Examples
Wordcount
use renoir::prelude::*;
fn main() {
// Convenience method to parse deployment config from CLI arguments
let (config, args) = RuntimeConfig::from_args();
config.spawn_remote_workers();
let env = StreamContext::new(config);
let result = env
// Open and read file line by line in parallel
.stream_file(&args[0])
// Split into words
.flat_map(|line| tokenize(&line))
// Partition
.group_by(|word| word.clone())
// Count occurrences
.fold(0, |count, _word| *count += 1)
// Collect result
.collect_vec();
env.execute_blocking(); // Start execution (blocking)
if let Some(result) = result.get() {
// Print word counts
result.into_iter().for_each(|(word, count)| println!("{word}: {count}"));
}
}
fn tokenize(s: &str) -> Vec<String> {
// Simple tokenisation strategy
s.split_whitespace().map(str::to_lowercase).collect()
}
// Execute on 6 local hosts `cargo run -- -l 6 input.txt`
Wordcount associative (faster)
use renoir::prelude::*;
fn main() {
// Convenience method to parse deployment config from CLI arguments
let (config, args) = RuntimeConfig::from_args();
let env = StreamContext::new(config);
let result = env
.stream_file(&args[0])
// Adaptive batching(default) has predictable latency
// Fixed size batching often leads to shorter execution times
// If data is immediately available and latency is not critical
.batch_mode(BatchMode::fixed(1024))
.flat_map(move |line| tokenize(&line))
.map(|word| (word, 1))
// Associative operators split the operation in a local and a
// global step for faster execution
.group_by_reduce(|w| w.clone(), |(_w1, c1), (_w2, c2)| *c1 += c2)
.unkey()
.collect_vec();
env.execute_blocking(); // Start execution (blocking)
if let Some(result) = result.get() {
// Print word counts
result.into_iter().for_each(|(word, count)| println!("{word}: {count}"));
}
}
fn tokenize(s: &str) -> Vec<String> {
s.split_whitespace().map(str::to_lowercase).collect()
}
// Execute on multiple hosts `cargo run -- -r config.toml input.txt`
Remote deployment
# config.toml
[[host]]
address = "host1.lan"
base_port = 9500
num_cores = 16
[[host]]
address = "host2.lan"
base_port = 9500
num_cores = 24
ssh = { username = "renoir", key_file = "/home/renoir/.ssh/id_ed25519" }
Refer to the examples directory for an extended set of working examples