mirror of
https://github.com/huggingface/text-generation-inference.git
synced 2025-09-09 11:24:53 +00:00
feat(router): rework db to use a background task
This commit is contained in:
parent
df227ac20d
commit
c863f05cfd
@ -316,7 +316,10 @@ fn shard_manager(
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// If the WEIGHTS_CACHE_OVERRIDE env var is set, pass it to the shard
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// Useful when running inside a HuggingFace Inference Endpoint
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if let Ok(weights_cache_override) = env::var("WEIGHTS_CACHE_OVERRIDE") {
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env.push(("WEIGHTS_CACHE_OVERRIDE".into(), weights_cache_override.into()));
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env.push((
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"WEIGHTS_CACHE_OVERRIDE".into(),
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weights_cache_override.into(),
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));
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};
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// If the CUDA_VISIBLE_DEVICES env var is set, pass it to the shard
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398
router/src/db.rs
398
router/src/db.rs
@ -3,12 +3,10 @@ use crate::infer::InferError;
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use crate::infer::InferStreamResponse;
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use crate::validation::ValidGenerateRequest;
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use nohash_hasher::{BuildNoHashHasher, IntMap};
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use parking_lot::Mutex;
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use std::collections::BTreeMap;
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use std::sync::Arc;
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use std::cmp::min;
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use text_generation_client::{Batch, Request};
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use tokio::sync::mpsc::UnboundedSender;
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use tokio::sync::OwnedSemaphorePermit;
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use tokio::sync::mpsc::{UnboundedReceiver, UnboundedSender};
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use tokio::sync::{mpsc, oneshot, OwnedSemaphorePermit};
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use tokio::time::Instant;
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/// Database entry
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@ -29,132 +27,330 @@ pub(crate) struct Entry {
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/// Request Database
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#[derive(Debug, Clone)]
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pub(crate) struct Db {
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pub shared: Arc<Shared>,
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/// Channel to communicate with the background database task
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sender: UnboundedSender<DatabaseCommand>,
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}
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/// Shared state
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#[derive(Debug)]
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pub struct Shared {
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state: Mutex<State>,
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impl Db {
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pub(crate) fn new() -> Self {
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// Create channel
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let (db_sender, db_receiver) = mpsc::unbounded_channel();
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// Launch background database task
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tokio::spawn(database_task(db_receiver));
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Self { sender: db_sender }
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}
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/// Append an entry to the database
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pub(crate) fn append(&self, entry: Entry) {
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// Send append command to the background task managing the state
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// Unwrap is safe here
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self.sender.send(DatabaseCommand::Append(entry)).unwrap();
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}
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// Get the next batch
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pub(crate) async fn next_batch(
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&self,
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min_size: Option<usize>,
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max_size: usize,
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) -> Option<NextBatch> {
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// Create response channel
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let (sender, receiver) = oneshot::channel();
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// Send next batch command to the background task managing the state
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// Unwrap is safe here
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self.sender
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.send(DatabaseCommand::NextBatch {
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min_size,
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max_size,
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response_rx: sender,
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})
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.unwrap();
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// Await on response channel
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// Unwrap is safe here
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receiver.await.unwrap()
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}
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}
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// Background task responsible of the database state
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async fn database_task(mut receiver: UnboundedReceiver<DatabaseCommand>) {
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let mut state = State::new();
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while let Some(cmd) = receiver.recv().await {
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match cmd {
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DatabaseCommand::Append(entry) => state.append(entry),
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DatabaseCommand::NextBatch {
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min_size,
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max_size,
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response_rx,
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} => {
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let next_batch = state.next_batch(min_size, max_size);
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response_rx.send(next_batch).unwrap_or(());
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}
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}
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}
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}
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/// Database State
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#[derive(Debug)]
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struct State {
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/// Database entries organized in a BTreeMap to be able to iterate over them in order
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entries: BTreeMap<u64, Entry>,
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/// Database entries organized in a Vec
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entries: Vec<(u64, Entry)>,
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/// Id of the next entry
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next_id: u64,
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/// Id of the next batch
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next_batch_id: u64,
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/// Start ID of the next batch. Used to iterate inside the entries BTreeMap
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next_batch_start_id: u64,
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}
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impl State {
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/// Get the next requests
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fn next_requests(&self, max_size: usize) -> Option<(Vec<u64>, Vec<Request>)> {
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// Iterates for max_size over the BTreemap starting from next_batch_start_id
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let mut requests = Vec::new();
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let mut ids = Vec::new();
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for (id, entry) in self
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.entries
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// Start from next_batch_start_id
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.range(self.next_batch_start_id..)
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// Take max_size
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.take(max_size)
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{
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requests.push(Request {
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id: *id,
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inputs: entry.request.inputs.clone(),
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input_length: entry.request.input_length,
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parameters: Some(entry.request.parameters.clone()),
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stopping_parameters: Some(entry.request.stopping_parameters.clone()),
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});
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ids.push(*id);
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fn new() -> Self {
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Self {
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entries: Vec::with_capacity(128),
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next_id: 0,
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next_batch_id: 0,
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}
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if requests.is_empty() {
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None
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} else {
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Some((ids, requests))
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}
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}
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}
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impl Db {
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pub(crate) fn new() -> Self {
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// Shared state
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let shared = Arc::new(Shared {
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state: Mutex::new(State {
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entries: BTreeMap::new(),
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next_id: 0,
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next_batch_id: 0,
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next_batch_start_id: 0,
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}),
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});
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Self { shared }
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}
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/// Append an entry to the database
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pub(crate) fn append(&self, entry: Entry) {
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// Acquire lock
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let mut state = self.shared.state.lock();
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// Insert entry
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let id = state.next_id;
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state.next_id += 1;
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state.entries.insert(id, entry);
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fn append(&mut self, entry: Entry) {
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self.entries.push((self.next_id, entry));
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self.next_id += 1;
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}
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// Get the next batch
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pub(crate) fn next_batch(
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&self,
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min_size: Option<usize>,
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max_size: usize,
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) -> Option<(IntMap<u64, Entry>, Batch)> {
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// Acquire lock
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let mut state = self.shared.state.lock();
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// Get requests from the database
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if let Some((ids, requests)) = state.next_requests(max_size) {
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if let Some(min_size) = min_size {
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// If min_size is set, only return a batch if there are enough requests
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if requests.len() < min_size {
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return None;
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}
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fn next_batch(&mut self, min_size: Option<usize>, max_size: usize) -> Option<NextBatch> {
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// Check if we have enough entries in DB by comparing next batch id and current id
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if let Some(min_size) = min_size {
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if self.entries.len() < min_size {
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return None;
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}
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// Batch size
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let size = requests.len();
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}
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let mut entries = IntMap::with_capacity_and_hasher(size, BuildNoHashHasher::default());
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ids.iter().for_each(|id| {
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// Remove entry from db
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let mut entry = state.entries.remove(id).unwrap();
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// If both ids are equal, the DB is empty
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if self.entries.is_empty() {
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return None;
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}
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let next_batch_size = min(self.entries.len(), max_size);
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// Iterates for max_size over the BTreemap starting from next_batch_start_id
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let mut batch_requests = Vec::new();
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let mut batch_entries =
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IntMap::with_capacity_and_hasher(next_batch_size, BuildNoHashHasher::default());
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self.entries
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.drain(..next_batch_size)
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.for_each(|(id, mut entry)| {
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batch_requests.push(Request {
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id,
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inputs: entry.request.inputs.clone(),
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input_length: entry.request.input_length,
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parameters: Some(entry.request.parameters.clone()),
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stopping_parameters: Some(entry.request.stopping_parameters.clone()),
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});
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// Set batch_time
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entry.batch_time = Some(Instant::now());
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// Insert in entries IntMap
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entries.insert(*id, entry);
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batch_entries.insert(id, entry);
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});
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let batch = Batch {
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id: state.next_batch_id,
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requests,
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size: size as u32,
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};
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// Update next_batch_start_id to the last id in the batch + 1
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state.next_batch_start_id = ids.last().unwrap() + 1;
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// Increment batch id
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state.next_batch_id += 1;
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let batch = Batch {
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id: self.next_batch_id,
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requests: batch_requests,
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size: next_batch_size as u32,
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};
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// Increment batch id
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self.next_batch_id += 1;
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return Some((entries, batch));
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}
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None
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Some((batch_entries, batch))
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}
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}
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type NextBatch = (IntMap<u64, Entry>, Batch);
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#[derive(Debug)]
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enum DatabaseCommand {
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Append(Entry),
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NextBatch {
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min_size: Option<usize>,
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max_size: usize,
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response_rx: oneshot::Sender<Option<NextBatch>>,
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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 super::*;
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use text_generation_client::{NextTokenChooserParameters, StoppingCriteriaParameters};
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use tokio::sync::{mpsc, Semaphore};
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fn default_entry() -> Entry {
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let semaphore = Arc::new(Semaphore::new(1));
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let (response_tx, _) = mpsc::unbounded_channel();
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let permit = semaphore.try_acquire_owned().unwrap();
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Entry {
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request: ValidGenerateRequest {
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inputs: "".to_string(),
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input_length: 0,
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parameters: NextTokenChooserParameters {
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temperature: 0.0,
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top_k: 0,
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top_p: 0.0,
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do_sample: false,
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seed: 0,
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repetition_penalty: 0.0,
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},
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stopping_parameters: StoppingCriteriaParameters {
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max_new_tokens: 0,
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stop_sequences: vec![],
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},
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},
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response_tx,
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time: Instant::now(),
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batch_time: None,
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_permit: permit,
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}
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}
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#[test]
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fn test_append() {
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let mut state = State::new();
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let entry = default_entry();
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assert_eq!(state.next_id, 0);
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assert_eq!(state.entries.len(), 0);
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state.append(entry);
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assert_eq!(state.next_id, 1);
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assert_eq!(state.entries.len(), 1);
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let (id, _) = state.entries.remove(0);
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assert_eq!(id, 0);
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}
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#[test]
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fn test_next_batch_empty() {
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let mut state = State::new();
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assert!(state.next_batch(None, 1).is_none());
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assert!(state.next_batch(Some(1), 1).is_none());
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}
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#[test]
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fn test_next_batch_min_size() {
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let mut state = State::new();
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state.append(default_entry());
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state.append(default_entry());
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let (entries, batch) = state.next_batch(None, 2).unwrap();
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assert_eq!(entries.len(), 2);
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assert!(entries.contains_key(&0));
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assert!(entries.contains_key(&1));
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assert!(entries.get(&0).unwrap().batch_time.is_some());
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assert!(entries.get(&1).unwrap().batch_time.is_some());
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assert_eq!(batch.id, 0);
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assert_eq!(batch.size, 2);
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assert_eq!(state.next_id, 2);
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assert_eq!(state.entries.len(), 0);
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assert_eq!(state.next_batch_id, 1);
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state.append(default_entry());
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assert!(state.next_batch(Some(2), 2).is_none());
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assert_eq!(state.next_id, 3);
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assert_eq!(state.entries.len(), 1);
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let (id, _) = state.entries.remove(0);
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assert_eq!(id, 2);
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}
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#[test]
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fn test_next_batch_max_size() {
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let mut state = State::new();
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state.append(default_entry());
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state.append(default_entry());
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let (entries, batch) = state.next_batch(None, 1).unwrap();
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assert_eq!(entries.len(), 1);
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assert!(entries.contains_key(&0));
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assert_eq!(batch.id, 0);
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assert_eq!(batch.size, 1);
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assert_eq!(state.next_id, 2);
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assert_eq!(state.entries.len(), 1);
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assert_eq!(state.next_batch_id, 1);
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state.append(default_entry());
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let (entries, batch) = state.next_batch(None, 3).unwrap();
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assert_eq!(entries.len(), 2);
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assert!(entries.contains_key(&1));
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assert!(entries.contains_key(&2));
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assert_eq!(batch.id, 1);
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assert_eq!(batch.size, 2);
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assert_eq!(state.next_id, 3);
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assert_eq!(state.entries.len(), 0);
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assert_eq!(state.next_batch_id, 2);
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}
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#[tokio::test]
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async fn test_db_append() {
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let db = Db::new();
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db.append(default_entry());
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}
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#[tokio::test]
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async fn test_db_next_batch_empty() {
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let db = Db::new();
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assert!(db.next_batch(None, 1).await.is_none());
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assert!(db.next_batch(Some(1), 1).await.is_none());
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}
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#[tokio::test]
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async fn test_db_next_batch_min_size() {
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let db = Db::new();
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db.append(default_entry());
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db.append(default_entry());
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let (entries, batch) = db.next_batch(None, 2).await.unwrap();
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assert_eq!(entries.len(), 2);
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assert!(entries.contains_key(&0));
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assert!(entries.contains_key(&1));
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assert!(entries.get(&0).unwrap().batch_time.is_some());
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assert!(entries.get(&1).unwrap().batch_time.is_some());
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assert_eq!(batch.id, 0);
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assert_eq!(batch.size, 2);
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db.append(default_entry());
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assert!(db.next_batch(Some(2), 2).await.is_none());
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}
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#[tokio::test]
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async fn test_db_next_batch_max_size() {
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let db = Db::new();
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db.append(default_entry());
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db.append(default_entry());
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let (entries, batch) = db.next_batch(None, 1).await.unwrap();
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assert_eq!(entries.len(), 1);
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assert!(entries.contains_key(&0));
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assert_eq!(batch.id, 0);
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assert_eq!(batch.size, 1);
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db.append(default_entry());
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let (entries, batch) = db.next_batch(None, 3).await.unwrap();
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assert_eq!(entries.len(), 2);
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assert!(entries.contains_key(&1));
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assert!(entries.contains_key(&2));
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assert_eq!(batch.id, 1);
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assert_eq!(batch.size, 2);
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}
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}
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@ -188,7 +188,7 @@ async fn batching_task(
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// Get the next batch from the DB
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// This batch might be smaller than the maximum batch size if there are not enough requests
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// waiting in the DB
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while let Some((mut entries, batch)) = db.next_batch(None, max_batch_size) {
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while let Some((mut entries, batch)) = db.next_batch(None, max_batch_size).await {
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let mut cached_batch = wrap_future(client.prefill(batch), &mut entries).await;
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let mut waiting_tokens = 1;
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@ -210,8 +210,9 @@ async fn batching_task(
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};
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// Try to get a new batch
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if let Some((mut new_entries, new_batch)) =
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db.next_batch(min_size, max_batch_size - batch_size as usize)
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if let Some((mut new_entries, new_batch)) = db
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.next_batch(min_size, max_batch_size - batch_size as usize)
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.await
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{
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// Generate one token for this new batch to have the attention past in cache
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let new_cached_batch =
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@ -19,7 +19,7 @@ pub struct Validation {
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impl Validation {
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pub(crate) fn new(workers: usize, tokenizer: Tokenizer, max_input_length: usize) -> Self {
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// Crate channel
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// Create channel
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let (validation_sender, validation_receiver) = mpsc::channel(128);
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// Launch background validation task
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