{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import torch\nimport numpy as np\nimport random\nimport torchvision.datasets\nimport torchvision.transforms\nimport torchvision.transforms.functional\nimport matplotlib.pyplot as plt\nimport copy\n\ndevice = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n\n#random seed between 0 and 1000\nseed = int(random.random()*1000)\n\nseed=116\n\n#here we set up our seed\nrandom.seed(seed)\nnp.random.seed(seed)\ntorch.manual_seed(seed)\ntorch.cuda.manual_seed(seed)\n\n#to reproduce same result over and over\n#also we lose some performance in gpu if it set to true\ntorch.backends.cudnn.deterministic = True\n\nseed","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","papermill":{"duration":4.57662,"end_time":"2021-10-11T12:38:30.338487","exception":false,"start_time":"2021-10-11T12:38:25.761867","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-10-11T16:43:51.563391Z","iopub.execute_input":"2021-10-11T16:43:51.563998Z","iopub.status.idle":"2021-10-11T16:43:56.088612Z","shell.execute_reply.started":"2021-10-11T16:43:51.563911Z","shell.execute_reply":"2021-10-11T16:43:56.087967Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# DATA PREPARATION","metadata":{"papermill":{"duration":0.019813,"end_time":"2021-10-11T12:38:30.379983","exception":false,"start_time":"2021-10-11T12:38:30.360170","status":"completed"},"tags":[]}},{"cell_type":"code","source":"transforms_train = torchvision.transforms.Compose([\n    #torchvision.transforms.RandomResizedCrop(size(28, 28), , scale=(0.75, 1.0)),\n    torchvision.transforms.RandomPerspective(distortion_scale=0.6, p=0.6),\n    #torchvision.transforms.RandomRotation(degrees=15),\n    torchvision.transforms.ToTensor()\n])\n\ntransforms_val = torchvision.transforms.Compose([\n    #torchvision.transforms.RandomResizedCrop(size(28, 28), , scale=(0.75, 1.0)),\n    #torchvision.transforms.RandomPerspective(distortion_scale=0.6, p=0.6),\n    #torchvision.transforms.RandomRotation(degrees=15),\n    torchvision.transforms.ToTensor()\n])\n\nQMNIST_train = torchvision.datasets.QMNIST('./', what='train', download=True, compat=True, transform=transforms_train)\nQMNIST_val = torchvision.datasets.QMNIST('../', what='test10k', download=True, compat=True, transform=transforms_val, train=False)","metadata":{"papermill":{"duration":3.44562,"end_time":"2021-10-11T12:38:33.845557","exception":false,"start_time":"2021-10-11T12:38:30.399937","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-10-11T16:43:56.091558Z","iopub.execute_input":"2021-10-11T16:43:56.091774Z","iopub.status.idle":"2021-10-11T16:43:57.649576Z","shell.execute_reply.started":"2021-10-11T16:43:56.091732Z","shell.execute_reply":"2021-10-11T16:43:57.648754Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"batch_size = 100\n\ntrain_dataloader = torch.utils.data.DataLoader(\n    QMNIST_train, batch_size=batch_size, shuffle=True, num_workers=batch_size, drop_last=True\n)\n\nval_dataloader = torch.utils.data.DataLoader(\n    QMNIST_val, batch_size=batch_size, shuffle=True, num_workers=batch_size, drop_last=True\n)","metadata":{"papermill":{"duration":0.030536,"end_time":"2021-10-11T12:38:33.900548","exception":false,"start_time":"2021-10-11T12:38:33.870012","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-10-11T16:43:57.651011Z","iopub.execute_input":"2021-10-11T16:43:57.651294Z","iopub.status.idle":"2021-10-11T16:43:57.657570Z","shell.execute_reply.started":"2021-10-11T16:43:57.651239Z","shell.execute_reply":"2021-10-11T16:43:57.656712Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# PREVIEW OUR DATASETS","metadata":{"papermill":{"duration":0.022878,"end_time":"2021-10-11T12:38:33.947917","exception":false,"start_time":"2021-10-11T12:38:33.925039","status":"completed"},"tags":[]}},{"cell_type":"code","source":"import matplotlib.pyplot as plt\n\ndef show_line_images_with_labels(images, labels):\n    fig, axs = plt.subplots(1, len(images), figsize=(15, 5), constrained_layout=True)\n    for i in range(len(images)):\n        img = images[i].reshape(28, 28).numpy()\n        axs[i].imshow(img)\n        axs[i].text(0.95, 0.01, f\"{int(labels[i])}\",\n            verticalalignment='bottom', horizontalalignment='right',\n            transform=axs[i].transAxes,\n            color='white', fontsize=25)\n        axs[i].axis('off')\ndef show_grid_images_with_labels(images, labels):\n    counter = 10\n    for step in range(0, len(images), 10):\n        show_line_images_with_labels(images[step:step+counter], labels[step:step+counter])","metadata":{"papermill":{"duration":0.033332,"end_time":"2021-10-11T12:38:34.004694","exception":false,"start_time":"2021-10-11T12:38:33.971362","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-10-11T16:43:57.659719Z","iopub.execute_input":"2021-10-11T16:43:57.659969Z","iopub.status.idle":"2021-10-11T16:43:57.668972Z","shell.execute_reply.started":"2021-10-11T16:43:57.659937Z","shell.execute_reply":"2021-10-11T16:43:57.668115Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"inputs, labels = next(iter(train_dataloader))\nshow_grid_images_with_labels(inputs, labels)","metadata":{"papermill":{"duration":14.450452,"end_time":"2021-10-11T12:38:48.478634","exception":false,"start_time":"2021-10-11T12:38:34.028182","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-10-11T16:43:57.670326Z","iopub.execute_input":"2021-10-11T16:43:57.670596Z","iopub.status.idle":"2021-10-11T16:44:11.739161Z","shell.execute_reply.started":"2021-10-11T16:43:57.670564Z","shell.execute_reply":"2021-10-11T16:44:11.738388Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# IMPLEMENTATION OF NEURAL NETWORK","metadata":{"papermill":{"duration":0.0296,"end_time":"2021-10-11T12:38:48.538711","exception":false,"start_time":"2021-10-11T12:38:48.509111","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"![image.png](attachment:51b481cb-4640-40bd-9c55-b2586fa37a0b.png)","metadata":{"papermill":{"duration":0.031133,"end_time":"2021-10-11T12:38:48.600983","exception":false,"start_time":"2021-10-11T12:38:48.569850","status":"completed"},"tags":[]},"attachments":{"51b481cb-4640-40bd-9c55-b2586fa37a0b.png":{"image/png":"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"}}},{"cell_type":"code","source":"class MNISTnet(torch.nn.Module):\n    def __init__(self, n_hidden_neurons=32, p=0.22):\n        super(MNISTnet, self).__init__()\n        self.seq0 = torch.nn.Sequential(\n            torch.nn.Conv2d(in_channels=1, out_channels=n_hidden_neurons, kernel_size=3, padding=1),\n            torch.nn.LeakyReLU(),\n            torch.nn.BatchNorm2d(n_hidden_neurons),\n            torch.nn.Dropout(p),\n            torch.nn.Conv2d(in_channels=n_hidden_neurons, out_channels=n_hidden_neurons, kernel_size=3, padding=1),\n            torch.nn.LeakyReLU(),\n            torch.nn.BatchNorm2d(n_hidden_neurons),\n        )\n        self.maxpool1 = torch.nn.MaxPool2d(2, 2)\n        self.seq1 = torch.nn.Sequential(\n            torch.nn.Conv2d(in_channels=n_hidden_neurons, out_channels=2*n_hidden_neurons, kernel_size=3, padding=0),\n            torch.nn.LeakyReLU(),\n            torch.nn.BatchNorm2d(2*n_hidden_neurons),\n            torch.nn.Conv2d(in_channels=2*n_hidden_neurons, out_channels=4*n_hidden_neurons, kernel_size=3, padding=0),\n            torch.nn.LeakyReLU(),\n            torch.nn.BatchNorm2d(4*n_hidden_neurons),\n        )\n        self.maxpool2 = torch.nn.MaxPool2d(2, 2)\n        self.seq2 = torch.nn.Sequential(\n            torch.nn.Conv2d(in_channels=4*n_hidden_neurons, out_channels=2*n_hidden_neurons, kernel_size=3, padding=1),\n            torch.nn.LeakyReLU(),\n            torch.nn.BatchNorm2d(2*n_hidden_neurons),\n            torch.nn.Dropout(p),\n            torch.nn.Conv2d(in_channels=2*n_hidden_neurons, out_channels=2*n_hidden_neurons, kernel_size=3, padding=1),\n            torch.nn.LeakyReLU(),\n            torch.nn.BatchNorm2d(2*n_hidden_neurons),\n        )\n        self.avgpool1 = torch.nn.AvgPool2d(kernel_size=(5, 5))\n        \n        self.fc1 = torch.nn.Linear(2*n_hidden_neurons, 10)\n    def forward(self, x):\n        x = self.seq0(x)\n        x = self.maxpool1(x)\n        x = self.seq1(x)\n        x = self.maxpool2(x)\n        x = self.seq2(x)\n        x = self.avgpool1(x)\n        x = x.reshape(x.shape[0], x.shape[1])\n        x = self.fc1(x)\n        return x","metadata":{"papermill":{"duration":0.058147,"end_time":"2021-10-11T12:38:48.690219","exception":false,"start_time":"2021-10-11T12:38:48.632072","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-10-11T16:44:11.740690Z","iopub.execute_input":"2021-10-11T16:44:11.741180Z","iopub.status.idle":"2021-10-11T16:44:11.755133Z","shell.execute_reply.started":"2021-10-11T16:44:11.741146Z","shell.execute_reply":"2021-10-11T16:44:11.754379Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# LOSS AND ACCURACY FUNCTION","metadata":{"papermill":{"duration":0.031058,"end_time":"2021-10-11T12:38:48.752230","exception":false,"start_time":"2021-10-11T12:38:48.721172","status":"completed"},"tags":[]}},{"cell_type":"code","source":"def acc_n_loss_func(preds, labels):\n    f = torch.nn.CrossEntropyLoss()\n    loss = f(preds, labels)\n    accuracy = (preds.argmax(dim=1) == labels).float().mean()\n    return accuracy, loss","metadata":{"papermill":{"duration":0.03707,"end_time":"2021-10-11T12:38:48.820768","exception":false,"start_time":"2021-10-11T12:38:48.783698","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-10-11T16:44:11.756278Z","iopub.execute_input":"2021-10-11T16:44:11.756855Z","iopub.status.idle":"2021-10-11T16:44:11.767924Z","shell.execute_reply.started":"2021-10-11T16:44:11.756818Z","shell.execute_reply":"2021-10-11T16:44:11.767227Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# TRAINING SECTION","metadata":{"papermill":{"duration":0.030464,"end_time":"2021-10-11T12:38:48.881453","exception":false,"start_time":"2021-10-11T12:38:48.850989","status":"completed"},"tags":[]}},{"cell_type":"code","source":"def train_model(model, accnlossfunc, optimizer, scheduler, num_epochs):\n    try:\n        best_model_wts = copy.deepcopy(model.state_dict())\n        best_acc = 0.0\n        \n        val_accuracy_history = []\n        val_loss_history = []\n        \n        for epoch in range(num_epochs):\n            for phase in ['train', 'val']:\n                if phase == 'train':\n                    dataloader = train_dataloader\n                    model.train()  # Set model to training mode\n                else:\n                    dataloader = val_dataloader\n                    model.eval()   # Set model to evaluate mode\n                running_loss = 0.\n                running_acc = 0\n                # Iterate over data.\n                for i, (inputs, labels) in enumerate(dataloader):\n                    inputs = inputs.to(device)\n                    labels = labels.type(torch.LongTensor).to(device)\n                    labels = labels.flatten()\n                    optimizer.zero_grad()\n                    # forward and backward\n                    with torch.set_grad_enabled(phase == 'train'):\n                        preds = model(inputs)\n                        acc, loss_value = accnlossfunc(preds, labels)\n                        # backward + optimize only if in training phase\n                        if phase == 'train':\n                            loss_value.backward()\n                            optimizer.step() \n                            scheduler.step()\n\n                    # statistics\n                    running_loss += loss_value.item()\n                    running_acc += acc.item()\n                    print(\"epoch: {}/{} nested {}/{} {}  - loss: {:.4f} - acc: {:.4f}\".format(epoch, num_epochs, (i+1), len(dataloader), phase, running_loss/(i+1), running_acc/(i+1)), end='\\r')\n                epoch_loss = running_loss / len(dataloader)\n                epoch_acc = running_acc / len(dataloader)\n                if phase == 'val' and epoch_acc > best_acc:\n                    best_acc = epoch_acc\n                    best_model_wts = copy.deepcopy(model.state_dict())\n                    val_loss_history.append(epoch_loss)\n                    val_accuracy_history.append(epoch_acc)\n                print('{} Loss: {:.4f} Acc: {:.4f}'.format(phase, epoch_loss, epoch_acc), flush=True)\n    except (KeyboardInterrupt or RuntimeError) as e:\n        model.load_state_dict(best_model_wts)\n        print(f\"Returning model saved with best accuracy:{best_acc}\")\n        return model, val_loss_history, val_accuracy_history\n        \n    model.load_state_dict(best_model_wts)\n    print(f\"Returning model saved with best accuracy:{best_acc}\")\n    return model, val_loss_history, val_accuracy_history","metadata":{"papermill":{"duration":0.046251,"end_time":"2021-10-11T12:38:48.958020","exception":false,"start_time":"2021-10-11T12:38:48.911769","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-10-11T16:44:11.769482Z","iopub.execute_input":"2021-10-11T16:44:11.769779Z","iopub.status.idle":"2021-10-11T16:44:11.784499Z","shell.execute_reply.started":"2021-10-11T16:44:11.769733Z","shell.execute_reply":"2021-10-11T16:44:11.783638Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model = MNISTnet(n_hidden_neurons=64)\nmodel = model.to(device)\nloss = acc_n_loss_func\noptimizer = torch.optim.Adam(model.parameters(), lr=3e-4)\n# Decay LR by a factor of 0.1 every 88 epochs\nscheduler = torch.optim.lr_scheduler.StepLR(optimizer, step_size=2240, gamma=0.7)","metadata":{"papermill":{"duration":5.2632,"end_time":"2021-10-11T12:38:54.251303","exception":false,"start_time":"2021-10-11T12:38:48.988103","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-10-11T16:44:11.785909Z","iopub.execute_input":"2021-10-11T16:44:11.786326Z","iopub.status.idle":"2021-10-11T16:44:16.996610Z","shell.execute_reply.started":"2021-10-11T16:44:11.786285Z","shell.execute_reply":"2021-10-11T16:44:16.995869Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model, val_loss_history, val_accuracy_history = train_model(model, loss, optimizer, scheduler, num_epochs=40)","metadata":{"papermill":{"duration":1430.282349,"end_time":"2021-10-11T13:02:44.565751","exception":false,"start_time":"2021-10-11T12:38:54.283402","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-10-11T16:44:16.999162Z","iopub.execute_input":"2021-10-11T16:44:16.999373Z","iopub.status.idle":"2021-10-11T16:50:15.123310Z","shell.execute_reply.started":"2021-10-11T16:44:16.999350Z","shell.execute_reply":"2021-10-11T16:50:15.121967Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# TEST DATA PREPARATION","metadata":{"papermill":{"duration":1.15414,"end_time":"2021-10-11T13:02:47.037756","exception":false,"start_time":"2021-10-11T13:02:45.883616","status":"completed"},"tags":[]}},{"cell_type":"code","source":"from tqdm import tqdm\nimport pandas as pd\n\ntest_csv = pd.read_csv(\"../input/digit-recognizer/test.csv\")\ntest_data = torch.zeros([len(test_csv), 1, 28, 28])\n\nfor i in range(len(test_csv)):\n   test_data[i, 0] = (torch.tensor(test_csv.iloc[i, :]).reshape(28, 28))/255.0","metadata":{"papermill":{"duration":84.76527,"end_time":"2021-10-11T13:04:12.898155","exception":false,"start_time":"2021-10-11T13:02:48.132885","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-10-11T16:50:15.129533Z","iopub.execute_input":"2021-10-11T16:50:15.130211Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# LET'S HAVE A LOOK AT ACCURACY AND LOSS HISTORY","metadata":{"papermill":{"duration":1.051798,"end_time":"2021-10-11T13:04:15.002249","exception":false,"start_time":"2021-10-11T13:04:13.950451","status":"completed"},"tags":[]}},{"cell_type":"code","source":"plt.plot(val_loss_history)\nplt.xlabel('epoch')\nplt.ylabel('loss_value')","metadata":{"papermill":{"duration":1.234267,"end_time":"2021-10-11T13:04:17.294596","exception":false,"start_time":"2021-10-11T13:04:16.060329","status":"completed"},"tags":[],"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.plot(val_accuracy_history)\nplt.xlabel('epoch')\nplt.ylabel('accuracy')","metadata":{"papermill":{"duration":1.282143,"end_time":"2021-10-11T13:04:19.686496","exception":false,"start_time":"2021-10-11T13:04:18.404353","status":"completed"},"tags":[],"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# TEST PREDICTION AND SUBMISSION","metadata":{"papermill":{"duration":1.154846,"end_time":"2021-10-11T13:04:21.899326","exception":false,"start_time":"2021-10-11T13:04:20.744480","status":"completed"},"tags":[]}},{"cell_type":"code","source":"test_preds = model(test_data[:100].to(device))\nlabels = test_preds.argmax(dim=1)\nshow_grid_images_with_labels(test_data[:100], labels)","metadata":{"papermill":{"duration":7.301453,"end_time":"2021-10-11T13:04:30.977718","exception":false,"start_time":"2021-10-11T13:04:23.676265","status":"completed"},"tags":[],"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"result = torch.zeros(len(test_data)).to(device)\n\nfor index in range(0, len(test_data), batch_size):\n    test_preds = model(test_data[index:index+batch_size].to(device))\n    result[index:index+batch_size] = test_preds.argmax(dim=1)\nresult = result.type(torch.LongTensor)","metadata":{"papermill":{"duration":2.554347,"end_time":"2021-10-11T13:04:34.625211","exception":false,"start_time":"2021-10-11T13:04:32.070864","status":"completed"},"tags":[],"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"submission = pd.read_csv('../input/digit-recognizer/sample_submission.csv')\nsubmission['Label'] = result.data.cpu()","metadata":{"papermill":{"duration":1.384233,"end_time":"2021-10-11T13:04:37.081410","exception":false,"start_time":"2021-10-11T13:04:35.697177","status":"completed"},"tags":[],"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"submission.to_csv('submission.csv', index=False)","metadata":{"papermill":{"duration":1.124552,"end_time":"2021-10-11T13:04:39.276471","exception":false,"start_time":"2021-10-11T13:04:38.151919","status":"completed"},"tags":[],"trusted":true},"execution_count":null,"outputs":[]}]}