tzhouam · Sep 21, 2026 · Sep 21, 2026 · Sep 21, 2026 · Sep 21, 2026 · chatgpt-codex-connector
diff --git a/knowledge/repos/vllm-omni/benchmark/_index.md b/knowledge/repos/vllm-omni/benchmark/_index.md
@@ -1,7 +1,7 @@
 ---
 title: "vLLM-Omni 性能与 Profiling"
 created: 2026-07-10
-updated: 2026-09-05
+updated: 2026-09-21
 type: index
 tags: [vllm-omni, benchmark]
 sources: [benchmarks/tts/bench_tts.py, benchmarks/tts/model_configs.yaml, "PR #6522", "PR #6634", "PR #6818", vllm_omni/benchmarks/data_modules/omniinteract_dataset.py, vllm_omni/benchmarks/omniinteract.py, vllm_omni/benchmarks/patch/patch.py, tests/benchmarks/patch/test_patch.py, vllm_omni/benchmarks/duplex/, vllm_omni/entrypoints/cli/benchmark/omni_duplex_eval.py, vllm_omni/experimental/fullduplex/client.py]
@@ -21,7 +21,7 @@ sources: [benchmarks/tts/bench_tts.py, benchmarks/tts/model_configs.yaml, "PR #6
 
 | 遇到什么 | 查看哪里 |
 |---|---|
-| 新增/审查 perf JSON、warmup 覆盖、realtime artifact、Hub dataset fallback、per-request timeout 或 `/v1/videos` 轮询预算 | [benchmark rules](rules.md) |
+| 新增/审查 perf JSON、warmup 覆盖、realtime artifact、Hub dataset fallback、per-request timeout 或 `/v1/videos` 轮询预算、最终性能复测与控制漂移 | [benchmark rules](rules.md) |
 | 查看旧 benchmark 总览 | [overview](overview.md) |
 | 运行 AR graph、Hunyuan 或 MiniCPM-o Omni-DuplexEval benchmark | [benchmark guides](guides/_index.md) |
 | 调查 profiling、模型加载和性能验证错误 | [benchmark incidents](incidents/_index.md) |

diff --git a/knowledge/repos/vllm-omni/benchmark/rules.md b/knowledge/repos/vllm-omni/benchmark/rules.md
@@ -1,10 +1,10 @@
 ---
 title: "vLLM-Omni Benchmark 规则"
 created: 2026-09-05
-updated: 2026-09-10
+updated: 2026-09-21
 type: rule
 tags: [vllm-omni, benchmark]
-sources: ["PR #6817", tests/dfx/perf/scripts/run_benchmark.py, tests/benchmarks/test_omniinteract.py, "PR #7130", "PR #7259"]
+sources: ["PR #7648", "PR #6817", tests/dfx/perf/scripts/run_benchmark.py, tests/benchmarks/test_omniinteract.py, "PR #7130", "PR #7259"]
 confidence: high
 ---
 
@@ -60,3 +60,15 @@ confidence: high
 - 强制：轮询 deadline 来自 per-request `video_job_timeout`（默认 900s，可 CLI 加大），从 job 创建后起算含排队；仅当 status 仍非 `completed`/`failed` 且超时才判失败。progress/latency 在 cleanup 路径更新，使失败请求也推进进度条；报告打印失败数与样例错误，JSON 写入全部 `request_errors`。
 - 禁止：硬编码 600s 后删除仍可能完成的 job；成功路径才 `pbar.update`；只报告成功计数而隐藏失败原因。
 - 验收：覆盖默认/加大 timeout、deadline 时已 `completed` 仍取回、混合成功/失败时进度与 `failed_requests`/`request_errors` 一致。^[PR #7259]
+
+## BENCH-1f — realtime 优化复测必须绑定实际加载源码并量化控制漂移
+
+- 触发：修复或 rebase 后重新判断 realtime chunk latency/RTF 是否回归，尤其差值接近噪声时。
+- 强制：每个 arm 用独立服务启动并核对实际模块路径、head、依赖和模型 revision；固定
+  workload、GPU 拓扑、compile/graph、优化开关及 instrumentation。用 baseline→candidate→
+  baseline 控制漂移，逐 arm 独立 warmup，明确 steady chunk 索引条件、样本数与 RTF 的 FPS。
+- 禁止：仅设置 PYTHONPATH 就假设从目标 checkout 加载；混用不同 warmup 截断或 FPS 的
+  指标；把小于控制漂移的差异称为确定改善/回归；把单次视频哈希相等当作 compiled bitwise
+  determinism 或 eager 数值等价证明。
+- 验收：产物能追溯各 arm 的真实 source/config/environment，报告候选差值和控制漂移；
+  稳态统计可从相同筛选重算，正确性另由对应 parity 测试支持。 ^[PR #7648]
diff --git a/knowledge/repos/vllm-omni/ci/_index.md b/knowledge/repos/vllm-omni/ci/_index.md
@@ -1,7 +1,7 @@
 ---
 title: "vLLM-Omni CI"
 created: 2026-07-10
-updated: 2026-09-05
+updated: 2026-09-21
 type: index
 tags: [vllm-omni, ci]
 sources: [.buildkite/cuda/pipeline.yml, docs/contributing/ci/test_system_overview.md, tests/diffusion/quantization/test_svdquant_config.py, tests/diffusion/quantization/test_svdquant_linear.py, tests/diffusion/quantization/test_svdquant_tp_loading.py, tests/diffusion/quantization/test_wan_autoround_mxfp4.py, tests/e2e/offline_inference/test_wan21_autoround_mxfp4.py, "PR #5544", "PR #6162", "PR #6170", "PR #6303", "PR #6390", "PR #6613", .buildkite/cuda/test-nightly.yml, tests/e2e/online_serving/run_minicpmo_realtime_duplex_server_vad.py, tests/e2e/online_serving/test_minicpmo_4_5_duplex_expansion.py, tests/e2e/online_serving/test_qwen_image_expansion.py, tests/dfx/perf/tests/test_qwen_image_vllm_omni.json, tests/platforms/npu/test_diffusion_attn_backend_selector.py, "PR #6054", .buildkite/cuda/test-merge.yml, .buildkite/cuda/test-ready.yml, tests/e2e/online_serving/test_hunyuan_video_15_expansion.py, tests/dfx/perf/tests/test_hunyuanvideo15_t2v_vllm_omni.json, tests/dfx/perf/tests/test_hunyuanvideo15_i2v_vllm_omni.json, "PR #6349", .buildkite/amd/scripts/bootstrap-amd-omni.sh, .buildkite/amd/test-amd-merge.yml, .buildkite/amd/test-amd-ready.yml, tests/diffusion/distributed/test_tensor_parallel.py, tests/diffusion/offloader/test_diffusion_layerwise_offload.py, tests/helpers/clean.py, "PR #6704", tests/model_executor/models/minicpmo_4_5/test_pipeline.py, tests/model_executor/stage_input_processors/test_minicpmo_4_5_async_chunk.py, "PR #5464", "PR #6730", "PR #6745", "PR #6727", tests/diffusion/quantization/test_quantization_quality.py, "PR #5831", tests/dfx/perf/tests/test_qwen3_omni_async_chunk.json, tests/dfx/perf/tests/test_qwen3_omni_no_async_chunk.json, "PR #6743", tests/diffusion/models/minimax_h3/test_minimax_h3_quantization_quality.py, "PR #6742", "PR #6650", pyproject.toml, tests/helpers/mark.py, tests/helpers/tests/test_mark.py, tools/pre_commit/check_test_marks.py, "PR #6174", .buildkite/cuda/test-weekly.yml, tests/e2e/offline_inference/test_dots_tts_expansion.py, "PR #6556", tests/e2e/online_serving/minimax_h3/]
@@ -209,7 +209,7 @@ sources: [.buildkite/cuda/pipeline.yml, docs/contributing/ci/test_system_overvie
 
 | 遇到什么 | 查看哪里 |
 |---|---|
-| 审查硬件 lane（含 MiniMax-H3 DLO DP2 ready smoke 的证据边界）、回归 fence、CI 工具供应链、ASR 文本比较或 xdist/shared fixture | [CI rules](rules.md) |
+| 审查硬件 lane（含 MiniMax-H3 DLO DP2 ready smoke 的证据边界）、回归 fence、CI 工具供应链、ASR 文本比较或 xdist/shared fixture、Buildkite 失败日志与运行时差异 | [CI rules](rules.md) |
 | AMD/ROCm timeout、quarantine、memory signal、single-card diffusion job 的 multi-card marker 排除、Qwen3-TTS argv 或 Qwen3-Omni control-plane fixture | [AMD/ROCm CI rules](rules-amd.md) |
 | CUDA L4 Kubernetes preset、GPU-count shard、resource/retry policy | [L4 Kubernetes CI rules](rules-l4-k8s.md) |
 | Whisper 转写 helper 的 GPU 首选、16 GiB 门槛、CPU fallback 或 CUDA ready/merge source dependency | [Whisper 转写 CI 规则](rules-whisper-transcription.md) |

diff --git a/knowledge/repos/vllm-omni/ci/rules.md b/knowledge/repos/vllm-omni/ci/rules.md
@@ -1,10 +1,10 @@
 ---
 title: "vLLM-Omni CI 规则"
 created: 2026-08-23
-updated: 2026-09-08
+updated: 2026-09-21
 type: rule
 tags: [vllm-omni, ci]
-sources: ["PR #3422", "PR #5074", "PR #5255", "PR #5310", "PR #5402", "PR #5524", "PR #5543", "PR #5670", "PR #5713", "PR #5780", "PR #5823", "PR #5836", "PR #5957", "PR #5976", docker/Dockerfile.ci, docker/Dockerfile.xpu, .buildkite/intel/scripts/run-xpu-test.sh, .buildkite/cuda/test-merge.yml, .buildkite/cuda/test-ready.yml, "PR #5845", "PR #5872", "PR #6008", "PR #6048", "PR #6056", "PR #6096", "PR #6102", "PR #6202", "PR #6208", "PR #6273", "PR #6293", "PR #6311", "PR #6339", "PR #6343", "PR #6468", "PR #6523", "PR #6613", "PR #6555", "PR #6650", .buildkite/common/scripts/run_cov_split.sh, pyproject.toml, tests/helpers/tests/test_mark.py, tools/pre_commit/check_test_marks.py, .buildkite/common/scripts/upload_pipeline.py, .buildkite/cuda/test-nightly.yml, .buildkite/cuda/test-weekly.yml, .buildkite/npu/test-npu-nightly.yml, .pre-commit-config.yaml, tests/helpers/clean.py, tests/helpers/client.py, tests/helpers/mark.py, tests/helpers/runtime.py, tests/helpers/stage_config.py, tests/buildkite/test_upload_pipeline.py, tests/dfx/perf/scripts/run_benchmark.py, tests/dfx/perf/tests/test_minicpmo_4_5.json, tests/dfx/perf/tests/test_minicpmo_4_5_duplex_seed_tts.json, tests/dfx/perf/tests/test_qwen_image_vllm_omni.json, tests/dfx/stability/, tests/e2e/accuracy/minicpmo_4_5/test_minicpmo_4_5.py, tests/e2e/online_serving/helpers/minicpmo_4_5_duplex.py, tests/e2e/online_serving/test_flux_kontext_expansion.py, tests/e2e/online_serving/test_minicpmo_4_5.py, tests/e2e/online_serving/test_minicpmo_4_5_duplex.py, tests/e2e/online_serving/test_minicpmo_4_5_expansion.py, tests/e2e/online_serving/test_qwen_image_expansion.py, tests/e2e/online_serving/test_minimax_h3_dlo_dp2_t2va.py, tests/model_tests/diffusion/diff_model_builders.py, tests/model_tests/diffusion/model_settings.py, tests/model_tests/diffusion/test_alignment.py, tools/nightly/run_nightly_jobs.sh, tools/pre_commit/check_tts_adapter.py, tests/tools/test_check_tts_adapter.py, .buildkite/amd/scripts/bootstrap-amd-omni.sh, .buildkite/amd/test-amd-merge.yml, .buildkite/amd/test-amd-ready.yml, tests/diffusion/distributed/test_tensor_parallel.py, tests/diffusion/offloader/test_diffusion_layerwise_offload.py, "PR #6704", tests/dfx/perf/tests/test_qwen3_omni_async_chunk.json, tests/dfx/perf/tests/test_qwen3_omni_no_async_chunk.json, "PR #6743", "PR #6696", vllm_omni/benchmarks/metrics/metrics.py, vllm_omni/benchmarks/patch/patch.py, tests/benchmarks/metrics/test_metrics.py, tests/benchmarks/patch/test_patch.py, "PR #6674", docker/Dockerfile.npu, docker/Dockerfile.npu.a3, docker/Dockerfile.npu.ci, docker/Dockerfile.npu.ci.a3, "PR #6818", "PR #6830", "PR #6884", tests/diffusion/conftest.py, tests/diffusion/attention/test_flash_attn.py, tests/buildkite/test_amd_pipeline.py, tests/e2e/offline_inference/test_qwen3_omni_colocate_async.py, "PR #6947", "PR #7118"]
+sources: ["PR #7648", "PR #3422", "PR #5074", "PR #5255", "PR #5310", "PR #5402", "PR #5524", "PR #5543", "PR #5670", "PR #5713", "PR #5780", "PR #5823", "PR #5836", "PR #5957", "PR #5976", docker/Dockerfile.ci, docker/Dockerfile.xpu, .buildkite/intel/scripts/run-xpu-test.sh, .buildkite/cuda/test-merge.yml, .buildkite/cuda/test-ready.yml, "PR #5845", "PR #5872", "PR #6008", "PR #6048", "PR #6056", "PR #6096", "PR #6102", "PR #6202", "PR #6208", "PR #6273", "PR #6293", "PR #6311", "PR #6339", "PR #6343", "PR #6468", "PR #6523", "PR #6613", "PR #6555", "PR #6650", .buildkite/common/scripts/run_cov_split.sh, pyproject.toml, tests/helpers/tests/test_mark.py, tools/pre_commit/check_test_marks.py, .buildkite/common/scripts/upload_pipeline.py, .buildkite/cuda/test-nightly.yml, .buildkite/cuda/test-weekly.yml, .buildkite/npu/test-npu-nightly.yml, .pre-commit-config.yaml, tests/helpers/clean.py, tests/helpers/client.py, tests/helpers/mark.py, tests/helpers/runtime.py, tests/helpers/stage_config.py, tests/buildkite/test_upload_pipeline.py, tests/dfx/perf/scripts/run_benchmark.py, tests/dfx/perf/tests/test_minicpmo_4_5.json, tests/dfx/perf/tests/test_minicpmo_4_5_duplex_seed_tts.json, tests/dfx/perf/tests/test_qwen_image_vllm_omni.json, tests/dfx/stability/, tests/e2e/accuracy/minicpmo_4_5/test_minicpmo_4_5.py, tests/e2e/online_serving/helpers/minicpmo_4_5_duplex.py, tests/e2e/online_serving/test_flux_kontext_expansion.py, tests/e2e/online_serving/test_minicpmo_4_5.py, tests/e2e/online_serving/test_minicpmo_4_5_duplex.py, tests/e2e/online_serving/test_minicpmo_4_5_expansion.py, tests/e2e/online_serving/test_qwen_image_expansion.py, tests/e2e/online_serving/test_minimax_h3_dlo_dp2_t2va.py, tests/model_tests/diffusion/diff_model_builders.py, tests/model_tests/diffusion/model_settings.py, tests/model_tests/diffusion/test_alignment.py, tools/nightly/run_nightly_jobs.sh, tools/pre_commit/check_tts_adapter.py, tests/tools/test_check_tts_adapter.py, .buildkite/amd/scripts/bootstrap-amd-omni.sh, .buildkite/amd/test-amd-merge.yml, .buildkite/amd/test-amd-ready.yml, tests/diffusion/distributed/test_tensor_parallel.py, tests/diffusion/offloader/test_diffusion_layerwise_offload.py, "PR #6704", tests/dfx/perf/tests/test_qwen3_omni_async_chunk.json, tests/dfx/perf/tests/test_qwen3_omni_no_async_chunk.json, "PR #6743", "PR #6696", vllm_omni/benchmarks/metrics/metrics.py, vllm_omni/benchmarks/patch/patch.py, tests/benchmarks/metrics/test_metrics.py, tests/benchmarks/patch/test_patch.py, "PR #6674", docker/Dockerfile.npu, docker/Dockerfile.npu.a3, docker/Dockerfile.npu.ci, docker/Dockerfile.npu.ci.a3, "PR #6818", "PR #6830", "PR #6884", tests/diffusion/conftest.py, tests/diffusion/attention/test_flash_attn.py, tests/buildkite/test_amd_pipeline.py, tests/e2e/offline_inference/test_qwen3_omni_colocate_async.py, "PR #6947", "PR #7118"]
 confidence: high
 ---
 
@@ -18,6 +18,7 @@ confidence: high
 
 | PR 描述信号 | 规则 | 第一批源码 |
 |---|---|---|
+| Buildkite 失败日志与运行时差异 | `OMNI-CI-4a` | 失败路径对应源码与测试 |
 | 新模型、nightly、CUDA/NPU、硬件 marker、镜像升级 | `OMNI-CI-1a` | `.buildkite/**` → `pyproject.toml` markers → 目标 e2e/accuracy test |
 | regression/guard、route census、middleware、mutation test | `OMNI-CI-1b` | 公开 app/handler → guard test；先证明旧实现会失败 |
 | `NIGHTLY`/`WEEKLY`/`NON_CRITICAL`、L1/L4/L5、coverage、scheduled bootstrap | `OMNI-CI-1c` | `upload_pipeline.py` → bootstrap YAML → ready/merge/nightly/weekly YAML → coverage helper |
@@ -271,3 +272,15 @@ PR 报告的 collection=1 和 local two-card B300 184.97 s 是该精确 workload
 - 强制：preset expansion tests 必须同时断言 pod env 中存在 alias、不再存在裸 `HF_TOKEN`，并验证 L4/H100/B200 全部 CUDA mirror preset 的 commands 都 prepend 同一恢复语句；非 CUDA preset 不得无故注入该 wrapper。
 - 禁止：依赖 Buildkite/Kubernetes 的 env merge 顺序碰巧正确；只修一个 GPU family；或把本地 shell/export 成功外推为 secret 已进入 pod env。
 - 验收：render 后的每个 CUDA mirror step 都保留 secret alias 和 runtime export，scheduled build 的同名 `HF_TOKEN` 不再导致 gated-model jobs 401；NPU steps 的 env 与 commands 保持不变。^[PR #7118]
+
+## OMNI-CI-4a — CI 修复以失败 job 和实际运行时闭环
+
+- 触发：Buildkite 失败但 build JSON 的 jobs/steps 为空，或本地通过而硬件 lane 失败。
+- 强制：从 build 的 `data/steps`、`data/jobs` 定位实际失败 job，检查分页与日志截断；
+  使用 job 返回的 `base_path` 加 `/log` 读取日志，按首个根因归并 shard。记录失败 head、
+  Torch/平台版本，与本地 import/version 预检对照，再运行对应路径。
+- 禁止：把空 metadata 当作没有失败；把新版运行时通过当作旧版 CI 已修复；把 skipped
+  当作执行通过，或用 CUDA 结果宣称 ROCm 已验证。临时绕过硬件探测只可用于已经证明
+  运行时可用的隔离验证，不能取消生产测试门禁或隐藏 skip 原因。
+- 验收：修复绑定当前 head，明确本地实际执行数、skip 与平台边界；重触发后核对新 build
+  的 SHA 和状态。queued/running 只能报告已触发，不能报告 CI 通过。 ^[PR #7648]
diff --git a/knowledge/repos/vllm-omni/components/configuration/_index.md b/knowledge/repos/vllm-omni/components/configuration/_index.md
@@ -1,7 +1,7 @@
 ---
 title: "vLLM-Omni Configuration"
 created: 2026-07-16
-updated: 2026-09-06
+updated: 2026-09-21
 type: index
 tags: [vllm-omni, components, config]
 sources: ["claude-workflow-starter-private@296ea45", vllm_omni/config/]
@@ -35,7 +35,7 @@ sources: ["claude-workflow-starter-private@296ea45", vllm_omni/config/]
 | 遇到什么 | 查看哪里 |
 |---|---|
 | 理解配置从 deploy、CLI、默认 factory 到 structured/legacy config 的稳定边界 | [配置构造架构](architecture.md) |
-| 根据 PR 描述直达 strict schema、pipeline sampling constraints、deploy/topology、composable strategy、global engine args 的 owner 校验、CLI-only 负向 alias 或显存配置的规则组与第一批源码 | [配置开发门禁与代码地图](rules.md) |
+| 根据 PR 描述直达 strict schema、pipeline sampling constraints、deploy/topology、composable strategy、global engine args 的 owner 校验、CLI-only 负向 alias 或显存配置的规则组与第一批源码、环境变量 inventory | [配置开发门禁与代码地图](rules.md) |
 
 | 对象存储 URI、HF cache snapshot 或空 `config.json` 的模型名称回退与 pipeline 路由 | [模型引用路由规则](rules-model-reference-routing.md) |
 | stage full-payload transport capability、topology-owned projection 或 deploy/CLI override rejection | [stage transport capability](rules-stage-transport.md) |