{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Using whylogs to Profile Images\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook provides an example how you can use whylogs to profile unstructure data like images. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from PIL import Image\n", "import numpy as np\n", "import os\n", "from matplotlib.pyplot import imshow\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "%load_ext autoreload\n", "%autoreload 2\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "withd :\t300\n", "height:\t225\n", "number of pixels:67500\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "with open(\"flower2.jpg\",\"rb\") as img_f:\n", " img= Image.open(img_f)\n", " imshow(np.asarray(img))\n", " w,h = img.size\n", " total_num_pixels= w*h\n", " print(\"withd :\\t{}\\nheight:\\t{}\\nnumber of pixels:{}\".format(w,h,total_num_pixels))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can create logger and create a profile sketch of the image data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from whylogs import get_or_create_session\n", "_session=None\n", "session = get_or_create_session()\n", "logger=session.logger(\"image_dataset2\")\n", "logger.log_image(\"flower2.jpg\")\n", "profile=logger.profile\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can obtain the histogram sketch of image data features. e.g Saturation below" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'bin_edges': [0.0, 8.50000085, 17.0000017, 25.500002549999998, 34.0000034, 42.500004249999996, 51.000005099999996, 59.500005949999995, 68.0000068, 76.50000764999999, 85.00000849999999, 93.50000935, 102.00001019999999, 110.50001104999998, 119.00001189999999, 127.50001275, 136.0000136, 144.50001444999998, 153.00001529999997, 161.50001615, 170.00001699999999, 178.50001784999998, 187.0000187, 195.50001955, 204.00002039999998, 212.50002124999997, 221.00002209999997, 229.50002295, 238.00002379999998, 246.50002464999997, 255.0000255], 'counts': [64, 512, 576, 128, 512, 664, 1024, 896, 1240, 2550, 4156, 5940, 5594, 6010, 4836, 4636, 3712, 4232, 2972, 3506, 2506, 2484, 1258, 1286, 884, 1002, 416, 624, 704, 2576]}\n" ] } ], "source": [ "imageProfiles = profile.flat_summary()[\"hist\"]\n", "print(imageProfiles[\"Saturation\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Along with all the metadata collected from the image" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Orientation' 'Software' 'Y-Resolution' 'Model' 'BrightnessValue' 'Flash'\n", " 'ImageLength' 'PhotometricInterpretationSamplesPerPixel' 'ImageWidth'\n", " 'BitsPerSample' 'Saturation' 'Compression' 'ExposureTime' 'RowsPerStrip'\n", " 'ResolutionUnit' 'X-Resolution' 'Quality' 'Hue' 'Brightness']\n" ] } ], "source": [ "print(profile.flat_summary()[\"summary\"][\"column\"].values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Custom Functions\n", "---\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One can also create custom functions to profile image specific features. E.g. Two example below demostrate get the average of image pixels per column, while the second function simple allow you to create a distribution sketch of the blue values. Also ComposeTransforms functions allow you mix and match functions to create new features to monitor." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "class AvgValue:\n", " \n", " def __call__(self, x):\n", " return np.mean(np.array(x)).reshape(-1,1)\n", " def __repr__(self,):\n", " return self.__class__.__name__\n", " \n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "class MyBlue:\n", " def __call__(self, x):\n", " _,_,b= x.split()\n", " return np.array(b).reshape(-1,1)\n", " def __repr__(self,):\n", " return self.__class__.__name__" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "outputs": [], "source": [ "from whylogs.features.transforms import ComposeTransforms, Brightness,Saturation\n", "_session=None\n", "session=None\n", "session = get_or_create_session()\n", "logger2=session.logger(\"image_dataset_custom_functions\")\n", "\n", "logger2.log_image(\"flower2.jpg\",feature_transforms = [ AvgValue(), MyBlue(), \n", " ComposeTransforms([MyBlue(),AvgValue()])])\n", "profile2=logger2.profile\n", "\n", "print(profile2.flat_summary()[\"summary\"][\"column\"].values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Check histograms " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can obtain the idenvidual histograms for the features " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "minnpf = np.frompyfunc(lambda x, y: min(x,y), 2, 1)\n", "maxnpf = np.frompyfunc(lambda x, y: max(x,y), 2, 1)\n", "\n", "\n", "def get_custom_histogram_info(profiles, variable, n_bins):\n", " summaries = [profile.flat_summary()[\"summary\"] for profile in profiles]\n", " min_range= minnpf.accumulate([ summary[summary[\"column\"]==variable][\"min\"].values[0] for summary in summaries], dtype=np.object).astype(np.int)\n", " max_range= maxnpf.accumulate([ summary[summary[\"column\"]==variable][\"max\"].values[0] for summary in summaries], dtype=np.object).astype(np.int)\n", " \n", " bins = np.linspace(int(min_range), int(max_range), int((max_range-min_range)/n_bins))\n", "\n", " counts= [ profile.columns[variable].number_tracker.histogram.get_pmf(bins[:-1]) for profile in profiles]\n", " return bins, counts\n", "\n", "\n", "def plot_distribution_shift(profiles, variable, n_bins):\n", " \"\"\"Visualization for distribution shift\"\"\"\n", " \n", " bins, counts = get_custom_histogram_info(profiles, variable, n_bins)\n", "\n", " fig, ax = plt.subplots(figsize=(10, 3))\n", " for idx, profile in enumerate(profiles):\n", " sns.histplot(x=bins, weights=counts[idx], bins=n_bins, \n", " label=profile.name, alpha=0.7, ax=ax)\n", " \n", " ax.legend()\n", " plt.show()\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_distribution_shift([profile2],\"MyBlue\",10)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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