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@cwkx
Last active January 19, 2020 18:05
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classifier.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "classifier.ipynb",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/cwkx/d1e5bb1776fd65b00fe2921f59c88871/classifier.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "X0XeNJMELfIb",
"colab_type": "code",
"colab": {}
},
"source": [
"%%capture\n",
"from os.path import exists\n",
"from wheel.pep425tags import get_abbr_impl, get_impl_ver, get_abi_tag\n",
"platform = '{}{}-{}'.format(get_abbr_impl(), get_impl_ver(), get_abi_tag())\n",
"cuda_output = !ldconfig -p|grep cudart.so|sed -e 's/.*\\.\\([0-9]*\\)\\.\\([0-9]*\\)$/cu\\1\\2/'\n",
"accelerator = cuda_output[0] if exists('/dev/nvidia0') else 'cpu'\n",
"!pip install -q torch torchvision livelossplot"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "6N22Uz-kLiZW",
"colab_type": "text"
},
"source": [
"**Main imports**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "MK1Jl7nkLnPA",
"colab_type": "code",
"colab": {}
},
"source": [
"import math\n",
"import numpy as np\n",
"import torch\n",
"import torch.nn as nn\n",
"import torch.nn.functional as F\n",
"import torchvision\n",
"import matplotlib.pyplot as plt\n",
"from torchvision import transforms\n",
"from livelossplot import PlotLosses\n",
"\n",
"device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu')"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "run1dh_hM0oO",
"colab_type": "text"
},
"source": [
"**Import dataset**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "bK383zeDM4Ac",
"colab_type": "code",
"colab": {}
},
"source": [
"# helper function to make getting another batch of data easier\n",
"def cycle(iterable):\n",
" while True:\n",
" for x in iterable:\n",
" yield x\n",
"\n",
"class_names = ['T-shirt/top', 'Trouser', 'Pullover', 'Dress', 'Coat', 'Sandal', 'Shirt', 'Sneaker', 'Bag', 'Ankle boot']\n",
"# class_names = ['Zero', 'One', 'Two', 'Three', 'Four', 'Five', 'Six', 'Seven', 'Eight', 'Nine']\n",
" \n",
"train_loader = torch.utils.data.DataLoader(\n",
" torchvision.datasets.FashionMNIST('data', train=True, download=True, transform=torchvision.transforms.Compose([\n",
" torchvision.transforms.Resize(32),\n",
" torchvision.transforms.ToTensor()\n",
" ])),\n",
"batch_size=64, drop_last=True)\n",
"\n",
"test_loader = torch.utils.data.DataLoader(\n",
" torchvision.datasets.FashionMNIST('data', train=False, download=True, transform=torchvision.transforms.Compose([\n",
" torchvision.transforms.Resize(32),\n",
" torchvision.transforms.ToTensor()\n",
" ])),\n",
"batch_size=64, drop_last=True)\n",
"\n",
"train_iterator = iter(cycle(train_loader))\n",
"test_iterator = iter(cycle(test_loader))\n",
"\n",
"print(f'> Size of training dataset {len(train_loader.dataset)}')\n",
"print(f'> Size of test dataset {len(test_loader.dataset)}')"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "q-FdW5HnimG2",
"colab_type": "text"
},
"source": [
"**View some of the test dataset**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "BtJs-qxHRLXz",
"colab_type": "code",
"outputId": "c68f737f-2ca9-485b-e029-83e42b1c1b99",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 589
}
},
"source": [
"plt.figure(figsize=(10,10))\n",
"for i in range(25):\n",
" plt.subplot(5,5,i+1)\n",
" plt.xticks([])\n",
" plt.yticks([])\n",
" plt.grid(False)\n",
" plt.imshow(transforms.ToPILImage()(test_loader.dataset[i][0]), cmap=plt.cm.binary)\n",
" plt.xlabel(class_names[test_loader.dataset[i][1]])"
],
"execution_count": 4,
"outputs": [
{
"output_type": "display_data",
"data": {
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9Z3LJSOpg+zGxIRMY8lzZxcrPRW5iyjptkT6rTpT4jAwdOtRtyiyUgaPoQLrJRdvg+CpL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\n+AMPPOD2uHHjzMxsypQpvi0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stD/Py/7FvpOTtVG6o0uf5+T2adOmuc3vKkRHofwSSTGM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\n6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Za3GI3F8rjOGJ8N649SFOW1kjz57ne/O9tPP/1043kpnTK64ytf+Yqk3u2Q65+VIgQZ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\nB5R0dURweeoAAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 720x720 with 25 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Qnjh12UbNFpV",
"colab_type": "text"
},
"source": [
"**Define a simple model**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "RGbLY6X-NH4O",
"colab_type": "code",
"outputId": "a66d23bc-de6f-4c1d-f850-df80ad249877",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"# define the model\n",
"class SimpleNetwork(nn.Module):\n",
" def __init__(self):\n",
" super(SimpleNetwork, self).__init__()\n",
" layers = nn.ModuleList()\n",
" layers.append(nn.Linear(in_features=1024, out_features=512))\n",
" layers.append(nn.ReLU())\n",
" layers.append(nn.Linear(in_features=512, out_features=10))\n",
" self.layers = layers\n",
"\n",
" def forward(self, x):\n",
" for m in self.layers:\n",
" x = m(x)\n",
" return x\n",
"\n",
"N = SimpleNetwork().to(device)\n",
"\n",
"print(f'> Number of model parameters {len(torch.nn.utils.parameters_to_vector(N.parameters()))}')\n",
"\n",
"# initialise the optimiser\n",
"optimiser = torch.optim.Adam(N.parameters(), lr=0.001)\n",
"epoch = 0\n",
"liveplot = PlotLosses()"
],
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"text": [
"> Number of model parameters 529930\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "N1UBl0PJjY-f",
"colab_type": "text"
},
"source": [
"**Main training and testing loop**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "kb5909Y8D_zx",
"colab_type": "code",
"outputId": "69719636-5a78-4129-fea7-b8daeb8a0849",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 448
}
},
"source": [
"while (epoch<5):\n",
" \n",
" # arrays for metrics\n",
" logs = {}\n",
" train_loss_arr = np.zeros(0)\n",
" train_acc_arr = np.zeros(0)\n",
" test_loss_arr = np.zeros(0)\n",
" test_acc_arr = np.zeros(0)\n",
"\n",
" # iterate over some of the train dateset\n",
" for i in range(1000):\n",
" x,t = next(train_iterator)\n",
" x,t = x.to(device), t.to(device)\n",
"\n",
" optimiser.zero_grad()\n",
" p = N(x.view(x.size(0), -1))\n",
" pred = p.argmax(dim=1, keepdim=True)\n",
" loss = torch.nn.functional.cross_entropy(p, t)\n",
" loss.backward()\n",
" optimiser.step()\n",
"\n",
" train_loss_arr = np.append(train_loss_arr, loss.cpu().item())\n",
" train_acc_arr = np.append(train_acc_arr, pred.data.eq(t.view_as(pred)).float().mean().cpu().item())\n",
"\n",
" # iterate entire test dataset\n",
" for x,t in test_loader:\n",
" x,t = x.to(device), t.to(device)\n",
"\n",
" p = N(x.view(x.size(0), -1))\n",
" loss = torch.nn.functional.cross_entropy(p, t)\n",
" pred = p.argmax(dim=1, keepdim=True)\n",
"\n",
" test_loss_arr = np.append(test_loss_arr, loss.cpu().item())\n",
" test_acc_arr = np.append(test_acc_arr, pred.data.eq(t.view_as(pred)).float().mean().cpu().item())\n",
"\n",
" # plot\n",
" liveplot.update({\n",
" 'accuracy': train_acc_arr.mean(),\n",
" 'val_accuracy': test_acc_arr.mean(),\n",
" 'loss': train_loss_arr.mean(),\n",
" 'val_loss': test_loss_arr.mean()\n",
" })\n",
" liveplot.draw()\n",
"\n",
" epoch = epoch+1"
],
"execution_count": 6,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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nvP4p/OjqIUzOTiVSa1eJhNMpZ79199oz2iYQfDkoIiJyxhprkguRNqGispo/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\nERERkQ7y/wFR+BTiTC0ZegAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"accuracy:\n",
"training (min: 0.821, max: 0.891, cur: 0.891)\n",
"validation (min: 0.841, max: 0.872, cur: 0.872)\n",
"\n",
"loss:\n",
"training (min: 0.292, max: 0.502, cur: 0.292)\n",
"validation (min: 0.357, max: 0.440, cur: 0.358)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "MTFqiEHzMOVw",
"colab_type": "text"
},
"source": [
"**Inference on dataset**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "kTzXmAdQK2c2",
"colab_type": "code",
"outputId": "3ebf1a79-c078-406e-ac56-b02d445f5b19",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 915
}
},
"source": [
"def plot_image(i, predictions_array, true_label, img):\n",
" predictions_array, true_label, img = predictions_array[i], true_label[i], img[i]\n",
" plt.grid(False)\n",
" plt.xticks([])\n",
" plt.yticks([])\n",
"\n",
" plt.imshow(img, cmap=plt.cm.binary)\n",
"\n",
" predicted_label = np.argmax(predictions_array)\n",
" color = '#335599' if predicted_label == true_label else '#ee4433'\n",
" \n",
" plt.xlabel(\"{} {:2.0f}% ({})\".format(class_names[predicted_label],\n",
" 100*np.max(predictions_array),\n",
" class_names[true_label]),\n",
" color=color)\n",
"\n",
"def plot_value_array(i, predictions_array, true_label):\n",
" predictions_array, true_label = predictions_array[i], true_label[i]\n",
" plt.grid(False)\n",
" plt.xticks([])\n",
" plt.yticks([])\n",
" thisplot = plt.bar(range(10), predictions_array, color=\"#777777\")\n",
" plt.ylim([0, 1]) \n",
" predicted_label = np.argmax(predictions_array)\n",
"\n",
" thisplot[predicted_label].set_color('#ee4433')\n",
" thisplot[true_label].set_color('#335599')\n",
"\n",
"test_images, test_labels = next(test_iterator)\n",
"test_images, test_labels = test_images.to(device), test_labels.to(device)\n",
"test_preds = torch.softmax(N(test_images.view(x.size(0), -1)), dim=1).data.squeeze().cpu().numpy()\n",
"\n",
"num_rows = 8\n",
"num_cols = 4\n",
"num_images = num_rows*num_cols\n",
"plt.figure(figsize=(2*2*num_cols, 2*num_rows))\n",
"for i in range(num_images):\n",
" plt.subplot(num_rows, 2*num_cols, 2*i+1)\n",
" plot_image(i, test_preds, test_labels.cpu(), test_images.cpu().squeeze())\n",
" plt.subplot(num_rows, 2*num_cols, 2*i+2)\n",
" plot_value_array(i, test_preds, test_labels)"
],
"execution_count": 7,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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480KRP5F8vO/mu1sCz4ncyT7vsVzzZTFt2rTJfR2R+qYzoiIiIiIiIlJUJX1GNO9bVN/Z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zX716dbPn4eMzn+GY2a1bN2ezn3CM5Xb5JPknnniis//4xz/mvnfFihUA6svqK5E2ClELuC/Y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\n",
"text/plain": [
"<Figure size 1152x1152 with 64 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
}
]
}
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