Unverified Commit 530ff541 authored by Byron Hsu's avatar Byron Hsu Committed by GitHub
Browse files

[router] Impl radix tree and set up CI (#1893)


Co-authored-by: default avatarLianmin Zheng <lianminzheng@gmail.com>
parent 3cd28092
name: PR Test (Rust)
on:
push:
branches: [ main ]
paths:
- "rust/*"
pull_request:
branches: [ main ]
paths:
- "rust/*"
workflow_dispatch:
concurrency:
group: pr-test-rust-${{ github.ref }}
cancel-in-progress: true
jobs:
unit-test-rust:
if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request'
runs-on: 1-gpu-runner
steps:
- name: Checkout code
uses: actions/checkout@v3
- name: Install dependencies
run: |
bash scripts/ci_install_rust.sh
- name: Run fmt
run: |
source "$HOME/.cargo/env"
cd rust/
cargo fmt -- --check
- name: Run test
timeout-minutes: 20
run: |
source "$HOME/.cargo/env"
cd rust/
cargo test
\ No newline at end of file
...@@ -1607,7 +1607,7 @@ dependencies = [ ...@@ -1607,7 +1607,7 @@ dependencies = [
] ]
[[package]] [[package]]
name = "sglang-router" name = "sglang_router"
version = "0.0.0" version = "0.0.0"
dependencies = [ dependencies = [
"actix-web", "actix-web",
......
[package] [package]
name = "sglang-router" name = "sglang_router"
version = "0.0.0" version = "0.0.0"
edition = "2021" edition = "2021"
[[bin]] [[bin]]
name = "router" name = "sglang_router"
path = "src/main.rs" path = "src/main.rs"
[lib] [lib]
name = "router" name = "sglang_router"
crate-type = ["cdylib"] # Pure Rust library: Just omit crate-type (defaults to rlib)
# Python/C binding + Rust library: Use ["cdylib", "rlib"]
crate-type = ["cdylib", "rlib"]
[dependencies] [dependencies]
actix-web = "4.0" actix-web = "4.0"
......
...@@ -74,4 +74,19 @@ python -m sglang.launch_server \ ...@@ -74,4 +74,19 @@ python -m sglang.launch_server \
$ cargo build --release $ cargo build --release
$ maturin build -i /usr/bin/python $ maturin build -i /usr/bin/python
$ pip install <path to wheel> $ pip install <path to wheel>
```
### Development
1. Run test
```
$ cargo test
```
2. Run lint
```
$ cargo fmt
``` ```
\ No newline at end of file
use pyo3::prelude::*; use pyo3::prelude::*;
mod server;
pub mod router; pub mod router;
mod server;
pub mod tree;
// Python binding // Python binding
#[pyclass] #[pyclass]
...@@ -8,7 +9,7 @@ struct Router { ...@@ -8,7 +9,7 @@ struct Router {
host: String, host: String,
port: u16, port: u16,
worker_urls: Vec<String>, worker_urls: Vec<String>,
policy: String policy: String,
} }
#[pymethods] #[pymethods]
...@@ -19,7 +20,7 @@ impl Router { ...@@ -19,7 +20,7 @@ impl Router {
host, host,
port, port,
worker_urls, worker_urls,
policy policy,
} }
} }
...@@ -30,7 +31,9 @@ impl Router { ...@@ -30,7 +31,9 @@ impl Router {
let policy = self.policy.clone(); let policy = self.policy.clone();
actix_web::rt::System::new().block_on(async move { actix_web::rt::System::new().block_on(async move {
server::startup(host, port, worker_urls, policy).await.unwrap(); server::startup(host, port, worker_urls, policy)
.await
.unwrap();
}); });
Ok(()) Ok(())
...@@ -42,4 +45,4 @@ impl Router { ...@@ -42,4 +45,4 @@ impl Router {
fn sglang_router(m: &Bound<'_, PyModule>) -> PyResult<()> { fn sglang_router(m: &Bound<'_, PyModule>) -> PyResult<()> {
m.add_class::<Router>()?; m.add_class::<Router>()?;
Ok(()) Ok(())
} }
\ No newline at end of file
// src/main.rs // src/main.rs
use clap::Parser;
use clap::builder::PossibleValuesParser; use clap::builder::PossibleValuesParser;
use clap::Parser;
// declare child modules // declare child modules
mod server;
mod router; mod router;
mod server;
mod tree;
#[derive(Parser, Debug)] #[derive(Parser, Debug)]
#[command(author, version, about, long_about = None)] #[command(author, version, about, long_about = None)]
...@@ -25,4 +26,4 @@ struct Args { ...@@ -25,4 +26,4 @@ struct Args {
async fn main() -> std::io::Result<()> { async fn main() -> std::io::Result<()> {
let args = Args::parse(); let args = Args::parse();
server::startup(args.host, args.port, args.worker_urls, args.policy).await server::startup(args.host, args.port, args.worker_urls, args.policy).await
} }
\ No newline at end of file
...@@ -34,7 +34,9 @@ impl Router for RoundRobinRouter { ...@@ -34,7 +34,9 @@ impl Router for RoundRobinRouter {
return None; return None;
} }
// Use relaxed because operation order doesn't matter in round robin // Use relaxed because operation order doesn't matter in round robin
let index = self.current_index.fetch_add(1, std::sync::atomic::Ordering::Relaxed) let index = self
.current_index
.fetch_add(1, std::sync::atomic::Ordering::Relaxed)
% self.worker_urls.len(); % self.worker_urls.len();
Some(self.worker_urls[index].clone()) Some(self.worker_urls[index].clone())
} }
...@@ -62,11 +64,11 @@ impl RandomRouter { ...@@ -62,11 +64,11 @@ impl RandomRouter {
impl Router for RandomRouter { impl Router for RandomRouter {
fn select(&self) -> Option<String> { fn select(&self) -> Option<String> {
use rand::seq::SliceRandom; use rand::seq::SliceRandom;
if self.worker_urls.is_empty() { if self.worker_urls.is_empty() {
return None; return None;
} }
self.worker_urls.choose(&mut rand::thread_rng()).cloned() self.worker_urls.choose(&mut rand::thread_rng()).cloned()
} }
...@@ -83,6 +85,9 @@ pub fn create_router(worker_urls: Vec<String>, policy: String) -> Box<dyn Router ...@@ -83,6 +85,9 @@ pub fn create_router(worker_urls: Vec<String>, policy: String) -> Box<dyn Router
match policy.to_lowercase().as_str() { match policy.to_lowercase().as_str() {
"random" => Box::new(RandomRouter::new(worker_urls)), "random" => Box::new(RandomRouter::new(worker_urls)),
"round_robin" => Box::new(RoundRobinRouter::new(worker_urls)), "round_robin" => Box::new(RoundRobinRouter::new(worker_urls)),
_ => panic!("Unknown routing policy: {}. The available policies are 'random' and 'round_robin'", policy), _ => panic!(
"Unknown routing policy: {}. The available policies are 'random' and 'round_robin'",
policy
),
} }
} }
\ No newline at end of file
use actix_web::{get, post, web, App, HttpServer, HttpResponse, HttpRequest, Responder}; use crate::router::create_router;
use crate::router::Router;
use actix_web::http::header::{HeaderValue, CONTENT_TYPE};
use actix_web::{get, post, web, App, HttpRequest, HttpResponse, HttpServer, Responder};
use bytes::Bytes; use bytes::Bytes;
use futures_util::StreamExt; use futures_util::StreamExt;
use actix_web::http::header::{HeaderValue, CONTENT_TYPE};
use crate::router::Router;
use crate::router::create_router;
#[derive(Debug)] #[derive(Debug)]
pub struct AppState { pub struct AppState {
...@@ -12,89 +11,77 @@ pub struct AppState { ...@@ -12,89 +11,77 @@ pub struct AppState {
client: reqwest::Client, client: reqwest::Client,
} }
impl AppState {
impl AppState
{
pub fn new(worker_urls: Vec<String>, policy: String, client: reqwest::Client) -> Self { pub fn new(worker_urls: Vec<String>, policy: String, client: reqwest::Client) -> Self {
// Create router based on policy // Create router based on policy
let router = create_router(worker_urls, policy); let router = create_router(worker_urls, policy);
Self { Self { router, client }
router,
client,
}
} }
} }
#[get("/v1/models")] #[get("/v1/models")]
async fn v1_model( async fn v1_model(data: web::Data<AppState>) -> impl Responder {
data: web::Data<AppState>, let worker_url = match data.router.get_first() {
) -> impl Responder {
let worker_url= match data.router.get_first() {
Some(url) => url, Some(url) => url,
None => return HttpResponse::InternalServerError().finish(), None => return HttpResponse::InternalServerError().finish(),
}; };
// Use the shared client // Use the shared client
match data.client match data
.get(&format!("{}/v1/models", worker_url)) .client
.get(format!("{}/v1/models", worker_url))
.send() .send()
.await .await
{ {
Ok(res) => { Ok(res) => {
let status = actix_web::http::StatusCode::from_u16(res.status().as_u16()) let status = actix_web::http::StatusCode::from_u16(res.status().as_u16())
.unwrap_or(actix_web::http::StatusCode::INTERNAL_SERVER_ERROR); .unwrap_or(actix_web::http::StatusCode::INTERNAL_SERVER_ERROR);
// print the status // print the status
println!("Worker URL: {}, Status: {}", worker_url, status); println!("Worker URL: {}, Status: {}", worker_url, status);
match res.bytes().await { match res.bytes().await {
Ok(body) => HttpResponse::build(status).body(body.to_vec()), Ok(body) => HttpResponse::build(status).body(body.to_vec()),
Err(_) => HttpResponse::InternalServerError().finish(), Err(_) => HttpResponse::InternalServerError().finish(),
} }
}, }
Err(_) => HttpResponse::InternalServerError().finish(), Err(_) => HttpResponse::InternalServerError().finish(),
} }
} }
#[get("/get_model_info")] #[get("/get_model_info")]
async fn get_model_info( async fn get_model_info(data: web::Data<AppState>) -> impl Responder {
data: web::Data<AppState>, let worker_url = match data.router.get_first() {
) -> impl Responder {
let worker_url= match data.router.get_first() {
Some(url) => url, Some(url) => url,
None => return HttpResponse::InternalServerError().finish(), None => return HttpResponse::InternalServerError().finish(),
}; };
// Use the shared client // Use the shared client
match data.client match data
.get(&format!("{}/get_model_info", worker_url)) .client
.get(format!("{}/get_model_info", worker_url))
.send() .send()
.await .await
{ {
Ok(res) => { Ok(res) => {
let status = actix_web::http::StatusCode::from_u16(res.status().as_u16()) let status = actix_web::http::StatusCode::from_u16(res.status().as_u16())
.unwrap_or(actix_web::http::StatusCode::INTERNAL_SERVER_ERROR); .unwrap_or(actix_web::http::StatusCode::INTERNAL_SERVER_ERROR);
// print the status // print the status
println!("Worker URL: {}, Status: {}", worker_url, status); println!("Worker URL: {}, Status: {}", worker_url, status);
match res.bytes().await { match res.bytes().await {
Ok(body) => HttpResponse::build(status).body(body.to_vec()), Ok(body) => HttpResponse::build(status).body(body.to_vec()),
Err(_) => HttpResponse::InternalServerError().finish(), Err(_) => HttpResponse::InternalServerError().finish(),
} }
}, }
Err(_) => HttpResponse::InternalServerError().finish(), Err(_) => HttpResponse::InternalServerError().finish(),
} }
} }
// no deser and ser, just forward and return // no deser and ser, just forward and return
#[post("/generate")] #[post("/generate")]
async fn generate( async fn generate(req: HttpRequest, body: Bytes, data: web::Data<AppState>) -> impl Responder {
req: HttpRequest,
body: Bytes,
data: web::Data<AppState>,
) -> impl Responder {
// create a router struct // create a router struct
// TODO: use router abstraction for different policy // TODO: use router abstraction for different policy
let worker_url= match data.router.select() { let worker_url = match data.router.select() {
Some(url) => url, Some(url) => url,
None => return HttpResponse::InternalServerError().finish(), None => return HttpResponse::InternalServerError().finish(),
}; };
...@@ -104,18 +91,19 @@ async fn generate( ...@@ -104,18 +91,19 @@ async fn generate(
.map(|v| v.get("stream").and_then(|s| s.as_bool()).unwrap_or(false)) .map(|v| v.get("stream").and_then(|s| s.as_bool()).unwrap_or(false))
.unwrap_or(false); .unwrap_or(false);
let res = match data.client let res = match data
.post(&format!("{}/generate", worker_url)) .client
.post(format!("{}/generate", worker_url))
.header( .header(
"Content-Type", "Content-Type",
req.headers() req.headers()
.get("Content-Type") .get("Content-Type")
.and_then(|h| h.to_str().ok()) .and_then(|h| h.to_str().ok())
.unwrap_or("application/json") .unwrap_or("application/json"),
) )
.body(body.to_vec()) .body(body.to_vec())
.send() .send()
.await .await
{ {
Ok(res) => res, Ok(res) => res,
Err(_) => return HttpResponse::InternalServerError().finish(), Err(_) => return HttpResponse::InternalServerError().finish(),
...@@ -128,18 +116,25 @@ async fn generate( ...@@ -128,18 +116,25 @@ async fn generate(
match res.bytes().await { match res.bytes().await {
Ok(body) => HttpResponse::build(status).body(body.to_vec()), Ok(body) => HttpResponse::build(status).body(body.to_vec()),
Err(_) => HttpResponse::InternalServerError().finish(), Err(_) => HttpResponse::InternalServerError().finish(),
} }
} else { } else {
HttpResponse::build(status) HttpResponse::build(status)
.insert_header((CONTENT_TYPE, HeaderValue::from_static("text/event-stream"))) .insert_header((CONTENT_TYPE, HeaderValue::from_static("text/event-stream")))
.streaming(res.bytes_stream().map(|b| match b { .streaming(res.bytes_stream().map(|b| match b {
Ok(b) => Ok::<_, actix_web::Error>(b), Ok(b) => Ok::<_, actix_web::Error>(b),
Err(_) => Err(actix_web::Error::from(actix_web::error::ErrorInternalServerError("Failed to read stream"))), Err(_) => Err(actix_web::error::ErrorInternalServerError(
"Failed to read stream",
)),
})) }))
} }
} }
pub async fn startup(host: String, port: u16, worker_urls: Vec<String>, routing_policy: String) -> std::io::Result<()> { pub async fn startup(
host: String,
port: u16,
worker_urls: Vec<String>,
routing_policy: String,
) -> std::io::Result<()> {
println!("Starting server on {}:{}", host, port); println!("Starting server on {}:{}", host, port);
println!("Worker URLs: {:?}", worker_urls); println!("Worker URLs: {:?}", worker_urls);
...@@ -149,11 +144,7 @@ pub async fn startup(host: String, port: u16, worker_urls: Vec<String>, routing_ ...@@ -149,11 +144,7 @@ pub async fn startup(host: String, port: u16, worker_urls: Vec<String>, routing_
.expect("Failed to create HTTP client"); .expect("Failed to create HTTP client");
// Store both worker_urls and client in AppState // Store both worker_urls and client in AppState
let app_state = web::Data::new(AppState::new( let app_state = web::Data::new(AppState::new(worker_urls, routing_policy, client));
worker_urls,
routing_policy,
client,
));
HttpServer::new(move || { HttpServer::new(move || {
App::new() App::new()
...@@ -165,4 +156,4 @@ pub async fn startup(host: String, port: u16, worker_urls: Vec<String>, routing_ ...@@ -165,4 +156,4 @@ pub async fn startup(host: String, port: u16, worker_urls: Vec<String>, routing_
.bind((host, port))? .bind((host, port))?
.run() .run()
.await .await
} }
\ No newline at end of file
use std::collections::HashMap;
use std::mem;
#[derive(Clone)]
pub struct Node {
pub children: HashMap<usize, Node>, // the key is first id of the child because each child must have unique first id
pub ids: Vec<usize>,
pub count: usize,
}
pub struct RadixTree {
pub root: Node,
}
fn common_prefix_len(a: &[usize], b: &[usize]) -> usize {
let mut i = 0;
while i < a.len() && i < b.len() && a[i] == b[i] {
i += 1;
}
i
}
impl Default for RadixTree {
fn default() -> Self {
Self::new()
}
}
impl RadixTree {
pub fn new() -> Self {
RadixTree {
root: Node {
children: HashMap::new(),
ids: Vec::new(),
count: 0,
},
}
}
pub fn insert(&mut self, input_ids: &[usize]) {
let mut curr = &mut self.root;
curr.count += 1;
let mut curr_idx = 0;
let input_ids_len = input_ids.len();
while curr_idx < input_ids_len {
let first_id = &input_ids[curr_idx];
// TODO: changing this get_mut causes error
if curr.children.contains_key(first_id) {
let child = curr.children.get_mut(first_id).unwrap();
let prefix_len = common_prefix_len(&input_ids[curr_idx..], &child.ids);
if prefix_len == child.ids.len() {
// move curr to child
curr = child;
curr.count += 1;
curr_idx += prefix_len;
} else {
// split child
// [child]->... => [child]->[new child]->...
let new_child = Node {
// to avoid clone: replace child.children with default value (empty vector) and return the original value
children: mem::take(&mut child.children),
ids: child.ids[prefix_len..].to_vec(),
count: child.count,
};
child.ids = child.ids[..prefix_len].to_vec();
child.children = HashMap::new();
child.children.insert(new_child.ids[0], new_child);
curr = child;
curr.count += 1;
curr_idx += prefix_len;
}
} else {
// create new child
let new_child = Node {
children: HashMap::new(),
ids: input_ids[curr_idx..].to_vec(),
count: 0,
};
let first_id = new_child.ids[0];
curr.children.insert(first_id, new_child);
curr = curr.children.get_mut(&first_id).unwrap();
curr.count += 1;
curr_idx = input_ids_len;
}
}
}
pub fn prefix_match<'a>(&self, input_ids: &'a [usize]) -> &'a [usize] {
let mut curr = &self.root;
let mut curr_idx = 0;
let input_ids_len = input_ids.len();
while curr_idx < input_ids_len {
match curr.children.get(&input_ids[curr_idx]) {
Some(child) => {
let prefix_len = common_prefix_len(&input_ids[curr_idx..], &child.ids);
if prefix_len == child.ids.len() {
curr_idx += prefix_len;
curr = child;
} else {
curr_idx += prefix_len;
break;
}
}
None => {
break;
}
}
}
&input_ids[..curr_idx]
}
pub fn delete(&mut self, input_ids: &[usize]) {
let mut curr = &mut self.root;
curr.count -= 1;
let mut curr_idx = 0;
let input_ids_len = input_ids.len();
while curr_idx < input_ids_len {
let first_id = &input_ids[curr_idx];
if curr.children.contains_key(first_id) {
let child = curr.children.get(first_id).unwrap();
let prefix_len = common_prefix_len(&input_ids[curr_idx..], &child.ids);
if prefix_len == child.ids.len() {
if child.count == 1 {
// If count will become 0, remove the child
let child = curr.children.get_mut(first_id).unwrap();
child.count -= 1;
curr.children.remove(first_id);
break;
} else {
// Otherwise decrement count and continue
let child = curr.children.get_mut(first_id).unwrap();
child.count -= 1;
curr = child;
curr_idx += prefix_len;
}
} else {
panic!("No match found for {:?}", input_ids);
}
} else {
panic!("No match found for {:?}", input_ids);
}
}
}
// for debug
pub fn pretty_print(&self) {
println!("RadixTree:");
Self::print_node(&self.root, String::from(""));
}
fn print_node(node: &Node, prefix: String) {
// Print current node info with "count" word
println!("{}└── {:?} (count: {})", prefix, node.ids, node.count);
// Print children with proper prefixes
for (i, child) in node.children.values().enumerate() {
let is_last = i == node.children.len() - 1;
let child_prefix = if is_last {
format!("{} ", prefix) // Add space for last child
} else {
format!("{}│ ", prefix) // Add vertical line for other children
};
Self::print_node(child, child_prefix);
}
}
}
use sglang_router::tree::RadixTree;
#[test]
fn test_new_tree() {
let tree = RadixTree::new();
assert_eq!(tree.root.count, 0);
assert!(tree.root.children.is_empty());
assert!(tree.root.ids.is_empty());
}
#[test]
fn test_single_insertion() {
let mut tree = RadixTree::new();
tree.insert(&[1, 2, 3]);
assert_eq!(tree.root.count, 1);
assert_eq!(tree.root.children.len(), 1);
assert_eq!(tree.root.children[&1].ids, vec![1, 2, 3]);
assert_eq!(tree.root.children[&1].count, 1);
}
#[test]
fn test_multiple_insertions_no_split() {
let mut tree = RadixTree::new();
tree.insert(&[1, 2, 3]);
tree.insert(&[4, 5, 6]);
assert_eq!(tree.root.count, 2);
assert_eq!(tree.root.children.len(), 2);
assert_eq!(tree.root.children[&1].ids, vec![1, 2, 3]);
assert_eq!(tree.root.children[&4].ids, vec![4, 5, 6]);
}
#[test]
fn test_insertion_with_split() {
let mut tree = RadixTree::new();
tree.insert(&[1, 2, 3, 4]);
tree.insert(&[1, 2, 5, 6]);
assert_eq!(tree.root.count, 2);
assert_eq!(tree.root.children.len(), 1);
assert_eq!(tree.root.children[&1].ids, vec![1, 2]);
assert_eq!(tree.root.children[&1].children.len(), 2);
assert_eq!(tree.root.children[&1].children[&3].ids, vec![3, 4]);
assert_eq!(tree.root.children[&1].children[&5].ids, vec![5, 6]);
}
#[test]
fn test_prefix_match_exact() {
let mut tree = RadixTree::new();
tree.insert(&[1, 2, 3, 4]);
assert_eq!(tree.prefix_match(&[1, 2, 3, 4]), &[1, 2, 3, 4]);
}
#[test]
fn test_prefix_match_partial() {
let mut tree = RadixTree::new();
tree.insert(&[1, 2, 3, 4]);
assert_eq!(tree.prefix_match(&[1, 2, 3, 5]), &[1, 2, 3]);
assert_eq!(tree.prefix_match(&[1, 2, 5]), &[1, 2]);
assert_eq!(tree.prefix_match(&[1, 5]), &[1]);
}
#[test]
fn test_prefix_match_no_match() {
let mut tree = RadixTree::new();
tree.insert(&[1, 2, 3, 4]);
let empty_slices: &[usize] = &[];
assert_eq!(tree.prefix_match(&[5, 6, 7]), empty_slices);
}
#[test]
fn test_delete_leaf() {
let mut tree = RadixTree::new();
tree.insert(&[1, 2, 3]);
tree.delete(&[1, 2, 3]);
assert_eq!(tree.root.count, 0);
assert_eq!(tree.root.children.len(), 0);
}
#[test]
fn test_delete_with_siblings() {
let mut tree = RadixTree::new();
tree.insert(&[1, 2, 3]);
tree.insert(&[1, 2, 4]);
tree.delete(&[1, 2, 3]);
assert_eq!(tree.root.count, 1);
assert_eq!(tree.root.children[&1].children[&4].ids, vec![4]);
}
#[test]
fn test_multiple_operations() {
let mut tree = RadixTree::new();
// Insert several paths
tree.insert(&[1, 2, 3]);
tree.insert(&[1, 2, 4]);
tree.insert(&[1, 5, 6]);
// Verify structure
assert_eq!(tree.root.count, 3);
assert_eq!(tree.prefix_match(&[1, 2, 3]), &[1, 2, 3]);
assert_eq!(tree.prefix_match(&[1, 2, 4]), &[1, 2, 4]);
assert_eq!(tree.prefix_match(&[1, 5, 6]), &[1, 5, 6]);
// Delete and verify
tree.delete(&[1, 2, 3]);
assert_eq!(tree.root.count, 2);
assert_eq!(tree.prefix_match(&[1, 2, 3]), &[1, 2]); // Now only matches prefix
}
#[test]
#[should_panic(expected = "No match found")]
fn test_delete_nonexistent() {
let mut tree = RadixTree::new();
tree.insert(&[1, 2, 3]);
tree.delete(&[4, 5, 6]); // Should panic
}
#[test]
fn test_empty_input() {
let mut tree = RadixTree::new();
let empty_slice: &[usize] = &[];
tree.insert(empty_slice);
assert_eq!(tree.prefix_match(empty_slice), empty_slice);
tree.delete(empty_slice); // Should not panic
}
# these are required for actix
apt-get update
apt-get install -y libssl-dev pkg-config
# Install rustup (Rust installer and version manager)
curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y
# Follow the installation prompts, then reload your shell
. "$HOME/.cargo/env"
source $HOME/.cargo/env
# Verify installation
rustc --version
cargo --version
\ No newline at end of file
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