{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "

TensorFlow NLP

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Lesson 3

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Image Captioning

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Flowchart
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Preparation and Pre-Processing
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Process All Images
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Generate Captions
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Examples
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Helper-Function to Load Images and Generate Captions
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Summary
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Challenge
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***Original Tutorial by Magnus Erik Hvass Pedersen:***
https://github.com/Hvass-Labs/TensorFlow-Tutorials
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "OVERVIEW\n", "
\n", "\n", "
\n", "Lesson #1 on Machine Translation showed how to translate text from one human language to another. It worked by having two Recurrent Neural Networks (RNN), the first called an encoder and the second called a decoder. The first RNN encodes the source-text as a single vector of numbers and the second RNN decodes this vector into the destination-text.\n", ">br/>
\n", "The intermediate vector between the encoder and decoder is a kind of summary of the source-text, which is sometimes called a \"thought-vector\". The reason for using this intermediate summary-vector is to understand the whole source-text before it is being translated. This also allows for the source- and destination-texts to have different lengths.\n", "

\n", "In this tutorial we will replace the encoder with an image-recognition model similar to Transfer Learning and Fine-Tuning in TensorFlow Basics Lessons #08 and #10. The image-model recognizes what the image contains and outputs that as a vector of numbers - the \"thought-vector\" or summary-vector, which is then input to a Recurrent Neural Network that decodes this vector into text.\n", "

\n", "This is a somewhat advanced tutorial and you should be familiar with TensorFlow, Keras, Transfer Learning and Natural Language Processing, see TensorFlow Basics Lessons #01, #03-C, #08, #10. As well as, TensorFlow NLP Lessons #01 and #02.\n", "
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[Click here to follow along with the video on YouTube](https://www.youtube.com/watch?v=uCSTpOLMC48&list=PL9Hr9sNUjfsmEu1ZniY0XpHSzl5uihcXZ&index=28)
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "FLOWCHART\n", "
\n", "\n", "We will use the VGG16 model that has been pre-trained for classifying images. But instead of using the last classification layer, we will redirect the output of the previous layer. This gives us a vector with 4096 elements that summarizes the image-contents - similar to how a \"thought-vector\" summarized the contents of an input-text in TensorFlow Basics Lesson #2 on machine translation.\n", "\n", "This vector will serve as the initial state of the Gated Recurrent Units (GRU). However, the internal state-size of the GRU is only 512, so we need an intermediate fully-connected (dense) layer to map the vector with 4096 elements down to a vector with only 512 elements.\n", "\n", "The decoder then uses this initial-state together with a start-marker \"ssss\" to begin producing output words. In the first iteration it will hopefully output the word \"big\". Then we input this word into the decoder and hopefully we get the word \"brown\" out, and so on. Finally we have generated the text \"big brown bear sitting eeee\" where \"eeee\" marks the end of the text.\n", "\n", "The flowchart of the algorithm is roughly:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![Flowchart](data/images/22_image_captioning_flowchart.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "PREPARATION AND PRE-PROCESSING\n", "
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Imports

" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/magnus/anaconda3/envs/tf-gpu/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " from ._conv import register_converters as _register_converters\n" ] } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import tensorflow as tf\n", "import numpy as np\n", "import os\n", "from PIL import Image\n", "from cache import cache" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need to import several things from Keras." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# from tf.keras.models import Model # This does not work!\n", "from tensorflow.python.keras import backend as K\n", "from tensorflow.python.keras.models import Model\n", "from tensorflow.python.keras.layers import Input, Dense, GRU, Embedding\n", "from tensorflow.python.keras.applications import VGG16\n", "from tensorflow.python.keras.optimizers import RMSprop\n", "from tensorflow.python.keras.callbacks import ModelCheckpoint, TensorBoard\n", "from tensorflow.python.keras.preprocessing.text import Tokenizer\n", "from tensorflow.python.keras.preprocessing.sequence import pad_sequences" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This was developed using Python 3.6 (Anaconda) and package versions:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "'1.5.0'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tf.__version__" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "'2.1.2-tf'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tf.keras.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import coco" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can change the data-directory if you want to save the data-files somewhere else." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# coco.set_data_dir(\"data/coco/\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Automatically download and extract the data-files if you don't have them already.\n", "\n", "
\n", "WARNING\n", "
\n", ">- 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", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "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" ] } ], "source": [ "coco.maybe_download_and_extract()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the filenames and captions for the images in the training-set." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "- Data loaded from cache-file: data/coco/records_train.pkl\n" ] } ], "source": [ "_, filenames_train, captions_train = coco.load_records(train=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Number of images in the training-set." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "118287" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "num_images_train = len(filenames_train)\n", "num_images_train" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the filenames and captions for the images in the validation-set." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "- Data loaded from cache-file: data/coco/records_val.pkl\n" ] } ], "source": [ "_, filenames_val, captions_val = coco.load_records(train=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Helper-Function for Loading and Showing Images

\n", "\n", "This is a helper-function for loading and resizing an image." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a helper-function for showing an image from the data-set along with its captions." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "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()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Example Image

\n", "\n", "Show an example image and captions from the training-set." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "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" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_image(idx=1, train=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Pre-Trained 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", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "image_model = VGG16(include_top=True, weights='imagenet')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Print a list of all the layers in the VGG16 model." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "_________________________________________________________________\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" ] } ], "source": [ "image_model.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "transfer_layer = image_model.get_layer('fc2')" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "image_model_transfer = Model(inputs=image_model.input,\n", " outputs=transfer_layer.output)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model expects input images to be of this size:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(224, 224)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img_size = K.int_shape(image_model.input)[1:3]\n", "img_size" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For each input image, the new model will output a vector of transfer-values with this length:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4096" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "transfer_values_size = K.int_shape(transfer_layer.output)[1]\n", "transfer_values_size" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "PROCESS ALL IMAGES\n", "
\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", "execution_count": 20, "metadata": {}, "outputs": [], "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()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the function for processing the given files using the VGG16-model and returning their transfer-values." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "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" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 22, "metadata": {}, "outputs": [], "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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Helper-function for processing all images in the validation-set." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "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" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "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 116 ms, sys: 256 ms, total: 372 ms\n", "Wall time: 365 ms\n" ] } ], "source": [ "%%time\n", "transfer_values_train = process_images_train()\n", "print(\"dtype:\", transfer_values_train.dtype)\n", "print(\"shape:\", transfer_values_train.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "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 8 ms, sys: 8 ms, total: 16 ms\n", "Wall time: 16.7 ms\n" ] } ], "source": [ "%%time\n", "transfer_values_val = process_images_val()\n", "print(\"dtype:\", transfer_values_val.dtype)\n", "print(\"shape:\", transfer_values_val.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "mark_start = 'ssss '\n", "mark_end = ' eeee'" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 27, "metadata": {}, "outputs": [], "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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now process all the captions in the training-set and show an example." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "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']" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "captions_train_marked = mark_captions(captions_train)\n", "captions_train_marked[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is how the captions look without the start- and end-markers." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "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.']" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "captions_train[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This helper-function converts a list-of-list to a flattened list of captions." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now use the function to convert all the marked captions from the training set." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "captions_train_flat = flatten(captions_train_marked)" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "num_words = 10000" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need a few more functions than provided by Keras' Tokenizer-class so we wrap it." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "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" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 8.75 s, sys: 32 ms, total: 8.78 s\n", "Wall time: 8.7 s\n" ] } ], "source": [ "%%time\n", "tokenizer = TokenizerWrap(texts=captions_train_flat,\n", " num_words=num_words)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the integer-token for the start-marker (the word \"ssss\"). We will need this further below." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "token_start = tokenizer.word_index[mark_start.strip()]\n", "token_start" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the integer-token for the end-marker (the word \"eeee\")." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "token_end = tokenizer.word_index[mark_end.strip()]\n", "token_end" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 6.72 s, sys: 68 ms, total: 6.78 s\n", "Wall time: 6.72 s\n" ] } ], "source": [ "%%time\n", "tokens_train = tokenizer.captions_to_tokens(captions_train_marked)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Example of the integer-tokens for the captions of the first image in the training-set:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "scrolled": true }, "outputs": [ { "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]]" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tokens_train[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These are the corresponding text-captions:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "scrolled": true }, "outputs": [ { "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']" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "captions_train_marked[0]" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 40, "metadata": {}, "outputs": [], "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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This generator function creates random batches of training-data for use in training the neural network." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "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)" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "batch_size = 1024" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create an instance of the data-generator." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "generator = batch_generator(batch_size=batch_size)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Test the data-generator by creating a batch of data." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "batch = next(generator)\n", "batch_x = batch[0]\n", "batch_y = batch[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Example of the transfer-values for the first image in the batch." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0. , 0. , 1.451 , ..., 0. , 0. , 0.6562], dtype=float16)" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "batch_x['transfer_values_input'][0]" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 46, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([ 2, 1, 126, 34, 5, 1, 29, 25, 1, 247, 116, 3, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], dtype=int32)" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "batch_x['decoder_input'][0]" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 1, 126, 34, 5, 1, 29, 25, 1, 247, 116, 3, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], dtype=int32)" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "batch_y['decoder_output'][0]" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "num_captions_train = [len(captions) for captions in captions_train]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the total number of captions in the training-set." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "total_num_captions_train = np.sum(num_captions_train)" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "577" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "steps_per_epoch = int(total_num_captions_train / batch_size)\n", "steps_per_epoch" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "state_size = 512" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The embedding-layer converts integer-tokens into vectors of this length:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "embedding_size = 128" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This inputs transfer-values to the decoder:" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "transfer_values_input = Input(shape=(transfer_values_size,),\n", " name='transfer_values_input')" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "decoder_transfer_map = Dense(state_size,\n", " activation='tanh',\n", " name='decoder_transfer_map')" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "decoder_input = Input(shape=(None, ), name='decoder_input')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the embedding-layer which converts sequences of integer-tokens to sequences of vectors." ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "decoder_embedding = Embedding(input_dim=num_words,\n", " output_dim=embedding_size,\n", " name='decoder_embedding')" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 57, "metadata": {}, "outputs": [], "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)" ] }, { "cell_type": "markdown", "metadata": {}, "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.\n", "\n", "Note that the activation-function is set to `linear` instead of `softmax` as we would normally use for one-hot encoded outputs, because there is apparently a bug in Keras so we need to make our own loss-function, as described in detail further below." ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "decoder_dense = Dense(num_words,\n", " activation='linear',\n", " name='decoder_output')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Connect and Create 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", "execution_count": 59, "metadata": {}, "outputs": [], "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" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 60, "metadata": {}, "outputs": [], "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])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Loss Function

\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. Unfortunately, there seems to be a bug in Keras when using this with Recurrent Neural Networks, so the following does not work:" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "# decoder_model.compile(optimizer=optimizer,\n", "# loss='sparse_categorical_crossentropy')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The decoder outputs a 3-rank tensor with shape `[batch_size, sequence_length, num_words]` which contains batches of sequences of one-hot encoded arrays of length `num_words`. We will compare this to a 2-rank tensor with shape `[batch_size, sequence_length]` containing sequences of integer-tokens.\n", "\n", "This comparison is done with a sparse-cross-entropy function directly from TensorFlow. There are several things to note here.\n", "\n", "Firstly, the loss-function calculates the softmax internally to improve numerical accuracy - this is why we used a linear activation function in the last dense-layer of the decoder-network above.\n", "\n", "Secondly, the loss-function from TensorFlow will output a 2-rank tensor of shape `[batch_size, sequence_length]` given these inputs. But this must ultimately be reduced to a single scalar-value whose gradient can be derived by TensorFlow so it can be optimized using gradient descent. Keras supports some weighting of loss-values across the batch but the semantics are unclear so to be sure that we calculate the loss-function across the entire batch and across the entire sequences, we manually calculate the loss average." ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "def sparse_cross_entropy(y_true, y_pred):\n", " \"\"\"\n", " Calculate the cross-entropy loss between y_true and y_pred.\n", " \n", " y_true is a 2-rank tensor with the desired output.\n", " The shape is [batch_size, sequence_length] and it\n", " contains sequences of integer-tokens.\n", "\n", " y_pred is the decoder's output which is a 3-rank tensor\n", " with shape [batch_size, sequence_length, num_words]\n", " so that for each sequence in the batch there is a one-hot\n", " encoded array of length num_words.\n", " \"\"\"\n", "\n", " # Calculate the loss. This outputs a\n", " # 2-rank tensor of shape [batch_size, sequence_length]\n", " loss = tf.nn.sparse_softmax_cross_entropy_with_logits(labels=y_true,\n", " logits=y_pred)\n", "\n", " # Keras may reduce this across the first axis (the batch)\n", " # but the semantics are unclear, so to be sure we use\n", " # the loss across the entire 2-rank tensor, we reduce it\n", " # to a single scalar with the mean function.\n", " loss_mean = tf.reduce_mean(loss)\n", "\n", " return loss_mean" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Compile the Training Model

\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", "execution_count": 63, "metadata": { "scrolled": true }, "outputs": [], "source": [ "optimizer = RMSprop(lr=1e-3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There seems to be another bug in Keras so it cannot automatically deduce the correct shape of the decoder's output data. We therefore need to manually create a placeholder variable for the decoder's output. The shape is set to `(None, None)` which means the batch can have an arbitrary number of sequences, which can have an arbitrary number of integer-tokens." ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "decoder_target = tf.placeholder(dtype='int32', shape=(None, None))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now compile the model using our custom loss-function." ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:From /home/magnus/anaconda3/envs/tf-gpu/lib/python3.6/site-packages/tensorflow/python/keras/_impl/keras/backend.py:1557: calling reduce_mean (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "keep_dims is deprecated, use keepdims instead\n" ] } ], "source": [ "decoder_model.compile(optimizer=optimizer,\n", " loss=sparse_cross_entropy,\n", " target_tensors=[decoder_target])" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "path_checkpoint = '22_checkpoint.keras'\n", "callback_checkpoint = ModelCheckpoint(filepath=path_checkpoint,\n", " verbose=1,\n", " save_weights_only=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the callback for writing the TensorBoard log during training." ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "callback_tensorboard = TensorBoard(log_dir='./22_logs/',\n", " histogram_freq=0,\n", " write_graph=False)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "callbacks = [callback_checkpoint, callback_tensorboard]" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "try:\n", " decoder_model.load_weights(path_checkpoint)\n", "except Exception as error:\n", " print(\"Error trying to load checkpoint.\")\n", " print(error)" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%%time\n", "decoder_model.fit_generator(generator=generator,\n", " steps_per_epoch=steps_per_epoch,\n", " epochs=20,\n", " callbacks=callbacks)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "GENERATE CAPTIONS\n", "
\n", "\n", "This function loads an image and generates a caption using the model we have trained." ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "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()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "EXAMPLES\n", "
\n", "\n", "Try this with a picture of a parrot." ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted caption:\n", " a small bird perched on top of a tree branch eeee\n", "\n" ] } ], "source": [ "generate_caption(\"images/parrot_cropped1.jpg\")" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 72, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted caption:\n", " a man in a suit and a bow tie eeee\n", "\n" ] } ], "source": [ "generate_caption(\"images/elon_musk.jpg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "HELPER-FUNCTION TO LOAD AN IMAGE AND GENERATE CAPTIONS\n", "
\n", "\n", "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", "execution_count": 73, "metadata": {}, "outputs": [], "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)" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 74, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted caption:\n", " a giraffe standing in a field next to trees 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" ] } ], "source": [ "generate_caption_coco(idx=1, train=True)" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted caption:\n", " a bird is standing in the grass near trees 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" ] } ], "source": [ "generate_caption_coco(idx=10, train=True)" ] }, { "cell_type": "markdown", "metadata": {}, "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", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted caption:\n", " a brown bear is sitting in 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" ] } ], "source": [ "generate_caption_coco(idx=1, train=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "SUMMARY\n", "
\n", "\n", "This tutorial 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": {}, "source": [ "
\n", "CHALLENGE\n", "
\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." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "LICENSE (MIT)\n", "
\n", "\n", "Copyright (c) 2018 by [Magnus Erik Hvass Pedersen](http://www.hvass-labs.org/)\n", "\n", "Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the \"Software\"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:\n", "\n", "The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.\n", "\n", "THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 1 }