KVCache simulator for LLM serving cluster routing research

Discrete-event simulator for evaluating KV cache-aware routing policies
in prefill-disaggregated LLM serving clusters. Models a two-tier KV cache
hierarchy (L0 GPU HBM + L1 CPU DRAM) with RDMA/PCIe link contention,
architecture-derived roofline compute (MoE, MLA, DSA), and a cluster-wide
meta-store for prefix-aware routing decisions.

Includes 11 routing policies (random, round_robin, least_loaded,
least_tokens, ttl_aware, precise, min_pd, cache_load, cache_score,
estimated_ttft, prefix_affinity), HuggingFace config.json auto-parsing,
built-in GPU hardware presets (H100/H800/H20/A100/B200), and ablation
tooling for systematic policy comparison across real Alibaba serving traces.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
This commit is contained in:
2026-04-14 01:16:02 +08:00
commit ec73a95e05
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src/router/random.rs Normal file
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use rand::{Rng, SeedableRng};
use rand_chacha::ChaCha8Rng;
use crate::cluster::meta_store::MetaStore;
use crate::instance::Instance;
use crate::router::{CandidateInfo, RouteDecision, Router};
use crate::trace::RequestRecord;
use crate::types::InstanceId;
pub struct RandomRouter {
rng: ChaCha8Rng,
}
impl RandomRouter {
pub fn new(seed: u64) -> Self {
Self { rng: ChaCha8Rng::seed_from_u64(seed) }
}
}
impl Router for RandomRouter {
fn name(&self) -> &'static str {
"random"
}
fn route(
&mut self,
req: &RequestRecord,
instances: &[Instance],
_meta: &MetaStore,
_now: f64,
) -> RouteDecision {
let n = instances.len();
let chosen = self.rng.gen_range(0..n) as InstanceId;
RouteDecision {
req_id: req.req_id,
mode: "random",
chosen,
probe_overhead_s: 0.0,
candidates: vec![CandidateInfo {
instance: chosen,
predicted_prefix: 0,
load_blocks: instances[chosen as usize].kv_blocks_used,
queue_len: instances[chosen as usize].queue_len(),
}],
reason: "uniform random",
}
}
}
#[derive(Default)]
pub struct RoundRobinRouter {
next: u32,
}
impl RoundRobinRouter {
pub fn new() -> Self {
Self::default()
}
}
impl Router for RoundRobinRouter {
fn name(&self) -> &'static str {
"round_robin"
}
fn route(
&mut self,
req: &RequestRecord,
instances: &[Instance],
_meta: &MetaStore,
_now: f64,
) -> RouteDecision {
let n = instances.len() as u32;
let chosen = self.next % n;
self.next = self.next.wrapping_add(1);
RouteDecision {
req_id: req.req_id,
mode: "round_robin",
chosen,
probe_overhead_s: 0.0,
candidates: vec![CandidateInfo {
instance: chosen,
predicted_prefix: 0,
load_blocks: instances[chosen as usize].kv_blocks_used,
queue_len: instances[chosen as usize].queue_len(),
}],
reason: "round robin",
}
}
}