{"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":"markdown","source":"I implemented the global module of the globally-aware multiple instance classifier (GMIC) for this competition, the model showed state-of-the-art tumour classification for mammography images in the paper. I focused on visualizing the saliency maps, the local module uses the maps to crop out smaller regions of the image and extract local features. Here's the architecture of the model:\n![image.png](attachment:569eaa9a-affc-4994-96c6-5d58b9e01a06.png)\n\n**References**:\n* repo: https://github.com/nyukat/GMIC/tree/e8f539f2515f648cdd3a7c624363abdd3f4f973a\n* paper: https://www.sciencedirect.com/science/article/pii/S1361841520302723?via%3Dihub","metadata":{"papermill":{"duration":0.005913,"end_time":"2023-01-23T18:01:21.115514","exception":false,"start_time":"2023-01-23T18:01:21.109601","status":"completed"},"tags":[]},"attachments":{"569eaa9a-affc-4994-96c6-5d58b9e01a06.png":{"image/png":"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"}}},{"cell_type":"code","source":"try:\n    import pylibjpeg\nexcept:\n    !pip install /kaggle/input/rsna-2022-whl/{pydicom-2.3.0-py3-none-any.whl,pylibjpeg-1.4.0-py3-none-any.whl,python_gdcm-3.0.15-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl}","metadata":{"papermill":{"duration":12.731817,"end_time":"2023-01-23T18:01:33.852261","exception":false,"start_time":"2023-01-23T18:01:21.120444","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-03T15:33:39.334491Z","iopub.execute_input":"2023-02-03T15:33:39.334907Z","iopub.status.idle":"2023-02-03T15:33:39.341144Z","shell.execute_reply.started":"2023-02-03T15:33:39.334855Z","shell.execute_reply":"2023-02-03T15:33:39.339952Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import os\nimport cv2\nimport glob\nimport pydicom\nimport numpy as np\nimport pandas as pd\nfrom PIL import Image\nfrom typing import List\nimport matplotlib.pyplot as plt\nfrom sklearn.model_selection import StratifiedGroupKFold\nfrom sklearn.decomposition import PCA\n\nimport torch\nfrom torch import nn\nfrom torch.utils.data import Dataset, DataLoader\nfrom torch.optim import Adam\nimport torchvision\n#from torchvision import transforms\nfrom torchvision.transforms import Compose, Resize, Pad, ToTensor\nfrom torchvision.models.resnet import conv3x3\nfrom torch.utils.data import WeightedRandomSampler\n\nimport wandb\nfrom kaggle_secrets import UserSecretsClient\nwandb.login(key=UserSecretsClient().get_secret(\"WANDB_API_KEY\"))\n","metadata":{"papermill":{"duration":3.356378,"end_time":"2023-01-23T18:01:37.216574","exception":false,"start_time":"2023-01-23T18:01:33.860196","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-03T15:33:39.431Z","iopub.execute_input":"2023-02-03T15:33:39.431775Z","iopub.status.idle":"2023-02-03T15:33:39.747767Z","shell.execute_reply.started":"2023-02-03T15:33:39.431739Z","shell.execute_reply":"2023-02-03T15:33:39.746759Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"DATA_DIR = \"/kaggle/input/rsna-breast-cancer-detection\"\nTRAIN_IMG_DIR = \"/kaggle/input/rsna-cropped-png-1024/images\"\nDEVICE = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n\nclass config:    \n    resize_shape = (1024, 682)\n    num_folds = 5\n    fold = 0\n    batch_size = 32\n    debug = False\n    num_epochs = 1 if debug else 18\n    parameters = {\n        \"post_processing_dim\": 256,\n        \"num_classes\": 1,\n        \"percent_t\": 0.01\n    }","metadata":{"papermill":{"duration":0.078898,"end_time":"2023-01-23T18:01:37.300944","exception":false,"start_time":"2023-01-23T18:01:37.222046","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-03T15:33:39.749856Z","iopub.execute_input":"2023-02-03T15:33:39.750845Z","iopub.status.idle":"2023-02-03T15:33:39.757813Z","shell.execute_reply.started":"2023-02-03T15:33:39.750801Z","shell.execute_reply":"2023-02-03T15:33:39.75684Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_df = pd.read_csv(os.path.join(DATA_DIR, \"train.csv\"))\nprint(train_df.shape)\ntrain_df","metadata":{"papermill":{"duration":0.142204,"end_time":"2023-01-23T18:01:37.448383","exception":false,"start_time":"2023-01-23T18:01:37.306179","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-03T15:33:39.760523Z","iopub.execute_input":"2023-02-03T15:33:39.761299Z","iopub.status.idle":"2023-02-03T15:33:39.855837Z","shell.execute_reply.started":"2023-02-03T15:33:39.761261Z","shell.execute_reply":"2023-02-03T15:33:39.854852Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def load_image(df: pd.DataFrame, image_id: int):\n    patient_id = df.loc[df[\"image_id\"] == image_id, \"patient_id\"].values[0]\n    image_path = os.path.join(TRAIN_IMG_DIR, f\"{patient_id}_{image_id}.png\")\n    image = cv2.imread(image_path, cv2.IMREAD_GRAYSCALE)\n    cancer = df.loc[df[\"image_id\"] == image_id, \"cancer\"].values[0]\n    return image, cancer\n\ndef show_image(df: pd.DataFrame, image_id: int):\n    image, cancer = load_image(df, image_id)\n    H, W = image.shape\n    plt.figure(figsize=(10, 10))\n    plt.imshow(image, cmap=\"gray\")\n    plt.axis(\"off\")\n    plt.title(f\"cancer label: {cancer}, image size: {H, W}\")","metadata":{"papermill":{"duration":0.016293,"end_time":"2023-01-23T18:01:37.470373","exception":false,"start_time":"2023-01-23T18:01:37.45408","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-03T15:33:39.858389Z","iopub.execute_input":"2023-02-03T15:33:39.858769Z","iopub.status.idle":"2023-02-03T15:33:39.867593Z","shell.execute_reply.started":"2023-02-03T15:33:39.858733Z","shell.execute_reply":"2023-02-03T15:33:39.865853Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"show_image(train_df, 462822612)","metadata":{"papermill":{"duration":0.245108,"end_time":"2023-01-23T18:01:37.721211","exception":false,"start_time":"2023-01-23T18:01:37.476103","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-03T15:33:39.870357Z","iopub.execute_input":"2023-02-03T15:33:39.871703Z","iopub.status.idle":"2023-02-03T15:33:40.076947Z","shell.execute_reply.started":"2023-02-03T15:33:39.871659Z","shell.execute_reply":"2023-02-03T15:33:40.075954Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"show_image(train_df, 1434430689)","metadata":{"papermill":{"duration":0.32001,"end_time":"2023-01-23T18:01:38.04849","exception":false,"start_time":"2023-01-23T18:01:37.72848","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-03T15:33:40.079113Z","iopub.execute_input":"2023-02-03T15:33:40.081604Z","iopub.status.idle":"2023-02-03T15:33:40.419764Z","shell.execute_reply.started":"2023-02-03T15:33:40.081557Z","shell.execute_reply":"2023-02-03T15:33:40.418807Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Create CV folds","metadata":{"papermill":{"duration":0.009335,"end_time":"2023-01-23T18:01:38.068028","exception":false,"start_time":"2023-01-23T18:01:38.058693","status":"completed"},"tags":[]}},{"cell_type":"code","source":"def create_folds(df: pd.DataFrame, num_folds: int):\n    df_proc = df.copy()\n    sgkf = StratifiedGroupKFold(num_folds)\n    for i, (_, val_index) in enumerate(sgkf.split(df_proc, df_proc[\"cancer\"], groups=df_proc[\"patient_id\"])):\n        df_proc.loc[df_proc.index[val_index], \"fold\"] = int(i)\n    return df_proc","metadata":{"papermill":{"duration":0.018899,"end_time":"2023-01-23T18:01:38.096449","exception":false,"start_time":"2023-01-23T18:01:38.07755","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-03T15:33:40.42119Z","iopub.execute_input":"2023-02-03T15:33:40.422098Z","iopub.status.idle":"2023-02-03T15:33:40.428703Z","shell.execute_reply.started":"2023-02-03T15:33:40.422062Z","shell.execute_reply":"2023-02-03T15:33:40.427638Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_df = create_folds(train_df, config.num_folds)\ntrain_df.head()","metadata":{"papermill":{"duration":5.06924,"end_time":"2023-01-23T18:01:43.174796","exception":false,"start_time":"2023-01-23T18:01:38.105556","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-03T15:33:40.430418Z","iopub.execute_input":"2023-02-03T15:33:40.431508Z","iopub.status.idle":"2023-02-03T15:33:45.13529Z","shell.execute_reply.started":"2023-02-03T15:33:40.431471Z","shell.execute_reply":"2023-02-03T15:33:45.134088Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Dataset class","metadata":{"papermill":{"duration":0.009766,"end_time":"2023-01-23T18:01:43.19528","exception":false,"start_time":"2023-01-23T18:01:43.185514","status":"completed"},"tags":[]}},{"cell_type":"code","source":"class ResizePad:\n    def __init__(self, size: tuple):\n        self.ref_height, self.ref_width = size # 1024x682\n        self.ref_aspect_ratio = self.ref_height / self.ref_width\n    \n    def __call__(self, image):\n        width, height = image.size\n        aspect_ratio = height / width\n        if aspect_ratio > self.ref_aspect_ratio:\n            new_height = self.ref_height\n            new_width = np.ceil(new_height / aspect_ratio).astype(int)\n            padding = (0, 0, self.ref_width - new_width, 0)\n        else:\n            new_width = self.ref_width\n            new_height = np.ceil(aspect_ratio * new_width).astype(int)\n            padding = (0, 0, 0, self.ref_height - new_height)\n        image = Resize((new_height, new_width))(image)\n        image = Pad(padding)(image)\n        return image\n\n\nclass BreastCancerDataset(Dataset):\n    def __init__(self, df: pd.DataFrame, transform=None):\n        self.df = df\n        self.transform = transform\n        \n    def __len__(self):\n        return self.df.shape[0]\n    \n    def __getitem__(self, idx):\n        image_path = os.path.join(TRAIN_IMG_DIR, f\"{self.df.loc[self.df.index[idx], 'patient_id']}_{self.df.loc[self.df.index[idx], 'image_id']}.png\")\n        image = cv2.imread(image_path, cv2.IMREAD_GRAYSCALE)\n        if self.transform:\n            image = Image.fromarray(image)\n            image = self.transform(image)\n        \n        cancer = self.df.loc[self.df.index[idx], \"cancer\"]\n        return image, cancer\n     \n\ndef get_loaders_one_fold(fold: int, df: pd.DataFrame, batch_size: int):\n    df_train = df[df[\"fold\"] != fold].reset_index(drop=True)\n    class_counts = df_train[\"cancer\"].value_counts()\n    sample_weights = [1/class_counts[i] for i in df_train[\"cancer\"].values]\n    sampler = WeightedRandomSampler(weights=sample_weights, num_samples=len(df_train), replacement=True)\n    train_ds = BreastCancerDataset(df_train, transform=transform)\n    train_loader = DataLoader(train_ds, batch_size, sampler=sampler, num_workers=os.cpu_count())\n    \n    df_val = df[df[\"fold\"] == fold].reset_index(drop=True)\n    val_ds = BreastCancerDataset(df_val, transform=transform)\n    val_loader = DataLoader(val_ds, batch_size, shuffle=False, num_workers=os.cpu_count())\n    return train_loader, val_loader\n\n\ndef show_batch(batch: List[torch.Tensor]):\n    x, y = batch\n    fig, axs = plt.subplots(nrows=2, ncols=np.ceil(len(x)/2).astype(int), figsize=(15,15))\n    axs = axs.flatten()\n    for idx in range(len(x)):\n        image = x[idx].permute(1, 2, 0)\n        axs[idx].imshow(image, cmap=\"gray\")\n        axs[idx].axis(\"off\")\n        axs[idx].set_title(f\"Cancer label: {y[idx]}\")","metadata":{"papermill":{"duration":0.029269,"end_time":"2023-01-23T18:01:43.234122","exception":false,"start_time":"2023-01-23T18:01:43.204853","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-03T15:33:45.137222Z","iopub.execute_input":"2023-02-03T15:33:45.137681Z","iopub.status.idle":"2023-02-03T15:33:45.16045Z","shell.execute_reply.started":"2023-02-03T15:33:45.137638Z","shell.execute_reply":"2023-02-03T15:33:45.159413Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"transform = Compose([ResizePad(config.resize_shape), ToTensor()])\ntrain_loader_check, val_loader_check = get_loaders_one_fold(fold=config.fold, df=train_df, batch_size=4)\ntrain_gen_check = iter(train_loader_check)\nval_gen_check = iter(val_loader_check)","metadata":{"papermill":{"duration":0.325388,"end_time":"2023-01-23T18:01:43.568938","exception":false,"start_time":"2023-01-23T18:01:43.24355","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-03T15:33:45.165242Z","iopub.execute_input":"2023-02-03T15:33:45.165688Z","iopub.status.idle":"2023-02-03T15:33:45.69109Z","shell.execute_reply.started":"2023-02-03T15:33:45.165646Z","shell.execute_reply":"2023-02-03T15:33:45.688941Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"show_batch(next(train_gen_check))","metadata":{"papermill":{"duration":1.097143,"end_time":"2023-01-23T18:01:44.705648","exception":false,"start_time":"2023-01-23T18:01:43.608505","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-03T15:33:45.697598Z","iopub.execute_input":"2023-02-03T15:33:45.708297Z","iopub.status.idle":"2023-02-03T15:33:46.735749Z","shell.execute_reply.started":"2023-02-03T15:33:45.708237Z","shell.execute_reply":"2023-02-03T15:33:46.73481Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"show_batch(next(val_gen_check))","metadata":{"papermill":{"duration":0.998411,"end_time":"2023-01-23T18:01:45.718919","exception":false,"start_time":"2023-01-23T18:01:44.720508","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-03T15:33:46.737332Z","iopub.execute_input":"2023-02-03T15:33:46.738375Z","iopub.status.idle":"2023-02-03T15:33:47.558563Z","shell.execute_reply.started":"2023-02-03T15:33:46.738336Z","shell.execute_reply":"2023-02-03T15:33:47.557674Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Global module","metadata":{"papermill":{"duration":0.017444,"end_time":"2023-01-23T18:01:45.754441","exception":false,"start_time":"2023-01-23T18:01:45.736997","status":"completed"},"tags":[]}},{"cell_type":"code","source":"class BasicBlockV2(nn.Module):\n    \"\"\"\n    Basic Residual Block of ResNet V2\n    \"\"\"\n    expansion = 1\n\n    def __init__(self, inplanes, planes, stride=1, downsample=None):\n        super(BasicBlockV2, self).__init__()\n        self.relu = nn.ReLU(inplace=True)\n\n        self.bn1 = nn.BatchNorm2d(inplanes)\n        self.conv1 = conv3x3(inplanes, planes, stride=stride)\n        self.bn2 = nn.BatchNorm2d(planes)\n        self.conv2 = conv3x3(planes, planes, stride=1)\n\n        self.downsample = downsample\n        self.stride = stride\n\n    def forward(self, x):\n        residual = x\n\n        # Phase 1\n        out = self.bn1(x)\n        out = self.relu(out)\n        if self.downsample is not None:\n            residual = self.downsample(out)\n        out = self.conv1(out)\n\n        # Phase 2\n        out = self.bn2(out)\n        out = self.relu(out)\n        out = self.conv2(out)\n\n        out += residual\n\n        return out\n\n\nclass ResNetV2(nn.Module):\n    \"\"\"\n    Adapted fom torchvision ResNet, converted to v2\n    \"\"\"\n    def __init__(self,\n                 input_channels, num_filters,\n                 first_layer_kernel_size, first_layer_conv_stride,\n                 blocks_per_layer_list, block_strides_list, block_fn,\n                 first_layer_padding=0,\n                 first_pool_size=None, first_pool_stride=None, first_pool_padding=0,\n                 growth_factor=2):\n        super(ResNetV2, self).__init__()\n        self.first_conv = nn.Conv2d(\n            in_channels=input_channels, out_channels=num_filters,\n            kernel_size=first_layer_kernel_size,\n            stride=first_layer_conv_stride,\n            padding=first_layer_padding,\n            bias=False,\n        )\n        self.first_pool = nn.MaxPool2d(\n            kernel_size=first_pool_size,\n            stride=first_pool_stride,\n            padding=first_pool_padding,\n        )\n\n        self.layer_list = nn.ModuleList()\n        current_num_filters = num_filters\n        self.inplanes = num_filters\n        for i, (num_blocks, stride) in enumerate(zip(\n                blocks_per_layer_list, block_strides_list)):\n            self.layer_list.append(self._make_layer(\n                block=block_fn,\n                planes=current_num_filters,\n                blocks=num_blocks,\n                stride=stride,\n            ))\n            current_num_filters *= growth_factor\n        self.final_bn = nn.BatchNorm2d(\n            current_num_filters // growth_factor * block_fn.expansion\n        )\n        self.relu = nn.ReLU()\n\n        # Expose attributes for downstream dimension computation\n        self.num_filters = num_filters\n        self.growth_factor = growth_factor\n\n    def forward(self, x):\n        h = self.first_conv(x)\n        h = self.first_pool(h)\n        for i, layer in enumerate(self.layer_list):\n            h = layer(h)\n        h = self.final_bn(h)\n        h = self.relu(h)\n        return h\n\n    def _make_layer(self, block, planes, blocks, stride=1):\n        downsample = nn.Sequential(\n            nn.Conv2d(self.inplanes, planes * block.expansion,\n                      kernel_size=1, stride=stride, bias=False),\n        )\n\n        layers_ = [\n            block(self.inplanes, planes, stride, downsample)\n        ]\n        self.inplanes = planes * block.expansion\n        for i in range(1, blocks):\n            layers_.append(block(self.inplanes, planes))\n\n        return nn.Sequential(*layers_)    \n\n\nclass PostProcessingStandard(nn.Module):\n    \"\"\"\n    Unit in Global Network that takes in x_out and produce saliency maps\n    \"\"\"\n    def __init__(self, parameters):\n        super(PostProcessingStandard, self).__init__()\n        # map all filters to output classes, i.e. 256 channels -> 1 channel\n        self.gn_conv_last = nn.Conv2d(parameters[\"post_processing_dim\"],\n                                      parameters[\"num_classes\"],\n                                      (1, 1), bias=False)\n\n    def forward(self, x_out):\n        out = self.gn_conv_last(x_out)\n        return torch.sigmoid(out)\n\n\nclass GlobalNetwork(nn.Module):\n    \"\"\"\n    Implementation of Global Network using ResNet-22\n    \"\"\"\n    def __init__(self, parameters):\n        super(GlobalNetwork, self).__init__()\n        # downsampling-branch\n        self.downsampling_branch = ResNetV2(input_channels=1, num_filters=16,\n                 # first conv layer\n                 first_layer_kernel_size=(7,7), first_layer_conv_stride=2,\n                 first_layer_padding=3,\n                 # first pooling layer\n                 first_pool_size=3, first_pool_stride=2, first_pool_padding=0,\n                 # res blocks architecture\n                 blocks_per_layer_list=[2, 2, 2, 2, 2],\n                 block_strides_list=[1, 2, 2, 2, 2],\n                 block_fn=BasicBlockV2,\n                 growth_factor=2)\n        # post-processing\n        self.postprocess_module = PostProcessingStandard(parameters)\n\n    def forward(self, x):\n        # retrieve results from downsampling network at all 4 levels\n        last_feature_map = self.downsampling_branch.forward(x)\n        # feed into postprocessing network\n        cam = self.postprocess_module.forward(last_feature_map)\n        return last_feature_map, cam\n\n\nclass TopTPercentAggregationFunction(nn.Module):\n    \"\"\"\n    An aggregator that uses the SM to compute the y_global.\n    Use the sum of topK value\n    \"\"\"\n    def __init__(self, parameters):\n        super(TopTPercentAggregationFunction, self).__init__()\n        self.percent_t = parameters[\"percent_t\"]\n\n    def forward(self, cam):\n        batch_size, num_class, H, W = cam.size()\n        cam_flatten = cam.view(batch_size, num_class, -1)\n        top_t = int(round(W*H*self.percent_t))\n        selected_area = cam_flatten.topk(top_t, dim=2)[0]\n        return selected_area.mean(dim=2)\n    \n    \nclass GlobalModule(nn.Module):\n    def __init__(self, parameters):\n        super(GlobalModule, self).__init__()\n        \n        # save parameters\n        self.experiment_parameters = parameters\n\n        # global network\n        self.global_network = GlobalNetwork(self.experiment_parameters)\n\n        # aggregation function\n        self.aggregation_function = TopTPercentAggregationFunction(self.experiment_parameters)\n        \n    def forward(self, x):\n        # global network: x -> class activation map (cam)\n        h_g, self.cam = self.global_network.forward(x)\n\n        # note that y_global is not directly used in inference\n        y_global = self.aggregation_function.forward(self.cam)\n        return y_global.flatten()\n    ","metadata":{"papermill":{"duration":0.048149,"end_time":"2023-01-23T18:01:45.81992","exception":false,"start_time":"2023-01-23T18:01:45.771771","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-03T15:33:47.560323Z","iopub.execute_input":"2023-02-03T15:33:47.560958Z","iopub.status.idle":"2023-02-03T15:33:47.588846Z","shell.execute_reply.started":"2023-02-03T15:33:47.560919Z","shell.execute_reply":"2023-02-03T15:33:47.587936Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"loss_fn = nn.BCELoss(reduction=\"mean\")\n\n\nclass AverageCalc:\n    '''\n    Calculates and stores the average and current value.\n    Used to update the loss.\n    '''\n    def __init__(self):\n        self.reset()\n    \n    def reset(self):\n        self.value = 0\n        self.avg = 0\n        self.sum = 0\n        self.count = 0\n    \n    def update(self, value, size=1):\n        self.value = value\n        self.sum += value * size\n        self.count += size\n        self.avg = self.sum/self.count\n        \n\ndef train_fn(train_loader, model, loss_fn, optimizer, batch_size, debug):\n    run_loss = AverageCalc()\n    model.train()\n    for i, (x, y) in enumerate(train_loader):\n        if debug and (i > 10):\n            break\n        x = x.to(DEVICE)\n        y = y.float().to(DEVICE)\n        yhat = model(x)\n        \n        loss = loss_fn(yhat, y)\n        loss.backward()\n        run_loss.update(loss.item(), batch_size)\n\n        optimizer.step()\n        optimizer.zero_grad()\n    return run_loss.avg\n\n\n@torch.no_grad()\ndef val_fn(val_loader, model, loss_fn, batch_size, debug):\n    run_loss = AverageCalc()\n    model.eval()\n    for i, (x, y) in enumerate(val_loader):\n        if debug and (i > 10):\n            break\n        x = x.to(DEVICE)\n        y = y.float().to(DEVICE)\n        yhat = model(x)\n        \n        loss = loss_fn(yhat, y)\n        run_loss.update(loss.item(), batch_size)\n    return run_loss.avg\n\n\ndef run_training_one_fold(fold: int, df: pd.DataFrame, batch_size: int, num_epochs: int, debug: bool=False):\n    wandb.init(project=\"RSNA-2023\", name=\"gmic_global\", \n               config={\"resize_shape\": config.resize_shape,\n                       \"fold\": config.fold,\n                       \"batch_size\": config.batch_size,\n                       \"debug\": config.debug,\n                       \"num_epochs\": config.num_epochs,\n                       \"percent_t\": config.parameters[\"percent_t\"]})\n    \n    train_loader, val_loader = get_loaders_one_fold(fold, df, batch_size)\n    model = GlobalModule(config.parameters).to(DEVICE)\n    \n    optimizer = Adam(model.parameters())\n    best_val_loss = np.inf\n    for epoch in range(num_epochs):\n        train_loss = train_fn(train_loader, model, loss_fn, optimizer, batch_size, debug)\n        val_loss = val_fn(val_loader, model, loss_fn, batch_size, debug)\n        wandb.log({\"train_loss\": train_loss, \"val_loss\": val_loss})\n        if val_loss < best_val_loss:\n            torch.save(model.state_dict(), f\"global_module_fold{fold}.pt\")\n            best_val_loss = val_loss\n    wandb.finish()","metadata":{"papermill":{"duration":0.03718,"end_time":"2023-01-23T18:01:45.874377","exception":false,"start_time":"2023-01-23T18:01:45.837197","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-03T15:33:47.590637Z","iopub.execute_input":"2023-02-03T15:33:47.591029Z","iopub.status.idle":"2023-02-03T15:33:47.611784Z","shell.execute_reply.started":"2023-02-03T15:33:47.590987Z","shell.execute_reply":"2023-02-03T15:33:47.610779Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"run_training_one_fold(fold=config.fold, df=train_df, batch_size=config.batch_size, num_epochs=config.num_epochs, debug=config.debug)\n# similar losses reported here: https://www.kaggle.com/code/radek1/fast-ai-starter-pack-train-inference","metadata":{"papermill":{"duration":22283.335148,"end_time":"2023-01-24T00:13:09.226356","exception":false,"start_time":"2023-01-23T18:01:45.891208","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-03T15:33:47.613298Z","iopub.execute_input":"2023-02-03T15:33:47.613778Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def load_global_module(path: str, parameters: dict):\n    model = GlobalModule(parameters)\n    model.load_state_dict(torch.load(path))\n    model.to(DEVICE)\n    model.eval()\n    return model\n\n\n# TODO: visualize cam on images from val_loader\n@torch.no_grad()\ndef visualize_cam(model, batch: List[torch.Tensor]):\n    x, y = batch\n    x = x.to(DEVICE)\n    y = y.float().to(DEVICE)\n    yhat = model(x)\n   \n    H, W = x.size()[2:]\n    cams = model.cam.detach().cpu().numpy()\n    \n    fig, axs = plt.subplots(nrows=2, ncols=np.ceil(len(x)/2).astype(int), figsize=(15,15))\n    axs = axs.flatten()\n    for idx in range(len(x)):\n        image = x[idx].permute(1, 2, 0)\n        axs[idx].imshow(image.detach().cpu().numpy(), cmap=\"gray\")\n        \n        cam = cams[idx, 0, :, :]\n        resized_cam = cv2.resize(cam, (W, H))\n        axs[idx].imshow(resized_cam, alpha=0.5)\n        axs[idx].axis(\"off\")\n        axs[idx].set_title(f\"cancer label: {y[idx].detach().cpu().numpy()}, pred: {yhat[idx].detach().cpu().numpy():4f}\")","metadata":{"papermill":{"duration":0.034255,"end_time":"2023-01-24T00:13:09.280274","exception":false,"start_time":"2023-01-24T00:13:09.246019","status":"completed"},"tags":[],"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model = load_global_module(f\"global_module_fold0.pt\", config.parameters)\nval_batch = next(val_gen_check)","metadata":{"papermill":{"duration":0.213627,"end_time":"2023-01-24T00:13:09.522181","exception":false,"start_time":"2023-01-24T00:13:09.308554","status":"completed"},"tags":[],"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"visualize_cam(model=model, batch=val_batch)","metadata":{"papermill":{"duration":1.371111,"end_time":"2023-01-24T00:13:10.923066","exception":false,"start_time":"2023-01-24T00:13:09.551955","status":"completed"},"tags":[],"trusted":true},"execution_count":null,"outputs":[]}]}