swarm-stt: metrics and a Grafana board for the speech-to-text service
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2 changed files with 681 additions and 17 deletions
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@ -10,10 +10,11 @@ use std::collections::HashSet;
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use std::path::PathBuf;
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use std::sync::{Arc, Mutex};
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use std::time::Duration;
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use std::time::{Duration, Instant};
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use anyhow::{Context as _, Result, bail};
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use futures_util::StreamExt as _;
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use metrics::{Metrics, Outcome};
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use swarm_queue_client::{ClientSecret, QueueConfig};
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use swarm_secret_client::stored_secret::StoredSecret;
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use swarm_stt::engine::Whisper;
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@ -21,6 +22,8 @@ use swarm_stt::{Config, Error, Service, cache::Cache};
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use swarm_wire::stt::{Response, subject_wildcard};
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use tokio::sync::Semaphore;
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mod metrics;
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/// The cert-auth role this service logs in to the store as. `swarm-bao.nix`
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/// writes it, matching the leaf's subject.
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const CERT_ROLE: &str = "swarm-stt";
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@ -133,6 +136,7 @@ async fn main() -> Result<()> {
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} = settings(&var, &number)?;
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let per_agent: Arc<Mutex<HashSet<String>>> = Arc::default();
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let queue = connect_queue(&var).await?;
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let metrics = Arc::new(Metrics::from_env());
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tokio::spawn(async move {
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loop {
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@ -154,6 +158,7 @@ async fn main() -> Result<()> {
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);
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while let Some(request) = requests.next().await {
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let (queue, service) = (queue.clone(), Arc::clone(&service));
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let metrics = Arc::clone(&metrics);
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// Held at once overall, and one per asking agent, so one agent
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// cannot fill every slot. The agent is the subject's last token.
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let agent = request
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@ -178,13 +183,19 @@ async fn main() -> Result<()> {
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};
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let response = match turned_away {
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Ok(held) => {
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let response = answer(&service, &request.payload).await;
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drop(held);
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let count = metrics.hold();
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let started = Instant::now();
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let (response, outcome) = answer(&service, &request.payload).await;
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metrics.request(outcome, Some(started.elapsed()));
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drop((held, count));
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response
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}
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Err(message) => Response::Failed {
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message: message.to_owned(),
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},
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Err(message) => {
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metrics.request(Outcome::Busy, None);
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Response::Failed {
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message: message.to_owned(),
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}
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}
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};
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match serde_json::to_vec(&response) {
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Ok(body) => {
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@ -226,20 +237,33 @@ fn take_slot(agents: &Arc<Mutex<HashSet<String>>>, agent: &str) -> Option<Slot>
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})
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}
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/// The wire answer to one request's audio.
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async fn answer(service: &Service<Whisper>, audio: &[u8]) -> Response {
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/// The wire answer to one request's audio, and what came of it.
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async fn answer(service: &Service<Whisper>, audio: &[u8]) -> (Response, Outcome) {
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match service.transcribe(audio).await {
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Ok(reply) => Response::Ok {
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text: reply.text,
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cached: reply.cached,
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},
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Ok(reply) => {
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let outcome = if reply.cached {
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Outcome::Cached
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} else {
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Outcome::Transcribed
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};
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(
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Response::Ok {
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text: reply.text,
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cached: reply.cached,
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},
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outcome,
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)
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}
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Err(Error::Engine(message)) => {
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tracing::warn!(%message, "a transcription failed");
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Response::Failed { message }
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(Response::Failed { message }, Outcome::Failed)
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}
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Err(e) => Response::Failed {
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message: e.to_string(),
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},
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Err(e) => (
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Response::Failed {
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message: e.to_string(),
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},
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Outcome::Refused,
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),
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}
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}
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191
swarm-stt/src/metrics.rs
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191
swarm-stt/src/metrics.rs
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@ -0,0 +1,191 @@
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//! What the service exports for its dashboard, through the swarm collector.
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//!
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//! - `hyperhive.stt.requests`: requests answered, by `outcome`: `transcribed`
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//! (an engine run for this request), `cached` (no run), `refused` (empty,
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//! too large, or not audio), `failed` (the engine failed), `busy` (turned
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//! away at a limit).
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//! - `hyperhive.stt.run.duration`: seconds from taking a request to answering
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//! it, by `outcome`, for the requests that reached the engine or its cache.
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//! - `hyperhive.stt.held`: requests held right now, running or waiting for the
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//! engine's one slot. Close to `MAX_WAITING` for long means senders are
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//! being turned away.
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//!
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//! The provider is built from the standard `OTEL_*` environment, so without a
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//! collector the instruments do nothing.
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use std::sync::Arc;
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use std::sync::atomic::{AtomicU64, Ordering};
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use std::time::Duration;
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use opentelemetry::KeyValue;
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use opentelemetry::metrics::{Counter, Histogram, Meter, MeterProvider as _};
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use opentelemetry_sdk::metrics::SdkMeterProvider;
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const METER: &str = "hyperhive.stt";
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/// Seconds. A cache hit takes milliseconds; a run takes seconds to minutes.
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const DURATION_BOUNDARIES: [f64; 12] = [
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0.01, 0.1, 0.5, 1.0, 2.0, 5.0, 10.0, 20.0, 30.0, 60.0, 120.0, 240.0,
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];
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/// What came of one request.
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#[derive(Clone, Copy, Debug, PartialEq, Eq)]
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pub enum Outcome {
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/// An engine run for this request produced the text.
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Transcribed,
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/// The text was already there.
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Cached,
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/// The audio was empty, too large, or not an audio container.
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Refused,
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/// The engine failed.
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Failed,
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/// Turned away at a limit.
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Busy,
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}
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impl Outcome {
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const fn name(self) -> &'static str {
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match self {
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Self::Transcribed => "transcribed",
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Self::Cached => "cached",
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Self::Refused => "refused",
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Self::Failed => "failed",
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Self::Busy => "busy",
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}
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}
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}
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/// The service's instruments, and the provider that exports them.
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pub struct Metrics {
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/// Kept alive: it exports only while it lives.
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_provider: Option<SdkMeterProvider>,
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requests: Counter<u64>,
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duration: Histogram<f64>,
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held: Arc<AtomicU64>,
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}
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/// One request held; dropping it releases the count.
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pub struct Held(Arc<AtomicU64>);
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impl Drop for Held {
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fn drop(&mut self) {
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self.0.fetch_sub(1, Ordering::Relaxed);
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}
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}
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impl Metrics {
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/// The instruments on the provider the environment names, or no-op ones.
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#[must_use]
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pub fn from_env() -> Self {
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let provider = swarm_secret_client::meter_provider::from_env(METER, "stt");
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let meter = provider
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.as_ref()
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.map_or_else(|| opentelemetry::global::meter(METER), |p| p.meter(METER));
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Self::on(&meter, provider)
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}
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fn on(meter: &Meter, provider: Option<SdkMeterProvider>) -> Self {
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let held = Arc::new(AtomicU64::new(0));
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let observed = Arc::clone(&held);
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meter
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.u64_observable_gauge(format!("{METER}.held"))
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.with_callback(move |obs| obs.observe(observed.load(Ordering::Relaxed), &[]))
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.build();
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Self {
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_provider: provider,
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requests: meter.u64_counter(format!("{METER}.requests")).build(),
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duration: meter
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.f64_histogram(format!("{METER}.run.duration"))
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.with_unit("s")
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.with_boundaries(DURATION_BOUNDARIES.to_vec())
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.build(),
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held,
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}
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}
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/// One request answered, after `took` (`None` for a request turned away
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/// before any work).
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pub fn request(&self, outcome: Outcome, took: Option<Duration>) {
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let outcome = KeyValue::new("outcome", outcome.name());
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self.requests.add(1, std::slice::from_ref(&outcome));
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if let Some(took) = took {
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self.duration.record(took.as_secs_f64(), &[outcome]);
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}
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}
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/// A request is held until the returned value drops.
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#[must_use]
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pub fn hold(&self) -> Held {
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self.held.fetch_add(1, Ordering::Relaxed);
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Held(Arc::clone(&self.held))
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}
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}
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#[cfg(test)]
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mod tests {
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use opentelemetry_sdk::metrics::data::{AggregatedMetrics, MetricData};
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use opentelemetry_sdk::metrics::{InMemoryMetricExporter, PeriodicReader};
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use super::*;
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fn recorded() -> (Metrics, SdkMeterProvider, InMemoryMetricExporter) {
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let exporter = InMemoryMetricExporter::default();
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let reader = PeriodicReader::builder(exporter.clone()).build();
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let provider = SdkMeterProvider::builder().with_reader(reader).build();
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let metrics = Metrics::on(&provider.meter("test"), None);
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(metrics, provider, exporter)
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}
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/// The `outcome` label and value of every point of the counter `name`.
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fn counts(exporter: &InMemoryMetricExporter, name: &str) -> Vec<(String, u64)> {
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let mut out = Vec::new();
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for resource in exporter.get_finished_metrics().unwrap() {
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for scope in resource.scope_metrics() {
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for metric in scope.metrics().filter(|m| m.name() == name) {
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if let AggregatedMetrics::U64(MetricData::Sum(sum)) = metric.data() {
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for point in sum.data_points() {
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let outcome = point
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.attributes()
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.find(|kv| kv.key.as_str() == "outcome")
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.map(|kv| kv.value.to_string())
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.unwrap_or_default();
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out.push((outcome, point.value()));
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}
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}
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}
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}
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}
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out.sort();
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out
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}
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#[test]
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fn requests_are_counted_by_outcome() {
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let (metrics, provider, exporter) = recorded();
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metrics.request(Outcome::Transcribed, Some(Duration::from_secs(3)));
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metrics.request(Outcome::Cached, Some(Duration::from_millis(2)));
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metrics.request(Outcome::Cached, Some(Duration::from_millis(3)));
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metrics.request(Outcome::Busy, None);
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provider.force_flush().unwrap();
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assert_eq!(
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counts(&exporter, "hyperhive.stt.requests"),
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[
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("busy".to_owned(), 1),
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("cached".to_owned(), 2),
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("transcribed".to_owned(), 1)
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]
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);
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}
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#[test]
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fn a_held_request_counts_until_it_drops() {
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let (metrics, _provider, _exporter) = recorded();
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let first = metrics.hold();
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let second = metrics.hold();
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assert_eq!(metrics.held.load(Ordering::Relaxed), 2);
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drop(first);
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assert_eq!(metrics.held.load(Ordering::Relaxed), 1);
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drop(second);
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assert_eq!(metrics.held.load(Ordering::Relaxed), 0);
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}
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}
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