--- license: mit pretty_name: OpenRCA-2.0-Lite v2 (500 cases, fault-kind rebalanced) tags: - root-cause-analysis - rca - microservices - observability - traces - metrics - logs - openrca2-lite - openrca2-lite-v2 size_categories: - n<1K --- # OpenRCA-2.0-Lite v2 — fault-kind rebalanced 500-case curated RCA evaluation set, **rebalanced 2026-05-03** from the same 1 464-case pool as [openrca2-lite-v1](https://huggingface.co/datasets/lincyaw/openrca2-lite-v1) but with diversity caps tuned for **fault-kind richness** rather than raw graph size. ## What changed vs v1 v1 had ~34 % pod-killer cases (PodFailure / PodKill / ContainerKill, single-leg or as a leg of a hybrid). Under the v2 evaluation contract — which scores `network_*` faults on `direction.src/dst` and `jvm_*`/`http_*` on optional `method` — pod-killer cases are essentially trivial: the killed service goes silent, all calls to it 5xx, no `direction` / `method` is required for full credit. v2 caps that family aggressively and reallocates the budget to subtype-rich families. | | v1 | v2 | Δ | |---|---:|---:|---:| | pod-killer total share | 34.4 % | **22.0 %** | −12.4 pp | | single-leg `Pod*` | 92 | 50 | −42 | | `hybrid_kill` | 80 | 60 | −20 | | `HTTP*` (8 subtypes) | 54 | 77 | +23 | | `Network*` (6 subtypes) | 66 | 72 | +6 | | `JVM*` | 26 | 35 | +9 | | `hybrid_clean` (real multi-root difficulty) | 140 | 163 | +23 | | trivial cases (`longest_path == 2`) | 141 (28 %) | 116 (23 %) | −25 | | mean `longest_path` | 3.46 | 3.64 | +0.18 | ## Composition 500 cases · hybrid : leaf = 223 : 277 (44.6% : 55.4%) · pod-killer share = 110/500 = 22.0% ### Chaos family | family | count | % | |---|---:|---:| | `hybrid_clean` | 163 | 32.6 % | | `HTTP*` | 77 | 15.4 % | | `Network*` | 72 | 14.4 % | | `hybrid_kill` | 60 | 12.0 % | | `Pod*` | 50 | 10.0 % | | `*Stress` | 43 | 8.6 % | | `JVM*` | 35 | 7.0 % | ### Single-leg subtype distribution (excluding hybrid) | subtype | count | |---|---:| | `JVMMemoryStress` | 41 | | `NetworkDelay` | 33 | | `JVMException` | 25 | | `PodFailure` | 25 | | `ContainerKill` | 20 | | `NetworkPartition` | 18 | | `HTTPResponseReplaceCode` | 16 | | `HTTPRequestAbort` | 13 | | `HTTPResponseReplaceBody` | 10 | | `HTTPRequestReplaceMethod` | 9 | | `NetworkCorrupt` | 9 | | `NetworkLoss` | 9 | | `HTTPResponseAbort` | 8 | | `HTTPResponseDelay` | 7 | | `HTTPRequestReplacePath` | 7 | | `JVMReturn` | 7 | | `PodKill` | 5 | | `HTTPRequestDelay` | 5 | | `NetworkBandwidth` | 3 | | `JVMLatency` | 2 | | `JVMCPUStress` | 2 | | `HTTPResponsePatchBody` | 2 | | `JVMMySQLLatency` | 1 | ### System × source pool | system | count | source pool | |---|---:|---| | `ts` | 340 | mixed | | `hs` | 96 | mixed | | `otel-demo` | 64 | mixed | `source: old` = 0 (FSE/openrca2 set) · `source: new` = 500 (aegisctl detector_success last 48 h) ### `longest_path` distribution (service-level DAG) | `longest_path` | count | |---:|---:| | 2 | 116 | | 3 | 176 | | 4 | 95 | | 5 | 52 | | 6 | 32 | | 7 | 6 | | 8 | 22 | | 9 | 1 | min=2 · p25=3 · p50=3 · p75=4 · max=9 · mean=3.64 ## Files ``` dataset/ ├── README.md (this file) ├── MANIFEST.json (HF-format curation summary + 500 case entries) ├── manifest.jsonl (500 lines, one JSON object per case) └── cases/ └── / (telemetry parquets + injection.json + causal_graph.json) ``` Each case dir contains: - `abnormal_metrics.parquet` / `normal_metrics.parquet` - `abnormal_traces.parquet` / `normal_traces.parquet` - `abnormal_logs.parquet` / `normal_logs.parquet` - `abnormal_metrics_histogram.parquet` · `abnormal_metrics_sum.parquet` - `injection.json` (chaos-mesh ground truth) - `causal_graph.json` (regenerated 2026-05-02 with rcabench-platform `reason batch`) - `conclusion.parquet` · `env.json` ## `manifest.jsonl` schema | field | example | notes | |---|---|---| | `name` | `ts5-ts-route-plan-service-loss-wkm5kz` | matches `cases//` | | `source` | `old` / `new` | which pool the case came from | | `system` | `ts` / `hs` / `otel-demo` | benchmark name | | `longest_path` | `5` | service-level DAG longest directed path (node count) | | `n_svc` | `7` | distinct services in graph | | `n_edge` | `9` | unique service-level edges | | `n_alarm_svc` | `4` | services that appear in `alarm_nodes` | | `root_services` | `["mysql"]` | injection target(s) | | `chaos_family` | `Network*` / `hybrid_clean` / … | aggregated bucket | | `primary_kind` | `NetworkDelay` / `hybrid` | raw chaos_type or `hybrid` for multi-leg | | `subtypes` | `["NetworkDelay", "CPUStress"]` | every chaos_type in `engine_config` (NEW in v2) | | `hybrid` | bool | multi-leg injection? | | `has_kill_leg` | bool | NEW — at least one PodFailure/PodKill/ContainerKill leg? | | `src_path` | `/home/ddq/.../` | absolute path of underlying datapack on the curator's machine | ## Intended use Built to evaluate LLM/agent RCA pipelines under a **type-aware** scoring contract ([rcabench-platform `evaluation/v2`](https://github.com/OperationsPAI/aegis/tree/main/rcabench-platform/src/rcabench_platform/v3/sdk/evaluation/v2)): - `network_*` → must produce `direction.src` + `direction.dst` - `jvm_*` / `http_*` → optional `class.method` for bonus - hybrid → score per ground-truth fault, not as a set intersection - every claim must carry a re-runnable DuckDB SQL on the case parquets ## Citation Curated by `lincyaw` from the OpenRCA-2.0 / RCABench corpus. If you use this dataset in research, please cite the originating RCABench / OpenRCA-2 papers and reference this specific dataset version (`openrca2-lite-v2`).