(scheduler) rework submit/pull logic

This commit is contained in:
Morgan Funtowicz 2024-08-26 13:39:20 +00:00 committed by Morgan Funtowicz
parent 42ccf4e77c
commit fa63db0d07
2 changed files with 89 additions and 102 deletions

View File

@ -4,17 +4,14 @@ pub mod errors;
mod looper;
mod utils;
pub(crate) type RequestId = u64;
pub(crate) type TokenId = u32;
#[cxx::bridge(namespace = "huggingface::tgi::backends")]
mod ffi {
/// Struct used as shared type between rust and C++ to represent the result
/// of a single decoding iteration
#[derive(Debug, Clone)]
pub struct GenerationStep {
request_id: RequestId,
token_id: TokenId,
request_id: u64,
token_id: u32,
log_prob: f32,
is_final: bool,
has_error: bool,
@ -53,7 +50,7 @@ mod ffi {
#[rust_name = "submit"]
fn Submit(
self: Pin<&mut TensorRtLlmBackendImpl>,
tokens: &[TokenId],
tokens: &[u32],
max_new_tokens: u32,
top_k: i32,
top_p: f32,
@ -68,4 +65,5 @@ mod ffi {
self: Pin<&mut TensorRtLlmBackendImpl>,
) -> Result<UniquePtr<CxxVector<GenerationStep>>>;
}
}

View File

@ -3,46 +3,34 @@ use std::ops::Deref;
use std::path::Path;
use async_trait::async_trait;
use cxx::UniquePtr;
use hashbrown::{HashMap, HashSet};
use cxx::{UniquePtr};
use hashbrown::{HashMap};
use log::warn;
use tokenizers::{Encoding, Tokenizer};
use tokio::sync::mpsc::error::SendError;
use tokio::sync::mpsc::{unbounded_channel, UnboundedReceiver, UnboundedSender};
use tokio::task::{spawn_blocking, JoinHandle};
use tokio::time::Instant;
use tokio_stream::wrappers::UnboundedReceiverStream;
use tracing::{debug, debug_span, error, info, info_span, span, Level};
use tracing::{debug, error};
use text_generation_router::infer::InferError::{GenerationError, ValidationError};
use text_generation_router::infer::{Backend, GeneratedText, InferError, InferStreamResponse};
use text_generation_router::infer::{Backend, InferError, InferStreamResponse};
use text_generation_router::validation::ValidationError::{
EmptyInput, Grammar, TopNTokensDisabled, UnsupportedModality,
};
use text_generation_router::validation::{Chunk, ValidGenerateRequest};
use text_generation_router::{FinishReason, Token};
use crate::errors::TensorRtLlmBackendError;
use crate::ffi::{create_tensorrt_llm_backend, GenerationStep, TensorRtLlmBackendImpl};
use crate::utils::first_line;
use crate::RequestId;
type InferResult<T> = Result<T, InferError>;
struct IdentifiableRequest<T> {
request_id: RequestId,
request_id: u64,
inner: T,
}
macro_rules! identifiable {
($id: expr, $inner: expr) => {
IdentifiableRequest {
id: $id,
inner: $inner,
}
};
}
/// Wrap the TGI server forwarded ValidGenerateRequest with the tokenized view of the prompt
struct ValidGenerateRequestWithTokens {
encoding: Encoding,
@ -52,8 +40,8 @@ struct ValidGenerateRequestWithTokens {
/// Wrap the requests along with the channel used to stream back to the client the decoded tokens
struct GenerationContext {
request: ValidGenerateRequestWithTokens,
start: Instant,
queued: Option<Instant>,
start: Option<Instant>,
queued: Instant,
streamer: UnboundedSender<InferResult<InferStreamResponse>>,
}
@ -64,10 +52,10 @@ struct DecodedToken {
is_final: bool,
}
impl TryFrom<GenerationStep> for DecodedToken {
impl<'step> TryFrom<&'step GenerationStep> for DecodedToken {
type Error = InferError;
fn try_from(step: GenerationStep) -> Result<Self, Self::Error> {
fn try_from(step: &'step GenerationStep) -> Result<Self, Self::Error> {
if !step.has_error {
Ok(Self {
id: step.token_id,
@ -75,7 +63,7 @@ impl TryFrom<GenerationStep> for DecodedToken {
is_final: step.is_final,
})
} else {
Err(GenerationError(step.error_msg))
Err(GenerationError(step.error_msg.clone()))
}
}
}
@ -89,14 +77,13 @@ struct DecodedTokenContext {
fn executor_status_looper(
mut backend: UniquePtr<TensorRtLlmBackendImpl>,
mut waiting_requests: UnboundedReceiver<GenerationContext>,
mut post_processor_sender: UnboundedSender<DecodedTokenContextWithRequestId>,
post_processor_sender: UnboundedSender<(u64, InferResult<DecodedTokenContext>)>,
) {
// Track the tuple (request_id, stream) for each request
let mut in_flights = HashMap::<RequestId, GenerationContext>::with_capacity(128);
let mut in_flights = HashMap::<u64, GenerationContext>::with_capacity(128);
// TODO: Does it need a spin-loop?
'executor: loop {
span!(Level::DEBUG, "[in-flight][submit]").in_scope(|| {
'scheduler: loop {
// Is there any request pending to be scheduled?
let awaiting_requests = waiting_requests.len();
for _ in 0..awaiting_requests {
@ -121,54 +108,53 @@ fn executor_status_looper(
Ok(request_id) => {
// Insert the context linked to the generated request id in the tracker
debug!("[in-flight] Added {}", request_id);
ctx.queued = Instant::now();
ctx.start = Some(Instant::now());
in_flights.insert(request_id, ctx);
}
Err(e) => {
// Return to the caller
let what = Err(InferError::SchedulingError(e.to_string()));
if let Err(ref e) = ctx.streamer.send(what) {
error!("Failed to send the client", error = e.as_ref());
let what = e.to_string();
error!(error = what.as_str(), "Failed to schedule request");
let err = Err(InferError::SchedulingError(what));
if let Err(_) = ctx.streamer.send(err) {
error!("Failed to send back error to the client");
}
}
};
}
}
});
if let Err(ref e) = info_span!("[in-flight][poll]").in_scope(|| {
if backend.num_responses_ready() > 0 {
let responses = backend
.pin_mut()
.pull_tokens()
.map_err(|e| Err(GenerationError(e.what())))?;
match backend.pin_mut().pull_tokens() {
Ok(responses) => {
// Iterate through all the decoded token
for step in responses.deref() {
if let Some(ctx) = in_flights.get(&step.request_id) {
// Remove from tracked requests
let parcel = DecodedToken::try_from(step).map(|dt| DecodedTokenContext {
token: dt,
channel: ctx.streamer.clone(),
});
// Submit the work to the post_processor
let delivered = post_processor_sender.send(parcel);
// Submit the work to p:the post_processor
let posted = post_processor_sender.send((step.request_id, parcel));
// Remove from tracked requests
if step.is_final {
if posted.is_err() || step.is_final {
debug!("Removing {}", step.request_id);
let _ = in_flights.remove(&step.request_id);
}
delivered
} else {
warn!("Untracked request {}", step.request_id,);
}
}?;
};
}
Err(ref err) => {
error!("Failed to get responses from the executor: {}.", err.what());
break 'scheduler;
}
}
}) {
error!("Error in the executor's loop, exiting", error = e.as_ref());
break 'executor;
}
// Hint the CPU we are spin-locking
@ -178,7 +164,7 @@ fn executor_status_looper(
fn post_processor_looper(
tokenizer: Tokenizer,
mut decoded_tokens: UnboundedReceiver<DecodedTokenContextWithRequestId>,
mut decoded_tokens: UnboundedReceiver<(u64, InferResult<DecodedTokenContext>)>,
) {
'post_processor: loop {
if decoded_tokens.is_closed() {
@ -186,7 +172,7 @@ fn post_processor_looper(
break 'post_processor;
}
let mut states = HashMap::with_capacity(128);
let mut states: HashMap<u64, Vec<u32>> = HashMap::with_capacity(128);
if let Some((request_id, decoded)) = decoded_tokens.blocking_recv() {
let state = states.entry(request_id).or_insert(vec![]);
@ -194,6 +180,9 @@ fn post_processor_looper(
}
}
unsafe impl Send for crate::ffi::TensorRtLlmBackendImpl {}
pub struct TensorRtLlmBackendV2 {
tokenizer: Tokenizer,
executor_looper: JoinHandle<()>,
@ -292,11 +281,11 @@ impl Backend for TensorRtLlmBackendV2 {
let (streamer, receiver) = unbounded_channel::<InferResult<InferStreamResponse>>();
// Send the context to the executor for scheduling
let start = Instant::now();
let queued = Instant::now();
match self.executor.send(GenerationContext {
request,
start,
queued: None,
start: None,
queued,
streamer,
}) {
Ok(_) => Ok(UnboundedReceiverStream::new(receiver)),