{"cells":[{"metadata":{},"cell_type":"markdown","source":"*Before going any further, this would not have been possible without the Kaggle community support. Loads of doubts were cleared during discussions and reading public kernels.*\n\n*Thank you all!! Please do consider upvoting in case you find this useful. By no means, I'm done. Loads and fine tuning and incorporating preprocessing in tf.data inspired pipeline remains*.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# Melanoma Classification : Preprocessing cum Model Development\n\n![image.png](attachment:image.png)\n\n## Notebook III of III\n\nThis notebook is the III one in my series of work in this competition. As always shout out to amazing kernel authors present here at kaggle!! I got loads of inspiration from them. I believe this is the best thing about the ML community. The extent of collaboration and guidance one can seek here is inexplicable!!\n\n## Previous works : \n* Dataset preparation(Notebook I) : \n**https://www.kaggle.com/fireheart7/melanoma-a-story-in-3-parts-part-one**\n\n* Exploratory Data Analysis(Notebook II) : \n**https://www.kaggle.com/fireheart7/melanoma-a-story-in-3-parts-part-two?scriptVersionId=38737733**","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"**Please consider upvoting if you find the overall series of notebooks useful! I have tried explaining the steps performed in profound details.**\n\nThank you! \nLet's begin!!~~","execution_count":null},{"metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","trusted":false},"cell_type":"code","source":"import os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    print(os.path.join(dirname))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Let's look at the libraries we need : \n\n* Numpy : For working on ndarrays. It's a base library in any Machine Learning application.\n* Pandas : Handling csvs'. It's dataframe data structure allows us to quickly derieve insights from our csv data.\n* Matplotlib, Seaborn and Plotly : Plotting libraries for Python3.\n* cv2 : Open source library for Image Processing and Computer Vision.\n* Tensorflow : A deep learning framework for designing models and input data pipelines.\n* partial : Basically used when there are cases of optional arguments. This keeps the pipeline intact. \n* sklearn : This is for yet another beautifully optimized ML library having off-the-shelf ML algorithms implemented. \n* tqdm : For visualizing progress during a loop or any iteration for that matters.\n* gc : Garbage collection. This is for freeing the underlying memory from temporary variables and references.","execution_count":null},{"metadata":{"trusted":false},"cell_type":"code","source":"import re\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport plotly\nimport plotly.graph_objects as go\nimport cv2\nimport tensorflow as tf\nfrom kaggle_datasets import KaggleDatasets\nfrom functools import partial\nimport sklearn\nfrom tqdm import tqdm_notebook as tqdm\nimport gc\n%matplotlib inline","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Let's initialize our TPU !!","execution_count":null},{"metadata":{"trusted":false},"cell_type":"code","source":"try:\n    tpu = tf.distribute.cluster_resolver.TPUClusterResolver()\n    tf.config.experimental_connect_to_cluster(tpu)\n    tf.tpu.experimental.initialize_tpu_system(tpu)\n    strategy = tf.distribute.experimental.TPUStrategy(tpu)\nexcept:\n    strategy = tf.distribute.get_strategy()","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"print('Device:', tpu.master())\nprint('Number of replicas:', strategy.num_replicas_in_sync)\nprint(\"Version of Tensorflow used : \", tf.__version__)","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"AUTOTUNE = tf.data.experimental.AUTOTUNE\nGCS_PATH = KaggleDatasets().get_gcs_path()\nBATCH_SIZE = 16 * strategy.num_replicas_in_sync\nIMAGE_SIZE = [1024, 1024]\nSHAPE = [256, 256]","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"print(\"Batch Size = \", BATCH_SIZE)\nprint(\"GCS Path = \", GCS_PATH)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Upload the updated training and test csv obtained in the EDA notebook. There we filled the missing values and saved them in our custom dataset folder.\n\n**Dataset : https://www.kaggle.com/fireheart7/melanoma-image-insights**","execution_count":null},{"metadata":{"trusted":false},"cell_type":"code","source":"train = pd.DataFrame(pd.read_csv(\"../input/siim-isic-melanoma-classification/train.csv\"))\ntrain.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"test = pd.DataFrame(pd.read_csv(\"../input/siim-isic-melanoma-classification/test.csv\"))\ntest.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"train.info()","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"test.info()","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"train_dir = \"/kaggle/input/siim-isic-melanoma-classification/jpeg/train/\"","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"image_names = train[\"image_name\"].values + \".jpg\"\nrandom_images = [np.random.choice(image_names) for i in range(4)] # Generates a random sample from a given 1-D array\nrandom_images ","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Viewing Our Training Images : \n\nLet's plot some of our training images : ","execution_count":null},{"metadata":{"trusted":false},"cell_type":"code","source":"sample_images = []","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"plt.figure(figsize = (12, 8))\nfor i in range(4) : \n    plt.subplot(2, 2, i + 1) \n    image = cv2.imread(os.path.join(train_dir, random_images[i]))\n    # cv2 reads images in BGR format. Hence we convert it to RGB\n    image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n    sample_images.append(image)\n    plt.imshow(image, cmap = \"gray\")\n    plt.grid(True)\n# Automatically adjust subplot parameters to give specified padding.\nplt.tight_layout()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Image Denoising :\n\nMany image smoothing techniques like Gaussian Blurring, Median Blurring etc were good to some extent in removing small quantities of noise. In those techniques, we took a small neighbourhood around a pixel and performed some operations like gaussian weighted average, median of the values etc to replace the central element. In short, noise removal at a pixel was local to its neighbourhood.\n\nThere is a property of noise. **Noise is generally considered to be a random variable with zero mean.**\n\nSuppose we hold a static camera to a certain location for a couple of seconds. This will give us plenty of frames, or a lot of images of the same scene. Then averaging all the frames, we compare the final result and first frame. Reduction in noise would be easily observed.\n\nSo idea is simple, we need a set of similar images to average out the noise. Considering a small window (say 5x5 window) in the image, chance is large that the same patch may be somewhere else in the image. Sometimes in a small neighbourhood around it. Hence, using these similar patches together averaging them can lead to an efficient denoised image.\n\nThis method is **Non-Local Means Denoising. It takes more time compared to blurring techniques, but the result are very satisfying.**\n\nDenoising illustration :\n![image.png](attachment:image.png) ","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## OpenCV implementation of the aforementioned approach :\ncv2.fastNlMeansDenoisingColored() - Works on Colored images cv2.fastNlMeansDenoising() - Works on graysacle images\n\nCommon arguments are:\n\n* h : parameter deciding filter strength. Higher h value removes noise better, but removes details of image also. (10 is ok)\n* hForColorComponents : same as h, but for color images only. (normally same as h)\n* templateWindowSize : should be odd. (recommended 7)\n* searchWindowSize : should be odd. (recommended 21)","execution_count":null},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":false},"cell_type":"code","source":"def non_local_means_denoising(image) : \n    denoised_image = cv2.fastNlMeansDenoisingColored(image, None, 10, 10, 7, 21)\n    return denoised_image","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"sample_image = cv2.imread(os.path.join(train_dir, random_images[0]))\n# cv2 reads images in BGR format. Hence we convert it to RGB\nsample_image = cv2.cvtColor(sample_image, cv2.COLOR_BGR2RGB)\ndenoised_image = non_local_means_denoising(sample_image)\n\n\nplt.figure(figsize = (12, 8))\nplt.subplot(1,2,1)\nplt.imshow(sample_image, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"Normal Image\")\n\nplt.subplot(1,2,2)  \nplt.imshow(denoised_image, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"Denoised image\")    \n# Automatically adjust subplot parameters to give specified padding.\nplt.tight_layout() ","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Local Histogram Pre-Processing\n\nFirst of all, why can't we apply histogram equalization directly to an RGB image?\nHistogram equalization is a non-linear process. Channel splitting and equalizing each channel separately is incorrect. *Equalization involves intensity values of the image, not the color components*. \n\nSo for a simple RGB color image, histogram equalization cannot be applied directly on the channels.*It needs to be applied in such a way that the intensity values are equalized without disturbing the color balance of the image. So, the first step is to convert the color space of the image from RGB into one of the color spaces that separates intensity values from color components. Some of the possible options are HSV/HLS, YUV, YCbCr, etc. YCbCr is preferred as it is designed for digital images. Perform histogram equalization on the intensity plane Y. Now convert the resultant YCbCr image back to RGB.*\n\n(Excerpt taken from :\n\nhttps://prateekvjoshi.com/2013/11/22/histogram-equalization-of-rgb-images/ )\n\nAn illustration of histogram equalization : **Observe the intensity difference**\n![image.png](attachment:image.png) \n\nHere the third one is actually local histogram equalization, where we equalize intensities inside a rolling window of certain dimension instead of the whole image at once.","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{"trusted":false},"cell_type":"code","source":"def histogram_equalization(image) : \n    image_ycrcb = cv2.cvtColor(image, cv2.COLOR_RGB2YCR_CB)\n    y_channel = image_ycrcb[:,:,0] # apply local histogram processing on this channel\n    cr_channel = image_ycrcb[:,:,1]\n    cb_channel = image_ycrcb[:,:,2]\n    \n    # Local histogram equalization\n    clahe = cv2.createCLAHE(clipLimit = 2.0, tileGridSize=(8,8))\n    equalized = clahe.apply(y_channel)\n    equalized_image = cv2.merge([equalized, cr_channel, cb_channel])\n    equalized_image = cv2.cvtColor(equalized_image, cv2.COLOR_YCR_CB2RGB)\n    return equalized_image","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"equalized_image = histogram_equalization(denoised_image)","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"plt.figure(figsize = (12, 8))\nplt.subplot(1,3,1)\nplt.imshow(sample_image, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"Normal Image\", fontsize = 14)\n\nplt.subplot(1,3,2)  \nplt.imshow(denoised_image, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"denoised image after histogram processing\", fontsize = 14)\n\nplt.subplot(1,3,3)  \nplt.imshow(equalized_image, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"Histogram equalized image\", fontsize = 14)\n# Automatically adjust subplot parameters to give specified padding.\nplt.tight_layout()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Image Segmentation :\n\nIs the technique of dividing or partitioning an image into parts, called segments. It is mostly useful for applications like image compression or object recognition, because for these types of applications, it is inefficient to process the whole image.\n\nWe will use **K-means clustering algorithm** to segment the images.\n\nK-Means Segmentation Approach Using OpenCV\n\n* `samples` : It should be of np.float32 data type, and each feature should be put in a single column. Here we have 3 channels, so every channel features have to be in one column. So, total columns we have are 3, while we don't care about the number of rows, hence -1. So, shape : (-1, 3).\n\n* `nclusters(K)` : Number of clusters required at end.\n\n* `criteria` : It is the iteration termination criteria. When this criteria is satisfied, algorithm iteration stops. Actually, it should be a tuple of 3 parameters. They are `( type, max_iter, epsilon )`:\n\nType of termination criteria. It has 3 flags as below:\n\n1. `cv.TERM_CRITERIA_EPS` - stop the algorithm iteration if specified accuracy, epsilon, is reached.\n2. `cv.TERM_CRITERIA_MAX_ITER` - stop the algorithm after the specified number of iterations, max_iter.\n3. `cv.TERM_CRITERIA_EPS + cv.TERM_CRITERIA_MAX_ITER` - stop the iteration when any of the above condition is met.\n\n*max_iter - An integer specifying maximum number of iterations. epsilon - Required accuracy*\n\n* `attempts` : Flag to specify the number of times the algorithm is executed using different initial labellings. The algorithm returns the labels that yield the best compactness. This compactness is returned as output.\n\n* `flags` : This flag is used to specify how initial centers are taken. Normally two flags are used for this : cv.KMEANS_PP_CENTERS and cv.KMEANS_RANDOM_CENTERS.\n\n****\n\nOutput parameters :\n\n* `compactness` : It is the sum of squared distance from each point to their corresponding centers.\n* `labels` : This is the label array (same as 'code' in previous article) where each element marked '0','1'.....\n* `centers` : This is array of centers of clusters.","execution_count":null},{"metadata":{"trusted":false},"cell_type":"code","source":"def segmentation(image, k, attempts) : \n    vectorized = np.float32(image.reshape((-1, 3)))\n    criteria = (cv2.TERM_CRITERIA_EPS + cv2.TERM_CRITERIA_MAX_ITER, 20, 1.0)\n    res , label , center = cv2.kmeans(vectorized, k, None, criteria, attempts, cv2.KMEANS_PP_CENTERS)\n    center = np.uint8(center)\n    res = center[label.flatten()]\n    segmented_image = res.reshape((image.shape))\n    return segmented_image","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"plt.figure(figsize = (12, 8))\nplt.subplot(1,1,1)\nplt.imshow(denoised_image, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"de Noised Image\")","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"plt.figure(figsize = (12, 8))\nsegmented_image = segmentation(denoised_image, 3, 10) # k = 3, attempt = 10\nplt.subplot(1,3,1)\nplt.imshow(segmented_image, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"Segmented Image with k = 3\")\n\nsegmented_image = segmentation(denoised_image, 4, 10) # k = 4, attempt = 10\nplt.subplot(1,3,2)\nplt.imshow(segmented_image, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"Segmented Image with k = 4\")\n\nsegmented_image = segmentation(denoised_image, 5, 10) # k = 5, attempt = 10\nplt.subplot(1,3,3)\nplt.imshow(segmented_image, cmap = \"gray\")\nplt.grid(False)\nplt.title(\"Segmented Image with k = 5\")","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Tensorflow Records : \n\nMany folks don't really understand this! So let's have some insight before we actually dive into creating our model.\n\n**What is Tensorflow Record?**\n\nIt's Tensorflow's binary storage format for your data. \n\n![image.png](attachment:image.png)\n\n**Okay, so what's the endgame? Aren't JPEG, PNG also storage formats? What makes this one special ?**\n\nWell, short answer : It's Google's.\nUmmm.. a little longer answer would be that binary storage data takes up relatively low space on your disk, and hence it takes less time to copy and can be read much more efficiently! Moreover, the *tensorflow* framework is optimized to handle tfrecords amazingly well. \n\nThe datasets that are too large to be stored fully in memory, this is an advantage as only the data that is required at the time (e.g. a batch) is loaded from disk and then processed. \n\nAnother major advantage of TFRecords is that it is possible to store sequence data — for instance, a time series or word encodings — in a way that allows for very efficient and (from a coding perspective) convenient import of this type of data.\n\n*In a nutshell, it's cool !*","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## TFRecord = Array of Examples : \n\nA TFRecord file contains an array of `Examples`. `Example` is a data structure for representing a record, like an observation in a training or test dataset. A record is represented as a set of features, each of which has a name and can be an array of bytes, floats, or 64-bit integers. \n\nTo summarize:\n\n* An Example contains Features.\n* Features is a mapping from the feature names stored as strings to Features.\n\nThese relations are defined in `example.proto` and `feature.proto` in the TensorFlow's source code, along with extensive comments. As the extension `.proto` suggests, these definitions are based on `protocol buffers`.\n\n## Why Protocol Buffers?\n\n![image.png](attachment:image.png) \n\nGoogle’s Protocol buffers are a serialization scheme for structured data. In other words, protocol buffers are used for serializing structured data into a byte array, so that they can be sent over the network or stored as a file. In this sense, it is similar to JSON, XML.\n\n**Protocol buffers can offer a lot faster processing speed compared to text-based formats like JSON or XML.**","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{"trusted":false},"cell_type":"code","source":"from sklearn.model_selection import train_test_split \ntraining_files, validation_files = train_test_split(tf.io.gfile.glob(GCS_PATH + \"/tfrecords/train*.tfrec\"),\n                                                   test_size = 0.1, random_state = 42)\n\ntesting_files = tf.io.gfile.glob(GCS_PATH + \"/tfrecords/test*.tfrec\")\n\nprint(\"Number of training files = \", len(training_files))\nprint(\"Number of validation files = \", len(validation_files))\nprint(\"Number of test files = \", len(testing_files))","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"def decode_image(image) : \n    image = tf.image.decode_jpeg(image, channels = 3)\n    image = tf.cast(image, tf.float32)\n    image = image / 255.0\n    image = tf.reshape(image, [IMAGE_SIZE[0], IMAGE_SIZE[1], 3])\n    return image","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"sample_images[0].shape","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"We observe our training_files object stores all tfrecord files. Let's pick one to analyze. ","execution_count":null},{"metadata":{"trusted":false},"cell_type":"code","source":"training_files","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"sample_picked = training_files[0]\nsample_picked","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"A TFRecord file can be read using **tf.data.TFRecordDataset** class.","execution_count":null},{"metadata":{"trusted":false},"cell_type":"code","source":"file = tf.data.TFRecordDataset(sample_picked)\nfile","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"* At this point the dataset contains serialized **tf.train.Example** messages. When iterated over it returns these as scalar string tensors. ","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"*This means that it is composed of a tensors and we need to parse it in order to make some meaning of it. For that very purpose it becomes mandatory to define a feature_description as tensorflow TFRecord datasets use Tensorflow's graph execution instead of Eager execution**. \n\nBasically : \n\n* Eager execution is what has been done so far. You write a statement and execute it. The results appear instantaneously. This imperative way of programming is inspired from Python3.\n\n* On the other hand, Graph execution is another way of defining control flow where we construct a structure in which we define how a tensor flows( hence the name tensorflow, I guess). This means say at the first node there has to be addition of two tensors, at the second rescaling, third divison and in the final node an activation function is there to return the final answer. \n\n* Graph execution is extremely useful in areas where Python interpreter is absent like in Android applications, and so on. Here, due to computational graphs, tensorflow models can still be deployed. This makes tensorflow an amazing tool for model deployment. However, that's a story for another day.","execution_count":null},{"metadata":{"trusted":false},"cell_type":"code","source":"feature_description = {\"image\" : tf.io.FixedLenFeature([], tf.string), \n                      \"target\" : tf.io.FixedLenFeature([], tf.int64)}","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"def parse_function(example) : \n    # The example supplied is parsed based on the feature_description above.\n    return tf.io.parse_single_example(example, feature_description)","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"parsed_dataset = file.map(parse_function)\nparsed_dataset","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"def read_tfrecord(example, labeled) : \n    if labeled == True : \n        tfrecord_format = {\"image\" : tf.io.FixedLenFeature([], tf.string),\n                           \"target\" : tf.io.FixedLenFeature([], tf.int64)}\n    else:\n        tfrecord_format = {\"image\" : tf.io.FixedLenFeature([], tf.string),\n                          \"image_name\" : tf.io.FixedLenFeature([], tf.string)}\n    \n    example = tf.io.parse_single_example(example, tfrecord_format)\n    image = decode_image(example[\"image\"])\n    if labeled == True : \n        label = tf.cast(example[\"target\"], tf.int32)\n        return image, label\n    else:\n        image_name = example[\"image_name\"]\n        return image, image_name     ","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Some key modules used :\n\n* **tf.data.Options()** : An Options object can be, for instance, used to control which graph optimizations to apply. \n\n* **.experiemental_deterministic** : `experiemntal_deterministic` refers to whether the outputs need to be produced in deterministic order. If None, defaults to True. Here, the data is unordered, hence we don't need to process it in an order which may slow down our speed. \n\n* **TFRecordDataset** : A Dataset comprising records from one or more TFRecord files.\n\n* **num_parallel_reads** argument in TFRecordDataset : A tf.int64 scalar representing the number of files to read in parallel.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"TFRecord files of training and testing are mixed. Therefore we don't know whether the file being input has a label of malignant/benign associated with it or not! Hence, we will supply both example and label to it, and simply set the label to False in the function call stack; in case label is absent. ","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"For test images, we will return the image name instead of the label.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"Note below we have a condition for disabling the order. This will come in handy, as for training and validation purposes, we don't need to take care of the order. However, for test images we have to submit the predictions and they have to be in order. Hence, for them `experimental_deterministic will remain true`. The role of `experimental_deterministic` setting is to `disable data order reinforcement.`\n\nMore detail can be found at : **https://www.kaggle.com/docs/tpu**","execution_count":null},{"metadata":{"trusted":false},"cell_type":"code","source":"def load_dataset(filenames, labeled, ordered):\n    ignore_order = tf.data.Options()\n    if ordered == False: # dataset is unordered, so we ignore the order to load data quickly.\n        ignore_order.experimental_deterministic = False # This disables the order and enhances the speed\n    dataset = tf.data.TFRecordDataset(filenames, num_parallel_reads=AUTOTUNE) \n    dataset = dataset.with_options(ignore_order) \n    dataset = dataset.map(partial(read_tfrecord, labeled=labeled), num_parallel_calls=AUTOTUNE)\n    return dataset","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"def image_augmentation(image, label) :     \n    image = tf.image.resize(image, SHAPE)\n    image = tf.image.random_flip_left_right(image)\n    return image, label","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Load The Datasets : ","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"* **map( )** : This transformation applies map_func to each element of this dataset, and returns a new dataset containing the transformed elements\n\n* **repeat( )** : Repeats this dataset so each original value is seen count times.\n\n* **shuffle( )** : Randomly shuffles the elements of this dataset.\n\n* **batch( )** : Combines consecutive elements of this dataset into batches.\n\n* **prefetch( )** : Most dataset input pipelines should end with a call to prefetch. This allows later elements to be prepared while the current element is being processed. prefetch( ) doesn’t allow CPU stand idle. When model is training prefetch continue prepare data while GPU is busy.\n\n* **cache( )** : The first time the dataset is iterated over, its elements will be cached either in the specified file or in memory. Subsequent iterations will use the cached data. When caching to a file, the cached data will persist across runs. Even the first iteration through the data will read from the cache file. ","execution_count":null},{"metadata":{"trusted":false},"cell_type":"code","source":"def get_training_dataset() : \n    dataset = load_dataset(training_files, labeled = True, ordered = False)\n    dataset = dataset.map(image_augmentation, num_parallel_calls=AUTOTUNE)\n    dataset = dataset.repeat()\n    dataset = dataset.batch(BATCH_SIZE)\n    dataset = dataset.prefetch(AUTOTUNE) \n    return dataset","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"def get_validation_dataset() : \n    dataset = load_dataset(validation_files, labeled = True, ordered = False)\n    dataset = dataset.map(image_augmentation, num_parallel_calls=AUTOTUNE)\n    dataset = dataset.batch(BATCH_SIZE)\n    dataset = dataset.cache()\n    dataset = dataset.prefetch(AUTOTUNE) \n    return dataset","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"def get_test_dataset() : \n    dataset = load_dataset(testing_files, labeled = False, ordered = True)\n    dataset = dataset.map(image_augmentation, num_parallel_calls=AUTOTUNE)\n    dataset = dataset.batch(BATCH_SIZE)\n    dataset = dataset.cache()\n    dataset = dataset.prefetch(AUTOTUNE) \n    return dataset","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"training_dataset = get_training_dataset()","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"validation_dataset = get_validation_dataset()","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"def count_data_items(filenames):\n    n = [int(re.compile(r\"-([0-9]*)\\.\").search(filename).group(1)) for filename in filenames]\n    return np.sum(n)\n\nnum_training_images = count_data_items(training_files)\nnum_validation_images = count_data_items(validation_files)\nnum_testing_images = count_data_items(testing_files)\n\nSTEPS_PER_EPOCH_TRAIN = num_training_images // BATCH_SIZE\nSTEPS_PER_EPOCH_VAL = num_validation_images // BATCH_SIZE\n\nprint(\"Number of Training Images = \", num_training_images)\nprint(\"Number of Validation Images = \", num_validation_images)\nprint(\"Number of Testing Images = \", num_testing_images)\nprint(\"\\n\")\nprint(\"Numer of steps per epoch in Train = \", STEPS_PER_EPOCH_TRAIN)\nprint(\"Numer of steps per epoch in Validation = \", STEPS_PER_EPOCH_VAL)","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"image_batch, label_batch = next(iter(training_dataset))","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"def show_batch(image_batch, label_batch) :\n    plt.figure(figsize = (20, 20))\n    for n in range(8) : \n        ax = plt.subplot(2,4,n+1)\n        plt.imshow(image_batch[n])\n        if label_batch[n] == 0 : \n            plt.title(\"BENIGN\")\n        else:\n            plt.title(\"MALIGNANT\")\n    plt.grid(False)\n    plt.tight_layout()       ","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"show_batch(image_batch.numpy(), label_batch.numpy())","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Let's free up some memory","execution_count":null},{"metadata":{"trusted":false},"cell_type":"code","source":"del image_batch\ndel label_batch\ngc.collect()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Model Construction : ","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## Malignant VS Benign Imbalance Analysis ","execution_count":null},{"metadata":{"trusted":false},"cell_type":"code","source":"malignant = len(train[train[\"target\"] == 1])\nbenign = len(train[train[\"target\"] == 0 ])\ntotal = len(train) \n\nprint(\"Malignant Cases in Train Data = \", malignant)\nprint(\"Benign Cases In Train Dataset = \",benign)\nprint(\"Total Cases In Train Dataset = \",total)\nprint(\"Ratio of Malignant to Benign = \",malignant/benign)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Class Weights Initialization : \n\nWe saw earlier that malignant cases happen to be far less than the benign ones. Hence, we ought to set relatively heavy weights for malignant cases compared to the benign ones. This will encourage the model to pay more attention to malignant ones.\n\n`According to official Tensorflow documentation : `\n\n*Optional dictionary mapping class indices (integers) to a weight (float) value, used for weighting the loss function (during training only). This can be useful to tell the model to \"pay more attention\" to samples from an under-represented class*.","execution_count":null},{"metadata":{"trusted":false},"cell_type":"code","source":"weight_malignant = (total/malignant)/2.0\nweight_benign = (total/benign)/2.0\n\nclass_weight = {0 : weight_benign , 1 : weight_malignant}\n\nprint(\"Weight for benign cases = \", class_weight[0])\nprint(\"Weight for malignant cases = \", class_weight[1])","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Defining CallBacks : \n\nA callback is a powerful tool to customize the behavior of a Keras model during training, evaluation, or inference. Callbacks are useful to get a view on internal states and statistics of the model during training.\n\nThis can be used to stop predictions when there is no change in the desired metric over a certain epoch range. This is amazingly useful in order to avoid `overfitting`. \n\nHere we use : \n\n* ModelCheckPoint : Callback to save the Keras model or model weights at some frequency.\n* EarlyStopping : Stop training when a monitored metric has stopped improving.","execution_count":null},{"metadata":{"trusted":false},"cell_type":"code","source":"callback_early_stopping = tf.keras.callbacks.EarlyStopping(patience = 15, verbose = 0, restore_best_weights = True)\n\ncallbacks_lr_reduce = tf.keras.callbacks.ReduceLROnPlateau(monitor = \"val_auc\", factor = 0.1, patience = 10, \n                                                          verbose = 0, min_lr = 1e-6)\n\ncallback_checkpoint = tf.keras.callbacks.ModelCheckpoint(\"melanoma_weights.h5\",\n                                                         save_weights_only=True, monitor='val_auc',\n                                                         mode='max', save_best_only = True)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Setting Evaluation Metric: \n\n*This is taken from Amy Jang's notebook as mentioned earlier.*\n\n*Notebook : https://www.kaggle.com/amyjang/tensorflow-transfer-learning-melanoma*\n\nWhen we compile our model, we do not want our metric to be accuracy. If we run the model, with an accuracy metric, it will give us false confidence in our model. If we look at the dataset, we see that 98% of the images are classifed as benign, 0. Now, if accuracy was the sole determinant of our model, a model that always outputs 0 will achieve a high accuracy although the model is not good.\n\nThe competition scores the model by finding the area under the ROC curve, which is why our metric will be set to keras.metrics.AUC.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## Model Design : MobileNetV2\n\nA supercool resource : **https://machinethink.net/blog/mobilenet-v2/**","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## Bias Initialization : \n\nSince the dataset is heavily imbalanced, we may want to assign different weights to different classes. Setting an initial bias is important in such cases.","execution_count":null},{"metadata":{"trusted":false},"cell_type":"code","source":"with strategy.scope() : \n    bias = np.log(malignant/benign)\n    bias = tf.keras.initializers.Constant(bias)\n    base_model = tf.keras.applications.ResNet50(input_shape = (SHAPE[0], SHAPE[1], 3), include_top = False,\n                                               weights = \"imagenet\")\n    base_model.trainable = False\n    model = tf.keras.Sequential([base_model,\n                                 tf.keras.layers.GlobalAveragePooling2D(),\n                                 tf.keras.layers.Dense(20, activation = \"relu\"),\n                                 tf.keras.layers.Dropout(0.4),\n                                 tf.keras.layers.Dense(10, activation = \"relu\"),\n                                 tf.keras.layers.Dropout(0.3),\n                                 tf.keras.layers.Dense(1, activation = \"sigmoid\", bias_initializer = bias)                                     \n                                ])\n    model.compile(optimizer = tf.keras.optimizers.Adam(lr = 1e-2), loss = \"binary_crossentropy\", metrics = [tf.keras.metrics.AUC(name = 'auc')])\n    model.summary()\n    \n    EPOCHS = 500\n    history = model.fit(training_dataset, epochs = EPOCHS, steps_per_epoch = STEPS_PER_EPOCH_TRAIN,\n                       validation_data = validation_dataset, validation_steps = STEPS_PER_EPOCH_VAL,\n                       callbacks = [callback_early_stopping, callbacks_lr_reduce, callback_checkpoint],\n                       class_weight = class_weight)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Let's observe the number of epochs our model ran for before callbacks stopped the execution due to no further significant improvement in validation_accuracy.","execution_count":null},{"metadata":{"trusted":false},"cell_type":"code","source":"n_epochs_it_ran_for = len(history.history['loss'])\nn_epochs_it_ran_for","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"X = np.arange(0,n_epochs_it_ran_for,1)\nplt.figure(1, figsize = (20, 12))\nplt.subplot(1,2,1)\nplt.xlabel(\"Epochs\")\nplt.ylabel(\"Loss\")\nplt.plot(X, history.history[\"loss\"], label = \"Training Loss\")\nplt.plot(X, history.history[\"val_loss\"], label = \"Validation Loss\")\nplt.grid(True)\nplt.legend()\n\nplt.subplot(1,2,2)\nplt.xlabel(\"Epochs\")\nplt.ylabel(\"Accuracy\")\nplt.plot(X, history.history[\"auc\"], label = \"Training Accuracy\")\nplt.plot(X, history.history[\"val_auc\"], label = \"Validation Accuracy\")\nplt.grid(True)\nplt.legend()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Due to callbacks, best weights are automatically restored!","execution_count":null},{"metadata":{"trusted":false},"cell_type":"code","source":"testing_dataset = get_test_dataset()\ntesting_dataset_images = testing_dataset.map(lambda image, image_name : image)\ntesting_image_names = testing_dataset.map(lambda image, image_name : image_name)","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"resulting_probabilities = model.predict(testing_dataset_images, verbose = 1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"len(resulting_probabilities)","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"sample_submission_file = pd.read_csv(\"../input/siim-isic-melanoma-classification/sample_submission.csv\")\nsample_submission_file.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"del sample_submission_file[\"target\"]\nsample_submission_file.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"testing_image_names","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"testing_image_names = np.concatenate([x for x in testing_image_names], axis=0)\ntesting_image_names = np.array(testing_image_names)","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"decoded_test_names = []\nfor names in testing_image_names : \n    names = names.decode('utf-8')\n    decoded_test_names.append(names)\ndecoded_test_names = np.array(decoded_test_names)\ndel testing_image_names","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"len(decoded_test_names), type(decoded_test_names), decoded_test_names.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"decoded_test_names","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"testing_image_names = pd.DataFrame(decoded_test_names, columns=[\"image_name\"])\ntesting_image_names.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"pred_dataframe = pd.DataFrame({\"image_name\" : decoded_test_names, \n                               \"target\" : np.concatenate(resulting_probabilities)})\npred_dataframe","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"sample_submission_file = sample_submission_file.merge(pred_dataframe, on = \"image_name\")\nsample_submission_file.to_csv(\"submission.csv\", index = False)\nsample_submission_file.head()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## The journey continues!!\n\nThe pre-processing we did earlier, I'll soon share the dataset of denoised, histogram equalized images. Then using the approach here in this notebook, we will use tf.data API to directly train on them!!\n\nStay Tuned!~~\n\nIn the meantime, you can view my other works in the SIIM ISIC Melanoma Challenge : \n\n* **https://www.kaggle.com/fireheart7/melanoma-a-story-in-3-parts-part-one**\n* **https://www.kaggle.com/fireheart7/melanoma-a-story-in-3-parts-part-two**","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"","execution_count":null}],"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}