fish_classifier.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"fish_class.ipynb","provenance":[],"collapsed_sections":["bNTdcmPsOsgf","XYlRXMd6O0eV","1kriKyLHgejY","HgrBvcVbhM4h","sO95T1YQiO2S","n3QDYa8rjf2y","AHqoaQ4knzmm","KNY43Hm4rx-w","pakyq_trro_r","6KZZXGgmr_pM","ZEMNb_kn_k-i"]},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"GPU"},"cells":[{"cell_type":"code","metadata":{"id":"RrF7ylUofpgw","colab_type":"code","outputId":"18768a1a-acde-4d1e-ca44-caf72479e60b","executionInfo":{"status":"ok","timestamp":1570071812179,"user_tz":-480,"elapsed":25779,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mCdVX7T48nM1swQqTFQB37YCJpipfpOuklEdcRHBQ=s64","userId":"01110408961739688657"}},"colab":{"base_uri":"https://localhost:8080/","height":128}},"source":["# If you want to connect your google drive, you can execute this block\n","from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3Aietf%3Awg%3Aoauth%3A2.0%3Aoob&scope=email%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdocs.test%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive.photos.readonly%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fpeopleapi.readonly&response_type=code\n","\n","Enter your authorization code:\n","··········\n","Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Bg30UBIwjUaK","colab_type":"code","colab":{}},"source":["!pip install snorkel"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"mjvq7aXCfySF","colab_type":"code","colab":{}},"source":["import os, json, random, time, pickle\n","import xml.etree.ElementTree as ET\n","from math import sqrt\n","\n","import torch\n","import torch.nn as nn\n","import torch.nn.functional as F\n","import torch.backends.cudnn as cudnn\n","from torch.utils.data import DataLoader, Dataset\n","from torchvision import models\n","import torchvision.transforms.functional as FT\n","from torchvision import transforms as T\n","from snorkel.classification import cross_entropy_with_probs\n","\n","import numpy as np\n","import pandas as pd\n","from PIL import Image, ImageDraw, ImageFont\n","import matplotlib.pyplot as plt\n","\n","%reload_ext autoreload\n","%autoreload 2\n","%matplotlib inline"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"nMwYkqghf0XV","colab_type":"code","colab":{}},"source":["device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"iwt5MDe7rRUW","colab_type":"code","colab":{}},"source":["# For images saved in gdrive created from faster rcnn (didn't continue training classifier at the time)\n","# cannot use cp -r due to so many items and taking long time...\n","import os.path as osp\n","from shutil import copyfile\n","\n","im_path = '/content/drive/My Drive/DL_projects/cv_fish/Faster_RCNN/test_cls'\n","if not os.path.exists('/content/test_cls'):\n","    os.mkdir('/content/test_cls')\n","for imfile in os.listdir(im_path):\n","    copyfile(osp.join(im_path, imfile), osp.join('/content/test_cls', imfile))"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"jfBnH6LlEtEl","colab_type":"code","outputId":"7576e8a1-8c51-4bff-92c0-40379a1d3e1b","executionInfo":{"status":"ok","timestamp":1570088608110,"user_tz":-480,"elapsed":1086,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mCdVX7T48nM1swQqTFQB37YCJpipfpOuklEdcRHBQ=s64","userId":"01110408961739688657"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["len(os.listdir('/content/test_cls'))"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["13153"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"markdown","metadata":{"id":"bNTdcmPsOsgf","colab_type":"text"},"source":["### Download data"]},{"cell_type":"code","metadata":{"id":"02CVnNT-OssN","colab_type":"code","colab":{}},"source":["!mkdir /root/.kaggle\n","!cp /content/drive/My\\ Drive/DL_projects/Data/kaggle.json /root/.kaggle/"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"GbaU_PrYO6iX","colab_type":"code","outputId":"99cb9d93-11db-430d-f7ee-19d39d799de2","executionInfo":{"status":"ok","timestamp":1570082947309,"user_tz":-480,"elapsed":25213,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mCdVX7T48nM1swQqTFQB37YCJpipfpOuklEdcRHBQ=s64","userId":"01110408961739688657"}},"colab":{"base_uri":"https://localhost:8080/","height":72}},"source":["!kaggle competitions download -c the-nature-conservancy-fisheries-monitoring -f train.zip"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Downloading train.zip to /content\n"," 99% 825M/832M [00:16<00:00, 62.8MB/s]\n","100% 832M/832M [00:16<00:00, 53.3MB/s]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"J1csnE3aO-Pi","colab_type":"code","colab":{}},"source":["!unzip -q train.zip"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"zUxVnPPAO-NH","colab_type":"code","colab":{}},"source":["!rm train.zip"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"HDB96pNYO-Ko","colab_type":"code","colab":{}},"source":["!rm train/.DS_Store"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"QbprR414O-IR","colab_type":"code","colab":{}},"source":["!rm -r __MACOSX"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"cagpQbqZPFmm","colab_type":"code","colab":{}},"source":["!cp -r /content/drive/My\\ Drive/DL_projects/Data/fish_monitor/fish_bbox ./"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"NnUfMOKRPFkF","colab_type":"code","colab":{}},"source":["!mkdir train_cls"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"XYlRXMd6O0eV","colab_type":"text"},"source":["### Prepare data"]},{"cell_type":"code","metadata":{"id":"dTOL6oS9O0nj","colab_type":"code","colab":{}},"source":["data_path = '/content'  # path of data files\n","label_clss = ['DOL', 'LAG', 'BET', 'OTHER', 'SHARK', 'YFT', 'ALB']\n","no_bbs = ['img_00568.jpg', 'img_01958.jpg', 'img_07008.jpg', 'img_00425.jpg',\n","          'img_04798.jpg', 'img_06460.jpg', 'img_02292.jpg', 'img_00576.jpg',\n","          'img_00379.jpg', 'img_06773.jpg', 'img_05444.jpg', 'img_06082.jpg',\n","          'img_03183.jpg', 'img_04558.jpg', 'img_02785.jpg']"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"q21XZqv1PXzI","colab_type":"code","colab":{}},"source":["!cp -r /content/train/* /content/train_cls/"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"I2MSTZ4CPi3u","colab_type":"code","outputId":"dd5346d9-2ebb-454d-a616-d46d75a1e543","executionInfo":{"status":"ok","timestamp":1570083430714,"user_tz":-480,"elapsed":3836,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mCdVX7T48nM1swQqTFQB37YCJpipfpOuklEdcRHBQ=s64","userId":"01110408961739688657"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["!ls /content/train_cls"],"execution_count":0,"outputs":[{"output_type":"stream","text":["ALB  BET  DOL  LAG  NoF  OTHER\tSHARK  YFT\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"J6vJRtSTPi02","colab_type":"code","colab":{}},"source":["# remove files that with many fish classes\n","for c in label_clss:\n","    for f in os.listdir(os.path.join(data_path, 'train_cls', c)):\n","        if f in no_bbs:\n","            os.remove(os.path.join(data_path, 'train_cls', c, f))"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"sU9zaCYRPiyL","colab_type":"code","colab":{}},"source":["# only keep some of the original images\n","np.random.seed(135)\n","files = os.listdir(os.path.join(data_path, 'train', 'ALB'))\n","files_to_del = np.random.choice(files, int(len(files)/4), False)\n","for f in os.listdir(os.path.join(data_path, 'train_cls', 'ALB')):\n","    if f in files_to_del:\n","        os.remove(os.path.join(data_path, 'train_cls', 'ALB', f))\n","\n","files = os.listdir(os.path.join(data_path, 'train', 'YFT'))\n","files_to_del = np.random.choice(files, int(len(files)/2), False)\n","for f in os.listdir(os.path.join(data_path, 'train_cls', 'YFT')):\n","    if f in files_to_del:\n","        os.remove(os.path.join(data_path, 'train_cls', 'YFT', f))"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"d6TY4yhVPivc","colab_type":"code","colab":{}},"source":["gt = {}\n","for c in label_clss:\n","    with open(os.path.join(data_path, 'fish_bbox', c.lower()+'_labels.json')) as f:\n","        gt[c] = json.load(f)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"NU4_2wDZQL1T","colab_type":"code","colab":{}},"source":["all_files = []\n","for c in label_clss:\n","    im_files = os.listdir(os.path.join(data_path, 'train', c))\n","    all_files += [c+'/'+f for f in im_files if f not in no_bbs]"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"YWbDmgadP7L0","colab_type":"code","outputId":"1181f3fe-0779-4d63-cd56-2adcdcefdd87","executionInfo":{"status":"ok","timestamp":1570083629252,"user_tz":-480,"elapsed":58904,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mCdVX7T48nM1swQqTFQB37YCJpipfpOuklEdcRHBQ=s64","userId":"01110408961739688657"}},"colab":{"base_uri":"https://localhost:8080/","height":54}},"source":["%%time\n","for fpath in all_files:\n","    im = Image.open(os.path.join(data_path, 'train', fpath))\n","    clss, fname = fpath.split('/')\n","    mask = list(map(lambda x: x['filename'].split('/')[-1]==fname, gt[clss]))\n","    bbs = np.array(gt[clss])[mask][0]['annotations']\n","\n","    boxes = [[b['x'], b['y'], (b['x']+b['width']), (b['y']+b['height'])] for b in bbs]\n","    for i in range(len(boxes)):\n","        im.crop(boxes[i]).save(os.path.join(data_path, 'train_cls', clss, f'{i}_'+fname))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["CPU times: user 56.8 s, sys: 808 ms, total: 57.6 s\n","Wall time: 57.7 s\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"ofEsvXs3P7JE","colab_type":"code","outputId":"a55e155c-cf63-4cec-abe2-6363bc6079cf","executionInfo":{"status":"ok","timestamp":1570088644221,"user_tz":-480,"elapsed":1329,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mCdVX7T48nM1swQqTFQB37YCJpipfpOuklEdcRHBQ=s64","userId":"01110408961739688657"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["sum([len(os.listdir(os.path.join(data_path, 'train_cls', c))) for c in label_clss])"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["6977"]},"metadata":{"tags":[]},"execution_count":14}]},{"cell_type":"code","metadata":{"id":"1pkEF8-4QyJO","colab_type":"code","outputId":"d0720b6b-b209-4ac1-bf1c-5f91074726dd","executionInfo":{"status":"ok","timestamp":1570083661601,"user_tz":-480,"elapsed":1168,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mCdVX7T48nM1swQqTFQB37YCJpipfpOuklEdcRHBQ=s64","userId":"01110408961739688657"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["sum([len(os.listdir(os.path.join(data_path, 'train_cls', c))) for c in label_clss+['NoF']])"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["7442"]},"metadata":{"tags":[]},"execution_count":30}]},{"cell_type":"markdown","metadata":{"id":"grPOLePif6lp","colab_type":"text"},"source":["### Setting"]},{"cell_type":"code","metadata":{"id":"UrDWDXDEf8YI","colab_type":"code","colab":{}},"source":["# Label map\n","label_clss = ['NoF', 'DOL', 'LAG', 'BET', 'OTHER', 'SHARK', 'YFT', 'ALB']\n","clss_to_label = {c:i for i,c in enumerate(label_clss)}\n","\n","# Data parameters\n","data_path = '/content'  # path of data files\n","\n","# Model parameters\n","n_classes = len(label_clss)\n","\n","# Learning parameters\n","batch_size = 32  # batch size\n","lr = 1e-4  # learning rate\n","# momentum = 0.9  # momentum\n","# weight_decay = 5e-4  # weight decay\n","\n","workers = 4  # number of workers for loading data in the DataLoader\n","grad_clip = None  # Use a value of 0.5 if gradients are exploding, which may happen\n","                  # at larger batch sizes (sometimes at 32) - you will recognize it\n","                  # by a sorting error in the MuliBox loss calculation\n","\n","cudnn.benchmark = True"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"1kriKyLHgejY","colab_type":"text"},"source":["### Util functions"]},{"cell_type":"code","metadata":{"id":"5sA11xUXhA1Y","colab_type":"code","colab":{}},"source":["class AverageMeter(object):\n","    \"\"\"\n","    Keeps track of most recent, average, sum, and count of a metric.\n","    \"\"\"\n","\n","    def __init__(self):\n","        self.reset()\n","\n","    def reset(self):\n","        self.val = 0\n","        self.avg = 0\n","        self.sum = 0\n","        self.count = 0\n","\n","    def update(self, val, n=1):\n","        self.val = val\n","        self.sum += val * n\n","        self.count += n\n","        self.avg = self.sum / self.count\n","\n","\n","def clip_gradient(optimizer, grad_clip):\n","    \"\"\"\n","    Clips gradients computed during backpropagation to avoid explosion of gradients.\n","\n","    :param optimizer: optimizer with the gradients to be clipped\n","    :param grad_clip: clip value\n","    \"\"\"\n","    for group in optimizer.param_groups:\n","        for param in group['params']:\n","            if param.grad is not None:\n","                param.grad.data.clamp_(-grad_clip, grad_clip)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"HgrBvcVbhM4h","colab_type":"text"},"source":["### Dataset"]},{"cell_type":"code","metadata":{"id":"utooyjZ3hL-9","colab_type":"code","colab":{}},"source":["rgb_mean = [0.485, 0.456, 0.406]\n","rgb_std = [0.229, 0.224, 0.225]\n","\n","tsfm_trn = T.Compose([\n","                    T.Resize((224, 224)),\n","                    T.ColorJitter(brightness=0.15, contrast=0.15, saturation=0.15, hue=0.1),\n","                    T.RandomHorizontalFlip(),\n","                    T.RandomAffine(degrees=10, shear=10),\n","                    T.ToTensor(),\n","                    T.Normalize(rgb_mean, rgb_std),\n","                ])\n","\n","tsfm_trn_nof = T.Compose([\n","                    T.ColorJitter(brightness=0.15, contrast=0.15, saturation=0.15, hue=0.1),\n","                    T.RandomResizedCrop(224, scale=(0.1, 1.0)),\n","                    T.RandomHorizontalFlip(),\n","                    T.RandomAffine(degrees=10, shear=10),\n","                    T.ToTensor(),\n","                    T.Normalize(rgb_mean, rgb_std),\n","                ])\n","\n","tsfm_test = T.Compose([\n","            T.Resize((224, 224)),\n","            T.ToTensor(),\n","            T.Normalize(rgb_mean, rgb_std),\n","        ])\n","\n","\n","class NCFMclass(Dataset):\n","\n","    def __init__(self, path, split, which_fold=0, nb_folds=5, transform=None, seed=135):\n","        \"\"\"\n","        :param path: path where data files are stored\n","        :param split: split, one of 'TRAIN', 'VALID', or 'TEST'\n","        \"\"\"\n","        self.path = path\n","        self.split = split.upper()\n","        assert self.split in {'TRAIN', 'VALID', 'TEST'}\n","        self.transform = transform\n","\n","        # Train/val split\n","        if self.split in {'TRAIN', 'VALID'}:\n","            train_files = []\n","            valid_files = []\n","            np.random.seed(seed)\n","            for c in label_clss:\n","                im_files = os.listdir(os.path.join(path, 'train_cls', c))\n","                \n","                nb_per_fold = len(im_files) // nb_folds\n","                val_indices = list(range(which_fold*nb_per_fold, which_fold*nb_per_fold+nb_per_fold))\n","                trn_indices = list(set(range(len(im_files))) - set(val_indices))\n","                \n","                np.random.shuffle(im_files)\n","                train_files += [c+'/'+f for f in np.array(im_files)[trn_indices]]\n","                valid_files += [c+'/'+f for f in np.array(im_files)[val_indices]]\n","                \n","#                 mask = np.random.rand(len(im_files)) > 0.1\n","#                 train_files += [c+'/'+f for f in list(np.array(im_files)[mask])]\n","#                 valid_files += [c+'/'+f for f in list(np.array(im_files)[~mask])]\n","#             np.random.shuffle(train_files)\n","\n","            # Set files\n","            self.files = train_files if self.split == 'TRAIN' else valid_files\n","        \n","        else:\n","            self.files = os.listdir(os.path.join(path, 'test_cls'))\n","\n","    def __getitem__(self, i):\n","        # Read image\n","        if self.split == 'TEST':\n","            image = Image.open(os.path.join(self.path, 'test_cls', self.files[i]), mode='r')\n","            image = image.convert('RGB')\n","            if self.transform is None: self.transform = tsfm_test\n","            return self.transform(image), self.files[i]\n","        \n","        image = Image.open(os.path.join(self.path, 'train_cls', self.files[i]), mode='r')\n","        image = image.convert('RGB')\n","        if self.transform is None:\n","            if self.split == 'TRAIN':\n","                if self.files[i].split('/')[0] == 'NoF':\n","                    self.transform = tsfm_trn_nof\n","                else:\n","                    self.transform = tsfm_trn\n","            else:\n","                self.transform = tsfm_test\n","\n","        # Read label\n","        label = clss_to_label[self.files[i].split('/')[0]]\n","\n","        return self.transform(image), torch.LongTensor([label])\n","\n","    def __len__(self):\n","        return len(self.files)\n","\n","\n","class NCFMclassPseudo(Dataset):\n","\n","    def __init__(self, path, test_df, which_fold=0, nb_folds=5, transform=None, label_smooth=0, seed=135):\n","        self.path = path\n","        self.transform = transform\n","        self.label_smooth = label_smooth\n","\n","        # Train/val split\n","        train_files = []\n","        test_files = []\n","        np.random.seed(seed)\n","\n","        im_files_test = [f.split('/')[-1] for f in test_df['image'].tolist()]\n","        nb_per_fold_test = len(im_files_test) // nb_folds\n","        val_indices_test = list(range(which_fold*nb_per_fold_test, which_fold*nb_per_fold_test+nb_per_fold_test))\n","        trn_indices_test = list(set(range(len(im_files_test))) - set(val_indices_test))\n","        np.random.shuffle(im_files_test)\n","        test_files += list(np.array(im_files_test)[trn_indices_test])\n","        self.nb_test = len(trn_indices_test)\n","\n","        for c in label_clss:\n","            im_files = os.listdir(os.path.join(path, 'train_cls', c))\n","            nb_per_fold = len(im_files) // nb_folds\n","            val_indices = list(range(which_fold*nb_per_fold, which_fold*nb_per_fold+nb_per_fold))\n","            trn_indices = list(set(range(len(im_files))) - set(val_indices))\n","            np.random.shuffle(im_files)\n","            train_files += [c+'/'+f for f in np.array(im_files)[trn_indices]]\n","        \n","        # Set files\n","        self.files = test_files + train_files\n","        \n","        # Set labels\n","        self.test_labels = test_df[label_clss].values\n","\n","    def __getitem__(self, i):\n","        # Read image\n","        if i < self.nb_test:\n","            image = Image.open(os.path.join(self.path, 'test_cls', self.files[i]), mode='r')\n","        else:\n","            image = Image.open(os.path.join(self.path, 'train_cls', self.files[i]), mode='r')\n","        image = image.convert('RGB')\n","        if self.transform is None:\n","            if self.files[i].split('/')[0] == 'NoF':\n","                self.transform = tsfm_trn_nof\n","            else:\n","                self.transform = tsfm_trn\n","        \n","        # Read label\n","        if i < self.nb_test:\n","            label = self.test_labels[i]\n","        else:\n","            label = np.zeros(len(label_clss))\n","            cls = clss_to_label[self.files[i].split('/')[0]]\n","            label[cls] += 1\n","            if self.label_smooth > 0:\n","                label = label*(1-self.label_smooth) + label_smooth / len(label_clss)\n","\n","        return self.transform(image), torch.FloatTensor(label[None,:])\n","\n","    def __len__(self):\n","        return len(self.files)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"sO95T1YQiO2S","colab_type":"text"},"source":["### Prepare dataset"]},{"cell_type":"code","metadata":{"id":"n7j-hqMtiON_","colab_type":"code","colab":{}},"source":["# Custom dataloaders\n","train_dataset = NCFMclass(data_path, split='train', which_fold=0, nb_folds=10)\n","val_dataset = NCFMclass(data_path, split='valid', which_fold=0, nb_folds=10)\n","\n","train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True,\n","                          num_workers=workers, pin_memory=True)\n","val_loader = DataLoader(val_dataset, batch_size=batch_size, shuffle=True,\n","                        num_workers=workers, pin_memory=True)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"uO1sJDl7Xgcw","colab_type":"code","colab":{}},"source":["# Custom dataloaders (pseudo labeling)\n","test_df = pd.read_csv('/content/drive/My Drive/DL_projects/cv_fish/pseudo_labels.csv')\n","train_dataset = NCFMclassPseudo(data_path, test_df, which_fold=0, nb_folds=10)\n","val_dataset = NCFMclass(data_path, split='valid', which_fold=0, nb_folds=10)\n","\n","train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True,\n","                          num_workers=workers, pin_memory=True)\n","val_loader = DataLoader(val_dataset, batch_size=batch_size, shuffle=True,\n","                        num_workers=workers, pin_memory=True)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"DWOWtDMcQE6F","colab_type":"code","colab":{}},"source":["test_dataset = NCFMclass(data_path, split='test')\n","test_loader = DataLoader(test_dataset, batch_size=batch_size, shuffle=False,\n","                         num_workers=workers, pin_memory=True)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"n3QDYa8rjf2y","colab_type":"text"},"source":["### Load model"]},{"cell_type":"code","metadata":{"id":"YJW-SEVQj3Wp","colab_type":"code","colab":{}},"source":["class AdaptiveConcatPool2d(nn.Module):\n","    \"Layer that concats `AdaptiveAvgPool2d` and `AdaptiveMaxPool2d`.\"\n","    def __init__(self, output_size=None):\n","        \"Output will be 2*output_size or 2 if output_size is None\"\n","        super().__init__()\n","        self.output_size = output_size or 1\n","        self.ap = nn.AdaptiveAvgPool2d(self.output_size)\n","        self.mp = nn.AdaptiveMaxPool2d(self.output_size)\n","    def forward(self, x): return torch.cat([self.mp(x), self.ap(x)], 1)\n","\n","\n","class Flatten(nn.Module):\n","    def forward(self, x): return x.view(x.size(0), -1)\n","\n","\n","class ResNetFish(nn.Module):\n","    def __init__(self, net):\n","        super().__init__()\n","        adapt_pool = AdaptiveConcatPool2d((1,1))\n","        flatten = Flatten()\n","        fc = nn.Linear(in_features=2048*2, out_features=n_classes)\n","        nn.init.xavier_uniform_(fc.weight)\n","        nn.init.constant_(fc.bias, 0.)\n","        \n","        self.group_1 = nn.Sequential(*[c for c in net.children()][:5])\n","        self.group_2 = nn.Sequential(*[c for c in net.children()][5:8])\n","        self.group_3 = nn.Sequential(adapt_pool, flatten, fc)\n","    \n","    def forward(self, x):\n","        x = self.group_1(x)\n","        x = self.group_2(x)\n","        out = self.group_3(x)\n","        return out"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"Q-ULgpBKaazN","colab_type":"code","colab":{}},"source":["os.chdir('/content/drive/My Drive/DL_projects/cv_fish')"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"s54pSqI-_ZJ9","colab_type":"code","colab":{}},"source":["def model_optimizer_init():\n","    net = models.resnet50(pretrained=True)\n","    model = ResNetFish(net)\n","    \n","    params_1 = [p for p in model.group_1.parameters()]\n","    params_2 = [p for p in model.group_2.parameters()]\n","    params_3 = [p for p in model.group_3.parameters()]\n","\n","    optimizer = torch.optim.Adam(params=[{'params': params_1}])\n","    optimizer.add_param_group({'params':params_2})\n","    optimizer.add_param_group({'params':params_3})\n","    \n","    return model, optimizer"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"1JqBITgSRJnT","colab_type":"text"},"source":["Or load trained model"]},{"cell_type":"code","metadata":{"id":"knVIS8XMRKfO","colab_type":"code","outputId":"395cfaa7-ad9b-4a8e-b48a-5f1bd1571008","executionInfo":{"status":"ok","timestamp":1559116319438,"user_tz":-480,"elapsed":20088,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/-y8V6pdyk_ro/AAAAAAAAAAI/AAAAAAAAA6Y/SINQvfcEI-s/s64/photo.jpg","userId":"01110408961739688657"}},"colab":{"base_uri":"https://localhost:8080/","height":51}},"source":["os.chdir('/content/drive/My Drive/DL_projects/cv_fish')\n","net = models.resnet50(pretrained=True)\n","model = ResNetFish(net)\n","model.load_state_dict(torch.load('rn50_ft_epk_4.pth'))\n","model = model.to(device)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Downloading: \"https://download.pytorch.org/models/resnet50-19c8e357.pth\" to /root/.cache/torch/checkpoints/resnet50-19c8e357.pth\n","100%|██████████| 102502400/102502400 [00:04<00:00, 20940313.53it/s]\n"],"name":"stderr"}]},{"cell_type":"markdown","metadata":{"id":"AHqoaQ4knzmm","colab_type":"text"},"source":["### Lr range test"]},{"cell_type":"code","metadata":{"id":"d5rYNkvPmiej","colab_type":"code","colab":{}},"source":["from tqdm.auto import tqdm\n","\n","def lr_range_test(train_loader, model, optimizer, start_lr=1e-7, end_lr=10, num_it=100, stop_div=True, is_pseudo=False):\n","    epochs = int(np.ceil(num_it/len(train_loader)))\n","    n_groups = len(optimizer.param_groups)\n","\n","    if isinstance(start_lr, list) or isinstance(start_lr, tuple):\n","        if len(start_lr) != n_groups:\n","            raise ValueError(\"expected {} max_lr, got {}\".format(n_groups, len(start_lr)))\n","        start_lrs = list(start_lr)\n","    else:\n","        start_lrs = [start_lr] * n_groups\n","\n","    curr_lrs = start_lrs*1\n","    for param_group, lr in zip(optimizer.param_groups, curr_lrs):\n","        param_group['lr'] = lr\n","\n","    n, lrs_log, loss_log = 0, [], []\n","\n","    for e in range(epochs):\n","        model.train()\n","        for i, (images, labels) in tqdm(enumerate(train_loader)):\n","            # Move to default device\n","            images = images.to(device)  # (batch_size (N), 3, 224, 224)\n","            labels = labels.squeeze().to(device)\n","            \n","            predicted_scores = model(images)\n","            if is_pseudo:\n","                loss = cross_entropy_with_probs(predicted_scores, labels)\n","            else:\n","                loss = F.cross_entropy(predicted_scores, labels)\n","            optimizer.zero_grad()\n","            loss.backward()\n","            optimizer.step()\n","\n","            lrs_log.append(curr_lrs[-1])\n","            loss_log.append(loss.item())\n","\n","            # update best loss\n","            if n == 0:\n","                best_loss, n_best = loss.item(), n\n","            else:\n","                if loss.item() < best_loss:\n","                    best_loss, n_best = loss.item(), n\n","\n","            # update lr per iter\n","            n += 1\n","            curr_lrs = [lr * (end_lr/lr) ** (n/num_it) for lr in start_lrs]\n","            for param_group, lr in zip(optimizer.param_groups, curr_lrs):\n","                param_group['lr'] = lr\n","\n","            # stopping condition\n","            if n == num_it or (stop_div and (loss.item() > 4*best_loss or torch.isnan(loss))):\n","                break\n","\n","    print('minimum loss {}, at lr {}'.format(best_loss, lrs_log[n_best]))\n","    return lrs_log, loss_log"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"oNUtzaf3pbQH","colab_type":"code","colab":{}},"source":["model, optimizer = model_optimizer_init()"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"-zhFyXIfBGod","colab_type":"text"},"source":["resnet-50"]},{"cell_type":"code","metadata":{"id":"0nMEDVRBoON5","colab_type":"code","outputId":"2e6969f3-efdc-4ec9-c016-6e7633e4ee93","executionInfo":{"status":"ok","timestamp":1556183335096,"user_tz":-480,"elapsed":41479,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/-y8V6pdyk_ro/AAAAAAAAAAI/AAAAAAAAA6Y/SINQvfcEI-s/s64/photo.jpg","userId":"01110408961739688657"}},"colab":{"resources":{"http://localhost:8080/nbextensions/google.colab/colabwidgets/controls.css":{"data":"/* Copyright (c) Jupyter Development Team.
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 */

 /* We import all of these together in a single css file because the Webpack
loader sees only one file at a time. This allows postcss to see the variable
definitions when they are used. */

 /*-----------------------------------------------------------------------------
| Copyright (c) Jupyter Development Team.
| Distributed under the terms of the Modified BSD License.
|----------------------------------------------------------------------------*/

 /*
This file is copied from the JupyterLab project to define default styling for
when the widget styling is compiled down to eliminate CSS variables. We make one
change - we comment out the font import below.
*/

 /**
 * The material design colors are adapted from google-material-color v1.2.6
 * https://github.com/danlevan/google-material-color
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/dist/palette.var.css
 *
 * The license for the material design color CSS variables is as follows (see
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/LICENSE)
 *
 * The MIT License (MIT)
 *
 * Copyright (c) 2014 Dan Le Van
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to deal
 * in the Software without restriction, including without limitation the rights
 * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 * copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in
 * all copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 * SOFTWARE.
 */

 /*
The following CSS variables define the main, public API for styling JupyterLab.
These variables should be used by all plugins wherever possible. In other
words, plugins should not define custom colors, sizes, etc unless absolutely
necessary. This enables users to change the visual theme of JupyterLab
by changing these variables.

Many variables appear in an ordered sequence (0,1,2,3). These sequences
are designed to work well together, so for example, `--jp-border-color1` should
be used with `--jp-layout-color1`. The numbers have the following meanings:

* 0: super-primary, reserved for special emphasis
* 1: primary, most important under normal situations
* 2: secondary, next most important under normal situations
* 3: tertiary, next most important under normal situations

Throughout JupyterLab, we are mostly following principles from Google's
Material Design when selecting colors. We are not, however, following
all of MD as it is not optimized for dense, information rich UIs.
*/

 /*
 * Optional monospace font for input/output prompt.
 */

 /* Commented out in ipywidgets since we don't need it. */

 /* @import url('https://fonts.googleapis.com/css?family=Roboto+Mono'); */

 /*
 * Added for compabitility with output area
 */

 :root {

  /* Borders

  The following variables, specify the visual styling of borders in JupyterLab.
   */

  /* UI Fonts

  The UI font CSS variables are used for the typography all of the JupyterLab
  user interface elements that are not directly user generated content.
  */ /* Base font size */ /* Ensures px perfect FontAwesome icons */

  /* Use these font colors against the corresponding main layout colors.
     In a light theme, these go from dark to light.
  */

  /* Use these against the brand/accent/warn/error colors.
     These will typically go from light to darker, in both a dark and light theme
   */

  /* Content Fonts

  Content font variables are used for typography of user generated content.
  */ /* Base font size */


  /* Layout

  The following are the main layout colors use in JupyterLab. In a light
  theme these would go from light to dark.
  */

  /* Brand/accent */

  /* State colors (warn, error, success, info) */

  /* Cell specific styles */
  /* A custom blend of MD grey and blue 600
   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
  /* A custom blend of MD grey and orange 600
   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */

  /* Notebook specific styles */

  /* Console specific styles */

  /* Toolbar specific styles */
}

 /* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /*
 * We assume that the CSS variables in
 * https://github.com/jupyterlab/jupyterlab/blob/master/src/default-theme/variables.css
 * have been defined.
 */

 /* This file has code derived from PhosphorJS CSS files, as noted below. The license for this PhosphorJS code is:

Copyright (c) 2014-2017, PhosphorJS Contributors
All rights reserved.

Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:

* Redistributions of source code must retain the above copyright notice, this
  list of conditions and the following disclaimer.

* Redistributions in binary form must reproduce the above copyright notice,
  this list of conditions and the following disclaimer in the documentation
  and/or other materials provided with the distribution.

* Neither the name of the copyright holder nor the names of its
  contributors may be used to endorse or promote products derived from
  this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

*/

 /*
 * The following section is derived from https://github.com/phosphorjs/phosphor/blob/23b9d075ebc5b73ab148b6ebfc20af97f85714c4/packages/widgets/style/tabbar.css 
 * We've scoped the rules so that they are consistent with exactly our code.
 */

 .jupyter-widgets.widget-tab > .p-TabBar {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
  margin: 0;
  padding: 0;
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  list-style-type: none;
}

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  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
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  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
  -webkit-box-sizing: border-box;
          box-sizing: border-box;
  overflow: hidden;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
  -webkit-box-flex: 0;
      -ms-flex: 0 0 auto;
          flex: 0 0 auto;
}

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  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  overflow: hidden;
  white-space: nowrap;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-hidden {
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}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab {
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}

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  left: 0;
  -webkit-transition: left 150ms ease;
  transition: left 150ms ease;
}

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  top: 0;
  -webkit-transition: top 150ms ease;
  transition: top 150ms ease;
}

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  transition: none;
}

 /* End tabbar.css */

 :root { /* margin between inline elements */

    /* From Material Design Lite */
}

 .jupyter-widgets {
    margin: 2px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    color: black;
    overflow: visible;
}

 .jupyter-widgets.jupyter-widgets-disconnected::before {
    line-height: 28px;
    height: 28px;
}

 .jp-Output-result > .jupyter-widgets {
    margin-left: 0;
    margin-right: 0;
}

 /* vbox and hbox */

 .widget-inline-hbox {
    /* Horizontal widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
    -webkit-box-align: baseline;
        -ms-flex-align: baseline;
            align-items: baseline;
}

 .widget-inline-vbox {
    /* Vertical Widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widget-box {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    margin: 0;
    overflow: auto;
}

 .widget-gridbox {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: grid;
    margin: 0;
    overflow: auto;
}

 .widget-hbox {
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
}

 .widget-vbox {
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 /* General Button Styling */

 .jupyter-button {
    padding-left: 10px;
    padding-right: 10px;
    padding-top: 0px;
    padding-bottom: 0px;
    display: inline-block;
    white-space: nowrap;
    overflow: hidden;
    text-overflow: ellipsis;
    text-align: center;
    font-size: 13px;
    cursor: pointer;

    height: 28px;
    border: 0px solid;
    line-height: 28px;
    -webkit-box-shadow: none;
            box-shadow: none;

    color: rgba(0, 0, 0, .8);
    background-color: #EEEEEE;
    border-color: #E0E0E0;
    border: none;
}

 .jupyter-button i.fa {
    margin-right: 4px;
    pointer-events: none;
}

 .jupyter-button:empty:before {
    content: "\200b"; /* zero-width space */
}

 .jupyter-widgets.jupyter-button:disabled {
    opacity: 0.6;
}

 .jupyter-button i.fa.center {
    margin-right: 0;
}

 .jupyter-button:hover:enabled, .jupyter-button:focus:enabled {
    /* MD Lite 2dp shadow */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
            box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .jupyter-button:active, .jupyter-button.mod-active {
    /* MD Lite 4dp shadow */
    -webkit-box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
            box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
    color: rgba(0, 0, 0, .8);
    background-color: #BDBDBD;
}

 .jupyter-button:focus:enabled {
    outline: 1px solid #64B5F6;
}

 /* Button "Primary" Styling */

 .jupyter-button.mod-primary {
    color: rgba(255, 255, 255, 1.0);
    background-color: #2196F3;
}

 .jupyter-button.mod-primary.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 .jupyter-button.mod-primary:active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 /* Button "Success" Styling */

 .jupyter-button.mod-success {
    color: rgba(255, 255, 255, 1.0);
    background-color: #4CAF50;
}

 .jupyter-button.mod-success.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 .jupyter-button.mod-success:active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 /* Button "Info" Styling */

 .jupyter-button.mod-info {
    color: rgba(255, 255, 255, 1.0);
    background-color: #00BCD4;
}

 .jupyter-button.mod-info.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 .jupyter-button.mod-info:active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 /* Button "Warning" Styling */

 .jupyter-button.mod-warning {
    color: rgba(255, 255, 255, 1.0);
    background-color: #FF9800;
}

 .jupyter-button.mod-warning.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 .jupyter-button.mod-warning:active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 /* Button "Danger" Styling */

 .jupyter-button.mod-danger {
    color: rgba(255, 255, 255, 1.0);
    background-color: #F44336;
}

 .jupyter-button.mod-danger.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 .jupyter-button.mod-danger:active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 /* Widget Button*/

 .widget-button, .widget-toggle-button {
    width: 148px;
}

 /* Widget Label Styling */

 /* Override Bootstrap label css */

 .jupyter-widgets label {
    margin-bottom: 0;
    margin-bottom: initial;
}

 .widget-label-basic {
    /* Basic Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-label {
    /* Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-inline-hbox .widget-label {
    /* Horizontal Widget Label */
    color: black;
    text-align: right;
    margin-right: 8px;
    width: 80px;
    -ms-flex-negative: 0;
        flex-shrink: 0;
}

 .widget-inline-vbox .widget-label {
    /* Vertical Widget Label */
    color: black;
    text-align: center;
    line-height: 28px;
}

 /* Widget Readout Styling */

 .widget-readout {
    color: black;
    font-size: 13px;
    height: 28px;
    line-height: 28px;
    overflow: hidden;
    white-space: nowrap;
    text-align: center;
}

 .widget-readout.overflow {
    /* Overflowing Readout */

    /* From Material Design Lite
        shadow-key-umbra-opacity: 0.2;
        shadow-key-penumbra-opacity: 0.14;
        shadow-ambient-shadow-opacity: 0.12;
     */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                        0 3px 1px -2px rgba(0, 0, 0, .14),
                        0 1px 5px 0 rgba(0, 0, 0, .12);

    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                0 3px 1px -2px rgba(0, 0, 0, .14),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .widget-inline-hbox .widget-readout {
    /* Horizontal Readout */
    text-align: center;
    max-width: 148px;
    min-width: 72px;
    margin-left: 4px;
}

 .widget-inline-vbox .widget-readout {
    /* Vertical Readout */
    margin-top: 4px;
    /* as wide as the widget */
    width: inherit;
}

 /* Widget Checkbox Styling */

 .widget-checkbox {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-checkbox input[type="checkbox"] {
    margin: 0px 8px 0px 0px;
    line-height: 28px;
    font-size: large;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -ms-flex-item-align: center;
        align-self: center;
}

 /* Widget Valid Styling */

 .widget-valid {
    height: 28px;
    line-height: 28px;
    width: 148px;
    font-size: 13px;
}

 .widget-valid i:before {
    line-height: 28px;
    margin-right: 4px;
    margin-left: 4px;

    /* from the fa class in FontAwesome: https://github.com/FortAwesome/Font-Awesome/blob/49100c7c3a7b58d50baa71efef11af41a66b03d3/css/font-awesome.css#L14 */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .widget-valid.mod-valid i:before {
    content: "\f00c";
    color: green;
}

 .widget-valid.mod-invalid i:before {
    content: "\f00d";
    color: red;
}

 .widget-valid.mod-valid .widget-valid-readout {
    display: none;
}

 /* Widget Text and TextArea Stying */

 .widget-textarea, .widget-text {
    width: 300px;
}

 .widget-text input[type="text"], .widget-text input[type="number"]{
    height: 28px;
    line-height: 28px;
}

 .widget-text input[type="text"]:disabled, .widget-text input[type="number"]:disabled, .widget-textarea textarea:disabled {
    opacity: 0.6;
}

 .widget-text input[type="text"], .widget-text input[type="number"], .widget-textarea textarea {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    outline: none !important;
}

 .widget-textarea textarea {
    height: inherit;
    width: inherit;
}

 .widget-text input:focus, .widget-textarea textarea:focus {
    border-color: #64B5F6;
}

 /* Widget Slider */

 .widget-slider .ui-slider {
    /* Slider Track */
    border: 1px solid #BDBDBD;
    background: #BDBDBD;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    position: relative;
    border-radius: 0px;
}

 .widget-slider .ui-slider .ui-slider-handle {
    /* Slider Handle */
    outline: none !important; /* focused slider handles are colored - see below */
    position: absolute;
    background-color: white;
    border: 1px solid #9E9E9E;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    z-index: 1;
    background-image: none; /* Override jquery-ui */
}

 /* Override jquery-ui */

 .widget-slider .ui-slider .ui-slider-handle:hover, .widget-slider .ui-slider .ui-slider-handle:focus {
    background-color: #2196F3;
    border: 1px solid #2196F3;
}

 .widget-slider .ui-slider .ui-slider-handle:active {
    background-color: #2196F3;
    border-color: #2196F3;
    z-index: 2;
    -webkit-transform: scale(1.2);
            transform: scale(1.2);
}

 .widget-slider  .ui-slider .ui-slider-range {
    /* Interval between the two specified value of a double slider */
    position: absolute;
    background: #2196F3;
    z-index: 0;
}

 /* Shapes of Slider Handles */

 .widget-hslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-top: -7px;
    margin-left: -7px;
    border-radius: 50%;
    top: 0;
}

 .widget-vslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-bottom: -7px;
    margin-left: -7px;
    border-radius: 50%;
    left: 0;
}

 .widget-hslider .ui-slider .ui-slider-range {
    height: 8px;
    margin-top: -3px;
}

 .widget-vslider .ui-slider .ui-slider-range {
    width: 8px;
    margin-left: -3px;
}

 /* Horizontal Slider */

 .widget-hslider {
    width: 300px;
    height: 28px;
    line-height: 28px;

    /* Override the align-items baseline. This way, the description and readout
    still seem to align their baseline properly, and we don't have to have
    align-self: stretch in the .slider-container. */
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widgets-slider .slider-container {
    overflow: visible;
}

 .widget-hslider .slider-container {
    height: 28px;
    margin-left: 6px;
    margin-right: 6px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
}

 .widget-hslider .ui-slider {
    /* Inner, invisible slide div */
    height: 4px;
    margin-top: 12px;
    width: 100%;
}

 /* Vertical Slider */

 .widget-vbox .widget-label {
    height: 28px;
    line-height: 28px;
}

 .widget-vslider {
    /* Vertical Slider */
    height: 200px;
    width: 72px;
}

 .widget-vslider .slider-container {
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 6px;
    margin-top: 6px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .widget-vslider .ui-slider-vertical {
    /* Inner, invisible slide div */
    width: 4px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-left: auto;
    margin-right: auto;
}

 /* Widget Progress Styling */

 .progress-bar {
    -webkit-transition: none;
    transition: none;
}

 .progress-bar {
    height: 28px;
}

 .progress-bar {
    background-color: #2196F3;
}

 .progress-bar-success {
    background-color: #4CAF50;
}

 .progress-bar-info {
    background-color: #00BCD4;
}

 .progress-bar-warning {
    background-color: #FF9800;
}

 .progress-bar-danger {
    background-color: #F44336;
}

 .progress {
    background-color: #EEEEEE;
    border: none;
    -webkit-box-shadow: none;
            box-shadow: none;
}

 /* Horisontal Progress */

 .widget-hprogress {
    /* Progress Bar */
    height: 28px;
    line-height: 28px;
    width: 300px;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;

}

 .widget-hprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-top: 4px;
    margin-bottom: 4px;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    /* Override bootstrap style */
    height: auto;
    height: initial;
}

 /* Vertical Progress */

 .widget-vprogress {
    height: 200px;
    width: 72px;
}

 .widget-vprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    width: 20px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 0;
}

 /* Select Widget Styling */

 .widget-dropdown {
    height: 28px;
    width: 300px;
    line-height: 28px;
}

 .widget-dropdown > select {
    padding-right: 20px;
    border: 1px solid #9E9E9E;
    border-radius: 0;
    height: inherit;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    outline: none !important;
    -webkit-box-shadow: none;
            box-shadow: none;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    vertical-align: top;
    padding-left: 8px;
	appearance: none;
	-webkit-appearance: none;
	-moz-appearance: none;
    background-repeat: no-repeat;
	background-size: 20px;
	background-position: right center;
    background-image: url("data:image/svg+xml;base64,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");
}

 .widget-dropdown > select:focus {
    border-color: #64B5F6;
}

 .widget-dropdown > select:disabled {
    opacity: 0.6;
}

 /* To disable the dotted border in Firefox around select controls.
   See http://stackoverflow.com/a/18853002 */

 .widget-dropdown > select:-moz-focusring {
    color: transparent;
    text-shadow: 0 0 0 #000;
}

 /* Select and SelectMultiple */

 .widget-select {
    width: 300px;
    line-height: 28px;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    -webkit-box-align: start;
        -ms-flex-align: start;
            align-items: flex-start;
}

 .widget-select > select {
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    outline: none !important;
    overflow: auto;
    height: inherit;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    padding-top: 5px;
}

 .widget-select > select:focus {
    border-color: #64B5F6;
}

 .wiget-select > select > option {
    padding-left: 4px;
    line-height: 28px;
    /* line-height doesn't work on some browsers for select options */
    padding-top: calc(28px - var(--jp-widgets-font-size) / 2);
    padding-bottom: calc(28px - var(--jp-widgets-font-size) / 2);
}

 /* Toggle Buttons Styling */

 .widget-toggle-buttons {
    line-height: 28px;
}

 .widget-toggle-buttons .widget-toggle-button {
    margin-left: 2px;
    margin-right: 2px;
}

 .widget-toggle-buttons .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Radio Buttons Styling */

 .widget-radio {
    width: 300px;
    line-height: 28px;
}

 .widget-radio-box {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-bottom: 8px;
}

 .widget-radio-box label {
    height: 20px;
    line-height: 20px;
    font-size: 13px;
}

 .widget-radio-box input {
    height: 20px;
    line-height: 20px;
    margin: 0 8px 0 1px;
    float: left;
}

 /* Color Picker Styling */

 .widget-colorpicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-colorpicker > .widget-colorpicker-input {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 72px;
}

 .widget-colorpicker input[type="color"] {
    width: 28px;
    height: 28px;
    padding: 0 2px; /* make the color square actually square on Chrome on OS X */
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    border-left: none;
    -webkit-box-flex: 0;
        -ms-flex-positive: 0;
            flex-grow: 0;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    outline: none !important;
}

 .widget-colorpicker.concise input[type="color"] {
    border-left: 1px solid #9E9E9E;
}

 .widget-colorpicker input[type="color"]:focus, .widget-colorpicker input[type="text"]:focus {
    border-color: #64B5F6;
}

 .widget-colorpicker input[type="text"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    outline: none !important;
    height: 28px;
    line-height: 28px;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    font-size: 13px;
    padding: 4px 8px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-colorpicker input[type="text"]:disabled {
    opacity: 0.6;
}

 /* Date Picker Styling */

 .widget-datepicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-datepicker input[type="date"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    outline: none !important;
    height: 28px;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-datepicker input[type="date"]:focus {
    border-color: #64B5F6;
}

 .widget-datepicker input[type="date"]:invalid {
    border-color: #FF9800;
}

 .widget-datepicker input[type="date"]:disabled {
    opacity: 0.6;
}

 /* Play Widget */

 .widget-play {
    width: 148px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .widget-play .jupyter-button {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    height: auto;
}

 .widget-play .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Tab Widget */

 .jupyter-widgets.widget-tab {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    /* Necessary so that a tab can be shifted down to overlay the border of the box below. */
    overflow-x: visible;
    overflow-y: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
    /* Make sure that the tab grows from bottom up */
    -webkit-box-align: end;
        -ms-flex-align: end;
            align-items: flex-end;
    min-width: 0;
    min-height: 0;
}

 .jupyter-widgets.widget-tab > .widget-tab-contents {
    width: 100%;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    margin: 0;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    padding: 15px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    overflow: auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    font: 13px Helvetica, Arial, sans-serif;
    min-height: 25px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
    -webkit-box-flex: 0;
        -ms-flex: 0 1 144px;
            flex: 0 1 144px;
    min-width: 35px;
    min-height: 25px;
    line-height: 24px;
    margin-left: -1px;
    padding: 0px 10px;
    background: #EEEEEE;
    color: rgba(0, 0, 0, .5);
    border: 1px solid #9E9E9E;
    border-bottom: none;
    position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current {
    color: rgba(0, 0, 0, 1.0);
    /* We want the background to match the tab content background */
    background: white;
    min-height: 26px;
    -webkit-transform: translateY(1px);
            transform: translateY(1px);
    overflow: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current:before {
    position: absolute;
    top: -1px;
    left: -1px;
    content: '';
    height: 2px;
    width: calc(100% + 2px);
    background: #2196F3;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:first-child {
    margin-left: 0;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:hover:not(.p-mod-current) {
    background: white;
    color: rgba(0, 0, 0, .8);
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon {
    margin-left: 4px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon:before {
    font-family: FontAwesome;
    content: '\f00d'; /* close */
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
    line-height: 24px;
}

 /* Accordion Widget */

 .p-Collapse {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Collapse-header {
    padding: 4px;
    cursor: pointer;
    color: rgba(0, 0, 0, .5);
    background-color: #EEEEEE;
    border: 1px solid #9E9E9E;
    padding: 10px 15px;
    font-weight: bold;
}

 .p-Collapse-header:hover {
    background-color: white;
    color: rgba(0, 0, 0, .8);
}

 .p-Collapse-open > .p-Collapse-header {
    background-color: white;
    color: rgba(0, 0, 0, 1.0);
    cursor: default;
    border-bottom: none;
}

 .p-Collapse .p-Collapse-header::before {
    content: '\f0da\00A0';  /* caret-right, non-breaking space */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .p-Collapse-open > .p-Collapse-header::before {
    content: '\f0d7\00A0'; /* caret-down, non-breaking space */
}

 .p-Collapse-contents {
    padding: 15px;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    border-left: 1px solid #9E9E9E;
    border-right: 1px solid #9E9E9E;
    border-bottom: 1px solid #9E9E9E;
    overflow: auto;
}

 .p-Accordion {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Accordion .p-Collapse {
    margin-bottom: 0;
}

 .p-Accordion .p-Collapse + .p-Collapse {
    margin-top: 4px;
}

 /* HTML widget */

 .widget-html, .widget-htmlmath {
    font-size: 13px;
}

 .widget-html > .widget-html-content, .widget-htmlmath > .widget-html-content {
    /* Fill out the area in the HTML widget */
    -ms-flex-item-align: stretch;
        align-self: stretch;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    /* Makes sure the baseline is still aligned with other elements */
    line-height: 28px;
    /* Make it possible to have absolutely-positioned elements in the html */
    position: relative;
}

/*# 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 */","ok":true,"headers":[["content-type","text/css"]],"status":200,"status_text":""}},"base_uri":"https://localhost:8080/","height":66}},"source":["model = model.to(device)\n","lrs_log, loss_log = lr_range_test(train_loader, model, optimizer)"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"6cb3704c25c04dcc8a4cfa1ebc7cead7","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=1, bar_style='info', max=1), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["minimum loss 1.2370734214782715, at lr 0.00022908676527677726\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"009c505b-ab2f-4634-b55a-3bb7efa6aabf","executionInfo":{"status":"ok","timestamp":1556183338559,"user_tz":-480,"elapsed":1325,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/-y8V6pdyk_ro/AAAAAAAAAAI/AAAAAAAAA6Y/SINQvfcEI-s/s64/photo.jpg","userId":"01110408961739688657"}},"id":"_haE1kjgwMRE","colab":{"base_uri":"https://localhost:8080/","height":354}},"source":["iters = range(len(lrs_log))\n","fig = plt.figure(figsize=(14,5))\n","ax1 = fig.add_subplot(1,2,1)\n","ax1.plot(iters[10:-5], loss_log[10:-5])\n","ax1.set_xlabel('Iteration')\n","ax1.set_ylabel('Loss')\n","ax2 = fig.add_subplot(1,2,2)\n","ax2.plot(iters[10:-5], lrs_log[10:-5])\n","ax2.set_xlabel('Iteration')\n","ax2.set_ylabel('Learning rate')"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Learning rate')"]},"metadata":{"tags":[]},"execution_count":52},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA0QAAAFACAYAAACcF7wRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nh0RkTESetG+vb8bXqJRSW91ZO2Gu1YEKoAXRmjgvMMLBlTtEzjGNHptz9h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yaAhWgbGRu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9wGfN8ZkjDGXgPP282GM+R4wu/4vSSmltqZi0fDdZ6Z5+eFB3K72SUfeCPUWRB4R2Qn8PAuh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\n4nXjQirnAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 1008x360 with 2 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"f639fa26-4543-4577-f661-bf5e51b6fa13","executionInfo":{"status":"ok","timestamp":1556183341259,"user_tz":-480,"elapsed":2573,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/-y8V6pdyk_ro/AAAAAAAAAAI/AAAAAAAAA6Y/SINQvfcEI-s/s64/photo.jpg","userId":"01110408961739688657"}},"id":"6kcoweCJwMRH","colab":{"base_uri":"https://localhost:8080/","height":304}},"source":["plt.plot(lrs_log[10:-5], loss_log[10:-5])\n","plt.xscale('log')\n","plt.xlabel('Learning rate')\n","plt.ylabel('Loss')"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Loss')"]},"metadata":{"tags":[]},"execution_count":53},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYUAAAEOCAYAAABmVAtTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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dhSarEZFYAqFovC6qmQG2FJgkFPdRM8cUKsLWfifCsQReHZnJa/3h03P44H/vxA3fegY7h7z4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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"lucwaSvrpB4B","colab_type":"text"},"source":["resnet-50 (pseudo label)"]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"14e89f74-1d36-4c33-ec5e-53427dbb38ff","executionInfo":{"status":"ok","timestamp":1570090216113,"user_tz":-480,"elapsed":53596,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mCdVX7T48nM1swQqTFQB37YCJpipfpOuklEdcRHBQ=s64","userId":"01110408961739688657"}},"id":"eRWn2DDUpEz_","colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["model = model.to(device)\n","lrs_log, loss_log = lr_range_test(train_loader, model, optimizer, is_pseudo=True)"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"af5b983af1cf48be9334d5a099c2ba1b","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=1, bar_style='info', max=1), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["minimum loss 1.575498104095459, at lr 0.0006918309709189362\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"6a12219c-9121-4d02-90e8-0f412611a02c","executionInfo":{"status":"ok","timestamp":1570090314589,"user_tz":-480,"elapsed":1732,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mCdVX7T48nM1swQqTFQB37YCJpipfpOuklEdcRHBQ=s64","userId":"01110408961739688657"}},"id":"4oyq2f1PpE0E","colab":{"base_uri":"https://localhost:8080/","height":355}},"source":["iters = range(len(lrs_log))\n","fig = plt.figure(figsize=(14,5))\n","ax1 = fig.add_subplot(1,2,1)\n","ax1.plot(iters[10:-5], loss_log[10:-5])\n","ax1.set_xlabel('Iteration')\n","ax1.set_ylabel('Loss')\n","ax2 = fig.add_subplot(1,2,2)\n","ax2.plot(iters[10:-5], lrs_log[10:-5])\n","ax2.set_xlabel('Iteration')\n","ax2.set_ylabel('Learning rate')"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Learning rate')"]},"metadata":{"tags":[]},"execution_count":41},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAzoAAAFACAYAAAB0lwk6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nj3/+LbzvnFKWzZ5CTloST1fUnbSPytr+QgRj+w2Qm57MHR8/j/TkRK7+3x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kW6VBOSlXX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9++cNZniyjr+5+/dN6uzYV8JqQkxjB3adB+c86eP4DeXzWT1nsN88+FVraae7uge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\ndEREREREJOIo0BERERERkYjz/wFyj/Zds8cb5wAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 1008x360 with 2 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"4317796d-820a-4a3d-da87-c18f283d1151","executionInfo":{"status":"ok","timestamp":1570090319853,"user_tz":-480,"elapsed":1673,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mCdVX7T48nM1swQqTFQB37YCJpipfpOuklEdcRHBQ=s64","userId":"01110408961739688657"}},"id":"gElRnJwepE0H","colab":{"base_uri":"https://localhost:8080/","height":305}},"source":["plt.plot(lrs_log[10:-5], loss_log[10:-5])\n","plt.xscale('log')\n","plt.xlabel('Learning rate')\n","plt.ylabel('Loss')"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Loss')"]},"metadata":{"tags":[]},"execution_count":42},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXwAAAEOCAYAAACKDawAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nk43dauGx01r5/29TGdf8ZS1t7YZX7zmbb1w8kdc2lXH/S5tpOy3pV9Q18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size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"JiWxb7xwBDij","colab_type":"text"},"source":["resnet-101"]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"adb7c92a-da2d-4080-a46e-107478b1660e","executionInfo":{"status":"ok","timestamp":1558754541691,"user_tz":-480,"elapsed":60130,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/-y8V6pdyk_ro/AAAAAAAAAAI/AAAAAAAAA6Y/SINQvfcEI-s/s64/photo.jpg","userId":"01110408961739688657"}},"id":"xVaEzx00AcwD","colab":{"resources":{"http://localhost:8080/nbextensions/google.colab/colabwidgets/controls.css":{"data":"/* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /* We import all of these together in a single css file because the Webpack
loader sees only one file at a time. This allows postcss to see the variable
definitions when they are used. */

 /*-----------------------------------------------------------------------------
| Copyright (c) Jupyter Development Team.
| Distributed under the terms of the Modified BSD License.
|----------------------------------------------------------------------------*/

 /*
This file is copied from the JupyterLab project to define default styling for
when the widget styling is compiled down to eliminate CSS variables. We make one
change - we comment out the font import below.
*/

 /**
 * The material design colors are adapted from google-material-color v1.2.6
 * https://github.com/danlevan/google-material-color
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/dist/palette.var.css
 *
 * The license for the material design color CSS variables is as follows (see
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/LICENSE)
 *
 * The MIT License (MIT)
 *
 * Copyright (c) 2014 Dan Le Van
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to deal
 * in the Software without restriction, including without limitation the rights
 * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 * copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in
 * all copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 * SOFTWARE.
 */

 /*
The following CSS variables define the main, public API for styling JupyterLab.
These variables should be used by all plugins wherever possible. In other
words, plugins should not define custom colors, sizes, etc unless absolutely
necessary. This enables users to change the visual theme of JupyterLab
by changing these variables.

Many variables appear in an ordered sequence (0,1,2,3). These sequences
are designed to work well together, so for example, `--jp-border-color1` should
be used with `--jp-layout-color1`. The numbers have the following meanings:

* 0: super-primary, reserved for special emphasis
* 1: primary, most important under normal situations
* 2: secondary, next most important under normal situations
* 3: tertiary, next most important under normal situations

Throughout JupyterLab, we are mostly following principles from Google's
Material Design when selecting colors. We are not, however, following
all of MD as it is not optimized for dense, information rich UIs.
*/

 /*
 * Optional monospace font for input/output prompt.
 */

 /* Commented out in ipywidgets since we don't need it. */

 /* @import url('https://fonts.googleapis.com/css?family=Roboto+Mono'); */

 /*
 * Added for compabitility with output area
 */

 :root {

  /* Borders

  The following variables, specify the visual styling of borders in JupyterLab.
   */

  /* UI Fonts

  The UI font CSS variables are used for the typography all of the JupyterLab
  user interface elements that are not directly user generated content.
  */ /* Base font size */ /* Ensures px perfect FontAwesome icons */

  /* Use these font colors against the corresponding main layout colors.
     In a light theme, these go from dark to light.
  */

  /* Use these against the brand/accent/warn/error colors.
     These will typically go from light to darker, in both a dark and light theme
   */

  /* Content Fonts

  Content font variables are used for typography of user generated content.
  */ /* Base font size */


  /* Layout

  The following are the main layout colors use in JupyterLab. In a light
  theme these would go from light to dark.
  */

  /* Brand/accent */

  /* State colors (warn, error, success, info) */

  /* Cell specific styles */
  /* A custom blend of MD grey and blue 600
   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
  /* A custom blend of MD grey and orange 600
   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */

  /* Notebook specific styles */

  /* Console specific styles */

  /* Toolbar specific styles */
}

 /* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /*
 * We assume that the CSS variables in
 * https://github.com/jupyterlab/jupyterlab/blob/master/src/default-theme/variables.css
 * have been defined.
 */

 /* This file has code derived from PhosphorJS CSS files, as noted below. The license for this PhosphorJS code is:

Copyright (c) 2014-2017, PhosphorJS Contributors
All rights reserved.

Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:

* Redistributions of source code must retain the above copyright notice, this
  list of conditions and the following disclaimer.

* Redistributions in binary form must reproduce the above copyright notice,
  this list of conditions and the following disclaimer in the documentation
  and/or other materials provided with the distribution.

* Neither the name of the copyright holder nor the names of its
  contributors may be used to endorse or promote products derived from
  this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

*/

 /*
 * The following section is derived from https://github.com/phosphorjs/phosphor/blob/23b9d075ebc5b73ab148b6ebfc20af97f85714c4/packages/widgets/style/tabbar.css 
 * We've scoped the rules so that they are consistent with exactly our code.
 */

 .jupyter-widgets.widget-tab > .p-TabBar {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
  margin: 0;
  padding: 0;
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  list-style-type: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] > .p-TabBar-content {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] > .p-TabBar-content {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
  -webkit-box-sizing: border-box;
          box-sizing: border-box;
  overflow: hidden;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
  -webkit-box-flex: 0;
      -ms-flex: 0 0 auto;
          flex: 0 0 auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel {
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  overflow: hidden;
  white-space: nowrap;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-hidden {
  display: none !important;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab {
  position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab {
  left: 0;
  -webkit-transition: left 150ms ease;
  transition: left 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab {
  top: 0;
  -webkit-transition: top 150ms ease;
  transition: top 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging {
  -webkit-transition: none;
  transition: none;
}

 /* End tabbar.css */

 :root { /* margin between inline elements */

    /* From Material Design Lite */
}

 .jupyter-widgets {
    margin: 2px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    color: black;
    overflow: visible;
}

 .jupyter-widgets.jupyter-widgets-disconnected::before {
    line-height: 28px;
    height: 28px;
}

 .jp-Output-result > .jupyter-widgets {
    margin-left: 0;
    margin-right: 0;
}

 /* vbox and hbox */

 .widget-inline-hbox {
    /* Horizontal widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
    -webkit-box-align: baseline;
        -ms-flex-align: baseline;
            align-items: baseline;
}

 .widget-inline-vbox {
    /* Vertical Widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widget-box {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    margin: 0;
    overflow: auto;
}

 .widget-gridbox {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: grid;
    margin: 0;
    overflow: auto;
}

 .widget-hbox {
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
}

 .widget-vbox {
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 /* General Button Styling */

 .jupyter-button {
    padding-left: 10px;
    padding-right: 10px;
    padding-top: 0px;
    padding-bottom: 0px;
    display: inline-block;
    white-space: nowrap;
    overflow: hidden;
    text-overflow: ellipsis;
    text-align: center;
    font-size: 13px;
    cursor: pointer;

    height: 28px;
    border: 0px solid;
    line-height: 28px;
    -webkit-box-shadow: none;
            box-shadow: none;

    color: rgba(0, 0, 0, .8);
    background-color: #EEEEEE;
    border-color: #E0E0E0;
    border: none;
}

 .jupyter-button i.fa {
    margin-right: 4px;
    pointer-events: none;
}

 .jupyter-button:empty:before {
    content: "\200b"; /* zero-width space */
}

 .jupyter-widgets.jupyter-button:disabled {
    opacity: 0.6;
}

 .jupyter-button i.fa.center {
    margin-right: 0;
}

 .jupyter-button:hover:enabled, .jupyter-button:focus:enabled {
    /* MD Lite 2dp shadow */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
            box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .jupyter-button:active, .jupyter-button.mod-active {
    /* MD Lite 4dp shadow */
    -webkit-box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
            box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
    color: rgba(0, 0, 0, .8);
    background-color: #BDBDBD;
}

 .jupyter-button:focus:enabled {
    outline: 1px solid #64B5F6;
}

 /* Button "Primary" Styling */

 .jupyter-button.mod-primary {
    color: rgba(255, 255, 255, 1.0);
    background-color: #2196F3;
}

 .jupyter-button.mod-primary.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 .jupyter-button.mod-primary:active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 /* Button "Success" Styling */

 .jupyter-button.mod-success {
    color: rgba(255, 255, 255, 1.0);
    background-color: #4CAF50;
}

 .jupyter-button.mod-success.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 .jupyter-button.mod-success:active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 /* Button "Info" Styling */

 .jupyter-button.mod-info {
    color: rgba(255, 255, 255, 1.0);
    background-color: #00BCD4;
}

 .jupyter-button.mod-info.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 .jupyter-button.mod-info:active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 /* Button "Warning" Styling */

 .jupyter-button.mod-warning {
    color: rgba(255, 255, 255, 1.0);
    background-color: #FF9800;
}

 .jupyter-button.mod-warning.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 .jupyter-button.mod-warning:active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 /* Button "Danger" Styling */

 .jupyter-button.mod-danger {
    color: rgba(255, 255, 255, 1.0);
    background-color: #F44336;
}

 .jupyter-button.mod-danger.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 .jupyter-button.mod-danger:active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 /* Widget Button*/

 .widget-button, .widget-toggle-button {
    width: 148px;
}

 /* Widget Label Styling */

 /* Override Bootstrap label css */

 .jupyter-widgets label {
    margin-bottom: 0;
    margin-bottom: initial;
}

 .widget-label-basic {
    /* Basic Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-label {
    /* Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-inline-hbox .widget-label {
    /* Horizontal Widget Label */
    color: black;
    text-align: right;
    margin-right: 8px;
    width: 80px;
    -ms-flex-negative: 0;
        flex-shrink: 0;
}

 .widget-inline-vbox .widget-label {
    /* Vertical Widget Label */
    color: black;
    text-align: center;
    line-height: 28px;
}

 /* Widget Readout Styling */

 .widget-readout {
    color: black;
    font-size: 13px;
    height: 28px;
    line-height: 28px;
    overflow: hidden;
    white-space: nowrap;
    text-align: center;
}

 .widget-readout.overflow {
    /* Overflowing Readout */

    /* From Material Design Lite
        shadow-key-umbra-opacity: 0.2;
        shadow-key-penumbra-opacity: 0.14;
        shadow-ambient-shadow-opacity: 0.12;
     */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                        0 3px 1px -2px rgba(0, 0, 0, .14),
                        0 1px 5px 0 rgba(0, 0, 0, .12);

    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                0 3px 1px -2px rgba(0, 0, 0, .14),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .widget-inline-hbox .widget-readout {
    /* Horizontal Readout */
    text-align: center;
    max-width: 148px;
    min-width: 72px;
    margin-left: 4px;
}

 .widget-inline-vbox .widget-readout {
    /* Vertical Readout */
    margin-top: 4px;
    /* as wide as the widget */
    width: inherit;
}

 /* Widget Checkbox Styling */

 .widget-checkbox {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-checkbox input[type="checkbox"] {
    margin: 0px 8px 0px 0px;
    line-height: 28px;
    font-size: large;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -ms-flex-item-align: center;
        align-self: center;
}

 /* Widget Valid Styling */

 .widget-valid {
    height: 28px;
    line-height: 28px;
    width: 148px;
    font-size: 13px;
}

 .widget-valid i:before {
    line-height: 28px;
    margin-right: 4px;
    margin-left: 4px;

    /* from the fa class in FontAwesome: https://github.com/FortAwesome/Font-Awesome/blob/49100c7c3a7b58d50baa71efef11af41a66b03d3/css/font-awesome.css#L14 */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .widget-valid.mod-valid i:before {
    content: "\f00c";
    color: green;
}

 .widget-valid.mod-invalid i:before {
    content: "\f00d";
    color: red;
}

 .widget-valid.mod-valid .widget-valid-readout {
    display: none;
}

 /* Widget Text and TextArea Stying */

 .widget-textarea, .widget-text {
    width: 300px;
}

 .widget-text input[type="text"], .widget-text input[type="number"]{
    height: 28px;
    line-height: 28px;
}

 .widget-text input[type="text"]:disabled, .widget-text input[type="number"]:disabled, .widget-textarea textarea:disabled {
    opacity: 0.6;
}

 .widget-text input[type="text"], .widget-text input[type="number"], .widget-textarea textarea {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    outline: none !important;
}

 .widget-textarea textarea {
    height: inherit;
    width: inherit;
}

 .widget-text input:focus, .widget-textarea textarea:focus {
    border-color: #64B5F6;
}

 /* Widget Slider */

 .widget-slider .ui-slider {
    /* Slider Track */
    border: 1px solid #BDBDBD;
    background: #BDBDBD;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    position: relative;
    border-radius: 0px;
}

 .widget-slider .ui-slider .ui-slider-handle {
    /* Slider Handle */
    outline: none !important; /* focused slider handles are colored - see below */
    position: absolute;
    background-color: white;
    border: 1px solid #9E9E9E;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    z-index: 1;
    background-image: none; /* Override jquery-ui */
}

 /* Override jquery-ui */

 .widget-slider .ui-slider .ui-slider-handle:hover, .widget-slider .ui-slider .ui-slider-handle:focus {
    background-color: #2196F3;
    border: 1px solid #2196F3;
}

 .widget-slider .ui-slider .ui-slider-handle:active {
    background-color: #2196F3;
    border-color: #2196F3;
    z-index: 2;
    -webkit-transform: scale(1.2);
            transform: scale(1.2);
}

 .widget-slider  .ui-slider .ui-slider-range {
    /* Interval between the two specified value of a double slider */
    position: absolute;
    background: #2196F3;
    z-index: 0;
}

 /* Shapes of Slider Handles */

 .widget-hslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-top: -7px;
    margin-left: -7px;
    border-radius: 50%;
    top: 0;
}

 .widget-vslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-bottom: -7px;
    margin-left: -7px;
    border-radius: 50%;
    left: 0;
}

 .widget-hslider .ui-slider .ui-slider-range {
    height: 8px;
    margin-top: -3px;
}

 .widget-vslider .ui-slider .ui-slider-range {
    width: 8px;
    margin-left: -3px;
}

 /* Horizontal Slider */

 .widget-hslider {
    width: 300px;
    height: 28px;
    line-height: 28px;

    /* Override the align-items baseline. This way, the description and readout
    still seem to align their baseline properly, and we don't have to have
    align-self: stretch in the .slider-container. */
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widgets-slider .slider-container {
    overflow: visible;
}

 .widget-hslider .slider-container {
    height: 28px;
    margin-left: 6px;
    margin-right: 6px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
}

 .widget-hslider .ui-slider {
    /* Inner, invisible slide div */
    height: 4px;
    margin-top: 12px;
    width: 100%;
}

 /* Vertical Slider */

 .widget-vbox .widget-label {
    height: 28px;
    line-height: 28px;
}

 .widget-vslider {
    /* Vertical Slider */
    height: 200px;
    width: 72px;
}

 .widget-vslider .slider-container {
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 6px;
    margin-top: 6px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .widget-vslider .ui-slider-vertical {
    /* Inner, invisible slide div */
    width: 4px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-left: auto;
    margin-right: auto;
}

 /* Widget Progress Styling */

 .progress-bar {
    -webkit-transition: none;
    transition: none;
}

 .progress-bar {
    height: 28px;
}

 .progress-bar {
    background-color: #2196F3;
}

 .progress-bar-success {
    background-color: #4CAF50;
}

 .progress-bar-info {
    background-color: #00BCD4;
}

 .progress-bar-warning {
    background-color: #FF9800;
}

 .progress-bar-danger {
    background-color: #F44336;
}

 .progress {
    background-color: #EEEEEE;
    border: none;
    -webkit-box-shadow: none;
            box-shadow: none;
}

 /* Horisontal Progress */

 .widget-hprogress {
    /* Progress Bar */
    height: 28px;
    line-height: 28px;
    width: 300px;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;

}

 .widget-hprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-top: 4px;
    margin-bottom: 4px;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    /* Override bootstrap style */
    height: auto;
    height: initial;
}

 /* Vertical Progress */

 .widget-vprogress {
    height: 200px;
    width: 72px;
}

 .widget-vprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    width: 20px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 0;
}

 /* Select Widget Styling */

 .widget-dropdown {
    height: 28px;
    width: 300px;
    line-height: 28px;
}

 .widget-dropdown > select {
    padding-right: 20px;
    border: 1px solid #9E9E9E;
    border-radius: 0;
    height: inherit;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    outline: none !important;
    -webkit-box-shadow: none;
            box-shadow: none;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    vertical-align: top;
    padding-left: 8px;
	appearance: none;
	-webkit-appearance: none;
	-moz-appearance: none;
    background-repeat: no-repeat;
	background-size: 20px;
	background-position: right center;
    background-image: url("data:image/svg+xml;base64,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");
}

 .widget-dropdown > select:focus {
    border-color: #64B5F6;
}

 .widget-dropdown > select:disabled {
    opacity: 0.6;
}

 /* To disable the dotted border in Firefox around select controls.
   See http://stackoverflow.com/a/18853002 */

 .widget-dropdown > select:-moz-focusring {
    color: transparent;
    text-shadow: 0 0 0 #000;
}

 /* Select and SelectMultiple */

 .widget-select {
    width: 300px;
    line-height: 28px;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    -webkit-box-align: start;
        -ms-flex-align: start;
            align-items: flex-start;
}

 .widget-select > select {
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    outline: none !important;
    overflow: auto;
    height: inherit;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    padding-top: 5px;
}

 .widget-select > select:focus {
    border-color: #64B5F6;
}

 .wiget-select > select > option {
    padding-left: 4px;
    line-height: 28px;
    /* line-height doesn't work on some browsers for select options */
    padding-top: calc(28px - var(--jp-widgets-font-size) / 2);
    padding-bottom: calc(28px - var(--jp-widgets-font-size) / 2);
}

 /* Toggle Buttons Styling */

 .widget-toggle-buttons {
    line-height: 28px;
}

 .widget-toggle-buttons .widget-toggle-button {
    margin-left: 2px;
    margin-right: 2px;
}

 .widget-toggle-buttons .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Radio Buttons Styling */

 .widget-radio {
    width: 300px;
    line-height: 28px;
}

 .widget-radio-box {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-bottom: 8px;
}

 .widget-radio-box label {
    height: 20px;
    line-height: 20px;
    font-size: 13px;
}

 .widget-radio-box input {
    height: 20px;
    line-height: 20px;
    margin: 0 8px 0 1px;
    float: left;
}

 /* Color Picker Styling */

 .widget-colorpicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-colorpicker > .widget-colorpicker-input {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 72px;
}

 .widget-colorpicker input[type="color"] {
    width: 28px;
    height: 28px;
    padding: 0 2px; /* make the color square actually square on Chrome on OS X */
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    border-left: none;
    -webkit-box-flex: 0;
        -ms-flex-positive: 0;
            flex-grow: 0;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    outline: none !important;
}

 .widget-colorpicker.concise input[type="color"] {
    border-left: 1px solid #9E9E9E;
}

 .widget-colorpicker input[type="color"]:focus, .widget-colorpicker input[type="text"]:focus {
    border-color: #64B5F6;
}

 .widget-colorpicker input[type="text"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    outline: none !important;
    height: 28px;
    line-height: 28px;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    font-size: 13px;
    padding: 4px 8px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-colorpicker input[type="text"]:disabled {
    opacity: 0.6;
}

 /* Date Picker Styling */

 .widget-datepicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-datepicker input[type="date"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    outline: none !important;
    height: 28px;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-datepicker input[type="date"]:focus {
    border-color: #64B5F6;
}

 .widget-datepicker input[type="date"]:invalid {
    border-color: #FF9800;
}

 .widget-datepicker input[type="date"]:disabled {
    opacity: 0.6;
}

 /* Play Widget */

 .widget-play {
    width: 148px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .widget-play .jupyter-button {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    height: auto;
}

 .widget-play .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Tab Widget */

 .jupyter-widgets.widget-tab {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    /* Necessary so that a tab can be shifted down to overlay the border of the box below. */
    overflow-x: visible;
    overflow-y: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
    /* Make sure that the tab grows from bottom up */
    -webkit-box-align: end;
        -ms-flex-align: end;
            align-items: flex-end;
    min-width: 0;
    min-height: 0;
}

 .jupyter-widgets.widget-tab > .widget-tab-contents {
    width: 100%;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    margin: 0;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    padding: 15px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    overflow: auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    font: 13px Helvetica, Arial, sans-serif;
    min-height: 25px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
    -webkit-box-flex: 0;
        -ms-flex: 0 1 144px;
            flex: 0 1 144px;
    min-width: 35px;
    min-height: 25px;
    line-height: 24px;
    margin-left: -1px;
    padding: 0px 10px;
    background: #EEEEEE;
    color: rgba(0, 0, 0, .5);
    border: 1px solid #9E9E9E;
    border-bottom: none;
    position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current {
    color: rgba(0, 0, 0, 1.0);
    /* We want the background to match the tab content background */
    background: white;
    min-height: 26px;
    -webkit-transform: translateY(1px);
            transform: translateY(1px);
    overflow: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current:before {
    position: absolute;
    top: -1px;
    left: -1px;
    content: '';
    height: 2px;
    width: calc(100% + 2px);
    background: #2196F3;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:first-child {
    margin-left: 0;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:hover:not(.p-mod-current) {
    background: white;
    color: rgba(0, 0, 0, .8);
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon {
    margin-left: 4px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon:before {
    font-family: FontAwesome;
    content: '\f00d'; /* close */
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
    line-height: 24px;
}

 /* Accordion Widget */

 .p-Collapse {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Collapse-header {
    padding: 4px;
    cursor: pointer;
    color: rgba(0, 0, 0, .5);
    background-color: #EEEEEE;
    border: 1px solid #9E9E9E;
    padding: 10px 15px;
    font-weight: bold;
}

 .p-Collapse-header:hover {
    background-color: white;
    color: rgba(0, 0, 0, .8);
}

 .p-Collapse-open > .p-Collapse-header {
    background-color: white;
    color: rgba(0, 0, 0, 1.0);
    cursor: default;
    border-bottom: none;
}

 .p-Collapse .p-Collapse-header::before {
    content: '\f0da\00A0';  /* caret-right, non-breaking space */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .p-Collapse-open > .p-Collapse-header::before {
    content: '\f0d7\00A0'; /* caret-down, non-breaking space */
}

 .p-Collapse-contents {
    padding: 15px;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    border-left: 1px solid #9E9E9E;
    border-right: 1px solid #9E9E9E;
    border-bottom: 1px solid #9E9E9E;
    overflow: auto;
}

 .p-Accordion {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Accordion .p-Collapse {
    margin-bottom: 0;
}

 .p-Accordion .p-Collapse + .p-Collapse {
    margin-top: 4px;
}

 /* HTML widget */

 .widget-html, .widget-htmlmath {
    font-size: 13px;
}

 .widget-html > .widget-html-content, .widget-htmlmath > .widget-html-content {
    /* Fill out the area in the HTML widget */
    -ms-flex-item-align: stretch;
        align-self: stretch;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    /* Makes sure the baseline is still aligned with other elements */
    line-height: 28px;
    /* Make it possible to have absolutely-positioned elements in the html */
    position: relative;
}

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 */","ok":true,"headers":[["content-type","text/css"]],"status":200,"status_text":""}},"base_uri":"https://localhost:8080/","height":66}},"source":["model = model.to(device)\n","lrs_log, loss_log = lr_range_test(train_loader, model, optimizer)"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d418de09e5d64b158975cc6c5fdf593f","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=1, bar_style='info', max=1), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["minimum loss 1.2257544994354248, at lr 0.0001584893192461114\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"48af892d-6388-4523-cb10-9b1d652259b9","executionInfo":{"status":"ok","timestamp":1558754632862,"user_tz":-480,"elapsed":1977,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/-y8V6pdyk_ro/AAAAAAAAAAI/AAAAAAAAA6Y/SINQvfcEI-s/s64/photo.jpg","userId":"01110408961739688657"}},"id":"noVqy2sgAcwJ","colab":{"base_uri":"https://localhost:8080/","height":337}},"source":["iters = range(len(lrs_log))\n","fig = plt.figure(figsize=(14,5))\n","ax1 = fig.add_subplot(1,2,1)\n","ax1.plot(iters[10:-5], loss_log[10:-5])\n","ax1.set_xlabel('Iteration')\n","ax1.set_ylabel('Loss')\n","ax2 = fig.add_subplot(1,2,2)\n","ax2.plot(iters[10:-5], lrs_log[10:-5])\n","ax2.set_xlabel('Iteration')\n","ax2.set_ylabel('Learning rate');"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA0QAAAFACAYAAACcF7wRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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LgLWaFysaEi1yNlCESEZFaOHi28QcqgAKikqSzebL5QsUlc+D1EVW7ZK7bDwgmV1nOms7mix65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\n","text/plain":["<Figure size 1008x360 with 2 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"09ce98d9-f7ff-4d04-b871-c14053c4d839","executionInfo":{"status":"ok","timestamp":1558754633398,"user_tz":-480,"elapsed":2083,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/-y8V6pdyk_ro/AAAAAAAAAAI/AAAAAAAAA6Y/SINQvfcEI-s/s64/photo.jpg","userId":"01110408961739688657"}},"id":"a9IJiw8QAcwQ","colab":{"base_uri":"https://localhost:8080/","height":287}},"source":["plt.plot(lrs_log[10:-5], loss_log[10:-5])\n","plt.xscale('log')\n","plt.xlabel('Learning rate')\n","plt.ylabel('Loss');"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYUAAAEOCAYAAABmVAtTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJztvXeUHHeV9/29HafThO6Jkmak0WhG\n0QkLywGwnMCAwSzpAbNmbdjXS9j1siatz8N6We/ysgF4eMH7sks0YfGyGAPGBuMMthzlIHk0SiON\npMl5uqenc/fv+aOqenpmOlR1Vwd13885fU6H6qrflFp166bvJSEEGIZhGAYADOVeAMMwDFM5sFFg\nGIZhkrBRYBiGYZKwUWAYhmGSsFFgGIZhkrBRYBiGYZKwUWAYhmGSsFFgGIZhkrBRYBiGYZKwUWAY\nhmGSmMq9AK00NzeLTZs2lXsZDMMwZxUvvfTSjBCiJdd2Z51R2LRpE/bv31/uZTAMw5xVENFpNdtx\n+IhhGIZJwkaBYRiGScJGgWEYhknCRoFhGIZJwkaBYRiGScJGgWEYhknCRqFGmfGHMe4NlnsZDMNU\nGGwUapS/v/8Q/vyH3O/BMMxK2CjUKBPeEI5MLCIUjZd7KQzDVBBsFGoUXzCKeELg+KS/3EthGKaC\nYKNQo/hCUQDAwLi3zCthGKaSYKNQo/iCMQDAwJivzCthGKaSYKNQg0RiCQTlXMLh8cUyr4ZhmEqC\njUINooSOLEYDDo/7IIQo84oYhqkU2CjUIL6gZBTO72rEYjiGkXnuV2AYRoKNQg3iC0n5hIs3ewAA\nhzivwDCMDBuFGkTxFF6/qQkGAgbG2SgwDCPBRqEGUXIKbfV16G524DAbBYZhZIpmFIiojoheIKID\nRHSIiP4hzTY3EdE0Eb0qP/68WOthlvHKnkJ9nRk71jVwWSrDMEmK6SmEAVwphDgPwPkAriWii9Ns\n9zMhxPny47tFXA8jo/Qo1NtM2N7hwuhCEN5AtMyrYhimEiiaURASioaCWX5w7WMF4AtFYTYSbGYj\ndnTUAwAOT7C3wDBMkXMKRGQkolcBTAF4RAjxfJrN3kNEB4noXiLqzLCfW4hoPxHtn56eLuaSawJf\nMIr6OjOICDvWSUaBQ0gMwwBFNgpCiLgQ4nwAGwBcRES7Vm3yGwCbhBDnAngEwA8z7OfbQojdQojd\nLS0txVyyahIJgc/dewBfffgoJn2hoh/vSw8O4LmTs7rsyxeKod5mBgC0uurQ7LRwsplhGAAlqj4S\nQiwAeALAtavenxVChOWX3wVwYSnWowdTi2H8z/4RfPPxQVz2z4/jr+55BS+dni9Kd3A4Fsd3nhrC\n5+49iHCscKlrbzCK+jpT8vX2jnouS2UYBkBxq49aiKhRfm4DcA2AI6u26Uh5+U4Ah4u1Hr1RppZ9\n8R07cNOlm/Dk0Sm851vP4F3/vg+/fGVEl4u3glItdGYugB8/e7rg/fmC0aSnAAA71tXj+KQf0Xii\n4H0zDHN2U0xPoQPAE0R0EMCLkHIKDxDRnUT0TnmbW+Vy1QMAbgVwUxHXoysTXilkdFG3B1+4bgee\nu/0q/OP1O7EYjuFvfnYAV/zbk5j1h3PsRR1Ks5nDYsQ3Hx/EQiBS2P5Cq4xCRz0i8QROTPNsBYap\ndYpZfXRQCHGBEOJcIcQuIcSd8vt3CCHul5/fLoTYKYQ4TwhxhRDiSPa9Vg7jslHoaKgDADisJtx4\nySY8+jeX4yvvOw9j3hD2n57X5VgLcrnop67uw2IoirseHyxof75gDPV1K40CwMlmhmG4ozlvJnwh\nWE0GNNrNK943GAhXb28FAJyZDehyLCV8dFG3G++7sBM/fPZUQfuWPIXlnEJ3swNWk4GNAsMwbBTy\nZcIbQkdDHYhozWeNdgvq60w4Pbeky7EUT6HBZsZtb+6DyWDAv/w+P6cqFI0jEkus8BRMRgO2tru4\nV4FhGDYK+TLhDaFdDh2lY6PHgTNz+khSK55Co92Mtvo63PKmzXjw4DheyiM8peQnGmwrPZwdHfUY\nGOPZCgxT67BRyJNxXxDt9ZmNQpfHjjOzOnkK8oXcJd/d3/KmzWhxWfH//vaw5ou4IoZXv9oorKvH\nfCCKiRL0XDAMU7mwUciDREJg0htGe4Mt4zZdbjtG5oOI6VDm6ZP7CowGKVTlsJrw6Wv68NLpeTzU\nP6FpX15F9yilTwGQehUAcBMbw9Q4bBTyYC4QQSSeSFYepWOj245YQiSrlAphIRBBw6qE9vt2d2Jr\nmwv//NARRGLqDY8SPlrtKWxrdwHgCiSGqXXYKOSB0qOQLafQ5bEDkBrOCsUbjKLRZlnxntFAuP1t\n23B6NoCfPKe+oS0ZPqpbaRRcdWZs9NhxeHyx4PUyDHP2wkYhD1b3KKRjo8cBADitQ1nqQjC6JjEM\nAJf3teANW5rxjcePJ5PRuciUaAaA7e0sd8EwtQ4bhTyYkCUusnkK7fV1MBtJl7JUbzC6JnwEAESE\nT16xBQuBKF4cmlO1L2U+s2tVTgGQks2nZpewFI4VtmCGYc5a2Cjkwbg3BJOB0OywZtzGaCB0Ntl1\naWDzBtJ7CsBymGp2SZ2khi8YhdVkQJ3ZuOazHR31EAI4MsEhJIapVdgo5MGEN4S2+joYDGsb11Lp\n8tgLzikIIeScQnqj4HFIuYYZvzo9JO8qMbxUtiuzFXQOIfnDMczopAPFMExxYaOQB+NyN3MuNrol\nT6GQhrClSByxhMjoKdSZjXBaTZhVaRR8ocxex7qGOjTYzLpXIP3TAwO44TvP6bpPhmGKAxuFPJjw\nZe9mVuh027EYjmG+gPnHqd3MmXA7LBrCR7E1PQoKRITtHS7dexWOTi7i+JQfoah+cuIMwxQHNgoa\nEUJg3BtU5ykkK5DyTzYrMtmZ7u4BwOO0aPIUMoWPAGBHRwOOTPgQT+gndzEyH4QQwNCMPh3e+0/N\n4aIvPYr5pcIkxBmGWQsbBY14g1GEooms3cwKG3XoVfAmxfAsGbfxOKyqY/bKfOZM7FhXj1A0odsF\nPBSNY3pRWtvJaX32+eTRaUwthjGkk4wIwzDLsFHQiNKjkE33SKGzSTYKBVQgebP0FSg0Oy2YVXnX\nLCWa04ePAGB7h9TZrFcIaXRhWRRQryE+/WNeAGBPgWGKABsFjSiCcWpyCjaLEa0uK04X4CksqMgp\neJwWzC1FkMgR8hFCwBeKZTUwva0umI2km1EYmdfXKAgh0D8qGQW1hpBhGPWwUdDIhIpu5lQ2egrr\nVVDjKXgcVsQTIilhkYlAJI54QmQNH1lMBrS66nRTSx2Zl/723lanLkZhajGcLL+dY6PAMLrDRkEj\n494QDAS0uDI3rqXS5XYU1NW8EIjCbCTYLWubzRQ8TnW9Cplks1fT5DDrFpoZmQ/CbCRc0uPByeml\nguc1KF4CwEaBYYoBGwWNTHiDaHFZYTaqO3UbPXZM+sJ5l2N6g1E02CxpJ7wpNDslAzWbI9nsS8pm\nZzcKbodVtwvuyHwQ6xpt6G1zIRCJF+yB9I/6QAQ02c2qK64YhlEPGwWNjHtDqiqPFLrcUrJ5OM+8\ngjcYQUOWxDCw7CnkirF7k7LZ2ffntpsxF9DLKASwocmGnhapPPfEVGEVQ/1jXnQ3O7C+yYY5lb0Z\nDMOoh42CRia8IXSoqDxSULSJ8lVL9QajaLRnLkcFpJwCoMZTyJ2fACRPYX4p/4a7VEbmg9jQaMeW\nFieAwpPNh0a92LWuQVdvhmGYZdgoaCTXbObVbJQ9hXwrkBayiOEpNNnNINKQU8gZPjLDH44hHCus\nA1npUdjQZEOLywqn1VSQUZhbimDMG8Ku9fXwONSX4TIMox42ChpYDEWxGI6prjwCJAkKp9VUQPgo\nsxiegsloQKPNnFPqItPUtdW4Zc+jUG9B6VHY4LaBiNDT4iioge2Q3J8geQoW9hQYpgiwUdDApIYe\nBQUiQqfbnrfUhTeQXZZCweO05ky8ZpulkIrbIR1PrZ5SJpQehQ1yE19PS2Flqf2jUu/ETtkoBCJx\n1lNiGJ1ho6CB5Ylr6hPNgBRCyid8FIsnsBiOZW1cU/A4cusfeYNROCzGnJVTenkKinekdHb3tDox\n7g3Bn+cQn/4xLzrdNjTYzUnJcA4hMYy+sFHQgJoxnOnY6LFjZC6oWWROubPPlVMApLLUGRXhIzVe\nh56egtlIaJV7OpQKpKE8Q0hKkllao2QU5rgslWF0hY2CBpRu5tZ6dY1rCl0eOyLxhOYafTWy2Qpq\nlFJ9oexieApNcrVToQ1sI/MBrG+0JYcRbS6gAskXiuLUbAC71ktGYbkMl8tSGUZP2ChoYNwbgsdh\ngdWUubs4HUqvgla5CzWy2QoehxXeYBTReCLjNr5gLGePAgA02i0gKrxjeGQ+mMwnAJLHZCDgZB5G\nQRn8s0OeDqeEuDjZzDD6wkZBAxPeoKYks8JGtxQ2OaNR7mJZ9yh7nwKwfOec7e7em0M2W8FoIDTa\nCm9gk4zCcv7FajKiy23HiTzCR4q8xZrwERsFhtEVNgoaUDuGczXrGutgMpDmBjY1YngKzSr0j7KN\n4lxNoSWfoWgcM/7wCqMA5F+BNDDmQ1u9Nak5VV9ngtlInGhmGJ0pmlEgojoieoGIDhDRISL6hzTb\nWInoZ0Q0SETPE9GmYq1HD9SO4VyNyWjA+iab5gokbTkFuas5S4xdbaIZKNworC5HVehpdeLkzJLm\npHv/2HKSGZBKfZvsFk40M4zOFNNTCAO4UghxHoDzAVxLRBev2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XjzHIiTChHB7bBIOYUC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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"KNY43Hm4rx-w","colab_type":"text"},"source":["### Scheduler for one-cycle"]},{"cell_type":"code","metadata":{"id":"3z7r14Ncrxf8","colab_type":"code","colab":{}},"source":["class OneCycleScheduler(object):\n","\n","    def __init__(self, optimizer, epochs, train_loader, max_lr=3e-3,\n","                 moms=(.95, .85), div_factor=25, sep_ratio=0.3, final_div=None):\n","\n","        self.optimizer = optimizer\n","\n","        if isinstance(max_lr, list) or isinstance(max_lr, tuple):\n","            if len(max_lr) != len(optimizer.param_groups):\n","                raise ValueError(\"expected {} max_lr, got {}\".format(\n","                    len(optimizer.param_groups), len(max_lr)))\n","            self.max_lrs = list(max_lr)\n","            self.init_lrs = [lr/div_factor for lr in self.max_lrs]\n","        else:\n","            self.max_lrs = [max_lr] * len(optimizer.param_groups)\n","            self.init_lrs = [max_lr/div_factor] * len(optimizer.param_groups)\n","\n","        if final_div is None: final_div = div_factor*1e4\n","        self.final_lrs = [lr/final_div for lr in self.max_lrs]\n","        self.moms = moms\n","\n","        total_iteration = epochs * len(train_loader)\n","        self.up_iteration = int(total_iteration * sep_ratio)\n","        self.down_iteration = total_iteration - self.up_iteration\n","\n","        self.curr_iter = 0\n","        self._assign_lr_mom(self.init_lrs, [moms[0]]*len(optimizer.param_groups))\n","\n","    def _assign_lr_mom(self, lrs, moms):\n","        for param_group, lr, mom in zip(self.optimizer.param_groups, lrs, moms):\n","            param_group['lr'] = lr\n","            param_group['betas'] = (mom, 0.999)\n","\n","    def _annealing_cos(self, start, end, pct):\n","        cos_out = np.cos(np.pi * pct) + 1\n","        return end + (start-end)/2 * cos_out\n","\n","    def step(self):\n","        self.curr_iter += 1\n","\n","        if self.curr_iter <= self.up_iteration:\n","            pct = self.curr_iter / self.up_iteration\n","            curr_lrs = [self._annealing_cos(min_lr, max_lr, pct) \\\n","                            for min_lr, max_lr in zip(self.init_lrs, self.max_lrs)]\n","            curr_moms = [self._annealing_cos(self.moms[0], self.moms[1], pct) \\\n","                            for _ in range(len(self.optimizer.param_groups))]\n","        else:\n","            pct = (self.curr_iter-self.up_iteration) / self.down_iteration\n","            curr_lrs = [self._annealing_cos(max_lr, final_lr, pct) \\\n","                            for max_lr, final_lr in zip(self.max_lrs, self.final_lrs)]\n","            curr_moms = [self._annealing_cos(self.moms[1], self.moms[0], pct) \\\n","                            for _ in range(len(self.optimizer.param_groups))]\n","\n","        self._assign_lr_mom(curr_lrs, curr_moms)\n"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"pakyq_trro_r","colab_type":"text"},"source":["### Training"]},{"cell_type":"code","metadata":{"id":"9OXFo6lxroTU","colab_type":"code","colab":{}},"source":["def train(train_loader, model, optimizer, scheduler, is_pseudo=False):\n","    \"\"\"\n","    One epoch's training.\n","\n","    :param train_loader: DataLoader for training data\n","    :param model: model\n","    :param optimizer: optimizer\n","    :param scheduler: lr, mom scheduler\n","    \"\"\"\n","    model.train()  # training mode enables dropout\n","\n","    losses = AverageMeter()\n","    accs = AverageMeter()\n","\n","    # Batches\n","    for i, (images, labels) in enumerate(train_loader):\n","\n","        # Move to default device\n","        images = images.to(device)  # (batch_size (N), 3, 224, 224)\n","        labels = labels.squeeze().to(device)\n","\n","        # Forward prop.\n","        predicted_scores = model(images)  # (N, n_classes)\n","\n","        # Loss\n","        if is_pseudo:\n","            loss = cross_entropy_with_probs(predicted_scores, labels)  # scalar\n","        else:\n","            loss = F.cross_entropy(predicted_scores, labels)  # scalar\n","        \n","        # Accuracy\n","        _, preds = predicted_scores.max(1)\n","        if is_pseudo:\n","            _, labels = labels.max(1)\n","        acc = float((preds == labels).sum()) / images.size(0)\n","\n","        # Backward prop.\n","        optimizer.zero_grad()\n","        loss.backward()\n","\n","        # Clip gradients, if necessary\n","        if grad_clip is not None:\n","            clip_gradient(optimizer, grad_clip)\n","\n","        # Update model\n","        optimizer.step()\n","        losses.update(loss.item(), images.size(0))\n","        accs.update(acc, images.size(0))\n","\n","        # Update lr, momentum per iteration\n","        scheduler.step()\n","\n","        # Print status\n","        if i % 69 == 0:\n","            print('Iteration: [{0}/{1}]\\t'\n","                  'Loss {loss.val:.4f} ({loss.avg:.4f})\\t'\n","                  'Acc {acc.val:.4f} ({acc.avg:.4f})\\t'.format(i, len(train_loader),\n","                                                               loss=losses, acc=accs))\n","\n","\n","def validate(val_loader, model):\n","    \"\"\"\n","    One epoch's validation.\n","\n","    :param val_loader: DataLoader for validation data\n","    :param model: model\n","\n","    :return: average validation loss\n","    \"\"\"\n","    model.eval()  # eval mode disables dropout\n","\n","    losses = AverageMeter()\n","    accs = AverageMeter()\n","\n","    # Prohibit gradient computation explicity because I had some problems with memory\n","    with torch.no_grad():\n","        # Batches\n","        for i, (images, labels) in enumerate(val_loader):\n","\n","            # Move to default device\n","            images = images.to(device)  # (N, 3, 224, 224)\n","            labels = labels.squeeze().to(device)\n","\n","            # Forward prop.\n","            predicted_scores = model(images)  # (N, n_classes)\n","            _, preds = predicted_scores.max(1)\n","\n","            # Loss\n","            loss = F.cross_entropy(predicted_scores, labels)\n","            losses.update(loss.item(), images.size(0))\n","            \n","            # Accuracy\n","            acc = float((preds == labels).sum()) / images.size(0)\n","            accs.update(acc, images.size(0))\n","            \n","\n","    print('* Val Loss - {loss.avg:.3f}'.format(loss=losses))\n","    print('* Val Acc - {acc.avg:.3f}'.format(acc=accs))\n","\n","    return losses.avg"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"6KZZXGgmr_pM","colab_type":"text"},"source":["#### one-cycle"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"-px72IB4EBaR","colab":{}},"source":["epochs = 4\n","ft_lrs = [lr/100, lr/10, lr]\n","\n","# init model, optimizer\n","model, optimizer = model_optimizer_init()\n","model = model.to(device)\n","scheduler = OneCycleScheduler(optimizer, epochs, train_loader, max_lr=ft_lrs)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"oPF9JtL31WqY","colab_type":"code","outputId":"16b06a17-6a30-4880-9d56-063563ebd5f5","executionInfo":{"status":"ok","timestamp":1556185195987,"user_tz":-480,"elapsed":537685,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/-y8V6pdyk_ro/AAAAAAAAAAI/AAAAAAAAA6Y/SINQvfcEI-s/s64/photo.jpg","userId":"01110408961739688657"}},"colab":{"base_uri":"https://localhost:8080/","height":731}},"source":["%%time\n","for epoch in range(epochs):\n","    print(f'Epoch: {epoch+1}')\n","    start_time = time.time()\n","\n","    # One epoch's training\n","    train(train_loader=train_loader,\n","          model=model,\n","          optimizer=optimizer,\n","          scheduler=scheduler)\n","\n","    # One epoch's validation\n","    val_loss = validate(val_loader=val_loader,\n","                        model=model)\n","\n","    # Did validation loss improve?\n","    if epoch==0: best_loss = val_loss\n","    is_best = val_loss < best_loss\n","    best_loss = min(val_loss, best_loss)\n","\n","    # Save checkpoint\n","    if is_best or epoch == 0:\n","        print(f'Save the better model at epoch {epoch+1}')\n","        torch.save(model.state_dict(), f'rn50_ft_epk_{epochs}.pth')\n","    \n","    time_elapsed = time.time() - start_time\n","    print('Time: {:.0f}:{:.0f}'.format(time_elapsed // 60, time_elapsed % 60))\n","    print()"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Epoch: 1\n","Iteration: [0/208]\tLoss 3.3000 (3.3000)\t\n","Iteration: [69/208]\tLoss 1.9282 (2.5805)\t\n","Iteration: [138/208]\tLoss 2.0488 (2.2208)\t\n","Iteration: [207/208]\tLoss 0.7868 (2.0121)\t\n","* Val Loss - 1.526\n","* Val Acc - 0.468\n","Save the better model at epoch 1\n","Time: 2:14\n","\n","Epoch: 2\n","Iteration: [0/208]\tLoss 1.4936 (1.4936)\t\n","Iteration: [69/208]\tLoss 0.7426 (1.3780)\t\n","Iteration: [138/208]\tLoss 0.8795 (1.2709)\t\n","Iteration: [207/208]\tLoss 1.1528 (1.1911)\t\n","* Val Loss - 1.073\n","* Val Acc - 0.638\n","Save the better model at epoch 2\n","Time: 2:14\n","\n","Epoch: 3\n","Iteration: [0/208]\tLoss 1.0845 (1.0845)\t\n","Iteration: [69/208]\tLoss 0.7457 (0.9296)\t\n","Iteration: [138/208]\tLoss 0.7475 (0.9255)\t\n","Iteration: [207/208]\tLoss 0.8064 (0.8836)\t\n","* Val Loss - 0.890\n","* Val Acc - 0.716\n","Save the better model at epoch 3\n","Time: 2:13\n","\n","Epoch: 4\n","Iteration: [0/208]\tLoss 0.8359 (0.8359)\t\n","Iteration: [69/208]\tLoss 0.8712 (0.8248)\t\n","Iteration: [138/208]\tLoss 0.8194 (0.7776)\t\n","Iteration: [207/208]\tLoss 0.6754 (0.7675)\t\n","* Val Loss - 0.859\n","* Val Acc - 0.721\n","Save the better model at epoch 4\n","Time: 2:16\n","\n","CPU times: user 1min 33s, sys: 44.1 s, total: 2min 17s\n","Wall time: 8min 56s\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"_E3b14U47ux0","colab_type":"code","colab":{}},"source":["epochs = 3\n","lr = 3e-4\n","ft_lrs = [lr/100, lr/10, lr]\n","\n","# init model, optimizer\n","model, optimizer = model_optimizer_init()\n","model = model.to(device)\n","scheduler = OneCycleScheduler(optimizer, epochs, train_loader, max_lr=ft_lrs)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"vB69mT5f8BvU","colab_type":"code","outputId":"813a4239-f4be-4ed5-ab18-989ad95f99f5","executionInfo":{"status":"ok","timestamp":1570096015849,"user_tz":-480,"elapsed":1296762,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mCdVX7T48nM1swQqTFQB37YCJpipfpOuklEdcRHBQ=s64","userId":"01110408961739688657"}},"colab":{"base_uri":"https://localhost:8080/","height":872}},"source":["%%time\n","\n","# pseudo labeling\n","\n","for epoch in range(epochs):\n","    print(f'Epoch: {epoch+1}')\n","    start_time = time.time()\n","\n","    # One epoch's training\n","    train(train_loader=train_loader,\n","          model=model,\n","          optimizer=optimizer,\n","          scheduler=scheduler,\n","          is_pseudo=True)\n","\n","    # One epoch's validation\n","    val_loss = validate(val_loader=val_loader,\n","                        model=model)\n","\n","    # Did validation loss improve?\n","    if epoch==0: best_loss = val_loss\n","    is_best = val_loss < best_loss\n","    best_loss = min(val_loss, best_loss)\n","\n","    # Save checkpoint\n","    if is_best or epoch == 0:\n","        print(f'Save the better model at epoch {epoch+1}')\n","        torch.save(model.state_dict(), f'rn50_ft_epk_{epochs}_pl.pth')\n","    \n","    time_elapsed = time.time() - start_time\n","    print('Time: {:.0f}:{:.0f}'.format(time_elapsed // 60, time_elapsed % 60))\n","    print()"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Epoch: 1\n","Iteration: [0/580]\tLoss 7.4808 (7.4808)\tAcc 0.0312 (0.0312)\t\n","Iteration: [69/580]\tLoss 1.6665 (3.8228)\tAcc 0.6562 (0.1710)\t\n","Iteration: [138/580]\tLoss 1.8645 (2.8861)\tAcc 0.6250 (0.3896)\t\n","Iteration: [207/580]\tLoss 1.6976 (2.5119)\tAcc 0.5938 (0.4621)\t\n","Iteration: [276/580]\tLoss 1.6949 (2.3141)\tAcc 0.7188 (0.5093)\t\n","Iteration: [345/580]\tLoss 2.0429 (2.1842)\tAcc 0.6562 (0.5414)\t\n","Iteration: [414/580]\tLoss 1.5557 (2.0857)\tAcc 0.8125 (0.5636)\t\n","Iteration: [483/580]\tLoss 1.5633 (2.0224)\tAcc 0.6875 (0.5765)\t\n","Iteration: [552/580]\tLoss 1.3984 (1.9635)\tAcc 0.8750 (0.5931)\t\n","* Val Loss - 0.948\n","* Val Acc - 0.693\n","Save the better model at epoch 1\n","Time: 7:13\n","\n","Epoch: 2\n","Iteration: [0/580]\tLoss 1.4399 (1.4399)\tAcc 0.6250 (0.6250)\t\n","Iteration: [69/580]\tLoss 1.4992 (1.4448)\tAcc 0.9062 (0.7415)\t\n","Iteration: [138/580]\tLoss 1.4620 (1.4700)\tAcc 0.7500 (0.7347)\t\n","Iteration: [207/580]\tLoss 1.5710 (1.4558)\tAcc 0.5938 (0.7375)\t\n","Iteration: [276/580]\tLoss 1.1822 (1.4460)\tAcc 0.8750 (0.7378)\t\n","Iteration: [345/580]\tLoss 1.3808 (1.4367)\tAcc 0.7812 (0.7423)\t\n","Iteration: [414/580]\tLoss 1.3670 (1.4258)\tAcc 0.7500 (0.7485)\t\n","Iteration: [483/580]\tLoss 1.2029 (1.4173)\tAcc 0.7812 (0.7521)\t\n","Iteration: [552/580]\tLoss 1.1153 (1.4059)\tAcc 0.8438 (0.7562)\t\n","* Val Loss - 0.546\n","* Val Acc - 0.836\n","Save the better model at epoch 2\n","Time: 7:12\n","\n","Epoch: 3\n","Iteration: [0/580]\tLoss 1.1483 (1.1483)\tAcc 0.8438 (0.8438)\t\n","Iteration: [69/580]\tLoss 1.4167 (1.2835)\tAcc 0.8438 (0.8094)\t\n","Iteration: [138/580]\tLoss 1.2001 (1.2703)\tAcc 0.8125 (0.8132)\t\n","Iteration: [207/580]\tLoss 1.2536 (1.2729)\tAcc 0.9062 (0.8151)\t\n","Iteration: [276/580]\tLoss 1.5736 (1.2740)\tAcc 0.7500 (0.8146)\t\n","Iteration: [345/580]\tLoss 1.2570 (1.2710)\tAcc 0.8125 (0.8158)\t\n","Iteration: [414/580]\tLoss 1.5307 (1.2712)\tAcc 0.7188 (0.8161)\t\n","Iteration: [483/580]\tLoss 1.2883 (1.2697)\tAcc 0.8438 (0.8170)\t\n","Iteration: [552/580]\tLoss 1.4365 (1.2679)\tAcc 0.7812 (0.8175)\t\n","* Val Loss - 0.451\n","* Val Acc - 0.881\n","Save the better model at epoch 3\n","Time: 7:11\n","\n","CPU times: user 12min 19s, sys: 7min 39s, total: 19min 59s\n","Wall time: 21min 35s\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"ZEMNb_kn_k-i","colab_type":"text"},"source":["#### n-fold training"]},{"cell_type":"code","metadata":{"id":"mmcokd7L_mxr","colab_type":"code","colab":{}},"source":["epochs = 4\n","ft_lrs = [lr/100, lr/10, lr]\n","nb_folds = 5"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"f4ajURvnBME0","colab_type":"code","outputId":"60a157d0-27a6-410e-e193-392713d8f4a9","executionInfo":{"status":"ok","timestamp":1558975643637,"user_tz":-480,"elapsed":2300577,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/-y8V6pdyk_ro/AAAAAAAAAAI/AAAAAAAAA6Y/SINQvfcEI-s/s64/photo.jpg","userId":"01110408961739688657"}},"colab":{"base_uri":"https://localhost:8080/","height":3366}},"source":["%%time\n","\n","for i in range(nb_folds):\n","    print(f'Fold: {i+1}')\n","    print()\n","    \n","    # init model, optimizer\n","    model, optimizer = model_optimizer_init()\n","    model = model.to(device)\n","    \n","    # custom dataloaders\n","    train_dataset = NCFMclass(data_path, split='train', which_fold=i, nb_folds=nb_folds)\n","    val_dataset = NCFMclass(data_path, split='valid', which_fold=i, nb_folds=nb_folds)\n","    train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True,\n","                              num_workers=workers)\n","    val_loader = DataLoader(val_dataset, batch_size=batch_size, shuffle=True,\n","                            num_workers=workers)\n","    \n","    # lr scheduler\n","    scheduler = OneCycleScheduler(optimizer, epochs, train_loader, max_lr=ft_lrs)\n","    \n","    \n","    for epoch in range(epochs):\n","        print(f'Epoch: {epoch+1}')\n","        start_time = time.time()\n","\n","        # One epoch's training\n","        train(train_loader=train_loader,\n","              model=model,\n","              optimizer=optimizer,\n","              scheduler=scheduler)\n","\n","        # One epoch's validation\n","        val_loss = validate(val_loader=val_loader,\n","                            model=model)\n","\n","        # Did validation loss improve?\n","        if epoch==0: best_loss = val_loss\n","        is_best = val_loss < best_loss\n","        best_loss = min(val_loss, best_loss)\n","\n","        # Save checkpoint\n","        if is_best or epoch == 0:\n","            print(f'Save the better model at epoch {epoch+1}')\n","            torch.save(model.state_dict(), f'rn50_ft_epk_{epochs}_fld_{i}.pth')\n","\n","        time_elapsed = time.time() - start_time\n","        print('Time: {:.0f}:{:.0f}'.format(time_elapsed // 60, time_elapsed % 60))\n","        print()\n","    \n","    print()"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Fold: 1\n","\n","Epoch: 1\n","Iteration: [0/187]\tLoss 4.1809 (4.1809)\tAcc 0.1250 (0.1250)\t\n","Iteration: [69/187]\tLoss 1.4475 (2.9527)\tAcc 0.5625 (0.2022)\t\n","Iteration: [138/187]\tLoss 1.6536 (2.3978)\tAcc 0.4375 (0.3210)\t\n","* Val Loss - 1.538\n","* Val Acc - 0.475\n","Save the better model at epoch 1\n","Time: 2:37\n","\n","Epoch: 2\n","Iteration: [0/187]\tLoss 1.4415 (1.4415)\tAcc 0.5000 (0.5000)\t\n","Iteration: [69/187]\tLoss 1.5603 (1.4597)\tAcc 0.4688 (0.5080)\t\n","Iteration: [138/187]\tLoss 1.2380 (1.3718)\tAcc 0.6250 (0.5364)\t\n","* Val Loss - 1.095\n","* Val Acc - 0.636\n","Save the better model at epoch 2\n","Time: 2:38\n","\n","Epoch: 3\n","Iteration: [0/187]\tLoss 1.0194 (1.0194)\tAcc 0.7188 (0.7188)\t\n","Iteration: [69/187]\tLoss 1.0866 (1.0449)\tAcc 0.5625 (0.6397)\t\n","Iteration: [138/187]\tLoss 0.9339 (1.0183)\tAcc 0.5938 (0.6495)\t\n","* Val Loss - 0.937\n","* Val Acc - 0.693\n","Save the better model at epoch 3\n","Time: 1:41\n","\n","Epoch: 4\n","Iteration: [0/187]\tLoss 1.1026 (1.1026)\tAcc 0.5625 (0.5625)\t\n","Iteration: [69/187]\tLoss 0.8486 (0.8573)\tAcc 0.6250 (0.7058)\t\n","Iteration: [138/187]\tLoss 1.0737 (0.8783)\tAcc 0.6562 (0.7003)\t\n","* Val Loss - 0.923\n","* Val Acc - 0.684\n","Save the better model at epoch 4\n","Time: 1:40\n","\n","\n","Fold: 2\n","\n","Epoch: 1\n","Iteration: [0/187]\tLoss 2.9735 (2.9735)\tAcc 0.2188 (0.2188)\t\n","Iteration: [69/187]\tLoss 1.3852 (2.3288)\tAcc 0.6250 (0.3375)\t\n","Iteration: [138/187]\tLoss 1.7635 (2.1068)\tAcc 0.3750 (0.3840)\t\n","* Val Loss - 1.474\n","* Val Acc - 0.520\n","Save the better model at epoch 1\n","Time: 1:41\n","\n","Epoch: 2\n","Iteration: [0/187]\tLoss 1.5863 (1.5863)\tAcc 0.5938 (0.5938)\t\n","Iteration: [69/187]\tLoss 1.4991 (1.3914)\tAcc 0.4375 (0.5460)\t\n","Iteration: [138/187]\tLoss 1.5830 (1.3003)\tAcc 0.4688 (0.5638)\t\n","* Val Loss - 1.026\n","* Val Acc - 0.641\n","Save the better model at epoch 2\n","Time: 1:39\n","\n","Epoch: 3\n","Iteration: [0/187]\tLoss 1.0877 (1.0877)\tAcc 0.5000 (0.5000)\t\n","Iteration: [69/187]\tLoss 0.8187 (1.0619)\tAcc 0.7188 (0.6397)\t\n","Iteration: [138/187]\tLoss 1.0700 (1.0660)\tAcc 0.5312 (0.6349)\t\n","* Val Loss - 0.868\n","* Val Acc - 0.720\n","Save the better model at epoch 3\n","Time: 2:38\n","\n","Epoch: 4\n","Iteration: [0/187]\tLoss 0.8955 (0.8955)\tAcc 0.6875 (0.6875)\t\n","Iteration: [69/187]\tLoss 0.7096 (0.8776)\tAcc 0.7500 (0.7076)\t\n","Iteration: [138/187]\tLoss 0.7890 (0.8411)\tAcc 0.7500 (0.7208)\t\n","* Val Loss - 0.849\n","* Val Acc - 0.739\n","Save the better model at epoch 4\n","Time: 1:41\n","\n","\n","Fold: 3\n","\n","Epoch: 1\n","Iteration: [0/187]\tLoss 2.2167 (2.2167)\tAcc 0.3750 (0.3750)\t\n","Iteration: [69/187]\tLoss 1.9429 (2.1204)\tAcc 0.4375 (0.4062)\t\n","Iteration: [138/187]\tLoss 1.4950 (1.9344)\tAcc 0.5000 (0.4328)\t\n","* Val Loss - 1.594\n","* Val Acc - 0.423\n","Save the better model at epoch 1\n","Time: 2:38\n","\n","Epoch: 2\n","Iteration: [0/187]\tLoss 1.0555 (1.0555)\tAcc 0.6250 (0.6250)\t\n","Iteration: [69/187]\tLoss 1.1423 (1.3317)\tAcc 0.6250 (0.5464)\t\n","Iteration: [138/187]\tLoss 1.0458 (1.2538)\tAcc 0.5938 (0.5760)\t\n","* Val Loss - 0.983\n","* Val Acc - 0.657\n","Save the better model at epoch 2\n","Time: 1:41\n","\n","Epoch: 3\n","Iteration: [0/187]\tLoss 1.3209 (1.3209)\tAcc 0.5938 (0.5938)\t\n","Iteration: [69/187]\tLoss 0.7036 (0.9404)\tAcc 0.7188 (0.6817)\t\n","Iteration: [138/187]\tLoss 1.0506 (0.9309)\tAcc 0.5938 (0.6821)\t\n","* Val Loss - 0.845\n","* Val Acc - 0.710\n","Save the better model at epoch 3\n","Time: 1:39\n","\n","Epoch: 4\n","Iteration: [0/187]\tLoss 0.6577 (0.6577)\tAcc 0.7500 (0.7500)\t\n","Iteration: [69/187]\tLoss 0.5134 (0.8266)\tAcc 0.8750 (0.7295)\t\n","Iteration: [138/187]\tLoss 0.6799 (0.8048)\tAcc 0.7500 (0.7286)\t\n","* Val Loss - 0.794\n","* Val Acc - 0.737\n","Save the better model at epoch 4\n","Time: 1:40\n","\n","\n","Fold: 4\n","\n","Epoch: 1\n","Iteration: [0/187]\tLoss 4.1474 (4.1474)\tAcc 0.0938 (0.0938)\t\n","Iteration: [69/187]\tLoss 1.8987 (3.0513)\tAcc 0.5000 (0.1656)\t\n","Iteration: [138/187]\tLoss 1.8226 (2.4133)\tAcc 0.5312 (0.3040)\t\n","* Val Loss - 1.582\n","* Val Acc - 0.466\n","Save the better model at epoch 1\n","Time: 2:38\n","\n","Epoch: 2\n","Iteration: [0/187]\tLoss 1.8822 (1.8822)\tAcc 0.4062 (0.4062)\t\n","Iteration: [69/187]\tLoss 1.6122 (1.4150)\tAcc 0.4688 (0.5281)\t\n","Iteration: [138/187]\tLoss 1.4388 (1.3328)\tAcc 0.4375 (0.5546)\t\n","* Val Loss - 1.136\n","* Val Acc - 0.616\n","Save the better model at epoch 2\n","Time: 1:41\n","\n","Epoch: 3\n","Iteration: [0/187]\tLoss 1.1124 (1.1124)\tAcc 0.6562 (0.6562)\t\n","Iteration: [69/187]\tLoss 1.1272 (1.0434)\tAcc 0.5312 (0.6464)\t\n","Iteration: [138/187]\tLoss 1.4445 (0.9884)\tAcc 0.4375 (0.6612)\t\n","* Val Loss - 0.954\n","* Val Acc - 0.685\n","Save the better model at epoch 3\n","Time: 1:42\n","\n","Epoch: 4\n","Iteration: [0/187]\tLoss 0.8798 (0.8798)\tAcc 0.6562 (0.6562)\t\n","Iteration: [69/187]\tLoss 0.9272 (0.8800)\tAcc 0.6875 (0.6996)\t\n","Iteration: [138/187]\tLoss 1.0112 (0.8680)\tAcc 0.6875 (0.7023)\t\n","* Val Loss - 0.883\n","* Val Acc - 0.714\n","Save the better model at epoch 4\n","Time: 1:40\n","\n","\n","Fold: 5\n","\n","Epoch: 1\n","Iteration: [0/187]\tLoss 2.2262 (2.2262)\tAcc 0.4062 (0.4062)\t\n","Iteration: [69/187]\tLoss 2.1761 (2.1405)\tAcc 0.3750 (0.4103)\t\n","Iteration: [138/187]\tLoss 1.3574 (1.9499)\tAcc 0.5000 (0.4245)\t\n","* Val Loss - 1.476\n","* Val Acc - 0.497\n","Save the better model at epoch 1\n","Time: 1:40\n","\n","Epoch: 2\n","Iteration: [0/187]\tLoss 1.5269 (1.5269)\tAcc 0.5312 (0.5312)\t\n","Iteration: [69/187]\tLoss 1.8673 (1.3756)\tAcc 0.5000 (0.5567)\t\n","Iteration: [138/187]\tLoss 1.1351 (1.2991)\tAcc 0.6562 (0.5683)\t\n","* Val Loss - 1.034\n","* Val Acc - 0.647\n","Save the better model at epoch 2\n","Time: 1:41\n","\n","Epoch: 3\n","Iteration: [0/187]\tLoss 1.0995 (1.0995)\tAcc 0.5938 (0.5938)\t\n","Iteration: [69/187]\tLoss 0.9598 (0.9870)\tAcc 0.6875 (0.6612)\t\n","Iteration: [138/187]\tLoss 0.9042 (0.9621)\tAcc 0.6250 (0.6702)\t\n","* Val Loss - 0.870\n","* Val Acc - 0.714\n","Save the better model at epoch 3\n","Time: 1:41\n","\n","Epoch: 4\n","Iteration: [0/187]\tLoss 0.9370 (0.9370)\tAcc 0.7188 (0.7188)\t\n","Iteration: [69/187]\tLoss 0.7198 (0.8628)\tAcc 0.8438 (0.6996)\t\n","Iteration: [138/187]\tLoss 0.9966 (0.8468)\tAcc 0.5625 (0.7091)\t\n","* Val Loss - 0.855\n","* Val Acc - 0.708\n","Save the better model at epoch 4\n","Time: 1:40\n","\n","\n","CPU times: user 7min 33s, sys: 3min 42s, total: 11min 16s\n","Wall time: 38min 19s\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"jbwFdAKuRr6t","colab_type":"text"},"source":["### Inference"]},{"cell_type":"code","metadata":{"id":"DSVIJtxHRwiF","colab_type":"code","colab":{}},"source":["def get_preds(test_loader, model):\n","    \"\"\"\n","    One epoch's validation.\n","\n","    :param test_loader: DataLoader for test data\n","    :param model: model\n","\n","    :return: predictions and file_names\n","    \"\"\"\n","    model.eval()  # eval mode disables dropout\n","\n","    file_names = []\n","    predictions = []\n","    with torch.no_grad():\n","        # Batches\n","        for i, (images, fnames) in enumerate(test_loader):\n","            file_names.extend(fnames)\n","\n","            # Move to default device\n","            images = images.to(device)  # (N, 3, 224, 224)\n","\n","            # Forward prop.\n","            predicted_scores = model(images)  # (N, n_classes)\n","            \n","            predictions.append(predicted_scores)\n","    \n","    predictions = F.softmax(torch.cat(predictions, 0), 1)\n","\n","    return predictions, file_names\n","\n","\n","def TTA(test_datasets, model, beta=0.4):\n","    \"\"\"\n","    Test time augmentation prediction\n","    \n","    Inputs:\n","    - test_datasets: list of original/transformed datasets\n","    - model: classifier\n","    - beta: param for ratio of pred of original dataset in final results\n","    \n","    Return:\n","    - predictions and file_names\n","    \"\"\"\n","    original_pred = 0\n","    transformed_pred = 0\n","    for i in range(len(test_datasets)):\n","        test_loader = DataLoader(test_datasets[i], batch_size=batch_size,\n","                                 shuffle=False, num_workers=workers)\n","        preds, file_names = get_preds(test_loader, model)\n","        if i == 0:\n","            original_pred += preds.cpu().numpy()\n","        else:\n","            transformed_pred += preds.cpu().numpy() / (len(test_datasets)-1)\n","    \n","    predictions = beta * original_pred + (1-beta) * transformed_pred\n","    \n","    return predictions, file_names"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"d8L4_6oZst_-","colab_type":"text"},"source":["Single prediction"]},{"cell_type":"code","metadata":{"id":"JBHBsWEHLU8c","colab_type":"code","outputId":"77cdab3e-05f1-4080-ad7f-5c3374b8b569","executionInfo":{"status":"ok","timestamp":1570097991703,"user_tz":-480,"elapsed":99238,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mCdVX7T48nM1swQqTFQB37YCJpipfpOuklEdcRHBQ=s64","userId":"01110408961739688657"}},"colab":{"base_uri":"https://localhost:8080/","height":54}},"source":["%%time\n","preds, file_names = get_preds(test_loader, model)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["CPU times: user 28 s, sys: 14.3 s, total: 42.4 s\n","Wall time: 1min 37s\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"xrgMZ-sm3xdU","colab_type":"code","outputId":"de81bd35-33c8-4b1c-8cb0-ffedc10816c5","executionInfo":{"status":"ok","timestamp":1559142104876,"user_tz":-480,"elapsed":497670,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/-y8V6pdyk_ro/AAAAAAAAAAI/AAAAAAAAA6Y/SINQvfcEI-s/s64/photo.jpg","userId":"01110408961739688657"}},"colab":{"base_uri":"https://localhost:8080/","height":51}},"source":["%%time\n","\n","# 5-fold prediction\n","os.chdir('/content/drive/My Drive/DL_projects/cv_fish')\n","net = models.resnet50(pretrained=True)\n","model = ResNetFish(net)\n","\n","preds = []\n","for i in range(5):\n","    model.load_state_dict(torch.load(f'rn50_ft_epk_4_fld_{i}.pth'))\n","    model = model.to(device)\n","    prediction, file_names = get_preds(test_loader, model)\n","    preds.append(prediction)\n","\n","preds = torch.stack(preds).mean(0)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["CPU times: user 1min 31s, sys: 24.9 s, total: 1min 56s\n","Wall time: 8min 16s\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"wbyOKKXpfBjE","colab_type":"code","colab":{}},"source":["file_names = [f if f.split('_')[0]=='img' else 'test_stg2/'+f for f in file_names]\n","submission = pd.DataFrame(preds.cpu().numpy(), columns=label_clss)\n","submission['image'] = file_names\n","submission.to_csv('submission.csv', index=False)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"ys-ZisAOsvwd","colab_type":"text"},"source":["TTA"]},{"cell_type":"code","metadata":{"id":"u7vtvMDKgtCB","colab_type":"code","colab":{}},"source":["tsfm = T.Compose([\n","                    T.ColorJitter(brightness=0.15, contrast=0.15, saturation=0.15, hue=0.1),\n","                    T.RandomResizedCrop(224, scale=(0.8, 1.0)),\n","                    T.RandomHorizontalFlip(),\n","                    T.RandomAffine(degrees=10, shear=10),\n","                    T.ToTensor(),\n","                    T.Normalize(rgb_mean, rgb_std),\n","                ])\n","\n","test_datasets = [NCFMclass(data_path, split='test')] + [NCFMclass(data_path, split='test', transform=tsfm)]*6"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"D4W4buv-kcQS","colab_type":"code","outputId":"75d4b616-b3c8-4bd4-a1f2-24b100a1dd94","executionInfo":{"status":"ok","timestamp":1558708377401,"user_tz":-480,"elapsed":2276622,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/-y8V6pdyk_ro/AAAAAAAAAAI/AAAAAAAAA6Y/SINQvfcEI-s/s64/photo.jpg","userId":"01110408961739688657"}},"colab":{"base_uri":"https://localhost:8080/","height":51}},"source":["%%time\n","preds, file_names = TTA(test_datasets, model)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["CPU times: user 2min 10s, sys: 1min 5s, total: 3min 15s\n","Wall time: 37min 55s\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"pJxnnUCYrgHS","colab_type":"code","outputId":"2dee9777-1376-42d3-9330-102866db6dc0","executionInfo":{"status":"ok","timestamp":1559362057700,"user_tz":-480,"elapsed":13070667,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/-y8V6pdyk_ro/AAAAAAAAAAI/AAAAAAAAA6Y/SINQvfcEI-s/s64/photo.jpg","userId":"01110408961739688657"}},"colab":{"base_uri":"https://localhost:8080/","height":85}},"source":["%%time\n","\n","# 5-fold prediction\n","os.chdir('/content/drive/My Drive/DL_projects/cv_fish')\n","net = models.resnet50(pretrained=True)\n","model = ResNetFish(net)\n","\n","preds = []\n","for i in range(5):\n","    model.load_state_dict(torch.load(f'rn50_ft_epk_4_fld_{i}.pth'))\n","    model = model.to(device)\n","    prediction, file_names = TTA(test_datasets, model)\n","    preds.append(prediction)\n","\n","preds = np.mean(preds, 0)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Downloading: \"https://download.pytorch.org/models/resnet50-19c8e357.pth\" to /root/.cache/torch/checkpoints/resnet50-19c8e357.pth\n","100%|██████████| 102502400/102502400 [00:02<00:00, 42734901.26it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["CPU times: user 5min 40s, sys: 2min 44s, total: 8min 25s\n","Wall time: 3h 37min 49s\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"HwYL994ArbjH","colab_type":"code","colab":{}},"source":["file_names = [f if f.split('_')[0]=='img' else 'test_stg2/'+f for f in file_names]\n","submission = pd.DataFrame(preds, columns=label_clss)\n","submission['image'] = file_names\n","submission.to_csv('submission.csv', index=False)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"q5vZwhq9sxiE","colab_type":"text"},"source":["Submit to Kaggle"]},{"cell_type":"code","metadata":{"id":"bFx4Plnof05V","colab_type":"code","outputId":"57981c2a-5fad-47a7-c32d-5cacc5096412","executionInfo":{"status":"ok","timestamp":1559127619201,"user_tz":-480,"elapsed":5955,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/-y8V6pdyk_ro/AAAAAAAAAAI/AAAAAAAAA6Y/SINQvfcEI-s/s64/photo.jpg","userId":"01110408961739688657"}},"colab":{"base_uri":"https://localhost:8080/","height":51}},"source":["!kaggle competitions submit -c the-nature-conservancy-fisheries-monitoring -f submission.csv -m \"ssd400, 8 epochs, resnet50, 5-fold, TTA\""],"execution_count":0,"outputs":[{"output_type":"stream","text":["100% 1.47M/1.47M [00:02<00:00, 744kB/s]\n","Successfully submitted to The Nature Conservancy Fisheries Monitoring"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"gprxnmG-LaMX","colab_type":"code","outputId":"83432762-ce78-483d-80c5-964ac2ddf8f5","executionInfo":{"status":"ok","timestamp":1559362062941,"user_tz":-480,"elapsed":13064315,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/-y8V6pdyk_ro/AAAAAAAAAAI/AAAAAAAAA6Y/SINQvfcEI-s/s64/photo.jpg","userId":"01110408961739688657"}},"colab":{"base_uri":"https://localhost:8080/","height":51}},"source":["!kaggle competitions submit -c the-nature-conservancy-fisheries-monitoring -f submission.csv -m \"yolov3, 2700 iters, resnet50, 5-fold, TTA\""],"execution_count":0,"outputs":[{"output_type":"stream","text":["\r  0% 0.00/1.47M [00:00<?, ?B/s]\r100% 1.47M/1.47M [00:00<00:00, 4.21MB/s]\n","Successfully submitted to The Nature Conservancy Fisheries Monitoring"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"5EGNJgAtH2eG","colab_type":"code","outputId":"122a91a8-77da-4f69-cf4e-437eff40a491","executionInfo":{"status":"ok","timestamp":1559034267820,"user_tz":-480,"elapsed":6395,"user":{"displayName":"radream","photoUrl":"https://lh3.googleusercontent.com/-y8V6pdyk_ro/AAAAAAAAAAI/AAAAAAAAA6Y/SINQvfcEI-s/s64/photo.jpg","userId":"01110408961739688657"}},"colab":{"base_uri":"https://localhost:8080/","height":51}},"source":["!kaggle competitions submit -c the-nature-conservancy-fisheries-monitoring -f submission.csv -m \"maskrcnn-benchmark, 5000 iters, resnet50, 5-fold, TTA\""],"execution_count":0,"outputs":[{"output_type":"stream","text":["100% 1.47M/1.47M [00:01<00:00, 923kB/s]\n","Successfully submitted to The Nature Conservancy Fisheries Monitoring"],"name":"stdout"}]}]}