feat(router): rework db to use a background task

This commit is contained in:
OlivierDehaene 2023-02-02 12:54:56 +01:00
parent df227ac20d
commit c863f05cfd
4 changed files with 306 additions and 106 deletions

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@ -316,7 +316,10 @@ fn shard_manager(
// If the WEIGHTS_CACHE_OVERRIDE env var is set, pass it to the shard
// Useful when running inside a HuggingFace Inference Endpoint
if let Ok(weights_cache_override) = env::var("WEIGHTS_CACHE_OVERRIDE") {
env.push(("WEIGHTS_CACHE_OVERRIDE".into(), weights_cache_override.into()));
env.push((
"WEIGHTS_CACHE_OVERRIDE".into(),
weights_cache_override.into(),
));
};
// If the CUDA_VISIBLE_DEVICES env var is set, pass it to the shard

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@ -3,12 +3,10 @@ use crate::infer::InferError;
use crate::infer::InferStreamResponse;
use crate::validation::ValidGenerateRequest;
use nohash_hasher::{BuildNoHashHasher, IntMap};
use parking_lot::Mutex;
use std::collections::BTreeMap;
use std::sync::Arc;
use std::cmp::min;
use text_generation_client::{Batch, Request};
use tokio::sync::mpsc::UnboundedSender;
use tokio::sync::OwnedSemaphorePermit;
use tokio::sync::mpsc::{UnboundedReceiver, UnboundedSender};
use tokio::sync::{mpsc, oneshot, OwnedSemaphorePermit};
use tokio::time::Instant;
/// Database entry
@ -29,132 +27,330 @@ pub(crate) struct Entry {
/// Request Database
#[derive(Debug, Clone)]
pub(crate) struct Db {
pub shared: Arc<Shared>,
/// Channel to communicate with the background database task
sender: UnboundedSender<DatabaseCommand>,
}
/// Shared state
#[derive(Debug)]
pub struct Shared {
state: Mutex<State>,
impl Db {
pub(crate) fn new() -> Self {
// Create channel
let (db_sender, db_receiver) = mpsc::unbounded_channel();
// Launch background database task
tokio::spawn(database_task(db_receiver));
Self { sender: db_sender }
}
/// Append an entry to the database
pub(crate) fn append(&self, entry: Entry) {
// Send append command to the background task managing the state
// Unwrap is safe here
self.sender.send(DatabaseCommand::Append(entry)).unwrap();
}
// Get the next batch
pub(crate) async fn next_batch(
&self,
min_size: Option<usize>,
max_size: usize,
) -> Option<NextBatch> {
// Create response channel
let (sender, receiver) = oneshot::channel();
// Send next batch command to the background task managing the state
// Unwrap is safe here
self.sender
.send(DatabaseCommand::NextBatch {
min_size,
max_size,
response_rx: sender,
})
.unwrap();
// Await on response channel
// Unwrap is safe here
receiver.await.unwrap()
}
}
// Background task responsible of the database state
async fn database_task(mut receiver: UnboundedReceiver<DatabaseCommand>) {
let mut state = State::new();
while let Some(cmd) = receiver.recv().await {
match cmd {
DatabaseCommand::Append(entry) => state.append(entry),
DatabaseCommand::NextBatch {
min_size,
max_size,
response_rx,
} => {
let next_batch = state.next_batch(min_size, max_size);
response_rx.send(next_batch).unwrap_or(());
}
}
}
}
/// Database State
#[derive(Debug)]
struct State {
/// Database entries organized in a BTreeMap to be able to iterate over them in order
entries: BTreeMap<u64, Entry>,
/// Database entries organized in a Vec
entries: Vec<(u64, Entry)>,
/// Id of the next entry
next_id: u64,
/// Id of the next batch
next_batch_id: u64,
/// Start ID of the next batch. Used to iterate inside the entries BTreeMap
next_batch_start_id: u64,
}
impl State {
/// Get the next requests
fn next_requests(&self, max_size: usize) -> Option<(Vec<u64>, Vec<Request>)> {
// Iterates for max_size over the BTreemap starting from next_batch_start_id
let mut requests = Vec::new();
let mut ids = Vec::new();
for (id, entry) in self
.entries
// Start from next_batch_start_id
.range(self.next_batch_start_id..)
// Take max_size
.take(max_size)
{
requests.push(Request {
id: *id,
inputs: entry.request.inputs.clone(),
input_length: entry.request.input_length,
parameters: Some(entry.request.parameters.clone()),
stopping_parameters: Some(entry.request.stopping_parameters.clone()),
});
ids.push(*id);
fn new() -> Self {
Self {
entries: Vec::with_capacity(128),
next_id: 0,
next_batch_id: 0,
}
if requests.is_empty() {
None
} else {
Some((ids, requests))
}
}
}
impl Db {
pub(crate) fn new() -> Self {
// Shared state
let shared = Arc::new(Shared {
state: Mutex::new(State {
entries: BTreeMap::new(),
next_id: 0,
next_batch_id: 0,
next_batch_start_id: 0,
}),
});
Self { shared }
}
/// Append an entry to the database
pub(crate) fn append(&self, entry: Entry) {
// Acquire lock
let mut state = self.shared.state.lock();
// Insert entry
let id = state.next_id;
state.next_id += 1;
state.entries.insert(id, entry);
fn append(&mut self, entry: Entry) {
self.entries.push((self.next_id, entry));
self.next_id += 1;
}
// Get the next batch
pub(crate) fn next_batch(
&self,
min_size: Option<usize>,
max_size: usize,
) -> Option<(IntMap<u64, Entry>, Batch)> {
// Acquire lock
let mut state = self.shared.state.lock();
// Get requests from the database
if let Some((ids, requests)) = state.next_requests(max_size) {
if let Some(min_size) = min_size {
// If min_size is set, only return a batch if there are enough requests
if requests.len() < min_size {
return None;
}
fn next_batch(&mut self, min_size: Option<usize>, max_size: usize) -> Option<NextBatch> {
// Check if we have enough entries in DB by comparing next batch id and current id
if let Some(min_size) = min_size {
if self.entries.len() < min_size {
return None;
}
// Batch size
let size = requests.len();
}
let mut entries = IntMap::with_capacity_and_hasher(size, BuildNoHashHasher::default());
ids.iter().for_each(|id| {
// Remove entry from db
let mut entry = state.entries.remove(id).unwrap();
// If both ids are equal, the DB is empty
if self.entries.is_empty() {
return None;
}
let next_batch_size = min(self.entries.len(), max_size);
// Iterates for max_size over the BTreemap starting from next_batch_start_id
let mut batch_requests = Vec::new();
let mut batch_entries =
IntMap::with_capacity_and_hasher(next_batch_size, BuildNoHashHasher::default());
self.entries
.drain(..next_batch_size)
.for_each(|(id, mut entry)| {
batch_requests.push(Request {
id,
inputs: entry.request.inputs.clone(),
input_length: entry.request.input_length,
parameters: Some(entry.request.parameters.clone()),
stopping_parameters: Some(entry.request.stopping_parameters.clone()),
});
// Set batch_time
entry.batch_time = Some(Instant::now());
// Insert in entries IntMap
entries.insert(*id, entry);
batch_entries.insert(id, entry);
});
let batch = Batch {
id: state.next_batch_id,
requests,
size: size as u32,
};
// Update next_batch_start_id to the last id in the batch + 1
state.next_batch_start_id = ids.last().unwrap() + 1;
// Increment batch id
state.next_batch_id += 1;
let batch = Batch {
id: self.next_batch_id,
requests: batch_requests,
size: next_batch_size as u32,
};
// Increment batch id
self.next_batch_id += 1;
return Some((entries, batch));
}
None
Some((batch_entries, batch))
}
}
type NextBatch = (IntMap<u64, Entry>, Batch);
#[derive(Debug)]
enum DatabaseCommand {
Append(Entry),
NextBatch {
min_size: Option<usize>,
max_size: usize,
response_rx: oneshot::Sender<Option<NextBatch>>,
},
}
#[cfg(test)]
mod tests {
use super::*;
use text_generation_client::{NextTokenChooserParameters, StoppingCriteriaParameters};
use tokio::sync::{mpsc, Semaphore};
fn default_entry() -> Entry {
let semaphore = Arc::new(Semaphore::new(1));
let (response_tx, _) = mpsc::unbounded_channel();
let permit = semaphore.try_acquire_owned().unwrap();
Entry {
request: ValidGenerateRequest {
inputs: "".to_string(),
input_length: 0,
parameters: NextTokenChooserParameters {
temperature: 0.0,
top_k: 0,
top_p: 0.0,
do_sample: false,
seed: 0,
repetition_penalty: 0.0,
},
stopping_parameters: StoppingCriteriaParameters {
max_new_tokens: 0,
stop_sequences: vec![],
},
},
response_tx,
time: Instant::now(),
batch_time: None,
_permit: permit,
}
}
#[test]
fn test_append() {
let mut state = State::new();
let entry = default_entry();
assert_eq!(state.next_id, 0);
assert_eq!(state.entries.len(), 0);
state.append(entry);
assert_eq!(state.next_id, 1);
assert_eq!(state.entries.len(), 1);
let (id, _) = state.entries.remove(0);
assert_eq!(id, 0);
}
#[test]
fn test_next_batch_empty() {
let mut state = State::new();
assert!(state.next_batch(None, 1).is_none());
assert!(state.next_batch(Some(1), 1).is_none());
}
#[test]
fn test_next_batch_min_size() {
let mut state = State::new();
state.append(default_entry());
state.append(default_entry());
let (entries, batch) = state.next_batch(None, 2).unwrap();
assert_eq!(entries.len(), 2);
assert!(entries.contains_key(&0));
assert!(entries.contains_key(&1));
assert!(entries.get(&0).unwrap().batch_time.is_some());
assert!(entries.get(&1).unwrap().batch_time.is_some());
assert_eq!(batch.id, 0);
assert_eq!(batch.size, 2);
assert_eq!(state.next_id, 2);
assert_eq!(state.entries.len(), 0);
assert_eq!(state.next_batch_id, 1);
state.append(default_entry());
assert!(state.next_batch(Some(2), 2).is_none());
assert_eq!(state.next_id, 3);
assert_eq!(state.entries.len(), 1);
let (id, _) = state.entries.remove(0);
assert_eq!(id, 2);
}
#[test]
fn test_next_batch_max_size() {
let mut state = State::new();
state.append(default_entry());
state.append(default_entry());
let (entries, batch) = state.next_batch(None, 1).unwrap();
assert_eq!(entries.len(), 1);
assert!(entries.contains_key(&0));
assert_eq!(batch.id, 0);
assert_eq!(batch.size, 1);
assert_eq!(state.next_id, 2);
assert_eq!(state.entries.len(), 1);
assert_eq!(state.next_batch_id, 1);
state.append(default_entry());
let (entries, batch) = state.next_batch(None, 3).unwrap();
assert_eq!(entries.len(), 2);
assert!(entries.contains_key(&1));
assert!(entries.contains_key(&2));
assert_eq!(batch.id, 1);
assert_eq!(batch.size, 2);
assert_eq!(state.next_id, 3);
assert_eq!(state.entries.len(), 0);
assert_eq!(state.next_batch_id, 2);
}
#[tokio::test]
async fn test_db_append() {
let db = Db::new();
db.append(default_entry());
}
#[tokio::test]
async fn test_db_next_batch_empty() {
let db = Db::new();
assert!(db.next_batch(None, 1).await.is_none());
assert!(db.next_batch(Some(1), 1).await.is_none());
}
#[tokio::test]
async fn test_db_next_batch_min_size() {
let db = Db::new();
db.append(default_entry());
db.append(default_entry());
let (entries, batch) = db.next_batch(None, 2).await.unwrap();
assert_eq!(entries.len(), 2);
assert!(entries.contains_key(&0));
assert!(entries.contains_key(&1));
assert!(entries.get(&0).unwrap().batch_time.is_some());
assert!(entries.get(&1).unwrap().batch_time.is_some());
assert_eq!(batch.id, 0);
assert_eq!(batch.size, 2);
db.append(default_entry());
assert!(db.next_batch(Some(2), 2).await.is_none());
}
#[tokio::test]
async fn test_db_next_batch_max_size() {
let db = Db::new();
db.append(default_entry());
db.append(default_entry());
let (entries, batch) = db.next_batch(None, 1).await.unwrap();
assert_eq!(entries.len(), 1);
assert!(entries.contains_key(&0));
assert_eq!(batch.id, 0);
assert_eq!(batch.size, 1);
db.append(default_entry());
let (entries, batch) = db.next_batch(None, 3).await.unwrap();
assert_eq!(entries.len(), 2);
assert!(entries.contains_key(&1));
assert!(entries.contains_key(&2));
assert_eq!(batch.id, 1);
assert_eq!(batch.size, 2);
}
}

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@ -188,7 +188,7 @@ async fn batching_task(
// Get the next batch from the DB
// This batch might be smaller than the maximum batch size if there are not enough requests
// waiting in the DB
while let Some((mut entries, batch)) = db.next_batch(None, max_batch_size) {
while let Some((mut entries, batch)) = db.next_batch(None, max_batch_size).await {
let mut cached_batch = wrap_future(client.prefill(batch), &mut entries).await;
let mut waiting_tokens = 1;
@ -210,8 +210,9 @@ async fn batching_task(
};
// Try to get a new batch
if let Some((mut new_entries, new_batch)) =
db.next_batch(min_size, max_batch_size - batch_size as usize)
if let Some((mut new_entries, new_batch)) = db
.next_batch(min_size, max_batch_size - batch_size as usize)
.await
{
// Generate one token for this new batch to have the attention past in cache
let new_cached_batch =

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@ -19,7 +19,7 @@ pub struct Validation {
impl Validation {
pub(crate) fn new(workers: usize, tokenizer: Tokenizer, max_input_length: usize) -> Self {
// Crate channel
// Create channel
let (validation_sender, validation_receiver) = mpsc::channel(128);
// Launch background validation task