train Epoch: 21/30 Loss: 0.2973 Acc: 0.8934 \n",
"Phase: validation Epoch: 21/30 Loss: 0.2200 Acc: 0.9281 \n",
"Phase: train Epoch: 22/30 Loss: 0.2632 Acc: 0.8934 \n",
"Phase: validation Epoch: 22/30 Loss: 0.1862 Acc: 0.9542 \n",
"Phase: train Epoch: 23/30 Loss: 0.2350 Acc: 0.9262 \n",
"Phase: validation Epoch: 23/30 Loss: 0.1937 Acc: 0.9346 \n",
"Phase: train Epoch: 24/30 Loss: 0.3024 Acc: 0.8975 \n",
"Phase: validation Epoch: 24/30 Loss: 0.1963 Acc: 0.9412 \n",
"Phase: train Epoch: 25/30 Loss: 0.2596 Acc: 0.8975 \n",
"Phase: validation Epoch: 25/30 Loss: 0.2127 Acc: 0.9346 \n",
"Phase: train Epoch: 26/30 Loss: 0.3147 Acc: 0.8689 \n",
"Phase: validation Epoch: 26/30 Loss: 0.2108 Acc: 0.9346 \n",
"Phase: train Epoch: 27/30 Loss: 0.2909 Acc: 0.8852 \n",
"Phase: validation Epoch: 27/30 Loss: 0.1876 Acc: 0.9412 \n",
"Phase: train Epoch: 28/30 Loss: 0.2688 Acc: 0.8975 \n",
"Phase: validation Epoch: 28/30 Loss: 0.2127 Acc: 0.9346 \n",
"Phase: train Epoch: 29/30 Loss: 0.2900 Acc: 0.8730 \n",
"Phase: validation Epoch: 29/30 Loss: 0.2053 Acc: 0.9346 \n",
"Phase: train Epoch: 30/30 Loss: 0.2871 Acc: 0.8934 \n",
"Phase: validation Epoch: 30/30 Loss: 0.2013 Acc: 0.9346 \n",
"Training completed in 12m 17s\n",
"Best test loss: 0.1804 | Best test accuracy: 0.9673\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": "OitpTjhacEu9"
},
"source": [
"Visualizing the model predictions\n",
"=================================\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "OGIiHKWHcEu9"
},
"source": [
"We first define a visualization function for a batch of test data.\n"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {
"id": "lW9ytOLBcEu9"
},
"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": "837ToUo2cEu9"
},
"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": 91,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 428
},
"id": "dMVtD1GScEu9",
"outputId": "a434688d-2e00-4a61-a81d-4b3ea9faf1aa"
},
"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": "HywUAsp3cEu9"
},
"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",
"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": "3.9.17"
},
"colab": {
"provenance": [],
"gpuType": "V100"
},
"accelerator": "GPU"
},
"nbformat": 4,
"nbformat_minor": 0
}