[Rust] Bound multimodal media ingress (#37967)

This commit is contained in:
Lianmin Zheng
2026-09-04 05:22:44 -07:00
committed by GitHub
parent e4adf63275
commit 978cc228ca
7 changed files with 274 additions and 74 deletions
+2
View File
@@ -11,6 +11,7 @@ from sglang.srt.arg_groups.overrides import resolving_view
from sglang.srt.managers.utils import compute_num_reserved_tokens
from sglang.srt.runtime_context import (
get_disagg,
get_mm,
get_model,
get_observability,
get_serving,
@@ -81,6 +82,7 @@ def _build_server_args(scheduler: Scheduler) -> ServerArgs:
if get_serving().preferred_sampling_params is not None
else None
),
limit_mm_data_per_request=get_mm().limit_mm_data_per_request or {},
allow_auto_truncate=get_serving().allow_auto_truncate,
enable_return_hidden_states=sa.enable_return_hidden_states,
# Not a `server_args` field: `TokenizerManager` derives it, and the
+4 -4
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@@ -107,10 +107,10 @@ Adding one = a `MmFamilyProcessor` impl in `src/<model>/mod.rs` plus a
`common::fetch` matches the Python `get_image_bytes` semantics
(`REQUEST_TIMEOUT` env, `HTTP(S)_PROXY` / `ALL_PROXY` / `NO_PROXY` including
IPv4-CIDR and `host:port` entries) with two deliberate differences: every
source form is capped at 64 MiB — plus 64 items / 256 MiB per request in the
driver — and `file://` URLs actually work (the Python helper passes the
un-stripped URL to `open()`).
IPv4-CIDR and `host:port` entries) with deliberate safety bounds: every media
source contributes to a shared 64-item / 1.25 GiB request budget, and each
remote I/O stream has an additional 64 MiB cap. `file://` URLs also work (the
Python helper passes the un-stripped URL to `open()`).
## Python API
+110 -30
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@@ -10,9 +10,8 @@ use std::sync::OnceLock;
use base64::Engine;
/// Cap on any single resolved payload — HTTP, file, or base64 — so no source
/// form can exhaust memory (the Python path has no such cap; oversized
/// payloads reject the request here).
/// Cap on one remotely fetched payload. Inline base64 and trusted local files
/// use their caller's whole-request budget instead.
pub const MAX_FETCH_BYTES: u64 = 64 << 20;
/// Charge granularity of a streaming read: the most an in-flight source can
@@ -39,6 +38,17 @@ impl ByteBudget {
.map_err(|_| ())
}
fn remaining(&self) -> u64 {
self.0.load(std::sync::atomic::Ordering::Acquire)
}
/// Charge bytes which were already materialized by an earlier pipeline
/// stage. This lets the consumer apply one whole-request bound across
/// prefetched I/O and inline payloads without reading the source twice.
pub fn charge_existing(&self, n: usize, what: &str) -> Result<(), String> {
self.claim(n as u64).map_err(|()| over_budget(what))
}
/// Give back bytes claimed for a chunk but not filled by the read.
fn release(&self, n: u64) {
self.0.fetch_add(n, std::sync::atomic::Ordering::AcqRel);
@@ -52,8 +62,40 @@ pub fn fetch_bytes(src: &str) -> Result<Vec<u8>, String> {
fetch_bytes_budgeted(src, &ByteBudget::new(MAX_FETCH_BYTES))
}
/// Read a trusted local media path without applying the per-source remote cap.
///
/// Python's media security limit is specifically a URL-download limit. Local
/// video fixtures and mounted production assets are commonly larger than 64
/// MiB, so applying [`MAX_FETCH_BYTES`] to them breaks requests which the Python
/// frontend accepts. They still consume the caller's whole-request budget.
/// Reject non-regular files and charge their size before reading so a request
/// cannot turn devices or a huge sparse file into an unbounded allocation.
pub fn fetch_local_file_budgeted(src: &str, budget: &ByteBudget) -> Result<Vec<u8>, String> {
let path = src.strip_prefix("file://").unwrap_or(src);
let file = std::fs::File::open(path).map_err(|e| format!("media fetch: {path}: {e}"))?;
let metadata = file
.metadata()
.map_err(|e| format!("media fetch: stat {path}: {e}"))?;
if !metadata.is_file() {
return Err(format!("media fetch: {path}: not a regular file"));
}
let expected = metadata.len();
budget.claim(expected).map_err(|()| over_budget(path))?;
let mut buf = Vec::with_capacity(usize::try_from(expected).unwrap_or(usize::MAX));
let read = file
.take(expected.saturating_add(1))
.read_to_end(&mut buf)
.map_err(|e| format!("media fetch: read {path}: {e}"))? as u64;
if read > expected {
return Err(format!("media fetch: {path}: changed size while reading"));
}
budget.release(expected - read);
Ok(buf)
}
/// [`fetch_bytes`] against a caller-owned allowance, for resolving several
/// sources under one whole-request bound. [`MAX_FETCH_BYTES`] still caps each.
/// sources under one whole-request bound. [`MAX_FETCH_BYTES`] still caps I/O
/// streams; already-resident base64 is bounded by `budget`.
pub fn fetch_bytes_budgeted(src: &str, budget: &ByteBudget) -> Result<Vec<u8>, String> {
if src.starts_with("http://") || src.starts_with("https://") {
return http_get(src, budget);
@@ -69,19 +111,47 @@ pub fn fetch_bytes_budgeted(src: &str, budget: &ByteBudget) -> Result<Vec<u8>, S
.split_once(',')
.ok_or_else(|| "media fetch: malformed data: URL".to_string())?
.1;
return charge_decoded(b64(encoded)?, budget);
return decode_base64_budgeted(encoded, budget);
}
// Python treats any other string as bare base64.
charge_decoded(b64(src)?, budget)
decode_base64_budgeted(src, budget)
}
/// Base64 payloads are already resident in the request body — they cannot
/// amplify the way a download can, so they charge once decoded, not per chunk.
fn charge_decoded(decoded: Vec<u8>, budget: &ByteBudget) -> Result<Vec<u8>, String> {
budget
.claim(decoded.len() as u64)
.map_err(|()| over_budget("base64 payload"))?;
Ok(decoded)
/// Reserve the maximum decoded size before allocating. The reservation is
/// reconciled with the exact size afterwards because trailing padding can
/// reduce the result by up to two bytes.
fn decode_base64_budgeted(encoded: &str, budget: &ByteBudget) -> Result<Vec<u8>, String> {
let encoded = encoded.trim();
let padding = encoded
.as_bytes()
.iter()
.rev()
.take_while(|&&byte| byte == b'=')
.take(2)
.count() as u64;
let estimate = (encoded.len() as u64)
.checked_add(3)
.and_then(|n| n.checked_div(4))
.and_then(|n| n.checked_mul(3))
.and_then(|n| n.checked_sub(padding))
.ok_or_else(|| over_budget("base64 payload"))?;
let remaining = budget.remaining();
budget.claim(estimate).map_err(|()| {
format!(
"{} (decoded size {estimate} bytes, {remaining} bytes remaining)",
over_budget("base64 payload")
)
})?;
match base64::engine::general_purpose::STANDARD.decode(encoded.as_bytes()) {
Ok(decoded) => {
budget.release(estimate - decoded.len() as u64);
Ok(decoded)
}
Err(error) => {
budget.release(estimate);
Err(format!("media fetch: base64 decode: {error}"))
}
}
}
fn over_budget(what: &str) -> String {
@@ -122,21 +192,6 @@ fn read_capped(mut reader: impl Read, what: &str, budget: &ByteBudget) -> Result
}
}
fn b64(encoded: &str) -> Result<Vec<u8>, String> {
// Slightly laxer than Python's `pybase64.b64decode(validate=True)`:
// surrounding whitespace (e.g. a trailing newline) is trimmed here.
let encoded = encoded.trim();
// Reject by encoded length before allocating the decode buffer.
if encoded.len() as u64 / 4 * 3 > MAX_FETCH_BYTES {
return Err(format!(
"media fetch: base64 payload exceeds {MAX_FETCH_BYTES} bytes"
));
}
base64::engine::general_purpose::STANDARD
.decode(encoded.as_bytes())
.map_err(|e| format!("media fetch: base64 decode: {e}"))
}
/// Shared pooled agent honoring `HTTP_PROXY`/`HTTPS_PROXY`/`ALL_PROXY`, as the
/// Python `requests` session does.
fn http_agent() -> &'static ureq::Agent {
@@ -268,6 +323,14 @@ mod tests {
assert!(fetch_bytes("/definitely/not/here.jpg").is_err());
}
#[test]
fn trusted_local_reader_rejects_non_regular_files() {
let err = fetch_local_file_budgeted("/dev/zero", &ByteBudget::new(1024))
.err()
.unwrap();
assert!(err.contains("not a regular file"), "{err}");
}
/// A non-regular file must hit the byte cap, not exhaust memory.
#[test]
fn unbounded_file_capped() {
@@ -275,12 +338,29 @@ mod tests {
assert!(err.contains("exceeds"), "{err}");
}
/// Oversized base64 is rejected from its encoded length, before decoding.
/// The convenience API keeps its 64 MiB budget, while a server request may
/// supply a larger bounded allowance for already-resident inline media.
#[test]
fn oversized_base64_rejected() {
fn inline_base64_uses_the_supplied_request_budget() {
let encoded = "A".repeat((MAX_FETCH_BYTES / 3 * 4 + 8) as usize);
let err = fetch_bytes(&encoded).err().unwrap();
assert!(err.contains("exceeds"), "{err}");
let decoded = fetch_bytes_budgeted(&encoded, &ByteBudget::new(MAX_FETCH_BYTES + 16))
.expect("larger request budget admits inline media over the remote-fetch cap");
assert!(decoded.len() as u64 > MAX_FETCH_BYTES);
}
#[test]
fn base64_uses_the_callers_exact_budget() {
let encoded = base64::engine::general_purpose::STANDARD.encode(b"a");
assert_eq!(
fetch_bytes_budgeted(&encoded, &ByteBudget::new(1)).unwrap(),
b"a"
);
let err = fetch_bytes_budgeted(&encoded, &ByteBudget::new(0))
.err()
.unwrap();
assert!(err.contains("request media byte budget"), "{err}");
}
/// One budget spans sources: each fits alone, the set does not.
+16 -21
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@@ -8,10 +8,10 @@
use crate::common::{self, fetch, par, token_layout};
use crate::pipeline::{DecodedMedia, MmFamilyProcessor, PositionOutput, ProcessedItem};
/// Per-request bounds: together with [`fetch::MAX_FETCH_BYTES`] they cap what
/// one request can make the pipeline buffer.
/// Per-request bounds. Every source consumes the aggregate budget;
/// [`fetch::MAX_FETCH_BYTES`] additionally caps each remote I/O stream.
pub const MAX_ITEMS_PER_REQUEST: usize = 64;
pub const MAX_REQUEST_BYTES: u64 = 256 << 20;
pub const MAX_REQUEST_BYTES: u64 = 1280 << 20;
/// One raw image source from the request.
#[derive(Debug)]
@@ -59,6 +59,16 @@ fn resolve(source: &ImageSource) -> Result<std::borrow::Cow<'_, [u8]>, String> {
}
}
fn add_media_bytes(total: u64, next: usize) -> Result<u64, String> {
let total = total.saturating_add(next as u64);
if total > MAX_REQUEST_BYTES {
return Err(format!(
"multimodal request exceeds {MAX_REQUEST_BYTES} total media bytes"
));
}
Ok(total)
}
/// Run one request through the pipeline. Any `Err` rejects the request back
/// to the client — including inputs merely outside the pipeline's scope
/// (video/audio, precomputed features, undecodable images), since there is
@@ -85,12 +95,7 @@ pub fn process(
let mut total: u64 = 0;
for source in &input.images {
let bytes = resolve(source)?;
total += bytes.len() as u64;
if total > MAX_REQUEST_BYTES {
return Err(format!(
"multimodal request exceeds {MAX_REQUEST_BYTES} total media bytes"
));
}
total = add_media_bytes(total, bytes.len())?;
fetched.push(bytes);
}
let processed: Vec<(ProcessedItem, u64)> =
@@ -240,18 +245,8 @@ mod tests {
.unwrap();
assert!(err.contains("media items"), "{err}");
let chunk = (MAX_REQUEST_BYTES / 2 + 1) as usize;
let too_big = MmInput {
text: None,
input_ids: Some(vec![1, 1]),
images: vec![
ImageSource::Bytes(vec![0; chunk]),
ImageSource::Bytes(vec![0; chunk]),
],
};
let err = process(family.as_ref(), too_big, |_| unreachable!())
.err()
.unwrap();
let err = add_media_bytes(MAX_REQUEST_BYTES / 2, (MAX_REQUEST_BYTES / 2 + 1) as usize)
.unwrap_err();
assert!(err.contains("total media bytes"), "{err}");
}
@@ -232,7 +232,10 @@ async fn generate(
let timing = RequestTiming::new();
// Media I/O (URL downloads, file reads) happens here, on the API runtime
// — never on the MM worker pool (see `prefetch`).
if let Err(e) = super::prefetch::prefetch_all(&mut payloads).await {
if let Err(e) =
super::prefetch::prefetch_all(&mut payloads, &state.server_args.limit_mm_data_per_request)
.await
{
return native_error(StatusCode::BAD_REQUEST, &e, stream);
}
if !is_batch {
+131 -18
View File
@@ -2,16 +2,18 @@
//!
//! The MM worker pool is fixed, core-pinned CPU capacity: a slow image host — or
//! a file on a hanging network mount — must never occupy it, and a request's
//! images must download concurrently, not in `n * REQUEST_TIMEOUT`. URLs and
//! file paths resolve here through `sglang-mm`'s `fetch_bytes_budgeted` (one
//! owner for proxy/timeout/cap semantics) and ride out-of-band as
//! images must download concurrently, not in `n * REQUEST_TIMEOUT`. Remote and
//! inline sources resolve through `sglang-mm`'s `fetch_bytes_budgeted` (one
//! owner for proxy/timeout/cap semantics); trusted local files skip the remote
//! per-source cap but share the whole-request budget. Resolved bytes ride out-of-band as
//! [`crate::message::request::MmData::prefetched`], which
//! [`crate::multi_modality::payload::to_mm_input`] swaps back in.
use std::collections::BTreeMap;
use std::sync::Arc;
use bytes::Bytes;
use sglang_mm::common::fetch::{ByteBudget, fetch_bytes_budgeted};
use sglang_mm::common::fetch::{ByteBudget, fetch_bytes_budgeted, fetch_local_file_budgeted};
use sglang_mm::driver::{MAX_ITEMS_PER_REQUEST, MAX_REQUEST_BYTES};
use tokio::sync::Semaphore;
@@ -29,18 +31,46 @@ static PERMITS: Semaphore = Semaphore::const_new(32);
/// enforced *here* rather than in `sglang_mm::driver::process`, where 64 sources
/// of 64 MiB would already be resident. The driver keeps its own checks as the
/// backstop for callers without a prefetch layer.
pub async fn prefetch_all(requests: &mut [GenerateRequest]) -> Result<(), String> {
pub async fn prefetch_all(
requests: &mut [GenerateRequest],
modality_limits: &BTreeMap<String, usize>,
) -> Result<(), String> {
// The item budget rejects before a single byte is fetched.
let plan = |mm: &Option<Box<MmData>>| -> Result<Vec<String>, String> {
let Some(image_data) = mm.as_deref().and_then(|m| m.image_data.as_ref()) else {
let Some(mm) = mm.as_deref() else {
return Ok(Vec::new());
};
if item_count(image_data) > MAX_ITEMS_PER_REQUEST {
let values = [
("image", mm.image_data.as_ref()),
("video", mm.video_data.as_ref()),
("audio", mm.audio_data.as_ref()),
];
let items = values
.iter()
.filter_map(|(_, value)| *value)
.map(item_count)
.sum::<usize>();
if items > MAX_ITEMS_PER_REQUEST {
return Err(format!(
"multimodal request exceeds {MAX_ITEMS_PER_REQUEST} media items"
));
}
Ok(io_sources(image_data))
for (modality, value) in values {
let count = value.map(item_count).unwrap_or_default();
if let Some(limit) = modality_limits.get(modality)
&& count > *limit
{
let display = modality[..1].to_uppercase() + &modality[1..];
return Err(format!(
"{display} count {count} exceeds limit {limit} per request."
));
}
}
Ok(values
.iter()
.filter_map(|(_, value)| *value)
.flat_map(io_sources)
.collect())
};
let plans = requests
.iter()
@@ -58,9 +88,11 @@ pub async fn prefetch_all(requests: &mut [GenerateRequest]) -> Result<(), String
Ok(())
}
/// Resolve one request's sources concurrently (globally bounded), in order,
/// against one shared `total_bytes` allowance. Overflow rejects mid-download and
/// `try_join_all` drops the rest, so queued sources never start.
/// Resolve one request's sources concurrently (globally bounded), in order.
/// All inputs share `total_bytes`; trusted local files skip only the remote
/// per-source cap, matching Python's URL-only security limit. Overflow rejects
/// before or during I/O and `try_join_all` drops the rest, so queued sources
/// never start.
async fn fetch_ordered(sources: Vec<String>, total_bytes: u64) -> Result<Vec<Bytes>, String> {
let budget = Arc::new(ByteBudget::new(total_bytes));
futures::future::try_join_all(sources.into_iter().map(|src| {
@@ -71,10 +103,16 @@ async fn fetch_ordered(sources: Vec<String>, total_bytes: u64) -> Result<Vec<Byt
// an API worker. Those threads are pinned round-robin over the api
// core set (see `on_thread_start` in `runtime::start`) — off the
// CPU-bound stages, and mostly I/O-parked, so sharing is fine.
tokio::task::spawn_blocking(move || fetch_bytes_budgeted(&src, &budget))
.await
.map_err(|e| format!("media prefetch: {e}"))?
.map(Bytes::from)
tokio::task::spawn_blocking(move || {
if src.starts_with('/') || src.starts_with("file://") {
fetch_local_file_budgeted(&src, &budget)
} else {
fetch_bytes_budgeted(&src, &budget)
}
})
.await
.map_err(|e| format!("media prefetch: {e}"))?
.map(Bytes::from)
}
}))
.await
@@ -121,6 +159,36 @@ mod tests {
}
}
#[tokio::test]
async fn mixed_modalities_preserve_image_video_audio_order() {
let base = std::env::temp_dir().join(format!("sglang-prefetch-mm-{}", std::process::id()));
std::fs::create_dir_all(&base).unwrap();
let paths = [base.join("image"), base.join("video"), base.join("audio")];
for (path, body) in
paths
.iter()
.zip([b"image".as_ref(), b"video".as_ref(), b"audio".as_ref()])
{
std::fs::write(path, body).unwrap();
}
let mut requests = vec![GenerateRequest {
mm: Some(Box::new(MmData {
image_data: Some(Value::from(paths[0].display().to_string())),
video_data: Some(Value::from(paths[1].display().to_string())),
audio_data: Some(Value::from(paths[2].display().to_string())),
..Default::default()
})),
..Default::default()
}];
prefetch_all(&mut requests, &BTreeMap::new()).await.unwrap();
std::fs::remove_dir_all(base).ok();
let fetched = &requests[0].mm.as_ref().unwrap().prefetched;
assert_eq!(
fetched.iter().map(Bytes::as_ref).collect::<Vec<_>>(),
vec![b"image".as_ref(), b"video".as_ref(), b"audio".as_ref()]
);
}
/// URLs and file paths resolve concurrently into `prefetched` in source
/// order; CPU-only sources and mm-free requests are untouched.
#[tokio::test]
@@ -137,7 +205,7 @@ mod tests {
])),
GenerateRequest::default(),
];
prefetch_all(&mut requests).await.unwrap();
prefetch_all(&mut requests, &BTreeMap::new()).await.unwrap();
std::fs::remove_file(&path).ok();
let fetched = &requests[0].mm.as_ref().unwrap().prefetched;
// The one-shot server answers in accept order, so contents may swap
@@ -151,7 +219,10 @@ mod tests {
#[tokio::test]
async fn failed_download_rejects() {
let mut requests = vec![mm_request(Value::from("http://127.0.0.1:1/nope.png"))];
let err = prefetch_all(&mut requests).await.err().unwrap();
let err = prefetch_all(&mut requests, &BTreeMap::new())
.await
.err()
.unwrap();
assert!(err.contains("media fetch"), "{err}");
}
@@ -163,7 +234,10 @@ mod tests {
.map(|i| Value::from(format!("/definitely/not/here-{i}.png")))
.collect();
let mut requests = vec![mm_request(Value::Array(sources))];
let err = prefetch_all(&mut requests).await.err().unwrap();
let err = prefetch_all(&mut requests, &BTreeMap::new())
.await
.err()
.unwrap();
assert_eq!(
err,
format!("multimodal request exceeds {MAX_ITEMS_PER_REQUEST} media items")
@@ -171,6 +245,25 @@ mod tests {
assert!(requests[0].mm.as_ref().unwrap().prefetched.is_empty());
}
#[tokio::test]
async fn per_modality_budget_rejects_before_fetching() {
let mut requests = vec![GenerateRequest {
mm: Some(Box::new(MmData {
image_data: Some(Value::Array(vec![
Value::from("/definitely/not/here-0.png"),
Value::from("/definitely/not/here-1.png"),
])),
video_data: Some(Value::Array(vec![Value::from("/definitely/not/here.mp4")])),
..Default::default()
})),
..Default::default()
}];
let limits = BTreeMap::from([("image".to_owned(), 1), ("video".to_owned(), 1)]);
let err = prefetch_all(&mut requests, &limits).await.err().unwrap();
assert_eq!(err, "Image count 2 exceeds limit 1 per request.");
assert!(requests[0].mm.as_ref().unwrap().prefetched.is_empty());
}
/// Sources legal alone but collectively over the limit are rejected while
/// downloading, not once every body is resident.
#[tokio::test]
@@ -196,4 +289,24 @@ mod tests {
let fetched = fetch_ordered(sources, MAX_REQUEST_BYTES).await.unwrap();
assert_eq!(fetched.iter().map(|b| b.len()).sum::<usize>(), 8192);
}
#[tokio::test]
async fn local_files_share_the_request_budget() {
let base = std::env::temp_dir().join(format!(
"sglang-prefetch-local-budget-{}",
std::process::id()
));
std::fs::create_dir_all(&base).unwrap();
let first = base.join("first.mp4");
let second = base.join("second.mp4");
std::fs::write(&first, b"first").unwrap();
std::fs::write(&second, b"second").unwrap();
let sources = vec![first.display().to_string(), second.display().to_string()];
let fetched = fetch_ordered(sources.clone(), 11).await.unwrap();
let error = fetch_ordered(sources, 10).await.err().unwrap();
std::fs::remove_dir_all(base).ok();
assert_eq!(fetched.len(), 2);
assert!(error.contains("request media byte budget"), "{error}");
}
}
+7
View File
@@ -15,6 +15,7 @@
//! [`PreferredSamplingParams`] — are the only Python-facing code in this file;
//! the rest is pure Rust.
use std::collections::BTreeMap;
use std::net::SocketAddr;
use std::sync::Arc;
@@ -129,6 +130,8 @@ pub struct ServerArgs {
/// Launch-time sampling defaults merged beneath per-request values and
/// advertised by `/get_model_info`.
pub preferred_sampling_params: Option<PreferredSamplingParams>,
/// Per-modality media-count limits from `--limit-mm-data-per-request`.
pub limit_mm_data_per_request: BTreeMap<String, usize>,
/// Over-long inputs are truncated to fit the context instead of 400ing, and
/// `max_new_tokens` is clamped rather than rejected (Python
/// `TokenizerManager._validate_one_request`).
@@ -172,6 +175,7 @@ impl ServerArgs {
disaggregation_mode,
model_config,
preferred_sampling_params,
limit_mm_data_per_request,
allow_auto_truncate,
enable_return_hidden_states,
num_reserved_tokens,
@@ -202,6 +206,7 @@ impl ServerArgs {
disaggregation_mode: DisaggregationMode,
model_config: ModelConfig,
preferred_sampling_params: Option<PreferredSamplingParams>,
limit_mm_data_per_request: BTreeMap<String, usize>,
allow_auto_truncate: bool,
enable_return_hidden_states: bool,
num_reserved_tokens: u64,
@@ -230,6 +235,7 @@ impl ServerArgs {
disaggregation_mode,
model_config,
preferred_sampling_params,
limit_mm_data_per_request,
allow_auto_truncate,
enable_return_hidden_states,
num_reserved_tokens,
@@ -266,6 +272,7 @@ impl Default for ServerArgs {
disaggregation_mode: DisaggregationMode::Null,
model_config: ModelConfig::default(),
preferred_sampling_params: None,
limit_mm_data_per_request: BTreeMap::new(),
allow_auto_truncate: false,
enable_return_hidden_states: false,
num_reserved_tokens: 0,