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ClassifAI_ 6 - Data Augmentation
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ClassifAI_ 6 - Data Augmentation
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{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"ClassifAI: 6 - Data Augmentation","provenance":[{"file_id":"1MG56pfXNxtvbZaR1b5BQaf8WuDO_5OWv","timestamp":1654018975310}]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","metadata":{"id":"8-aVohOR3Y3m"},"source":["#Data Augmentation Demo!\n","Please download this [image](https://machinelearningmastery.com/wp-content/uploads/2019/01/bird.jpg), you'll need it for this demo !"]},{"cell_type":"code","metadata":{"colab":{"resources":{"http://localhost:8080/nbextensions/google.colab/files.js":{"data":"Ly8gQ29weXJpZ2h0IDIwMTcgR29vZ2xlIExMQwovLwovLyBMaWNlbnNlZCB1bmRlciB0aGUgQXBhY2hlIExpY2Vuc2UsIFZlcnNpb24gMi4wICh0aGUgIkxpY2Vuc2UiKTsKLy8geW91IG1heSBub3QgdXNlIHRoaXMgZmlsZSBleGNlcHQgaW4gY29tcGxpYW5jZSB3aXRoIHRoZSBMaWNlbnNlLgovLyBZb3UgbWF5IG9idGFpbiBhIGNvcHkgb2YgdGhlIExpY2Vuc2UgYXQKLy8KLy8gICAgICBodHRwOi8vd3d3LmFwYWNoZS5vcmcvbGljZW5zZXMvTElDRU5TRS0yLjAKLy8KLy8gVW5sZXNzIHJlcXVpcmVkIGJ5IGFwcGxpY2FibGUgbGF3IG9yIGFncmVlZCB0byBpbiB3cml0aW5nLCBzb2Z0d2FyZQovLyBkaXN0cmlidXRlZCB1bmRlciB0aGUgTGljZW5zZSBpcyBkaXN0cmlidXRlZCBvbiBhbiAiQVMgSVMiIEJBU0lTLAovLyBXSVRIT1VUIFdBUlJBTlRJRVMgT1IgQ09ORElUSU9OUyBPRiBBTlkgS0lORCwgZWl0aGVyIGV4cHJlc3Mgb3IgaW1wbGllZC4KLy8gU2VlIHRoZSBMaWNlbnNlIGZvciB0aGUgc3BlY2lmaWMgbGFuZ3VhZ2UgZ292ZXJuaW5nIHBlcm1pc3Npb25zIGFuZAovLyBsaW1pdGF0aW9ucyB1bmRlciB0aGUgTGljZW5zZS4KCi8qKgogKiBAZmlsZW92ZXJ2aWV3IEhlbHBlcnMgZm9yIGdvb2dsZS5jb2xhYiBQeXRob24gbW9kdWxlLgogKi8KKGZ1bmN0aW9uKHNjb3BlKSB7CmZ1bmN0aW9uIHNwYW4odGV4dCwgc3R5bGVBdHRyaWJ1dGVzID0ge30pIHsKICBjb25zdCBlbGVtZW50ID0gZG9jdW1lbnQuY3JlYXRlRWxlbWVudCgnc3BhbicpOwogIGVsZW1lbnQudGV4dENvbnRlbnQgPSB0ZXh0OwogIGZvciAoY29uc3Qga2V5IG9mIE9iamVjdC5rZXlzKHN0eWxlQXR0cmlidXRlcykpIHsKICAgIGVsZW1lbnQuc3R5bGVba2V5XSA9IHN0eWxlQXR0cmlidXRlc1trZXldOwogIH0KICByZXR1cm4gZWxlbWVudDsKfQoKLy8gTWF4IG51bWJlciBvZiBieXRlcyB3aGljaCB3aWxsIGJlIHVwbG9hZGVkIGF0IGEgdGltZS4KY29uc3QgTUFYX1BBWUxPQURfU0laRSA9IDEwMCAqIDEwMjQ7CgpmdW5jdGlvbiBfdXBsb2FkRmlsZXMoaW5wdXRJZCwgb3V0cHV0SWQpIHsKICBjb25zdCBzdGVwcyA9IHVwbG9hZEZpbGVzU3RlcChpbnB1dElkLCBvdXRwdXRJZCk7CiAgY29uc3Qgb3V0cHV0RWxlbWVudCA9IGRvY3VtZW50LmdldEVsZW1lbnRCeUlkKG91dHB1dElkKTsKICAvLyBDYWNoZSBzdGVwcyBvbiB0aGUgb3V0cHV0RWxlbWVudCB0byBtYWtlIGl0IGF2YWlsYWJsZSBmb3IgdGhlIG5leHQgY2FsbAogIC8vIHRvIHVwbG9hZEZpbGVzQ29udGludWUgZnJvbSBQeXRob24uCiAgb3V0cHV0RWxlbWVudC5zdGVwcyA9IHN0ZXBzOwoKICByZXR1cm4gX3VwbG9hZEZpbGVzQ29udGludWUob3V0cHV0SWQpOwp9CgovLyBUaGlzIGlzIHJvdWdobHkgYW4gYXN5bmMgZ2VuZXJhdG9yIChub3Qgc3VwcG9ydGVkIGluIHRoZSBicm93c2VyIHlldCksCi8vIHdoZXJlIHRoZXJlIGFyZSBtdWx0aXBsZSBhc3luY2hyb25vdXMgc3RlcHMgYW5kIHRoZSBQeXRob24gc2lkZSBpcyBnb2luZwovLyB0byBwb2xsIGZvciBjb21wbGV0aW9uIG9mIGVhY2ggc3RlcC4KLy8gVGhpcyB1c2VzIGEgUHJvbWlzZSB0byBibG9jayB0aGUgcHl0aG9uIHNpZGUgb24gY29tcGxldGlvbiBvZiBlYWNoIHN0ZXAsCi8vIHRoZW4gcGFzc2VzIHRoZSByZXN1bHQgb2YgdGhlIHByZXZpb3VzIHN0ZXAgYXMgdGhlIGlucHV0IHRvIHRoZSBuZXh0IHN0ZXAuCmZ1bmN0aW9uIF91cGxvYWRGaWxlc0NvbnRpbnVlKG91dHB1dElkKSB7CiAgY29uc3Qgb3V0cHV0RWxlbWVudCA9IGRvY3VtZW50LmdldEVsZW1lbnRCeUlkKG91dHB1dElkKTsKICBjb25zdCBzdGVwcyA9IG91dHB1dEVsZW1lbnQuc3RlcHM7CgogIGNvbnN0IG5leHQgPSBzdGVwcy5uZXh0KG91dHB1dEVsZW1lbnQubGFzdFByb21pc2VWYWx1ZSk7CiAgcmV0dXJuIFByb21pc2UucmVzb2x2ZShuZXh0LnZhbHVlLnByb21pc2UpLnRoZW4oKHZhbHVlKSA9PiB7CiAgICAvLyBDYWNoZSB0aGUgbGFzdCBwcm9taXNlIHZhbHVlIHRvIG1ha2UgaXQgYXZhaWxhYmxlIHRvIHRoZSBuZXh0CiAgICAvLyBzdGVwIG9mIHRoZSBnZW5lcmF0b3IuCiAgICBvdXRwdXRFbGVtZW50Lmxhc3RQcm9taXNlVmFsdWUgPSB2YWx1ZTsKICAgIHJldHVybiBuZXh0LnZhbHVlLnJlc3BvbnNlOwogIH0pOwp9CgovKioKICogR2VuZXJhdG9yIGZ1bmN0aW9uIHdoaWNoIGlzIGNhbGxlZCBiZXR3ZWVuIGVhY2ggYXN5bmMgc3RlcCBvZiB0aGUgdXBsb2FkCiAqIHByb2Nlc3MuCiAqIEBwYXJhbSB7c3RyaW5nfSBpbnB1dElkIEVsZW1lbnQgSUQgb2YgdGhlIGlucHV0IGZpbGUgcGlja2VyIGVsZW1lbnQuCiAqIEBwYXJhbSB7c3RyaW5nfSBvdXRwdXRJZCBFbGVtZW50IElEIG9mIHRoZSBvdXRwdXQgZGlzcGxheS4KICogQHJldHVybiB7IUl0ZXJhYmxlPCFPYmplY3Q+fSBJdGVyYWJsZSBvZiBuZXh0IHN0ZXBzLgogKi8KZnVuY3Rpb24qIHVwbG9hZEZpbGVzU3RlcChpbnB1dElkLCBvdXRwdXRJZCkgewogIGNvbnN0IGlucHV0RWxlbWVudCA9IGRvY3VtZW50LmdldEVsZW1lbnRCeUlkKGlucHV0SWQpOwogIGlucHV0RWxlbWVudC5kaXNhYmxlZCA9IGZhbHNlOwoKICBjb25zdCBvdXRwdXRFbGVtZW50ID0gZG9jdW1lbnQuZ2V0RWxlbWVudEJ5SWQob3V0cHV0SWQpOwogIG91dHB1dEVsZW1lbnQuaW5uZXJIVE1MID0gJyc7CgogIGNvbnN0IHBpY2tlZFByb21pc2UgPSBuZXcgUHJvbWlzZSgocmVzb2x2ZSkgPT4gewogICAgaW5wdXRFbGVtZW50LmFkZEV2ZW50TGlzdGVuZXIoJ2NoYW5nZScsIChlKSA9PiB7CiAgICAgIHJlc29sdmUoZS50YXJnZXQuZmlsZXMpOwogICAgfSk7CiAgfSk7CgogIGNvbnN0IGNhbmNlbCA9IGRvY3VtZW50LmNyZWF0ZUVsZW1lbnQoJ2J1dHRvbicpOwogIGlucHV0RWxlbWVudC5wYXJlbnRFbGVtZW50LmFwcGVuZENoaWxkKGNhbmNlbCk7CiAgY2FuY2VsLnRleHRDb250ZW50ID0gJ0NhbmNlbCB1cGxvYWQnOwogIGNvbnN0IGNhbmNlbFByb21pc2UgPSBuZXcgUHJvbWlzZSgocmVzb2x2ZSkgPT4gewogICAgY2FuY2VsLm9uY2xpY2sgPSAoKSA9PiB7CiAgICAgIHJlc29sdmUobnVsbCk7CiAgICB9OwogIH0pOwoKICAvLyBXYWl0IGZvciB0aGUgdXNlciB0byBwaWNrIHRoZSBmaWxlcy4KICBjb25zdCBmaWxlcyA9IHlpZWxkIHsKICAgIHByb21pc2U6IFByb21pc2UucmFjZShbcGlja2VkUHJvbWlzZSwgY2FuY2VsUHJvbWlzZV0pLAogICAgcmVzcG9uc2U6IHsKICAgICAgYWN0aW9uOiAnc3RhcnRpbmcnLAogICAgfQogIH07CgogIGNhbmNlbC5yZW1vdmUoKTsKCiAgLy8gRGlzYWJsZSB0aGUgaW5wdXQgZWxlbWVudCBzaW5jZSBmdXJ0aGVyIHBpY2tzIGFyZSBub3QgYWxsb3dlZC4KICBpbnB1dEVsZW1lbnQuZGlzYWJsZWQgPSB0cnVlOwoKICBpZiAoIWZpbGVzKSB7CiAgICByZXR1cm4gewogICAgICByZXNwb25zZTogewogICAgICAgIGFjdGlvbjogJ2NvbXBsZXRlJywKICAgICAgfQogICAgfTsKICB9CgogIGZvciAoY29uc3QgZmlsZSBvZiBmaWxlcykgewogICAgY29uc3QgbGkgPSBkb2N1bWVudC5jcmVhdGVFbGVtZW50KCdsaScpOwogICAgbGkuYXBwZW5kKHNwYW4oZmlsZS5uYW1lLCB7Zm9udFdlaWdodDogJ2JvbGQnfSkpOwogICAgbGkuYXBwZW5kKHNwYW4oCiAgICAgICAgYCgke2ZpbGUudHlwZSB8fCAnbi9hJ30pIC0gJ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Huang","userId":"16558901284710269921"}},"outputId":"9b06735c-28bf-4d0f-fb69-9def948f3890"},"source":["# example of zoom image augmentation\n","from numpy import expand_dims\n","from keras.preprocessing.image import load_img\n","from keras.preprocessing.image import img_to_array\n","from keras.preprocessing.image import ImageDataGenerator\n","from matplotlib import pyplot\n","# load the image\n","\n","def upload_files():\n"," from google.colab import files\n"," uploaded = files.upload()\n"," for k, v in uploaded.items():\n"," open(k, 'wb').write(v)\n"," return list(uploaded.keys())\n","\n","upload_files()\n","img = load_img('bird.jpeg')"],"execution_count":2,"outputs":[{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["\n"," <input type=\"file\" id=\"files-e375536f-82e8-497c-a8a0-89401f257f2e\" name=\"files[]\" multiple disabled\n"," style=\"border:none\" />\n"," <output id=\"result-e375536f-82e8-497c-a8a0-89401f257f2e\">\n"," Upload widget is only available when the cell has been executed in the\n"," current browser session. Please rerun this cell to enable.\n"," </output>\n"," <script src=\"/nbextensions/google.colab/files.js\"></script> "]},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Saving bird.jpeg to bird.jpeg\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":267},"id":"0A62eCCa3Crf","executionInfo":{"status":"ok","timestamp":1654020803982,"user_tz":420,"elapsed":1466,"user":{"displayName":"Leo Huang","userId":"16558901284710269921"}},"outputId":"2a5eef43-00f7-45b6-d161-d2b9d66f348c"},"source":["data = img_to_array(img)\n","# expand dimension to one sample\n","samples = expand_dims(data, 0)\n","# create image data augmentation generator\n","datagen = ImageDataGenerator(horizontal_flip=True)\n","# prepare iterator\n","it = datagen.flow(samples, batch_size=1)\n","# generate samples and plot\n","for i in range(9):\n","\t# define subplot\n","\tpyplot.subplot(330 + 1 + i)\n","\t# generate batch of images\n","\tbatch = it.next()\n","\t# convert to unsigned integers for viewing\n","\timage = batch[0].astype('uint8')\n","\t# plot raw pixel data\n","\tpyplot.imshow(image)\n","# show the figure\n","pyplot.show()"],"execution_count":3,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 9 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":267},"id":"T_L3pbdm3Mdx","executionInfo":{"status":"ok","timestamp":1654020808866,"user_tz":420,"elapsed":2415,"user":{"displayName":"Leo Huang","userId":"16558901284710269921"}},"outputId":"9c6f964e-acdd-4859-ea5a-8a7602b5f96e"},"source":["data = img_to_array(img)\n","# expand dimension to one sample\n","samples = expand_dims(data, 0)\n","# create image data augmentation generator\n","datagen = ImageDataGenerator(height_shift_range=0.5)\n","# prepare iterator\n","it = datagen.flow(samples, batch_size=1)\n","# generate samples and plot\n","for i in range(9):\n","\t# define subplot\n","\tpyplot.subplot(330 + 1 + i)\n","\t# generate batch of images\n","\tbatch = it.next()\n","\t# convert to unsigned integers for viewing\n","\timage = batch[0].astype('uint8')\n","\t# plot raw pixel data\n","\tpyplot.imshow(image)\n","# show the figure\n","pyplot.show()"],"execution_count":4,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 9 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":267},"id":"SRhBBfzz3PMR","executionInfo":{"status":"ok","timestamp":1654020864079,"user_tz":420,"elapsed":2771,"user":{"displayName":"Leo Huang","userId":"16558901284710269921"}},"outputId":"19e91704-0c69-4f21-a22d-b7b794accf1a"},"source":["data = img_to_array(img)\n","# expand dimension to one sample\n","samples = expand_dims(data, 0)\n","# create image data augmentation generator\n","datagen = ImageDataGenerator(zoom_range=[0.5,1.0])\n","# prepare iterator\n","it = datagen.flow(samples, batch_size=1)\n","# generate samples and plot\n","for i in range(9):\n","\t# define subplot\n","\tpyplot.subplot(330 + 1 + i)\n","\t# generate batch of images\n","\tbatch = it.next()\n","\t# convert to unsigned integers for viewing\n","\timage = batch[0].astype('uint8')\n","\t# plot raw pixel data\n","\tpyplot.imshow(image)\n","# show the figure\n","pyplot.show()"],"execution_count":5,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 9 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":[""],"metadata":{"id":"b3d6BZahU2mi","executionInfo":{"status":"ok","timestamp":1654020870732,"user_tz":420,"elapsed":305,"user":{"displayName":"Leo Huang","userId":"16558901284710269921"}}},"execution_count":5,"outputs":[]}]}