diff --git a/02_production.ipynb b/02_production.ipynb index 245f46988..2b2ee208a 100644 --- a/02_production.ipynb +++ b/02_production.ipynb @@ -1,2014 +1,2014 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#hide\n", - "! [ -e /content ] && pip install -Uqq fastbook\n", - "import fastbook\n", - "fastbook.setup_book()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#hide\n", - "from fastbook import *\n", - "from fastai.vision.widgets import *" - ] - }, - { - "cell_type": "raw", - "metadata": {}, - "source": [ - "[[chapter_production]]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# From Model to Production" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The six lines of code we saw in <> are just one small part of the process of using deep learning in practice. In this chapter, we're going to use a computer vision example to look at the end-to-end process of creating a deep learning application. More specifically, we're going to build a bear classifier! In the process, we'll discuss the capabilities and constraints of deep learning, explore how to create datasets, look at possible gotchas when using deep learning in practice, and more. Many of the key points will apply equally well to other deep learning problems, such as those in <>. If you work through a problem similar in key respects to our example problems, we expect you to get excellent results with little code, quickly.\n", - "\n", - "Let's start with how you should frame your problem." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## The Practice of Deep Learning" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We've seen that deep learning can solve a lot of challenging problems quickly and with little code. As a beginner, there's a sweet spot of problems that are similar enough to our example problems that you can very quickly get extremely useful results. However, deep learning isn't magic! The same 6 lines of code won't work for every problem anyone can think of today. Underestimating the constraints and overestimating the capabilities of deep learning may lead to frustratingly poor results, at least until you gain some experience and can solve the problems that arise. Conversely, overestimating the constraints and underestimating the capabilities of deep learning may mean you do not attempt a solvable problem because you talk yourself out of it. \n", - "\n", - "We often talk to people who underestimate both the constraints and the capabilities of deep learning. Both of these can be problems: underestimating the capabilities means that you might not even try things that could be very beneficial, and underestimating the constraints might mean that you fail to consider and react to important issues.\n", - "\n", - "The best thing to do is to keep an open mind. If you remain open to the possibility that deep learning might solve part of your problem with less data or complexity than you expect, then it is possible to design a process where you can find the specific capabilities and constraints related to your particular problem as you work through the process. This doesn't mean making any risky bets — we will show you how you can gradually roll out models so that they don't create significant risks, and can even backtest them prior to putting them in production." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Starting Your Project" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "So where should you start your deep learning journey? The most important thing is to ensure that you have some project to work on—it is only through working on your own projects that you will get real experience building and using models. When selecting a project, the most important consideration is data availability. Regardless of whether you are doing a project just for your own learning or for practical application in your organization, you want something where you can get started quickly. We have seen many students, researchers, and industry practitioners waste months or years while they attempt to find their perfect dataset. The goal is not to find the \"perfect\" dataset or project, but just to get started and iterate from there.\n", - "\n", - "If you take this approach, then you will be on your third iteration of learning and improving while the perfectionists are still in the planning stages!\n", - "\n", - "We also suggest that you iterate from end to end in your project; that is, don't spend months fine-tuning your model, or polishing the perfect GUI, or labelling the perfect dataset… Instead, complete every step as well as you can in a reasonable amount of time, all the way to the end. For instance, if your final goal is an application that runs on a mobile phone, then that should be what you have after each iteration. But perhaps in the early iterations you take some shortcuts, for instance by doing all of the processing on a remote server, and using a simple responsive web application. By completing the project end to end, you will see where the trickiest bits are, and which bits make the biggest difference to the final result." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As you work through this book, we suggest that you complete lots of small experiments, by running and adjusting the notebooks we provide, at the same time that you gradually develop your own projects. That way, you will be getting experience with all of the tools and techniques that we're explaining, as we discuss them.\n", - "\n", - "> s: To make the most of this book, take the time to experiment between each chapter, be it on your own project or by exploring the notebooks we provide. Then try rewriting those notebooks from scratch on a new dataset. It's only by practicing (and failing) a lot that you will get an intuition of how to train a model. \n", - "\n", - "By using the end-to-end iteration approach you will also get a better understanding of how much data you really need. For instance, you may find you can only easily get 200 labeled data items, and you can't really know until you try whether that's enough to get the performance you need for your application to work well in practice.\n", - "\n", - "In an organizational context you will be able to show your colleagues that your idea can really work by showing them a real working prototype. We have repeatedly observed that this is the secret to getting good organizational buy-in for a project." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Since it is easiest to get started on a project where you already have data available, that means it's probably easiest to get started on a project related to something you are already doing, because you already have data about things that you are doing. For instance, if you work in the music business, you may have access to many recordings. If you work as a radiologist, you probably have access to lots of medical images. If you are interested in wildlife preservation, you may have access to lots of images of wildlife.\n", - "\n", - "Sometimes, you have to get a bit creative. Maybe you can find some previous machine learning project, such as a Kaggle competition, that is related to your field of interest. Sometimes, you have to compromise. Maybe you can't find the exact data you need for the precise project you have in mind; but you might be able to find something from a similar domain, or measured in a different way, tackling a slightly different problem. Working on these kinds of similar projects will still give you a good understanding of the overall process, and may help you identify other shortcuts, data sources, and so forth.\n", - "\n", - "Especially when you are just starting out with deep learning, it's not a good idea to branch out into very different areas, to places that deep learning has not been applied to before. That's because if your model does not work at first, you will not know whether it is because you have made a mistake, or if the very problem you are trying to solve is simply not solvable with deep learning. And you won't know where to look to get help. Therefore, it is best at first to start with something where you can find an example online where somebody has had good results with something that is at least somewhat similar to what you are trying to achieve, or where you can convert your data into a format similar to what someone else has used before (such as creating an image from your data). Let's have a look at the state of deep learning, just so you know what kinds of things deep learning is good at right now." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### The State of Deep Learning" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's start by considering whether deep learning can be any good at the problem you are looking to work on. This section provides a summary of the state of deep learning at the start of 2020. However, things move very fast, and by the time you read this some of these constraints may no longer exist. We will try to keep the [book's website](https://book.fast.ai/) up-to-date; in addition, a Google search for \"what can AI do now\" is likely to provide current information." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Computer vision" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There are many domains in which deep learning has not been used to analyze images yet, but those where it has been tried have nearly universally shown that computers can recognize what items are in an image at least as well as people can—even specially trained people, such as radiologists. This is known as *object recognition*. Deep learning is also good at recognizing where objects in an image are, and can highlight their locations and name each found object. This is known as *object detection* (there is also a variant of this that we saw in <>, where every pixel is categorized based on what kind of object it is part of—this is called *segmentation*). Deep learning algorithms are generally not good at recognizing images that are significantly different in structure or style to those used to train the model. For instance, if there were no black-and-white images in the training data, the model may do poorly on black-and-white images. Similarly, if the training data did not contain hand-drawn images, then the model will probably do poorly on hand-drawn images. There is no general way to check what types of images are missing in your training set, but we will show in this chapter some ways to try to recognize when unexpected image types arise in the data when the model is being used in production (this is known as checking for *out-of-domain* data).\n", - "\n", - "One major challenge for object detection systems is that image labelling can be slow and expensive. There is a lot of work at the moment going into tools to try to make this labelling faster and easier, and to require fewer handcrafted labels to train accurate object detection models. One approach that is particularly helpful is to synthetically generate variations of input images, such as by rotating them or changing their brightness and contrast; this is called *data augmentation* and also works well for text and other types of models. We will be discussing it in detail in this chapter.\n", - "\n", - "Another point to consider is that although your problem might not look like a computer vision problem, it might be possible with a little imagination to turn it into one. For instance, if what you are trying to classify are sounds, you might try converting the sounds into images of their acoustic waveforms and then training a model on those images." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Text (natural language processing)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Computers are very good at classifying both short and long documents based on categories such as spam or not spam, sentiment (e.g., is the review positive or negative), author, source website, and so forth. We are not aware of any rigorous work done in this area to compare them to humans, but anecdotally it seems to us that deep learning performance is similar to human performance on these tasks. Deep learning is also very good at generating context-appropriate text, such as replies to social media posts, and imitating a particular author's style. It's good at making this content compelling to humans too—in fact, even more compelling than human-generated text. However, deep learning is currently not good at generating *correct* responses! We don't currently have a reliable way to, for instance, combine a knowledge base of medical information with a deep learning model for generating medically correct natural language responses. This is very dangerous, because it is so easy to create content that appears to a layman to be compelling, but actually is entirely incorrect.\n", - "\n", - "Another concern is that context-appropriate, highly compelling responses on social media could be used at massive scale—thousands of times greater than any troll farm previously seen—to spread disinformation, create unrest, and encourage conflict. As a rule of thumb, text generation models will always be technologically a bit ahead of models recognizing automatically generated text. For instance, it is possible to use a model that can recognize artificially generated content to actually improve the generator that creates that content, until the classification model is no longer able to complete its task.\n", - "\n", - "Despite these issues, deep learning has many applications in NLP: it can be used to translate text from one language to another, summarize long documents into something that can be digested more quickly, find all mentions of a concept of interest, and more. Unfortunately, the translation or summary could well include completely incorrect information! However, the performance is already good enough that many people are using these systems—for instance, Google's online translation system (and every other online service we are aware of) is based on deep learning." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Combining text and images" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The ability of deep learning to combine text and images into a single model is, generally, far better than most people intuitively expect. For example, a deep learning model can be trained on input images with output captions written in English, and can learn to generate surprisingly appropriate captions automatically for new images! But again, we have the same warning that we discussed in the previous section: there is no guarantee that these captions will actually be correct.\n", - "\n", - "Because of this serious issue, we generally recommend that deep learning be used not as an entirely automated process, but as part of a process in which the model and a human user interact closely. This can potentially make humans orders of magnitude more productive than they would be with entirely manual methods, and actually result in more accurate processes than using a human alone. For instance, an automatic system can be used to identify potential stroke victims directly from CT scans, and send a high-priority alert to have those scans looked at quickly. There is only a three-hour window to treat strokes, so this fast feedback loop could save lives. At the same time, however, all scans could continue to be sent to radiologists in the usual way, so there would be no reduction in human input. Other deep learning models could automatically measure items seen on the scans, and insert those measurements into reports, warning the radiologists about findings that they may have missed, and telling them about other cases that might be relevant." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Tabular data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For analyzing time series and tabular data, deep learning has recently been making great strides. However, deep learning is generally used as part of an ensemble of multiple types of model. If you already have a system that is using random forests or gradient boosting machines (popular tabular modeling tools that you will learn about soon), then switching to or adding deep learning may not result in any dramatic improvement. Deep learning does greatly increase the variety of columns that you can include—for example, columns containing natural language (book titles, reviews, etc.), and high-cardinality categorical columns (i.e., something that contains a large number of discrete choices, such as zip code or product ID). On the down side, deep learning models generally take longer to train than random forests or gradient boosting machines, although this is changing thanks to libraries such as [RAPIDS](https://rapids.ai/), which provides GPU acceleration for the whole modeling pipeline. We cover the pros and cons of all these methods in detail in <>." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Recommendation systems" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Recommendation systems are really just a special type of tabular data. In particular, they generally have a high-cardinality categorical variable representing users, and another one representing products (or something similar). A company like Amazon represents every purchase that has ever been made by its customers as a giant sparse matrix, with customers as the rows and products as the columns. Once they have the data in this format, data scientists apply some form of collaborative filtering to *fill in the matrix*. For example, if customer A buys products 1 and 10, and customer B buys products 1, 2, 4, and 10, the engine will recommend that A buy 2 and 4. Because deep learning models are good at handling high-cardinality categorical variables, they are quite good at handling recommendation systems. They particularly come into their own, just like for tabular data, when combining these variables with other kinds of data, such as natural language or images. They can also do a good job of combining all of these types of information with additional metadata represented as tables, such as user information, previous transactions, and so forth.\n", - "\n", - "However, nearly all machine learning approaches have the downside that they only tell you what products a particular user might like, rather than what recommendations would be helpful for a user. Many kinds of recommendations for products a user might like may not be at all helpful—for instance, if the user is already familiar with the products, or if they are simply different packagings of products they have already purchased (such as a boxed set of novels, when they already have each of the items in that set). Jeremy likes reading books by Terry Pratchett, and for a while Amazon was recommending nothing but Terry Pratchett books to him (see <>), which really wasn't helpful because he already was aware of these books!" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\"Terry" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Other data types" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Often you will find that domain-specific data types fit very nicely into existing categories. For instance, protein chains look a lot like natural language documents, in that they are long sequences of discrete tokens with complex relationships and meaning throughout the sequence. And indeed, it does turn out that using NLP deep learning methods is the current state-of-the-art approach for many types of protein analysis. As another example, sounds can be represented as spectrograms, which can be treated as images; standard deep learning approaches for images turn out to work really well on spectrograms." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### The Drivetrain Approach" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There are many accurate models that are of no use to anyone, and many inaccurate models that are highly useful. To ensure that your modeling work is useful in practice, you need to consider how your work will be used. In 2012 Jeremy, along with Margit Zwemer and Mike Loukides, introduced a method called *the Drivetrain Approach* for thinking about this issue." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The Drivetrain Approach, illustrated in <>, was described in detail in [\"Designing Great Data Products\"](https://www.oreilly.com/radar/drivetrain-approach-data-products/). The basic idea is to start with considering your objective, then think about what actions you can take to meet that objective and what data you have (or can acquire) that can help, and then build a model that you can use to determine the best actions to take to get the best results in terms of your objective." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Consider a model in an autonomous vehicle: you want to help a car drive safely from point A to point B without human intervention. Great predictive modeling is an important part of the solution, but it doesn't stand on its own; as products become more sophisticated, it disappears into the plumbing. Someone using a self-driving car is completely unaware of the hundreds (if not thousands) of models and the petabytes of data that make it work. But as data scientists build increasingly sophisticated products, they need a systematic design approach.\n", - "\n", - "We use data not just to generate more data (in the form of predictions), but to produce *actionable outcomes*. That is the goal of the Drivetrain Approach. Start by defining a clear *objective*. For instance, Google, when creating their first search engine, considered \"What is the user’s main objective in typing in a search query?\" This led them to their objective, which was to \"show the most relevant search result.\" The next step is to consider what *levers* you can pull (i.e., what actions you can take) to better achieve that objective. In Google's case, that was the ranking of the search results. The third step was to consider what new *data* they would need to produce such a ranking; they realized that the implicit information regarding which pages linked to which other pages could be used for this purpose. Only after these first three steps do we begin thinking about building the predictive *models*. Our objective and available levers, what data we already have and what additional data we will need to collect, determine the models we can build. The models will take both the levers and any uncontrollable variables as their inputs; the outputs from the models can be combined to predict the final state for our objective." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's consider another example: recommendation systems. The *objective* of a recommendation engine is to drive additional sales by surprising and delighting the customer with recommendations of items they would not have purchased without the recommendation. The *lever* is the ranking of the recommendations. New *data* must be collected to generate recommendations that will *cause new sales*. This will require conducting many randomized experiments in order to collect data about a wide range of recommendations for a wide range of customers. This is a step that few organizations take; but without it, you don't have the information you need to actually optimize recommendations based on your true objective (more sales!).\n", - "\n", - "Finally, you could build two *models* for purchase probabilities, conditional on seeing or not seeing a recommendation. The difference between these two probabilities is a utility function for a given recommendation to a customer. It will be low in cases where the algorithm recommends a familiar book that the customer has already rejected (both components are small) or a book that they would have bought even without the recommendation (both components are large and cancel each other out).\n", - "\n", - "As you can see, in practice often the practical implementation of your models will require a lot more than just training a model! You'll often need to run experiments to collect more data, and consider how to incorporate your models into the overall system you're developing. Speaking of data, let's now focus on how to find data for your project." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Gathering Data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For many types of projects, you may be able to find all the data you need online. The project we'll be completing in this chapter is a *bear detector*. It will discriminate between three types of bear: grizzly, black, and teddy bears. There are many images on the internet of each type of bear that we can use. We just need a way to find them and download them. We've provided a tool you can use for this purpose, so you can follow along with this chapter and create your own image recognition application for whatever kinds of objects you're interested in. In the fast.ai course, thousands of students have presented their work in the course forums, displaying everything from hummingbird varieties in Trinidad to bus types in Panama—one student even created an application that would help his fiancée recognize his 16 cousins during Christmas vacation!" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "At the time of writing, Bing Image Search is the best option we know of for finding and downloading images. It's free for up to 1,000 queries per month, and each query can download up to 150 images. However, something better might have come along between when we wrote this and when you're reading the book, so be sure to check out the [book's website](https://book.fast.ai/) for our current recommendation." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "> important: Keeping in Touch With the Latest Services: Services that can be used for creating datasets come and go all the time, and their features, interfaces, and pricing change regularly too. In this section, we'll show how to use the Bing Image Search API available at the time this book was written. We'll be providing more options and more up to date information on the [book's website](https://book.fast.ai/), so be sure to have a look there now to get the most current information on how to download images from the web to create a dataset for deep learning." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# clean\n", - "To download images with Bing Image Search, sign up at [Microsoft Azure](https://azure.microsoft.com/en-us/services/cognitive-services/bing-web-search-api/) for a free account. You will be given a key, which you can copy and enter in a cell as follows (replacing 'XXX' with your key and executing it):" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "key = os.environ.get('AZURE_SEARCH_KEY', 'XXX')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Or, if you're comfortable at the command line, you can set it in your terminal with:\n", - "\n", - " export AZURE_SEARCH_KEY=your_key_here\n", - "\n", - "and then restart Jupyter Notebook, and use the above line without editing it.\n", - "\n", - "Once you've set `key`, you can use `search_images_bing`. This function is provided by the small `utils` class included with the notebooks online. If you're not sure where a function is defined, you can just type it in your notebook to find out:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "search_images_bing" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "150" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "results = search_images_bing(key, 'grizzly bear')\n", - "ims = results.attrgot('contentUrl')\n", - "len(ims)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We've successfully downloaded the URLs of 150 grizzly bears (or, at least, images that Bing Image Search finds for that search term).\n", - "\n", - "**NB**: there's no way to be sure exactly what images a search like this will find. The results can change over time. We've heard of at least one case of a community member who found some unpleasant pictures of dead bears in their search results. You'll receive whatever images are found by the web search engine. If you're running this at work, or with kids, etc, then be cautious before you display the downloaded images.\n", - "\n", - "Let's look at one:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "hide_input": true - }, - "outputs": [], - "source": [ - "#hide\n", - "ims = ['http://3.bp.blogspot.com/-S1scRCkI3vY/UHzV2kucsPI/AAAAAAAAA-k/YQ5UzHEm9Ss/s1600/Grizzly%2BBear%2BWildlife.jpg']" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "dest = 'images/grizzly.jpg'\n", - "download_url(ims[0], dest)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "im = Image.open(dest)\n", - "im.to_thumb(128,128)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This seems to have worked nicely, so let's use fastai's `download_images` to download all the URLs for each of our search terms. We'll put each in a separate folder:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "bear_types = 'grizzly','black','teddy'\n", - "path = Path('bears')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "if not path.exists():\n", - " path.mkdir()\n", - " for o in bear_types:\n", - " dest = (path/o)\n", - " dest.mkdir(exist_ok=True)\n", - " results = search_images_bing(key, f'{o} bear')\n", - " download_images(dest, urls=results.attrgot('contentUrl'))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Our folder has image files, as we'd expect:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(#406) [Path('bears/black/00000149.jpg'),Path('bears/black/00000095.jpg'),Path('bears/black/00000133.jpg'),Path('bears/black/00000062.jpg'),Path('bears/black/00000023.jpg'),Path('bears/black/00000029.jpg'),Path('bears/black/00000094.jpg'),Path('bears/black/00000124.jpg'),Path('bears/black/00000105.jpg'),Path('bears/black/00000046.jpg')...]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "fns = get_image_files(path)\n", - "fns" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "> j: I just love this about working in Jupyter notebooks! It's so easy to gradually build what I want, and check my work every step of the way. I make a _lot_ of mistakes, so this is really helpful to me..." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Often when we download files from the internet, there are a few that are corrupt. Let's check:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "(#11) [Path('bears/black/00000147.jpg'),Path('bears/black/00000057.jpg'),Path('bears/black/00000140.jpg'),Path('bears/black/00000129.jpg'),Path('bears/teddy/00000006.jpg'),Path('bears/teddy/00000048.jpg'),Path('bears/teddy/00000076.jpg'),Path('bears/teddy/00000125.jpg'),Path('bears/teddy/00000090.jpg'),Path('bears/teddy/00000075.jpg')...]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "failed = verify_images(fns)\n", - "failed" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To remove all the failed images, you can use `unlink` on each of them. Note that, like most fastai functions that return a collection, `verify_images` returns an object of type `L`, which includes the `map` method. This calls the passed function on each element of the collection:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "failed.map(Path.unlink);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Sidebar: Getting Help in Jupyter Notebooks" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Jupyter notebooks are great for experimenting and immediately seeing the results of each function, but there is also a lot of functionality to help you figure out how to use different functions, or even directly look at their source code. For instance, if you type in a cell:\n", - "```\n", - "??verify_images\n", - "```\n", - "a window will pop up with:\n", - "```\n", - "Signature: verify_images(fns)\n", - "Source: \n", - "def verify_images(fns):\n", - " \"Find images in `fns` that can't be opened\"\n", - " return L(fns[i] for i,o in\n", - " enumerate(parallel(verify_image, fns)) if not o)\n", - "File: ~/git/fastai/fastai/vision/utils.py\n", - "Type: function\n", - "```\n", - "This tells us what argument the function accepts (`fns`), then shows us the source code and the file it comes from. Looking at that source code, we can see it applies the function `verify_image` in parallel and only keeps the image files for which the result of that function is `False`, which is consistent with the doc string: it finds the images in `fns` that can't be opened.\n", - "\n", - "Here are some other features that are very useful in Jupyter notebooks:\n", - "\n", - "- At any point, if you don't remember the exact spelling of a function or argument name, you can press Tab to get autocompletion suggestions.\n", - "- When inside the parentheses of a function, pressing Shift and Tab simultaneously will display a window with the signature of the function and a short description. Pressing these keys twice will expand the documentation, and pressing them three times will open a full window with the same information at the bottom of your screen.\n", - "- In a cell, typing `?func_name` and executing will open a window with the signature of the function and a short description.\n", - "- In a cell, typing `??func_name` and executing will open a window with the signature of the function, a short description, and the source code.\n", - "- If you are using the fastai library, we added a `doc` function for you: executing `doc(func_name)` in a cell will open a window with the signature of the function, a short description and links to the source code on GitHub and the full documentation of the function in the [library docs](https://docs.fast.ai).\n", - "- Unrelated to the documentation but still very useful: to get help at any point if you get an error, type `%debug` in the next cell and execute to open the [Python debugger](https://docs.python.org/3/library/pdb.html), which will let you inspect the content of every variable." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### End sidebar" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "One thing to be aware of in this process: as we discussed in <>, models can only reflect the data used to train them. And the world is full of biased data, which ends up reflected in, for example, Bing Image Search (which we used to create our dataset). For instance, let's say you were interested in creating an app that could help users figure out whether they had healthy skin, so you trained a model on the results of searches for (say) \"healthy skin.\" <> shows you the kinds of results you would get." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "With this as your training data, you would end up not with a healthy skin detector, but a *young white woman touching her face* detector! Be sure to think carefully about the types of data that you might expect to see in practice in your application, and check carefully to ensure that all these types are reflected in your model's source data. footnote:[Thanks to Deb Raji, who came up with the \"healthy skin\" example. See her paper [\"Actionable Auditing: Investigating the Impact of Publicly Naming Biased Performance Results of Commercial AI Products\"](https://dl.acm.org/doi/10.1145/3306618.3314244) for more fascinating insights into model bias.]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now that we have downloaded some data, we need to assemble it in a format suitable for model training. In fastai, that means creating an object called `DataLoaders`." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## From Data to DataLoaders" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`DataLoaders` is a thin class that just stores whatever `DataLoader` objects you pass to it, and makes them available as `train` and `valid`. Although it's a very simple class, it's very important in fastai: it provides the data for your model. The key functionality in `DataLoaders` is provided with just these four lines of code (it has some other minor functionality we'll skip over for now):\n", - "\n", - "```python\n", - "class DataLoaders(GetAttr):\n", - " def __init__(self, *loaders): self.loaders = loaders\n", - " def __getitem__(self, i): return self.loaders[i]\n", - " train,valid = add_props(lambda i,self: self[i])\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "> jargon: DataLoaders: A fastai class that stores multiple `DataLoader` objects you pass to it, normally a `train` and a `valid`, although it's possible to have as many as you like. The first two are made available as properties." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Later in the book you'll also learn about the `Dataset` and `Datasets` classes, which have the same relationship.\n", - "\n", - "To turn our downloaded data into a `DataLoaders` object we need to tell fastai at least four things:\n", - "\n", - "- What kinds of data we are working with\n", - "- How to get the list of items\n", - "- How to label these items\n", - "- How to create the validation set\n", - "\n", - "So far we have seen a number of *factory methods* for particular combinations of these things, which are convenient when you have an application and data structure that happen to fit into those predefined methods. For when you don't, fastai has an extremely flexible system called the *data block API*. With this API you can fully customize every stage of the creation of your `DataLoaders`. Here is what we need to create a `DataLoaders` for the dataset that we just downloaded:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "bears = DataBlock(\n", - " blocks=(ImageBlock, CategoryBlock), \n", - " get_items=get_image_files, \n", - " splitter=RandomSplitter(valid_pct=0.2, seed=42),\n", - " get_y=parent_label,\n", - " item_tfms=Resize(128))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's look at each of these arguments in turn. First we provide a tuple where we specify what types we want for the independent and dependent variables: \n", - "\n", - "```python\n", - "blocks=(ImageBlock, CategoryBlock)\n", - "```\n", - "\n", - "The *independent variable* is the thing we are using to make predictions from, and the *dependent variable* is our target. In this case, our independent variables are images, and our dependent variables are the categories (type of bear) for each image. We will see many other types of block in the rest of this book.\n", - "\n", - "For this `DataLoaders` our underlying items will be file paths. We have to tell fastai how to get a list of those files. The `get_image_files` function takes a path, and returns a list of all of the images in that path (recursively, by default):\n", - "\n", - "```python\n", - "get_items=get_image_files\n", - "```\n", - "\n", - "Often, datasets that you download will already have a validation set defined. Sometimes this is done by placing the images for the training and validation sets into different folders. Sometimes it is done by providing a CSV file in which each filename is listed along with which dataset it should be in. There are many ways that this can be done, and fastai provides a very general approach that allows you to use one of its predefined classes for this, or to write your own. In this case, however, we simply want to split our training and validation sets randomly. However, we would like to have the same training/validation split each time we run this notebook, so we fix the random seed (computers don't really know how to create random numbers at all, but simply create lists of numbers that look random; if you provide the same starting point for that list each time—called the *seed*—then you will get the exact same list each time):\n", - "\n", - "\n", - "```python\n", - "splitter=RandomSplitter(valid_pct=0.2, seed=42)\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The independent variable is often referred to as `x` and the dependent variable is often referred to as `y`. Here, we are telling fastai what function to call to create the labels in our dataset:\n", - "\n", - "```python\n", - "get_y=parent_label\n", - "```\n", - "\n", - "`parent_label` is a function provided by fastai that simply gets the name of the folder a file is in. Because we put each of our bear images into folders based on the type of bear, this is going to give us the labels that we need.\n", - "\n", - "Our images are all different sizes, and this is a problem for deep learning: we don't feed the model one image at a time but several of them (what we call a *mini-batch*). To group them in a big array (usually called a *tensor*) that is going to go through our model, they all need to be of the same size. So, we need to add a transform which will resize these images to the same size. *Item transforms* are pieces of code that run on each individual item, whether it be an image, category, or so forth. fastai includes many predefined transforms; we use the `Resize` transform here:\n", - "\n", - "```python\n", - "item_tfms=Resize(128)\n", - "```\n", - "\n", - "This command has given us a `DataBlock` object. This is like a *template* for creating a `DataLoaders`. We still need to tell fastai the actual source of our data—in this case, the path where the images can be found:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "dls = bears.dataloaders(path)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A `DataLoaders` includes validation and training `DataLoader`s. `DataLoader` is a class that provides batches of a few items at a time to the GPU. We'll be learning a lot more about this class in the next chapter. When you loop through a `DataLoader` fastai will give you 64 (by default) items at a time, all stacked up into a single tensor. We can take a look at a few of those items by calling the `show_batch` method on a `DataLoader`:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "dls.valid.show_batch(max_n=4, nrows=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "By default `Resize` *crops* the images to fit a square shape of the size requested, using the full width or height. This can result in losing some important details. Alternatively, you can ask fastai to pad the images with zeros (black), or squish/stretch them:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "bears = bears.new(item_tfms=Resize(128, ResizeMethod.Squish))\n", - "dls = bears.dataloaders(path)\n", - "dls.valid.show_batch(max_n=4, nrows=1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "bears = bears.new(item_tfms=Resize(128, ResizeMethod.Pad, pad_mode='zeros'))\n", - "dls = bears.dataloaders(path)\n", - "dls.valid.show_batch(max_n=4, nrows=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "All of these approaches seem somewhat wasteful, or problematic. If we squish or stretch the images they end up as unrealistic shapes, leading to a model that learns that things look different to how they actually are, which we would expect to result in lower accuracy. If we crop the images then we remove some of the features that allow us to perform recognition. For instance, if we were trying to recognize breeds of dog or cat, we might end up cropping out a key part of the body or the face necessary to distinguish between similar breeds. If we pad the images then we have a whole lot of empty space, which is just wasted computation for our model and results in a lower effective resolution for the part of the image we actually use.\n", - "\n", - "Instead, what we normally do in practice is to randomly select part of the image, and crop to just that part. On each epoch (which is one complete pass through all of our images in the dataset) we randomly select a different part of each image. This means that our model can learn to focus on, and recognize, different features in our images. It also reflects how images work in the real world: different photos of the same thing may be framed in slightly different ways.\n", - "\n", - "In fact, an entirely untrained neural network knows nothing whatsoever about how images behave. It doesn't even recognize that when an object is rotated by one degree, it still is a picture of the same thing! So actually training the neural network with examples of images where the objects are in slightly different places and slightly different sizes helps it to understand the basic concept of what an object is, and how it can be represented in an image.\n", - "\n", - "Here's another example where we replace `Resize` with `RandomResizedCrop`, which is the transform that provides the behavior we just described. The most important parameter to pass in is `min_scale`, which determines how much of the image to select at minimum each time:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "bears = bears.new(item_tfms=RandomResizedCrop(128, min_scale=0.3))\n", - "dls = bears.dataloaders(path)\n", - "dls.train.show_batch(max_n=4, nrows=1, unique=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We used `unique=True` to have the same image repeated with different versions of this `RandomResizedCrop` transform. This is a specific example of a more general technique, called data augmentation." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Data Augmentation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "*Data augmentation* refers to creating random variations of our input data, such that they appear different, but do not actually change the meaning of the data. Examples of common data augmentation techniques for images are rotation, flipping, perspective warping, brightness changes and contrast changes. For natural photo images such as the ones we are using here, a standard set of augmentations that we have found work pretty well are provided with the `aug_transforms` function. Because our images are now all the same size, we can apply these augmentations to an entire batch of them using the GPU, which will save a lot of time. To tell fastai we want to use these transforms on a batch, we use the `batch_tfms` parameter (note that we're not using `RandomResizedCrop` in this example, so you can see the differences more clearly; we're also using double the amount of augmentation compared to the default, for the same reason):" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "bears = bears.new(item_tfms=Resize(128), batch_tfms=aug_transforms(mult=2))\n", - "dls = bears.dataloaders(path)\n", - "dls.train.show_batch(max_n=8, nrows=2, unique=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now that we have assembled our data in a format fit for model training, let's actually train an image classifier using it." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Training Your Model, and Using It to Clean Your Data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Time to use the same lines of code as in <> to train our bear classifier.\n", - "\n", - "We don't have a lot of data for our problem (150 pictures of each sort of bear at most), so to train our model, we'll use `RandomResizedCrop` with an image size of 224 px, which is fairly standard for image classification, and default `aug_transforms`:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "bears = bears.new(\n", - " item_tfms=RandomResizedCrop(224, min_scale=0.5),\n", - " batch_tfms=aug_transforms())\n", - "dls = bears.dataloaders(path)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can now create our `Learner` and fine-tune it in the usual way:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
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" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "learn = vision_learner(dls, resnet18, metrics=error_rate)\n", - "learn.fine_tune(4)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now let's see whether the mistakes the model is making are mainly thinking that grizzlies are teddies (that would be bad for safety!), or that grizzlies are black bears, or something else. To visualize this, we can create a *confusion matrix*:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "interp = ClassificationInterpretation.from_learner(learn)\n", - "interp.plot_confusion_matrix()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The rows represent all the black, grizzly, and teddy bears in our dataset, respectively. The columns represent the images which the model predicted as black, grizzly, and teddy bears, respectively. Therefore, the diagonal of the matrix shows the images which were classified correctly, and the off-diagonal cells represent those which were classified incorrectly. This is one of the many ways that fastai allows you to view the results of your model. It is (of course!) calculated using the validation set. With the color-coding, the goal is to have white everywhere except the diagonal, where we want dark blue. Our bear classifier isn't making many mistakes!\n", - "\n", - "It's helpful to see where exactly our errors are occurring, to see whether they're due to a dataset problem (e.g., images that aren't bears at all, or are labeled incorrectly, etc.), or a model problem (perhaps it isn't handling images taken with unusual lighting, or from a different angle, etc.). To do this, we can sort our images by their *loss*.\n", - "\n", - "The loss is a number that is higher if the model is incorrect (especially if it's also confident of its incorrect answer), or if it's correct, but not confident of its correct answer. In a couple of chapters we'll learn in depth how loss is calculated and used in the training process. For now, `plot_top_losses` shows us the images with the highest loss in our dataset. As the title of the output says, each image is labeled with four things: prediction, actual (target label), loss, and probability. The *probability* here is the confidence level, from zero to one, that the model has assigned to its prediction:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "interp.plot_top_losses(5, nrows=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This output shows that the image with the highest loss is one that has been predicted as \"grizzly\" with high confidence. However, it's labeled (based on our Bing image search) as \"black.\" We're not bear experts, but it sure looks to us like this label is incorrect! We should probably change its label to \"grizzly.\"\n", - "\n", - "The intuitive approach to doing data cleaning is to do it *before* you train a model. But as you've seen in this case, a model can actually help you find data issues more quickly and easily. So, we normally prefer to train a quick and simple model first, and then use it to help us with data cleaning.\n", - "\n", - "fastai includes a handy GUI for data cleaning called `ImageClassifierCleaner` that allows you to choose a category and the training versus validation set and view the highest-loss images (in order), along with menus to allow images to be selected for removal or relabeling:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d547f14e0f7848f39627ebb88d457e64", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "VBox(children=(Dropdown(options=('black', 'grizzly', 'teddy'), value='black'), Dropdown(options=('Train', 'Val…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#hide_output\n", - "cleaner = ImageClassifierCleaner(learn)\n", - "cleaner" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\"Cleaner" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#hide\n", - "# for idx in cleaner.delete(): cleaner.fns[idx].unlink()\n", - "# for idx,cat in cleaner.change(): shutil.move(str(cleaner.fns[idx]), path/cat)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can see that amongst our \"black bears\" is an image that contains two bears: one grizzly, one black. So, we should choose `` in the menu under this image. `ImageClassifierCleaner` doesn't actually do the deleting or changing of labels for you; it just returns the indices of items to change. So, for instance, to delete (`unlink`) all images selected for deletion, we would run:\n", - "\n", - "```python\n", - "for idx in cleaner.delete(): cleaner.fns[idx].unlink()\n", - "```\n", - "\n", - "To move images for which we've selected a different category, we would run:\n", - "\n", - "```python\n", - "for idx,cat in cleaner.change(): shutil.move(str(cleaner.fns[idx]), path/cat)\n", - "```\n", - "\n", - "> s: Cleaning the data and getting it ready for your model are two of the biggest challenges for data scientists; they say it takes 90% of their time. The fastai library aims to provide tools that make it as easy as possible.\n", - "\n", - "We'll be seeing more examples of model-driven data cleaning throughout this book. Once we've cleaned up our data, we can retrain our model. Try it yourself, and see if your accuracy improves!" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "> note: No Need for Big Data: After cleaning the dataset using these steps, we generally are seeing 100% accuracy on this task. We even see that result when we download a lot fewer images than the 150 per class we're using here. As you can see, the common complaint that _you need massive amounts of data to do deep learning_ can be a very long way from the truth!" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now that we have trained our model, let's see how we can deploy it to be used in practice." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Turning Your Model into an Online Application" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We are now going to look at what it takes to turn this model into a working online application. We will just go as far as creating a basic working prototype; we do not have the scope in this book to teach you all the details of web application development generally." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Using the Model for Inference" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Once you've got a model you're happy with, you need to save it, so that you can then copy it over to a server where you'll use it in production. Remember that a model consists of two parts: the *architecture* and the trained *parameters*. The easiest way to save the model is to save both of these, because that way when you load a model you can be sure that you have the matching architecture and parameters. To save both parts, use the `export` method.\n", - "\n", - "This method even saves the definition of how to create your `DataLoaders`. This is important, because otherwise you would have to redefine how to transform your data in order to use your model in production. fastai automatically uses your validation set `DataLoader` for inference by default, so your data augmentation will not be applied, which is generally what you want.\n", - "\n", - "When you call `export`, fastai will save a file called \"export.pkl\":" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "learn.export()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's check that the file exists, by using the `ls` method that fastai adds to Python's `Path` class:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(#1) [Path('export.pkl')]" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "path = Path()\n", - "path.ls(file_exts='.pkl')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You'll need this file wherever you deploy your app to. For now, let's try to create a simple app within our notebook.\n", - "\n", - "When we use a model for getting predictions, instead of training, we call it *inference*. To create our inference learner from the exported file, we use `load_learner` (in this case, this isn't really necessary, since we already have a working `Learner` in our notebook; we're just doing it here so you can see the whole process end-to-end):" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "learn_inf = load_learner(path/'export.pkl')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "When we're doing inference, we're generally just getting predictions for one image at a time. To do this, pass a filename to `predict`:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "('grizzly', tensor(1), tensor([9.0767e-06, 9.9999e-01, 1.5748e-07]))" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "learn_inf.predict('images/grizzly.jpg')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This has returned three things: the predicted category in the same format you originally provided (in this case that's a string), the index of the predicted category, and the probabilities of each category. The last two are based on the order of categories in the *vocab* of the `DataLoaders`; that is, the stored list of all possible categories. At inference time, you can access the `DataLoaders` as an attribute of the `Learner`:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(#3) ['black','grizzly','teddy']" - ] - }, - "execution_count": null, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "learn_inf.dls.vocab" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can see here that if we index into the vocab with the integer returned by `predict` then we get back \"grizzly,\" as expected. Also, note that if we index into the list of probabilities, we see a nearly 1.00 probability that this is a grizzly." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We know how to make predictions from our saved model, so we have everything we need to start building our app. We can do it directly in a Jupyter notebook." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Creating a Notebook App from the Model" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To use our model in an application, we can simply treat the `predict` method as a regular function. Therefore, creating an app from the model can be done using any of the myriad of frameworks and techniques available to application developers.\n", - "\n", - "However, most data scientists are not familiar with the world of web application development. So let's try using something that you do, at this point, know: it turns out that we can create a complete working web application using nothing but Jupyter notebooks! The two things we need to make this happen are:\n", - "\n", - "- IPython widgets (ipywidgets)\n", - "- Voilà\n", - "\n", - "*IPython widgets* are GUI components that bring together JavaScript and Python functionality in a web browser, and can be created and used within a Jupyter notebook. For instance, the image cleaner that we saw earlier in this chapter is entirely written with IPython widgets. However, we don't want to require users of our application to run Jupyter themselves.\n", - "\n", - "That is why *Voilà* exists. It is a system for making applications consisting of IPython widgets available to end users, without them having to use Jupyter at all. Voilà is taking advantage of the fact that a notebook _already is_ a kind of web application, just a rather complex one that depends on another web application: Jupyter itself. Essentially, it helps us automatically convert the complex web application we've already implicitly made (the notebook) into a simpler, easier-to-deploy web application, which functions like a normal web application rather than like a notebook.\n", - "\n", - "But we still have the advantage of developing in a notebook, so with ipywidgets, we can build up our GUI step by step. We will use this approach to create a simple image classifier. First, we need a file upload widget:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e0c4141e3c76425c98ae9994ccf9a748", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "FileUpload(value={}, description='Upload')" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#hide_output\n", - "btn_upload = widgets.FileUpload()\n", - "btn_upload" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\"An\n", - "\n", - "Now we can grab the image:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "hide_input": true - }, - "outputs": [], - "source": [ - "#hide\n", - "# For the book, we can't actually click an upload button, so we fake it\n", - "btn_upload = SimpleNamespace(data = ['images/grizzly.jpg'])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "img = PILImage.create(btn_upload.data[-1])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\"Output" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can use an `Output` widget to display it:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#hide_output\n", - "out_pl = widgets.Output()\n", - "out_pl.clear_output()\n", - "with out_pl: display(img.to_thumb(128,128))\n", - "out_pl" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\"Output\n", - "\n", - "Then we can get our predictions:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pred,pred_idx,probs = learn_inf.predict(img)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "and use a `Label` to display them:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "08509e39d3454701b5fed10439970e84", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Label(value='Prediction: grizzly; Probability: 1.0000')" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#hide_output\n", - "lbl_pred = widgets.Label()\n", - "lbl_pred.value = f'Prediction: {pred}; Probability: {probs[pred_idx]:.04f}'\n", - "lbl_pred" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`Prediction: grizzly; Probability: 1.0000`\n", - "\n", - "We'll need a button to do the classification. It looks exactly like the upload button:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5948c2dc026d43cb9afdce7dee8fa425", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Button(description='Classify', style=ButtonStyle())" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#hide_output\n", - "btn_run = widgets.Button(description='Classify')\n", - "btn_run" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We'll also need a *click event handler*; that is, a function that will be called when it's pressed. We can just copy over the lines of code from above:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def on_click_classify(change):\n", - " img = PILImage.create(btn_upload.data[-1])\n", - " out_pl.clear_output()\n", - " with out_pl: display(img.to_thumb(128,128))\n", - " pred,pred_idx,probs = learn_inf.predict(img)\n", - " lbl_pred.value = f'Prediction: {pred}; Probability: {probs[pred_idx]:.04f}'\n", - "\n", - "btn_run.on_click(on_click_classify)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You can test the button now by pressing it, and you should see the image and predictions update automatically!\n", - "\n", - "We can now put them all in a vertical box (`VBox`) to complete our GUI:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#hide\n", - "#Putting back btn_upload to a widget for next cell\n", - "btn_upload = widgets.FileUpload()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e9e7b05555a44125ac0e5365e17ea59d", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "VBox(children=(Label(value='Select your bear!'), FileUpload(value={}, description='Upload'), Button(descriptio…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#hide_output\n", - "VBox([widgets.Label('Select your bear!'), \n", - " btn_upload, btn_run, out_pl, lbl_pred])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\"The" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We have written all the code necessary for our app. The next step is to convert it into something we can deploy." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Turning Your Notebook into a Real App" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#hide\n", - "# !pip install voila\n", - "# !jupyter serverextension enable --sys-prefix voila " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now that we have everything working in this Jupyter notebook, we can create our application. To do this, start a new notebook and add to it only the code needed to create and show the widgets that you need, and markdown for any text that you want to appear. Have a look at the *bear_classifier* notebook in the book's repo to see the simple notebook application we created.\n", - "\n", - "Next, install Voilà if you haven't already, by copying these lines into a notebook cell and executing it:\n", - "\n", - " !pip install voila\n", - " !jupyter serverextension enable --sys-prefix voila\n", - "\n", - "Cells that begin with a `!` do not contain Python code, but instead contain code that is passed to your shell (bash, Windows PowerShell, etc.). If you are comfortable using the command line, which we'll discuss more later in this book, you can of course simply type these two lines (without the `!` prefix) directly into your terminal. In this case, the first line installs the `voila` library and application, and the second connects it to your existing Jupyter notebook.\n", - "\n", - "Voilà runs Jupyter notebooks just like the Jupyter notebook server you are using now does, but it also does something very important: it removes all of the cell inputs, and only shows output (including ipywidgets), along with your markdown cells. So what's left is a web application! To view your notebook as a Voilà web application, replace the word \"notebooks\" in your browser's URL with: \"voila/render\". You will see the same content as your notebook, but without any of the code cells.\n", - "\n", - "Of course, you don't need to use Voilà or ipywidgets. Your model is just a function you can call (`pred,pred_idx,probs = learn.predict(img)`), so you can use it with any framework, hosted on any platform. And you can take something you've prototyped in ipywidgets and Voilà and later convert it into a regular web application. We're showing you this approach in the book because we think it's a great way for data scientists and other folks that aren't web development experts to create applications from their models.\n", - "\n", - "We have our app, now let's deploy it!" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Deploying your app" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As you now know, you need a GPU to train nearly any useful deep learning model. So, do you need a GPU to use that model in production? No! You almost certainly *do not need a GPU to serve your model in production*. There are a few reasons for this:\n", - "\n", - "- As we've seen, GPUs are only useful when they do lots of identical work in parallel. If you're doing (say) image classification, then you'll normally be classifying just one user's image at a time, and there isn't normally enough work to do in a single image to keep a GPU busy for long enough for it to be very efficient. So, a CPU will often be more cost-effective.\n", - "- An alternative could be to wait for a few users to submit their images, and then batch them up and process them all at once on a GPU. But then you're asking your users to wait, rather than getting answers straight away! And you need a high-volume site for this to be workable. If you do need this functionality, you can use a tool such as Microsoft's [ONNX Runtime](https://github.com/microsoft/onnxruntime), or [AWS Sagemaker](https://aws.amazon.com/sagemaker/)\n", - "- The complexities of dealing with GPU inference are significant. In particular, the GPU's memory will need careful manual management, and you'll need a careful queueing system to ensure you only process one batch at a time.\n", - "- There's a lot more market competition in CPU than GPU servers, as a result of which there are much cheaper options available for CPU servers.\n", - "\n", - "Because of the complexity of GPU serving, many systems have sprung up to try to automate this. However, managing and running these systems is also complex, and generally requires compiling your model into a different form that's specialized for that system. It's typically preferable to avoid dealing with this complexity until/unless your app gets popular enough that it makes clear financial sense for you to do so." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For at least the initial prototype of your application, and for any hobby projects that you want to show off, you can easily host them for free. The best place and the best way to do this will vary over time, so check the [book's website](https://book.fast.ai/) for the most up-to-date recommendations. As we're writing this book in early 2020 the simplest (and free!) approach is to use [Binder](https://mybinder.org/). To publish your web app on Binder, you follow these steps:\n", - "\n", - "1. Add your notebook to a [GitHub repository](http://github.com/).\n", - "2. Paste the URL of that repo into Binder's URL, as shown in <>.\n", - "3. Change the File dropdown to instead select URL.\n", - "4. In the \"URL to open\" field, enter `/voila/render/name.ipynb` (replacing `name` with the name of for your notebook).\n", - "5. Click the clickboard button at the bottom right to copy the URL and paste it somewhere safe. \n", - "6. Click Launch." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\"Deploying" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first time you do this, Binder will take around 5 minutes to build your site. Behind the scenes, it is finding a virtual machine that can run your app, allocating storage, collecting the files needed for Jupyter, for your notebook, and for presenting your notebook as a web application.\n", - "\n", - "Finally, once it has started the app running, it will navigate your browser to your new web app. You can share the URL you copied to allow others to access your app as well.\n", - "\n", - "For other (both free and paid) options for deploying your web app, be sure to take a look at the [book's website](https://book.fast.ai/)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You may well want to deploy your application onto mobile devices, or edge devices such as a Raspberry Pi. There are a lot of libraries and frameworks that allow you to integrate a model directly into a mobile application. However, these approaches tend to require a lot of extra steps and boilerplate, and do not always support all the PyTorch and fastai layers that your model might use. In addition, the work you do will depend on what kind of mobile devices you are targeting for deployment—you might need to do some work to run on iOS devices, different work to run on newer Android devices, different work for older Android devices, etc. Instead, we recommend wherever possible that you deploy the model itself to a server, and have your mobile or edge application connect to it as a web service.\n", - "\n", - "There are quite a few upsides to this approach. The initial installation is easier, because you only have to deploy a small GUI application, which connects to the server to do all the heavy lifting. More importantly perhaps, upgrades of that core logic can happen on your server, rather than needing to be distributed to all of your users. Your server will have a lot more memory and processing capacity than most edge devices, and it is far easier to scale those resources if your model becomes more demanding. The hardware that you will have on a server is also going to be more standard and more easily supported by fastai and PyTorch, so you don't have to compile your model into a different form.\n", - "\n", - "There are downsides too, of course. Your application will require a network connection, and there will be some latency each time the model is called. (It takes a while for a neural network model to run anyway, so this additional network latency may not make a big difference to your users in practice. In fact, since you can use better hardware on the server, the overall latency may even be less than if it were running locally!) Also, if your application uses sensitive data then your users may be concerned about an approach which sends that data to a remote server, so sometimes privacy considerations will mean that you need to run the model on the edge device (it may be possible to avoid this by having an *on-premise* server, such as inside a company's firewall). Managing the complexity and scaling the server can create additional overhead too, whereas if your model runs on the edge devices then each user is bringing their own compute resources, which leads to easier scaling with an increasing number of users (also known as *horizontal scaling*)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "> A: I've had a chance to see up close how the mobile ML landscape is changing in my work. We offer an iPhone app that depends on computer vision, and for years we ran our own computer vision models in the cloud. This was the only way to do it then since those models needed significant memory and compute resources and took minutes to process inputs. This approach required building not only the models (fun!) but also the infrastructure to ensure a certain number of \"compute worker machines\" were absolutely always running (scary), that more machines would automatically come online if traffic increased, that there was stable storage for large inputs and outputs, that the iOS app could know and tell the user how their job was doing, etc. Nowadays Apple provides APIs for converting models to run efficiently on device and most iOS devices have dedicated ML hardware, so that's the strategy we use for our newer models. It's still not easy but in our case it's worth it, for a faster user experience and to worry less about servers. What works for you will depend, realistically, on the user experience you're trying to create and what you personally find is easy to do. If you really know how to run servers, do it. If you really know how to build native mobile apps, do that. There are many roads up the hill.\n", - "\n", - "Overall, we'd recommend using a simple CPU-based server approach where possible, for as long as you can get away with it. If you're lucky enough to have a very successful application, then you'll be able to justify the investment in more complex deployment approaches at that time.\n", - "\n", - "Congratulations, you have successfully built a deep learning model and deployed it! Now is a good time to take a pause and think about what could go wrong." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## How to Avoid Disaster" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In practice, a deep learning model will be just one piece of a much bigger system. As we discussed at the start of this chapter, a data product requires thinking about the entire end-to-end process, from conception to use in production. In this book, we can't hope to cover all the complexity of managing deployed data products, such as managing multiple versions of models, A/B testing, canarying, refreshing the data (should we just grow and grow our datasets all the time, or should we regularly remove some of the old data?), handling data labeling, monitoring all this, detecting model rot, and so forth. In this section we will give an overview of some of the most important issues to consider; for a more detailed discussion of deployment issues we refer to you to the excellent [Building Machine Learning Powered Applications](http://shop.oreilly.com/product/0636920215912.do) by Emmanuel Ameisen (O'Reilly)\n", - "\n", - "One of the biggest issues to consider is that understanding and testing the behavior of a deep learning model is much more difficult than with most other code you write. With normal software development you can analyze the exact steps that the software is taking, and carefully study which of these steps match the desired behavior that you are trying to create. But with a neural network the behavior emerges from the model's attempt to match the training data, rather than being exactly defined.\n", - "\n", - "This can result in disaster! For instance, let's say we really were rolling out a bear detection system that will be attached to video cameras around campsites in national parks, and will warn campers of incoming bears. If we used a model trained with the dataset we downloaded there would be all kinds of problems in practice, such as:\n", - "\n", - "- Working with video data instead of images\n", - "- Handling nighttime images, which may not appear in this dataset\n", - "- Dealing with low-resolution camera images\n", - "- Ensuring results are returned fast enough to be useful in practice\n", - "- Recognizing bears in positions that are rarely seen in photos that people post online (for example from behind, partially covered by bushes, or when a long way away from the camera)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A big part of the issue is that the kinds of photos that people are most likely to upload to the internet are the kinds of photos that do a good job of clearly and artistically displaying their subject matter—which isn't the kind of input this system is going to be getting. So, we may need to do a lot of our own data collection and labelling to create a useful system.\n", - "\n", - "This is just one example of the more general problem of *out-of-domain* data. That is to say, there may be data that our model sees in production which is very different to what it saw during training. There isn't really a complete technical solution to this problem; instead, we have to be careful about our approach to rolling out the technology.\n", - "\n", - "There are other reasons we need to be careful too. One very common problem is *domain shift*, where the type of data that our model sees changes over time. For instance, an insurance company may use a deep learning model as part of its pricing and risk algorithm, but over time the types of customers that the company attracts, and the types of risks they represent, may change so much that the original training data is no longer relevant.\n", - "\n", - "Out-of-domain data and domain shift are examples of a larger problem: that you can never fully understand the entire behaviour of your neural network. They have far too many parameters to be able to analytically understand all of their possible behaviors. This is the natural downside of their best feature—their flexibility, which enables them to solve complex problems where we may not even be able to fully specify our preferred solution approaches. The good news, however, is that there are ways to mitigate these risks using a carefully thought-out process. The details of this will vary depending on the details of the problem you are solving, but we will attempt to lay out here a high-level approach, summarized in <>, which we hope will provide useful guidance." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\"Deployment" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Where possible, the first step is to use an entirely manual process, with your deep learning model approach running in parallel but not being used directly to drive any actions. The humans involved in the manual process should look at the deep learning outputs and check whether they make sense. For instance, with our bear classifier a park ranger could have a screen displaying video feeds from all the cameras, with any possible bear sightings simply highlighted in red. The park ranger would still be expected to be just as alert as before the model was deployed; the model is simply helping to check for problems at this point.\n", - "\n", - "The second step is to try to limit the scope of the model, and have it carefully supervised by people. For instance, do a small geographically and time-constrained trial of the model-driven approach. Rather than rolling our bear classifier out in every national park throughout the country, we could pick a single observation post, for a one-week period, and have a park ranger check each alert before it goes out.\n", - "\n", - "Then, gradually increase the scope of your rollout. As you do so, ensure that you have really good reporting systems in place, to make sure that you are aware of any significant changes to the actions being taken compared to your manual process. For instance, if the number of bear alerts doubles or halves after rollout of the new system in some location, we should be very concerned. Try to think about all the ways in which your system could go wrong, and then think about what measure or report or picture could reflect that problem, and ensure that your regular reporting includes that information." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "> J: I started a company 20 years ago called _Optimal Decisions_ that used machine learning and optimization to help giant insurance companies set their pricing, impacting tens of billions of dollars of risks. We used the approaches described here to manage the potential downsides of something going wrong. Also, before we worked with our clients to put anything in production, we tried to simulate the impact by testing the end-to-end system on their previous year's data. It was always quite a nerve-wracking process, putting these new algorithms into production, but every rollout was successful." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Unforeseen Consequences and Feedback Loops" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "One of the biggest challenges in rolling out a model is that your model may change the behaviour of the system it is a part of. For instance, consider a \"predictive policing\" algorithm that predicts more crime in certain neighborhoods, causing more police officers to be sent to those neighborhoods, which can result in more crimes being recorded in those neighborhoods, and so on. In the Royal Statistical Society paper [\"To Predict and Serve?\"](https://rss.onlinelibrary.wiley.com/doi/full/10.1111/j.1740-9713.2016.00960.x), Kristian Lum and William Isaac observe that: \"predictive policing is aptly named: it is predicting future policing, not future crime.\"\n", - "\n", - "Part of the issue in this case is that in the presence of bias (which we'll discuss in depth in the next chapter), *feedback loops* can result in negative implications of that bias getting worse and worse. For instance, there are concerns that this is already happening in the US, where there is significant bias in arrest rates on racial grounds. [According to the ACLU](https://www.aclu.org/issues/smart-justice/sentencing-reform/war-marijuana-black-and-white), \"despite roughly equal usage rates, Blacks are 3.73 times more likely than whites to be arrested for marijuana.\" The impact of this bias, along with the rollout of predictive policing algorithms in many parts of the US, led Bärí Williams to [write in the *New York Times*](https://www.nytimes.com/2017/12/02/opinion/sunday/intelligent-policing-and-my-innocent-children.html): \"The same technology that’s the source of so much excitement in my career is being used in law enforcement in ways that could mean that in the coming years, my son, who is 7 now, is more likely to be profiled or arrested—or worse—for no reason other than his race and where we live.\"\n", - "\n", - "A helpful exercise prior to rolling out a significant machine learning system is to consider this question: \"What would happen if it went really, really well?\" In other words, what if the predictive power was extremely high, and its ability to influence behavior was extremely significant? In that case, who would be most impacted? What would the most extreme results potentially look like? How would you know what was really going on?\n", - "\n", - "Such a thought exercise might help you to construct a more careful rollout plan, with ongoing monitoring systems and human oversight. Of course, human oversight isn't useful if it isn't listened to, so make sure that there are reliable and resilient communication channels so that the right people will be aware of issues, and will have the power to fix them." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Get Writing!" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "One of the things our students have found most helpful to solidify their understanding of this material is to write it down. There is no better test of your understanding of a topic than attempting to teach it to somebody else. This is helpful even if you never show your writing to anybody—but it's even better if you share it! So we recommend that, if you haven't already, you start a blog. Now that you've completed Chapter 2 and have learned how to train and deploy models, you're well placed to write your first blog post about your deep learning journey. What's surprised you? What opportunities do you see for deep learning in your field? What obstacles do you see?\n", - "\n", - "Rachel Thomas, cofounder of fast.ai, wrote in the article [\"Why You (Yes, You) Should Blog\"](https://medium.com/@racheltho/why-you-yes-you-should-blog-7d2544ac1045):\n", - "\n", - "```asciidoc\n", - "____\n", - "The top advice I would give my younger self would be to start blogging sooner. Here are some reasons to blog:\n", - "\n", - "* It’s like a resume, only better. I know of a few people who have had blog posts lead to job offers!\n", - "* Helps you learn. Organizing knowledge always helps me synthesize my own ideas. One of the tests of whether you understand something is whether you can explain it to someone else. A blog post is a great way to do that.\n", - "* I’ve gotten invitations to conferences and invitations to speak from my blog posts. I was invited to the TensorFlow Dev Summit (which was awesome!) for writing a blog post about how I don’t like TensorFlow.\n", - "* Meet new people. I’ve met several people who have responded to blog posts I wrote.\n", - "* Saves time. Any time you answer a question multiple times through email, you should turn it into a blog post, which makes it easier for you to share the next time someone asks.\n", - "____\n", - "```\n", - "\n", - "Perhaps her most important tip is this: \n", - "\n", - "> : You are best positioned to help people one step behind you. The material is still fresh in your mind. Many experts have forgotten what it was like to be a beginner (or an intermediate) and have forgotten why the topic is hard to understand when you first hear it. The context of your particular background, your particular style, and your knowledge level will give a different twist to what you’re writing about.\n", - "\n", - "We've provided full details on how to set up a blog in <>. If you don't have a blog already, take a look at that now, because we've got a really great approach set up for you to start blogging for free, with no ads—and you can even use Jupyter Notebook!" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Questionnaire" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "1. Provide an example of where the bear classification model might work poorly in production, due to structural or style differences in the training data.\n", - "1. Where do text models currently have a major deficiency?\n", - "1. What are possible negative societal implications of text generation models?\n", - "1. In situations where a model might make mistakes, and those mistakes could be harmful, what is a good alternative to automating a process?\n", - "1. What kind of tabular data is deep learning particularly good at?\n", - "1. What's a key downside of directly using a deep learning model for recommendation systems?\n", - "1. What are the steps of the Drivetrain Approach?\n", - "1. How do the steps of the Drivetrain Approach map to a recommendation system?\n", - "1. Create an image recognition model using data you curate, and deploy it on the web.\n", - "1. What is `DataLoaders`?\n", - "1. What four things do we need to tell fastai to create `DataLoaders`?\n", - "1. What does the `splitter` parameter to `DataBlock` do?\n", - "1. How do we ensure a random split always gives the same validation set?\n", - "1. What letters are often used to signify the independent and dependent variables?\n", - "1. What's the difference between the crop, pad, and squish resize approaches? When might you choose one over the others?\n", - "1. What is data augmentation? Why is it needed?\n", - "1. What is the difference between `item_tfms` and `batch_tfms`?\n", - "1. What is a confusion matrix?\n", - "1. What does `export` save?\n", - "1. What is it called when we use a model for getting predictions, instead of training?\n", - "1. What are IPython widgets?\n", - "1. When might you want to use CPU for deployment? When might GPU be better?\n", - "1. What are the downsides of deploying your app to a server, instead of to a client (or edge) device such as a phone or PC?\n", - "1. What are three examples of problems that could occur when rolling out a bear warning system in practice?\n", - "1. What is \"out-of-domain data\"?\n", - "1. What is \"domain shift\"?\n", - "1. What are the three steps in the deployment process?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Further Research" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "1. Consider how the Drivetrain Approach maps to a project or problem you're interested in.\n", - "1. When might it be best to avoid certain types of data augmentation?\n", - "1. For a project you're interested in applying deep learning to, consider the thought experiment \"What would happen if it went really, really well?\"\n", - "1. Start a blog, and write your first blog post. For instance, write about what you think deep learning might be useful for in a domain you're interested in." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "jupytext": { - "split_at_heading": true - }, - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "! [ -e /content ] && pip install -Uqq fastbook\n", + "import fastbook\n", + "fastbook.setup_book()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "from fastbook import *\n", + "from fastai.vision.widgets import *" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "[[chapter_production]]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# From Model to Production" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The six lines of code we saw in <> are just one small part of the process of using deep learning in practice. In this chapter, we're going to use a computer vision example to look at the end-to-end process of creating a deep learning application. More specifically, we're going to build a bear classifier! In the process, we'll discuss the capabilities and constraints of deep learning, explore how to create datasets, look at possible gotchas when using deep learning in practice, and more. Many of the key points will apply equally well to other deep learning problems, such as those in <>. If you work through a problem similar in key respects to our example problems, we expect you to get excellent results with little code, quickly.\n", + "\n", + "Let's start with how you should frame your problem." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The Practice of Deep Learning" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We've seen that deep learning can solve a lot of challenging problems quickly and with little code. As a beginner, there's a sweet spot of problems that are similar enough to our example problems that you can very quickly get extremely useful results. However, deep learning isn't magic! The same 6 lines of code won't work for every problem anyone can think of today. Underestimating the constraints and overestimating the capabilities of deep learning may lead to frustratingly poor results, at least until you gain some experience and can solve the problems that arise. Conversely, overestimating the constraints and underestimating the capabilities of deep learning may mean you do not attempt a solvable problem because you talk yourself out of it. \n", + "\n", + "We often talk to people who underestimate both the constraints and the capabilities of deep learning. Both of these can be problems: underestimating the capabilities means that you might not even try things that could be very beneficial, and underestimating the constraints might mean that you fail to consider and react to important issues.\n", + "\n", + "The best thing to do is to keep an open mind. If you remain open to the possibility that deep learning might solve part of your problem with less data or complexity than you expect, then it is possible to design a process where you can find the specific capabilities and constraints related to your particular problem as you work through the process. This doesn't mean making any risky bets — we will show you how you can gradually roll out models so that they don't create significant risks, and can even backtest them prior to putting them in production." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Starting Your Project" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So where should you start your deep learning journey? The most important thing is to ensure that you have some project to work on—it is only through working on your own projects that you will get real experience building and using models. When selecting a project, the most important consideration is data availability. Regardless of whether you are doing a project just for your own learning or for practical application in your organization, you want something where you can get started quickly. We have seen many students, researchers, and industry practitioners waste months or years while they attempt to find their perfect dataset. The goal is not to find the \"perfect\" dataset or project, but just to get started and iterate from there.\n", + "\n", + "If you take this approach, then you will be on your third iteration of learning and improving while the perfectionists are still in the planning stages!\n", + "\n", + "We also suggest that you iterate from end to end in your project; that is, don't spend months fine-tuning your model, or polishing the perfect GUI, or labelling the perfect dataset… Instead, complete every step as well as you can in a reasonable amount of time, all the way to the end. For instance, if your final goal is an application that runs on a mobile phone, then that should be what you have after each iteration. But perhaps in the early iterations you take some shortcuts, for instance by doing all of the processing on a remote server, and using a simple responsive web application. By completing the project end to end, you will see where the trickiest bits are, and which bits make the biggest difference to the final result." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As you work through this book, we suggest that you complete lots of small experiments, by running and adjusting the notebooks we provide, at the same time that you gradually develop your own projects. That way, you will be getting experience with all of the tools and techniques that we're explaining, as we discuss them.\n", + "\n", + "> s: To make the most of this book, take the time to experiment between each chapter, be it on your own project or by exploring the notebooks we provide. Then try rewriting those notebooks from scratch on a new dataset. It's only by practicing (and failing) a lot that you will get an intuition of how to train a model. \n", + "\n", + "By using the end-to-end iteration approach you will also get a better understanding of how much data you really need. For instance, you may find you can only easily get 200 labeled data items, and you can't really know until you try whether that's enough to get the performance you need for your application to work well in practice.\n", + "\n", + "In an organizational context you will be able to show your colleagues that your idea can really work by showing them a real working prototype. We have repeatedly observed that this is the secret to getting good organizational buy-in for a project." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since it is easiest to get started on a project where you already have data available, that means it's probably easiest to get started on a project related to something you are already doing, because you already have data about things that you are doing. For instance, if you work in the music business, you may have access to many recordings. If you work as a radiologist, you probably have access to lots of medical images. If you are interested in wildlife preservation, you may have access to lots of images of wildlife.\n", + "\n", + "Sometimes, you have to get a bit creative. Maybe you can find some previous machine learning project, such as a Kaggle competition, that is related to your field of interest. Sometimes, you have to compromise. Maybe you can't find the exact data you need for the precise project you have in mind; but you might be able to find something from a similar domain, or measured in a different way, tackling a slightly different problem. Working on these kinds of similar projects will still give you a good understanding of the overall process, and may help you identify other shortcuts, data sources, and so forth.\n", + "\n", + "Especially when you are just starting out with deep learning, it's not a good idea to branch out into very different areas, to places that deep learning has not been applied to before. That's because if your model does not work at first, you will not know whether it is because you have made a mistake, or if the very problem you are trying to solve is simply not solvable with deep learning. And you won't know where to look to get help. Therefore, it is best at first to start with something where you can find an example online where somebody has had good results with something that is at least somewhat similar to what you are trying to achieve, or where you can convert your data into a format similar to what someone else has used before (such as creating an image from your data). Let's have a look at the state of deep learning, just so you know what kinds of things deep learning is good at right now." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The State of Deep Learning" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's start by considering whether deep learning can be any good at the problem you are looking to work on. This section provides a summary of the state of deep learning at the start of 2020. However, things move very fast, and by the time you read this some of these constraints may no longer exist. We will try to keep the [book's website](https://book.fast.ai/) up-to-date; in addition, a Google search for \"what can AI do now\" is likely to provide current information." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Computer vision" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are many domains in which deep learning has not been used to analyze images yet, but those where it has been tried have nearly universally shown that computers can recognize what items are in an image at least as well as people can—even specially trained people, such as radiologists. This is known as *object recognition*. Deep learning is also good at recognizing where objects in an image are, and can highlight their locations and name each found object. This is known as *object detection* (there is also a variant of this that we saw in <>, where every pixel is categorized based on what kind of object it is part of—this is called *segmentation*). Deep learning algorithms are generally not good at recognizing images that are significantly different in structure or style to those used to train the model. For instance, if there were no black-and-white images in the training data, the model may do poorly on black-and-white images. Similarly, if the training data did not contain hand-drawn images, then the model will probably do poorly on hand-drawn images. There is no general way to check what types of images are missing in your training set, but we will show in this chapter some ways to try to recognize when unexpected image types arise in the data when the model is being used in production (this is known as checking for *out-of-domain* data).\n", + "\n", + "One major challenge for object detection systems is that image labelling can be slow and expensive. There is a lot of work at the moment going into tools to try to make this labelling faster and easier, and to require fewer handcrafted labels to train accurate object detection models. One approach that is particularly helpful is to synthetically generate variations of input images, such as by rotating them or changing their brightness and contrast; this is called *data augmentation* and also works well for text and other types of models. We will be discussing it in detail in this chapter.\n", + "\n", + "Another point to consider is that although your problem might not look like a computer vision problem, it might be possible with a little imagination to turn it into one. For instance, if what you are trying to classify are sounds, you might try converting the sounds into images of their acoustic waveforms and then training a model on those images." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Text (natural language processing)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Computers are very good at classifying both short and long documents based on categories such as spam or not spam, sentiment (e.g., is the review positive or negative), author, source website, and so forth. We are not aware of any rigorous work done in this area to compare them to humans, but anecdotally it seems to us that deep learning performance is similar to human performance on these tasks. Deep learning is also very good at generating context-appropriate text, such as replies to social media posts, and imitating a particular author's style. It's good at making this content compelling to humans too—in fact, even more compelling than human-generated text. However, deep learning is currently not good at generating *correct* responses! We don't currently have a reliable way to, for instance, combine a knowledge base of medical information with a deep learning model for generating medically correct natural language responses. This is very dangerous, because it is so easy to create content that appears to a layman to be compelling, but actually is entirely incorrect.\n", + "\n", + "Another concern is that context-appropriate, highly compelling responses on social media could be used at massive scale—thousands of times greater than any troll farm previously seen—to spread disinformation, create unrest, and encourage conflict. As a rule of thumb, text generation models will always be technologically a bit ahead of models recognizing automatically generated text. For instance, it is possible to use a model that can recognize artificially generated content to actually improve the generator that creates that content, until the classification model is no longer able to complete its task.\n", + "\n", + "Despite these issues, deep learning has many applications in NLP: it can be used to translate text from one language to another, summarize long documents into something that can be digested more quickly, find all mentions of a concept of interest, and more. Unfortunately, the translation or summary could well include completely incorrect information! However, the performance is already good enough that many people are using these systems—for instance, Google's online translation system (and every other online service we are aware of) is based on deep learning." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Combining text and images" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The ability of deep learning to combine text and images into a single model is, generally, far better than most people intuitively expect. For example, a deep learning model can be trained on input images with output captions written in English, and can learn to generate surprisingly appropriate captions automatically for new images! But again, we have the same warning that we discussed in the previous section: there is no guarantee that these captions will actually be correct.\n", + "\n", + "Because of this serious issue, we generally recommend that deep learning be used not as an entirely automated process, but as part of a process in which the model and a human user interact closely. This can potentially make humans orders of magnitude more productive than they would be with entirely manual methods, and actually result in more accurate processes than using a deep learning model alone. For instance, an automatic system can be used to identify potential stroke victims directly from CT scans, and send a high-priority alert to have those scans looked at quickly. There is only a three-hour window to treat strokes, so this fast feedback loop could save lives. At the same time, however, all scans could continue to be sent to radiologists in the usual way, so there would be no reduction in human input. Other deep learning models could automatically measure items seen on the scans, and insert those measurements into reports, warning the radiologists about findings that they may have missed, and telling them about other cases that might be relevant." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Tabular data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For analyzing time series and tabular data, deep learning has recently been making great strides. However, deep learning is generally used as part of an ensemble of multiple types of model. If you already have a system that is using random forests or gradient boosting machines (popular tabular modeling tools that you will learn about soon), then switching to or adding deep learning may not result in any dramatic improvement. Deep learning does greatly increase the variety of columns that you can include—for example, columns containing natural language (book titles, reviews, etc.), and high-cardinality categorical columns (i.e., something that contains a large number of discrete choices, such as zip code or product ID). On the down side, deep learning models generally take longer to train than random forests or gradient boosting machines, although this is changing thanks to libraries such as [RAPIDS](https://rapids.ai/), which provides GPU acceleration for the whole modeling pipeline. We cover the pros and cons of all these methods in detail in <>." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Recommendation systems" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Recommendation systems are really just a special type of tabular data. In particular, they generally have a high-cardinality categorical variable representing users, and another one representing products (or something similar). A company like Amazon represents every purchase that has ever been made by its customers as a giant sparse matrix, with customers as the rows and products as the columns. Once they have the data in this format, data scientists apply some form of collaborative filtering to *fill in the matrix*. For example, if customer A buys products 1 and 10, and customer B buys products 1, 2, 4, and 10, the engine will recommend that A buy 2 and 4. Because deep learning models are good at handling high-cardinality categorical variables, they are quite good at handling recommendation systems. They particularly come into their own, just like for tabular data, when combining these variables with other kinds of data, such as natural language or images. They can also do a good job of combining all of these types of information with additional metadata represented as tables, such as user information, previous transactions, and so forth.\n", + "\n", + "However, nearly all machine learning approaches have the downside that they only tell you what products a particular user might like, rather than what recommendations would be helpful for a user. Many kinds of recommendations for products a user might like may not be at all helpful—for instance, if the user is already familiar with the products, or if they are simply different packagings of products they have already purchased (such as a boxed set of novels, when they already have each of the items in that set). Jeremy likes reading books by Terry Pratchett, and for a while Amazon was recommending nothing but Terry Pratchett books to him (see <>), which really wasn't helpful because he already was aware of these books!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"Terry" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Other data types" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Often you will find that domain-specific data types fit very nicely into existing categories. For instance, protein chains look a lot like natural language documents, in that they are long sequences of discrete tokens with complex relationships and meaning throughout the sequence. And indeed, it does turn out that using NLP deep learning methods is the current state-of-the-art approach for many types of protein analysis. As another example, sounds can be represented as spectrograms, which can be treated as images; standard deep learning approaches for images turn out to work really well on spectrograms." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The Drivetrain Approach" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are many accurate models that are of no use to anyone, and many inaccurate models that are highly useful. To ensure that your modeling work is useful in practice, you need to consider how your work will be used. In 2012 Jeremy, along with Margit Zwemer and Mike Loukides, introduced a method called *the Drivetrain Approach* for thinking about this issue." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The Drivetrain Approach, illustrated in <>, was described in detail in [\"Designing Great Data Products\"](https://www.oreilly.com/radar/drivetrain-approach-data-products/). The basic idea is to start with considering your objective, then think about what actions you can take to meet that objective and what data you have (or can acquire) that can help, and then build a model that you can use to determine the best actions to take to get the best results in terms of your objective." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Consider a model in an autonomous vehicle: you want to help a car drive safely from point A to point B without human intervention. Great predictive modeling is an important part of the solution, but it doesn't stand on its own; as products become more sophisticated, it disappears into the plumbing. Someone using a self-driving car is completely unaware of the hundreds (if not thousands) of models and the petabytes of data that make it work. But as data scientists build increasingly sophisticated products, they need a systematic design approach.\n", + "\n", + "We use data not just to generate more data (in the form of predictions), but to produce *actionable outcomes*. That is the goal of the Drivetrain Approach. Start by defining a clear *objective*. For instance, Google, when creating their first search engine, considered \"What is the user’s main objective in typing in a search query?\" This led them to their objective, which was to \"show the most relevant search result.\" The next step is to consider what *levers* you can pull (i.e., what actions you can take) to better achieve that objective. In Google's case, that was the ranking of the search results. The third step was to consider what new *data* they would need to produce such a ranking; they realized that the implicit information regarding which pages linked to which other pages could be used for this purpose. Only after these first three steps do we begin thinking about building the predictive *models*. Our objective and available levers, what data we already have and what additional data we will need to collect, determine the models we can build. The models will take both the levers and any uncontrollable variables as their inputs; the outputs from the models can be combined to predict the final state for our objective." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's consider another example: recommendation systems. The *objective* of a recommendation engine is to drive additional sales by surprising and delighting the customer with recommendations of items they would not have purchased without the recommendation. The *lever* is the ranking of the recommendations. New *data* must be collected to generate recommendations that will *cause new sales*. This will require conducting many randomized experiments in order to collect data about a wide range of recommendations for a wide range of customers. This is a step that few organizations take; but without it, you don't have the information you need to actually optimize recommendations based on your true objective (more sales!).\n", + "\n", + "Finally, you could build two *models* for purchase probabilities, conditional on seeing or not seeing a recommendation. The difference between these two probabilities is a utility function for a given recommendation to a customer. It will be low in cases where the algorithm recommends a familiar book that the customer has already rejected (both components are small) or a book that they would have bought even without the recommendation (both components are large and cancel each other out).\n", + "\n", + "As you can see, in practice often the practical implementation of your models will require a lot more than just training a model! You'll often need to run experiments to collect more data, and consider how to incorporate your models into the overall system you're developing. Speaking of data, let's now focus on how to find data for your project." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Gathering Data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For many types of projects, you may be able to find all the data you need online. The project we'll be completing in this chapter is a *bear detector*. It will discriminate between three types of bear: grizzly, black, and teddy bears. There are many images on the internet of each type of bear that we can use. We just need a way to find them and download them. We've provided a tool you can use for this purpose, so you can follow along with this chapter and create your own image recognition application for whatever kinds of objects you're interested in. In the fast.ai course, thousands of students have presented their work in the course forums, displaying everything from hummingbird varieties in Trinidad to bus types in Panama—one student even created an application that would help his fiancée recognize his 16 cousins during Christmas vacation!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "At the time of writing, Bing Image Search is the best option we know of for finding and downloading images. It's free for up to 1,000 queries per month, and each query can download up to 150 images. However, something better might have come along between when we wrote this and when you're reading the book, so be sure to check out the [book's website](https://book.fast.ai/) for our current recommendation." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> important: Keeping in Touch With the Latest Services: Services that can be used for creating datasets come and go all the time, and their features, interfaces, and pricing change regularly too. In this section, we'll show how to use the Bing Image Search API available at the time this book was written. We'll be providing more options and more up to date information on the [book's website](https://book.fast.ai/), so be sure to have a look there now to get the most current information on how to download images from the web to create a dataset for deep learning." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# clean\n", + "To download images with Bing Image Search, sign up at [Microsoft Azure](https://azure.microsoft.com/en-us/services/cognitive-services/bing-web-search-api/) for a free account. You will be given a key, which you can copy and enter in a cell as follows (replacing 'XXX' with your key and executing it):" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "key = os.environ.get('AZURE_SEARCH_KEY', 'XXX')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Or, if you're comfortable at the command line, you can set it in your terminal with:\n", + "\n", + " export AZURE_SEARCH_KEY=your_key_here\n", + "\n", + "and then restart Jupyter Notebook, and use the above line without editing it.\n", + "\n", + "Once you've set `key`, you can use `search_images_bing`. This function is provided by the small `utils` class included with the notebooks online. If you're not sure where a function is defined, you can just type it in your notebook to find out:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "search_images_bing" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "150" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results = search_images_bing(key, 'grizzly bear')\n", + "ims = results.attrgot('contentUrl')\n", + "len(ims)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We've successfully downloaded the URLs of 150 grizzly bears (or, at least, images that Bing Image Search finds for that search term).\n", + "\n", + "**NB**: there's no way to be sure exactly what images a search like this will find. The results can change over time. We've heard of at least one case of a community member who found some unpleasant pictures of dead bears in their search results. You'll receive whatever images are found by the web search engine. If you're running this at work, or with kids, etc, then be cautious before you display the downloaded images.\n", + "\n", + "Let's look at one:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": true + }, + "outputs": [], + "source": [ + "#hide\n", + "ims = ['http://3.bp.blogspot.com/-S1scRCkI3vY/UHzV2kucsPI/AAAAAAAAA-k/YQ5UzHEm9Ss/s1600/Grizzly%2BBear%2BWildlife.jpg']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dest = 'images/grizzly.jpg'\n", + "download_url(ims[0], dest)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "im = Image.open(dest)\n", + "im.to_thumb(128,128)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This seems to have worked nicely, so let's use fastai's `download_images` to download all the URLs for each of our search terms. We'll put each in a separate folder:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "bear_types = 'grizzly','black','teddy'\n", + "path = Path('bears')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "if not path.exists():\n", + " path.mkdir()\n", + " for o in bear_types:\n", + " dest = (path/o)\n", + " dest.mkdir(exist_ok=True)\n", + " results = search_images_bing(key, f'{o} bear')\n", + " download_images(dest, urls=results.attrgot('contentUrl'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our folder has image files, as we'd expect:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#406) [Path('bears/black/00000149.jpg'),Path('bears/black/00000095.jpg'),Path('bears/black/00000133.jpg'),Path('bears/black/00000062.jpg'),Path('bears/black/00000023.jpg'),Path('bears/black/00000029.jpg'),Path('bears/black/00000094.jpg'),Path('bears/black/00000124.jpg'),Path('bears/black/00000105.jpg'),Path('bears/black/00000046.jpg')...]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fns = get_image_files(path)\n", + "fns" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> j: I just love this about working in Jupyter notebooks! It's so easy to gradually build what I want, and check my work every step of the way. I make a _lot_ of mistakes, so this is really helpful to me..." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Often when we download files from the internet, there are a few that are corrupt. Let's check:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(#11) [Path('bears/black/00000147.jpg'),Path('bears/black/00000057.jpg'),Path('bears/black/00000140.jpg'),Path('bears/black/00000129.jpg'),Path('bears/teddy/00000006.jpg'),Path('bears/teddy/00000048.jpg'),Path('bears/teddy/00000076.jpg'),Path('bears/teddy/00000125.jpg'),Path('bears/teddy/00000090.jpg'),Path('bears/teddy/00000075.jpg')...]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "failed = verify_images(fns)\n", + "failed" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To remove all the failed images, you can use `unlink` on each of them. Note that, like most fastai functions that return a collection, `verify_images` returns an object of type `L`, which includes the `map` method. This calls the passed function on each element of the collection:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "failed.map(Path.unlink);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sidebar: Getting Help in Jupyter Notebooks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Jupyter notebooks are great for experimenting and immediately seeing the results of each function, but there is also a lot of functionality to help you figure out how to use different functions, or even directly look at their source code. For instance, if you type in a cell:\n", + "```\n", + "??verify_images\n", + "```\n", + "a window will pop up with:\n", + "```\n", + "Signature: verify_images(fns)\n", + "Source: \n", + "def verify_images(fns):\n", + " \"Find images in `fns` that can't be opened\"\n", + " return L(fns[i] for i,o in\n", + " enumerate(parallel(verify_image, fns)) if not o)\n", + "File: ~/git/fastai/fastai/vision/utils.py\n", + "Type: function\n", + "```\n", + "This tells us what argument the function accepts (`fns`), then shows us the source code and the file it comes from. Looking at that source code, we can see it applies the function `verify_image` in parallel and only keeps the image files for which the result of that function is `False`, which is consistent with the doc string: it finds the images in `fns` that can't be opened.\n", + "\n", + "Here are some other features that are very useful in Jupyter notebooks:\n", + "\n", + "- At any point, if you don't remember the exact spelling of a function or argument name, you can press Tab to get autocompletion suggestions.\n", + "- When inside the parentheses of a function, pressing Shift and Tab simultaneously will display a window with the signature of the function and a short description. Pressing these keys twice will expand the documentation, and pressing them three times will open a full window with the same information at the bottom of your screen.\n", + "- In a cell, typing `?func_name` and executing will open a window with the signature of the function and a short description.\n", + "- In a cell, typing `??func_name` and executing will open a window with the signature of the function, a short description, and the source code.\n", + "- If you are using the fastai library, we added a `doc` function for you: executing `doc(func_name)` in a cell will open a window with the signature of the function, a short description and links to the source code on GitHub and the full documentation of the function in the [library docs](https://docs.fast.ai).\n", + "- Unrelated to the documentation but still very useful: to get help at any point if you get an error, type `%debug` in the next cell and execute to open the [Python debugger](https://docs.python.org/3/library/pdb.html), which will let you inspect the content of every variable." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### End sidebar" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One thing to be aware of in this process: as we discussed in <>, models can only reflect the data used to train them. And the world is full of biased data, which ends up reflected in, for example, Bing Image Search (which we used to create our dataset). For instance, let's say you were interested in creating an app that could help users figure out whether they had healthy skin, so you trained a model on the results of searches for (say) \"healthy skin.\" <> shows you the kinds of results you would get." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With this as your training data, you would end up not with a healthy skin detector, but a *young white woman touching her face* detector! Be sure to think carefully about the types of data that you might expect to see in practice in your application, and check carefully to ensure that all these types are reflected in your model's source data. footnote:[Thanks to Deb Raji, who came up with the \"healthy skin\" example. See her paper [\"Actionable Auditing: Investigating the Impact of Publicly Naming Biased Performance Results of Commercial AI Products\"](https://dl.acm.org/doi/10.1145/3306618.3314244) for more fascinating insights into model bias.]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have downloaded some data, we need to assemble it in a format suitable for model training. In fastai, that means creating an object called `DataLoaders`." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## From Data to DataLoaders" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`DataLoaders` is a thin class that just stores whatever `DataLoader` objects you pass to it, and makes them available as `train` and `valid`. Although it's a very simple class, it's very important in fastai: it provides the data for your model. The key functionality in `DataLoaders` is provided with just these four lines of code (it has some other minor functionality we'll skip over for now):\n", + "\n", + "```python\n", + "class DataLoaders(GetAttr):\n", + " def __init__(self, *loaders): self.loaders = loaders\n", + " def __getitem__(self, i): return self.loaders[i]\n", + " train,valid = add_props(lambda i,self: self[i])\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> jargon: DataLoaders: A fastai class that stores multiple `DataLoader` objects you pass to it, normally a `train` and a `valid`, although it's possible to have as many as you like. The first two are made available as properties." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Later in the book you'll also learn about the `Dataset` and `Datasets` classes, which have the same relationship.\n", + "\n", + "To turn our downloaded data into a `DataLoaders` object we need to tell fastai at least four things:\n", + "\n", + "- What kinds of data we are working with\n", + "- How to get the list of items\n", + "- How to label these items\n", + "- How to create the validation set\n", + "\n", + "So far we have seen a number of *factory methods* for particular combinations of these things, which are convenient when you have an application and data structure that happen to fit into those predefined methods. For when you don't, fastai has an extremely flexible system called the *data block API*. With this API you can fully customize every stage of the creation of your `DataLoaders`. Here is what we need to create a `DataLoaders` for the dataset that we just downloaded:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "bears = DataBlock(\n", + " blocks=(ImageBlock, CategoryBlock), \n", + " get_items=get_image_files, \n", + " splitter=RandomSplitter(valid_pct=0.2, seed=42),\n", + " get_y=parent_label,\n", + " item_tfms=Resize(128))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's look at each of these arguments in turn. First we provide a tuple where we specify what types we want for the independent and dependent variables: \n", + "\n", + "```python\n", + "blocks=(ImageBlock, CategoryBlock)\n", + "```\n", + "\n", + "The *independent variable* is the thing we are using to make predictions from, and the *dependent variable* is our target. In this case, our independent variables are images, and our dependent variables are the categories (type of bear) for each image. We will see many other types of block in the rest of this book.\n", + "\n", + "For this `DataLoaders` our underlying items will be file paths. We have to tell fastai how to get a list of those files. The `get_image_files` function takes a path, and returns a list of all of the images in that path (recursively, by default):\n", + "\n", + "```python\n", + "get_items=get_image_files\n", + "```\n", + "\n", + "Often, datasets that you download will already have a validation set defined. Sometimes this is done by placing the images for the training and validation sets into different folders. Sometimes it is done by providing a CSV file in which each filename is listed along with which dataset it should be in. There are many ways that this can be done, and fastai provides a very general approach that allows you to use one of its predefined classes for this, or to write your own. In this case, however, we simply want to split our training and validation sets randomly. However, we would like to have the same training/validation split each time we run this notebook, so we fix the random seed (computers don't really know how to create random numbers at all, but simply create lists of numbers that look random; if you provide the same starting point for that list each time—called the *seed*—then you will get the exact same list each time):\n", + "\n", + "\n", + "```python\n", + "splitter=RandomSplitter(valid_pct=0.2, seed=42)\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The independent variable is often referred to as `x` and the dependent variable is often referred to as `y`. Here, we are telling fastai what function to call to create the labels in our dataset:\n", + "\n", + "```python\n", + "get_y=parent_label\n", + "```\n", + "\n", + "`parent_label` is a function provided by fastai that simply gets the name of the folder a file is in. Because we put each of our bear images into folders based on the type of bear, this is going to give us the labels that we need.\n", + "\n", + "Our images are all different sizes, and this is a problem for deep learning: we don't feed the model one image at a time but several of them (what we call a *mini-batch*). To group them in a big array (usually called a *tensor*) that is going to go through our model, they all need to be of the same size. So, we need to add a transform which will resize these images to the same size. *Item transforms* are pieces of code that run on each individual item, whether it be an image, category, or so forth. fastai includes many predefined transforms; we use the `Resize` transform here:\n", + "\n", + "```python\n", + "item_tfms=Resize(128)\n", + "```\n", + "\n", + "This command has given us a `DataBlock` object. This is like a *template* for creating a `DataLoaders`. We still need to tell fastai the actual source of our data—in this case, the path where the images can be found:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dls = bears.dataloaders(path)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A `DataLoaders` includes validation and training `DataLoader`s. `DataLoader` is a class that provides batches of a few items at a time to the GPU. We'll be learning a lot more about this class in the next chapter. When you loop through a `DataLoader` fastai will give you 64 (by default) items at a time, all stacked up into a single tensor. We can take a look at a few of those items by calling the `show_batch` method on a `DataLoader`:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dls.valid.show_batch(max_n=4, nrows=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "By default `Resize` *crops* the images to fit a square shape of the size requested, using the full width or height. This can result in losing some important details. Alternatively, you can ask fastai to pad the images with zeros (black), or squish/stretch them:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bears = bears.new(item_tfms=Resize(128, ResizeMethod.Squish))\n", + "dls = bears.dataloaders(path)\n", + "dls.valid.show_batch(max_n=4, nrows=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bears = bears.new(item_tfms=Resize(128, ResizeMethod.Pad, pad_mode='zeros'))\n", + "dls = bears.dataloaders(path)\n", + "dls.valid.show_batch(max_n=4, nrows=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "All of these approaches seem somewhat wasteful, or problematic. If we squish or stretch the images they end up as unrealistic shapes, leading to a model that learns that things look different to how they actually are, which we would expect to result in lower accuracy. If we crop the images then we remove some of the features that allow us to perform recognition. For instance, if we were trying to recognize breeds of dog or cat, we might end up cropping out a key part of the body or the face necessary to distinguish between similar breeds. If we pad the images then we have a whole lot of empty space, which is just wasted computation for our model and results in a lower effective resolution for the part of the image we actually use.\n", + "\n", + "Instead, what we normally do in practice is to randomly select part of the image, and crop to just that part. On each epoch (which is one complete pass through all of our images in the dataset) we randomly select a different part of each image. This means that our model can learn to focus on, and recognize, different features in our images. It also reflects how images work in the real world: different photos of the same thing may be framed in slightly different ways.\n", + "\n", + "In fact, an entirely untrained neural network knows nothing whatsoever about how images behave. It doesn't even recognize that when an object is rotated by one degree, it still is a picture of the same thing! So actually training the neural network with examples of images where the objects are in slightly different places and slightly different sizes helps it to understand the basic concept of what an object is, and how it can be represented in an image.\n", + "\n", + "Here's another example where we replace `Resize` with `RandomResizedCrop`, which is the transform that provides the behavior we just described. The most important parameter to pass in is `min_scale`, which determines how much of the image to select at minimum each time:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bears = bears.new(item_tfms=RandomResizedCrop(128, min_scale=0.3))\n", + "dls = bears.dataloaders(path)\n", + "dls.train.show_batch(max_n=4, nrows=1, unique=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We used `unique=True` to have the same image repeated with different versions of this `RandomResizedCrop` transform. This is a specific example of a more general technique, called data augmentation." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data Augmentation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Data augmentation* refers to creating random variations of our input data, such that they appear different, but do not actually change the meaning of the data. Examples of common data augmentation techniques for images are rotation, flipping, perspective warping, brightness changes and contrast changes. For natural photo images such as the ones we are using here, a standard set of augmentations that we have found work pretty well are provided with the `aug_transforms` function. Because our images are now all the same size, we can apply these augmentations to an entire batch of them using the GPU, which will save a lot of time. To tell fastai we want to use these transforms on a batch, we use the `batch_tfms` parameter (note that we're not using `RandomResizedCrop` in this example, so you can see the differences more clearly; we're also using double the amount of augmentation compared to the default, for the same reason):" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bears = bears.new(item_tfms=Resize(128), batch_tfms=aug_transforms(mult=2))\n", + "dls = bears.dataloaders(path)\n", + "dls.train.show_batch(max_n=8, nrows=2, unique=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have assembled our data in a format fit for model training, let's actually train an image classifier using it." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Training Your Model, and Using It to Clean Your Data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Time to use the same lines of code as in <> to train our bear classifier.\n", + "\n", + "We don't have a lot of data for our problem (150 pictures of each sort of bear at most), so to train our model, we'll use `RandomResizedCrop` with an image size of 224 px, which is fairly standard for image classification, and default `aug_transforms`:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "bears = bears.new(\n", + " item_tfms=RandomResizedCrop(224, min_scale=0.5),\n", + " batch_tfms=aug_transforms())\n", + "dls = bears.dataloaders(path)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now create our `Learner` and fine-tune it in the usual way:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = vision_learner(dls, resnet18, metrics=error_rate)\n", + "learn.fine_tune(4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's see whether the mistakes the model is making are mainly thinking that grizzlies are teddies (that would be bad for safety!), or that grizzlies are black bears, or something else. To visualize this, we can create a *confusion matrix*:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "interp = ClassificationInterpretation.from_learner(learn)\n", + "interp.plot_confusion_matrix()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The rows represent all the black, grizzly, and teddy bears in our dataset, respectively. The columns represent the images which the model predicted as black, grizzly, and teddy bears, respectively. Therefore, the diagonal of the matrix shows the images which were classified correctly, and the off-diagonal cells represent those which were classified incorrectly. This is one of the many ways that fastai allows you to view the results of your model. It is (of course!) calculated using the validation set. With the color-coding, the goal is to have white everywhere except the diagonal, where we want dark blue. Our bear classifier isn't making many mistakes!\n", + "\n", + "It's helpful to see where exactly our errors are occurring, to see whether they're due to a dataset problem (e.g., images that aren't bears at all, or are labeled incorrectly, etc.), or a model problem (perhaps it isn't handling images taken with unusual lighting, or from a different angle, etc.). To do this, we can sort our images by their *loss*.\n", + "\n", + "The loss is a number that is higher if the model is incorrect (especially if it's also confident of its incorrect answer), or if it's correct, but not confident of its correct answer. In a couple of chapters we'll learn in depth how loss is calculated and used in the training process. For now, `plot_top_losses` shows us the images with the highest loss in our dataset. As the title of the output says, each image is labeled with four things: prediction, actual (target label), loss, and probability. The *probability* here is the confidence level, from zero to one, that the model has assigned to its prediction:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "interp.plot_top_losses(5, nrows=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This output shows that the image with the highest loss is one that has been predicted as \"grizzly\" with high confidence. However, it's labeled (based on our Bing image search) as \"black.\" We're not bear experts, but it sure looks to us like this label is incorrect! We should probably change its label to \"grizzly.\"\n", + "\n", + "The intuitive approach to doing data cleaning is to do it *before* you train a model. But as you've seen in this case, a model can actually help you find data issues more quickly and easily. So, we normally prefer to train a quick and simple model first, and then use it to help us with data cleaning.\n", + "\n", + "fastai includes a handy GUI for data cleaning called `ImageClassifierCleaner` that allows you to choose a category and the training versus validation set and view the highest-loss images (in order), along with menus to allow images to be selected for removal or relabeling:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d547f14e0f7848f39627ebb88d457e64", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(Dropdown(options=('black', 'grizzly', 'teddy'), value='black'), Dropdown(options=('Train', 'Val…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#hide_output\n", + "cleaner = ImageClassifierCleaner(learn)\n", + "cleaner" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"Cleaner" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "# for idx in cleaner.delete(): cleaner.fns[idx].unlink()\n", + "# for idx,cat in cleaner.change(): shutil.move(str(cleaner.fns[idx]), path/cat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that amongst our \"black bears\" is an image that contains two bears: one grizzly, one black. So, we should choose `` in the menu under this image. `ImageClassifierCleaner` doesn't actually do the deleting or changing of labels for you; it just returns the indices of items to change. So, for instance, to delete (`unlink`) all images selected for deletion, we would run:\n", + "\n", + "```python\n", + "for idx in cleaner.delete(): cleaner.fns[idx].unlink()\n", + "```\n", + "\n", + "To move images for which we've selected a different category, we would run:\n", + "\n", + "```python\n", + "for idx,cat in cleaner.change(): shutil.move(str(cleaner.fns[idx]), path/cat)\n", + "```\n", + "\n", + "> s: Cleaning the data and getting it ready for your model are two of the biggest challenges for data scientists; they say it takes 90% of their time. The fastai library aims to provide tools that make it as easy as possible.\n", + "\n", + "We'll be seeing more examples of model-driven data cleaning throughout this book. Once we've cleaned up our data, we can retrain our model. Try it yourself, and see if your accuracy improves!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> note: No Need for Big Data: After cleaning the dataset using these steps, we generally are seeing 100% accuracy on this task. We even see that result when we download a lot fewer images than the 150 per class we're using here. As you can see, the common complaint that _you need massive amounts of data to do deep learning_ can be a very long way from the truth!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have trained our model, let's see how we can deploy it to be used in practice." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Turning Your Model into an Online Application" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We are now going to look at what it takes to turn this model into a working online application. We will just go as far as creating a basic working prototype; we do not have the scope in this book to teach you all the details of web application development generally." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Using the Model for Inference" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once you've got a model you're happy with, you need to save it, so that you can then copy it over to a server where you'll use it in production. Remember that a model consists of two parts: the *architecture* and the trained *parameters*. The easiest way to save the model is to save both of these, because that way when you load a model you can be sure that you have the matching architecture and parameters. To save both parts, use the `export` method.\n", + "\n", + "This method even saves the definition of how to create your `DataLoaders`. This is important, because otherwise you would have to redefine how to transform your data in order to use your model in production. fastai automatically uses your validation set `DataLoader` for inference by default, so your data augmentation will not be applied, which is generally what you want.\n", + "\n", + "When you call `export`, fastai will save a file called \"export.pkl\":" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "learn.export()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's check that the file exists, by using the `ls` method that fastai adds to Python's `Path` class:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#1) [Path('export.pkl')]" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "path = Path()\n", + "path.ls(file_exts='.pkl')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You'll need this file wherever you deploy your app to. For now, let's try to create a simple app within our notebook.\n", + "\n", + "When we use a model for getting predictions, instead of training, we call it *inference*. To create our inference learner from the exported file, we use `load_learner` (in this case, this isn't really necessary, since we already have a working `Learner` in our notebook; we're just doing it here so you can see the whole process end-to-end):" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "learn_inf = load_learner(path/'export.pkl')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When we're doing inference, we're generally just getting predictions for one image at a time. To do this, pass a filename to `predict`:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "('grizzly', tensor(1), tensor([9.0767e-06, 9.9999e-01, 1.5748e-07]))" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "learn_inf.predict('images/grizzly.jpg')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This has returned three things: the predicted category in the same format you originally provided (in this case that's a string), the index of the predicted category, and the probabilities of each category. The last two are based on the order of categories in the *vocab* of the `DataLoaders`; that is, the stored list of all possible categories. At inference time, you can access the `DataLoaders` as an attribute of the `Learner`:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(#3) ['black','grizzly','teddy']" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "learn_inf.dls.vocab" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see here that if we index into the vocab with the integer returned by `predict` then we get back \"grizzly,\" as expected. Also, note that if we index into the list of probabilities, we see a nearly 1.00 probability that this is a grizzly." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We know how to make predictions from our saved model, so we have everything we need to start building our app. We can do it directly in a Jupyter notebook." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating a Notebook App from the Model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To use our model in an application, we can simply treat the `predict` method as a regular function. Therefore, creating an app from the model can be done using any of the myriad of frameworks and techniques available to application developers.\n", + "\n", + "However, most data scientists are not familiar with the world of web application development. So let's try using something that you do, at this point, know: it turns out that we can create a complete working web application using nothing but Jupyter notebooks! The two things we need to make this happen are:\n", + "\n", + "- IPython widgets (ipywidgets)\n", + "- Voilà\n", + "\n", + "*IPython widgets* are GUI components that bring together JavaScript and Python functionality in a web browser, and can be created and used within a Jupyter notebook. For instance, the image cleaner that we saw earlier in this chapter is entirely written with IPython widgets. However, we don't want to require users of our application to run Jupyter themselves.\n", + "\n", + "That is why *Voilà* exists. It is a system for making applications consisting of IPython widgets available to end users, without them having to use Jupyter at all. Voilà is taking advantage of the fact that a notebook _already is_ a kind of web application, just a rather complex one that depends on another web application: Jupyter itself. Essentially, it helps us automatically convert the complex web application we've already implicitly made (the notebook) into a simpler, easier-to-deploy web application, which functions like a normal web application rather than like a notebook.\n", + "\n", + "But we still have the advantage of developing in a notebook, so with ipywidgets, we can build up our GUI step by step. We will use this approach to create a simple image classifier. First, we need a file upload widget:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e0c4141e3c76425c98ae9994ccf9a748", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "FileUpload(value={}, description='Upload')" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#hide_output\n", + "btn_upload = widgets.FileUpload()\n", + "btn_upload" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"An\n", + "\n", + "Now we can grab the image:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "hide_input": true + }, + "outputs": [], + "source": [ + "#hide\n", + "# For the book, we can't actually click an upload button, so we fake it\n", + "btn_upload = SimpleNamespace(data = ['images/grizzly.jpg'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "img = PILImage.create(btn_upload.data[-1])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"Output" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can use an `Output` widget to display it:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide_output\n", + "out_pl = widgets.Output()\n", + "out_pl.clear_output()\n", + "with out_pl: display(img.to_thumb(128,128))\n", + "out_pl" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"Output\n", + "\n", + "Then we can get our predictions:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pred,pred_idx,probs = learn_inf.predict(img)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "and use a `Label` to display them:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "08509e39d3454701b5fed10439970e84", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Label(value='Prediction: grizzly; Probability: 1.0000')" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#hide_output\n", + "lbl_pred = widgets.Label()\n", + "lbl_pred.value = f'Prediction: {pred}; Probability: {probs[pred_idx]:.04f}'\n", + "lbl_pred" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`Prediction: grizzly; Probability: 1.0000`\n", + "\n", + "We'll need a button to do the classification. It looks exactly like the upload button:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5948c2dc026d43cb9afdce7dee8fa425", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Button(description='Classify', style=ButtonStyle())" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#hide_output\n", + "btn_run = widgets.Button(description='Classify')\n", + "btn_run" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll also need a *click event handler*; that is, a function that will be called when it's pressed. We can just copy over the lines of code from above:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def on_click_classify(change):\n", + " img = PILImage.create(btn_upload.data[-1])\n", + " out_pl.clear_output()\n", + " with out_pl: display(img.to_thumb(128,128))\n", + " pred,pred_idx,probs = learn_inf.predict(img)\n", + " lbl_pred.value = f'Prediction: {pred}; Probability: {probs[pred_idx]:.04f}'\n", + "\n", + "btn_run.on_click(on_click_classify)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can test the button now by pressing it, and you should see the image and predictions update automatically!\n", + "\n", + "We can now put them all in a vertical box (`VBox`) to complete our GUI:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "#Putting back btn_upload to a widget for next cell\n", + "btn_upload = widgets.FileUpload()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e9e7b05555a44125ac0e5365e17ea59d", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(Label(value='Select your bear!'), FileUpload(value={}, description='Upload'), Button(descriptio…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#hide_output\n", + "VBox([widgets.Label('Select your bear!'), \n", + " btn_upload, btn_run, out_pl, lbl_pred])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"The" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We have written all the code necessary for our app. The next step is to convert it into something we can deploy." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Turning Your Notebook into a Real App" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#hide\n", + "# !pip install voila\n", + "# !jupyter serverextension enable --sys-prefix voila " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have everything working in this Jupyter notebook, we can create our application. To do this, start a new notebook and add to it only the code needed to create and show the widgets that you need, and markdown for any text that you want to appear. Have a look at the *bear_classifier* notebook in the book's repo to see the simple notebook application we created.\n", + "\n", + "Next, install Voilà if you haven't already, by copying these lines into a notebook cell and executing it:\n", + "\n", + " !pip install voila\n", + " !jupyter serverextension enable --sys-prefix voila\n", + "\n", + "Cells that begin with a `!` do not contain Python code, but instead contain code that is passed to your shell (bash, Windows PowerShell, etc.). If you are comfortable using the command line, which we'll discuss more later in this book, you can of course simply type these two lines (without the `!` prefix) directly into your terminal. In this case, the first line installs the `voila` library and application, and the second connects it to your existing Jupyter notebook.\n", + "\n", + "Voilà runs Jupyter notebooks just like the Jupyter notebook server you are using now does, but it also does something very important: it removes all of the cell inputs, and only shows output (including ipywidgets), along with your markdown cells. So what's left is a web application! To view your notebook as a Voilà web application, replace the word \"notebooks\" in your browser's URL with: \"voila/render\". You will see the same content as your notebook, but without any of the code cells.\n", + "\n", + "Of course, you don't need to use Voilà or ipywidgets. Your model is just a function you can call (`pred,pred_idx,probs = learn.predict(img)`), so you can use it with any framework, hosted on any platform. And you can take something you've prototyped in ipywidgets and Voilà and later convert it into a regular web application. We're showing you this approach in the book because we think it's a great way for data scientists and other folks that aren't web development experts to create applications from their models.\n", + "\n", + "We have our app, now let's deploy it!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Deploying your app" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As you now know, you need a GPU to train nearly any useful deep learning model. So, do you need a GPU to use that model in production? No! You almost certainly *do not need a GPU to serve your model in production*. There are a few reasons for this:\n", + "\n", + "- As we've seen, GPUs are only useful when they do lots of identical work in parallel. If you're doing (say) image classification, then you'll normally be classifying just one user's image at a time, and there isn't normally enough work to do in a single image to keep a GPU busy for long enough for it to be very efficient. So, a CPU will often be more cost-effective.\n", + "- An alternative could be to wait for a few users to submit their images, and then batch them up and process them all at once on a GPU. But then you're asking your users to wait, rather than getting answers straight away! And you need a high-volume site for this to be workable. If you do need this functionality, you can use a tool such as Microsoft's [ONNX Runtime](https://github.com/microsoft/onnxruntime), or [AWS Sagemaker](https://aws.amazon.com/sagemaker/)\n", + "- The complexities of dealing with GPU inference are significant. In particular, the GPU's memory will need careful manual management, and you'll need a careful queueing system to ensure you only process one batch at a time.\n", + "- There's a lot more market competition in CPU than GPU servers, as a result of which there are much cheaper options available for CPU servers.\n", + "\n", + "Because of the complexity of GPU serving, many systems have sprung up to try to automate this. However, managing and running these systems is also complex, and generally requires compiling your model into a different form that's specialized for that system. It's typically preferable to avoid dealing with this complexity until/unless your app gets popular enough that it makes clear financial sense for you to do so." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For at least the initial prototype of your application, and for any hobby projects that you want to show off, you can easily host them for free. The best place and the best way to do this will vary over time, so check the [book's website](https://book.fast.ai/) for the most up-to-date recommendations. As we're writing this book in early 2020 the simplest (and free!) approach is to use [Binder](https://mybinder.org/). To publish your web app on Binder, you follow these steps:\n", + "\n", + "1. Add your notebook to a [GitHub repository](http://github.com/).\n", + "2. Paste the URL of that repo into Binder's URL, as shown in <>.\n", + "3. Change the File dropdown to instead select URL.\n", + "4. In the \"URL to open\" field, enter `/voila/render/name.ipynb` (replacing `name` with the name of for your notebook).\n", + "5. Click the clickboard button at the bottom right to copy the URL and paste it somewhere safe. \n", + "6. Click Launch." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"Deploying" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first time you do this, Binder will take around 5 minutes to build your site. Behind the scenes, it is finding a virtual machine that can run your app, allocating storage, collecting the files needed for Jupyter, for your notebook, and for presenting your notebook as a web application.\n", + "\n", + "Finally, once it has started the app running, it will navigate your browser to your new web app. You can share the URL you copied to allow others to access your app as well.\n", + "\n", + "For other (both free and paid) options for deploying your web app, be sure to take a look at the [book's website](https://book.fast.ai/)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You may well want to deploy your application onto mobile devices, or edge devices such as a Raspberry Pi. There are a lot of libraries and frameworks that allow you to integrate a model directly into a mobile application. However, these approaches tend to require a lot of extra steps and boilerplate, and do not always support all the PyTorch and fastai layers that your model might use. In addition, the work you do will depend on what kind of mobile devices you are targeting for deployment—you might need to do some work to run on iOS devices, different work to run on newer Android devices, different work for older Android devices, etc. Instead, we recommend wherever possible that you deploy the model itself to a server, and have your mobile or edge application connect to it as a web service.\n", + "\n", + "There are quite a few upsides to this approach. The initial installation is easier, because you only have to deploy a small GUI application, which connects to the server to do all the heavy lifting. More importantly perhaps, upgrades of that core logic can happen on your server, rather than needing to be distributed to all of your users. Your server will have a lot more memory and processing capacity than most edge devices, and it is far easier to scale those resources if your model becomes more demanding. The hardware that you will have on a server is also going to be more standard and more easily supported by fastai and PyTorch, so you don't have to compile your model into a different form.\n", + "\n", + "There are downsides too, of course. Your application will require a network connection, and there will be some latency each time the model is called. (It takes a while for a neural network model to run anyway, so this additional network latency may not make a big difference to your users in practice. In fact, since you can use better hardware on the server, the overall latency may even be less than if it were running locally!) Also, if your application uses sensitive data then your users may be concerned about an approach which sends that data to a remote server, so sometimes privacy considerations will mean that you need to run the model on the edge device (it may be possible to avoid this by having an *on-premise* server, such as inside a company's firewall). Managing the complexity and scaling the server can create additional overhead too, whereas if your model runs on the edge devices then each user is bringing their own compute resources, which leads to easier scaling with an increasing number of users (also known as *horizontal scaling*)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> A: I've had a chance to see up close how the mobile ML landscape is changing in my work. We offer an iPhone app that depends on computer vision, and for years we ran our own computer vision models in the cloud. This was the only way to do it then since those models needed significant memory and compute resources and took minutes to process inputs. This approach required building not only the models (fun!) but also the infrastructure to ensure a certain number of \"compute worker machines\" were absolutely always running (scary), that more machines would automatically come online if traffic increased, that there was stable storage for large inputs and outputs, that the iOS app could know and tell the user how their job was doing, etc. Nowadays Apple provides APIs for converting models to run efficiently on device and most iOS devices have dedicated ML hardware, so that's the strategy we use for our newer models. It's still not easy but in our case it's worth it, for a faster user experience and to worry less about servers. What works for you will depend, realistically, on the user experience you're trying to create and what you personally find is easy to do. If you really know how to run servers, do it. If you really know how to build native mobile apps, do that. There are many roads up the hill.\n", + "\n", + "Overall, we'd recommend using a simple CPU-based server approach where possible, for as long as you can get away with it. If you're lucky enough to have a very successful application, then you'll be able to justify the investment in more complex deployment approaches at that time.\n", + "\n", + "Congratulations, you have successfully built a deep learning model and deployed it! Now is a good time to take a pause and think about what could go wrong." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## How to Avoid Disaster" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In practice, a deep learning model will be just one piece of a much bigger system. As we discussed at the start of this chapter, a data product requires thinking about the entire end-to-end process, from conception to use in production. In this book, we can't hope to cover all the complexity of managing deployed data products, such as managing multiple versions of models, A/B testing, canarying, refreshing the data (should we just grow and grow our datasets all the time, or should we regularly remove some of the old data?), handling data labeling, monitoring all this, detecting model rot, and so forth. In this section we will give an overview of some of the most important issues to consider; for a more detailed discussion of deployment issues we refer to you to the excellent [Building Machine Learning Powered Applications](http://shop.oreilly.com/product/0636920215912.do) by Emmanuel Ameisen (O'Reilly)\n", + "\n", + "One of the biggest issues to consider is that understanding and testing the behavior of a deep learning model is much more difficult than with most other code you write. With normal software development you can analyze the exact steps that the software is taking, and carefully study which of these steps match the desired behavior that you are trying to create. But with a neural network the behavior emerges from the model's attempt to match the training data, rather than being exactly defined.\n", + "\n", + "This can result in disaster! For instance, let's say we really were rolling out a bear detection system that will be attached to video cameras around campsites in national parks, and will warn campers of incoming bears. If we used a model trained with the dataset we downloaded there would be all kinds of problems in practice, such as:\n", + "\n", + "- Working with video data instead of images\n", + "- Handling nighttime images, which may not appear in this dataset\n", + "- Dealing with low-resolution camera images\n", + "- Ensuring results are returned fast enough to be useful in practice\n", + "- Recognizing bears in positions that are rarely seen in photos that people post online (for example from behind, partially covered by bushes, or when a long way away from the camera)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A big part of the issue is that the kinds of photos that people are most likely to upload to the internet are the kinds of photos that do a good job of clearly and artistically displaying their subject matter—which isn't the kind of input this system is going to be getting. So, we may need to do a lot of our own data collection and labelling to create a useful system.\n", + "\n", + "This is just one example of the more general problem of *out-of-domain* data. That is to say, there may be data that our model sees in production which is very different to what it saw during training. There isn't really a complete technical solution to this problem; instead, we have to be careful about our approach to rolling out the technology.\n", + "\n", + "There are other reasons we need to be careful too. One very common problem is *domain shift*, where the type of data that our model sees changes over time. For instance, an insurance company may use a deep learning model as part of its pricing and risk algorithm, but over time the types of customers that the company attracts, and the types of risks they represent, may change so much that the original training data is no longer relevant.\n", + "\n", + "Out-of-domain data and domain shift are examples of a larger problem: that you can never fully understand the entire behaviour of your neural network. They have far too many parameters to be able to analytically understand all of their possible behaviors. This is the natural downside of their best feature—their flexibility, which enables them to solve complex problems where we may not even be able to fully specify our preferred solution approaches. The good news, however, is that there are ways to mitigate these risks using a carefully thought-out process. The details of this will vary depending on the details of the problem you are solving, but we will attempt to lay out here a high-level approach, summarized in <>, which we hope will provide useful guidance." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"Deployment" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Where possible, the first step is to use an entirely manual process, with your deep learning model approach running in parallel but not being used directly to drive any actions. The humans involved in the manual process should look at the deep learning outputs and check whether they make sense. For instance, with our bear classifier a park ranger could have a screen displaying video feeds from all the cameras, with any possible bear sightings simply highlighted in red. The park ranger would still be expected to be just as alert as before the model was deployed; the model is simply helping to check for problems at this point.\n", + "\n", + "The second step is to try to limit the scope of the model, and have it carefully supervised by people. For instance, do a small geographically and time-constrained trial of the model-driven approach. Rather than rolling our bear classifier out in every national park throughout the country, we could pick a single observation post, for a one-week period, and have a park ranger check each alert before it goes out.\n", + "\n", + "Then, gradually increase the scope of your rollout. As you do so, ensure that you have really good reporting systems in place, to make sure that you are aware of any significant changes to the actions being taken compared to your manual process. For instance, if the number of bear alerts doubles or halves after rollout of the new system in some location, we should be very concerned. Try to think about all the ways in which your system could go wrong, and then think about what measure or report or picture could reflect that problem, and ensure that your regular reporting includes that information." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> J: I started a company 20 years ago called _Optimal Decisions_ that used machine learning and optimization to help giant insurance companies set their pricing, impacting tens of billions of dollars of risks. We used the approaches described here to manage the potential downsides of something going wrong. Also, before we worked with our clients to put anything in production, we tried to simulate the impact by testing the end-to-end system on their previous year's data. It was always quite a nerve-wracking process, putting these new algorithms into production, but every rollout was successful." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Unforeseen Consequences and Feedback Loops" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One of the biggest challenges in rolling out a model is that your model may change the behaviour of the system it is a part of. For instance, consider a \"predictive policing\" algorithm that predicts more crime in certain neighborhoods, causing more police officers to be sent to those neighborhoods, which can result in more crimes being recorded in those neighborhoods, and so on. In the Royal Statistical Society paper [\"To Predict and Serve?\"](https://rss.onlinelibrary.wiley.com/doi/full/10.1111/j.1740-9713.2016.00960.x), Kristian Lum and William Isaac observe that: \"predictive policing is aptly named: it is predicting future policing, not future crime.\"\n", + "\n", + "Part of the issue in this case is that in the presence of bias (which we'll discuss in depth in the next chapter), *feedback loops* can result in negative implications of that bias getting worse and worse. For instance, there are concerns that this is already happening in the US, where there is significant bias in arrest rates on racial grounds. [According to the ACLU](https://www.aclu.org/issues/smart-justice/sentencing-reform/war-marijuana-black-and-white), \"despite roughly equal usage rates, Blacks are 3.73 times more likely than whites to be arrested for marijuana.\" The impact of this bias, along with the rollout of predictive policing algorithms in many parts of the US, led Bärí Williams to [write in the *New York Times*](https://www.nytimes.com/2017/12/02/opinion/sunday/intelligent-policing-and-my-innocent-children.html): \"The same technology that’s the source of so much excitement in my career is being used in law enforcement in ways that could mean that in the coming years, my son, who is 7 now, is more likely to be profiled or arrested—or worse—for no reason other than his race and where we live.\"\n", + "\n", + "A helpful exercise prior to rolling out a significant machine learning system is to consider this question: \"What would happen if it went really, really well?\" In other words, what if the predictive power was extremely high, and its ability to influence behavior was extremely significant? In that case, who would be most impacted? What would the most extreme results potentially look like? How would you know what was really going on?\n", + "\n", + "Such a thought exercise might help you to construct a more careful rollout plan, with ongoing monitoring systems and human oversight. Of course, human oversight isn't useful if it isn't listened to, so make sure that there are reliable and resilient communication channels so that the right people will be aware of issues, and will have the power to fix them." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Get Writing!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One of the things our students have found most helpful to solidify their understanding of this material is to write it down. There is no better test of your understanding of a topic than attempting to teach it to somebody else. This is helpful even if you never show your writing to anybody—but it's even better if you share it! So we recommend that, if you haven't already, you start a blog. Now that you've completed Chapter 2 and have learned how to train and deploy models, you're well placed to write your first blog post about your deep learning journey. What's surprised you? What opportunities do you see for deep learning in your field? What obstacles do you see?\n", + "\n", + "Rachel Thomas, cofounder of fast.ai, wrote in the article [\"Why You (Yes, You) Should Blog\"](https://medium.com/@racheltho/why-you-yes-you-should-blog-7d2544ac1045):\n", + "\n", + "```asciidoc\n", + "____\n", + "The top advice I would give my younger self would be to start blogging sooner. Here are some reasons to blog:\n", + "\n", + "* It’s like a resume, only better. I know of a few people who have had blog posts lead to job offers!\n", + "* Helps you learn. Organizing knowledge always helps me synthesize my own ideas. One of the tests of whether you understand something is whether you can explain it to someone else. A blog post is a great way to do that.\n", + "* I’ve gotten invitations to conferences and invitations to speak from my blog posts. I was invited to the TensorFlow Dev Summit (which was awesome!) for writing a blog post about how I don’t like TensorFlow.\n", + "* Meet new people. I’ve met several people who have responded to blog posts I wrote.\n", + "* Saves time. Any time you answer a question multiple times through email, you should turn it into a blog post, which makes it easier for you to share the next time someone asks.\n", + "____\n", + "```\n", + "\n", + "Perhaps her most important tip is this: \n", + "\n", + "> : You are best positioned to help people one step behind you. The material is still fresh in your mind. Many experts have forgotten what it was like to be a beginner (or an intermediate) and have forgotten why the topic is hard to understand when you first hear it. The context of your particular background, your particular style, and your knowledge level will give a different twist to what you’re writing about.\n", + "\n", + "We've provided full details on how to set up a blog in <>. If you don't have a blog already, take a look at that now, because we've got a really great approach set up for you to start blogging for free, with no ads—and you can even use Jupyter Notebook!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questionnaire" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1. Provide an example of where the bear classification model might work poorly in production, due to structural or style differences in the training data.\n", + "1. Where do text models currently have a major deficiency?\n", + "1. What are possible negative societal implications of text generation models?\n", + "1. In situations where a model might make mistakes, and those mistakes could be harmful, what is a good alternative to automating a process?\n", + "1. What kind of tabular data is deep learning particularly good at?\n", + "1. What's a key downside of directly using a deep learning model for recommendation systems?\n", + "1. What are the steps of the Drivetrain Approach?\n", + "1. How do the steps of the Drivetrain Approach map to a recommendation system?\n", + "1. Create an image recognition model using data you curate, and deploy it on the web.\n", + "1. What is `DataLoaders`?\n", + "1. What four things do we need to tell fastai to create `DataLoaders`?\n", + "1. What does the `splitter` parameter to `DataBlock` do?\n", + "1. How do we ensure a random split always gives the same validation set?\n", + "1. What letters are often used to signify the independent and dependent variables?\n", + "1. What's the difference between the crop, pad, and squish resize approaches? When might you choose one over the others?\n", + "1. What is data augmentation? Why is it needed?\n", + "1. What is the difference between `item_tfms` and `batch_tfms`?\n", + "1. What is a confusion matrix?\n", + "1. What does `export` save?\n", + "1. What is it called when we use a model for getting predictions, instead of training?\n", + "1. What are IPython widgets?\n", + "1. When might you want to use CPU for deployment? When might GPU be better?\n", + "1. What are the downsides of deploying your app to a server, instead of to a client (or edge) device such as a phone or PC?\n", + "1. What are three examples of problems that could occur when rolling out a bear warning system in practice?\n", + "1. What is \"out-of-domain data\"?\n", + "1. What is \"domain shift\"?\n", + "1. What are the three steps in the deployment process?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Further Research" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1. Consider how the Drivetrain Approach maps to a project or problem you're interested in.\n", + "1. When might it be best to avoid certain types of data augmentation?\n", + "1. For a project you're interested in applying deep learning to, consider the thought experiment \"What would happen if it went really, really well?\"\n", + "1. Start a blog, and write your first blog post. For instance, write about what you think deep learning might be useful for in a domain you're interested in." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "split_at_heading": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}