mirror of
https://github.com/huggingface/text-generation-inference.git
synced 2025-06-19 15:52:08 +00:00
rework validation
This commit is contained in:
OlivierDehaene
parent
47e93409f3
commit
1dd2c24b9c
356
Cargo.lock
generated
356
Cargo.lock
generated
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@ -1464,12 +1460,6 @@ dependencies = [
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name = "sha1"
|
||||
version = "0.10.5"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "f04293dc80c3993519f2d7f6f511707ee7094fe0c6d3406feb330cdb3540eba3"
|
||||
dependencies = [
|
||||
"cfg-if",
|
||||
"cpufeatures",
|
||||
"digest",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "sha2"
|
||||
version = "0.10.6"
|
||||
@ -2202,7 +2158,7 @@ version = "2.1.2"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "7ccc8076840c4da029af4f87e4e8daeb0fca6b87bbb02e10cb60b791450e11e4"
|
||||
dependencies = [
|
||||
"dirs",
|
||||
"dirs 4.0.0",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
@ -2245,6 +2201,15 @@ dependencies = [
|
||||
"winapi",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "spin"
|
||||
version = "0.9.8"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "6980e8d7511241f8acf4aebddbb1ff938df5eebe98691418c4468d0b72a96a67"
|
||||
dependencies = [
|
||||
"lock_api",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "spm_precompiled"
|
||||
version = "0.1.4"
|
||||
@ -2263,6 +2228,18 @@ version = "1.1.0"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "a2eb9349b6444b326872e140eb1cf5e7c522154d69e7a0ffb0fb81c06b37543f"
|
||||
|
||||
[[package]]
|
||||
name = "strsim"
|
||||
version = "0.8.0"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "8ea5119cdb4c55b55d432abb513a0429384878c15dde60cc77b1c99de1a95a6a"
|
||||
|
||||
[[package]]
|
||||
name = "strsim"
|
||||
version = "0.9.3"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "6446ced80d6c486436db5c078dde11a9f73d42b57fb273121e160b84f63d894c"
|
||||
|
||||
[[package]]
|
||||
name = "strsim"
|
||||
version = "0.10.0"
|
||||
@ -2279,12 +2256,6 @@ dependencies = [
|
||||
"winapi",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "subtle"
|
||||
version = "2.4.1"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "6bdef32e8150c2a081110b42772ffe7d7c9032b606bc226c8260fd97e0976601"
|
||||
|
||||
[[package]]
|
||||
name = "syn"
|
||||
version = "1.0.109"
|
||||
@ -2358,7 +2329,7 @@ dependencies = [
|
||||
name = "text-generation-launcher"
|
||||
version = "0.4.3"
|
||||
dependencies = [
|
||||
"clap",
|
||||
"clap 4.2.1",
|
||||
"ctrlc",
|
||||
"float_eq",
|
||||
"reqwest",
|
||||
@ -2376,14 +2347,14 @@ dependencies = [
|
||||
"async-stream",
|
||||
"axum",
|
||||
"axum-tracing-opentelemetry",
|
||||
"clap",
|
||||
"clap 4.2.1",
|
||||
"flume",
|
||||
"futures",
|
||||
"metrics",
|
||||
"metrics-exporter-prometheus",
|
||||
"nohash-hasher",
|
||||
"opentelemetry",
|
||||
"opentelemetry-otlp",
|
||||
"parking_lot",
|
||||
"rand",
|
||||
"reqwest",
|
||||
"serde",
|
||||
@ -2392,7 +2363,6 @@ dependencies = [
|
||||
"thiserror",
|
||||
"tokenizers",
|
||||
"tokio",
|
||||
"tokio-stream",
|
||||
"tower-http",
|
||||
"tracing",
|
||||
"tracing-opentelemetry",
|
||||
@ -2401,6 +2371,15 @@ dependencies = [
|
||||
"utoipa-swagger-ui",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "textwrap"
|
||||
version = "0.11.0"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "d326610f408c7a4eb6f51c37c330e496b08506c9457c9d34287ecc38809fb060"
|
||||
dependencies = [
|
||||
"unicode-width",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "thiserror"
|
||||
version = "1.0.40"
|
||||
@ -2433,20 +2412,14 @@ dependencies = [
|
||||
|
||||
[[package]]
|
||||
name = "time"
|
||||
version = "0.3.20"
|
||||
version = "0.1.43"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "cd0cbfecb4d19b5ea75bb31ad904eb5b9fa13f21079c3b92017ebdf4999a5890"
|
||||
checksum = "ca8a50ef2360fbd1eeb0ecd46795a87a19024eb4b53c5dc916ca1fd95fe62438"
|
||||
dependencies = [
|
||||
"serde",
|
||||
"time-core",
|
||||
"libc",
|
||||
"winapi",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "time-core"
|
||||
version = "0.1.0"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "2e153e1f1acaef8acc537e68b44906d2db6436e2b35ac2c6b42640fff91f00fd"
|
||||
|
||||
[[package]]
|
||||
name = "tinyvec"
|
||||
version = "1.6.0"
|
||||
@ -2465,13 +2438,14 @@ checksum = "1f3ccbac311fea05f86f61904b462b55fb3df8837a366dfc601a0161d0532f20"
|
||||
[[package]]
|
||||
name = "tokenizers"
|
||||
version = "0.13.2"
|
||||
source = "git+https://github.com/huggingface/tokenizers.git#3aaf4946b3c82e7a04db6ecde7c8bb4e474e54af"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "f4ff2dd291eac98dcea13e8cf7a0b28c373a90dc9210ccdab0fa9e69ee0cac69"
|
||||
dependencies = [
|
||||
"aho-corasick",
|
||||
"cached-path",
|
||||
"clap",
|
||||
"clap 2.34.0",
|
||||
"derive_builder",
|
||||
"dirs",
|
||||
"dirs 3.0.2",
|
||||
"esaxx-rs",
|
||||
"getrandom",
|
||||
"indicatif 0.15.0",
|
||||
@ -2479,7 +2453,6 @@ dependencies = [
|
||||
"lazy_static",
|
||||
"log",
|
||||
"macro_rules_attribute",
|
||||
"monostate",
|
||||
"onig",
|
||||
"paste",
|
||||
"rand",
|
||||
@ -2901,7 +2874,7 @@ dependencies = [
|
||||
"serde",
|
||||
"serde_json",
|
||||
"utoipa",
|
||||
"zip",
|
||||
"zip 0.6.4",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
@ -2916,6 +2889,12 @@ version = "0.2.15"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "accd4ea62f7bb7a82fe23066fb0957d48ef677f6eeb8215f372f52e48bb32426"
|
||||
|
||||
[[package]]
|
||||
name = "vec_map"
|
||||
version = "0.8.2"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "f1bddf1187be692e79c5ffeab891132dfb0f236ed36a43c7ed39f1165ee20191"
|
||||
|
||||
[[package]]
|
||||
name = "version_check"
|
||||
version = "0.9.4"
|
||||
@ -3171,52 +3150,37 @@ dependencies = [
|
||||
"libc",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "zip"
|
||||
version = "0.5.13"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "93ab48844d61251bb3835145c521d88aa4031d7139e8485990f60ca911fa0815"
|
||||
dependencies = [
|
||||
"byteorder",
|
||||
"bzip2",
|
||||
"crc32fast",
|
||||
"flate2",
|
||||
"thiserror",
|
||||
"time",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "zip"
|
||||
version = "0.6.4"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "0445d0fbc924bb93539b4316c11afb121ea39296f99a3c4c9edad09e3658cdef"
|
||||
dependencies = [
|
||||
"aes",
|
||||
"byteorder",
|
||||
"bzip2",
|
||||
"constant_time_eq",
|
||||
"crc32fast",
|
||||
"crossbeam-utils",
|
||||
"flate2",
|
||||
"hmac",
|
||||
"pbkdf2",
|
||||
"sha1",
|
||||
"time",
|
||||
"zstd",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "zstd"
|
||||
version = "0.11.2+zstd.1.5.2"
|
||||
name = "zip-extensions"
|
||||
version = "0.6.1"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "20cc960326ece64f010d2d2107537f26dc589a6573a316bd5b1dba685fa5fde4"
|
||||
checksum = "a64c3c977bc3434ce2d4bcea8ad3c644672de0f2c402b72b9171ca80a8885d14"
|
||||
dependencies = [
|
||||
"zstd-safe",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "zstd-safe"
|
||||
version = "5.0.2+zstd.1.5.2"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "1d2a5585e04f9eea4b2a3d1eca508c4dee9592a89ef6f450c11719da0726f4db"
|
||||
dependencies = [
|
||||
"libc",
|
||||
"zstd-sys",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "zstd-sys"
|
||||
version = "2.0.7+zstd.1.5.4"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "94509c3ba2fe55294d752b79842c530ccfab760192521df74a081a78d2b3c7f5"
|
||||
dependencies = [
|
||||
"cc",
|
||||
"libc",
|
||||
"pkg-config",
|
||||
"zip 0.5.13",
|
||||
]
|
||||
|
||||
@ -27,8 +27,7 @@ serde = {version = "1.0.142", features = ["derive"]}
|
||||
serde_json = "1.0"
|
||||
text-generation-client = { path = "../router/client" }
|
||||
thiserror = "1.0.38"
|
||||
#tokenizers = "0.13.2"
|
||||
tokenizers = { git = "https://github.com/huggingface/tokenizers.git" }
|
||||
tokenizers = "0.13.2"
|
||||
tokio = { version = "1.25.0", features = ["rt", "rt-multi-thread", "parking_lot", "signal", "sync"] }
|
||||
tui = {package = "ratatui", version = "0.20", default-features = false, features = ["crossterm"]}
|
||||
tracing = "0.1.37"
|
||||
|
||||
@ -18,22 +18,20 @@ axum = { version = "0.6.4", features = ["json"] }
|
||||
axum-tracing-opentelemetry = "0.9.0"
|
||||
text-generation-client = { path = "client" }
|
||||
clap = { version = "4.1.4", features = ["derive", "env"] }
|
||||
flume = "0.10.14"
|
||||
futures = "0.3.26"
|
||||
metrics = "0.20.1"
|
||||
metrics-exporter-prometheus = { version = "0.11.0", features = [] }
|
||||
nohash-hasher = "0.2.0"
|
||||
opentelemetry = { version = "0.18.0", features = ["rt-tokio"] }
|
||||
opentelemetry-otlp = "0.11.0"
|
||||
parking_lot = "0.12.1"
|
||||
rand = "0.8.5"
|
||||
reqwest = { version = "0.11.14", features = [] }
|
||||
serde = "1.0.152"
|
||||
serde_json = "1.0.93"
|
||||
thiserror = "1.0.38"
|
||||
#tokenizers = "0.13.2"
|
||||
tokenizers = { git = "https://github.com/huggingface/tokenizers.git" }
|
||||
tokenizers = "0.13.2"
|
||||
tokio = { version = "1.25.0", features = ["rt", "rt-multi-thread", "parking_lot", "signal", "sync"] }
|
||||
tokio-stream = "0.1.11"
|
||||
tower-http = { version = "0.3.5", features = ["cors"] }
|
||||
tracing = "0.1.37"
|
||||
tracing-opentelemetry = "0.18.0"
|
||||
|
||||
@ -2,17 +2,17 @@
|
||||
use crate::validation::{Validation, ValidationError};
|
||||
use crate::{Entry, Queue, Token};
|
||||
use crate::{GenerateRequest, PrefillToken};
|
||||
use flume::r#async::RecvStream;
|
||||
use futures::future::try_join_all;
|
||||
use futures::stream::StreamExt;
|
||||
use nohash_hasher::IntMap;
|
||||
use std::sync::Arc;
|
||||
use text_generation_client::{
|
||||
Batch, ClientError, GeneratedText, Generation, PrefillTokens, ShardedClient,
|
||||
};
|
||||
use thiserror::Error;
|
||||
use tokio::sync::{mpsc, Notify, Semaphore, TryAcquireError};
|
||||
use tokio::sync::{Notify, Semaphore, TryAcquireError};
|
||||
use tokio::time::Instant;
|
||||
use tokio_stream::wrappers::UnboundedReceiverStream;
|
||||
use tokio_stream::StreamExt;
|
||||
use tracing::{info_span, instrument, Instrument, Span};
|
||||
|
||||
/// Inference struct
|
||||
@ -73,7 +73,7 @@ impl Infer {
|
||||
pub(crate) async fn generate_stream(
|
||||
&self,
|
||||
request: GenerateRequest,
|
||||
) -> Result<UnboundedReceiverStream<Result<InferStreamResponse, InferError>>, InferError> {
|
||||
) -> Result<RecvStream<Result<InferStreamResponse, InferError>>, InferError> {
|
||||
// Limit concurrent requests by acquiring a permit from the semaphore
|
||||
// This permit will live as long as Entry
|
||||
let permit = self
|
||||
@ -90,7 +90,7 @@ impl Infer {
|
||||
let valid_request = self.validation.validate(request).await?;
|
||||
|
||||
// MPSC channel to communicate with the background batching task
|
||||
let (response_tx, response_rx) = mpsc::unbounded_channel();
|
||||
let (response_tx, response_rx) = flume::unbounded();
|
||||
|
||||
// Append the request to the queue
|
||||
self.queue.append(Entry {
|
||||
@ -108,7 +108,8 @@ impl Infer {
|
||||
self.shared.batching_task.notify_one();
|
||||
|
||||
// Return stream
|
||||
Ok(UnboundedReceiverStream::new(response_rx))
|
||||
Ok(response_rx.into_stream())
|
||||
// Ok(UnboundedReceiverStream::new(response_rx))
|
||||
}
|
||||
|
||||
/// Add a new request to the queue and return a InferResponse
|
||||
|
||||
@ -4,8 +4,7 @@ use crate::validation::ValidGenerateRequest;
|
||||
use nohash_hasher::{BuildNoHashHasher, IntMap};
|
||||
use std::cmp::min;
|
||||
use text_generation_client::{Batch, Request};
|
||||
use tokio::sync::mpsc::{UnboundedReceiver, UnboundedSender};
|
||||
use tokio::sync::{mpsc, oneshot, OwnedSemaphorePermit};
|
||||
use tokio::sync::{oneshot, OwnedSemaphorePermit};
|
||||
use tokio::time::Instant;
|
||||
use tracing::{info_span, instrument, Span};
|
||||
|
||||
@ -15,7 +14,7 @@ pub(crate) struct Entry {
|
||||
/// Request
|
||||
pub request: ValidGenerateRequest,
|
||||
/// Response sender to communicate between the Infer struct and the batching_task
|
||||
pub response_tx: UnboundedSender<Result<InferStreamResponse, InferError>>,
|
||||
pub response_tx: flume::Sender<Result<InferStreamResponse, InferError>>,
|
||||
/// Span that will live as long as entry
|
||||
pub span: Span,
|
||||
/// Temporary span used as a guard when logging inference, wait times...
|
||||
@ -32,13 +31,13 @@ pub(crate) struct Entry {
|
||||
#[derive(Debug, Clone)]
|
||||
pub(crate) struct Queue {
|
||||
/// Channel to communicate with the background queue task
|
||||
queue_sender: UnboundedSender<QueueCommand>,
|
||||
queue_sender: flume::Sender<QueueCommand>,
|
||||
}
|
||||
|
||||
impl Queue {
|
||||
pub(crate) fn new() -> Self {
|
||||
// Create channel
|
||||
let (queue_sender, queue_receiver) = mpsc::unbounded_channel();
|
||||
let (queue_sender, queue_receiver) = flume::unbounded();
|
||||
|
||||
// Launch background queue task
|
||||
tokio::spawn(queue_task(queue_receiver));
|
||||
@ -82,10 +81,10 @@ impl Queue {
|
||||
}
|
||||
|
||||
// Background task responsible of the queue state
|
||||
async fn queue_task(mut receiver: UnboundedReceiver<QueueCommand>) {
|
||||
async fn queue_task(receiver: flume::Receiver<QueueCommand>) {
|
||||
let mut state = State::new();
|
||||
|
||||
while let Some(cmd) = receiver.recv().await {
|
||||
while let Ok(cmd) = receiver.recv_async().await {
|
||||
match cmd {
|
||||
QueueCommand::Append(entry, span) => span.in_scope(|| state.append(entry)),
|
||||
QueueCommand::NextBatch {
|
||||
@ -216,12 +215,12 @@ mod tests {
|
||||
use super::*;
|
||||
use std::sync::Arc;
|
||||
use text_generation_client::{NextTokenChooserParameters, StoppingCriteriaParameters};
|
||||
use tokio::sync::{mpsc, Semaphore};
|
||||
use tokio::sync::Semaphore;
|
||||
use tracing::info_span;
|
||||
|
||||
fn default_entry() -> Entry {
|
||||
let semaphore = Arc::new(Semaphore::new(1));
|
||||
let (response_tx, _) = mpsc::unbounded_channel();
|
||||
let (response_tx, _) = flume::unbounded();
|
||||
let permit = semaphore.try_acquire_owned().unwrap();
|
||||
|
||||
Entry {
|
||||
|
||||
@ -13,6 +13,7 @@ use axum::response::{IntoResponse, Response};
|
||||
use axum::routing::{get, post};
|
||||
use axum::{http, Json, Router};
|
||||
use axum_tracing_opentelemetry::opentelemetry_tracing_layer;
|
||||
use futures::stream::StreamExt;
|
||||
use futures::Stream;
|
||||
use metrics_exporter_prometheus::{PrometheusBuilder, PrometheusHandle};
|
||||
use std::convert::Infallible;
|
||||
@ -21,7 +22,6 @@ use text_generation_client::ShardedClient;
|
||||
use tokenizers::Tokenizer;
|
||||
use tokio::signal;
|
||||
use tokio::time::Instant;
|
||||
use tokio_stream::StreamExt;
|
||||
use tower_http::cors::{AllowOrigin, CorsLayer};
|
||||
use tracing::{info_span, instrument, Instrument};
|
||||
use utoipa::OpenApi;
|
||||
|
||||
@ -1,23 +1,24 @@
|
||||
use crate::validation::ValidationError::{BestOfSampling, BestOfSeed, EmptyInput};
|
||||
/// Payload validation logic
|
||||
use crate::{GenerateParameters, GenerateRequest};
|
||||
use rand::rngs::ThreadRng;
|
||||
use rand::Rng;
|
||||
use rand::{thread_rng, Rng};
|
||||
use text_generation_client::{NextTokenChooserParameters, StoppingCriteriaParameters};
|
||||
use thiserror::Error;
|
||||
use tokenizers::tokenizer::Tokenizer;
|
||||
use tokenizers::TruncationDirection;
|
||||
use tokio::sync::{mpsc, oneshot};
|
||||
use tokio::sync::oneshot;
|
||||
use tracing::{instrument, Span};
|
||||
|
||||
/// Validation
|
||||
#[derive(Debug, Clone)]
|
||||
pub struct Validation {
|
||||
/// maximum value for the best_of parameter
|
||||
#[allow(dead_code)]
|
||||
/// Validation parameters
|
||||
max_best_of: usize,
|
||||
/// Channel to communicate with the background validation task
|
||||
sender: mpsc::UnboundedSender<ValidationRequest>,
|
||||
max_stop_sequences: usize,
|
||||
max_input_length: usize,
|
||||
max_total_tokens: usize,
|
||||
/// Channel to communicate with the background tokenization task
|
||||
sender: Option<flume::Sender<TokenizerRequest>>,
|
||||
}
|
||||
|
||||
impl Validation {
|
||||
@ -29,22 +30,81 @@ impl Validation {
|
||||
max_input_length: usize,
|
||||
max_total_tokens: usize,
|
||||
) -> Self {
|
||||
// Create channel
|
||||
let (validation_sender, validation_receiver) = mpsc::unbounded_channel();
|
||||
// If we have a fast tokenizer
|
||||
let sender = if let Some(tokenizer) = tokenizer {
|
||||
// Create channel
|
||||
let (validation_sender, validation_receiver) = flume::unbounded();
|
||||
|
||||
// Launch background validation task
|
||||
tokio::spawn(validation_task(
|
||||
workers,
|
||||
tokenizer,
|
||||
max_stop_sequences,
|
||||
max_input_length,
|
||||
max_total_tokens,
|
||||
validation_receiver,
|
||||
));
|
||||
// Create workers
|
||||
for _ in 0..workers {
|
||||
let tokenizer_clone = tokenizer.clone();
|
||||
let receiver_clone = validation_receiver.clone();
|
||||
|
||||
// Spawn worker
|
||||
tokio::task::spawn_blocking(move || {
|
||||
tokenizer_worker(tokenizer_clone.into(), receiver_clone)
|
||||
});
|
||||
}
|
||||
Some(validation_sender)
|
||||
} else {
|
||||
None
|
||||
};
|
||||
|
||||
Self {
|
||||
max_best_of,
|
||||
sender: validation_sender,
|
||||
sender,
|
||||
max_stop_sequences,
|
||||
max_input_length,
|
||||
max_total_tokens,
|
||||
}
|
||||
}
|
||||
|
||||
async fn validate_input(
|
||||
&self,
|
||||
inputs: String,
|
||||
truncate: Option<usize>,
|
||||
max_new_tokens: u32,
|
||||
) -> Result<String, ValidationError> {
|
||||
// If we have a fast tokenizer
|
||||
if let Some(sender) = &self.sender {
|
||||
// Create response channel
|
||||
let (response_sender, response_receiver) = oneshot::channel();
|
||||
// Send request to the background validation task
|
||||
// Unwrap is safe here
|
||||
sender
|
||||
.send(((inputs, truncate), response_sender, Span::current()))
|
||||
.unwrap();
|
||||
|
||||
// Await on response channel
|
||||
// Unwrap is safe here
|
||||
let (inputs, input_length) = response_receiver.await.unwrap()?;
|
||||
|
||||
// Get total tokens
|
||||
let total_tokens = input_length + max_new_tokens as usize;
|
||||
|
||||
// Validate MaxTotalTokens
|
||||
if total_tokens > self.max_total_tokens {
|
||||
return Err(ValidationError::MaxTotalTokens(
|
||||
self.max_total_tokens,
|
||||
input_length,
|
||||
max_new_tokens,
|
||||
));
|
||||
}
|
||||
|
||||
// Validate InputLength
|
||||
if input_length > self.max_input_length {
|
||||
return Err(ValidationError::InputLength(
|
||||
self.max_input_length,
|
||||
input_length,
|
||||
));
|
||||
}
|
||||
|
||||
metrics::histogram!("tgi_request_input_length", input_length as f64);
|
||||
Ok(inputs)
|
||||
}
|
||||
// Return inputs without validation
|
||||
else {
|
||||
Ok(inputs)
|
||||
}
|
||||
}
|
||||
|
||||
@ -54,16 +114,139 @@ impl Validation {
|
||||
&self,
|
||||
request: GenerateRequest,
|
||||
) -> Result<ValidGenerateRequest, ValidationError> {
|
||||
// Create response channel
|
||||
let (sender, receiver) = oneshot::channel();
|
||||
// Send request to the background validation task
|
||||
// Unwrap is safe here
|
||||
self.sender
|
||||
.send((request, sender, Span::current()))
|
||||
.unwrap();
|
||||
// Await on response channel
|
||||
// Unwrap is safe here
|
||||
receiver.await.unwrap()
|
||||
let GenerateParameters {
|
||||
best_of,
|
||||
temperature,
|
||||
repetition_penalty,
|
||||
top_k,
|
||||
top_p,
|
||||
typical_p,
|
||||
do_sample,
|
||||
max_new_tokens,
|
||||
stop: stop_sequences,
|
||||
truncate,
|
||||
seed,
|
||||
watermark,
|
||||
..
|
||||
} = request.parameters;
|
||||
|
||||
// sampling must be true when best_of > 1
|
||||
let best_of = best_of.unwrap_or(1);
|
||||
let sampling = do_sample
|
||||
|| temperature.is_some()
|
||||
|| top_k.is_some()
|
||||
|| top_p.is_some()
|
||||
|| typical_p.is_some();
|
||||
|
||||
if best_of > 1 && !sampling {
|
||||
return Err(BestOfSampling);
|
||||
}
|
||||
|
||||
let temperature = temperature.unwrap_or(1.0);
|
||||
if temperature <= 0.0 {
|
||||
return Err(ValidationError::Temperature);
|
||||
}
|
||||
|
||||
let repetition_penalty = repetition_penalty.unwrap_or(1.0);
|
||||
if repetition_penalty <= 0.0 {
|
||||
return Err(ValidationError::RepetitionPenalty);
|
||||
}
|
||||
|
||||
// Different because the proto default value is not a valid value
|
||||
// for the user
|
||||
let top_p = top_p
|
||||
.map(|value| {
|
||||
if value <= 0.0 || value >= 1.0 {
|
||||
return Err(ValidationError::TopP);
|
||||
}
|
||||
Ok(value)
|
||||
})
|
||||
.unwrap_or(Ok(1.0))?;
|
||||
|
||||
let typical_p = typical_p
|
||||
.map(|value| {
|
||||
if value <= 0.0 || value >= 1.0 {
|
||||
return Err(ValidationError::TypicalP);
|
||||
}
|
||||
Ok(value)
|
||||
})
|
||||
.unwrap_or(Ok(1.0))?;
|
||||
|
||||
let top_k: u32 = top_k
|
||||
.map(|value| {
|
||||
if value <= 0 {
|
||||
return Err(ValidationError::TopK);
|
||||
}
|
||||
Ok(value as u32)
|
||||
})
|
||||
.unwrap_or(Ok(0))?;
|
||||
|
||||
if max_new_tokens == 0 {
|
||||
return Err(ValidationError::MaxNewTokens);
|
||||
}
|
||||
|
||||
if stop_sequences.len() > self.max_stop_sequences {
|
||||
return Err(ValidationError::StopSequence(
|
||||
self.max_stop_sequences,
|
||||
stop_sequences.len(),
|
||||
));
|
||||
}
|
||||
|
||||
// If seed is None, assign a random one
|
||||
let seed = match seed {
|
||||
None => thread_rng().gen(),
|
||||
Some(seed) => {
|
||||
if best_of > 1 {
|
||||
return Err(BestOfSeed);
|
||||
}
|
||||
seed
|
||||
}
|
||||
};
|
||||
|
||||
// Check if inputs is empty
|
||||
if request.inputs.is_empty() {
|
||||
return Err(EmptyInput);
|
||||
}
|
||||
|
||||
// Check if truncate is strictly positive and less than max_input_length
|
||||
let truncate = truncate
|
||||
.map(|value| {
|
||||
if value == 0 || value > self.max_input_length {
|
||||
return Err(ValidationError::Truncate(self.max_input_length, value));
|
||||
}
|
||||
Ok(Some(value))
|
||||
})
|
||||
.unwrap_or(Ok(None))?;
|
||||
|
||||
// Validate inputs
|
||||
let inputs = self
|
||||
.validate_input(request.inputs, truncate, max_new_tokens)
|
||||
.await?;
|
||||
|
||||
let parameters = NextTokenChooserParameters {
|
||||
temperature,
|
||||
repetition_penalty,
|
||||
top_k,
|
||||
top_p,
|
||||
typical_p,
|
||||
do_sample,
|
||||
seed,
|
||||
watermark,
|
||||
};
|
||||
let stopping_parameters = StoppingCriteriaParameters {
|
||||
max_new_tokens,
|
||||
stop_sequences,
|
||||
ignore_eos_token: false,
|
||||
};
|
||||
|
||||
metrics::histogram!("tgi_request_max_new_tokens", max_new_tokens as f64);
|
||||
|
||||
Ok(ValidGenerateRequest {
|
||||
inputs,
|
||||
truncate: truncate.unwrap_or(self.max_input_length) as u32,
|
||||
parameters,
|
||||
stopping_parameters,
|
||||
})
|
||||
}
|
||||
|
||||
/// Validate the best_of parameter
|
||||
@ -81,264 +264,54 @@ impl Validation {
|
||||
}
|
||||
}
|
||||
|
||||
/// Validation task
|
||||
/// Load balance the validation requests between multiple validation workers
|
||||
async fn validation_task(
|
||||
workers: usize,
|
||||
tokenizer: Option<Tokenizer>,
|
||||
max_stop_sequences: usize,
|
||||
max_input_length: usize,
|
||||
max_total_tokens: usize,
|
||||
mut receiver: mpsc::UnboundedReceiver<ValidationRequest>,
|
||||
) {
|
||||
let mut workers_senders = Vec::with_capacity(workers);
|
||||
|
||||
// Create workers
|
||||
for _ in 0..workers {
|
||||
let tokenizer_clone: Option<Tokenizer> = tokenizer.clone().into();
|
||||
// Create channel to communicate with worker
|
||||
let (worker_sender, worker_receiver) = mpsc::channel(workers);
|
||||
workers_senders.push(worker_sender);
|
||||
|
||||
// Spawn worker
|
||||
tokio::task::spawn_blocking(move || {
|
||||
validation_worker(
|
||||
tokenizer_clone,
|
||||
max_stop_sequences,
|
||||
max_input_length,
|
||||
max_total_tokens,
|
||||
worker_receiver,
|
||||
)
|
||||
});
|
||||
}
|
||||
|
||||
loop {
|
||||
// Load balance requests between workers
|
||||
for sender in workers_senders.iter() {
|
||||
if let Some(validation_request) = receiver.recv().await {
|
||||
sender.send(validation_request).await.unwrap();
|
||||
} else {
|
||||
return;
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
/// Check the parameters inside the payload and get the number of tokens inside the input using
|
||||
/// the tokenizer
|
||||
fn validation_worker(
|
||||
tokenizer: Option<Tokenizer>,
|
||||
max_stop_sequences: usize,
|
||||
max_input_length: usize,
|
||||
max_total_tokens: usize,
|
||||
mut receiver: mpsc::Receiver<ValidationRequest>,
|
||||
) {
|
||||
// Seed rng
|
||||
let mut rng = rand::thread_rng();
|
||||
|
||||
/// Start tokenization workers
|
||||
fn tokenizer_worker(tokenizer: Tokenizer, receiver: flume::Receiver<TokenizerRequest>) {
|
||||
// Loop over requests
|
||||
while let Some((request, response_tx, parent_span)) = receiver.blocking_recv() {
|
||||
while let Ok(((inputs, truncate), response_tx, parent_span)) = receiver.recv() {
|
||||
parent_span.in_scope(|| {
|
||||
response_tx
|
||||
.send(
|
||||
validate(
|
||||
request,
|
||||
tokenizer.as_ref(),
|
||||
max_stop_sequences,
|
||||
max_input_length,
|
||||
max_total_tokens,
|
||||
&mut rng,
|
||||
)
|
||||
.map_err(|err| {
|
||||
metrics::increment_counter!("tgi_request_failure", "err" => "validation");
|
||||
tracing::error!("{err}");
|
||||
err
|
||||
}),
|
||||
)
|
||||
.send(prepare_input(inputs, truncate, &tokenizer).map_err(|err| {
|
||||
metrics::increment_counter!("tgi_request_failure", "err" => "validation");
|
||||
tracing::error!("{err}");
|
||||
err
|
||||
}))
|
||||
.unwrap_or(())
|
||||
})
|
||||
}
|
||||
}
|
||||
|
||||
fn validate(
|
||||
request: GenerateRequest,
|
||||
tokenizer: Option<&Tokenizer>,
|
||||
max_stop_sequences: usize,
|
||||
max_input_length: usize,
|
||||
max_total_tokens: usize,
|
||||
rng: &mut ThreadRng,
|
||||
) -> Result<ValidGenerateRequest, ValidationError> {
|
||||
let GenerateParameters {
|
||||
best_of,
|
||||
temperature,
|
||||
repetition_penalty,
|
||||
top_k,
|
||||
top_p,
|
||||
typical_p,
|
||||
do_sample,
|
||||
max_new_tokens,
|
||||
stop: stop_sequences,
|
||||
truncate,
|
||||
seed,
|
||||
watermark,
|
||||
..
|
||||
} = request.parameters;
|
||||
/// Get input length and optionally truncate it
|
||||
fn prepare_input(
|
||||
inputs: String,
|
||||
truncate: Option<usize>,
|
||||
tokenizer: &Tokenizer,
|
||||
) -> Result<(String, usize), ValidationError> {
|
||||
// Get the number of tokens in the input
|
||||
let mut encoding = tokenizer
|
||||
.encode(inputs.clone(), true)
|
||||
.map_err(|err| ValidationError::Tokenizer(err.to_string()))?;
|
||||
|
||||
// sampling must be true when best_of > 1
|
||||
let best_of = best_of.unwrap_or(1);
|
||||
let sampling = do_sample
|
||||
|| temperature.is_some()
|
||||
|| top_k.is_some()
|
||||
|| top_p.is_some()
|
||||
|| typical_p.is_some();
|
||||
|
||||
if best_of > 1 && !sampling {
|
||||
return Err(BestOfSampling);
|
||||
}
|
||||
|
||||
let temperature = temperature.unwrap_or(1.0);
|
||||
if temperature <= 0.0 {
|
||||
return Err(ValidationError::Temperature);
|
||||
}
|
||||
|
||||
let repetition_penalty = repetition_penalty.unwrap_or(1.0);
|
||||
if repetition_penalty <= 0.0 {
|
||||
return Err(ValidationError::RepetitionPenalty);
|
||||
}
|
||||
|
||||
// Different because the proto default value is not a valid value
|
||||
// for the user
|
||||
let top_p = top_p
|
||||
.map(|value| {
|
||||
if value <= 0.0 || value >= 1.0 {
|
||||
return Err(ValidationError::TopP);
|
||||
}
|
||||
Ok(value)
|
||||
})
|
||||
.unwrap_or(Ok(1.0))?;
|
||||
|
||||
let typical_p = typical_p
|
||||
.map(|value| {
|
||||
if value <= 0.0 || value >= 1.0 {
|
||||
return Err(ValidationError::TypicalP);
|
||||
}
|
||||
Ok(value)
|
||||
})
|
||||
.unwrap_or(Ok(1.0))?;
|
||||
|
||||
let top_k: u32 = top_k
|
||||
.map(|value| {
|
||||
if value <= 0 {
|
||||
return Err(ValidationError::TopK);
|
||||
}
|
||||
Ok(value as u32)
|
||||
})
|
||||
.unwrap_or(Ok(0))?;
|
||||
|
||||
if max_new_tokens == 0 {
|
||||
return Err(ValidationError::MaxNewTokens);
|
||||
}
|
||||
|
||||
if stop_sequences.len() > max_stop_sequences {
|
||||
return Err(ValidationError::StopSequence(
|
||||
max_stop_sequences,
|
||||
stop_sequences.len(),
|
||||
));
|
||||
}
|
||||
|
||||
// If seed is None, assign a random one
|
||||
let seed = match seed {
|
||||
None => rng.gen(),
|
||||
Some(seed) => {
|
||||
if best_of > 1 {
|
||||
return Err(BestOfSeed);
|
||||
}
|
||||
seed
|
||||
}
|
||||
};
|
||||
|
||||
// Check if inputs is empty
|
||||
if request.inputs.is_empty() {
|
||||
return Err(EmptyInput);
|
||||
}
|
||||
|
||||
// Check if truncate is strictly positive and less than max_input_length
|
||||
let truncate = truncate
|
||||
.map(|value| {
|
||||
if value == 0 || value > max_input_length {
|
||||
return Err(ValidationError::Truncate(max_input_length, value));
|
||||
}
|
||||
Ok(Some(value))
|
||||
})
|
||||
.unwrap_or(Ok(None))?;
|
||||
|
||||
// If we have a fast tokenizer
|
||||
let inputs = if let Some(tokenizer) = tokenizer {
|
||||
// Get the number of tokens in the input
|
||||
let mut encoding = tokenizer
|
||||
.encode(request.inputs.clone(), true)
|
||||
.map_err(|err| ValidationError::Tokenizer(err.to_string()))?;
|
||||
|
||||
let (inputs, input_length) = if let Some(truncate) = truncate {
|
||||
// Optionally truncate
|
||||
let (inputs, input_length) = match truncate {
|
||||
// Truncate is some and > encoding length
|
||||
Some(truncate) if truncate > encoding.len() => {
|
||||
// truncate encoding and decode new inputs
|
||||
encoding.truncate(truncate, 0, TruncationDirection::Left);
|
||||
let inputs = tokenizer
|
||||
.decode(Vec::from(encoding.get_ids()), false)
|
||||
.map_err(|err| ValidationError::Tokenizer(err.to_string()))?;
|
||||
(inputs, encoding.len())
|
||||
} else {
|
||||
(request.inputs, encoding.len())
|
||||
};
|
||||
|
||||
if input_length > max_input_length {
|
||||
return Err(ValidationError::InputLength(max_input_length, input_length));
|
||||
}
|
||||
|
||||
let total_tokens = input_length + max_new_tokens as usize;
|
||||
if total_tokens > max_total_tokens {
|
||||
return Err(ValidationError::MaxTotalTokens(
|
||||
max_total_tokens,
|
||||
input_length,
|
||||
max_new_tokens,
|
||||
));
|
||||
}
|
||||
|
||||
metrics::histogram!("tgi_request_input_length", input_length as f64);
|
||||
inputs
|
||||
} else {
|
||||
request.inputs
|
||||
// Nothing to do
|
||||
_ => (inputs, encoding.len()),
|
||||
};
|
||||
|
||||
// Return ValidGenerateRequest
|
||||
let parameters = NextTokenChooserParameters {
|
||||
temperature,
|
||||
repetition_penalty,
|
||||
top_k,
|
||||
top_p,
|
||||
typical_p,
|
||||
do_sample,
|
||||
seed,
|
||||
watermark,
|
||||
};
|
||||
let stopping_parameters = StoppingCriteriaParameters {
|
||||
max_new_tokens,
|
||||
stop_sequences,
|
||||
ignore_eos_token: false,
|
||||
};
|
||||
|
||||
metrics::histogram!("tgi_request_max_new_tokens", max_new_tokens as f64);
|
||||
|
||||
Ok(ValidGenerateRequest {
|
||||
inputs,
|
||||
truncate: truncate.unwrap_or(max_input_length) as u32,
|
||||
parameters,
|
||||
stopping_parameters,
|
||||
})
|
||||
Ok((inputs, input_length))
|
||||
}
|
||||
|
||||
type ValidationRequest = (
|
||||
GenerateRequest,
|
||||
oneshot::Sender<Result<ValidGenerateRequest, ValidationError>>,
|
||||
type TokenizerRequest = (
|
||||
(String, Option<usize>),
|
||||
oneshot::Sender<Result<(String, usize), ValidationError>>,
|
||||
Span,
|
||||
);
|
||||
|
||||
|
||||
@ -24,6 +24,7 @@ def default_pb_request(default_pb_parameters, default_pb_stop_parameters):
|
||||
return generate_pb2.Request(
|
||||
id=0,
|
||||
inputs="Test",
|
||||
truncate=100,
|
||||
parameters=default_pb_parameters,
|
||||
stopping_parameters=default_pb_stop_parameters,
|
||||
)
|
||||
|
||||
@ -25,6 +25,7 @@ def default_pb_request(default_pb_parameters, default_pb_stop_parameters):
|
||||
return generate_pb2.Request(
|
||||
id=0,
|
||||
inputs="Test",
|
||||
truncate=100,
|
||||
parameters=default_pb_parameters,
|
||||
stopping_parameters=default_pb_stop_parameters,
|
||||
)
|
||||
|
||||
@ -15,6 +15,7 @@ def default_pb_request(default_pb_parameters, default_pb_stop_parameters):
|
||||
return generate_pb2.Request(
|
||||
id=0,
|
||||
inputs="def",
|
||||
truncate=100,
|
||||
parameters=default_pb_parameters,
|
||||
stopping_parameters=default_pb_stop_parameters,
|
||||
)
|
||||
@ -30,6 +31,7 @@ def default_fim_pb_request(default_pb_parameters, default_pb_stop_parameters):
|
||||
return generate_pb2.Request(
|
||||
id=0,
|
||||
inputs="<fim-prefix>def<fim-suffix>world<fim-middle>",
|
||||
truncate=100,
|
||||
parameters=default_pb_parameters,
|
||||
stopping_parameters=default_pb_stop_parameters,
|
||||
)
|
||||
|
||||
@ -28,6 +28,7 @@ def default_pb_request(default_pb_parameters, default_pb_stop_parameters):
|
||||
return generate_pb2.Request(
|
||||
id=0,
|
||||
inputs="Test",
|
||||
truncate=100,
|
||||
parameters=default_pb_parameters,
|
||||
stopping_parameters=default_pb_stop_parameters,
|
||||
)
|
||||
|
||||
Loading…
Reference in New Issue
Block a user