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Funtowicz Morgan 2025-04-17 17:22:04 +02:00 committed by GitHub
commit 6569c64217
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7 changed files with 200 additions and 23 deletions

1
Cargo.lock generated
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@ -5134,6 +5134,7 @@ dependencies = [
"futures-core",
"pin-project-lite",
"tokio",
"tokio-util",
]
[[package]]

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@ -18,7 +18,7 @@ async-trait = "0.1.74"
async-stream = "0.3.5"
axum = { version = "0.7", features = ["json"] }
axum-tracing-opentelemetry = "0.16"
text-generation-router = { path = "../../router" }
text-generation-router = { path = "../../router", features = ["engine-state"] }
clap = { version = "4.4.5", features = ["derive", "env"] }
grpc-metadata = { path = "../grpc-metadata" }
futures = "0.3.28"
@ -37,13 +37,13 @@ slotmap = "1.0.7"
thiserror = "1.0.48"
tokenizers = { workspace = true }
tokio = { version = "1.32.0", features = [
"rt",
"rt-multi-thread",
"parking_lot",
"signal",
"sync",
"rt",
"rt-multi-thread",
"parking_lot",
"signal",
"sync",
] }
tokio-stream = "0.1.14"
tokio-stream = { version = "0.1.14", features = ["sync"] }
tower-http = { version = "0.5.1", features = ["cors"] }
tracing = "0.1.37"
tracing-opentelemetry = "0.21.0"
@ -51,7 +51,7 @@ tracing-subscriber = { version = "0.3.17", features = ["json", "env-filter"] }
utoipa = { version = "4.2.0", features = ["axum_extras"] }
utoipa-swagger-ui = { version = "6.0.0", features = ["axum"] }
init-tracing-opentelemetry = { version = "0.14.1", features = [
"opentelemetry-otlp",
"opentelemetry-otlp",
] }
minijinja = { workspace = true }
minijinja-contrib = { workspace = true }

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@ -6,20 +6,32 @@ use crate::queue::{Entry, Queue};
use async_trait::async_trait;
use nohash_hasher::IntMap;
use std::sync::Arc;
use text_generation_router::infer::{Backend, GeneratedText, InferError, InferStreamResponse};
use text_generation_router::infer::{
Backend, EngineState, GeneratedText, InferError, InferStreamResponse,
};
use text_generation_router::validation::ValidGenerateRequest;
use text_generation_router::{FinishReason, PrefillToken, Token};
use tokio::sync::broadcast::{channel, Receiver as BroadcastReceiver, Sender as BroadcastSender};
use tokio::sync::mpsc::error::SendError;
use tokio::sync::{mpsc, Notify};
use tokio::sync::{mpsc, Notify, RwLock};
use tokio::time::Instant;
use tokio_stream::wrappers::UnboundedReceiverStream;
use tracing::{info_span, instrument, Instrument, Span};
pub struct BackendV3 {
/// Internal batching state exposing info for the proxy
state: Arc<RwLock<EngineState>>,
/// Request queue
queue: Queue,
/// Events streaming channel
state_events: (BroadcastSender<EngineState>, BroadcastReceiver<EngineState>),
/// Notify batcher on queue appends
batching_task_notifier: Arc<Notify>,
/// Client clone, used for health checks to skip the queue
client: ShardedClient,
}
@ -41,6 +53,12 @@ impl BackendV3 {
let block_size = shard_info.block_size;
let state_events = channel(1);
let state = Arc::new(RwLock::new(EngineState::new(
max_batch_total_tokens,
2 * max_batch_total_tokens,
)));
let queue = Queue::new(
shard_info.requires_padding,
block_size,
@ -49,6 +67,8 @@ impl BackendV3 {
shard_info.speculate,
max_batch_total_tokens,
shard_info.support_chunking,
Arc::clone(&state),
state_events.0.clone(),
);
let batching_task_notifier = Arc::new(Notify::new());
@ -62,10 +82,14 @@ impl BackendV3 {
max_batch_size,
shard_info.support_chunking,
queue.clone(),
state.clone(),
state_events.0.clone(),
batching_task_notifier.clone(),
));
Self {
state,
state_events,
queue,
batching_task_notifier,
client,
@ -112,6 +136,10 @@ impl Backend for BackendV3 {
.is_ok()
}
fn events(&self) -> BroadcastReceiver<EngineState> {
self.state_events.0.subscribe()
}
fn start_health(&self) -> bool {
true
}
@ -135,6 +163,8 @@ pub(crate) async fn batching_task(
max_batch_size: Option<usize>,
support_chunking: bool,
queue: Queue,
engine_state: Arc<RwLock<EngineState>>,
batch_events: BroadcastSender<EngineState>,
notifier: Arc<Notify>,
) {
// Infinite loop
@ -170,6 +200,22 @@ pub(crate) async fn batching_task(
metrics::gauge!("tgi_batch_current_size").set(batch_size as f64);
metrics::gauge!("tgi_batch_current_max_tokens").set(batch_max_tokens as f64);
// Dispatch new state to the proxy
{
// Critical section, doing as little as possible here
{
let mut engine_state = engine_state.write().await;
engine_state.in_flight = batch_max_tokens;
}
// Send new state to the channel for broadcasting
if let Err(err) = batch_events.send(*engine_state.read().await) {
tracing::warn!(
"Failed to send BatchEvent::BatchChanged({batch_max_tokens}): {err}"
)
}
}
let token_budget = max_batch_total_tokens.saturating_sub(batch_max_tokens);
let (min_size, max_size, prefill_token_budget) = if support_chunking {

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@ -6,14 +6,17 @@ use crate::client::{
use nohash_hasher::{BuildNoHashHasher, IntMap};
use std::cmp::max;
use std::collections::VecDeque;
use text_generation_router::infer::InferError;
use std::sync::Arc;
use text_generation_router::infer::InferStreamResponse;
use text_generation_router::infer::{EngineState, InferError};
use text_generation_router::validation::{
Chunk, ChunksToString, ValidGenerateRequest, ValidGrammar, ValidParameters,
ValidStoppingParameters,
};
use tokio::sync::{mpsc, oneshot};
use tokio::sync::broadcast::Sender as BroadcastSender;
use tokio::sync::{mpsc, oneshot, RwLock};
use tokio::time::Instant;
use tracing::log::warn;
use tracing::{info_span, instrument, Instrument, Span};
/// Queue entry
@ -51,6 +54,8 @@ impl Queue {
speculate: u32,
max_batch_total_tokens: u32,
support_chunking: bool,
engine_state: Arc<RwLock<EngineState>>,
queue_events: BroadcastSender<EngineState>,
) -> Self {
// Create channel
let (queue_sender, queue_receiver) = mpsc::unbounded_channel();
@ -64,7 +69,9 @@ impl Queue {
speculate,
max_batch_total_tokens,
support_chunking,
engine_state,
queue_receiver,
queue_events,
));
Self { queue_sender }
@ -113,7 +120,7 @@ impl Queue {
}
}
// Background task responsible of the queue state
// Background task responsible for the queue state
#[allow(clippy::too_many_arguments)]
async fn queue_task(
requires_padding: bool,
@ -123,7 +130,9 @@ async fn queue_task(
speculate: u32,
max_batch_total_tokens: u32,
support_chunking: bool,
engine_state: Arc<RwLock<EngineState>>,
mut receiver: mpsc::UnboundedReceiver<QueueCommand>,
queue_events: BroadcastSender<EngineState>,
) {
let mut state = State::new(
requires_padding,
@ -138,8 +147,29 @@ async fn queue_task(
while let Some(cmd) = receiver.recv().await {
match cmd {
QueueCommand::Append(entry, span) => {
let entry_num_tokens = entry.request.input_length;
span.in_scope(|| state.append(*entry));
metrics::gauge!("tgi_queue_size").increment(1.0);
metrics::gauge!("tgi_queue_size_tokens").increment(entry_num_tokens);
// Dispatch new state to the proxy
{
// Lock free operation (read)
let num_queued_tokens = engine_state.read().await.in_queue;
{
// Critical section, doing as little as possible here
let mut engine_state = engine_state.write().await;
engine_state.in_queue = num_queued_tokens + entry_num_tokens;
}
// Send new state to the channel for broadcasting
if let Err(err) = queue_events.send(*engine_state.read().await) {
tracing::warn!(
"Failed to send BatchEvent::QueueChanged({}): {err}",
num_queued_tokens + entry_num_tokens
)
}
}
}
QueueCommand::NextBatch {
min_size,
@ -154,7 +184,33 @@ async fn queue_task(
.instrument(span)
.await;
response_sender.send(next_batch).unwrap();
metrics::gauge!("tgi_queue_size").set(state.entries.len() as f64);
{
let num_batch_tokens = state
.entries
.iter()
.map(|(_, e)| e.request.input_length)
.sum::<u32>();
metrics::gauge!("tgi_queue_size").set(state.entries.len() as f64);
metrics::gauge!("tgi_queue_size_tokens").set(num_batch_tokens as f64);
// Dispatch new state to the proxy
{
// Critical section, doing as little as possible here
{
let mut engine_state = engine_state.write().await;
engine_state.in_queue = num_batch_tokens;
}
// Send new state to the channel for broadcasting
if let Err(err) = queue_events.send(*engine_state.read().await) {
tracing::warn!(
"Failed to send BatchEvent::QueueChanged({}): {err}",
num_batch_tokens
)
}
}
}
}
}
}

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@ -31,11 +31,11 @@ serde_json = "1.0.107"
thiserror = "1.0.48"
tokenizers = { workspace = true }
tokio = { version = "1.32.0", features = [
"rt",
"rt-multi-thread",
"parking_lot",
"signal",
"sync",
"rt",
"rt-multi-thread",
"parking_lot",
"signal",
"sync",
] }
tokio-stream = "0.1.14"
tower-http = { version = "0.5.1", features = ["cors"] }
@ -46,7 +46,7 @@ utoipa = { version = "4.2.0", features = ["axum_extras"] }
utoipa-swagger-ui = { version = "6.0.0", features = ["axum"] }
ngrok = { version = "0.13.1", features = ["axum"], optional = true }
init-tracing-opentelemetry = { version = "0.14.1", features = [
"opentelemetry-otlp",
"opentelemetry-otlp",
] }
minijinja = { workspace = true, features = ["loop_controls"] }
minijinja-contrib = { workspace = true }
@ -57,9 +57,9 @@ image = "0.25.1"
base64 = { workspace = true }
sysinfo = "0.30.13"
uuid = { version = "1.9.1", default-features = false, features = [
"v4",
"fast-rng",
"macro-diagnostics",
"v4",
"fast-rng",
"macro-diagnostics",
] }
csv = "1.3.0"
ureq = "=2.9"
@ -73,5 +73,6 @@ vergen = { version = "8.2.5", features = ["build", "git", "gitcl"] }
[features]
default = ["ngrok"]
ngrok = ["dep:ngrok"]
engine-state = []
google = []
kserve = []

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@ -19,12 +19,43 @@ use serde::Serialize;
use std::sync::atomic::{AtomicBool, Ordering};
use std::sync::Arc;
use thiserror::Error;
use tokio::sync::broadcast::Receiver;
use tokio::sync::{OwnedSemaphorePermit, Semaphore, TryAcquireError};
use tokio::time::Instant;
use tokio_stream::wrappers::UnboundedReceiverStream;
use tokio_stream::StreamExt;
use tracing::instrument;
/// Store real-time information about batch engine usage (expressed in tokens)
#[cfg(feature = "engine-state")]
#[derive(Debug, Copy, Clone, Serialize)]
pub struct EngineState {
/// Number of tokens currently participating in current batch
pub in_flight: u32,
/// Maximum number of tokens which can participate in a batch
pub in_flight_max: u32,
/// Number of tokens currently waiting in the queue for future batching
pub in_queue: u32,
/// Maximum number of tokens which can wait in the queue for future batching
pub in_queue_max: u32,
}
#[cfg(feature = "engine-state")]
impl EngineState {
#[inline]
pub fn new(in_flight_max: u32, in_queue_max: u32) -> Self {
EngineState {
in_flight: 0,
in_flight_max,
in_queue: 0,
in_queue_max,
}
}
}
#[async_trait]
pub trait Backend {
fn schedule(
@ -34,6 +65,11 @@ pub trait Backend {
async fn health(&self, current_health: bool) -> bool;
/// Gets a reference to receiving-side channel generating events about the current internal
/// batching engine state
#[cfg(feature = "engine-state")]
fn events(&self) -> Receiver<EngineState>;
/// The state of the health on startup
/// Typically false, or true if the backend includes
/// a warmup phase.
@ -95,6 +131,12 @@ impl Infer {
}
}
#[cfg(feature = "engine-state")]
#[inline]
pub(crate) fn events(&self) -> Receiver<EngineState> {
self.backend.events()
}
/// Add a new request to the queue and return a stream of InferStreamResponse
#[instrument(skip_all)]
pub(crate) async fn generate_stream<'a>(

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@ -61,11 +61,13 @@ use tokio::select;
use tokio::signal;
use tokio::sync::oneshot;
use tokio::time::Instant;
use tokio_stream::wrappers::BroadcastStream;
use tower_http::cors::{AllowOrigin, CorsLayer};
use tracing::{info_span, instrument, Instrument};
use utoipa::OpenApi;
use utoipa_swagger_ui::SwaggerUi;
fn encoding_to_tokens(encoding: &tokenizers::Encoding, input: &str) -> Vec<SimpleToken> {
let offsets = encoding.get_offsets();
let input_ids = encoding.get_ids();
@ -1309,6 +1311,28 @@ async fn metrics(prom_handle: Extension<PrometheusHandle>) -> String {
prom_handle.render()
}
#[utoipa::path(get, tag = "Text Generation Inference", path = "/state")]
#[instrument(skip_all)]
async fn state(
Extension(infer): Extension<Infer>,
) -> Result<Sse<impl Stream<Item = Result<Event, axum::Error>>>, StatusCode> {
if cfg!(feature = "engine-state") {
let stream = infer.events();
let sse =
Sse::new(BroadcastStream::from(stream).map(|state| {
Event::default().json_data(state.map_err(|err| axum::Error::new(err))?)
}))
.keep_alive(
KeepAlive::new()
.interval(Duration::from_secs(5))
.text("more_open_models_on_hf"),
);
Ok(sse)
} else {
Err(StatusCode::NOT_IMPLEMENTED)
}
}
#[derive(Clone, Debug)]
pub(crate) struct ComputeType(String);
@ -1328,6 +1352,7 @@ metrics,
openai_get_model_info,
sagemaker_compatibility,
get_chat_tokenize,
state,
),
components(
schemas(
@ -2007,6 +2032,11 @@ async fn start(
"Current batch size"
);
metrics::describe_gauge!("tgi_queue_size", metrics::Unit::Count, "Current queue size");
metrics::describe_gauge!(
"tgi_queue_size_tokens",
metrics::Unit::Count,
"Current queue size in number of tokens"
);
metrics::describe_gauge!(
"tgi_batch_current_max_tokens",
metrics::Unit::Count,
@ -2203,6 +2233,7 @@ async fn start(
.route("/health", get(health))
.route("/ping", get(health))
.route("/metrics", get(metrics))
.route("/state", get(state))
.route("/v1/models", get(openai_get_model_info));
let compute_type =