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Infinite Streams with Elixir
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# Elixir has lazily evaluated enumerable objects that allow you | |
# to work with enumerable objects like lists either only as needed | |
# or infinitely. | |
# Start up iex to play around | |
$ iex | |
# Typical enumeration is done eagerly where the result is computed ASAP | |
iex> Enum.map(1..10, fn i -> i * 2 end) | |
[2, 4, 6, 8, 10, 12, 14, 16, 18, 20] | |
# So if we do map twice we'll see that it executes twice | |
# Note: `1..10 |> Enum.map(fun)` is the same as `Enum.map(1..10, fun)` | |
# The |> pipe operator passes the result of the previous function into the first | |
# parameter of the function to the right. Therefore, `a |> b |> c |> d` is equivalent to | |
# `d(c(b(a)))` which is harder to read since it executes inside out. This is the form Elixir | |
# compiles it down to, so theres no runtime difference between the two forms. | |
iex> Enum.map(1..10, fn i -> IO.inspect(i) end) |> Enum.map(fn i -> IO.inspect(i) end) | |
1 | |
2 | |
3 | |
4 | |
5 | |
6 | |
7 | |
8 | |
9 | |
10 | |
1 | |
2 | |
3 | |
4 | |
5 | |
6 | |
7 | |
8 | |
9 | |
10 | |
[1, 2, 3, 4, 5, 6, 7, 8, 9, 10] | |
# However a stream will delay execution until absoutely necessary | |
iex> Stream.map(1..10, fn i -> IO.inspect(i) end) |> Stream.map(fn i -> IO.inspect(i) end) | |
#Stream<[enum: 1..10, | |
funs: [#Function<0.98695279/1 in Stream.map/2>, | |
#Function<0.98695279/1 in Stream.map/2>]]> | |
# Notice how it wasn't executed, it just returned a data structure representing | |
# what we want to do, including both functions we want to execute. | |
# We can execute it by performing an Enum function on it. We can shorten this up by using | |
# the anonymous function syntax instead | |
iex> Stream.map(1..10, &IO.inspect/1) |> Stream.map(&IO.inspect/1) |> Enum.take(1) | |
1 | |
1 | |
[1] | |
# So if we only need the first element, we won't map the whole list and then just grab the first | |
# as we might do in other languages (wasting the computation performed on the rest of the list). | |
iex> Stream.map(1..10, fn i -> i * 2 end) |> Enum.take(1) | |
[2] # Never computed for 2..10 | |
# We can compose multiple streams together also. | |
iex> 1..10 |> Stream.map(fn i -> i * 2 end) |> Stream.filter(fn(i) -> i >= 4 end) |> Enum.take(1) | |
[4] | |
# Because of the order, we're asking to double each element and the drop the ones that are less than 4, then | |
# just grabbing the first that matches that condition. That means we can also reverse the order to do the filtering | |
# first and then perform the work as little as possible, if our business logic allowed it. | |
iex> 1..10 |> Stream.filter(fn(i) -> i >= 3 end) |> Stream.map(fn(i)-> i * 2 end) |> Enum.take(1) | |
[6] | |
# Elixir also has infinite streams that never end. Basically we're going to ask to generate a repeating stream. | |
iex> Stream.cycle(1..10) | |
#Function<60.98695279/2 in Stream.unfold/2> | |
# And then we can take as many as we want | |
iex> Stream.cycle(1..10) |> Enum.take(10) | |
[1, 2, 3, 4, 5, 6, 7, 8, 9, 10] | |
iex> Stream.cycle(1..10) |> Enum.take(20) | |
[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10] | |
# So we can perform work if needing to by taking an infinite stream and turning it into a list (which will never end) | |
iex> Stream.cycle(1..10) |> | |
...> # Filter out odd numbers (rem/2 is the modulus function, calculating remainder) | |
...> Stream.filter(&(rem(&1, 2) == 0)) |> | |
...> # Reject the number 6 just cause | |
...> Stream.reject(&match?(6, &1)) |> | |
...> # Print out the number | |
...> Stream.map(&IO.inspect/1) |> | |
...> # Take the first 10 items | |
...> Enum.take(10) | |
2 | |
4 | |
8 | |
10 | |
2 | |
4 | |
8 | |
10 | |
2 | |
4 | |
[2, 4, 8, 10, 2, 4, 8, 10, 2, 4] | |
# If instead we attempt to convert the infinite list to a finite list, it will never complete | |
iex> Stream.cycle(1..10) |> | |
...> Stream.filter(&(rem(&1, 2) == 0)) |> | |
...> Stream.reject(&match?(6, &1)) |> | |
...> Stream.map(&IO.inspect/1) |> | |
...> # This call here will lock only the current process into performing this work until the end of time | |
...> Enum.to_list | |
2 | |
4 | |
8 | |
10 | |
2 | |
4 | |
8 | |
10 | |
2 | |
4 | |
8 | |
10 | |
2 | |
4 | |
8 | |
10 | |
2 | |
# This output never ends... CTRL+C twice to exit | |
# We're going to process data from twitter this way! | |
# Start a new Phoenix project | |
$ mix phoenix.new twitter_stream | |
# Open up mix.exs, and add extwitter | |
def application do | |
[mod: {TwitterStream, []}, | |
applications: [:phoenix, :phoenix_html, :cowboy, :logger, :gettext, | |
:phoenix_ecto, :postgrex, :extwitter]] # Add extwitter here | |
end | |
# And change the deps to | |
defp deps do | |
[ | |
{:phoenix, "~> 1.1.4"}, | |
{:postgrex, ">= 0.0.0"}, | |
{:phoenix_ecto, "~> 2.0"}, | |
{:phoenix_html, "~> 2.4"}, | |
{:phoenix_live_reload, "~> 1.0", only: :dev}, | |
{:gettext, "~> 0.9"}, | |
{:cowboy, "~> 1.0"}, | |
{:oauth, github: "tim/erlang-oauth"}, # Add this and the line below | |
{:extwitter, "~> 0.7.1"} | |
] | |
end | |
# And add the configuration keys you'll need to hit their API into config/config.exs. You'll | |
# need to get these values from apps.twitter.com (make an app and get its keys). | |
config :extwitter, :oauth, | |
consumer_key: System.get_env("TWITTER_CONSUMER_KEY"), | |
consumer_secret: System.get_env("TWITTER_CONSUMER_SECRET"), | |
access_token: System.get_env("TWITTER_ACCESS_TOKEN"), | |
access_token_secret: System.get_env("TWITTER_ACCESS_SECRET") | |
# Fetch dependencies | |
$ mix deps.get | |
# Open up iex with all our code loaded | |
$ iex -S mix | |
# We can fetch the last value with | |
iex> ExTwitter.search("apple") |> Enum.map(&( &1.text )) | |
... | |
# ExTwitter gives us an Elixir Stream we can use: | |
iex> ExTwitter.stream_filter(track: "apple") | |
#Function<10.98695279/2 in Stream.resource/3> | |
# This is possible because of `Stream.resource/3` | |
iex> h Stream.resource/3 | |
# Basically, if we provide 3 functions: an initialization function, a get next function, and a | |
# cleanup function; Elixir will let us create our own data streams. | |
# We can take a few values from the extwitter stream, and it won't return until its got all 5 values | |
iex> ExTwitter.stream_filter(track: "apple") |> Enum.take(5) | |
# But if we stream map it, we'll see data coming through as it comes in: | |
iex> ExTwitter.stream_filter(track: "apple") |> Stream.map(&(&1.text)) |> Stream.map(&IO.inspect/1) |> Enum.take(10) | |
... | |
[ ... ] | |
# Lets stream this onto the page in our phoenix app: | |
$ mix phoenix.gen.channel Tweet tweets | |
# Open up web/channels/tweet_channel.ex and change the join function to | |
def join("tweets:" <> _tweet, payload, socket) do | |
{:ok, socket} | |
end | |
# You can delete the `authorized?/1` function and both `handle_in/3` functions if you'd like. | |
# Uncomment the last line of web/static/javascript/app.js to include the socket.js file | |
# Add this line to the bottom of the socket.js file before the export line: | |
let channel = socket.channel(`tweets:${prompt("Twitter to search for")}`, {}) | |
channel.on('tweet', tweet => { $('#tweets').prepend(tweet.html) }) | |
channel.join() | |
# Open web/channels/user_socket.ex and allow the user to join that channel by replacing line 5 with: | |
channel "tweets:*", TwitterStream.TweetChannel | |
# Add jquery to the head tag of web/templates/layout/app.html.eex (normally this is done via package.json) | |
<script src="https://code.jquery.com/jquery-2.2.3.min.js"></script> | |
# Boot up the phoenix server | |
$ iex -S mix phoenix.server | |
# Replace web/templates/pages/index.html.eex with a div for our tweets: | |
<div id="tweets"> | |
</div> | |
# Add a file for rendering a specific tweet into web/templates/pages/tweet.html.eex | |
<div class="col-xs-12"> | |
<img src="<%= @tweet.profile_url %>"/> | |
<%= @tweet.text %> | |
</div> | |
# We can render that view supplying the data easily | |
iex> html = Phoenix.View.render_to_string(TwitterStream.PageView, "tweet.html", tweet: %{profile_url: "https://pbs.twimg.com/profile_images/714638875377999872/DawaNC9x_normal.jpg", text: "This is the text of the tweet"}) | |
# And then broadcast it and it should show up on the screen | |
iex> TwitterStream.Endpoint.broadcast "tweets:apple", "tweet", %{html: html} | |
# So to stream them in we can simply do | |
iex> ExTwitter.stream_filter(track: "apple") |> | |
...> # Take the huge amount of data and break it down into just the fields we want | |
...> Stream.map(&(%{profile_url: &1.user.profile_image_url, text: &1.text})) |> | |
...> # Print it out so we see it coming in on the console too | |
...> Stream.map(&IO.inspect/1) |> | |
...> # Render the tweet to HTML | |
...> Stream.map(&(Phoenix.View.render_to_string(TwitterStream.PageView, "tweet.html", tweet: &1))) |> | |
...> # Broadcast it to all listening users | |
...> Stream.map(&(TwitterStream.Endpoint.broadcast("tweets:apple", "tweet", %{html: &1}))) |> | |
...> # Do this forever! | |
...> Enum.to_list | |
# CTRL + C twice to exit | |
# To make this final we'll just kick this off in a separate process whenever a join occurs. Change the | |
# web/channels/tweet_channel.ex to the following: | |
# NOTE: This isn't the right place to add this, but its a quick hack and it works for the demo | |
def join("tweets:" <> tweet, payload, socket) do | |
spawn_link fn -> | |
[track: tweet] | |
|> ExTwitter.stream_filter | |
|> Stream.map(&(%{profile_url: &1.user.profile_image_url, text: &1.text})) | |
|> Stream.map(&IO.inspect/1) | |
|> Stream.map(&(Phoenix.View.render_to_string(TwitterStream.PageView, "tweet.html", tweet: &1))) | |
|> Stream.map(&(TwitterStream.Endpoint.broadcast("tweets:" <> tweet, "tweet", %{html: &1}))) | |
|> Enum.to_list | |
end | |
{:ok, socket} | |
end | |
# Launch the server (if it isnt running already) and test it out! | |
$ mix phoenix.server | |
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