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Counting Pogs on Twitch in Rust, part 1

In 2022 I started creating a new secret project that's still in the works, but part of this project is basically counting the amount of times a user says a specific word in Twitch chat.

I used a combination of an axum http server, a twitch irc bot, a tracing library, and polars for processing.

TLDR how?

There's a few technical layers to this application. The first part is we create a bot to connect to the twitch chat. Every time a user sends a message, we log that message to our tracing library. In our tracing library, we configure it to write a specific tracing layer, chat_messages, to a log.

The next part is configuring an http server using axum. It has a route that can receive event requests to process the logs. Using polars, we'll read the logs into memory, then parse them. One neat thing about polars is its ability to parse over the memory limit of data.

connect to twitch chat with twitch-irc

twitch-irc is a nice little package that makes it incredibly easy to connect to a twitch chat. If you're only acting as a receiver (not sending messages), you don't need to create any authentication tokens/configurations.

For this part, we'll just create an asynchronous function that we can call to connect to the twitch chat and starting receiving message logs. You basically just need the example in the README, but we're going to add a tracing library for logging each message to. Each of these messages, using the tracing_appender so that each log can get appended to a rolling hourly log file.

Here's the dependencies to run the code below

tracing = "0.1"
tracing-subscriber = { version = "0.3", features = ["env-filter", "json", "time"] }
twitch-irc = { version = "5.0.0", features = ["refreshing-token-rustls-native-roots"] }
tokio = { version = "1.26.0", features = ["full"] }
tracing-appender = "0.2"

And here's the code to connect to your favorite streamer sodapoppin! (lots of data)

use twitch_irc::login::StaticLoginCredentials;
use twitch_irc::TwitchIRCClient;
use twitch_irc::{ClientConfig, SecureTCPTransport};

const STREAMER: &str = "sodapoppin";

pub async fn main() {
    // Initialize tracing subscriber
    // This is our appender, it should end up creating a file at, relative to the cwd, `_data/messages/sodapoppin/chat_messages-{timestamp}`.
    // This will hold the message including the fields we specified, as well as a timer to check performance, a target to validate tracing channel,
    // and finally converting all that to a flattened json line.
    let file_appender = tracing_appender::rolling::hourly(format!("_data/messages/{}", STREAMER), "chat_messages");
    let (non_blocking, _guard) = tracing_appender::non_blocking(file_appender);
    // initializes the bot configuration
    let bot_config = ClientConfig::default();
    let (mut incoming_messages, client) =
        TwitchIRCClient::<SecureTCPTransport, StaticLoginCredentials>::new(bot_config);

    // Create the handler for receiving messages. This is where you can configure what to do with a message
    let join_handle = tokio::spawn(async move {
        while let Some(message) = incoming_messages.recv().await {
                target: "chat_messages", // this is important to isolate messages in our log
                Level::INFO, // you can change this to another level, its fairly arbitrary for this use case
                channel = msg.channel_login,
                sender =,
                message = msg.message_text,
                server_timestamp = msg.server_timestamp.to_string(), // It's useful to track this to track time between message posting and processing
                id = msg.message_id,

    // Tell our client to initialize the connection to sodapoppin

    // initialize our message receiver

creating an axum server

Note: I am creating a second binary for this part. I usually use Cargo workspaces to manage the project, but you do you boo. I use the bot as a "collector" and this http server as a "processor"

The next part is to initialize a processing layer. This layer will be able to read our JSON logs and process them based on options we should be able to configure. We'll create an axum server to act as our communication layer into this binary. The axum server will be able to receive requests that ask for processing. We'll also equip this http layer with tracing because tracing is awesome and it's useful for debugging.

Here's the dependencies I used for the code below:

name = "processor"
version = "0.1.0"
edition = "2021"

# See more keys and their definitions at

axum = { version = "0.6", features = ["macros", "json"] }
tokio = { version = "1.25", features = ["full"] }
tower-http = { version = "0.4", features = ["trace"] }
tracing = "0.1"
tracing-subscriber = { version = "0.3", features = ["env-filter"] }
serde = { version = "1.0", features = ["derive"] }
serde_json = "1.0"
polars = { version = "0.27.2", features = ["lazy", "dynamic_groupby", "json", "strings", "dtype-date"] }

And here's the http server I created. It has a root route that is mostly for me debugging if it's alive at all. I also have a status route, which is basically the same thing (I realize as I type this out). The status route is what I personally use for things health checks, but it can supply useful data you can easily configure.

It also adds tracing similar to how we do in the bot and processor, and a utility dynamic port function. That function just checks to see whether the PORT environment variable is set, otherwise it falls back to the default (8000).

use std::env;
use std::net::SocketAddr;

use axum::routing::{get, post};
use axum::Router;
use tower_http::trace;
use tower_http::trace::TraceLayer;
use tracing::{info, Level};
use tracing_subscriber::EnvFilter;

// mod event;

const DEFAULT_PORT: &str = "8000";

async fn main() -> Result<(), std::io::Error> {
    // Initialize tracer

    // Initialize router for api
    let app = Router::new()
        .route("/", get(|| async { "Hello, World!" }))
        .route("/status", get(|| async { "Solid." }))
        // .route("/event", post(event::post_event))

    // Create address based on localhost and specified port
    let addr = SocketAddr::from(([0, 0, 0, 0], get_port()));

    // Start axum server on specified address
    info!("Binding to http://{}", addr);


/// Function for dynamically gathering the port based on the PORT env variable or falling back to the DEFAULT_PORT
fn get_port() -> u16 {
        .expect("Need a number for the port")

I also added, and commented out, the events route and the events mod, which is going to have the polars processing it. I'm going to add that section in a part 2 because its fun to talk about, but if you want a skeleton I actually posted some unfinished, but good, code in beautiful rust.