2023-02-13 12:02:45 +00:00
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/// Text Generation Inference webserver entrypoint
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2023-02-17 17:22:00 +00:00
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use axum::http::HeaderValue;
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2022-10-18 13:19:03 +00:00
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use clap::Parser;
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2023-02-13 12:02:45 +00:00
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use opentelemetry::sdk::propagation::TraceContextPropagator;
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use opentelemetry::sdk::trace;
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use opentelemetry::sdk::trace::Sampler;
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use opentelemetry::sdk::Resource;
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use opentelemetry::{global, KeyValue};
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use opentelemetry_otlp::WithExportConfig;
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2022-10-17 16:27:33 +00:00
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use std::net::{IpAddr, Ipv4Addr, SocketAddr};
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2022-10-28 17:24:00 +00:00
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use text_generation_client::ShardedClient;
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2022-10-17 12:59:00 +00:00
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use text_generation_router::server;
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2022-10-11 14:50:54 +00:00
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use tokenizers::Tokenizer;
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2023-02-17 17:22:00 +00:00
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use tower_http::cors::AllowOrigin;
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2023-02-13 12:02:45 +00:00
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use tracing_subscriber::layer::SubscriberExt;
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use tracing_subscriber::util::SubscriberInitExt;
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use tracing_subscriber::{EnvFilter, Layer};
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2022-10-17 16:27:33 +00:00
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/// App Configuration
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#[derive(Parser, Debug)]
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#[clap(author, version, about, long_about = None)]
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struct Args {
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2022-10-18 13:19:03 +00:00
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#[clap(default_value = "128", long, env)]
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max_concurrent_requests: usize,
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2023-02-15 20:56:59 +00:00
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#[clap(default_value = "4", long, env)]
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max_stop_sequences: usize,
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#[clap(default_value = "1000", long, env)]
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max_input_length: usize,
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#[clap(default_value = "1512", long, env)]
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max_total_tokens: usize,
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#[clap(default_value = "32", long, env)]
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max_batch_size: usize,
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#[clap(default_value = "20", long, env)]
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max_waiting_tokens: usize,
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#[clap(default_value = "3000", long, short, env)]
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port: u16,
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#[clap(default_value = "/tmp/text-generation-0", long, env)]
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master_shard_uds_path: String,
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#[clap(default_value = "bigscience/bloom", long, env)]
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tokenizer_name: String,
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#[clap(default_value = "2", long, env)]
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validation_workers: usize,
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#[clap(long, env)]
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json_output: bool,
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#[clap(long, env)]
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otlp_endpoint: Option<String>,
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#[clap(long, env)]
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cors_allow_origin: Option<Vec<String>>,
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}
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2022-10-08 10:30:12 +00:00
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2022-10-11 14:50:54 +00:00
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fn main() -> Result<(), std::io::Error> {
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// Get args
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let args = Args::parse();
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// Pattern match configuration
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let Args {
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max_concurrent_requests,
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max_stop_sequences,
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max_input_length,
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max_total_tokens,
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max_batch_size,
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max_waiting_tokens,
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port,
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master_shard_uds_path,
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tokenizer_name,
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validation_workers,
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json_output,
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otlp_endpoint,
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cors_allow_origin,
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} = args;
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if validation_workers == 0 {
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panic!("validation_workers must be > 0");
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}
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// CORS allowed origins
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// map to go inside the option and then map to parse from String to HeaderValue
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// Finally, convert to AllowOrigin
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let cors_allow_origin: Option<AllowOrigin> = cors_allow_origin.map(|cors_allow_origin| {
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AllowOrigin::list(
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cors_allow_origin
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.iter()
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.map(|origin| origin.parse::<HeaderValue>().unwrap()),
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)
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});
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// Download and instantiate tokenizer
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// This will only be used to validate payloads
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//
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// We need to download it outside of the Tokio runtime
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let tokenizer = Tokenizer::from_pretrained(tokenizer_name.clone(), None).unwrap();
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// Launch Tokio runtime
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tokio::runtime::Builder::new_multi_thread()
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.enable_all()
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.build()
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.unwrap()
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.block_on(async {
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init_logging(otlp_endpoint, json_output);
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// Get pipeline tag
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let model_info = reqwest::get(format!(
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"https://huggingface.co/api/models/{tokenizer_name}"
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))
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.await
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.expect("Could not connect to hf.co")
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.text()
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.await
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.expect("error when retrieving model info from hf.co");
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let model_info: serde_json::Value =
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serde_json::from_str(&model_info).expect("unable to parse model info");
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// if pipeline-tag == text-generation we default to return_full_text = true
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let compat_return_full_text = match model_info.get("pipeline_tag") {
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None => {
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tracing::warn!("no pipeline tag found for model {tokenizer_name}");
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false
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}
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Some(pipeline_tag) => pipeline_tag.as_str() == Some("text-generation"),
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};
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// Instantiate sharded client from the master unix socket
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let mut sharded_client = ShardedClient::connect_uds(master_shard_uds_path)
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.await
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.expect("Could not connect to server");
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// Clear the cache; useful if the webserver rebooted
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sharded_client
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.clear_cache()
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.await
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.expect("Unable to clear cache");
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tracing::info!("Connected");
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// Binds on localhost
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let addr = SocketAddr::new(IpAddr::V4(Ipv4Addr::new(0, 0, 0, 0)), port);
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// Run server
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server::run(
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compat_return_full_text,
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max_concurrent_requests,
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max_stop_sequences,
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max_input_length,
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max_total_tokens,
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max_batch_size,
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max_waiting_tokens,
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2022-10-18 13:19:03 +00:00
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sharded_client,
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tokenizer,
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validation_workers,
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addr,
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cors_allow_origin,
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)
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.await;
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Ok(())
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})
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}
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/// Init logging using env variables LOG_LEVEL and LOG_FORMAT:
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/// - otlp_endpoint is an optional URL to an Open Telemetry collector
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/// - LOG_LEVEL may be TRACE, DEBUG, INFO, WARN or ERROR (default to INFO)
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/// - LOG_FORMAT may be TEXT or JSON (default to TEXT)
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fn init_logging(otlp_endpoint: Option<String>, json_output: bool) {
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let mut layers = Vec::new();
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// STDOUT/STDERR layer
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let fmt_layer = tracing_subscriber::fmt::layer()
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.with_file(true)
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.with_line_number(true);
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let fmt_layer = match json_output {
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true => fmt_layer.json().flatten_event(true).boxed(),
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false => fmt_layer.boxed(),
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};
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layers.push(fmt_layer);
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// OpenTelemetry tracing layer
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if let Some(otlp_endpoint) = otlp_endpoint {
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global::set_text_map_propagator(TraceContextPropagator::new());
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let tracer = opentelemetry_otlp::new_pipeline()
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.tracing()
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.with_exporter(
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opentelemetry_otlp::new_exporter()
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.tonic()
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.with_endpoint(otlp_endpoint),
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)
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.with_trace_config(
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trace::config()
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.with_resource(Resource::new(vec![KeyValue::new(
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"service.name",
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"text-generation-inference.router",
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)]))
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.with_sampler(Sampler::AlwaysOn),
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)
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.install_batch(opentelemetry::runtime::Tokio);
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if let Ok(tracer) = tracer {
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layers.push(tracing_opentelemetry::layer().with_tracer(tracer).boxed());
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axum_tracing_opentelemetry::init_propagator().unwrap();
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};
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}
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// Filter events with LOG_LEVEL
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let env_filter =
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EnvFilter::try_from_env("LOG_LEVEL").unwrap_or_else(|_| EnvFilter::new("info"));
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tracing_subscriber::registry()
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.with(env_filter)
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.with(layers)
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.init();
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}
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