preemo_text-generation-infe.../router/src/main.rs

226 lines
7.7 KiB
Rust

/// Text Generation Inference webserver entrypoint
use axum::http::HeaderValue;
use clap::Parser;
use opentelemetry::sdk::propagation::TraceContextPropagator;
use opentelemetry::sdk::trace;
use opentelemetry::sdk::trace::Sampler;
use opentelemetry::sdk::Resource;
use opentelemetry::{global, KeyValue};
use opentelemetry_otlp::WithExportConfig;
use std::net::{IpAddr, Ipv4Addr, SocketAddr};
use std::path::Path;
use text_generation_client::ShardedClient;
use text_generation_router::server;
use tokenizers::Tokenizer;
use tower_http::cors::AllowOrigin;
use tracing_subscriber::layer::SubscriberExt;
use tracing_subscriber::util::SubscriberInitExt;
use tracing_subscriber::{EnvFilter, Layer};
/// App Configuration
#[derive(Parser, Debug)]
#[clap(author, version, about, long_about = None)]
struct Args {
#[clap(default_value = "128", long, env)]
max_concurrent_requests: usize,
#[clap(default_value = "2", long, env)]
max_best_of: usize,
#[clap(default_value = "4", long, env)]
max_stop_sequences: usize,
#[clap(default_value = "1000", long, env)]
max_input_length: usize,
#[clap(default_value = "1512", long, env)]
max_total_tokens: usize,
#[clap(default_value = "32", long, env)]
max_batch_size: usize,
#[clap(default_value = "20", long, env)]
max_waiting_tokens: usize,
#[clap(default_value = "3000", long, short, env)]
port: u16,
#[clap(default_value = "/tmp/text-generation-server-0", long, env)]
master_shard_uds_path: String,
#[clap(default_value = "bigscience/bloom", long, env)]
tokenizer_name: String,
#[clap(default_value = "2", long, env)]
validation_workers: usize,
#[clap(long, env)]
json_output: bool,
#[clap(long, env)]
otlp_endpoint: Option<String>,
#[clap(long, env)]
cors_allow_origin: Option<Vec<String>>,
}
fn main() -> Result<(), std::io::Error> {
// Get args
let args = Args::parse();
// Pattern match configuration
let Args {
max_concurrent_requests,
max_best_of,
max_stop_sequences,
max_input_length,
max_total_tokens,
max_batch_size,
max_waiting_tokens,
port,
master_shard_uds_path,
tokenizer_name,
validation_workers,
json_output,
otlp_endpoint,
cors_allow_origin,
} = args;
if validation_workers == 0 {
panic!("validation_workers must be > 0");
}
init_logging(otlp_endpoint, json_output);
// CORS allowed origins
// map to go inside the option and then map to parse from String to HeaderValue
// Finally, convert to AllowOrigin
let cors_allow_origin: Option<AllowOrigin> = cors_allow_origin.map(|cors_allow_origin| {
AllowOrigin::list(
cors_allow_origin
.iter()
.map(|origin| origin.parse::<HeaderValue>().unwrap()),
)
});
// Tokenizer instance
// This will only be used to validate payloads
tracing::info!("Loading tokenizer");
let local_path = Path::new(&tokenizer_name);
let tokenizer =
if local_path.exists() && local_path.is_dir() && local_path.join("tokenizer.json").exists()
{
// Load local tokenizer
tracing::info!("Found local tokenizer");
Tokenizer::from_file(local_path.join("tokenizer.json")).unwrap()
} else {
// Download and instantiate tokenizer
// We need to download it outside of the Tokio runtime
tracing::info!("Downloading tokenizer");
Tokenizer::from_pretrained(tokenizer_name.clone(), None).unwrap()
};
tracing::info!("Tokenizer loaded");
// Launch Tokio runtime
tokio::runtime::Builder::new_multi_thread()
.enable_all()
.build()
.unwrap()
.block_on(async {
// Get pipeline tag
let model_info = reqwest::get(format!(
"https://huggingface.co/api/models/{tokenizer_name}"
))
.await
.expect("Could not connect to hf.co")
.text()
.await
.expect("error when retrieving model info from hf.co");
let model_info: serde_json::Value =
serde_json::from_str(&model_info).expect("unable to parse model info");
// if pipeline-tag == text-generation we default to return_full_text = true
let compat_return_full_text = match model_info.get("pipeline_tag") {
None => {
tracing::warn!("no pipeline tag found for model {tokenizer_name}");
false
}
Some(pipeline_tag) => pipeline_tag.as_str() == Some("text-generation"),
};
// Instantiate sharded client from the master unix socket
let mut sharded_client = ShardedClient::connect_uds(master_shard_uds_path)
.await
.expect("Could not connect to server");
// Clear the cache; useful if the webserver rebooted
sharded_client
.clear_cache(None)
.await
.expect("Unable to clear cache");
tracing::info!("Connected");
// Binds on localhost
let addr = SocketAddr::new(IpAddr::V4(Ipv4Addr::new(0, 0, 0, 0)), port);
// Run server
server::run(
compat_return_full_text,
max_concurrent_requests,
max_best_of,
max_stop_sequences,
max_input_length,
max_total_tokens,
max_batch_size,
max_waiting_tokens,
sharded_client,
tokenizer,
validation_workers,
addr,
cors_allow_origin,
)
.await;
Ok(())
})
}
/// Init logging using env variables LOG_LEVEL and LOG_FORMAT:
/// - otlp_endpoint is an optional URL to an Open Telemetry collector
/// - LOG_LEVEL may be TRACE, DEBUG, INFO, WARN or ERROR (default to INFO)
/// - LOG_FORMAT may be TEXT or JSON (default to TEXT)
fn init_logging(otlp_endpoint: Option<String>, json_output: bool) {
let mut layers = Vec::new();
// STDOUT/STDERR layer
let fmt_layer = tracing_subscriber::fmt::layer()
.with_file(true)
.with_line_number(true);
let fmt_layer = match json_output {
true => fmt_layer.json().flatten_event(true).boxed(),
false => fmt_layer.boxed(),
};
layers.push(fmt_layer);
// OpenTelemetry tracing layer
if let Some(otlp_endpoint) = otlp_endpoint {
global::set_text_map_propagator(TraceContextPropagator::new());
let tracer = opentelemetry_otlp::new_pipeline()
.tracing()
.with_exporter(
opentelemetry_otlp::new_exporter()
.tonic()
.with_endpoint(otlp_endpoint),
)
.with_trace_config(
trace::config()
.with_resource(Resource::new(vec![KeyValue::new(
"service.name",
"text-generation-inference.router",
)]))
.with_sampler(Sampler::AlwaysOn),
)
.install_batch(opentelemetry::runtime::Tokio);
if let Ok(tracer) = tracer {
layers.push(tracing_opentelemetry::layer().with_tracer(tracer).boxed());
axum_tracing_opentelemetry::init_propagator().unwrap();
};
}
// Filter events with LOG_LEVEL
let env_filter =
EnvFilter::try_from_env("LOG_LEVEL").unwrap_or_else(|_| EnvFilter::new("info"));
tracing_subscriber::registry()
.with(env_filter)
.with(layers)
.init();
}