{"cells":[{"metadata":{},"cell_type":"markdown","source":"# OSIC: keras model training on images and tabular data","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"Here is an awkward attempt to develop a model which utilizes both images and tabular data. The main idea came from [this article](https://www.pyimagesearch.com/2019/02/04/keras-multiple-inputs-and-mixed-data/):\n\n![image.png](attachment:image.png)\n\nThis notebook is partialy based on [Osic-Multiple-Quantile-Regression-Starter](https://www.kaggle.com/ulrich07/osic-multiple-quantile-regression-starter) to deal with tabular data.\n\n[EfficientNet](https://github.com/qubvel/efficientnet) is used as backbone to create features from images.\n\nHere is [a model inference notebook](https://www.kaggle.com/vgarshin/osic-keras-images-and-tabular-data-inference).","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## Import libraries","execution_count":null},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"%%time\n!pip install ../input/kerasapplications/keras-team-keras-applications-3b180cb -f ./ --no-index\n!pip install ../input/efficientnet/efficientnet-1.1.0/ -f ./ --no-index\n!conda install -c conda-forge -y gdcm","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import warnings\nwarnings.simplefilter(action='ignore', category=FutureWarning)\nimport numpy as np\nimport pandas as pd\nimport os\nimport cv2\nimport random\nimport json\nimport matplotlib.pyplot as plt\nfrom tqdm.notebook import tqdm\nfrom sklearn.preprocessing import MinMaxScaler\nfrom sklearn.model_selection import KFold, GroupKFold\nfrom skimage.segmentation import clear_border\nfrom skimage.measure import label, regionprops\nimport tensorflow as tf\nimport tensorflow.keras.backend as K\nimport tensorflow.keras.layers as L\nimport tensorflow.keras.models as M\nimport efficientnet.tfkeras as efn\nfrom tensorflow.keras.utils import Sequence\nfrom tensorflow.keras.optimizers import Adam\nfrom tensorflow.keras.callbacks import EarlyStopping, LearningRateScheduler, ModelCheckpoint, ReduceLROnPlateau\nimport pydicom\nprint('tensorflow version:', tf.__version__)","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"def seed_all(seed=2020):\n    random.seed(seed)\n    os.environ['PYTHONHASHSEED'] = str(seed)\n    np.random.seed(seed)\n    tf.random.set_seed(seed)\nseed_all(2020)\nDATA_PATH = '../input/osic-pulmonary-fibrosis-progression'\nBATCH_SIZE = 10\nFEATURES = True\nN_FOLDS = 4\nADV_FEATURES = False\nC_SIGMA, C_DELTA = tf.constant(70, dtype='float32'), tf.constant(1000, dtype='float32')\nQS = [.05, .50, .95]\nIMG_SIZE = 224\nRESIZE = 224\nSEQ_LEN = 12\nCUTOFF = 2\nLAMBDA = .8\nMDL_VERSION = 'v5'\nMODELS_PATH = '.'\nMASKED = False\nDECAY = False","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Load tabular data and create new features","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"train = pd.read_csv(f'{DATA_PATH}/train.csv')\ntrain.drop_duplicates(keep=False, inplace=True, subset=['Patient','Weeks'])\ntest = pd.read_csv(f'{DATA_PATH}/test.csv')\nsubm = pd.read_csv(f'{DATA_PATH}/sample_submission.csv')\nsubm['Patient'] = subm['Patient_Week'].apply(lambda x: x.split('_')[0])\nsubm['Weeks'] = subm['Patient_Week'].apply(lambda x: int(x.split('_')[-1]))\nsubm =  subm[['Patient','Weeks','Confidence','Patient_Week']]\nsubm = subm.merge(test.drop('Weeks', axis=1), on='Patient')\ntrain['SPLIT'] = 'train'\ntest['SPLIT'] = 'val'\nsubm['SPLIT'] = 'test'\ndata = train.append([test, subm])\nprint('train:',  train.shape, 'unique Pats:', train.Patient.nunique(),\n      '\\ntest:', test.shape,  'unique Pats:', test.Patient.nunique(),\n      '\\nsubm:', subm.shape,  'unique Pats:', subm.Patient.nunique(),\n      '\\ndata',  data.shape,  'unique Pats:', data.Patient.nunique())\ndata['min_week'] = data['Weeks']\ndata.loc[data.SPLIT == 'test', 'min_week'] = np.nan\ndata['min_week'] = data.groupby('Patient')['min_week'].transform('min')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data = pd.concat([data, pd.get_dummies(data.Sex), pd.get_dummies(data.SmokingStatus)], axis=1)\nif FEATURES:\n    base = data.loc[data.Weeks == data.min_week]\n    base = base[['Patient', 'FVC']].copy()\n    base.columns = ['Patient', 'min_week_FVC']\n    base['nb'] = 1\n    base['nb'] = base.groupby('Patient')['nb'].transform('cumsum')\n    base = base[base.nb == 1]\n    base.drop('nb', axis=1, inplace=True)\n    data = data.merge(base, on='Patient', how='left')\n    data['relative_week'] = data['Weeks'] - data['min_week']\n    del base\nif ADV_FEATURES:\n    target_cols = ['FVC']\n    enc_cols =  [ \n        'Female',\n        'Male',\n        'Currently smokes',\n        'Ex-smoker',\n        'Never smoked'\n    ]\n    for t_col in target_cols:\n        for col in enc_cols:\n            col_name = f'_{col}_{t_col}_'\n            data[f'enc{col_name}mean'] = data.groupby(col)[t_col].transform('mean')\n            data[f'enc{col_name}std'] = data.groupby(col)[t_col].transform('std')\n    data['TC'] = 0\n    data.loc[data['Weeks'] == 0, 'TC'] = 1\nprint(data.shape)\nprint(data.columns)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"feat_cols = [\n    'Female', 'Male',\n    'Currently smokes', \n    'Ex-smoker', 'Never smoked'\n]\nscale_cols = [\n    'Percent', \n    'Age', \n    'relative_week', \n    'min_week_FVC'\n]\nscale_cols.extend([x for x in data.columns if 'FVC_mean' in x])\nscale_cols.extend([x for x in data.columns if 'FVC_std' in x])\nscaler = MinMaxScaler()\ndata[scale_cols] = scaler.fit_transform(data[scale_cols])\nfeat_cols.extend(scale_cols)\ntrain = data.loc[data.SPLIT == 'train']\ntest = data.loc[data.SPLIT == 'val']\nsubm = data.loc[data.SPLIT == 'test']\ndel data\nprint(feat_cols)\ntrain.head()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Data Generator to load CT scans","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"Data generator provides a batch with images sequences (sequence of CT images) with tabular data for patients in batch. We need ordered CT scans in order to simulate 3D analysis of images, outputs of neural network's bottleneck are concateneted with tabular data and feeded to head with dense layers to obtain quantile regression model:","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"class DataGenOsic(Sequence):\n    def __init__(self, df, tab_cols,\n                 batch_size=8, mode='fit', shuffle=False, \n                 aug=None, resize=None, masked=True, cutoff=2,\n                 seq_len=12, img_size=224):\n        self.df = df\n        self.shuffle = shuffle\n        self.mode = mode\n        self.aug = aug\n        self.resize = resize\n        self.masked = masked\n        self.cutoff = cutoff\n        self.batch_size = batch_size\n        self.img_size = img_size\n        self.seq_len = seq_len\n        self.tab_cols = tab_cols\n        self.on_epoch_end()\n    def __len__(self):\n        return int(np.floor(len(self.df) / self.batch_size))\n    def on_epoch_end(self):\n        self.indexes = np.arange(len(self.df))\n        if self.shuffle:\n            np.random.shuffle(self.indexes)\n    def __getitem__(self, index):\n        batch_size = min(self.batch_size, len(self.df) - index * self.batch_size)\n        X_img = np.zeros((batch_size, self.seq_len, self.img_size, self.img_size, 3), dtype=np.float32)\n        X_tab = self.df[index * self.batch_size : (index + 1) * self.batch_size][self.tab_cols].values\n        pats_batch = self.df[index * self.batch_size : (index + 1) * self.batch_size]['Patient'].values\n        for i, pat_id in enumerate(pats_batch):\n            imgs_seq = self.get_imgs_seq(pat_id)\n            X_img[i, ] = imgs_seq\n        if self.mode == 'fit':\n            y = np.array(\n                self.df[index * self.batch_size : (index + 1) * self.batch_size]['FVC'].values, \n                dtype=np.float32\n            )\n            return (X_img, X_tab), y\n        elif self.mode == 'predict':\n            y = np.zeros(batch_size, dtype=np.float32)\n            return (X_img, X_tab), y\n        else:\n            raise AttributeError('mode parameter error')\n    def load_scan(self, pat_id):\n        if self.mode == 'fit':\n            path = f'{DATA_PATH}/train/{pat_id}'\n        elif self.mode == 'predict':\n            path = f'{DATA_PATH}/test/{pat_id}'\n        else:\n            raise AttributeError('mode parameter error')\n        file_names = sorted(os.listdir(path), key=lambda x: int(os.path.splitext(x)[0]))\n        idxs = [\n            int(i * len(file_names) / (self.seq_len + 2 * self.cutoff)) \n            for i in range(self.seq_len + 2 * self.cutoff)\n        ]\n        slices = [\n            pydicom.read_file(path + '/' + file_names[idx])\n            for idx in idxs[self.cutoff:-self.cutoff]\n        ]\n        if len(slices) < self.seq_len:\n            for i in range(self.seq_len - len(slices)):\n                slices.append(\n                    pydicom.read_file(path + '/' + os.listdir(path)[-1])\n                )\n        return slices\n    def get_pixels_hu(self, scans):\n        image = np.stack([s.pixel_array.astype(float) for s in scans])\n        image = image.astype(np.int16)\n        image[image == -2000] = 0\n        intercept = scans[0].RescaleIntercept\n        slope = scans[0].RescaleSlope\n        if slope != 1:\n            image = slope * image.astype(np.float64)\n            image = image.astype(np.int16)\n        image += np.int16(intercept)\n        return np.array(image, dtype=np.int16)\n    def get_imgs_seq(self, pat_id):\n        seq_imgs = []\n        slices = self.load_scan(pat_id)\n        scans = self.get_pixels_hu(slices)\n        for img_idx in range(self.seq_len):\n            img = scans[img_idx]\n            if self.masked:\n                mask = self.get_lungs_mask(img)\n                img[mask == False] = img.min()\n            if self.resize:\n                img = cv2.resize(img, (self.resize, self.resize))\n            img = (img - np.min(img)) / (np.max(img) - np.min(img))\n            img = np.repeat(img[..., np.newaxis], 3, -1)\n            seq_imgs.append(img)                 \n        return np.array(seq_imgs).astype(np.float32)\n    def get_lungs_mask(self, img):\n        mask = img < -200\n        mask = clear_border(mask)\n        mask = label(mask)\n        areas = [r.area for r in regionprops(mask)]\n        areas.sort()\n        if len(areas) > 2:\n            for region in regionprops(mask):\n                if region.area < areas[-2]:\n                    for coordinates in region.coords:\n                        mask[coordinates[0], coordinates[1]] = 0\n        return mask > 0","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"gkf = GroupKFold(n_splits=N_FOLDS)\ntrain['fold'] = -1\nfor i, (train_idx, val_idx) in enumerate(gkf.split(train, groups=train['Patient'])):\n    train.loc[val_idx, 'fold'] = i","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_datagen = DataGenOsic(\n    df=train.loc[train['fold'] != 0], \n    tab_cols=feat_cols,\n    batch_size=BATCH_SIZE,\n    mode='fit', \n    shuffle=True, \n    aug=None, \n    resize=RESIZE,\n    masked=MASKED,\n    cutoff=CUTOFF,\n    seq_len=SEQ_LEN, \n    img_size=IMG_SIZE\n)\nval_datagen = DataGenOsic(\n    df=train.loc[train['fold'] == 0],\n    tab_cols=feat_cols,\n    batch_size=BATCH_SIZE,\n    mode='fit', \n    shuffle=False, \n    aug=None,\n    resize=RESIZE,\n    masked=MASKED,\n    cutoff=CUTOFF,\n    seq_len=SEQ_LEN, \n    img_size=IMG_SIZE\n)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Visualization of a single batch:","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"(Xt_img, Xt_tab), yt = val_datagen.__getitem__(0)\nprint('test X img: ', Xt_img.shape)\nprint('test X tab: ', Xt_tab.shape)\nprint('test y: ', yt.shape)\nfig, axes = plt.subplots(figsize=(10, 8), nrows=BATCH_SIZE, ncols=SEQ_LEN)\nfor j in range(BATCH_SIZE):\n    for i in range(SEQ_LEN):\n        axes[j, i].imshow(Xt_img[j][i])\n        axes[j, i].axis('off')\n        axes[j, i].set_title(yt[j])\nplt.show()\nprint(yt)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Train model","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def metric(y_true, y_pred, pred_std):\n    clip_std = np.clip(pred_std, 70, 9e9)  \n    delta = np.clip(np.abs(y_true - y_pred), 0 , 1000)  \n    return np.mean(-1 * (np.sqrt(2) * delta / clip_std) - np.log(np.sqrt(2) * clip_std))\ndef score(y_true, y_pred):\n    tf.dtypes.cast(y_true, tf.float32)\n    tf.dtypes.cast(y_pred, tf.float32)\n    sigma = (y_pred[:, 2] - y_pred[:, 0]) / 2\n    fvc_pred = y_pred[:, 1]\n    sigma_clip = tf.maximum(sigma, C_SIGMA)\n    delta = tf.abs(y_true[:, 0] - fvc_pred)\n    delta = tf.minimum(delta, C_DELTA)\n    sq2 = tf.sqrt(tf.dtypes.cast(2, dtype=tf.float32))\n    metric = sq2 * (delta / sigma_clip) + tf.math.log(sigma_clip * sq2)\n    return K.mean(metric)\ndef qloss(y_true, y_pred):\n    q = tf.constant(np.array([QS]), dtype=tf.float32)\n    e = y_true - y_pred\n    v = tf.maximum(q * e, (q - 1) * e)\n    return K.mean(v)\ndef mloss(lmbd):\n    def loss(y_true, y_pred):\n        return lmbd * qloss(y_true, y_pred) + (1 - lmbd) * score(y_true, y_pred)\n    return loss\ndef get_lr_callback(batch_size=10, epochs=100, warmup=.3, plot=False):\n    lr_start = 0.0001\n    lr_max = 0.001 * batch_size\n    lr_min = 0.00001\n    lr_ramp_ep = epochs * warmup\n    lr_sus_ep = 0\n    lr_decay = 0.97\n    def lr_scheduler(epoch):\n            if epoch < lr_ramp_ep:\n                lr = (lr_max - lr_start) / lr_ramp_ep * epoch + lr_start\n            elif epoch < lr_ramp_ep + lr_sus_ep:\n                lr = lr_max\n            else:\n                lr = (lr_max - lr_min) * lr_decay ** (epoch - lr_ramp_ep - lr_sus_ep) + lr_min\n            return lr\n    if plot == False:\n        lr_callback = tf.keras.callbacks.LearningRateScheduler(lr_scheduler, verbose=False)\n        return lr_callback \n    else: \n        return lr_scheduler\nclass LogPrintingCallback(tf.keras.callbacks.Callback):\n    def on_train_begin(self, logs=None):\n        self.val_score = []        \n    def on_epoch_end(self, epoch, logs=None):\n        self.val_score.append(logs['val_score'])\n        if epoch % 5 == 0 or epoch == (EPOCHS - 1):\n            print(\n                f\"\\tEPOCH {epoch + 1} | loss: {logs['loss']:.2f} | score: {logs['score']}\",\n                f\"| val loss: {logs['val_loss']:.2f} | val score: {logs['val_score']}\"\n            )\n    def on_train_end(self, lowest_val_loss, logs=None):\n        best_epoch = np.argmin(self.val_score)\n        best_score = self.val_score[best_epoch]\n        print(f'best model at epoch {best_epoch + 1} | score: {best_score}')\ndef get_model(inputs_seq_shape, inputs_tab_shape, units=128, mult=2, prob=.4, lmbd=.8):\n    bottleneck = efn.EfficientNetB0(\n        weights='../input/effnetweights/efficientnet-b0_weights_tf_dim_ordering_tf_kernels_autoaugment_notop.h5', \n        include_top=False, \n        pooling='avg'\n    )\n    bottleneck = M.Model(inputs=bottleneck.inputs, outputs=bottleneck.layers[-2].output)\n    inputs_seq = L.Input(shape=(*inputs_seq_shape, ))\n    inputs_tab = L.Input(shape=(inputs_tab_shape, ))\n    x = L.TimeDistributed(bottleneck)(inputs_seq) \n    x = L.TimeDistributed(L.BatchNormalization())(x)\n    x = L.GlobalMaxPooling3D()(x)\n    x = L.BatchNormalization()(x)\n    x = L.Dropout(prob)(x)\n    x = L.Dense(int(mult * units), activation='relu')(x)\n    x = L.BatchNormalization()(x)\n    x = L.Dropout(prob)(x)\n    comb_inputs = L.concatenate([inputs_tab, x]) # concatenate features from EfficientNet network and tabular data\n    x = L.Dense(units, activation='relu')(comb_inputs)\n    x = L.Dropout(prob)(x)\n    x = L.Dense(units, activation='relu')(x)\n    x = L.Dropout(prob)(x)\n    preds = L.Dense(3, activation='linear')(x)\n    model = M.Model([inputs_seq, inputs_tab], preds)\n    model.compile(\n        loss=mloss(lmbd),\n        optimizer=Adam(lr=0.01), \n        metrics=[score]\n    )\n    return model","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"EPOCHS = 400\nmodel_file = f'{MODELS_PATH}/model_{MDL_VERSION}.h5'\nearlystopper = EarlyStopping(\n        monitor='val_score', \n        patience=20, \n        verbose=0,\n        mode='min'\n        )\nmodelsaver = ModelCheckpoint(\n    model_file, \n    monitor='val_score', \n    verbose=1, \n    save_best_only=True,\n    mode='min'\n)\nlrreducer = ReduceLROnPlateau(\n    monitor='val_score',\n    factor=.1,\n    patience=10,\n    verbose=0,\n    min_lr=1e-5,\n    mode='min'\n)\ncallbacks = [earlystopper, modelsaver, LogPrintingCallback()]\nif DECAY:\n    lr_scheduler_plot = get_lr_callback(batch_size=10, plot=True)\n    xs = [i for i in range(EPOCHS)]\n    y = [lr_scheduler_plot(x) for x in xs]\n    plt.plot(xs, y)\n    plt.title(f\"lr schedule from {y[0]:.3f} to {max(y):.3f} to {y[-1]:.5f}\")\n    plt.show()\n    callbacks.append(get_lr_callback(BATCH_SIZE))\nelse:\n    callbacks.append(lrreducer)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"%%time\nmodel = get_model(\n    inputs_seq_shape=(SEQ_LEN, IMG_SIZE, IMG_SIZE, 3), \n    inputs_tab_shape=len(feat_cols), \n    units=128, mult=4, prob=0, lmbd=LAMBDA\n)\nhistory = model.fit(\n    train_datagen,\n    validation_data=val_datagen,\n    batch_size=BATCH_SIZE, \n    epochs=EPOCHS, \n    callbacks=callbacks,\n    verbose=1\n)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"history_file = f'{MODELS_PATH}/history_{MDL_VERSION}.txt'\ndict_to_save = {}\nfor k, v in history.history.items():\n    dict_to_save.update({k: [np.format_float_positional(x) for x in history.history[k]]})\nwith open(history_file, 'w') as file:\n    json.dump(dict_to_save, file)\nep_max = EPOCHS\nplt.plot(history.history['loss'][:ep_max], label='loss')\nplt.plot(history.history['val_loss'][:ep_max], label='val_loss')\nplt.legend()\nplt.show()\nplt.plot(history.history['score'][:ep_max], label='score')\nplt.plot(history.history['val_score'][:ep_max], label='val score')\nplt.legend()\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**TODO:**\n1. Inference part => Done [here](https://www.kaggle.com/vgarshin/osic-keras-images-and-tabular-data-inference)\n2. Understand if there is a profit from this stuff","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"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":4,"nbformat_minor":4}