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@Alfex4936
Created October 28, 2020 08:22
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PyTorch Adabelief.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "PyTorch Adabelief.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyMhKn1BZ+9oWQ0eEk2eIYUD",
"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/Alfex4936/b3ac0c2ca72722eda9aa995127ea329f/pytorch-adabelief.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "WrrNxR4IdkxP"
},
"source": [
"!python main.py --optim adabelief --lr 1e-3 --eps 1e-8 --beta1 0.9 --beta2 0.999 --momentum 0.9 --total_epoch 15 --resume"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "TEweXIztCi2-"
},
"source": [
"import torch\n",
"\n",
"checkpoint = torch.load(\"/content/checkpoint/adabelief_10.tar\")\n",
"# checkpoint = torch.load(\"/content/checkpoint/model.pt\")"
],
"execution_count": 50,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "1YSDaB2vDLhC",
"outputId": "cdc85e58-9662-4d33-f06a-a9004a647630",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
}
},
"source": [
"from models import *\n",
"import os\n",
"\n",
"net = ResNet34()\n",
"device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
"net = net.to(device)\n",
"if device == \"cuda\":\n",
" net = torch.nn.DataParallel(net)\n",
"\n",
"net.load_state_dict(checkpoint['net'])\n",
"\n",
"accuracy = checkpoint[\"acc\"]\n",
"\n",
"print(accuracy)"
],
"execution_count": 51,
"outputs": [
{
"output_type": "stream",
"text": [
"86.22\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "_wEuJb1PEJb6"
},
"source": [
"net.eval()"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "g0e3YJSuFGWk",
"outputId": "a2f8525d-f923-4737-db15-497d869fef0d",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
}
},
"source": [
"import torchvision\n",
"import torchvision.transforms as transforms\n",
"\n",
"transform_test = transforms.Compose(\n",
" [\n",
" transforms.ToTensor(),\n",
" transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)),\n",
" ]\n",
")\n",
"\n",
"testset = torchvision.datasets.CIFAR10(\n",
" root=\"./data\", train=False, download=True, transform=transform_test\n",
")\n",
"\n",
"test_loader = torch.utils.data.DataLoader(\n",
" testset, batch_size=4, shuffle=False, num_workers=2\n",
")"
],
"execution_count": 53,
"outputs": [
{
"output_type": "stream",
"text": [
"Files already downloaded and verified\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "t1z4t_TPFho4",
"outputId": "5216a8c6-d6fc-4481-d5d2-d0c0e507a5a1",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 175
}
},
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"from random import randint\n",
"\n",
"def imshow(img):\n",
" img = img / 2 + 0.5 # unnormalize\n",
" npimg = img.numpy()\n",
" plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
"\n",
"dataiter = iter(test_loader)\n",
"for _ in range(randint(0, 100)):\n",
" dataiter.next()\n",
"images, labels = dataiter.next()\n",
"\n",
"classes = ('plane', 'car', 'bird', 'cat',\n",
" 'deer', 'dog', 'frog', 'horse', 'ship', 'truck')\n",
"\n",
"# print images\n",
"imshow(torchvision.utils.make_grid(images))\n",
"print('GroundTruth: ', ' '.join('%5s' % classes[labels[j]] for j in range(4)))\n",
"plt.show()"
],
"execution_count": 63,
"outputs": [
{
"output_type": "stream",
"text": [
"Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
],
"name": "stderr"
},
{
"output_type": "stream",
"text": [
"GroundTruth: truck ship horse ship\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "9vxcy2oUGpBe",
"outputId": "44521398-fd3d-4e71-ea17-faf95c4119b6",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
}
},
"source": [
"outputs = net(images)\n",
"\n",
"_, predicted = torch.max(outputs, 1)\n",
"\n",
"print('Predicted: ', ' '.join('%5s' % classes[predicted[j]]\n",
" for j in range(4)))\n"
],
"execution_count": 64,
"outputs": [
{
"output_type": "stream",
"text": [
"Predicted: truck ship horse ship\n"
],
"name": "stdout"
}
]
}
]
}
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