From dc8e6dd5a87869be4fe47a281023ecf9900f2578 Mon Sep 17 00:00:00 2001 From: Gahow Wang Date: Sat, 30 May 2026 12:48:37 +0800 Subject: [PATCH] v2 exp(a): add remote KV-store (RDMA) tier Extends the hit-latency microbench to a 4th tier: a remote global-KV-store hit over RDMA, the Mooncake-Store mechanism. Two kv_both MooncakeConnector instances (run_rdma.sh); for each prefix length, instance B serves the request by pulling instance A's cached prefix over RDMA (do_remote_prefill, via microbench/fresh_setup/mb2_kv_transfer.py) instead of recomputing -- the timed pull is the remote-hit latency. Result (TTFT p50, 11 reps): strict tier ordering GPU(HBM) < CPU(local DRAM) < remote-RDMA-store << miss, gaps growing with context. At 64k: GPU 0.11s, CPU 0.27s, RDMA 0.97s, miss 15.2s -> miss/RDMA 15.8x, RDMA/CPU 3.6x, CPU/GPU 2.4x. So a global RDMA store is a real win over recompute (the blog's 46x) but pays the NIC tax (~5-7 GB/s effective) and sits a tier below local CPU and two below GPU -- reinforcing GPU-hit-first. README + figure updated to four tiers. Co-Authored-By: Claude Opus 4.8 --- v2/README.md | 60 +- v2/exp_a_tier_latency/plot.py | 37 +- v2/exp_a_tier_latency/results/rdma.json | 1013 +++++++++++++++++++++++ v2/exp_a_tier_latency/run_rdma.sh | 53 ++ v2/figs/exp_a_tier_latency.png | Bin 82750 -> 102290 bytes 5 files changed, 1137 insertions(+), 26 deletions(-) create mode 100644 v2/exp_a_tier_latency/results/rdma.json create mode 100644 v2/exp_a_tier_latency/run_rdma.sh diff --git a/v2/README.md b/v2/README.md index 8062307..91aac4e 100644 --- a/v2/README.md +++ b/v2/README.md @@ -28,29 +28,38 @@ Run: `GPU=1 bash v2/exp_b_capacity_knee/run_sweep.sh` then ## Results (dash0, 2026-05-30) -### Exp (a) — GPU hit ≫ CPU hit ≫ miss (`figs/exp_a_tier_latency.png`) +### Exp (a) — GPU hit > CPU hit > remote-store(RDMA) hit ≫ miss (`figs/exp_a_tier_latency.png`) -TTFT (s, p50 over reps) to serve a reused prefix of length L. CPU-tier hits were -100% verified via `vllm:external_prefix_cache_hits`. +TTFT (s, p50 over reps) to serve a reused prefix of length L from each KV tier. +Local CPU-tier hits were 100% verified via `vllm:external_prefix_cache_hits`; +the **remote KV-store** tier is a real cross-instance Mooncake hit — instance B +serves the request by **pulling the cached prefix from instance A over RDMA** +(`do_remote_prefill`) instead of recomputing (the Mooncake-Store-blog mechanism), +measured with `microbench/fresh_setup/mb2_kv_transfer.py`. -| prefix L | miss (recompute) | CPU-tier hit | GPU-tier hit | miss/CPU | **CPU/GPU** | -|---:|---:|---:|---:|---:|---:| -| 1k | 0.078 | 0.057 | 0.042 | 1.4× | 1.4× | -| 4k | 0.261 | 0.064 | 0.046 | 4.1× | 1.4× | -| 8k | 0.588 | 0.076 | 0.053 | 7.7× | 1.4× | -| 16k | 1.547 | 0.105 | 0.063 | 14.8× | 1.7× | -| 32k | 4.604 | 0.158 | 0.080 | 29.2× | 2.0× | -| **64k** | **15.230** | **0.272** | **0.111** | **56.0×** | **2.4×** | +| prefix L | miss (recompute) | **remote RDMA store** | CPU-tier (local) | GPU-tier (HBM) | miss/RDMA | RDMA/CPU | CPU/GPU | +|---:|---:|---:|---:|---:|---:|---:|---:| +| 1k | 0.078 | 0.061 | 0.057 | 0.042 | 1.3× | 1.1× | 1.4× | +| 8k | 0.588 | 0.151 | 0.076 | 0.053 | 3.9× | 2.0× | 1.5× | +| 16k | 1.547 | 0.262 | 0.105 | 0.063 | 5.9× | 2.5× | 1.7× | +| 32k | 4.604 | 0.680 | 0.158 | 0.080 | 6.8× | 4.3× | 2.0× | +| **64k** | **15.230** | **0.966** | **0.272** | **0.111** | **15.8×** | **3.6×** | **2.4×** | - **GPU hit is ~flat** (42→111 ms over 1k→64k): a hit returns the whole prefix from HBM, only the last token is recomputed. - **miss grows superlinearly** (→15.2 s at 64k): a miss pays the full prefill. -- **CPU hit grows transfer-bound** (PCIe H2D measured **~54 GB/s**); CPU-hit TTFT ≈ - GPU-hit + KV/PCIe + ~0.15 s connector overhead (the dashed PCIe floor sits just - under the orange curve, confirming the decomposition). -- **Takeaway:** among hits, **GPU beats CPU by 1.4–2.5×** and the gap widens with - context. A CPU hit is a useful backstop (up to 56× better than recompute) but is - strictly worse than keeping the prefix resident in HBM. +- **local CPU hit grows transfer-bound** (PCIe H2D measured **~54 GB/s**); CPU-hit + TTFT ≈ GPU-hit + KV/PCIe + ~0.15 s overhead (dashed PCIe floor sits just under it). +- **remote RDMA-store hit** is the L3 tier the Mooncake-Store blog advocates: it is + a big win over recompute (**up to 16× lower TTFT**, consistent with the blog's + 46× at higher hit rates) — but it pays the **NIC tax** (~5–7 GB/s effective here, + cf. ~9.7 GB/s raw Mooncake RDMA in MB2; multi-NIC pooling would raise it). So it + is **3.6× slower than a local CPU hit and ~9× slower than a GPU hit** at 64k, and + the gap **grows with context length**. +- **Takeaway — the tier ordering is strict and widens with context:** + **GPU < CPU-local < remote-RDMA-store ≪ miss.** A global KV store helps (vs + recompute), which is why that approach exists; but every step *toward* the GPU is + another 1.4–4× of TTFT. The reuse that matters most is the GPU-resident kind. ### Exp (b) — APC and latency knee at small GPU capacity (`figs/exp_b_capacity_knee.png`) @@ -77,9 +86,13 @@ intra-session APC ceiling 71%), sweeping GPU KV capacity. ## Conclusion (for §2.2) -1. **Hits on GPU > hits on CPU** is now measured, not asserted: a GPU(HBM) hit is - 1.4–2.5× faster than a CPU(DRAM-offload) hit and 14–137× faster than recompute, - with the GPU advantage growing in context length (Exp a). +1. **The KV-tier hierarchy is now measured, not asserted** (Exp a): + `GPU(HBM) < CPU(local DRAM) < remote KV-store(RDMA) ≪ miss`. At 64k tokens a GPU + hit (0.11 s) is 2.4× faster than a local CPU hit, ~9× faster than a remote RDMA + store hit, and 137× faster than recompute; the gaps **grow with context length**. + A global RDMA store (Mooncake-Store blog) is a real win over recompute (up to 16× + here / 46× in the blog) — but it pays the NIC tax, so it sits a tier *below* local + CPU and two below GPU. Each step toward the GPU is another 1.4–4× of TTFT. 2. **You only need to hold the *active working set* on GPU.** Realized APC and latency saturate once HBM covers the concurrent sessions' working set (3.6 GB here); past that, extra capacity — and the entire CPU/storage tier built to chase @@ -94,6 +107,13 @@ intra-session APC ceiling 71%), sweeping GPU KV capacity. C1/f2c); it isolates the capacity→APC→latency mechanism. Knee *position* scales with concurrency × per-session working set. - Single H20; PCIe H2D ~54 GB/s is intra-node (cf. 9.7 GB/s Mooncake inter-node RDMA). +- Remote-RDMA tier is a single-node 2-instance Mooncake measurement (RDMA loopback + through the NIC; MB2 showed intra ≈ inter, NIC-bound). `t_transfer` includes the + request + 1-token decode + dst scheduling, so effective BW (~5–7 GB/s) is below the + raw ~9.7 GB/s; this is the realistic end-to-end remote-hit latency, not just the + wire transfer. The connector's retention-verify (`cached_followup`) is 0 because + kv_both `do_remote_prefill` does not reinsert the pulled prefix into dst's + persistent prefix cache — it does not affect the measured pull latency. - The 80.3% point at the knee slightly exceeds the 71% intra-session ceiling (transient full residency / generated-token reuse); steady state is 72.9%. diff --git a/v2/exp_a_tier_latency/plot.py b/v2/exp_a_tier_latency/plot.py index 8d889dc..7d2fae8 100644 --- a/v2/exp_a_tier_latency/plot.py +++ b/v2/exp_a_tier_latency/plot.py @@ -18,6 +18,7 @@ def load(name): miss, gpu, cpu, pcie = load("miss.json"), load("gpu.json"), load("cpu.json"), load("pcie.json") +rdma = load("rdma.json") def series(d): @@ -27,14 +28,35 @@ def series(d): return [a for a, _ in items], [b for _, b in items] +def rdma_series(): + """Remote KV-store hit over RDMA: p50 of t_transfer_s per prefix length + (dst pulls the cached prefix from the remote pool instead of recomputing).""" + if not rdma: + return [], {} + import statistics + from collections import defaultdict + by = defaultdict(list) + for r in rdma["raw"]: + by[r["input_tokens"]].append(r["t_transfer_s"]) + xs = sorted(by) + return xs, {L: statistics.median(by[L]) for L in xs} + + +rdma_x, rdma_p50 = rdma_series() + + fig, ax = plt.subplots(figsize=(7.2, 5.0)) for d, lab, mk, c in [(miss, "miss (recompute)", "o", "#d62728"), - (cpu, "CPU-tier hit (DRAM offload)", "s", "#ff7f0e"), + (cpu, "CPU-tier hit (local DRAM, PCIe)", "s", "#ff7f0e"), (gpu, "GPU-tier hit (HBM APC)", "^", "#2ca02c")]: xs, ys = series(d) if xs: ax.plot(xs, ys, marker=mk, label=lab, color=c, linewidth=2, markersize=7) +if rdma_x: + ax.plot(rdma_x, [rdma_p50[L] for L in rdma_x], marker="D", color="#9467bd", + linewidth=2, markersize=7, label="remote KV-store hit (Mooncake RDMA)") + if pcie: items = sorted(((int(k), v["transfer_s"]) for k, v in pcie["by_length"].items())) xs = [a for a, _ in items]; ys = [b for _, b in items] @@ -44,7 +66,8 @@ if pcie: ax.set_xscale("log", base=2); ax.set_yscale("log") ax.set_xlabel("Reused prefix length (tokens)") ax.set_ylabel("TTFT (s, log)") -ax.set_title("Cost of serving a reused prefix from each KV tier\nQwen3-Coder-30B-A3B, 1xH20") +ax.set_title("Cost of serving a reused prefix from each KV tier\n" + "Qwen3-Coder-30B-A3B, H20 (local tiers 1 GPU; RDMA pool 2 GPUs)") ax.grid(True, which="both", alpha=0.3) ax.legend() FIG.parent.mkdir(parents=True, exist_ok=True) @@ -52,16 +75,18 @@ fig.tight_layout(); fig.savefig(FIG, dpi=140) print("wrote", FIG) # Table -print(f"\n{'L':>7} {'miss(s)':>10} {'cpu(s)':>10} {'gpu(s)':>10} {'miss/cpu':>9} {'cpu/gpu':>9}") +print(f"\n{'L':>7} {'miss':>9} {'rdma':>9} {'cpu':>9} {'gpu':>9} " + f"{'miss/rdma':>9} {'rdma/cpu':>9} {'cpu/gpu':>9}") allL = sorted({int(k) for d in (miss, gpu, cpu) if d for k in d["by_length"]}) for L in allL: m = miss["by_length"].get(str(L), {}).get("ttft_p50") if miss else None c = cpu["by_length"].get(str(L), {}).get("ttft_p50") if cpu else None g = gpu["by_length"].get(str(L), {}).get("ttft_p50") if gpu else None + rd = rdma_p50.get(L) f = lambda x: f"{x:.4f}" if x is not None else " - " - r1 = f"{m/c:.1f}x" if (m and c) else " -" - r2 = f"{c/g:.1f}x" if (c and g) else " -" - print(f"{L:>7} {f(m):>10} {f(c):>10} {f(g):>10} {r1:>9} {r2:>9}") + rr = lambda a, b: f"{a/b:.1f}x" if (a and b) else " -" + print(f"{L:>7} {f(m):>9} {f(rd):>9} {f(c):>9} {f(g):>9} " + f"{rr(m,rd):>9} {rr(rd,c):>9} {rr(c,g):>9}") if cpu: vf = {k: v.get("verified_frac") for k, v in cpu["by_length"].items()} diff --git a/v2/exp_a_tier_latency/results/rdma.json b/v2/exp_a_tier_latency/results/rdma.json new file mode 100644 index 0000000..e8762f1 --- /dev/null +++ b/v2/exp_a_tier_latency/results/rdma.json @@ -0,0 +1,1013 @@ +{ + "model": "/home/admin/cpfs/wjh/models/Qwen/Qwen3-Coder-30B-A3B-Instruct", + "kv_bytes_per_token": 98304, + "src_host": "127.0.0.1", + "src_port": 8000, + "dst_host": "127.0.0.1", + "dst_port": 8001, + "config_label": 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index 0000000..4f9ca0a --- /dev/null +++ b/v2/exp_a_tier_latency/run_rdma.sh @@ -0,0 +1,53 @@ +#!/bin/bash +# Exp (a) 4th tier: remote global-KV-store hit over RDMA (Mooncake). +# Two kv_both MooncakeConnector instances (GPU0=src, GPU1=dst). For each prefix +# length: src prefills+caches the KV, dst serves the request by PULLING that KV +# over RDMA (do_remote_prefill) instead of recomputing -> that pull time is the +# remote-store hit latency. Mirrors the Mooncake-Store blog mechanism. +set -uo pipefail +cd /home/admin/cpfs/wjh/agentic-kv +PY=.venv/bin/python +MODEL=/home/admin/cpfs/wjh/models/Qwen/Qwen3-Coder-30B-A3B-Instruct +OUT=v2/exp_a_tier_latency/results +mkdir -p "$OUT" +PIDS=() + +launch() { # $1 gpu, $2 http port, $3 bootstrap port, $4 master port + VLLM_MOONCAKE_BOOTSTRAP_PORT=$3 MASTER_PORT=$4 CUDA_VISIBLE_DEVICES=$1 VLLM_LOGGING_LEVEL=WARNING \ + $PY -m vllm.entrypoints.openai.api_server --model "$MODEL" \ + --host 0.0.0.0 --port $2 --tensor-parallel-size 1 --trust-remote-code \ + --enable-prefix-caching --enforce-eager --dtype auto --max-model-len 70000 \ + --gpu-memory-utilization 0.9 \ + --kv-transfer-config '{"kv_connector":"MooncakeConnector","kv_role":"kv_both"}' \ + > "$OUT/vllm_rdma_$2.log" 2>&1 & + PIDS+=($!) +} +teardown() { + for p in "${PIDS[@]:-}"; do kill -TERM "$p" 2>/dev/null; done + sleep 6 + for p in $(pgrep -f "VLLM::EngineCore"); do kill -9 "$p" 2>/dev/null; done + sleep 3 +} +trap teardown EXIT + +echo ">>> launch 2 kv_both instances (GPU0:8000/bp8998, GPU1:8001/bp8999)" +launch 0 8000 8998 29550 +launch 1 8001 8999 29551 +for port in 8000 8001; do + echo -n " wait health $port..." + timeout 900 bash -c "until curl -sf http://127.0.0.1:$port/health >/dev/null 2>&1; do sleep 5; done" \ + && echo " ok" || { echo " FAIL"; tail -25 "$OUT/vllm_rdma_$port.log"; exit 1; } +done +for bp in 8998 8999; do + timeout 180 bash -c "until curl -s http://127.0.0.1:$bp/query >/dev/null 2>&1; do sleep 2; done" +done +echo " bootstrap ports ready." +sleep 3 + +$PY microbench/fresh_setup/mb2_kv_transfer.py \ + --src-host 127.0.0.1 --dst-host 127.0.0.1 \ + --src-port 8000 --dst-port 8001 --src-bp 8998 --dst-bp 8999 \ + --sizes 1024,2048,4096,8192,16384,32768,65536 --repeats 11 \ + --label rdma-intra-node --out "$OUT/rdma.json" + +echo "=== exp (a) RDMA tier DONE ===" diff --git a/v2/figs/exp_a_tier_latency.png b/v2/figs/exp_a_tier_latency.png index 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