{"nbformat":4,"nbformat_minor":0,"metadata":{"anaconda-cloud":{},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.6.10"},"colab":{"name":"2022-01-03-image-captioning-tf.ipynb","provenance":[{"file_id":"https://github.com/recohut/nbs/blob/main/raw/4061c71d-eb7a-47ea-a372-fca054f07e10.ipynb","timestamp":1644427058316},{"file_id":"https://github.com/Hvass-Labs/TensorFlow-Tutorials/blob/master/22_Image_Captioning.ipynb","timestamp":1588881706566}],"collapsed_sections":["2WWJvyH6r_2l","7Bg9X0Lgr_2_","XNkEWg8zr_3L","o7xLZpsTr_4e","gKr6fKSCr_5I","MARHIgYjr_6k","ujnE-snHr_7k","CKjsAlRlr_7z","oBrLcYVNr_8V","4alyedA4r_8h","f2UQlyP9r_8r","lpmjYicgr_88","_4kqUGBmr_9A","vmptLaH0r_9E","MzjnbSvMr_9H","2LrXSApYr_9i","lldfC0GAr_9i"]}},"cells":[{"cell_type":"markdown","source":["# Image Captioning Tensorflow"],"metadata":{"id":"9E8IBS7kf9i7"}},{"cell_type":"markdown","metadata":{"id":"BK9Okce4r_1O"},"source":["## Imports"]},{"cell_type":"code","metadata":{"id":"6GB79ikor_1P"},"source":["%matplotlib inline\n","import matplotlib.pyplot as plt\n","import tensorflow as tf\n","import numpy as np\n","import sys\n","import os\n","from PIL import Image\n","from cache import cache"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"MDYi19q3r_1X"},"source":["We need to import several things from Keras."]},{"cell_type":"code","metadata":{"id":"F8C1B6fAr_1Y"},"source":["from tensorflow.keras import backend as K\n","from tensorflow.keras.models import Model\n","from tensorflow.keras.layers import Input, Dense, GRU, Embedding\n","from tensorflow.keras.applications import VGG16\n","from tensorflow.keras.optimizers import RMSprop\n","from tensorflow.keras.callbacks import ModelCheckpoint, TensorBoard\n","from tensorflow.keras.preprocessing.text import Tokenizer\n","from tensorflow.keras.preprocessing.sequence import pad_sequences"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"4C6KEuZ0r_1f"},"source":["This was developed using Python 3.6 (Anaconda) and package versions:"]},{"cell_type":"code","metadata":{"scrolled":false,"id":"4Targ08Ur_1g","outputId":"93189ee4-55e5-4167-8a38-7284e7b7e050"},"source":["tf.__version__"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'2.1.0'"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"code","metadata":{"scrolled":true,"id":"L06K-ugAr_1p","outputId":"97c7e9a3-a9fa-4375-ae70-bb3c6458e624"},"source":["tf.keras.__version__"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'2.2.4-tf'"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"fFaVjFZGr_1x"},"source":["## Load Data\n","\n","We will use the COCO data-set which contains many images with text-captions.\n","\n","http://cocodataset.org"]},{"cell_type":"code","metadata":{"id":"iahp13Jbr_1z"},"source":["import coco"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"H3fMiUKjr_16"},"source":["You can change the data-directory if you want to save the data-files somewhere else."]},{"cell_type":"code","metadata":{"id":"Dk2v8qPUr_18"},"source":["# coco.set_data_dir(\"data/coco/\")"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"hPNAAGGmr_2G"},"source":["Automatically download and extract the data-files if you don't have them already.\n","\n","**WARNING! These data-files are VERY large! The file for the training-data is 19 GB and the file for the validation-data is 816 MB! **"]},{"cell_type":"code","metadata":{"id":"JSaOjgW8r_2H","outputId":"62f94b72-dbbe-4582-83bb-9631a956d6e1"},"source":["coco.maybe_download_and_extract()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Downloading http://images.cocodataset.org/zips/train2017.zip\n","Data has apparently already been downloaded and unpacked.\n","Downloading http://images.cocodataset.org/zips/val2017.zip\n","Data has apparently already been downloaded and unpacked.\n","Downloading http://images.cocodataset.org/annotations/annotations_trainval2017.zip\n","Data has apparently already been downloaded and unpacked.\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"sTg68jgvr_2P"},"source":["Get the filenames and captions for the images in the training-set."]},{"cell_type":"code","metadata":{"id":"Cfx6xuMir_2Q","outputId":"1b193132-efdf-4c8b-83e5-ade8fa48233b"},"source":["_, filenames_train, captions_train = coco.load_records(train=True)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["- Data loaded from cache-file: data/coco/records_train.pkl\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"-FFki0E4r_2W"},"source":["Number of images in the training-set."]},{"cell_type":"code","metadata":{"id":"pIGzmQD8r_2X","outputId":"82c88173-cc86-4a00-b96d-506108511e98"},"source":["num_images_train = len(filenames_train)\n","num_images_train"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["118287"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"markdown","metadata":{"id":"tW88advSr_2c"},"source":["Get the filenames and captions for the images in the validation-set."]},{"cell_type":"code","metadata":{"id":"HIkcK3TBr_2d","outputId":"8484f378-5119-4e89-910f-bea55eafd08a"},"source":["_, filenames_val, captions_val = coco.load_records(train=False)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["- Data loaded from cache-file: data/coco/records_val.pkl\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2WWJvyH6r_2l"},"source":["### Helper-Functions for Loading and Showing Images\n","\n","This is a helper-function for loading and resizing an image."]},{"cell_type":"code","metadata":{"id":"WMcqNyy6r_2m"},"source":["def load_image(path, size=None):\n"," \"\"\"\n"," Load the image from the given file-path and resize it\n"," to the given size if not None.\n"," \"\"\"\n","\n"," # Load the image using PIL.\n"," img = Image.open(path)\n","\n"," # Resize image if desired.\n"," if not size is None:\n"," img = img.resize(size=size, resample=Image.LANCZOS)\n","\n"," # Convert image to numpy array.\n"," img = np.array(img)\n","\n"," # Scale image-pixels so they fall between 0.0 and 1.0\n"," img = img / 255.0\n","\n"," # Convert 2-dim gray-scale array to 3-dim RGB array.\n"," if (len(img.shape) == 2):\n"," img = np.repeat(img[:, :, np.newaxis], 3, axis=2)\n","\n"," return img"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"SrPwr55Ur_2s"},"source":["This is a helper-function for showing an image from the data-set along with its captions."]},{"cell_type":"code","metadata":{"id":"xzQ2LzDOr_2u"},"source":["def show_image(idx, train):\n"," \"\"\"\n"," Load and plot an image from the training- or validation-set\n"," with the given index.\n"," \"\"\"\n","\n"," if train:\n"," # Use an image from the training-set.\n"," dir = coco.train_dir\n"," filename = filenames_train[idx]\n"," captions = captions_train[idx]\n"," else:\n"," # Use an image from the validation-set.\n"," dir = coco.val_dir\n"," filename = filenames_val[idx]\n"," captions = captions_val[idx]\n","\n"," # Path for the image-file.\n"," path = os.path.join(dir, filename)\n","\n"," # Print the captions for this image.\n"," for caption in captions:\n"," print(caption)\n"," \n"," # Load the image and plot it.\n"," img = load_image(path)\n"," plt.imshow(img)\n"," plt.show()"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"7Bg9X0Lgr_2_"},"source":["### Example Image\n","\n","Show an example image and captions from the training-set."]},{"cell_type":"code","metadata":{"scrolled":true,"id":"davbikfKr_3C","outputId":"081d7bd2-5fc7-435b-ca04-27e8f784ec2c"},"source":["show_image(idx=1, train=True)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["A giraffe eating food from the top of the tree.\n","A giraffe standing up nearby a tree \n","A giraffe mother with its baby in the forest.\n","Two giraffes standing in a tree filled area.\n","A giraffe standing next to a forest filled with trees.\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"XNkEWg8zr_3L"},"source":["## Pre-Trained Image Model (VGG16)\n","\n","The following creates an instance of the VGG16 model using the Keras API. This automatically downloads the required files if you don't have them already.\n","\n","The VGG16 model was pre-trained on the ImageNet data-set for classifying images. The VGG16 model contains a convolutional part and a fully-connected (or dense) part which is used for the image classification.\n","\n","If `include_top=True` then the whole VGG16 model is downloaded which is about 528 MB. If `include_top=False` then only the convolutional part of the VGG16 model is downloaded which is just 57 MB.\n","\n","We will use some of the fully-connected layers in this pre-trained model, so we have to download the full model, but if you have a slow internet connection, then you can try and modify the code below to use the smaller pre-trained model without the classification layers.\n","\n","Tutorials #08 and #10 explain more details about Transfer Learning."]},{"cell_type":"code","metadata":{"id":"pyNLEkFNr_3N"},"source":["image_model = VGG16(include_top=True, weights='imagenet')"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"ur2hWSmRr_3W"},"source":["Print a list of all the layers in the VGG16 model."]},{"cell_type":"code","metadata":{"id":"uMMYhREar_3Y","outputId":"2f82719e-02cd-4356-c90b-9039eb2d16f7"},"source":["image_model.summary()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Model: \"vgg16\"\n","_________________________________________________________________\n","Layer (type) Output Shape Param # \n","=================================================================\n","input_1 (InputLayer) [(None, 224, 224, 3)] 0 \n","_________________________________________________________________\n","block1_conv1 (Conv2D) (None, 224, 224, 64) 1792 \n","_________________________________________________________________\n","block1_conv2 (Conv2D) (None, 224, 224, 64) 36928 \n","_________________________________________________________________\n","block1_pool (MaxPooling2D) (None, 112, 112, 64) 0 \n","_________________________________________________________________\n","block2_conv1 (Conv2D) (None, 112, 112, 128) 73856 \n","_________________________________________________________________\n","block2_conv2 (Conv2D) (None, 112, 112, 128) 147584 \n","_________________________________________________________________\n","block2_pool (MaxPooling2D) (None, 56, 56, 128) 0 \n","_________________________________________________________________\n","block3_conv1 (Conv2D) (None, 56, 56, 256) 295168 \n","_________________________________________________________________\n","block3_conv2 (Conv2D) (None, 56, 56, 256) 590080 \n","_________________________________________________________________\n","block3_conv3 (Conv2D) (None, 56, 56, 256) 590080 \n","_________________________________________________________________\n","block3_pool (MaxPooling2D) (None, 28, 28, 256) 0 \n","_________________________________________________________________\n","block4_conv1 (Conv2D) (None, 28, 28, 512) 1180160 \n","_________________________________________________________________\n","block4_conv2 (Conv2D) (None, 28, 28, 512) 2359808 \n","_________________________________________________________________\n","block4_conv3 (Conv2D) (None, 28, 28, 512) 2359808 \n","_________________________________________________________________\n","block4_pool (MaxPooling2D) (None, 14, 14, 512) 0 \n","_________________________________________________________________\n","block5_conv1 (Conv2D) (None, 14, 14, 512) 2359808 \n","_________________________________________________________________\n","block5_conv2 (Conv2D) (None, 14, 14, 512) 2359808 \n","_________________________________________________________________\n","block5_conv3 (Conv2D) (None, 14, 14, 512) 2359808 \n","_________________________________________________________________\n","block5_pool (MaxPooling2D) (None, 7, 7, 512) 0 \n","_________________________________________________________________\n","flatten (Flatten) (None, 25088) 0 \n","_________________________________________________________________\n","fc1 (Dense) (None, 4096) 102764544 \n","_________________________________________________________________\n","fc2 (Dense) (None, 4096) 16781312 \n","_________________________________________________________________\n","predictions (Dense) (None, 1000) 4097000 \n","=================================================================\n","Total params: 138,357,544\n","Trainable params: 138,357,544\n","Non-trainable params: 0\n","_________________________________________________________________\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"Be1p85JFr_3l"},"source":["We will use the output of the layer prior to the final classification-layer which is named `fc2`. This is a fully-connected (or dense) layer."]},{"cell_type":"code","metadata":{"id":"pVG212scr_3n"},"source":["transfer_layer = image_model.get_layer('fc2')"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"50NbH57sr_4C"},"source":["We call it the \"transfer-layer\" because we will transfer its output to another model that creates the image captions.\n","\n","To do this, first we need to create a new model which has the same input as the original VGG16 model but outputs the transfer-values from the `fc2` layer."]},{"cell_type":"code","metadata":{"id":"PK7zw_kGr_4E"},"source":["image_model_transfer = Model(inputs=image_model.input,\n"," outputs=transfer_layer.output)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"tsgoCBatr_4M"},"source":["The model expects input images to be of this size:"]},{"cell_type":"code","metadata":{"id":"QylmgXFXr_4Q","outputId":"86e7ca63-3c26-4811-f515-7fad53fa6af5"},"source":["img_size = K.int_shape(image_model.input)[1:3]\n","img_size"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(224, 224)"]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"markdown","metadata":{"id":"C42ybszmr_4Y"},"source":["For each input image, the new model will output a vector of transfer-values with this length:"]},{"cell_type":"code","metadata":{"id":"ZiIoUaVAr_4Z","outputId":"43f8db88-df3e-45d7-e491-e1dd5313f819"},"source":["transfer_values_size = K.int_shape(transfer_layer.output)[1]\n","transfer_values_size"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["4096"]},"metadata":{"tags":[]},"execution_count":19}]},{"cell_type":"markdown","metadata":{"id":"o7xLZpsTr_4e"},"source":["### Process All Images\n","\n","We now make functions for processing all images in the data-set using the pre-trained image-model and saving the transfer-values in a cache-file so they can be reloaded quickly.\n","\n","We effectively create a new data-set of the transfer-values. This is because it takes a long time to process an image in the VGG16 model. We will not be changing all the parameters of the VGG16 model, so every time it processes an image, it gives the exact same result. We need the transfer-values to train the image-captioning model for many epochs, so we save a lot of time by calculating the transfer-values once and saving them in a cache-file.\n","\n","This is a helper-function for printing the progress."]},{"cell_type":"code","metadata":{"id":"eNPHPGvmr_4f"},"source":["def print_progress(count, max_count):\n"," # Percentage completion.\n"," pct_complete = count / max_count\n","\n"," # Status-message. Note the \\r which means the line should\n"," # overwrite itself.\n"," msg = \"\\r- Progress: {0:.1%}\".format(pct_complete)\n","\n"," # Print it.\n"," sys.stdout.write(msg)\n"," sys.stdout.flush()"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"BbZT1mXqr_4r"},"source":["This is the function for processing the given files using the VGG16-model and returning their transfer-values."]},{"cell_type":"code","metadata":{"id":"KAUZGdohr_4t"},"source":["def process_images(data_dir, filenames, batch_size=32):\n"," \"\"\"\n"," Process all the given files in the given data_dir using the\n"," pre-trained image-model and return their transfer-values.\n"," \n"," Note that we process the images in batches to save\n"," memory and improve efficiency on the GPU.\n"," \"\"\"\n"," \n"," # Number of images to process.\n"," num_images = len(filenames)\n","\n"," # Pre-allocate input-batch-array for images.\n"," shape = (batch_size,) + img_size + (3,)\n"," image_batch = np.zeros(shape=shape, dtype=np.float16)\n","\n"," # Pre-allocate output-array for transfer-values.\n"," # Note that we use 16-bit floating-points to save memory.\n"," shape = (num_images, transfer_values_size)\n"," transfer_values = np.zeros(shape=shape, dtype=np.float16)\n","\n"," # Initialize index into the filenames.\n"," start_index = 0\n","\n"," # Process batches of image-files.\n"," while start_index < num_images:\n"," # Print the percentage-progress.\n"," print_progress(count=start_index, max_count=num_images)\n","\n"," # End-index for this batch.\n"," end_index = start_index + batch_size\n","\n"," # Ensure end-index is within bounds.\n"," if end_index > num_images:\n"," end_index = num_images\n","\n"," # The last batch may have a different batch-size.\n"," current_batch_size = end_index - start_index\n","\n"," # Load all the images in the batch.\n"," for i, filename in enumerate(filenames[start_index:end_index]):\n"," # Path for the image-file.\n"," path = os.path.join(data_dir, filename)\n","\n"," # Load and resize the image.\n"," # This returns the image as a numpy-array.\n"," img = load_image(path, size=img_size)\n","\n"," # Save the image for later use.\n"," image_batch[i] = img\n","\n"," # Use the pre-trained image-model to process the image.\n"," # Note that the last batch may have a different size,\n"," # so we only use the relevant images.\n"," transfer_values_batch = \\\n"," image_model_transfer.predict(image_batch[0:current_batch_size])\n","\n"," # Save the transfer-values in the pre-allocated array.\n"," transfer_values[start_index:end_index] = \\\n"," transfer_values_batch[0:current_batch_size]\n","\n"," # Increase the index for the next loop-iteration.\n"," start_index = end_index\n","\n"," # Print newline.\n"," print()\n","\n"," return transfer_values"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"zn1ycjHNr_4x"},"source":["Helper-function for processing all images in the training-set. This saves the transfer-values in a cache-file for fast reloading."]},{"cell_type":"code","metadata":{"id":"dToT7Tapr_4y"},"source":["def process_images_train():\n"," print(\"Processing {0} images in training-set ...\".format(len(filenames_train)))\n","\n"," # Path for the cache-file.\n"," cache_path = os.path.join(coco.data_dir,\n"," \"transfer_values_train.pkl\")\n","\n"," # If the cache-file already exists then reload it,\n"," # otherwise process all images and save their transfer-values\n"," # to the cache-file so it can be reloaded quickly.\n"," transfer_values = cache(cache_path=cache_path,\n"," fn=process_images,\n"," data_dir=coco.train_dir,\n"," filenames=filenames_train)\n","\n"," return transfer_values"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"M-jxbkEyr_43"},"source":["Helper-function for processing all images in the validation-set."]},{"cell_type":"code","metadata":{"id":"N8HF1KMqr_43"},"source":["def process_images_val():\n"," print(\"Processing {0} images in validation-set ...\".format(len(filenames_val)))\n","\n"," # Path for the cache-file.\n"," cache_path = os.path.join(coco.data_dir, \"transfer_values_val.pkl\")\n","\n"," # If the cache-file already exists then reload it,\n"," # otherwise process all images and save their transfer-values\n"," # to the cache-file so it can be reloaded quickly.\n"," transfer_values = cache(cache_path=cache_path,\n"," fn=process_images,\n"," data_dir=coco.val_dir,\n"," filenames=filenames_val)\n","\n"," return transfer_values"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"8Jd5OyxIr_48"},"source":["Process all images in the training-set and save the transfer-values to a cache-file. This took about 30 minutes to process on a GTX 1070 GPU."]},{"cell_type":"code","metadata":{"id":"FAjWSX0tr_48","outputId":"9f1f504a-04ae-4df0-9eaf-78f61e2c9cfe"},"source":["%%time\n","transfer_values_train = process_images_train()\n","print(\"dtype:\", transfer_values_train.dtype)\n","print(\"shape:\", transfer_values_train.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Processing 118287 images in training-set ...\n","- Data loaded from cache-file: data/coco/transfer_values_train.pkl\n","dtype: float16\n","shape: (118287, 4096)\n","CPU times: user 187 ms, sys: 621 ms, total: 807 ms\n","Wall time: 806 ms\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"0KoxnYTnr_5B"},"source":["Process all images in the validation-set and save the transfer-values to a cache-file. This took about 90 seconds to process on a GTX 1070 GPU."]},{"cell_type":"code","metadata":{"id":"htEw20fPr_5C","outputId":"67e49540-9c89-48f6-eb41-d093675c657b"},"source":["%%time\n","transfer_values_val = process_images_val()\n","print(\"dtype:\", transfer_values_val.dtype)\n","print(\"shape:\", transfer_values_val.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Processing 5000 images in validation-set ...\n","- Data loaded from cache-file: data/coco/transfer_values_val.pkl\n","dtype: float16\n","shape: (5000, 4096)\n","CPU times: user 7.16 ms, sys: 32.7 ms, total: 39.8 ms\n","Wall time: 37.8 ms\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"gKr6fKSCr_5I"},"source":["## Tokenizer\n","\n","Neural Networks cannot work directly on text-data. We use a two-step process to convert text into numbers that can be used in a neural network. The first step is to convert text-words into so-called integer-tokens. The second step is to convert integer-tokens into vectors of floating-point numbers using a so-called embedding-layer. See Tutorial #20 for a more detailed explanation.\n","\n","Before we can start processing the text, we first need to mark the beginning and end of each text-sequence with unique words that most likely aren't present in the data."]},{"cell_type":"code","metadata":{"id":"9IsRXsKLr_5J"},"source":["mark_start = 'ssss '\n","mark_end = ' eeee'"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"Nqwl3I5Zr_5N"},"source":["This helper-function wraps all text-strings in the above markers. Note that the captions are a list of list, so we need a nested for-loop to process it. This can be done using so-called list-comprehension in Python."]},{"cell_type":"code","metadata":{"id":"d2jj_g_ir_5O"},"source":["def mark_captions(captions_listlist):\n"," captions_marked = [[mark_start + caption + mark_end\n"," for caption in captions_list]\n"," for captions_list in captions_listlist]\n"," \n"," return captions_marked"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"PkV6mKGfr_5S"},"source":["Now process all the captions in the training-set and show an example."]},{"cell_type":"code","metadata":{"id":"tit3x3Wzr_5T","outputId":"ad4cbfee-6345-492a-9383-6605232feb23"},"source":["captions_train_marked = mark_captions(captions_train)\n","captions_train_marked[0]"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['ssss Closeup of bins of food that include broccoli and bread. eeee',\n"," 'ssss A meal is presented in brightly colored plastic trays. eeee',\n"," 'ssss there are containers filled with different kinds of foods eeee',\n"," 'ssss Colorful dishes holding meat, vegetables, fruit, and bread. eeee',\n"," 'ssss A bunch of trays that have different food. eeee']"]},"metadata":{"tags":[]},"execution_count":28}]},{"cell_type":"markdown","metadata":{"id":"f0bkeDjNr_5Y"},"source":["This is how the captions look without the start- and end-markers."]},{"cell_type":"code","metadata":{"id":"ZCaMjksRr_5b","outputId":"c788ad29-353d-4e09-a22a-a11118ecee4b"},"source":["captions_train[0]"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['Closeup of bins of food that include broccoli and bread.',\n"," 'A meal is presented in brightly colored plastic trays.',\n"," 'there are containers filled with different kinds of foods',\n"," 'Colorful dishes holding meat, vegetables, fruit, and bread.',\n"," 'A bunch of trays that have different food.']"]},"metadata":{"tags":[]},"execution_count":29}]},{"cell_type":"markdown","metadata":{"id":"1xCf4l5Rr_5g"},"source":["This helper-function converts a list-of-list to a flattened list of captions."]},{"cell_type":"code","metadata":{"id":"eRbGX_Mdr_5h"},"source":["def flatten(captions_listlist):\n"," captions_list = [caption\n"," for captions_list in captions_listlist\n"," for caption in captions_list]\n"," \n"," return captions_list"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"YZM5LlWTr_5m"},"source":["Now use the function to convert all the marked captions from the training set."]},{"cell_type":"code","metadata":{"id":"ACuReD9Xr_5n"},"source":["captions_train_flat = flatten(captions_train_marked)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"yfItyhijr_5s"},"source":["Set the maximum number of words in our vocabulary. This means that we will only use e.g. the 10000 most frequent words in the captions from the training-data."]},{"cell_type":"code","metadata":{"id":"nGqRc_Brr_5t"},"source":["num_words = 10000"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"rZwLKV_2r_5y"},"source":["We need a few more functions than provided by Keras' Tokenizer-class so we wrap it."]},{"cell_type":"code","metadata":{"id":"l4Hdu7Vmr_5z"},"source":["class TokenizerWrap(Tokenizer):\n"," \"\"\"Wrap the Tokenizer-class from Keras with more functionality.\"\"\"\n"," \n"," def __init__(self, texts, num_words=None):\n"," \"\"\"\n"," :param texts: List of strings with the data-set.\n"," :param num_words: Max number of words to use.\n"," \"\"\"\n","\n"," Tokenizer.__init__(self, num_words=num_words)\n","\n"," # Create the vocabulary from the texts.\n"," self.fit_on_texts(texts)\n","\n"," # Create inverse lookup from integer-tokens to words.\n"," self.index_to_word = dict(zip(self.word_index.values(),\n"," self.word_index.keys()))\n","\n"," def token_to_word(self, token):\n"," \"\"\"Lookup a single word from an integer-token.\"\"\"\n","\n"," word = \" \" if token == 0 else self.index_to_word[token]\n"," return word \n","\n"," def tokens_to_string(self, tokens):\n"," \"\"\"Convert a list of integer-tokens to a string.\"\"\"\n","\n"," # Create a list of the individual words.\n"," words = [self.index_to_word[token]\n"," for token in tokens\n"," if token != 0]\n"," \n"," # Concatenate the words to a single string\n"," # with space between all the words.\n"," text = \" \".join(words)\n","\n"," return text\n"," \n"," def captions_to_tokens(self, captions_listlist):\n"," \"\"\"\n"," Convert a list-of-list with text-captions to\n"," a list-of-list of integer-tokens.\n"," \"\"\"\n"," \n"," # Note that text_to_sequences() takes a list of texts.\n"," tokens = [self.texts_to_sequences(captions_list)\n"," for captions_list in captions_listlist]\n"," \n"," return tokens"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"TkBAJovur_56"},"source":["Now create a tokenizer using all the captions in the training-data. Note that we use the flattened list of captions to create the tokenizer because it cannot take a list-of-lists."]},{"cell_type":"code","metadata":{"id":"0J7pRDnVr_57","outputId":"6247ef20-e4ec-4ff0-a390-cfdb2807c50a"},"source":["%%time\n","tokenizer = TokenizerWrap(texts=captions_train_flat,\n"," num_words=num_words)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["CPU times: user 8.43 s, sys: 20.6 ms, total: 8.45 s\n","Wall time: 8.45 s\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"36Oxjmuxr_6C"},"source":["Get the integer-token for the start-marker (the word \"ssss\"). We will need this further below."]},{"cell_type":"code","metadata":{"id":"mwHUFPBtr_6D","outputId":"28a6fd2b-8aae-4ae9-aa83-8f03e013ee0a"},"source":["token_start = tokenizer.word_index[mark_start.strip()]\n","token_start"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["2"]},"metadata":{"tags":[]},"execution_count":35}]},{"cell_type":"markdown","metadata":{"id":"uCzzN-pyr_6L"},"source":["Get the integer-token for the end-marker (the word \"eeee\")."]},{"cell_type":"code","metadata":{"id":"5Kd3JKcOr_6N","outputId":"3a2e2920-72a6-4f37-c65f-414464ea905d"},"source":["token_end = tokenizer.word_index[mark_end.strip()]\n","token_end"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["3"]},"metadata":{"tags":[]},"execution_count":36}]},{"cell_type":"markdown","metadata":{"id":"rmbRG7oKr_6R"},"source":["Convert all the captions from the training-set to sequences of integer-tokens. We get a list-of-list as a result."]},{"cell_type":"code","metadata":{"id":"1eyPFwMcr_6R","outputId":"1a0117d0-ee05-4f29-d263-909c8d8f2f5f"},"source":["%%time\n","tokens_train = tokenizer.captions_to_tokens(captions_train_marked)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["CPU times: user 7.8 s, sys: 27 ms, total: 7.83 s\n","Wall time: 7.83 s\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"j9txD9CNr_6V"},"source":["Example of the integer-tokens for the captions of the first image in the training-set:"]},{"cell_type":"code","metadata":{"scrolled":true,"id":"84ZeSulgr_6X","outputId":"b5598c6f-7c8d-4a1c-f407-72ce4d7e92f2"},"source":["tokens_train[0]"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[[2, 841, 5, 2864, 5, 61, 26, 1984, 238, 9, 433, 3],\n"," [2, 1, 429, 10, 3310, 7, 1025, 390, 501, 1110, 3],\n"," [2, 63, 19, 993, 143, 8, 190, 958, 5, 743, 3],\n"," [2, 299, 725, 25, 343, 208, 264, 9, 433, 3],\n"," [2, 1, 170, 5, 1110, 26, 446, 190, 61, 3]]"]},"metadata":{"tags":[]},"execution_count":38}]},{"cell_type":"markdown","metadata":{"id":"OmNQZ9bGr_6d"},"source":["These are the corresponding text-captions:"]},{"cell_type":"code","metadata":{"scrolled":true,"id":"El327EWbr_6e","outputId":"6f8beac3-b05e-4f91-faa6-b442c1178126"},"source":["captions_train_marked[0]"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['ssss Closeup of bins of food that include broccoli and bread. eeee',\n"," 'ssss A meal is presented in brightly colored plastic trays. eeee',\n"," 'ssss there are containers filled with different kinds of foods eeee',\n"," 'ssss Colorful dishes holding meat, vegetables, fruit, and bread. eeee',\n"," 'ssss A bunch of trays that have different food. eeee']"]},"metadata":{"tags":[]},"execution_count":39}]},{"cell_type":"markdown","metadata":{"id":"MARHIgYjr_6k"},"source":["## Data Generator\n","\n","Each image in the training-set has at least 5 captions describing the contents of the image. The neural network will be trained with batches of transfer-values for the images and sequences of integer-tokens for the captions. If we were to have matching numpy arrays for the training-set, we would either have to only use a single caption for each image and ignore the rest of this valuable data, or we would have to repeat the image transfer-values for each of the captions, which would waste a lot of memory.\n","\n","A better solution is to create a custom data-generator for Keras that will create a batch of data with randomly selected transfer-values and token-sequences.\n","\n","This helper-function returns a list of random token-sequences for the images with the given indices in the training-set."]},{"cell_type":"code","metadata":{"id":"ytoSeQiEr_6l"},"source":["def get_random_caption_tokens(idx):\n"," \"\"\"\n"," Given a list of indices for images in the training-set,\n"," select a token-sequence for a random caption,\n"," and return a list of all these token-sequences.\n"," \"\"\"\n"," \n"," # Initialize an empty list for the results.\n"," result = []\n","\n"," # For each of the indices.\n"," for i in idx:\n"," # The index i points to an image in the training-set.\n"," # Each image in the training-set has at least 5 captions\n"," # which have been converted to tokens in tokens_train.\n"," # We want to select one of these token-sequences at random.\n","\n"," # Get a random index for a token-sequence.\n"," j = np.random.choice(len(tokens_train[i]))\n","\n"," # Get the j'th token-sequence for image i.\n"," tokens = tokens_train[i][j]\n","\n"," # Add this token-sequence to the list of results.\n"," result.append(tokens)\n","\n"," return result"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"AOIRIqO0r_6o"},"source":["This generator function creates random batches of training-data for use in training the neural network."]},{"cell_type":"code","metadata":{"id":"w5a6N9i6r_6p"},"source":["def batch_generator(batch_size):\n"," \"\"\"\n"," Generator function for creating random batches of training-data.\n"," \n"," Note that it selects the data completely randomly for each\n"," batch, corresponding to sampling of the training-set with\n"," replacement. This means it is possible to sample the same\n"," data multiple times within a single epoch - and it is also\n"," possible that some data is not sampled at all within an epoch.\n"," However, all the data should be unique within a single batch.\n"," \"\"\"\n","\n"," # Infinite loop.\n"," while True:\n"," # Get a list of random indices for images in the training-set.\n"," idx = np.random.randint(num_images_train,\n"," size=batch_size)\n"," \n"," # Get the pre-computed transfer-values for those images.\n"," # These are the outputs of the pre-trained image-model.\n"," transfer_values = transfer_values_train[idx]\n","\n"," # For each of the randomly chosen images there are\n"," # at least 5 captions describing the contents of the image.\n"," # Select one of those captions at random and get the\n"," # associated sequence of integer-tokens.\n"," tokens = get_random_caption_tokens(idx)\n","\n"," # Count the number of tokens in all these token-sequences.\n"," num_tokens = [len(t) for t in tokens]\n"," \n"," # Max number of tokens.\n"," max_tokens = np.max(num_tokens)\n"," \n"," # Pad all the other token-sequences with zeros\n"," # so they all have the same length and can be\n"," # input to the neural network as a numpy array.\n"," tokens_padded = pad_sequences(tokens,\n"," maxlen=max_tokens,\n"," padding='post',\n"," truncating='post')\n"," \n"," # Further prepare the token-sequences.\n"," # The decoder-part of the neural network\n"," # will try to map the token-sequences to\n"," # themselves shifted one time-step.\n"," decoder_input_data = tokens_padded[:, 0:-1]\n"," decoder_output_data = tokens_padded[:, 1:]\n","\n"," # Dict for the input-data. Because we have\n"," # several inputs, we use a named dict to\n"," # ensure that the data is assigned correctly.\n"," x_data = \\\n"," {\n"," 'decoder_input': decoder_input_data,\n"," 'transfer_values_input': transfer_values\n"," }\n","\n"," # Dict for the output-data.\n"," y_data = \\\n"," {\n"," 'decoder_output': decoder_output_data\n"," }\n"," \n"," yield (x_data, y_data)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"F63lwc9Sr_6v"},"source":["Set the batch-size used during training. This is set very high so the GPU can be used maximally - but this also requires a lot of RAM on the GPU. You may have to lower this number if the training runs out of memory."]},{"cell_type":"code","metadata":{"id":"KO5LqQ70r_6v"},"source":["batch_size = 384"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"NQgjroXgr_63"},"source":["Create an instance of the data-generator."]},{"cell_type":"code","metadata":{"id":"hsPMPZdgr_64"},"source":["generator = batch_generator(batch_size=batch_size)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"H6bdHgqbr_7E"},"source":["Test the data-generator by creating a batch of data."]},{"cell_type":"code","metadata":{"id":"8aHF4Irer_7H"},"source":["batch = next(generator)\n","batch_x = batch[0]\n","batch_y = batch[1]"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"_w39quV1r_7T"},"source":["Example of the transfer-values for the first image in the batch."]},{"cell_type":"code","metadata":{"id":"3zU8kFIHr_7T","outputId":"95b37338-1c5e-46c1-f157-693789ca8f3c"},"source":["batch_x['transfer_values_input'][0]"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0. , 0. , 1.483, ..., 0. , 0. , 0.813], dtype=float16)"]},"metadata":{"tags":[]},"execution_count":45}]},{"cell_type":"markdown","metadata":{"id":"aKfA2QLFr_7X"},"source":["Example of the token-sequence for the first image in the batch. This is the input to the decoder-part of the neural network."]},{"cell_type":"code","metadata":{"scrolled":true,"id":"fXcEzA3wr_7Y","outputId":"7f7895ed-3f64-40c5-e28b-e881e1cdcdf1"},"source":["batch_x['decoder_input'][0]"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([ 2, 1, 21, 80, 13, 34, 315, 1, 69, 20, 12,\n"," 1, 1083, 3, 0, 0, 0, 0, 0, 0, 0],\n"," dtype=int32)"]},"metadata":{"tags":[]},"execution_count":46}]},{"cell_type":"markdown","metadata":{"id":"R0Ux373Ir_7g"},"source":["This is the token-sequence for the output of the decoder. Note how it is the same as the sequence above, except it is shifted one time-step."]},{"cell_type":"code","metadata":{"id":"LgSQNI4gr_7g","outputId":"083dc641-00c3-4483-d1ed-9cec1d5ba79c"},"source":["batch_y['decoder_output'][0]"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([ 1, 21, 80, 13, 34, 315, 1, 69, 20, 12, 1,\n"," 1083, 3, 0, 0, 0, 0, 0, 0, 0, 0],\n"," dtype=int32)"]},"metadata":{"tags":[]},"execution_count":47}]},{"cell_type":"markdown","metadata":{"id":"ujnE-snHr_7k"},"source":["### Steps Per Epoch\n","\n","One epoch is a complete processing of the training-set. We would like to process each image and caption pair only once per epoch. However, because each batch is chosen completely at random in the above batch-generator, it is possible that an image occurs in multiple batches within a single epoch, and it is possible that some images may not occur in any batch at all within a single epoch.\n","\n","Nevertheless, we still use the concept of an 'epoch' to measure approximately how many iterations of the training-data we have processed. But the data-generator will generate batches for eternity, so we need to manually calculate the approximate number of batches required per epoch.\n","\n","This is the number of captions for each image in the training-set."]},{"cell_type":"code","metadata":{"id":"v0BnjgHmr_7k"},"source":["num_captions_train = [len(captions) for captions in captions_train]"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"Wl47i_-Yr_7n"},"source":["This is the total number of captions in the training-set."]},{"cell_type":"code","metadata":{"id":"bhBN5qAjr_7o"},"source":["total_num_captions_train = np.sum(num_captions_train)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"JoadbXgcr_7u"},"source":["This is the approximate number of batches required per epoch, if we want to process each caption and image pair once per epoch."]},{"cell_type":"code","metadata":{"id":"yV373pm_r_7v","outputId":"7a80606b-8467-460c-e69e-cc447e276542"},"source":["steps_per_epoch = int(total_num_captions_train / batch_size)\n","steps_per_epoch"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["1541"]},"metadata":{"tags":[]},"execution_count":50}]},{"cell_type":"markdown","metadata":{"id":"CKjsAlRlr_7z"},"source":["## Create the Recurrent Neural Network\n","\n","We will now create the Recurrent Neural Network (RNN) that will be trained to map the vectors with transfer-values from the image-recognition model into sequences of integer-tokens that can be converted into text. We call this neural network for the 'decoder' as it is almost identical to the decoder when doing Machine Translation in Tutorial #21.\n","\n","Note that we are using the functional model from Keras to build this neural network, because it allows more flexibility in how the neural network can be connected, in case you want to experiment and connect the image-model directly to the decoder (see the exercises). This means we have split the network construction into two parts: (1) Creation of all the layers that are not yet connected, and (2) a function that connects all these layers.\n","\n","The decoder consists of 3 GRU layers whose internal state-sizes are:"]},{"cell_type":"code","metadata":{"id":"mJ449Vj1r_7z"},"source":["state_size = 512"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"k_RHihKXr_74"},"source":["The embedding-layer converts integer-tokens into vectors of this length:"]},{"cell_type":"code","metadata":{"id":"n_lYn-zNr_75"},"source":["embedding_size = 128"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"gvvesJ7ar_8A"},"source":["This inputs transfer-values to the decoder:"]},{"cell_type":"code","metadata":{"id":"KX04Yqkvr_8A"},"source":["transfer_values_input = Input(shape=(transfer_values_size,),\n"," name='transfer_values_input')"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"phC2v3aTr_8D"},"source":["We want to use the transfer-values to initialize the internal states of the GRU units. This informs the GRU units of the contents of the images. The transfer-values are vectors of length 4096 but the size of the internal states of the GRU units are only 512, so we use a fully-connected layer to map the vectors from 4096 to 512 elements.\n","\n","Note that we use a `tanh` activation function to limit the output of the mapping between -1 and 1, otherwise this does not seem to work."]},{"cell_type":"code","metadata":{"id":"i67k3yZ_r_8E"},"source":["decoder_transfer_map = Dense(state_size,\n"," activation='tanh',\n"," name='decoder_transfer_map')"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"pL0JnJ0vr_8G"},"source":["This is the input for token-sequences to the decoder. Using `None` in the shape means that the token-sequences can have arbitrary lengths."]},{"cell_type":"code","metadata":{"id":"VRjBYRvsr_8H"},"source":["decoder_input = Input(shape=(None, ), name='decoder_input')"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"v6oEsIynr_8K"},"source":["This is the embedding-layer which converts sequences of integer-tokens to sequences of vectors."]},{"cell_type":"code","metadata":{"id":"_LRVrdO_r_8K"},"source":["decoder_embedding = Embedding(input_dim=num_words,\n"," output_dim=embedding_size,\n"," name='decoder_embedding')"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"0DkVEKrEr_8P"},"source":["This creates the 3 GRU layers of the decoder. Note that they all return sequences because we ultimately want to output a sequence of integer-tokens that can be converted into a text-sequence."]},{"cell_type":"code","metadata":{"id":"ho1ptH23r_8P"},"source":["decoder_gru1 = GRU(state_size, name='decoder_gru1',\n"," return_sequences=True)\n","decoder_gru2 = GRU(state_size, name='decoder_gru2',\n"," return_sequences=True)\n","decoder_gru3 = GRU(state_size, name='decoder_gru3',\n"," return_sequences=True)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"WMMuIU58r_8S"},"source":["The GRU layers output a tensor with shape `[batch_size, sequence_length, state_size]`, where each \"word\" is encoded as a vector of length `state_size`. We need to convert this into sequences of integer-tokens that can be interpreted as words from our vocabulary.\n","\n","One way of doing this is to convert the GRU output to a one-hot encoded array. It works but it is extremely wasteful, because for a vocabulary of e.g. 10000 words we need a vector with 10000 elements, so we can select the index of the highest element to be the integer-token."]},{"cell_type":"code","metadata":{"id":"6dgYTM0xr_8T"},"source":["decoder_dense = Dense(num_words,\n"," activation='softmax',\n"," name='decoder_output')"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"oBrLcYVNr_8V"},"source":["### Connect and Create the Training Model\n","\n","The decoder is built using the functional API of Keras, which allows more flexibility in connecting the layers e.g. to have multiple inputs. This is useful e.g. if you want to connect the image-model directly with the decoder instead of using pre-calculated transfer-values.\n","\n","This function connects all the layers of the decoder to some input of transfer-values."]},{"cell_type":"code","metadata":{"id":"kdEuf69yr_8W"},"source":["def connect_decoder(transfer_values):\n"," # Map the transfer-values so the dimensionality matches\n"," # the internal state of the GRU layers. This means\n"," # we can use the mapped transfer-values as the initial state\n"," # of the GRU layers.\n"," initial_state = decoder_transfer_map(transfer_values)\n","\n"," # Start the decoder-network with its input-layer.\n"," net = decoder_input\n"," \n"," # Connect the embedding-layer.\n"," net = decoder_embedding(net)\n"," \n"," # Connect all the GRU layers.\n"," net = decoder_gru1(net, initial_state=initial_state)\n"," net = decoder_gru2(net, initial_state=initial_state)\n"," net = decoder_gru3(net, initial_state=initial_state)\n","\n"," # Connect the final dense layer that converts to\n"," # one-hot encoded arrays.\n"," decoder_output = decoder_dense(net)\n"," \n"," return decoder_output"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"w4rSYTz8r_8Z"},"source":["Connect and create the model used for training. This takes as input transfer-values and sequences of integer-tokens and outputs sequences of one-hot encoded arrays that can be converted into integer-tokens."]},{"cell_type":"code","metadata":{"id":"OKETM_Qrr_8d"},"source":["decoder_output = connect_decoder(transfer_values=transfer_values_input)\n","\n","decoder_model = Model(inputs=[transfer_values_input, decoder_input],\n"," outputs=[decoder_output])"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"4alyedA4r_8h"},"source":["### Compile the Model\n","\n","The output of the decoder is a sequence of one-hot encoded arrays. In order to train the decoder we need to supply the one-hot encoded arrays that we desire to see on the decoder's output, and then use a loss-function like cross-entropy to train the decoder to produce this desired output.\n","\n","However, our data-set contains integer-tokens instead of one-hot encoded arrays. Each one-hot encoded array has 10000 elements so it would be extremely wasteful to convert the entire data-set to one-hot encoded arrays. We could do this conversion from integers to one-hot arrays in the `batch_generator()` above.\n","\n","A better way is to use a so-called sparse cross-entropy loss-function, which does the conversion internally from integers to one-hot encoded arrays.\n","\n","We have used the Adam optimizer in many of the previous tutorials, but it seems to diverge in some of these experiments with Recurrent Neural Networks. RMSprop seems to work much better for these."]},{"cell_type":"code","metadata":{"id":"S4TeU-v6r_8i"},"source":["decoder_model.compile(optimizer=RMSprop(lr=1e-3),\n"," loss='sparse_categorical_crossentropy')"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"f2UQlyP9r_8r"},"source":["### Callback Functions\n","\n","During training we want to save checkpoints and log the progress to TensorBoard so we create the appropriate callbacks for Keras.\n","\n","This is the callback for writing checkpoints during training."]},{"cell_type":"code","metadata":{"id":"vYSRL08Hr_8s"},"source":["path_checkpoint = '22_checkpoint.keras'\n","callback_checkpoint = ModelCheckpoint(filepath=path_checkpoint,\n"," verbose=1,\n"," save_weights_only=True)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"9000Npv-r_8x"},"source":["This is the callback for writing the TensorBoard log during training."]},{"cell_type":"code","metadata":{"id":"81Su7c0Pr_8y"},"source":["callback_tensorboard = TensorBoard(log_dir='./22_logs/',\n"," histogram_freq=0,\n"," write_graph=False)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"sngLaM2Vr_84"},"source":["callbacks = [callback_checkpoint, callback_tensorboard]"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"lpmjYicgr_88"},"source":["### Load Checkpoint\n","\n","You can reload the last saved checkpoint so you don't have to train the model every time you want to use it."]},{"cell_type":"code","metadata":{"id":"1f8ifh35r_88"},"source":["try:\n"," decoder_model.load_weights(path_checkpoint)\n","except Exception as error:\n"," print(\"Error trying to load checkpoint.\")\n"," print(error)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"_4kqUGBmr_9A"},"source":["### Train the Model\n","\n","Now we will train the decoder so it can map transfer-values from the image-model to sequences of integer-tokens for the captions of the images.\n","\n","One epoch of training took about 7 minutes on a GTX 1070 GPU. You probably need to run 20 epochs or more during training.\n","\n","Note that if we didn't use pre-computed transfer-values then each epoch would take maybe 40 minutes to run, because all the images would have to be processed by the VGG16 model as well."]},{"cell_type":"code","metadata":{"id":"4RPq0WDRr_9B"},"source":["%%time\n","decoder_model.fit(x=generator,\n"," steps_per_epoch=steps_per_epoch,\n"," epochs=20,\n"," callbacks=callbacks)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"vmptLaH0r_9E"},"source":["## Generate Captions\n","\n","This function loads an image and generates a caption using the model we have trained."]},{"cell_type":"code","metadata":{"id":"r4kqpPRAr_9E"},"source":["def generate_caption(image_path, max_tokens=30):\n"," \"\"\"\n"," Generate a caption for the image in the given path.\n"," The caption is limited to the given number of tokens (words).\n"," \"\"\"\n","\n"," # Load and resize the image.\n"," image = load_image(image_path, size=img_size)\n"," \n"," # Expand the 3-dim numpy array to 4-dim\n"," # because the image-model expects a whole batch as input,\n"," # so we give it a batch with just one image.\n"," image_batch = np.expand_dims(image, axis=0)\n","\n"," # Process the image with the pre-trained image-model\n"," # to get the transfer-values.\n"," transfer_values = image_model_transfer.predict(image_batch)\n","\n"," # Pre-allocate the 2-dim array used as input to the decoder.\n"," # This holds just a single sequence of integer-tokens,\n"," # but the decoder-model expects a batch of sequences.\n"," shape = (1, max_tokens)\n"," decoder_input_data = np.zeros(shape=shape, dtype=np.int)\n","\n"," # The first input-token is the special start-token for 'ssss '.\n"," token_int = token_start\n","\n"," # Initialize an empty output-text.\n"," output_text = ''\n","\n"," # Initialize the number of tokens we have processed.\n"," count_tokens = 0\n","\n"," # While we haven't sampled the special end-token for ' eeee'\n"," # and we haven't processed the max number of tokens.\n"," while token_int != token_end and count_tokens < max_tokens:\n"," # Update the input-sequence to the decoder\n"," # with the last token that was sampled.\n"," # In the first iteration this will set the\n"," # first element to the start-token.\n"," decoder_input_data[0, count_tokens] = token_int\n","\n"," # Wrap the input-data in a dict for clarity and safety,\n"," # so we are sure we input the data in the right order.\n"," x_data = \\\n"," {\n"," 'transfer_values_input': transfer_values,\n"," 'decoder_input': decoder_input_data\n"," }\n","\n"," # Note that we input the entire sequence of tokens\n"," # to the decoder. This wastes a lot of computation\n"," # because we are only interested in the last input\n"," # and output. We could modify the code to return\n"," # the GRU-states when calling predict() and then\n"," # feeding these GRU-states as well the next time\n"," # we call predict(), but it would make the code\n"," # much more complicated.\n"," \n"," # Input this data to the decoder and get the predicted output.\n"," decoder_output = decoder_model.predict(x_data)\n","\n"," # Get the last predicted token as a one-hot encoded array.\n"," # Note that this is not limited by softmax, but we just\n"," # need the index of the largest element so it doesn't matter.\n"," token_onehot = decoder_output[0, count_tokens, :]\n","\n"," # Convert to an integer-token.\n"," token_int = np.argmax(token_onehot)\n","\n"," # Lookup the word corresponding to this integer-token.\n"," sampled_word = tokenizer.token_to_word(token_int)\n","\n"," # Append the word to the output-text.\n"," output_text += \" \" + sampled_word\n","\n"," # Increment the token-counter.\n"," count_tokens += 1\n","\n"," # This is the sequence of tokens output by the decoder.\n"," output_tokens = decoder_input_data[0]\n","\n"," # Plot the image.\n"," plt.imshow(image)\n"," plt.show()\n"," \n"," # Print the predicted caption.\n"," print(\"Predicted caption:\")\n"," print(output_text)\n"," print()"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"MzjnbSvMr_9H"},"source":["### Examples\n","\n","Try this with a picture of a parrot."]},{"cell_type":"code","metadata":{"scrolled":true,"id":"WIVt-U5ar_9H","outputId":"48680484-d60d-4e2f-fdea-da337c6226a5"},"source":["generate_caption(\"images/parrot_cropped1.jpg\")"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"stream","text":["Predicted caption:\n"," a bird is sitting on a tree branch eeee\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"K_mtR7EDr_9N"},"source":["Try it with a picture of a person (Elon Musk). In Tutorial #07 the Inception model mis-classified this picture as being either a sweatshirt or a cowboy boot."]},{"cell_type":"code","metadata":{"scrolled":false,"id":"QP3sDZyxr_9O","outputId":"9ba824f2-8ac0-4685-e8e8-a53eaf4a510c"},"source":["generate_caption(\"images/elon_musk.jpg\")"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"stream","text":["Predicted caption:\n"," a man in a suit and tie is standing outside eeee\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"KBBXnd9ar_9U"},"source":["Helper-function for loading an image from the COCO data-set and printing the true captions as well as the predicted caption."]},{"cell_type":"code","metadata":{"id":"9aolEaNtr_9V"},"source":["def generate_caption_coco(idx, train=False):\n"," \"\"\"\n"," Generate a caption for an image in the COCO data-set.\n"," Use the image with the given index in either the\n"," training-set (train=True) or validation-set (train=False).\n"," \"\"\"\n"," \n"," if train:\n"," # Use image and captions from the training-set.\n"," data_dir = coco.train_dir\n"," filename = filenames_train[idx]\n"," captions = captions_train[idx]\n"," else:\n"," # Use image and captions from the validation-set.\n"," data_dir = coco.val_dir\n"," filename = filenames_val[idx]\n"," captions = captions_val[idx]\n","\n"," # Path for the image-file.\n"," path = os.path.join(data_dir, filename)\n","\n"," # Use the model to generate a caption of the image.\n"," generate_caption(image_path=path)\n","\n"," # Print the true captions from the data-set.\n"," print(\"True captions:\")\n"," for caption in captions:\n"," print(caption)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"XX2XSDv1r_9X"},"source":["Try this on a picture from the training-set that the model has been trained on. In some cases the generated caption is actually better than the human-generated captions."]},{"cell_type":"code","metadata":{"scrolled":true,"id":"USJP90Fvr_9Y","outputId":"b0c26a9c-00a8-48d1-94bc-90da7c2c2a56"},"source":["generate_caption_coco(idx=1, train=True)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"stream","text":["Predicted caption:\n"," a giraffe standing in a field next to a tree eeee\n","\n","True captions:\n","A giraffe eating food from the top of the tree.\n","A giraffe standing up nearby a tree \n","A giraffe mother with its baby in the forest.\n","Two giraffes standing in a tree filled area.\n","A giraffe standing next to a forest filled with trees.\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2Avn0C3Dr_9b"},"source":["Here is another picture of giraffes from the training-set, so this image was also used during training of the model. But the model can't produce an accurate caption. Perhaps it needs more training, or perhaps another architecture for the Recurrent Neural Network?"]},{"cell_type":"code","metadata":{"id":"Ttv8hDbJr_9c","outputId":"713117dc-b48e-467a-dc27-75731c908415"},"source":["generate_caption_coco(idx=10, train=True)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"stream","text":["Predicted caption:\n"," a giraffe standing next to a tree in a forest eeee\n","\n","True captions:\n","A couple of giraffe snuggling each other in a forest.\n","A couple of giraffe standing next to some trees.\n","Two Zebras seem to be embracing in the wild. \n","Two giraffes hang out near trees and nuzzle up to each other.\n","The two giraffes appear to be hugging each other.\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"3gvRxWwCr_9f"},"source":["Here is a picture from the validation-set which was not used during training of the model. Sometimes the model can produce good captions for images it hasn't seen during training and sometimes it can't. Can you make a better model?"]},{"cell_type":"code","metadata":{"id":"omwiedjQr_9f","outputId":"97d41627-2246-4fdd-beae-25d7c5d959d1"},"source":["generate_caption_coco(idx=1, train=False)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"stream","text":["Predicted caption:\n"," a dog is standing on a grassy field eeee\n","\n","True captions:\n","A big burly grizzly bear is show with grass in the background.\n","The large brown bear has a black nose.\n","Closeup of a brown bear sitting in a grassy area.\n","A large bear that is sitting on grass. \n","A close up picture of a brown bear's face.\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2LrXSApYr_9i"},"source":["## Conclusion\n","\n","We showed how to generate captions for images. We used a pre-trained image-model (VGG16) to generate a \"thought-vector\" of what the image contains, and then we trained a Recurrent Neural Network to map this \"thought-vector\" to a sequence of words.\n","\n","This works reasonably well, although it is easy to find examples both in the training- and validation-sets where the captions are incorrect.\n","\n","It is also important to understand that this model doesn't have a human-like understanding of what the images contain. If it sees an image of a giraffe and correctly produces a caption stating that, it doesn't mean that the model has a deep understanding of what a giraffe is; the model doesn't know that it's a tall animal that lives in Africa and Zoos.\n","\n","The model is merely a clever way of mapping pixels in an image to a vector of floating-point numbers that summarize the contents of the image, and then map these numbers to a sequence of integers-tokens representing words. So the model is basically just a very advanced function approximator rather than human-like intelligence."]},{"cell_type":"markdown","metadata":{"id":"lldfC0GAr_9i"},"source":["## Exercises\n","\n","These are a few suggestions for exercises that may help improve your skills with TensorFlow. It is important to get hands-on experience with TensorFlow in order to learn how to use it properly.\n","\n","You may want to backup this Notebook before making any changes.\n","\n","* Train the model for more epochs. Does it improve the quality of the generated captions?\n","* Try another architecture for the Recurrent Neural Network, e.g. change the number of GRU layers, their internal state-size, the embedding-size, etc. Can you improve the quality of the generated captions?\n","* Use another transfer-layer from the VGG16-model, for example the flattened output of the last convolutional layer.\n","* Try adding more dense-layers to the mapping between the transfer-values and the initial-state in the decoder.\n","* When generating captions, instead of using `np.argmax()` to sample the next integer-token, could you sample the decoder's output as if it was a probability distribution instead? Note that the decoder's output is not softmax-limited so you have to do that first to turn it into a probability-distribution.\n","* Can you generate multiple sequences by doing this sampling? Can you find a way to select the best of these different sequences?\n","* Connect the image-model directly to the decoder so you can fine-tune the weights of the image-model. See Tutorial #10 on Fine-Tuning.\n","* Can you train a Machine Translation model from Tutorial #21 and then connect its decoder to a pre-trained image-model to make an image captioning model? Perhaps you need an intermediate fully-connected layer that you will train.\n","* Can you measure the quality of the generated captions using some mathematical formula?\n","* Modify the decoder so it also returns the states of the GRU-units. Then change `generate_caption()` so it only inputs and outputs one integer-token in each iteration. You need to get the GRU-states out of `decoder_model.predict()` and feed them back in next time you call it. Now you compute less in each iteration, but there is still a lot of overhead, so it may not be much faster when using a GPU?\n","* Explain to a friend how the program works."]}]}