{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "accelerator": "GPU", "colab": { "name": "Jeelab_Keras_Mouse_BodyTracking_Example_ver20210403a.ipynb", "provenance": [], "collapsed_sections": [ "grVS3ETBd1ji" ], "toc_visible": true, "machine_shape": "hm" }, "kernelspec": { "display_name": "Python 3", "name": "python3" } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "grVS3ETBd1ji" }, "source": [ "# Jeelab mouse body tracking example using U-Net\n", "\n", "written by 한효빈, HioBeen Han - hiobeen.han@kaist.ac.kr\n", "\n", "JEELAB, KIST\n", "\n", "version 2021-04-03a\n", "\n", "Visit here: https://colab.research.google.com/drive/1UWqUtZdTbFKBWgcSD9x-LhjfTF9nUOW-?usp=sharing\n" ] }, { "cell_type": "markdown", "metadata": { "id": "P6JrDIEkdxVh" }, "source": [ "# Part 1. 환경 설정 & 데이터 불러오기" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ybHLZTCjP_V3", "outputId": "e3173472-6a1c-4b4e-f04b-fde3a22359c6" }, "source": [ "\"\"\" SET ENVIRONMENT \"\"\"\n", "# Drive mount\n", "from google.colab import auth,drive,files\n", "drive.mount('/content/gdrive')\n", "\n", "\"\"\" Load modules \"\"\"\n", "import os, cv2\n", "import numpy as np\n", "from glob import glob\n", "from matplotlib import pyplot as plt; from matplotlib import cm; plt.style.use('ggplot')\n", "# Download U-net\n", "!pip install git+https://github.com/karolzak/keras-unet\n", "from keras_unet.models import custom_unet" ], "execution_count": 1, "outputs": [ { "output_type": "stream", "text": [ "Mounted at /content/gdrive\n", "Collecting git+https://github.com/karolzak/keras-unet\n", " Cloning https://github.com/karolzak/keras-unet to /tmp/pip-req-build-f1bk3r61\n", " Running command git clone -q https://github.com/karolzak/keras-unet /tmp/pip-req-build-f1bk3r61\n", "Building wheels for collected packages: keras-unet\n", " Building wheel for keras-unet (setup.py) ... \u001b[?25l\u001b[?25hdone\n", " Created wheel for keras-unet: filename=keras_unet-0.1.2-cp37-none-any.whl size=16992 sha256=5fababfae4ceea970f38f08de8905ecaa2a730a742f19c8c2d23559848a6bb2c\n", " Stored in directory: /tmp/pip-ephem-wheel-cache-6fwpnftv/wheels/b3/3a/85/c3df1c96b5d83dcd2c09b634e72a98cafcf12a52501ac5cd77\n", "Successfully built keras-unet\n", "Installing collected packages: keras-unet\n", "Successfully installed keras-unet-0.1.2\n", "-----------------------------------------\n", "keras-unet init: TF version is >= 2.0.0 - using `tf.keras` instead of `Keras`\n", "-----------------------------------------\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "YPUQHFr5U-Y2", "outputId": "3d355d38-2e5b-439e-d826-bf0d1fc0422e" }, "source": [ "\"\"\" Google Drive 경로 파일에 되었는지 확인하기 \"\"\"\n", "# 시스템(리눅스) 명령어 사용은 커맨드 앞에 느낌표(!)를 붙이고 작성\n", "# ls -> listdir의 약자로, directory 내 파일들을 listing 하는 기능을 수행함\n", "# \n", "!ls gdrive/MyDrive/'Colab Notebooks'/tutorial_data/" ], "execution_count": 2, "outputs": [ { "output_type": "stream", "text": [ "frames.zip trainset_added.zip\ttrainset.zip\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "aR9tTFo1WjKR" }, "source": [ "\"\"\" 구글드라이브에 올라간 데이터를 Colab 가상환경으로 복사하기 \"\"\"\n", "# cp 명령어는 copy의 약자로, cp A B라고 쓰면 A를 B 경로로 복사함.\n", "# cp -r A B 라고 쓰면, A라는 디렉토리 내 파일들을 통째로 B에 복사함.\n", "# 이 예시에서는 tutorial_data/ 폴더 내의 파일들을 content/ 안으로 옮길 것. \n", "#\n", "!cp -r gdrive/MyDrive/'Colab Notebooks'/tutorial_data/ content/" ], "execution_count": 3, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Xub95k8VXXK_", "outputId": "9fc61b2b-8094-470b-923c-5af336dfb338" }, "source": [ "\"\"\" Zip 파일들 압축 해제하기 \"\"\"\n", "!unzip content/trainset.zip -d content/\n", "!unzip content/frames.zip -d content/" ], "execution_count": 4, "outputs": [ { "output_type": "stream", "text": [ "Archive: content/trainset.zip\n", " inflating: 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"\n", "n_files = len( filename_x )\n", "shape = (448, 448)\n", "x_raw = np.zeros(shape=(n_files,shape[0],shape[1]), dtype='float32')\n", "y_raw = np.zeros(shape=(n_files,shape[0],shape[1]), dtype='bool')\n", "for fileIdx in range(n_files):\n", " x_raw[fileIdx,] = cv2.imread( filename_x[fileIdx] )[:,:,0]\n", " y_raw[fileIdx,] = cv2.imread( filename_y[fileIdx] )[:,:,0]>0" ], "execution_count": 5, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "967PfkZN2R9P", "outputId": "61ca95c7-5823-40f8-9dcc-7a8793ff920d" }, "source": [ "\"\"\" Dataset augmentation \"\"\"\n", "# \n", "# 이미지를 가로/세로/가로세로 반전시켜서 4배르 뻥튀기하기\n", "# \n", "x_aug = np.zeros( (x_raw.shape[0]*4, x_raw.shape[1], x_raw.shape[2] ), dtype='float32')\n", "y_aug = np.zeros( (y_raw.shape[0]*4, y_raw.shape[1], y_raw.shape[2] ), dtype='bool')\n", "\n", "imgIdx = 0\n", "for fileIdx in range(x_raw.shape[0]):\n", " frame, mask = x_raw[fileIdx,], y_raw[fileIdx,]\n", " frame = frame/255\n", " \n", " # Appending original data\n", " x_aug[imgIdx,:,:] = frame\n", " y_aug[imgIdx,:,:] = mask\n", " imgIdx+=1\n", "\n", " # Flip x-axis \n", " x_aug[imgIdx,:,:] = frame[::-1,:]\n", " y_aug[imgIdx,:,:] = mask[::-1,:]\n", " imgIdx+=1\n", "\n", " # Flip y-axis \n", " x_aug[imgIdx,:,:] = frame[:,::-1]\n", " y_aug[imgIdx,:,:] = mask[:,::-1]\n", " imgIdx+=1\n", "\n", " # Flip x & y-axis\n", " x_aug[imgIdx,:,:] = frame[::-1,::-1]\n", " y_aug[imgIdx,:,:] = mask[::-1,::-1]\n", " imgIdx+=1\n", "\n", "print(x_aug.shape)\n" ], "execution_count": 6, "outputs": [ { "output_type": "stream", "text": [ "(400, 448, 448)\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 768 }, "id": "B330VYdITKeh", "outputId": "22d563dc-3427-4ea1-b071-385bc8b4e476" }, "source": [ "\"\"\" 잘 import 되었는지 확인하기 위한 visualization \"\"\"\n", "plt.style.use('ggplot')\n", "np.random.seed(20210404)\n", "for fIdx in np.random.randint(0,x_aug.shape[0],3):\n", " print('Image number %s'%fIdx )\n", " plt.figure(figsize=(8,4))\n", " plt.subplot(121); plt.imshow(x_aug[fIdx,:,:], cmap=cm.gray); plt.axis('off')\n", " plt.title('Input (X)')\n", " plt.subplot(122); plt.imshow(y_aug[fIdx,:,:], cmap=cm.gray); plt.axis('off')\n", " plt.title('Mask (Y)')\n", " plt.show()" ], "execution_count": 7, "outputs": [ { "output_type": "stream", "text": [ "img idx = 182\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "markdown", "metadata": { "id": "jQuYhWqZq5Gt" }, "source": [ "#Part 2. CNN 모델 빌드 & 훈련 진행하기\n", "\n", "\n", "세부적인 파라미터 튜닝 필요\n", "\n", "\n", "1. use_batch_norm => 각 레이어의 입/출력을 0-1 사이로 표준화.\n", "2. filters => 필터 사이즈 (클수록 sparse하게 봄).\n", "3. dropout => 랜덤하게 끊을 커넥션의 비율 (0-1).\n", "4. output_activation => 활성 함수의 종류 (*relu*, *sigmoid*, *tanh*, etc.).\n", "5. optimizer => *adam*으로 learning_rate = 1e-04 정도면 적당히 빨리 배움 \n", "\n" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Iyy7vM21UFV1", "outputId": "09417811-9eec-4bb0-c4ea-1826f05fe5cd" }, "source": [ "\"\"\" Train/Test 세트 나누기 \"\"\"\n", "randseed = 20210404\n", "from sklearn.model_selection import train_test_split\n", "x_train, x_test, y_train, y_test = train_test_split(\n", " np.expand_dims( x_aug, 3 ), np.expand_dims( y_aug, 3 ),\n", " test_size=0.1, random_state=np.random.seed(randseed))\n", "\n", "print('Training set size => (%d,%d,%d,%d)'%x_train.shape)\n", "print(' Test set size => (%d,%d,%d,%d)'%x_test.shape)" ], "execution_count": 8, "outputs": [ { "output_type": "stream", "text": [ "Training set size => (360,448,448,1)\n", " Test set size => (40,448,448,1)\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "pzt1sQAMF7Du" }, "source": [ "\"\"\" CNN 네트워크 빌드하기 \"\"\"\n", "from keras.callbacks import History; \n", "history = History(); histories = []\n", "from keras import backend as K; import gc\n", "gc.collect(); K.clear_session()\n", "from keras import optimizers\n", "\n", "model = custom_unet(input_shape=(shape[0],shape[1],1),\n", " use_batch_norm=1, num_classes=y_train.shape[-1],\n", " filters=16, dropout=0.20, output_activation='sigmoid')\n", "metric = 'binary_crossentropy'\n", "model.compile(optimizer = 'Adam', loss = metric, metrics = [metric])\n", "#model.summary()" ], "execution_count": 9, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "GQcuKsinkSsc", "outputId": "87714d36-fb06-479e-9dc2-d799f3542d79" }, "source": [ "\"\"\" Training \"\"\"\n", "fitIdx, nFit = 1, 100\n", "while fitIdx < nFit:\n", " history = model.fit(x_train,y_train,epochs=1,verbose=2,batch_size=32, validation_data=(x_test,y_test) )\n", " \n", " # Sample visualization\n", " if np.mod(fitIdx,10)==1:\n", " print('Epoch => [~%3d] / %3d'%((fitIdx), nFit))\n", " pred = model.predict(x_test)\n", " for predIdx in range(3):\n", " plt.figure(figsize=(6,3))\n", " plt.subplot(1,3,1); plt.imshow(x_test[predIdx,:,:,0], cmap=cm.gray); plt.axis('off'); plt.title('input X')\n", " plt.subplot(1,3,2); plt.imshow(y_test[predIdx,:,:,0], cmap=cm.gray); plt.axis('off'); plt.title('actual Y')\n", " plt.subplot(1,3,3); plt.imshow(pred[predIdx,:,:,0], cmap=cm.gray); plt.axis('off'); plt.title('predicted Y')\n", " plt.clim(0,1); plt.show()\n", " fitIdx += 1\n", " " ], "execution_count": 10, "outputs": [ { "output_type": "stream", "text": [ "12/12 - 43s - loss: 0.7374 - binary_crossentropy: 0.7374 - val_loss: 0.6141 - val_binary_crossentropy: 0.6141\n", "Epoch => [~ 1] / 100\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "12/12 - 6s - loss: 0.6564 - binary_crossentropy: 0.6564 - val_loss: 0.3968 - val_binary_crossentropy: 0.3968\n", "12/12 - 6s - loss: 0.6179 - binary_crossentropy: 0.6179 - val_loss: 0.4370 - val_binary_crossentropy: 0.4370\n", "12/12 - 6s - loss: 0.5834 - binary_crossentropy: 0.5834 - val_loss: 0.4926 - val_binary_crossentropy: 0.4926\n", "12/12 - 6s - loss: 0.5477 - binary_crossentropy: 0.5477 - val_loss: 0.4957 - val_binary_crossentropy: 0.4957\n", "12/12 - 6s - loss: 0.5095 - binary_crossentropy: 0.5095 - val_loss: 1.3305 - val_binary_crossentropy: 1.3305\n", "12/12 - 6s - loss: 0.4682 - binary_crossentropy: 0.4682 - val_loss: 0.3847 - val_binary_crossentropy: 0.3847\n", "12/12 - 6s - loss: 0.4213 - binary_crossentropy: 0.4213 - val_loss: 0.7654 - val_binary_crossentropy: 0.7654\n", "12/12 - 6s - loss: 0.3729 - binary_crossentropy: 0.3729 - val_loss: 0.2787 - val_binary_crossentropy: 0.2787\n", "12/12 - 6s - loss: 0.3347 - binary_crossentropy: 0.3347 - val_loss: 0.7169 - val_binary_crossentropy: 0.7169\n", "12/12 - 6s - loss: 0.3018 - binary_crossentropy: 0.3018 - val_loss: 0.3398 - val_binary_crossentropy: 0.3398\n", "Epoch => [~ 11] / 100\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "12/12 - 6s - loss: 0.2703 - binary_crossentropy: 0.2703 - val_loss: 0.1813 - val_binary_crossentropy: 0.1813\n", "12/12 - 6s - loss: 0.2422 - binary_crossentropy: 0.2422 - val_loss: 0.1555 - val_binary_crossentropy: 0.1555\n", "12/12 - 6s - loss: 0.2183 - binary_crossentropy: 0.2183 - val_loss: 0.1343 - val_binary_crossentropy: 0.1343\n", "12/12 - 6s - loss: 0.1976 - binary_crossentropy: 0.1976 - val_loss: 0.1250 - val_binary_crossentropy: 0.1250\n", "12/12 - 6s - loss: 0.1786 - binary_crossentropy: 0.1786 - val_loss: 0.1164 - val_binary_crossentropy: 0.1164\n", "12/12 - 6s - loss: 0.1608 - binary_crossentropy: 0.1608 - val_loss: 0.1065 - val_binary_crossentropy: 0.1065\n", "12/12 - 6s - loss: 0.1459 - binary_crossentropy: 0.1459 - val_loss: 0.1003 - val_binary_crossentropy: 0.1003\n", "12/12 - 6s - loss: 0.1328 - binary_crossentropy: 0.1328 - val_loss: 0.0941 - val_binary_crossentropy: 0.0941\n", "12/12 - 6s - loss: 0.1207 - binary_crossentropy: 0.1207 - val_loss: 0.0890 - val_binary_crossentropy: 0.0890\n", "12/12 - 6s - loss: 0.1116 - binary_crossentropy: 0.1116 - val_loss: 0.0861 - val_binary_crossentropy: 0.0861\n", "Epoch => [~ 21] / 100\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "12/12 - 6s - loss: 0.1023 - binary_crossentropy: 0.1023 - val_loss: 0.0797 - val_binary_crossentropy: 0.0797\n", "12/12 - 6s - loss: 0.0933 - binary_crossentropy: 0.0933 - val_loss: 0.0759 - val_binary_crossentropy: 0.0759\n", "12/12 - 6s - loss: 0.0845 - binary_crossentropy: 0.0845 - val_loss: 0.0719 - val_binary_crossentropy: 0.0719\n", "12/12 - 6s - loss: 0.0775 - binary_crossentropy: 0.0775 - val_loss: 0.0654 - val_binary_crossentropy: 0.0654\n", "12/12 - 6s - loss: 0.0715 - binary_crossentropy: 0.0715 - val_loss: 0.0627 - val_binary_crossentropy: 0.0627\n", "12/12 - 6s - loss: 0.0663 - binary_crossentropy: 0.0663 - val_loss: 0.0583 - val_binary_crossentropy: 0.0583\n", "12/12 - 6s - loss: 0.0616 - binary_crossentropy: 0.0616 - val_loss: 0.0623 - val_binary_crossentropy: 0.0623\n", "12/12 - 6s - loss: 0.0571 - binary_crossentropy: 0.0571 - val_loss: 0.0571 - val_binary_crossentropy: 0.0571\n", "12/12 - 6s - loss: 0.0531 - binary_crossentropy: 0.0531 - val_loss: 0.0475 - val_binary_crossentropy: 0.0475\n", "12/12 - 6s - loss: 0.0503 - binary_crossentropy: 0.0503 - val_loss: 0.0443 - val_binary_crossentropy: 0.0443\n", "Epoch => [~ 31] / 100\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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mM47K5TIIIUgkEggGg3A4HDAMgwlHqVRCOp2G3++Hy+VCY2MjPB4PYrEYhoeHUSgUsHbtWuzevRtdXV1oamrCoUOHEAgE4PP54PP5YBgG/H4/fD4f1qxZg1wuBwBIJpNob2+Hz+dDIpFAOBzG8PAwlixZgnQ6jVQqhXw+D6/Xi1WrVsHn86GtrQ3FYhH5fB4jIyOIRqPIZDLweDxwOBxYvXo1dF2Hz+dDNpvF8uXLEQ6HEQ6HkU6nWUzj6OgoisUiACCXy8EwDOi6zoSZPkzogwgAE1YqvJlMhgluuVxGJpNBsVgEIWTOf0SKxQu5lE8FQO2Hqx3Bs8LhcFTtw7+3U59VeZl4ykTUqg5xNqPD4WC/JysRnsosWJnoS8tZ+XSvuuoqAJcsNa/Xi2g0CsMw2AwRatFRy5IKBrUqS6USEy2fz4dyucysPJfLhUKhwKzQoaEhBINBOJ1OpNNptLa2wjAMaJqGiYkJdHR0sGPpuo7m5macOXOG5eYcGRlBa2srCCEoFovw+XwYHByE2+1mwgpcmq7odruRSqUQDofhdruh6zpGR0fR1dWFQCDArOTm5maEQiFkMhlks1k4HA6EQiEAQCqVYoH/yWSSWb38E5//AfBfBhVgcbv4pdGHHoCq3BPTQVm6C4eZtr4CgQDK5fKURMMuvNjKrFyr/WRlZILP/3b4/A88/O+DP4bZMcX/Vth5CPFlZA+IbDYr3c9SdJcsWcKsWuCSUIoXu1wuQ9M0aQOpO8Lr9SISiaBYLCKTyVRZbrIugwhtQ6FQQD6fh8PhQCAQqBI7uzidTtYOp9OJbDaLQqEAl8uFQCBQ9bnZ05Eelz5BZVYp3adUKjFrl28vvw9/k/DbZ3LWmxLdhcNCdS9YddntYiayZnXaFW6xjWafi9Rbvta+VjgcDlPRreleKJfLrOtMK3O5XMztIOti0O3UEs7n80gmk8wlIWsgL0JWF0LTNDbvm38ITAUq5E6nE8FgsGoKJP8Upa9losuLM8XqwcJfM1l99P9UunwKhZlA2HU38OWn81Aw27fe7fWUqbe9dl0xM+kbrpnwxsxcF01/mZnvcDiYkJl1BewILQ8Ve/49RSZ+VvDHpL5qHlmbZWJK96Xlae+AlhVvXivrQXRJKBTzxZV0H9oV35nAUnRlT7pazmf+v5k40jLzacWJ4mkmrlRIzdwGvJuFYjYgwPt5eb/uVC0ThWK6XEnCager3uVMXStL0RUHhXgLjVpzdFCNT41IfZbULUHDuOyIMQ8/ICBz1ovWo52nlTi6a+Xcl9Utiq/V/mJbxetpB/WjUMw09dxTViFZMuPCqhe3GIyIuehp1vTpUsQLRqMUqDDyn1OfLvW5ut1uFlbmcDhYKBT1+07XeU7LzIdAWQ2wyd6r8C/FbGL1G5jqGAEvpFY91HrDxeaL+TZkalq6gHzgh1qyfKwpvx/1c8r8mVYDSVbtmG6Z2cAqfpB/LfYS6hnUuNJXMFDMHHbcg2ZlF7KQ1oPsPOZSPyx/zX6/H/l8vkI87YZ1iFZyvUI7E8yU9VtvPbVcCFY+I9Fa0DQNTU1N9TVYMev09fXB4/GgqakJyWSSxYYXi0WcOXOGJWBfTJhF2FwJzGVP2VJ0o9EodF2HYRgolUowDIO5Duz4T/mIgOmEQMkuiMy/VM+gXz3YdX+YDYzV41Kg+7pcLrjdbjQ3N7MliBQLh1WrVuGmm25CU1MTWltbsWzZMvT09OCDDz7AN7/5zXkX3amKyJUktGZQtycdp6ID3+IyUlb7W4a9Wu2cTCYRjUbZk9zMVUBf8/8pMnGWhaGJiDcMdWGIgl/LehbLiO0RY4TFusTzkgk7IaRivSn6ns9BwZenFqx4TPrlUsFtaWlBX18fDh48KD03xfxhGAY+9alP4eqrr65YL2zFihWIRCLz2LJLTNXgmG9/53xDx6A0TcOyZctwzTXXQNM0HD58GEePHkU2m63LRSPDUnRproRQKFQ1u8LhcKChoYElcZEdjFrFYmP47TQKQraveCJmZUXMFpmUWejTfbJnMhmWD4L6Xmmin1wuh1QqhVQqVeVu8Xg8aGxshMPhYNEeuVwO2WwWLpcLra2tWLlyJd5///2KxR0VC4NQKIQVK1ZULdAYjUZZPpD5YCFbqnZ7yLONzKii0Bwzd999Nx555BG0tLTA4XAglUphx44d2LZtGyYnJ6XRTXYG/IEaoqtpGgzDQDAYZK4C/qLRfAzUHOehkxhoeV5o6f6yxvL7m10YO5ayWTnezVFrP5lVy++j6zoCgQAikYg0uqNUKmFwcBDpdJplaaNWby6Xg8PhgN/vZwluSqUSNE3DkiVL0N3djd/+9rcYGxuTtlExv0SjUQQCgartXq8XLS0t89CiS9ixVOdT8BbCQ8Hqd+90OtHc3IwHH3wQra2t7LNIJIL77rsPb7/9Nn72s5/BMAz2mUxwp+xe8Pv9yOVyLCyMNoy+drvd8Pv9bJsolOI+Zi4G3k8sO45Y3kx07Yy2Wk3VlUHLi2XpFGmz1VOp6NKMZS6Xq6IOQi6ly/R4PMhkMsw66uzsRGdnJ/bv34/JyckFcZMqPsTj8cDn82H9+vUsRp3H5XJJlxGfD+ZycOhygRACt9vN0rLyuFwudHd3syRasnEqO9e7pqUbDAbh9XorxJDPA0vzx/IiKXsPgPk5afef99Py/+lr/q+WRVzrBjPr2oiRFvUMesksHeBDn265XEZDQ0NFFAj9XNM0uFwuljeXEILu7m50dHRg7969iMfjSnAXIOvWrcNtt92GW2+9Vfp5uVzG+Pj4HLdKjtkEH4U5hBBMTk7ilVdewebNm6t+g7SHSnWjXsEFaogunVGWz+cRjUYRj8dhGAb7Amn+V6fTiUwmg1AoVJEbgYordU2k02n2FBEFmkJdEmaiS8vTbroo3OLJywSWF1bRkq1lLZtFKPA3Nf0ySqUSGhsbsWrVKpw9exaTk5NsSjF9WsbjcZRKJSxbtgydnZ04fvw4dF23+loU84hhGIjH46Y9HHqfKxYf1HLNZrN45plnsHHjRnzsYx9jn09MTGDfvn1sMYWpCC5gU3TpBAgaycD7M6jlGgwGWVea/6OfE0LQ2NhYJZKiL5gKtVgPhXdtyLDKvQlUiyYdnKORA7L6ZPtQxNhlPukOfTBFIhG0t7fDMAwUCgWUSiX4/X4kEgkAl0a829vbcf78efZQkz1JFfOPx+OBy+XCvn378LnPfa7q+9F13XTFAMXChxCCfD6P8+fP47vf/S6eeuopLF26FJOTk3jiiSfw3nvvVWRdpPvUg6XoZrNZOJ1OFItF1hWORCLQdR35fL4ihaPb7WbTfumNSN/zmcj4z+g2iszqNRvwqre7xB+HF08+oY1VZISZhSsKsCyRjtPpRCAQQGtrKyYmJuB0OpHL5eByudDb24vW1lYMDg4y632q8cyK2efEiROsh3LVVVeht7cXwKXvLJFI4P333zeNnpkLxN+L2X2rkEN/w7lcDrt378Ydd9yBa6+9FocOHcLBgwfZQgo89WpRzZAxWhlNWkOtNDsZ26ng8tYtn4eXL8e7DurJSGYnGoEiDmTJHgL0M3E/0e8sK0PbYmY1r169GqdPn0Y8HgcArFy5EtFoFMPDwywhkOgLVz+WhcXY2BjGxsawatUqvPjii/jGN76BsbExnDx5EgcOHEA2mzVNXj0fmN2vCnPomEw2m8XBgwfxwQcfMLek7DrWe20tV47o6OiQbne5XPD5fOjo6EBraysLJgZQJZ404TkvbrwIi5EPMh8t/bxWbJxdzFZ4oJhdWLP0jrQ+OnjGJ36nM/l0XWcLatLr4vf7MTo6ytwOhBDouo4LFy5UWL2EELVyxAIjFoshEonA5/MhHo8jn8+zFUdGRkZsuxhmWgytVo5QPaipYceSlY3xTGnlCDNKpRIymQxbFYJar7UmLvDWpB3LlJYDqn2n/GciZmFe/H5UxO3e9DTsi8KLIhVc+ppa0aJP1uVyYWhoCKtXrwZwyWqi50XdN7TOWueomF9GR0dn9EE4F0zHULmSmekH45TTVxFyKZOYx+MBIYQNttH3vFjyfiWxuyNatKK48uVkvjIroTeLyeUjImRt44XTzIfrdDqZ0MpcCrSOcrmMbDbLIhL6+voAAOPj4xVuEdnkEdk1UiiminIxzC52fbvTyhlILTw6YJbL5ZjP16w8nSTA+0j5AS3gw3he0dXA5+6tFaVAEQfx+Isiiw4QxVYm0HRf/o8XX75cJpNBKpWC0+lEX18fSqUSxsbGasYDq7hKheLyxN5iYibwfkw6kyOZTFZYeaIY8StI8COFNKkOnenBI4qsaMGaCZjoOxZf82XMBu/4CApRgGWOdd7Hm0qlkEgkoGkaPvaxj7HAeTEOWWyzsmwVisVFPb/ZaYkuTexCu9k0HlfX9apQKtFK5IXY7XYjEAhUdfX592L3XzbBgb52uVxVrghZGA0vuFb5f/ltZj5cMTIinU4jmUzC5/Nh3bp1yOfzLFGGWQic6BdX4qtQXH5MWXRlXW1CCEKhEFKpFJu1IVq6Vl1m/nM+XE20OIFqC1Vm7crC0czKyiIq+OOJ1rpoydMy5XIZuq4jmUwiFArhhhtugK7rGB8fl1rMtcLoFArF5YVt0RX9mrzVxwupx+OBpmlsthWPGF5lJsTiNjOxFq1dM+EVMVv5lw9nE8tRsRXj9UQxTqVSSCaTaGxsxIYNGzAyMoLR0dGqeGBZuBw9vp30lQqFHdS4wMLD9q9bHDCSWYFUvGhOUerfpYgRCYA8dIxaffR4Mmuz1gwyvm6riRw0KoK3MkXhow8JPjWjaOVSwdV1Ha2trdi4cSPOnDmDoaGhqvPlxZWPZ+YtYIViplD308LClujKfKiiy4C3/jRNQ3NzM3RdZxm0RAuZ1ku3SRsnmbrLi7SZb5cXNNGlwLsneKEV/9PX1LrlBwzFm5gKbjqdRldXFzZs2IBDhw5heHi46kEjc5nwxxQfCMrqVUwF8TenmBvsXGvLXzS1Ns267bz1RwfV+EiG5uZmJBIJ06xZZolmZPGqVhEDvKCKIsVb5eLsONoGmc+YEMLOh3eFiKFihmGwc1y9ejVuueUW/Pa3v2VRClbnJbO4lcgqpovMXadYOFjG6Yrde5krgF+wjcbg0okSmqYhGo1iaGiIpXTkk+BQFwEVVlm4FB/JQG8ecXl33j3Ab+frMwsfo/ADW3yEAj9oJj6ASqUSdF1HNpvF7/7u7+Kaa67BL3/5S0xMTLC2yHIGy0LW6snjq1DUA3/vKQGefyxFV/YFieJBu/K8Fcn7RL1eL0KhEC5cuMBCueiyNF6vF+FwGMFgkOVu4KGTKfjjim4KUaTFG0x8L+7DW8IysaXt4C1yWiaZTCKXy+HjH/84+vr68D//8z9IJpMVg3pm7ePPkf9MtLZVFINiPrHSAMXUqEt0ZaJFoa4IcXTe6XQiFotVuAVoOYfDgUKhwGZoBQIBBINB+Hy+ipV1xbhd/pi1uuPUmrZqNy3HCy7NGSwLCysUCkilUmxF2Pb2duzcuZMlrxaFUjb4yLefn2kns8IVivnC6j40+00tBmaz7bXqrXsasMxSkw0u8SJC/ZVAZY5cmmeWCk82m0UikUAikWACzK8yYWat8ojWLYXv5lPrUkx6Q8O+xAxfYqhbMpkEAHzxi1+Ey+XCq6++ikwmI7WieYtXJsZm7oXFejMrrhwW6z063w+LukRX5helyEbpxW4yUGnl8nVomoZwOIxwOFxRni7Y6HK5oGkaWzHCzE0gYmYNi/vyA4FUAPmBO2rhJpNJaJqGO+64A6Ojo3jzzTcrlg7iHwr8YpSya8b7m0UXBv8QU4NriqmyWIVxtphvwQXqFF0r61KcNEChuRV8Pp90f96NwAsTFWZ+CSDDMJDL5RAIBCpEXBb+xddJt/MDg7wFK0Ze0Hr5QULDMNgssz/6oz/CwMAA3nnnHRiGwSxWWUyymMBdvG78f9G9oAY9FIqZYyEILjDNLGMyZCclEw8qerQ7T4WTRiYAqBpcc7vdyOfzKBQK8Pl8lsfk4SdSyAbNeAtXljksn88jHo+jpaUFt99+O/7v//4P7733HvsSxRSQVHw1Tat6mNDzpIl/rMLKFIrpoO6lD1koggvUIejtIQsAABZzSURBVLq8WMlWcZDlg6X/g8FgleVHB494a4+vlwohXXGY4nK5EI/H0dbWZhrRwLeXfi5edDOxFX28+XweyWQSS5cuxec+9zm89dZbOHHiRMU5ioHo/LXi39OoDt4y5s/ZbNBwodwsCsViZCEJLjCNgTReRGWDROJAGt+9tnJT0M+pD5V3CTidlxbAjMfjaGhogNfrrejW8zG/suMClXlw+Vlm/H/6WS6XQzwex8qVK/GJT3wCr732Gs6fPy/9EnmR5OOI+TaILhAaPqdQzAVXortqoQkuUIfo8mFXMnE1W9uMugzMrGDROuWPx7se+Cm+4XAYg4ODWLZsWUU9IvyDgboyeLcC79cVBTebzSKVSuGjH/0orr/+euzatQsjIyPsWLJoA/7hIF478cHE9xp494csEkShUNjHTFMWCtMeSONPjvfLWgmuKD6i2PKWKxVCXsii0SiOHTuGQqEAr9dbszvOuw7ETGGymWB0eZ21a9eySQ/iVGaZa4M/f9m1M3s4yNosO4ZCobBmMQxAT3uNNLupCEVXg0gymcTAwACCwSC8Xi80TWMr5/J10OM2NjZiZGQEnZ2dFfGutBwPtWrpwo90dQrel0ot3HQ6jUwmg/Xr16OlpQW7du1CPp+Xuilk/mMz37asXeL1pPUqFIuFhTT2sBgEF7ApumahThRZqBjdz8yiBcDWVwPApgVfuHABuq5D0zQ4HA6k02m0tbUhFApViHZTUxNOnTqFjo4OVgeNAaaDdLStfKYw3o1AP+cFN5fL4Xd+53fg8/mwZ88eGIYhdSdQ9wfv9jATWNG/K7tmMreE+DBRKOwyVwLIu9Xms0u/WAQXsDEN2I51NhUMw8Dx48eh6zq8Xi/a2trQ3t4Oj8eDEydOIJ/P491332Ui2tnZiWQyiUQigaVLlzIxSqfTiEQiFQLF+59FdwLvUuAjKHRdR6FQwNq1a2EYBo4cOVKxnhtQnZaSHxATB8msXCpWIXQLyXJQKERkIY6i4FnpxmwMbC0mwQWmKLr8IJBsZN7K90tfu1wudHV1YWhoCCMjIxgZGWHd/0KhAEIupYcsl8s4ffo0hoaGkMvlYBgG4vE4isUiUqkUgsEg/H5/RSQAb0WKYsZHL+i6Dp/Ph2w2i3K5jKuuugpjY2MYHR2V3lxW1rzVdbLy5YrXSGYtKPFV2GW2xUc0HGRGwlwOBi82wQVsJrypdwDIrC5eqAEgEAigu7sbLS0tSKfTuHjxIiYnJ+Hz+SqszGAwiEQiAcMw4HK5cPr0aRBC4PV6cejQIQwMDKCvrw9tbW3MhWAW0kVz4CaTSQwNDSESiWD58uUIhUIYHR1FPB6XCh9vHYv+Y/FYsnSO4jXj28i7PJRPV7EYkPXazHppovthJt0Qi01wARs+XTtiazaIJAoUUJ0ft1wuw+PxIJ/Pw+12o7GxkaV+BABd17FixQocPnyYxe46HA74fD7EYjEEAgGk02mcPXsWoVCIzVSTHZcOpk1OTmJsbAxOpxPBYBDlchkXL15EPp+vaCN/Hvz5OByOitlm/DUQRZi/Nnx91E8sc3ssxNhCxeJhodw7dgT5SsRSdGWDO3S7mDXM7nplPFQEC4UCzp07h3g8jmg0ilgshlQqhYmJCZRKJZw7dw4NDQ1obW3FxYsXWaL0sbExhMNhxGIxtLe3V8xc4wWMzxpGBdfj8aCjowNNTU04f/58Rbv4hwdvIYvxtqLg8teAn85s5m7hHwS8FSDO+FMoFjqiZWt1/y7kGNq5wJalK7uAXq8XXq+XhY2JqzfIELsZ1BVA8ylQ0aQWLY3DBS4NmDkcDrS3twO4FEvrcrlQKBQwOjqKVCqFtrY2Fs1Aj1EoFHD+/Hm43W4QQpBMJhGNRtHZ2YlgMIizZ88yy1OW/pG+F5Op86/5bVY+XnpufMSE2SSNK/WGVEwPs9/rbDzErQbPZNEMYhvsDNRfjr8DWwNpZl0DfhBN1tWmYiL6c8Rwrmw2i1wuB7fbjaamJuTzebbkDQC2JE4gEIDb7UYgEEBzczNb/oeKlc/nq0rFSI87PDwMr9eL5cuXs6Tqp06dqmqvGKFgls6ylnvFbCBOnP0mTtJQPl3FdDATV/E3OhNY1SlrR73HvhwFF5jC5AgqEIVCAcViEYZhwOPxVIidKLYytwJ1EdD3gUAAACqEErgUv0snJ6TTaXg8HjagRq1sn8/HJmnw2bsmJiaQz+eh6zr8fj96enrQ0dGBVCqFwcFBU3+zTGzNBsXqiaPlLVox58NcjvgqrlxmUnhlA2MzcQ9frhYuxVJ0aciWiCgcfKgWP0hGt8mEKZFIYGBgAIZhIBKJIJPJwOFwQNd15ufUNA3FYhFerxfBYJCtJOFyuZDP51EqleDxeEAIgd/vZ3XzORTi8Tj8fj96e3vR2dmJyclJDA4OmlqtZj5csZxo+Zrl9KV1moXW8G1WwquYLrMdQlVv3VMRz8tZcIEaoms1oMMLL52ZJQoWnSEm7lcsFhEMBrF06VIMDw9jcHCQuQ+o2NI/OuXX5/PB7XazmWoOhwNutxuFQoFFPlCfcKlUwuTkJCYnJ9HY2Ije3l60tbVheHgYw8PDNf1IQHW6StHi5a+RmYDz9fEuhMv9plJcvliJusylpqjGUnTp4JaZg5y3zGi33Mx3S/fLZrM4evQoyuUy2traEIvFkMvlUCgUWFIZn8/HEtk4HA7E43HEYjE2Jdfv90PTNBY+RsO3qKCPjY1B13U0NTVh5cqVaGhowKlTpxCPxysiHESrnPfNirPMzEZc7QiuuM3qpuVTPV7u3SzF4qGWoNYaPFd8SN0z0ug2fsFI3n3Ai4osTk/TNLS1teHChQs4fvw4isUim6pLRZbmQeDr8vl8iMfj8Hg8WLlyJfx+f8XS74QQ5HI5DA8PgxCCtrY29PT0wO124+jRoyzagT8O3y4z1wDFKiLBzk1lx3erXAuK6TJb95Bo4doRYatxnSsZS9EVJwDw8GJV64LzdWiahtbWVkQiEaTTaYyMjEDXdXg8HhYWRgiBYRjI5/PsOBcvXoTT6USxWMSRI0cQCARYTK/f70ehUMDIyAgAoK2tDd3d3TAMA2fOnEE+n2eCK1t910pQeew+3UX4OGE79ct6CwqFHay6/9P198rGPszey+5lWT1XIpaiy8e78lBRpILKZwsDKq1G6svkJ1M4nU6EQiEEg0EWIuZ0OmEYBqs3k8lgfHwco6OjLKKBTmjQNA2ZTAapVArlchmxWAwTExNwOp1YsmQJOjo62LRiPpqBtktcrUH0O4t+WkLk2b7s3DxWN7kdq3q2B0YUVw4zeR+Z3btmBoNZKOWVyJQnR8jgR/tlg2iyuj0eDws5ozkXCCGIRCKIRCLw+/2YnJxEMplEsVjE8PAw2tvb0dLSgkgkwmJ63W432tvbEYvFMDo6ivHxcXYMHiq4ZlarKLji5/UILT94ZpWER92IissFXlxFd4TdHuXljm2frh3R4S8qv05YrWPQ/1RwaV1+vx9dXV1oaWlBPB5na6YBH4qYrusIhUJoaWlBMBjEyMgI4vG4ae4Fsb38Khd2ntL8a375+FrnKBt85EUZQMXsNH5fNWFCsdioRzeuNGZ0CfapXlhRcPn6NE1DKBSC3++vEiQaXtbc3IxAIIDx8XEWAVFL8PmQMLNwsKnicDgqJn7IRFlMYm41uKYsYcViRYltNbZSO4rb+CThfAQB/2cXO6JCxZeWLxaLyOfzOHfuHHK5HHw+H1KpFDKZjDRHgqw+WRnadrOIDf41daHw58sn2RH/m1m3svfiMRWKy4kr/d6e8hLs4qQBXqzs+HOB6rhUfrtV+UwmgwsXLiCfz6O5uRm5XK5iNV2rMBWxvaKFW6/Va5YDV+az5X25vNjWOtaVfIMqLi+udMEFpph7way7LJaTRQDwPp56us1UcHVdx/DwMEqlEtrb2+F2uyvKyWJwZU58MyvXrP31IAoutYqt/LP8A4uvR6G4XFCCe4lpRy/IRihlLgaxHn6hSFld4jEMw4Cu68hkMixMjJ9dZrYfbQ8v9uLKD1YrCVvVK9tuFZEguh8UiisFJbgfUjOJuZl48NYkb8WJ3Xwe3tKrZ4CIZgorFArIZrNoamqq8ivTemkeCNFNwD8MZC4Es1Axui8tI56P7LVYRnau/Hv+OqvVfxWzwXw/6JXgfsiUohdEt4GYIxaonnDAW7V2BJeWyWazSKfTyOfzyGaziEQi0mWBxPbJLG36347fVvY5/yAx8+PKzoG/RmblZOeirAPFTDDfgquopGb0Ah0UE61e3jKrZZ3V66ekEQrZbJb9FQoFNDQ01BRLGkkhsx5lqzrUsm7Fdtm9gWlZ2UChrCzfToViOogPazWrcWEx5SXY+QgAUczMBsvsWLc0xjWVSqFYLCKdTqNYLNYUXDOXAu8a4C1k/jWfUYxvt92JHXbei/5emYCrSRCK2WKuhVf10sypKbq8j1b8DJB312XdcvonCqf45eRyOei6jnK5DF3X4XA40NDQIG2fVeJw+jn9L5sIUU+0An++Vp/zYiomJhdjdet5ICkUdplvsVOCa01dPl06UCZ2h82sXXGKqxkulwulUgm5XA6ZTAaEXFpAUtM0BINBU2GVrdDLl+M/49vKT6Cw42rgP5OJo5XgWpURr5NViJtCMRXovTSXD3V131pjK2TM4/Gwdcr4L49P9i0KXz1dZcMwkMlkkM1m4XA4kEgk4PP54Pf7TcVHFHyxzWbWrbg/LS/DSmBl28QHjdnAmgy1ArBiphB7oTzqHpt/ai7X4/f7KxKxiJEDVpEEdqzIQqGAdDoNwzBQLpeRSqUQDofh9XorRMrsmLLVekULl99XjKqYiZtQXO3BzBVTy0UhogZAFFNF3TsLl5qi63Q6K5KAU8z8szy8b4cvT8vR+NtisQhCCFKpFKLRKJtlZuVW4NdKo2Vkosu3QTZgZhezQTHxczvbeZHmrXL+ASI7rkJRC1n8txLghYWl6EYikaoVfwHzcCq+jFnuBVqO+m/L5TIMw0Aul0NjYyObZWblUhDbIVq1MpeCOHttOhau6Ebgt1u9N/tM5iJRKKbLbAutGjCbGpai6/V6kU6nq/LcysSFFyE62CbGy1LBTafTyOVyIISgUCigUCigsbHRVpIc0WVAhdXMtwxAuqqFXWRhXbI8E2aRCFaf8e0X26asFMV0mO3IGCW4U8dSdGU5bq26z/wgmjhQRQhh7gS6qm8ul0O5XLYUXFqvODBG6+VFWDY4NlUL0u5NW2twTLZN3Ic/P6voBoViIaAEd3pYim4mk0E+n69KQchbYKIFbOaPTKfTbMDM6XQinU7D5XKhoaGhIo+CuK8osLIv22qE1syStMKOm0Dmq+Vf1xJK2Y0rnp8SW0W91LrHpyuYSnBrU+sa1bR0Aesvkq7ewAsbb11Sd0I6nWZTimlIWDgctoxHFf20/AmZDaLx1m+9mImrHf+tnc9qXU+ZCCvhVSwUlODODDXjdK3ERZzwwIskIR+mY8xmswAAt9uNeDxeIbjiMcz8m2I0gkyQxf1qCa/suOJn4jmaXQ8rny7woVtB1iMQ6xF7EWqQTTFfWP1GFNXY8Z/b8unSwH1REOnnxWIRbre7wjIrFApIpVIoFArQNA0ulwsTExMIh8MIBAJVdZkFdIvlZFatmVBbXRDRlcGLLJ8qUlbGDLOwMB4x7I7+yXy9yrJQzCdKcOvDbhy+peiapSOkkQniAanQZDIZlqiGCuzk5CTC4TB8Pl9VfWZYWbIy668ekZItlcNbpWK9tfy8dny4Zu4L2Xa7S/koFDON+DtS96B97FyrunIvmHWb6cSJfD6PXC7HohIaGhpgGAaSySQikQib9CDOWqMNNZstZsfKlbWVv3nELrvYDtm+dq4H/1Cqpz4zK5d/rW52xXzAhymqe3DmsZVP1+wzXihyuRxSqRQMw4DL5UJTUxN0XYeu6xWzzGT10Ry4ItP5wulx+Cxp9VijsmgKK7+tWYIbszhbug+f7EaciKJueMVcIbtf1f1nHztGGmXaA2l0Nlkmk2HuhFgshuHhYRQKBUSjUWiaZvlFyizWegePeEvWKuzKTFT5emRrmYmCLNZdayBN9l42eCf7vJ4vVKGoB/F3qQR39qnp07WiUChgdHQU+XweTqcTTU1NiMViGBwcRD6fZzG4Yj28G0GcEGAVcysijvTLhNfspqp1fjLL1o7Iim0zq5N/zS93xFu5Mn+6QjFTyHpzgBLc2aame8HsB+9wXErBqGka3G43Ojo6EAwGcfHiRYyPjyMYDCKZTMLlcrEvl4Z5USuWTt3lB8yoINO0kWI+BfqeFydap9n6bGZdfFkZWdQBL+j8dakl7DJLma9HJuJm1rVCMV1EgZUJrvh6po53pWDnwVX3Euz0y6KC6PV60dPTg3K5jHPnzmFsbAyFQgG6rrP9ZSFdZg0T42zF1IyiK0K2egS/YgRfzuwzWZ30Pz1fuo0XdplLRFzuXaxTvNF54S0Wi0z0ldgqZgsrwZ2qUIp1KIPBnLqXYHc4HHC73WwK74oVKxCPxzE+Po6JiQkUCgXTLkutsCsRWWJvQqpz+tbyg9q5kcT2mflT7VjMtFyt48pcCGoGmmI2EA0XsddFmUkrdybEfDFQ7zWztUZasVgEcOnCaZoGTdPQ1taG9vZ2DA8PI5FIIB6Po1gs2vLB2sUsVlDs2lt1jey4FmT7We1jVafM7VDruNStcTnfmIr5Q2a42P1dTOdYl/P9PJ1rZztOl1q41J3g8Xhw9uxZ5HI5JBIJyzXQRGuu3gkMsn3o8USrVzzmTMHPyqtVt91jq5hcxWwjs2pnS3AB617nXN/jC/V3ZXsgze12IxgM4iMf+QhSqRQGBwdZbgUrweXr4uu0mthgtb8I74Kwusi1Rmr5dJSyz8x8VHbji2tZ5FYo35jCLrJ7ReZamI+2iKLP/7dbXz1lZW2gx6+njpmmpugCgMfjQXNzM3p7e3Hu3DnE43GWPWyqT7Gpiq9ZPWKbKbR+OnPO7IvjhZu3osU8t2L9Mh8sH21By1vVYXVuCsVUkbnkFsI9JQqilUvQbsgovy//X3a+ZtfAbKB/pq9ZTfeCpmlYunQpli5disOHD7OMYdlstsrKpA2109h6Bpxk2LkQ4jF4weP/UxeFLN8Bv+y83RV7+ePwx53qeaosY4p6kfXqFoLg2sFqfIX/HZkNBE5VLM0G/mb6YVVzuZ6enh6EQiG89957bECtUChUiQh/IcQ/GVbrnVkhdvmtYl1l7bBqk5Vrwu6XS9tE2yVOD5Ydy+xLVRENiqkwHQt3Nnyg0xGseizVmTjeTNZhhqXorlmzBplMBu+//z774qjgUuiXJMa01hJRcTsfxyp2LWR11LL+ZBnK7OxnF7PE5rxlK8vSZibg/HYq2gt1IECxeLAruLN5n823D3UmqHUO9bTdUnSHhoYwNDQETdNYngVZA0RxpF1yK9+MKNy8KFmVldVVD1ZWozgBQjaF2QqZ5WvHguetdmXVKqbLVPy3C+EBb9Xmes9HHKSrte9cnrul6F68eBFutxvlcpm5FkSm65Ot5fCeqmVqNXPMrC18ohvex6tQLBZEV9piw6rN9Z6PzP05W5gZotKyZCHb9AqFQnGZoYbFFQqFYg5RoqtQKBRziBJdhUKhmEOU6CoUCsUcokRXoVAo5hAlugqFQjGH/D/+FvgMUQ66vwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "12/12 - 6s - loss: 0.0469 - binary_crossentropy: 0.0469 - val_loss: 0.0424 - val_binary_crossentropy: 0.0424\n", "12/12 - 6s - loss: 0.0438 - binary_crossentropy: 0.0438 - val_loss: 0.0411 - val_binary_crossentropy: 0.0411\n", "12/12 - 6s - loss: 0.0411 - binary_crossentropy: 0.0411 - val_loss: 0.0386 - val_binary_crossentropy: 0.0386\n", "12/12 - 6s - loss: 0.0388 - binary_crossentropy: 0.0388 - val_loss: 0.0358 - val_binary_crossentropy: 0.0358\n", "12/12 - 6s - loss: 0.0368 - binary_crossentropy: 0.0368 - val_loss: 0.0337 - val_binary_crossentropy: 0.0337\n", "12/12 - 6s - loss: 0.0348 - binary_crossentropy: 0.0348 - val_loss: 0.0328 - val_binary_crossentropy: 0.0328\n", "12/12 - 6s - loss: 0.0330 - binary_crossentropy: 0.0330 - val_loss: 0.0318 - val_binary_crossentropy: 0.0318\n", "12/12 - 6s - loss: 0.0312 - binary_crossentropy: 0.0312 - val_loss: 0.0310 - val_binary_crossentropy: 0.0310\n", "12/12 - 6s - loss: 0.0297 - binary_crossentropy: 0.0297 - val_loss: 0.0295 - val_binary_crossentropy: 0.0295\n", "12/12 - 6s - loss: 0.0283 - binary_crossentropy: 0.0283 - val_loss: 0.0289 - val_binary_crossentropy: 0.0289\n", "Epoch => [~ 41] / 100\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "12/12 - 6s - loss: 0.0271 - binary_crossentropy: 0.0271 - val_loss: 0.0281 - val_binary_crossentropy: 0.0281\n", "12/12 - 6s - loss: 0.0259 - binary_crossentropy: 0.0259 - val_loss: 0.0264 - val_binary_crossentropy: 0.0264\n", "12/12 - 6s - loss: 0.0249 - binary_crossentropy: 0.0249 - val_loss: 0.0270 - val_binary_crossentropy: 0.0270\n", "12/12 - 6s - loss: 0.0238 - binary_crossentropy: 0.0238 - val_loss: 0.0248 - val_binary_crossentropy: 0.0248\n", "12/12 - 6s - loss: 0.0229 - binary_crossentropy: 0.0229 - val_loss: 0.0238 - val_binary_crossentropy: 0.0238\n", "12/12 - 6s - loss: 0.0219 - binary_crossentropy: 0.0219 - val_loss: 0.0233 - val_binary_crossentropy: 0.0233\n", "12/12 - 6s - loss: 0.0212 - binary_crossentropy: 0.0212 - val_loss: 0.0233 - val_binary_crossentropy: 0.0233\n", "12/12 - 6s - loss: 0.0205 - binary_crossentropy: 0.0205 - val_loss: 0.0219 - val_binary_crossentropy: 0.0219\n", "12/12 - 6s - loss: 0.0197 - binary_crossentropy: 0.0197 - val_loss: 0.0202 - val_binary_crossentropy: 0.0202\n", "12/12 - 6s - loss: 0.0190 - binary_crossentropy: 0.0190 - val_loss: 0.0209 - val_binary_crossentropy: 0.0209\n", "Epoch => [~ 51] / 100\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "12/12 - 6s - loss: 0.0182 - binary_crossentropy: 0.0182 - val_loss: 0.0207 - val_binary_crossentropy: 0.0207\n", "12/12 - 6s - loss: 0.0178 - binary_crossentropy: 0.0178 - val_loss: 0.0209 - val_binary_crossentropy: 0.0209\n", "12/12 - 6s - loss: 0.0173 - binary_crossentropy: 0.0173 - val_loss: 0.0194 - val_binary_crossentropy: 0.0194\n", "12/12 - 6s - loss: 0.0166 - binary_crossentropy: 0.0166 - val_loss: 0.0189 - val_binary_crossentropy: 0.0189\n", "12/12 - 6s - loss: 0.0161 - binary_crossentropy: 0.0161 - val_loss: 0.0195 - val_binary_crossentropy: 0.0195\n", "12/12 - 6s - loss: 0.0156 - binary_crossentropy: 0.0156 - val_loss: 0.0186 - val_binary_crossentropy: 0.0186\n", "12/12 - 6s - loss: 0.0153 - binary_crossentropy: 0.0153 - val_loss: 0.0175 - val_binary_crossentropy: 0.0175\n", "12/12 - 6s - loss: 0.0149 - binary_crossentropy: 0.0149 - val_loss: 0.0162 - val_binary_crossentropy: 0.0162\n", "12/12 - 6s - loss: 0.0149 - binary_crossentropy: 0.0149 - val_loss: 0.0157 - val_binary_crossentropy: 0.0157\n", "12/12 - 6s - loss: 0.0149 - binary_crossentropy: 0.0149 - val_loss: 0.0153 - val_binary_crossentropy: 0.0153\n", "Epoch => [~ 61] / 100\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "12/12 - 6s - loss: 0.0144 - binary_crossentropy: 0.0144 - val_loss: 0.0177 - val_binary_crossentropy: 0.0177\n", "12/12 - 6s - loss: 0.0140 - binary_crossentropy: 0.0140 - val_loss: 0.0153 - val_binary_crossentropy: 0.0153\n", "12/12 - 6s - loss: 0.0135 - binary_crossentropy: 0.0135 - val_loss: 0.0150 - val_binary_crossentropy: 0.0150\n", "12/12 - 6s - loss: 0.0129 - binary_crossentropy: 0.0129 - val_loss: 0.0162 - val_binary_crossentropy: 0.0162\n", "12/12 - 6s - loss: 0.0126 - binary_crossentropy: 0.0126 - val_loss: 0.0155 - val_binary_crossentropy: 0.0155\n", "12/12 - 6s - loss: 0.0122 - binary_crossentropy: 0.0122 - val_loss: 0.0156 - val_binary_crossentropy: 0.0156\n", "12/12 - 6s - loss: 0.0120 - binary_crossentropy: 0.0120 - val_loss: 0.0159 - val_binary_crossentropy: 0.0159\n", "12/12 - 6s - loss: 0.0118 - binary_crossentropy: 0.0118 - val_loss: 0.0149 - val_binary_crossentropy: 0.0149\n", "12/12 - 6s - loss: 0.0114 - binary_crossentropy: 0.0114 - val_loss: 0.0148 - val_binary_crossentropy: 0.0148\n", "12/12 - 6s - loss: 0.0111 - binary_crossentropy: 0.0111 - val_loss: 0.0150 - val_binary_crossentropy: 0.0150\n", "Epoch => [~ 71] / 100\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "12/12 - 6s - loss: 0.0109 - binary_crossentropy: 0.0109 - val_loss: 0.0155 - val_binary_crossentropy: 0.0155\n", "12/12 - 6s - loss: 0.0107 - binary_crossentropy: 0.0107 - val_loss: 0.0145 - val_binary_crossentropy: 0.0145\n", "12/12 - 6s - loss: 0.0105 - binary_crossentropy: 0.0105 - val_loss: 0.0149 - val_binary_crossentropy: 0.0149\n", "12/12 - 6s - loss: 0.0103 - binary_crossentropy: 0.0103 - val_loss: 0.0151 - val_binary_crossentropy: 0.0151\n", "12/12 - 6s - loss: 0.0101 - binary_crossentropy: 0.0101 - val_loss: 0.0138 - val_binary_crossentropy: 0.0138\n", "12/12 - 6s - loss: 0.0099 - binary_crossentropy: 0.0099 - val_loss: 0.0143 - val_binary_crossentropy: 0.0143\n", "12/12 - 6s - loss: 0.0098 - binary_crossentropy: 0.0098 - val_loss: 0.0157 - val_binary_crossentropy: 0.0157\n", "12/12 - 6s - loss: 0.0097 - binary_crossentropy: 0.0097 - val_loss: 0.0145 - val_binary_crossentropy: 0.0145\n", "12/12 - 6s - loss: 0.0094 - binary_crossentropy: 0.0094 - val_loss: 0.0157 - val_binary_crossentropy: 0.0157\n", "12/12 - 6s - loss: 0.0093 - binary_crossentropy: 0.0093 - val_loss: 0.0153 - val_binary_crossentropy: 0.0153\n", "Epoch => [~ 81] / 100\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "12/12 - 6s - loss: 0.0091 - binary_crossentropy: 0.0091 - val_loss: 0.0143 - val_binary_crossentropy: 0.0143\n", "12/12 - 6s - loss: 0.0089 - binary_crossentropy: 0.0089 - val_loss: 0.0159 - val_binary_crossentropy: 0.0159\n", "12/12 - 6s - loss: 0.0088 - binary_crossentropy: 0.0088 - val_loss: 0.0148 - val_binary_crossentropy: 0.0148\n", "12/12 - 6s - loss: 0.0086 - binary_crossentropy: 0.0086 - val_loss: 0.0140 - val_binary_crossentropy: 0.0140\n", "12/12 - 6s - loss: 0.0088 - binary_crossentropy: 0.0088 - val_loss: 0.0136 - val_binary_crossentropy: 0.0136\n", "12/12 - 6s - loss: 0.0087 - binary_crossentropy: 0.0087 - val_loss: 0.0116 - val_binary_crossentropy: 0.0116\n", "12/12 - 6s - loss: 0.0084 - binary_crossentropy: 0.0084 - val_loss: 0.0133 - val_binary_crossentropy: 0.0133\n", "12/12 - 6s - loss: 0.0083 - binary_crossentropy: 0.0083 - val_loss: 0.0134 - val_binary_crossentropy: 0.0134\n", "12/12 - 6s - loss: 0.0081 - binary_crossentropy: 0.0081 - val_loss: 0.0150 - val_binary_crossentropy: 0.0150\n", "12/12 - 6s - loss: 0.0080 - binary_crossentropy: 0.0080 - val_loss: 0.0138 - val_binary_crossentropy: 0.0138\n", "Epoch => [~ 91] / 100\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "12/12 - 6s - loss: 0.0079 - binary_crossentropy: 0.0079 - val_loss: 0.0145 - val_binary_crossentropy: 0.0145\n", "12/12 - 6s - loss: 0.0078 - binary_crossentropy: 0.0078 - val_loss: 0.0132 - val_binary_crossentropy: 0.0132\n", "12/12 - 6s - loss: 0.0077 - binary_crossentropy: 0.0077 - val_loss: 0.0131 - val_binary_crossentropy: 0.0131\n", "12/12 - 6s - loss: 0.0075 - binary_crossentropy: 0.0075 - val_loss: 0.0150 - val_binary_crossentropy: 0.0150\n", "12/12 - 6s - loss: 0.0074 - binary_crossentropy: 0.0074 - val_loss: 0.0134 - val_binary_crossentropy: 0.0134\n", "12/12 - 6s - loss: 0.0074 - binary_crossentropy: 0.0074 - val_loss: 0.0133 - val_binary_crossentropy: 0.0133\n", "12/12 - 6s - loss: 0.0074 - binary_crossentropy: 0.0074 - val_loss: 0.0118 - val_binary_crossentropy: 0.0118\n", "12/12 - 6s - loss: 0.0072 - binary_crossentropy: 0.0072 - val_loss: 0.0141 - val_binary_crossentropy: 0.0141\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "8W5FHWlSk1__" }, "source": [ "# Part 3. Non-training frames (Full video) 에 대해 모델 prediction 적용하기" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 83 }, "id": "Fat1YWimWtM8", "outputId": "00e749f5-d96b-4fea-ae83-354c0307871c" }, "source": [ "\"\"\" Video frame 읽어온 후 predict 하기 + 그림 파일로 save 하기 \"\"\"\n", "from datetime import datetime, timedelta\n", "datestr = (datetime.now()+timedelta(hours=9)).strftime(\"%Y%m%d-%H%M%S\")\n", "\n", "dir_import = 'content/data/frames/'\n", "dirList = glob(dir_import+'*sample*')\n", "dirList.sort() \n", "\n", "writedir = 'content/data/predicts/'\n", "#!rm -r content/data/predicts/\n", "os.system('mkdir %s'%writedir);\n", "for dirName in dirList:\n", " print('Now processing [%s]..'%dirName)\n", " predicts, frames = [], []\n", "\n", " # set directory\n", " dir_export = writedir+dirName.split('/')[-1]+'/'\n", " if not os.path.isdir(dir_export): os.mkdir(dir_export)\n", " \n", " # Get files\n", " fileList = glob(dirName+'/frame*.jpg'); fileList.sort()\n", " for fileName_load in fileList:\n", " fileName_save = dir_export+'mask'+fileName_load.split('/')[-1][5:]\n", " exist = len( glob(fileName_save) )>0\n", "\n", " if True:#if not exist:\n", " # Load raw frame\n", " frame = cv2.imread(fileName_load)[:,:,0]/255\n", " frame = np.swapaxes(np.expand_dims(np.array(frame),2),0,2)\n", " \n", " # Predict\n", " pred = np.squeeze(model.predict(frame))\n", " #plt.imshow(255*pred); plt.show()\n", " \n", " # Save mask\n", " fileName_save = dir_export+'pred'+fileName_load.split('/')[-1][5:]\n", " cv2.imwrite(fileName_save,pred*255)\n", "\n", "os.system('zip -r content/predicts-%s.zip content/data/predicts/'%datestr)\n", "files.download('content/predicts-%s.zip'%datestr)\n" ], "execution_count": 11, "outputs": [ { "output_type": "stream", "text": [ "Now processing [content/data/frames/sample_01]..\n", "Now processing [content/data/frames/sample_02]..\n", "Now processing [content/data/frames/sample_03]..\n", "Now processing [content/data/frames/sample_04]..\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "application/javascript": [ "\n", " async function download(id, filename, size) {\n", " if (!google.colab.kernel.accessAllowed) {\n", " return;\n", " }\n", " const div = document.createElement('div');\n", " const label = document.createElement('label');\n", " label.textContent = `Downloading \"${filename}\": `;\n", " div.appendChild(label);\n", " const progress = document.createElement('progress');\n", " progress.max = size;\n", " div.appendChild(progress);\n", " document.body.appendChild(div);\n", "\n", " const buffers = [];\n", " let downloaded = 0;\n", "\n", " const channel = await google.colab.kernel.comms.open(id);\n", " // Send a message to notify the kernel that we're ready.\n", " channel.send({})\n", "\n", " for await (const message of channel.messages) {\n", " // Send a message to notify the kernel that we're ready.\n", " channel.send({})\n", " if (message.buffers) {\n", " for (const buffer of message.buffers) {\n", " buffers.push(buffer);\n", " downloaded += buffer.byteLength;\n", " progress.value = downloaded;\n", " }\n", " }\n", " }\n", " const blob = new Blob(buffers, {type: 'application/binary'});\n", " const a = document.createElement('a');\n", " a.href = window.URL.createObjectURL(blob);\n", " a.download = filename;\n", " div.appendChild(a);\n", " a.click();\n", " div.remove();\n", " }\n", " " ], "text/plain": [ "" ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "application/javascript": [ "download(\"download_46255714-12f8-4bea-a9e6-06b8360344fb\", \"predicts-20210406-125004.zip\", 17223153)" ], "text/plain": [ "" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 16 }, "id": "rHI_Yd7-LnfK", "outputId": "97c86553-42a6-4052-bc1a-a163e58bea18" }, "source": [ "\"\"\" 저장하기 \"\"\"\n", "# 모델 파일 저장하기\n", "model_fname = 'content/model-%s.h5'%datestr\n", "model.save_weights(model_fname)\n", "\n", "# 구글드라이브에 백업하기\n", "os.system('zip -r content/predicts-%s.zip content/data/predicts/'%datestr)\n", "os.system(\"cp content/predicts-%s.zip content/gdrive/MyDrive/'Colab Notebooks'/tutorial_data/\"%datestr)\n", "os.system(\"cp content/model-%s.h5 content/gdrive/MyDrive/'Colab Notebooks'/tutorial_data/\"%datestr)\n", "\n", "# 로컬 컴퓨터에 다운로드 받기\n", "files.download('content/predicts-%s.zip'%datestr)\n", "files.download('content/model-%s.h5'%datestr)" ], "execution_count": 12, "outputs": [ { "output_type": "display_data", "data": { "application/javascript": [ "\n", " async function download(id, filename, size) {\n", " if (!google.colab.kernel.accessAllowed) {\n", " return;\n", " }\n", " const div = document.createElement('div');\n", " const label = document.createElement('label');\n", " label.textContent = `Downloading \"${filename}\": `;\n", " div.appendChild(label);\n", " const progress = document.createElement('progress');\n", " progress.max = size;\n", " div.appendChild(progress);\n", " document.body.appendChild(div);\n", "\n", " const buffers = [];\n", " let downloaded = 0;\n", "\n", " const channel = await google.colab.kernel.comms.open(id);\n", " // Send a message to notify the kernel that we're ready.\n", " channel.send({})\n", "\n", " for await (const message of channel.messages) {\n", " // Send a message to notify the kernel that we're ready.\n", " channel.send({})\n", " if (message.buffers) {\n", " for (const buffer of message.buffers) {\n", " buffers.push(buffer);\n", " downloaded += buffer.byteLength;\n", " progress.value = downloaded;\n", " }\n", " }\n", " }\n", " const blob = new Blob(buffers, {type: 'application/binary'});\n", " const a = document.createElement('a');\n", " a.href = window.URL.createObjectURL(blob);\n", " a.download = filename;\n", " div.appendChild(a);\n", " a.click();\n", " div.remove();\n", " }\n", " " ], "text/plain": [ "" ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "application/javascript": [ "download(\"download_deb04365-6893-4fc5-8171-0040052168b4\", \"predicts-20210406-125004.zip\", 17223153)" ], "text/plain": [ "" ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "application/javascript": [ "\n", " async function download(id, filename, size) {\n", " if (!google.colab.kernel.accessAllowed) {\n", " return;\n", " }\n", " const div = document.createElement('div');\n", " const label = document.createElement('label');\n", " label.textContent = `Downloading \"${filename}\": `;\n", " div.appendChild(label);\n", " const progress = document.createElement('progress');\n", " progress.max = size;\n", " div.appendChild(progress);\n", " document.body.appendChild(div);\n", "\n", " const buffers = [];\n", " let downloaded = 0;\n", "\n", " const channel = await google.colab.kernel.comms.open(id);\n", " // Send a message to notify the kernel that we're ready.\n", " channel.send({})\n", "\n", " for await (const message of channel.messages) {\n", " // Send a message to notify the kernel that we're ready.\n", " channel.send({})\n", " if (message.buffers) {\n", " for (const buffer of message.buffers) {\n", " buffers.push(buffer);\n", " downloaded += buffer.byteLength;\n", " progress.value = downloaded;\n", " }\n", " }\n", " }\n", " const blob = new Blob(buffers, {type: 'application/binary'});\n", " const a = document.createElement('a');\n", " a.href = window.URL.createObjectURL(blob);\n", " a.download = filename;\n", " div.appendChild(a);\n", " a.click();\n", " div.remove();\n", " }\n", " " ], "text/plain": [ "" ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "application/javascript": [ "download(\"download_a6a07381-cdb1-4e15-b6b8-81548cc2e49f\", \"model-20210406-125004.h5\", 7925080)" ], "text/plain": [ "" ] }, "metadata": { "tags": [] } } ] } ] }