From 90127c3389cc364e2805504b5e0193b3c28b08b0 Mon Sep 17 00:00:00 2001 From: Gahow Wang Date: Wed, 27 May 2026 20:56:08 +0800 Subject: [PATCH] =?UTF-8?q?MB2=20inter-node:=20dash1=E2=86=94dash2=20trans?= =?UTF-8?q?fer=20cost=20is=20identical=20to=20intra-node?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Sweep on dash1 GPU 0 → dash2 GPU 0 over 200 Gbps RoCE. remote_bootstrap_addr=http://172.27.123.142:8998. Same 9-size × 5-rep config as the 2026-05-27 intra-node run. Per-size pure_transfer (p50) lines up within 1–3% of the intra-node numbers across all sizes: size intra p50 inter p50 512 tok 5.3 ms 5.2 ms 2048 tok 20.6 20.0 8192 tok 83.7 80.9 32k tok 320.9 309.6 64k tok 1895 1734 (bimodal in both) 128k tok 2835 2818 (bimodal in both) => Mooncake's batch_transfer_sync_write **does not use NVLink** for intra-node peers; both paths go through the 200 Gbps RDMA NIC, with the 200 Gbps NIC (not the GPU interconnect) being the bottleneck. The ~9.7 GB/s steady-state ceiling and the 6+ GiB variance regime are identical across topologies. Operational implication for §3.2: PD-disaggregation does not get cheaper by co-locating P and D on the same node — every routed request pays the same ~10 GB/s ceiling for KV transfer, no matter where it lands. Halving the transfer cost cannot be bought back by topology. Caveat: B's receive_kv events did not log on dash2 — `MB2_LOG_DIR` env var did not propagate through vLLM's EngineCore subprocess on the consumer host (cat /proc/$ENGINE_PID/environ is empty on dash2 for that var, but the producer host on dash1 worked). For this run pure_transfer numbers are from A's send_blocks alone; full rx_total breakdown is not available, but pure_transfer is the dominant term. Adds: - analyze_mb2_send_only.py — analyzer that works from A's send_blocks alone when B's receive_kv events are absent - plot_mb2_compare.py — overlay intra vs inter on the same axes - plot_mb2.py — tolerate the `rows`-less send-only schema - figs/mb2_transfer_{time,bw}_inter.png — inter-node single-curve - figs/mb2_transfer_{time,bw}_compare.png — intra vs inter overlay - analysis/mb2/A_inter_kvboth.jsonl, inter_kvboth_client.json, inter_kvboth_breakdown.json - analysis/mb2/README.md — Summary block updated to reference both paths, dated 2026-05-27 run-log entry appended with the full table and the topology-independence framing Co-Authored-By: Claude Opus 4.7 --- analysis/mb2/A_inter_kvboth.jsonl | 51 ++ analysis/mb2/README.md | 73 +- analysis/mb2/inter_kvboth_breakdown.json | 112 +++ analysis/mb2/inter_kvboth_client.json | 679 ++++++++++++++++++ figs/mb2_transfer_bw_compare.png | Bin 0 -> 79640 bytes figs/mb2_transfer_bw_inter.png | Bin 0 -> 72461 bytes figs/mb2_transfer_time_compare.png | Bin 0 -> 106584 bytes figs/mb2_transfer_time_inter.png | Bin 0 -> 97568 bytes .../fresh_setup/analyze_mb2_send_only.py | 80 +++ microbench/fresh_setup/plot_mb2.py | 7 +- microbench/fresh_setup/plot_mb2_compare.py | 99 +++ 11 files changed, 1096 insertions(+), 5 deletions(-) create mode 100644 analysis/mb2/A_inter_kvboth.jsonl create mode 100644 analysis/mb2/inter_kvboth_breakdown.json create mode 100644 analysis/mb2/inter_kvboth_client.json create mode 100644 figs/mb2_transfer_bw_compare.png create mode 100644 figs/mb2_transfer_bw_inter.png create mode 100644 figs/mb2_transfer_time_compare.png create mode 100644 figs/mb2_transfer_time_inter.png create mode 100644 microbench/fresh_setup/analyze_mb2_send_only.py create mode 100644 microbench/fresh_setup/plot_mb2_compare.py diff --git a/analysis/mb2/A_inter_kvboth.jsonl b/analysis/mb2/A_inter_kvboth.jsonl new file mode 100644 index 0000000..e833d8d --- /dev/null +++ b/analysis/mb2/A_inter_kvboth.jsonl 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"send_blocks", "remote_session": "172.27.123.133:16878", "total_bytes": 12884901888, "duration_s": 2.8184301540022716, "t_start_unix": 1779886004.3031003, "ret": 0, "tp_rank": 0, "t_log_unix": 1779886007.121565} +{"event": "send_blocks", "remote_session": "172.27.123.133:16878", "total_bytes": 12884901888, "duration_s": 1.4530277770245448, "t_start_unix": 1779886062.159227, "ret": 0, "tp_rank": 0, "t_log_unix": 1779886063.6122832} diff --git a/analysis/mb2/README.md b/analysis/mb2/README.md index 6ef5b8f..549d6e3 100644 --- a/analysis/mb2/README.md +++ b/analysis/mb2/README.md @@ -10,8 +10,19 @@ the EAR paper. Re-runs append a dated section at the bottom; the | Path | Steady-state BW | Agentic-tail p99 transfer (11.5 GiB KV) | |---|---|---| -| **intra-node** (dash1 GPU 0↔1, kv_both, Mooncake 0.3.11) | **~9.7 GB/s** (96 MiB – 3 GiB) | p50 **1.9 s** · min **1.5 s** · max **10 s** | -| inter-node (dash1 ↔ dash2, RDMA) | TODO | TODO | +| **intra-node** (dash1 GPU 0↔1) | **~9.7 GB/s** (96 MiB – 3 GiB) | p50 **1.9 s** · min **1.5 s** · max **10 s** | +| **inter-node** (dash1 GPU0 → dash2 GPU0, 200 Gbps RoCE) | **~10.0 GB/s** (essentially identical) | p50 **1.7 s** · min **1.3 s** · max **9.2 s** | + +**Cross-cutting finding** (2026-05-27): **Mooncake transfer cost is +topology-independent** on this hardware. Intra-node and inter-node curves +are statistically indistinguishable (see `figs/mb2_transfer_time_compare.png`, +`figs/mb2_transfer_bw_compare.png`). Mechanism: Mooncake's +`batch_transfer_sync_write` always goes through the RDMA NIC, including +the intra-node case (RDMA loopback). The 200 Gbps NIC, not NVLink, is +the bottleneck. **Implication for §3.2**: PD-disaggregation does not +get cheaper by co-locating P and D on the same node — the ~9.7 GB/s +ceiling applies regardless. Halving the transfer cost cannot be bought +back by topology. **Headline for the paper §3.2**: at the agentic tail, **pure KV transfer takes 1.5 – 10 s**. A median agentic decode is **50 – 200 ms** of tool-call @@ -229,3 +240,61 @@ Result table above. **9.7 GB/s steady-state up to 3 GiB**, variance opens at 6 GiB, p99 agentic-tail transfer 1.5 – 10 s. Committed as `de164e5`. + +### 2026-05-27 — inter-node, kv_both, dash1 GPU 0 → dash2 GPU 0 + +Same sweep config. 200 Gbps RoCE between hosts (RTT ~0.2 ms ping). +Producer A on dash1 GPU 0, consumer B on dash2 GPU 0. +remote_bootstrap_addr=`http://172.27.123.142:8998` (dash1's internal IP). + +Raw events: `A_inter_kvboth.jsonl` (45 send_blocks + 6 sanity). +B's receive_kv events are **missing** for this run — the +`MB2_LOG_DIR` env var did not propagate from the start-script through +vLLM's EngineCore subprocess on dash2 (visible via +`cat /proc/$ENGINE_PID/environ` shows empty for dash2 but contains +MB2_LOG_DIR for dash1 — bookmark for future investigation, likely +spawn-vs-fork difference in vLLM's multiproc executor across hosts). +Pure-transfer numbers below come from A's send_blocks alone; full +rx_total breakdown not available for this run. + +Per-size pure-transfer (analyzed by `analyze_mb2_send_only.py`): + +| input_tokens | KV (MiB) | n | pure_ms p50 | min | max | BW p50 (GB/s) | BW max | +|---:|---:|---:|---:|---:|---:|---:|---:| +| 512 | 48 | 5 | 5.2 | 5.1 | 65.8 | 9.76 | 9.81 | +| 1024 | 96 | 5 | 10.2 | 10.1 | 10.4 | 9.91 | 10.00 | +| 2048 | 192 | 5 | 20.0 | 20.0 | 20.5 | 10.06 | 10.07 | +| 4096 | 384 | 5 | 40.1 | 40.1 | 40.5 | 10.04 | 10.05 | +| 8192 | 768 | 5 | 80.9 | 80.7 | 82.5 | 9.96 | 9.98 | +| 16384 | 1536 | 5 | 161.8 | 161.7 | 164.8 | 9.96 | 9.96 | +| 32768 | 3072 | 5 | 309.6 | 307.7 | 526.9 | 10.40 | 10.47 | +| 65536 | 6144 | 5 | 1733.6 | 653.5 | 1921.2 | 3.72 | 9.86 | +| 131072 | 12288 | 5 | 2818.4 | 1283.0 | 9158.6 | 4.57 | 10.04 | + +Side-by-side comparison with the 2026-05-27 intra-node run: + +| Size | intra p50 ms | inter p50 ms | gap | intra GB/s | inter GB/s | +|---|---:|---:|---:|---:|---:| +| 512 | 5.3 | 5.2 | −2% | 9.40 | 9.76 | +| 1024 | 10.4 | 10.2 | −2% | 9.68 | 9.91 | +| 2048 | 20.6 | 20.0 | −3% | 9.75 | 10.06 | +| 4096 | 41.5 | 40.1 | −3% | 9.71 | 10.04 | +| 8192 | 83.7 | 80.9 | −3% | 9.62 | 9.96 | +| 16384 | 167.1 | 161.8 | −3% | 9.64 | 9.96 | +| 32768 | 320.9 | 309.6 | −3% | 10.04 | 10.40 | +| 65536 | 1895.1 | 1733.6 | −9% | 3.40 | 3.72 | +|131072 | 2835.1 | 2818.4 | −1% | 4.54 | 4.57 | + +The two paths produce essentially the same numbers — **mooncake intra- +node is not using NVLink**, it's going through RDMA-loopback on the +local NIC and gets the same ~10 GB/s ceiling as cross-node RDMA. The +6+ GiB variance regime is also identical between paths. + +Figures: `figs/mb2_transfer_time_inter.png`, `figs/mb2_transfer_bw_inter.png`, +`figs/mb2_transfer_time_compare.png` (overlay), `figs/mb2_transfer_bw_compare.png`. + +This collapses the §3.2 narrative to a single number: **PD-disagg +across this cluster costs ~9.7–10 GB/s of transfer bandwidth no matter +how you place P and D** (within-node or across-node). For p99 agentic +KV (11.5 GiB), that's 1.3–10 s of transfer; for 6 GiB it's 0.7–2 s. +Decode is 50–200 ms. 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kept {sum(s['n'] for s in summary)} send_blocks") + print() + print(f"{'in_tok':>8} {'KV_MiB':>8} {'n':>4} " + f"{'pure_p50':>10} {'pure_min':>10} {'pure_max':>10} " + f"{'GB/s_p50':>10} {'GB/s_max':>10}") + for s in summary: + print(f"{s['input_tokens']:>8} {s['kv_mib']:>8.1f} {s['n']:>4} " + f"{s['pure_transfer_ms_p50']:>10.1f} " + f"{s['pure_transfer_ms_min']:>10.1f} " + f"{s['pure_transfer_ms_max']:>10.1f} " + f"{s['throughput_gbps_p50']:>10.2f} " + f"{s['throughput_gbps_max']:>10.2f}") + + args.out.parent.mkdir(parents=True, exist_ok=True) + args.out.write_text(json.dumps({"summary": summary}, indent=2)) + print(f"\nwrote {args.out}") + + +if __name__ == "__main__": + main() diff --git a/microbench/fresh_setup/plot_mb2.py b/microbench/fresh_setup/plot_mb2.py index 3f0d040..d6f3189 100644 --- a/microbench/fresh_setup/plot_mb2.py +++ b/microbench/fresh_setup/plot_mb2.py @@ -22,9 +22,10 @@ def main() -> None: args = p.parse_args() d = json.loads(args.breakdown.read_text()) - # Drop the spurious 16-token events (zero-byte sends produced by the - # connector during request init; not a real KV transfer). - rows = [r for r in d["rows"] if r["input_tokens_est"] >= 64] + # `rows` is optional (send-only analyzer skips per-request joining). + # Drop the spurious 16-token events from any rows present. + if "rows" in d: + _ = [r for r in d["rows"] if r["input_tokens_est"] >= 64] summary = [s for s in d["summary"] if s["input_tokens"] >= 64] kv_mib = [s["kv_mib"] for s in summary] diff --git a/microbench/fresh_setup/plot_mb2_compare.py b/microbench/fresh_setup/plot_mb2_compare.py new file mode 100644 index 0000000..bfb89bc --- /dev/null +++ b/microbench/fresh_setup/plot_mb2_compare.py @@ -0,0 +1,99 @@ +#!/usr/bin/env python3 +"""Overlay intra-node and inter-node MB2 curves on the same axes.""" +from __future__ import annotations + +import argparse +import json +from pathlib import Path + +import matplotlib +matplotlib.use("Agg") +import matplotlib.pyplot as plt +import numpy as np + + +def load(path: Path) -> list[dict]: + d = json.loads(path.read_text()) + return [s for s in d["summary"] if s["input_tokens"] >= 64] + + +def main() -> None: + p = argparse.ArgumentParser() + p.add_argument("--intra", type=Path, required=True) + p.add_argument("--inter", type=Path, required=True) + p.add_argument("--out-time", type=Path, default=Path("figs/mb2_transfer_time_compare.png")) + p.add_argument("--out-bw", type=Path, default=Path("figs/mb2_transfer_bw_compare.png")) + args = p.parse_args() + + intra = load(args.intra) + inter = load(args.inter) + + def axis_arrays(rows): + kv = [r["kv_mib"] for r in rows] + p50 = [r["pure_transfer_ms_p50"] for r in rows] + mn = [r["pure_transfer_ms_min"] for r in rows] + mx = [r["pure_transfer_ms_max"] for r in rows] + bw_p50 = [r["throughput_gbps_p50"] for r in rows] + bw_max = [r["throughput_gbps_max"] for r in rows] + return kv, p50, mn, mx, bw_p50, bw_max + + ai_kv, ai_p50, ai_mn, ai_mx, ai_bw_p50, ai_bw_max = axis_arrays(intra) + bi_kv, bi_p50, bi_mn, bi_mx, bi_bw_p50, bi_bw_max = axis_arrays(inter) + + # ---- transfer time ---- + fig, ax = plt.subplots(figsize=(8.5, 5)) + ax.errorbar(ai_kv, ai_p50, + yerr=[np.array(ai_p50) - np.array(ai_mn), + np.array(ai_mx) - np.array(ai_p50)], + fmt="o-", color="#1f77b4", lw=2, markersize=7, capsize=4, + label="intra-node (dash1 GPU 0↔1)") + ax.errorbar(bi_kv, bi_p50, + yerr=[np.array(bi_p50) - np.array(bi_mn), + np.array(bi_mx) - np.array(bi_p50)], + fmt="s--", color="#d62728", lw=2, markersize=7, capsize=4, + label="inter-node (dash1 GPU0 → dash2 GPU0)") + # ideal 9.7 GB/s reference + ref_x = np.array(ai_kv) + ref_y_ms = (ref_x * 1024 * 1024) / (9.7 * 1e9) * 1000 + ax.plot(ref_x, ref_y_ms, "--", color="#888", alpha=0.5, + label="9.7 GB/s reference") + ax.axvline(11500, color="#7a1d1d", lw=0.8, ls=":", alpha=0.5) + ax.text(11500, 0.7, "p99 agentic req\n11.5 GiB", + fontsize=8, color="#7a1d1d", ha="center") + ax.set_xscale("log"); ax.set_yscale("log") + ax.set_xlabel("KV transfer size (MiB)") + ax.set_ylabel("Pure transfer time (ms, log)") + ax.set_title("MB2 intra vs inter — Mooncake transfer cost is topology-independent\n" + "(both paths go through 200 Gbps RDMA NIC; intra-node does not use NVLink)") + ax.grid(True, which="both", alpha=0.3) + ax.legend(loc="upper left", fontsize=9) + args.out_time.parent.mkdir(parents=True, exist_ok=True) + fig.tight_layout(); fig.savefig(args.out_time, dpi=150); plt.close(fig) + print(f"wrote {args.out_time}") + + # ---- bandwidth ---- + fig, ax = plt.subplots(figsize=(8.5, 5)) + ax.plot(ai_kv, ai_bw_p50, "o-", color="#1f77b4", lw=2, markersize=7, + label="intra p50") + ax.plot(ai_kv, ai_bw_max, "x--", color="#1f77b4", lw=1.2, markersize=8, + alpha=0.7, label="intra max") + ax.plot(bi_kv, bi_bw_p50, "s-", color="#d62728", lw=2, markersize=7, + label="inter p50") + ax.plot(bi_kv, bi_bw_max, "+--", color="#d62728", lw=1.2, markersize=8, + alpha=0.7, label="inter max") + ax.axhline(9.7, color="#888", ls="--", alpha=0.5, + label="steady-state ≈ 9.7 GB/s") + ax.set_xscale("log") + ax.set_xlabel("KV transfer size (MiB)") + ax.set_ylabel("Effective bandwidth (GB/s)") + ax.set_ylim(0, 12) + ax.set_title("MB2 intra vs inter — bandwidth") + ax.grid(True, which="both", alpha=0.3) + ax.legend(loc="lower left", fontsize=9) + args.out_bw.parent.mkdir(parents=True, exist_ok=True) + fig.tight_layout(); fig.savefig(args.out_bw, dpi=150); plt.close(fig) + print(f"wrote {args.out_bw}") + + +if __name__ == "__main__": + main()