{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Quick, Draw! Doodle Recognition Challenge\n\n### 1. Preprocessing\n* **data size issue**: 기본 데이터의 크기가 73GB로 현재 커널에서 학습 불가 --> 한 번에 학습 시킬 수 있는 크기로 축소 (Shuffle CSVs Kernel 데이터 사용)\n* **drawing feature**: stroke-base로 구성된 데이터이기 때문에 cv2모듈을 사용하여 이미지 데이터로 변환 작업 수행 (timespamp마다 점을 pixel 단위로 표시하는 작업을 통해 변환)\n\n### 2. Prediction\n* **MobileNet 사용**: 기존의 Convolution은 입력을 필터링하고 통합하는 과정이 한번에 이루어지지만, MobileNet은 필터링 층과 통합층을 분리하여 망을 구성함으로써 기존의 CNN보다 계산량을 줄일 수 있다.\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{"trusted":true},"cell_type":"code","source":"%matplotlib inline\nfrom IPython.core.interactiveshell import InteractiveShell\nInteractiveShell.ast_node_interactivity = \"all\"\nimport os\nimport json\nimport datetime as dt\n\n# third party library\nimport cv2\nimport pandas as pd\nimport numpy as np\nimport tensorflow as tf\nfrom tensorflow import keras\nfrom tensorflow.keras.layers import Conv2D, MaxPooling2D\nfrom tensorflow.keras.layers import Dense, Dropout, Flatten, Activation\nfrom tensorflow.keras.metrics import categorical_accuracy, top_k_categorical_accuracy, categorical_crossentropy\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.callbacks import EarlyStopping, ReduceLROnPlateau, ModelCheckpoint\nfrom tensorflow.keras.optimizers import Adam\nfrom tensorflow.keras.applications import MobileNet\nfrom tensorflow.keras.applications.mobilenet import preprocess_input\n\n# visualazation\nimport matplotlib.pyplot as plt\nplt.rcParams['figure.figsize'] = [16, 10]\nplt.rcParams['font.size'] = 14\nimport seaborn as sns\n\nstart = dt.datetime.now()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"DP_DIR = '../input/shuffle-csvs/'\nINPUT_DIR = '../input/quickdraw-doodle-recognition/'\n\nBASE_SIZE = 256\nNCSVS = 100\nNCATS = 340\nnp.random.seed(seed=1987)\ntf.set_random_seed(seed=1987)\n\ndef f2cat(filename: str) -> str:\n    return filename.split('.')[0]\n\ndef list_all_categories():\n    files = os.listdir(os.path.join(INPUT_DIR, 'train_simplified'))\n    return sorted([f2cat(f) for f in files], key=str.lower)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def apk(actual, predicted, k=3):\n    if len(predicted) > k:\n        predicted = predicted[:k]\n    score = 0.0\n    num_hits = 0.0\n    for i, p in enumerate(predicted):\n        if p in actual and p not in predicted[:i]:\n            num_hits += 1.0\n            score += num_hits / (i + 1.0)\n    if not actual:\n        return 0.0\n    return score / min(len(actual), k)\n\ndef mapk(actual, predicted, k=3):\n    return np.mean([apk(a, p, k) for a, p in zip(actual, predicted)])\n\ndef preds2catids(predictions):\n    return pd.DataFrame(np.argsort(-predictions, axis=1)[:, :3], columns=['a', 'b', 'c'])\n\ndef top_3_accuracy(y_true, y_pred):\n    return top_k_categorical_accuracy(y_true, y_pred, k=3)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"STEPS = 800\nEPOCHS = 16\nsize = 64\nbatchsize = 680","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"model = MobileNet(input_shape=(size, size, 1), alpha=1., weights=None, classes=NCATS)\nmodel.compile(optimizer=Adam(lr=0.002), loss='categorical_crossentropy',\n              metrics=[categorical_crossentropy, categorical_accuracy, top_3_accuracy])\n\nprint(model.summary())","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def draw_cv2(raw_strokes, size=256, lw=6, time_color=True):\n    img = np.zeros((BASE_SIZE, BASE_SIZE), np.uint8)\n    for t, stroke in enumerate(raw_strokes):\n        for i in range(len(stroke[0]) - 1):\n            color = 255 - min(t, 10) * 13 if time_color else 255\n            _ = cv2.line(img, (stroke[0][i], stroke[1][i]),\n                         (stroke[0][i + 1], stroke[1][i + 1]), color, lw)\n    if size != BASE_SIZE:\n        return cv2.resize(img, (size, size))\n    else:\n        return img\n\ndef image_generator_xd(size, batchsize, ks, lw=6, time_color=True):\n    while True:\n        for k in np.random.permutation(ks):\n            filename = os.path.join(DP_DIR, 'train_k{}.csv.gz'.format(k))\n            for df in pd.read_csv(filename, chunksize=batchsize):\n                df['drawing'] = df['drawing'].apply(json.loads)\n                x = np.zeros((len(df), size, size, 1))\n                for i, raw_strokes in enumerate(df.drawing.values):\n                    x[i, :, :, 0] = draw_cv2(raw_strokes, size=size, lw=lw,\n                                             time_color=time_color)\n                x = preprocess_input(x).astype(np.float32)\n                y = keras.utils.to_categorical(df.y, num_classes=NCATS)\n                yield x, y\n\ndef df_to_image_array_xd(df, size, lw=6, time_color=True):\n    df['drawing'] = df['drawing'].apply(json.loads)\n    x = np.zeros((len(df), size, size, 1))\n    for i, raw_strokes in enumerate(df.drawing.values):\n        x[i, :, :, 0] = draw_cv2(raw_strokes, size=size, lw=lw, time_color=time_color)\n    x = preprocess_input(x).astype(np.float32)\n    return x","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"valid_df = pd.read_csv(os.path.join(DP_DIR, 'train_k{}.csv.gz'.format(NCSVS - 1)), nrows=34000)\nx_valid = df_to_image_array_xd(valid_df, size)\ny_valid = keras.utils.to_categorical(valid_df.y, num_classes=NCATS)\nprint(x_valid.shape, y_valid.shape)\nprint('Validation array memory {:.2f} GB'.format(x_valid.nbytes / 1024.**3 ))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_datagen = image_generator_xd(size=size, batchsize=batchsize, ks=range(NCSVS - 1))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"callbacks = [\n    ReduceLROnPlateau(monitor='val_top_3_accuracy', factor=0.75, patience=3, min_delta=0.001,\n                          mode='max', min_lr=1e-5, verbose=1),\n    ModelCheckpoint('model.h5', monitor='val_top_3_accuracy', mode='max', save_best_only=True,\n                    save_weights_only=True),\n]\nhists = []\nhist = model.fit_generator(\n    train_datagen, steps_per_epoch=STEPS, epochs=70, verbose=1,\n    validation_data=(x_valid, y_valid),\n    callbacks = callbacks\n)\nhists.append(hist)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"hist_df = pd.concat([pd.DataFrame(hist.history) for hist in hists], sort=True)\nhist_df.index = np.arange(1, len(hist_df)+1)\nfig, axs = plt.subplots(nrows=2, sharex=True, figsize=(16, 10))\naxs[0].plot(hist_df.val_categorical_accuracy, lw=5, label='Validation Accuracy')\naxs[0].plot(hist_df.categorical_accuracy, lw=5, label='Training Accuracy')\naxs[0].set_ylabel('Accuracy')\naxs[0].set_xlabel('Epoch')\naxs[0].grid()\naxs[0].legend(loc=0)\naxs[1].plot(hist_df.val_categorical_crossentropy, lw=5, label='Validation MLogLoss')\naxs[1].plot(hist_df.categorical_crossentropy, lw=5, label='Training MLogLoss')\naxs[1].set_ylabel('MLogLoss')\naxs[1].set_xlabel('Epoch')\naxs[1].grid()\naxs[1].legend(loc=0)\nfig.savefig('hist.png', dpi=300)\nplt.show();","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"valid_predictions = model.predict(x_valid, batch_size=128, verbose=1)\nmap3 = mapk(valid_df[['y']].values, preds2catids(valid_predictions).values)\nprint('Map3: {:.3f}'.format(map3))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"test = pd.read_csv(os.path.join(INPUT_DIR, 'test_simplified.csv'))\ntest.head()\nx_test = df_to_image_array_xd(test, size)\nprint(test.shape, x_test.shape)\nprint('Test array memory {:.2f} GB'.format(x_test.nbytes / 1024.**3 ))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"test_predictions = model.predict(x_test, batch_size=128, verbose=1)\n\ntop3 = preds2catids(test_predictions)\ntop3.head()\ntop3.shape\n\ncats = list_all_categories()\nid2cat = {k: cat.replace(' ', '_') for k, cat in enumerate(cats)}\ntop3cats = top3.replace(id2cat)\ntop3cats.head()\ntop3cats.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"test['word'] = top3cats['a'] + ' ' + top3cats['b'] + ' ' + top3cats['c']\nsubmission = test[['key_id', 'word']]\nsubmission.to_csv('submission.csv', index=False)\nsubmission.head()\nsubmission.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"end = dt.datetime.now()\nprint('Latest run {}.\\nTotal time {}s'.format(end, (end - start).seconds))","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.4","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}