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[Klaud Cold] Update MiniMax-M3 FP4 GB300 Dynamo vLLM AgentX disagg image to v0.32.0 / [Klaud Cold] 将 MiniMax-M3 FP4 GB300 Dynamo vLLM AgentX 分离式镜像更新至 v0.32.0 - #4616

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@Klaud-Cold

@Klaud-Cold Klaud-Cold commented Oct 28, 2026 •

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Goal: Update vLLM image from vllm/vllm-openai:nightly-5e35a6f4f9bbc217c599692157ca985c894373f7 to vllm/vllm-openai:v0.32.0@sha256:befccf0e7e4089aa23926bb6f887a85c0d46c2a99e6de5c5ffdf5cb7957c5b34.
Baseline: 2026-08-21 · vllm/vllm-openai:nightly-5e35a6f4f9bbc217c599692157ca985c894373f7
Mean latency · Sources: API 1, API 2, API 3, API 4

Point Total tok/s/GPU ↑ Output tok/s/GPU ↑ TTFT ms ↓ TPOT ms ↓
AgentX c1 PTP4x1/DTP4x1 b6fdfc 2,821.03 19.22 419.42 2.85
AgentX c20 PTP2x1/DTP4x1 553930 23,913.77 151.32 504.92 4.11
AgentX c24 PTP1x1/DTP4x3 8d4b12 14,070.32 83.58 779.31 3.27
AgentX c24 PTP2x1/DTP4x1 720f96 29,109.65 176.1 913.2 4.56
AgentX c48 PTP2x1/DTP2x3 b9ce69 38,508.87 254.63 1,770.09 5.67
AgentX c120 PTP2x2/DTP2x5 4463b4 43,977.29 346.08 2,529.72 7.55
Eval Score ↑ Samples
gsm8k/em_strict · c24 96.97% 1,319
gsm8k/em_strict · c24 97.12% 1,319
gsm8k/em_strict · c48 97.27% 1,319
gsm8k/em_strict · c120 97.19% 1,319

Stop: Close this PR at any time to stop this candidate now; Klaud cancels its runs and deletes its branch.

中文

**目标:**将 vLLM 镜像从 vllm/vllm-openai:nightly-5e35a6f4f9bbc217c599692157ca985c894373f7 更新为 vllm/vllm-openai:v0.32.0@sha256:befccf0e7e4089aa23926bb6f887a85c0d46c2a99e6de5c5ffdf5cb7957c5b34。
**基线:**2026-08-21 · vllm/vllm-openai:nightly-5e35a6f4f9bbc217c599692157ca985c894373f7
平均延迟 · 来源: API 1, API 2, API 3, API 4;数值及异常说明见上表。
**停止:**随时关闭此 PR 即可立即停止该候选:Klaud 会取消其运行并删除其分支。

… v0.32.0

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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@Klaud-Cold

Klaud-Cold commented Oct 28, 2026 •

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Initial attempt · Failed · Run 40724891253 / attempt 1 · 2026-10-28 16:49 UTC
vllm/vllm-openai:v0.32.0@sha256:befccf0e7e4089aa23926bb6f887a85c0d46c2a99e6de5c5ffdf5cb7957c5b34 · a19dd45d0386 · Mean latency
Change: Measured ref 8d49630 sets the master image to vLLM v0.32.0 by digest with recipe flags unchanged (vllm-project/vllm 5e35a6f4 versus v0.32.0 5df63a72 source keeps every used option); the c1 prefill worker failed during CUDA graph memory profiling when the EAGLE3 drafter's FLASH_ATTN backend selected the FA4 dense kernel and to_cute_tensor rejected the stride-0 FP8 KV descale tensors created by layer._k_scale.expand (RuntimeError: Expected strides[leading_dim] == 1, but got 0; source: vllm v0.32.0 vllm/v1/attention/backends/flash_attn.py L1290-1291 and L1399, vllm_flash_attn/cute/interface.py L1437), and fail-fast cancelled the other 4 benchmarks and 9 evals.

Point Output tok/s/GPU ↑ TTFT ms ↓ TPOT ms ↓
AgentX c1 PTP4x1/DTP4x1 b6fdfc N/A N/A N/A
AgentX c24 PTP1x1/DTP4x3 8d4b12 N/A N/A N/A
AgentX c20 PTP2x1/DTP4x1 553930 N/A N/A N/A
AgentX c48 PTP2x1/DTP2x3 b9ce69 N/A N/A N/A
AgentX c120 PTP2x2/DTP2x5 4463b4 N/A N/A N/A

Note: AgentX c1 PTP4x1/DTP4x1 b6fdfc: failed.
Note: All rows: request errors unavailable.
Note: All rows: Δ N/A: point unavailable.
Note: AgentX c24 PTP1x1/DTP4x3 8d4b12, AgentX c20 PTP2x1/DTP4x1 553930, AgentX c48 PTP2x1/DTP2x3 b9ce69, AgentX c120 PTP2x2/DTP2x5 4463b4: cancelled.

Next: Repair 1: switch only the EAGLE3 drafter speculative-config attention_backend from FLASH_ATTN to FLASHINFER (FP8 KV supported, as the sibling MiniMax-M3 vLLM B200 FP4 MTP recipe uses) and rerun the smoke.

中文

初次尝试 · 失败 · Run 40724891253 / attempt 1 · 2026-10-28 16:49 UTC
vllm/vllm-openai:v0.32.0@sha256:befccf0e7e4089aa23926bb6f887a85c0d46c2a99e6de5c5ffdf5cb7957c5b34 · a19dd45d0386 · 平均延迟
**变更:**测量 ref 8d49630 将主配置镜像设为按 digest 固定的 vLLM v0.32.0,配方参数不变(对比 vllm-project/vllm 5e35a6f4 与 v0.32.0 5df63a72 源码,所用选项均保留);c1 的 prefill worker 在 CUDA graph 内存分析阶段失败:EAGLE3 草稿模型的 FLASH_ATTN 后端选择了 FA4 dense kernel,而 to_cute_tensor 拒绝了 layer._k_scale.expand 生成的 stride 为 0 的 FP8 KV descale 张量(RuntimeError: Expected strides[leading_dim] == 1, but got 0;来源:vllm v0.32.0 vllm/v1/attention/backends/flash_attn.py L1290-1291 与 L1399、vllm_flash_attn/cute/interface.py L1437),fail-fast 取消了其余 4 个 benchmark 和 9 个 eval。实测数值及异常说明见上表。
**下一步:**修复 1:仅将 EAGLE3 草稿模型 speculative-config 的 attention_backend 从 FLASH_ATTN 改为 FLASHINFER(支持 FP8 KV,与同系 MiniMax-M3 vLLM B200 FP4 MTP 配方一致),然后重新运行 smoke。

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parked · Session 1 is waiting on 40724891253. Recovery reruns preempted runs and starts the next session once they end.

中文

parked · 第 1 个会话正在等待 40724891253。恢复流程会重跑被抢占的运行,并在运行结束后启动下一个会话。

@github-actions github-actions Bot added the klaud-parked Klaud parked until its queued or running benchmark runs end label Oct 28, 2026
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resumed · The session ended before finishing; session 2 continues it in a new run of its planner.

中文

resumed · 会话未完成即已结束;第 2 个会话将在其规划运行的新运行中继续。

@github-actions github-actions Bot added klaud-in-progress Klaud is working on this candidate or will resume it and removed klaud-parked Klaud parked until its queued or running benchmark runs end labels Oct 28, 2026
…LLM v0.32.0

vLLM v0.32.0 routes FLASH_ATTN to the FA4 dense kernel on SM100, which
rejects the stride-0 FP8 KV descale tensors.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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Klaud-Cold commented Oct 28, 2026 •

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Repair 1/5 · Failed · Run 40729765879 / attempt 1 · 2026-10-28 17:51 UTC
vllm/vllm-openai:v0.32.0@sha256:befccf0e7e4089aa23926bb6f887a85c0d46c2a99e6de5c5ffdf5cb7957c5b34 · a19dd45d0386 · Mean latency
Change: Measured ref bac80d5 (EAGLE3 drafter attention_backend FLASHINFER) cleared the FA4 failure: engines loaded and captured graphs, but the c48 prefill worker (and the c48 eval and c120 prefill) then exited when Dynamo 1.4.0.dev20260730 parsed the node-inherited DYN_TCP_RPC_HOST=enP22s22f0np0 interface name as a socket address (Exception: Invalid TCP bind address: invalid socket address syntax; source: ai-dynamo/dynamo a3725995 lib/runtime/src/pipeline/network/manager.rs L270-272), and fail-fast cancelled the rest.

Point Output tok/s/GPU ↑ TTFT ms ↓ TPOT ms ↓
AgentX c1 PTP4x1/DTP4x1 b6fdfc N/A N/A N/A
AgentX c24 PTP1x1/DTP4x3 8d4b12 N/A N/A N/A
AgentX c20 PTP2x1/DTP4x1 553930 N/A N/A N/A
AgentX c48 PTP2x1/DTP2x3 b9ce69 N/A N/A N/A
AgentX c120 PTP2x2/DTP2x5 4463b4 N/A N/A N/A

Note: AgentX c1 PTP4x1/DTP4x1 b6fdfc, AgentX c24 PTP1x1/DTP4x3 8d4b12, AgentX c20 PTP2x1/DTP4x1 553930, AgentX c120 PTP2x2/DTP2x5 4463b4: cancelled.
Note: All rows: request errors unavailable.
Note: All rows: Δ N/A: point unavailable.
Note: AgentX c48 PTP2x1/DTP2x3 b9ce69: failed.

Next: Repair 2: bump only the family recipe's Dynamo pin to 1.6.0.dev20261010, which resolves interface names since ai-dynamo/dynamo#11870 and runs green in gb300-nv dsv41flash Dynamo vLLM recipes, then rerun the smoke.

中文

修复 1/5 · 失败 · Run 40729765879 / attempt 1 · 2026-10-28 17:51 UTC
vllm/vllm-openai:v0.32.0@sha256:befccf0e7e4089aa23926bb6f887a85c0d46c2a99e6de5c5ffdf5cb7957c5b34 · a19dd45d0386 · 平均延迟
**变更:**测量 ref bac80d5(EAGLE3 草稿模型 attention_backend 改为 FLASHINFER)消除了 FA4 失败:引擎已加载并完成 graph 捕获,但随后 c48 prefill worker(以及 c48 eval 和 c120 prefill)退出,原因是 Dynamo 1.4.0.dev20260730 将节点继承的接口名 DYN_TCP_RPC_HOST=enP22s22f0np0 当作 socket 地址解析(Exception: Invalid TCP bind address: invalid socket address syntax;来源:ai-dynamo/dynamo a3725995 lib/runtime/src/pipeline/network/manager.rs L270-272),fail-fast 取消了其余任务。实测数值及异常说明见上表。
**下一步:**修复 2:仅将该系列配方的 Dynamo 版本固定为 1.6.0.dev20261010(自 ai-dynamo/dynamo#11870 起支持解析接口名,且在 gb300-nv dsv41flash Dynamo vLLM 配方中运行通过),然后重新运行 smoke。

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parked · Session 2 is waiting on 40729765879. Recovery reruns preempted runs and starts the next session once they end.

中文

parked · 第 2 个会话正在等待 40729765879。恢复流程会重跑被抢占的运行,并在运行结束后启动下一个会话。

@github-actions github-actions Bot added klaud-parked Klaud parked until its queued or running benchmark runs end and removed klaud-in-progress Klaud is working on this candidate or will resume it labels Oct 28, 2026
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resumed · The session ended before finishing; session 3 continues it in a new run of its planner.

中文

resumed · 会话未完成即已结束;第 3 个会话将在其规划运行的新运行中继续。

@github-actions github-actions Bot added klaud-in-progress Klaud is working on this candidate or will resume it and removed klaud-parked Klaud parked until its queued or running benchmark runs end labels Oct 28, 2026
…disagg

Dynamo 1.4.0.dev20260730 parses DYN_TCP_RPC_HOST as a raw socket address,
so the gb300-nv node value enP22s22f0np0 (an interface name) fails with
'Invalid TCP bind address'. Dynamo resolves interface names since
ai-dynamo/dynamo#11870 (2026-09-05); 1.6.0.dev20261010 matches the green
gb300-nv dsv41flash Dynamo vLLM recipes.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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Repair 2/5 · Failed · Run 40739495555 / attempt 1 · 2026-10-28 18:12 UTC
vllm/vllm-openai:v0.32.0@sha256:befccf0e7e4089aa23926bb6f887a85c0d46c2a99e6de5c5ffdf5cb7957c5b34 · a19dd45d0386 · Mean latency
Change: Measured ref b5f1ca3 (FLASHINFER drafter, recipe Dynamo pin 1.6.0.dev20261010) failed before engine start: the c24 prefill worker and c20 eval exited at import because Dynamo 1.6.0.dev20261010 dynamo/vllm/embedding_worker_processes.py L32 imports get_engine_zmq_addresses, which vLLM v0.32.0 vllm/v1/engine/utils.py lacks (ImportError; v0.32.0 offers get_engine_zmq_bind_addresses), and fail-fast cancelled the rest.

Point Output tok/s/GPU ↑ TTFT ms ↓ TPOT ms ↓
AgentX c1 PTP4x1/DTP4x1 b6fdfc N/A N/A N/A
AgentX c24 PTP1x1/DTP4x3 8d4b12 N/A N/A N/A
AgentX c20 PTP2x1/DTP4x1 553930 N/A N/A N/A
AgentX c48 PTP2x1/DTP2x3 b9ce69 N/A N/A N/A
AgentX c120 PTP2x2/DTP2x5 4463b4 N/A N/A N/A

Note: AgentX c1 PTP4x1/DTP4x1 b6fdfc, AgentX c20 PTP2x1/DTP4x1 553930, AgentX c48 PTP2x1/DTP2x3 b9ce69, AgentX c120 PTP2x2/DTP2x5 4463b4: cancelled.
Note: All rows: request errors unavailable.
Note: All rows: Δ N/A: point unavailable.
Note: AgentX c24 PTP1x1/DTP4x3 8d4b12: failed.

Next: Repair 3: pin the recipe Dynamo to 1.7.0.dev20261025, the first nightly after ai-dynamo/dynamo#16757 bumped core to vLLM v0.32.0 (wheel requires vllm==0.32.0 and resolves the helper lazily per #16378), then rerun the smoke.

中文

修复 2/5 · 失败 · Run 40739495555 / attempt 1 · 2026-10-28 18:12 UTC
vllm/vllm-openai:v0.32.0@sha256:befccf0e7e4089aa23926bb6f887a85c0d46c2a99e6de5c5ffdf5cb7957c5b34 · a19dd45d0386 · 平均延迟
**变更:**测量 ref b5f1ca3(FLASHINFER 草稿模型,配方 Dynamo 固定为 1.6.0.dev20261010)在引擎启动前失败:c24 prefill worker 与 c20 eval 在导入时退出,原因是 Dynamo 1.6.0.dev20261010 的 dynamo/vllm/embedding_worker_processes.py L32 导入 get_engine_zmq_addresses,而 vLLM v0.32.0 的 vllm/v1/engine/utils.py 中没有该函数(ImportError;v0.32.0 提供的是 get_engine_zmq_bind_addresses),fail-fast 取消了其余任务。实测数值及异常说明见上表。
**下一步:**修复 3:将配方 Dynamo 固定为 1.7.0.dev20261025,这是 ai-dynamo/dynamo#16757 将核心升级到 vLLM v0.32.0 之后的首个 nightly(wheel 依赖 vllm==0.32.0,并按 #16378 延迟解析该辅助函数),然后重新运行 smoke。

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parked · Session 3 is waiting on 40739495555. Recovery reruns preempted runs and starts the next session once they end.

中文

parked · 第 3 个会话正在等待 40739495555。恢复流程会重跑被抢占的运行,并在运行结束后启动下一个会话。

@github-actions github-actions Bot added klaud-parked Klaud parked until its queued or running benchmark runs end and removed klaud-in-progress Klaud is working on this candidate or will resume it labels Oct 28, 2026
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resumed · The session ended before finishing; session 4 continues it in a new run of its planner.

中文

resumed · 会话未完成即已结束;第 4 个会话将在其规划运行的新运行中继续。

@github-actions github-actions Bot added klaud-in-progress Klaud is working on this candidate or will resume it and removed klaud-parked Klaud parked until its queued or running benchmark runs end labels Oct 28, 2026
…v0.32.0

Dynamo 1.6.0.dev20261010 imports get_engine_zmq_addresses, which vLLM
v0.32.0 lacks; 1.7.0.dev20261025 follows ai-dynamo/dynamo#16757 (vLLM
v0.32.0 core) and resolves the helper lazily (#16378).

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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Repair 3/5 · Failed · Run 40742966902 / attempt 1 · 2026-10-28 18:50 UTC
vllm/vllm-openai:v0.32.0@sha256:befccf0e7e4089aa23926bb6f887a85c0d46c2a99e6de5c5ffdf5cb7957c5b34 · a19dd45d0386 · Mean latency
Change: Measured ref 1bb2867 (FLASHINFER drafter, recipe Dynamo 1.7.0.dev20261025) cleared the Dynamo import error and all engines loaded and captured graphs, but the 4-rank prefill workers of the c24 DPA benchmark (im-gb300-r03-c001) and c1 eval (im-gb300-r03-c002) were host OOM-killed while Mooncake 0.3.13.post1 registered the unchanged 4x200 GiB embedded segments (node AnonPages reached ~800 of 957 GiB); PR #4557's passing c24 DPA job ran the same Mooncake build and segment layout on im-gb300-r01-c010, so this looks node-dependent.

Point Output tok/s/GPU ↑ TTFT ms ↓ TPOT ms ↓
AgentX c1 PTP4x1/DTP4x1 b6fdfc N/A N/A N/A
AgentX c24 PTP1x1/DTP4x3 8d4b12 N/A N/A N/A
AgentX c20 PTP2x1/DTP4x1 553930 N/A N/A N/A
AgentX c48 PTP2x1/DTP2x3 b9ce69 N/A N/A N/A
AgentX c120 PTP2x2/DTP2x5 4463b4 N/A N/A N/A

Note: AgentX c1 PTP4x1/DTP4x1 b6fdfc, AgentX c20 PTP2x1/DTP4x1 553930, AgentX c48 PTP2x1/DTP2x3 b9ce69, AgentX c120 PTP2x2/DTP2x5 4463b4: cancelled.
Note: All rows: request errors unavailable.
Note: All rows: Δ N/A: point unavailable.
Note: AgentX c24 PTP1x1/DTP4x3 8d4b12: failed.

Next: Infrastructure retry 1: after a 45-minute back-off, rerun the failed and fail-fast-cancelled jobs of run 40742966902 on the same head with no recipe change; if the 4-rank prefill host OOM repeats on r03 nodes, stop, because avoiding it would require shrinking the frozen Mooncake DRAM offload capacity.

中文

修复 3/5 · 失败 · Run 40742966902 / attempt 1 · 2026-10-28 18:50 UTC
vllm/vllm-openai:v0.32.0@sha256:befccf0e7e4089aa23926bb6f887a85c0d46c2a99e6de5c5ffdf5cb7957c5b34 · a19dd45d0386 · 平均延迟
**变更:**测量 ref 1bb2867(FLASHINFER 草稿模型,配方 Dynamo 1.7.0.dev20261025)消除了 Dynamo 导入错误,所有引擎均已加载并完成 graph 捕获;但 c24 DPA 基准(im-gb300-r03-c001)与 c1 eval(im-gb300-r03-c002)的 4-rank prefill worker 在 Mooncake 0.3.13.post1 注册未改动的 4x200 GiB embedded 段时被主机 OOM 终止(节点 AnonPages 达到约 800/957 GiB);PR #4557 中通过的 c24 DPA 任务在 im-gb300-r01-c010 上使用相同的 Mooncake 版本与段布局,因此该问题看起来与节点相关。实测数值及异常说明见上表。
**下一步:**基础设施重试 1:等待 45 分钟后,在同一 head 上重跑 run 40742966902 中失败及被 fail-fast 取消的任务,不修改配方;若 4-rank prefill 主机 OOM 在 r03 节点上再次出现则停止,因为规避它需要缩小已冻结的 Mooncake DRAM offload 容量。

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parked · Session 4 is waiting on 40742966902. Recovery reruns preempted runs and starts the next session once they end.

中文

parked · 第 4 个会话正在等待 40742966902。恢复流程会重跑被抢占的运行,并在运行结束后启动下一个会话。

@github-actions github-actions Bot added klaud-parked Klaud parked until its queued or running benchmark runs end and removed klaud-in-progress Klaud is working on this candidate or will resume it labels Oct 28, 2026
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resumed · The session ended before finishing; session 5 continues it in a new run of its planner.

中文

resumed · 会话未完成即已结束;第 5 个会话将在其规划运行的新运行中继续。

@github-actions github-actions Bot added klaud-in-progress Klaud is working on this candidate or will resume it and removed klaud-parked Klaud parked until its queued or running benchmark runs end labels Oct 28, 2026
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parked · Session 5 is waiting for recovery to rerun the failed jobs of 40742966902 after 2026-10-28 19:35 UTC. Recovery starts the next session once they end.

中文

parked · 第 5 个会话正在等待恢复流程在 2026-10-28 19:35 UTC 后重跑 40742966902 的失败作业。运行结束后,恢复流程将启动下一个会话。

@github-actions github-actions Bot added klaud-parked Klaud parked until its queued or running benchmark runs end and removed klaud-in-progress Klaud is working on this candidate or will resume it labels Oct 28, 2026

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