DistDebug-Bench traces v1.0.0

README.md

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+---
+license: mit
+language:
+- en
+pretty_name: DistDebug-Bench Traces
+size_categories:
+- 1K<n<10K
+tags:
+- distributed-systems
+- debugging
+- root-cause-analysis
+- agents
+- trajectories
+- software-engineering
+configs:
+- config_name: attempts
+  data_files:
+  - split: train
+    path: data/attempts.parquet
+  default: true
+---
+
+# DistDebug-Bench Traces
+
+Agent traces behind the main results (Table 1) of *DistDebug-Bench: Can LLM
+Agents Diagnose Bugs in Distributed Systems?* (NeurIPS 2026, Evaluations and
+Datasets Track): 17 agent configurations, 120 bugs each, and the three
+attempts per bug that the paper scores, for 6,120 attempts in total.
+
+- Benchmark: https://huggingface.co/datasets/OrderLab/distdebug-bench
+- Code, runner, and evaluator: https://github.com/OrderLab/distdebug-bench
+- Website and leaderboard: https://orderlab.io/distdebug-bench/
+
+## Contents
+
+| Path | Description |
+|---|---|
+| `data/attempts.parquet` | One row per attempt: configuration, bug, run, the nine accuracy scores, token use and cost, and the diagnosis. |
+| `runs/<config>.tar.gz` | Every attempt's full run directory, including the trace. |
+| `configs.json` | Harness, harness version, and model of each configuration. |
+| `selection.json` | The run IDs of the three scored attempts per bug and configuration. |
+
+| Configuration | Harness | Model | Archive |
+|---|---|---|---:|
+| `mini-swe-agent__gpt-6-astra` | Mini-SWE-Agent 2.2.8 | GPT-6 Astra | 14 MB |
+| `mini-swe-agent__claude-opus-5.5` | Mini-SWE-Agent 2.2.8 | Claude Opus 5.5 | 10 MB |
+| `mini-swe-agent__gpt-5.5` | Mini-SWE-Agent 2.2.8 | GPT-5.5 | 17 MB |
+| `mini-swe-agent__gpt-5.4` | Mini-SWE-Agent 2.2.8 | GPT-5.4 | 103 MB |
+| `mini-swe-agent__gpt-5.3-codex` | Mini-SWE-Agent 2.2.8 | GPT-5.3-Codex | 18 MB |
+| `mini-swe-agent__mimo-v2.5-pro` | Mini-SWE-Agent 2.2.8 | MiMo v2.5 Pro | 32 MB |
+| `mini-swe-agent__kimi-k2.6` | Mini-SWE-Agent 2.2.8 | Kimi K2.6 | 30 MB |
+| `mini-swe-agent__mimo-v2.5` | Mini-SWE-Agent 2.2.8 | MiMo v2.5 | 34 MB |
+| `mini-swe-agent__deepseek-v4-flash` | Mini-SWE-Agent 2.2.8 | DeepSeek V4 Flash | 26 MB |
+| `mini-swe-agent__gpt-5.2-codex` | Mini-SWE-Agent 2.2.8 | GPT-5.2-Codex | 13 MB |
+| `mini-swe-agent__hy3` | Mini-SWE-Agent 2.2.8 | Hunyuan3 | 20 MB |
+| `mini-swe-agent__gemini-3.5-flash` | Mini-SWE-Agent 2.2.8 | Gemini 3.5 Flash | 29 MB |
+| `mini-swe-agent__o4-mini` | Mini-SWE-Agent 1.14.4, 2.2.8 | o4-mini | 23 MB |
+| `codex-cli__gpt-5.2-codex` | Codex CLI 0.128.0 | GPT-5.2-Codex | 7 MB |
+| `codex-cli__o4-mini` | Codex CLI 0.128.0 | o4-mini | 8 MB |
+| `opencode__gpt-5.2-codex` | OpenCode 1.4.6 | GPT-5.2-Codex | 12 MB |
+| `opencode__o4-mini` | OpenCode 1.4.6 | o4-mini | 6 MB |
+
+### Run directories
+
+Each archive unpacks to `<config>/<bug>/run-NN/`. Run IDs are the original
+ones. The paper scores the first three attempts per bug with a schema-valid
+diagnosis, so a gap in the numbering means an earlier attempt ended without
+one. Every run directory has:
+
+- `diagnosis.json`: the final diagnosis (root-cause blocks and an explanation)
+- `diagnosis_scores.json`: the ground truth, the diagnosis, and its scores
+- `session_stats.json`: API calls, tokens, cost, and wall time
+
+The trace depends on the harness:
+
+| Harness | Trace files |
+|---|---|
+| Mini-SWE-Agent | `trajectory.json`: the run configuration and every model message, tool call, and tool output |
+| Codex CLI | `codex_exec.log` (Codex's JSON event stream) and `codex_last_message.json` |
+| OpenCode | `prompt.txt` and `opencode_cli.log` (OpenCode's JSON event stream) |
+
+### Attempts table
+
+| Column | Description |
+|---|---|
+| `config`, `harness`, `model` | Configuration (archive name), harness, and model |
+| `bug`, `run`, `attempt` | Benchmark instance, run ID, and position (1–3) among the scored attempts |
+| `harness_version` | Harness version recorded in the trace |
+| `workspace` | `anonymized` or `legacy`. Legacy attempts ran before workspace paths were anonymized, so their workspace path contains the bug ID. |
+| `has_trace` | Whether the run directory contains a trace file |
+| `num_blocks` | Number of root-cause blocks in the diagnosis |
+| `file_coverage` … `mention_coverage` | The nine accuracy metrics, in [0, 1] |
+| `api_calls` … `duration_seconds` | `session_stats.json` fields |
+| `diagnosis` | The raw `diagnosis.json` text |
+
+```python
+from datasets import load_dataset
+
+attempts = load_dataset("OrderLab/distdebug-bench-traces", split="train").to_pandas()
+per_bug = attempts.groupby(["config", "bug"])["block_coverage"].mean()
+print(per_bug.groupby("config").mean().sort_values(ascending=False))
+```
+
+Notes:
+
+- Nine attempts submitted a diagnosis with no blocks. They count as zero on
+  every metric, as in the paper.
+- `mini-swe-agent__o4-mini` `ray-60991/run-01` has no trace file.
+- Codex CLI records one API call and no cost per run.
+- Claude Opus 5.5's thinking text is hidden, so `output_reasoning_tokens` is
+  0. Thinking tokens are billed as output tokens, so `total_tokens` and `cost`
+  are correct.
+
+## Reproducing the paper
+
+The GitHub repository rescores every diagnosis with the public evaluator,
+aggregates the scores, and rebuilds Table 1 and Figures 2 and 3. It then
+checks the results against the paper's:
+
+```bash
+git clone https://github.com/OrderLab/distdebug-bench && cd distdebug-bench
+pip install -e ".[paper]"
+hf download OrderLab/distdebug-bench-traces --repo-type dataset --local-dir traces
+python paper/reproduce.py traces
+```
+
+## Redactions
+
+The traces are otherwise unmodified, except for these replacements:
+
+- Local paths, the machine's host name and user name, a private API endpoint,
+  an internal project name, and one git author line are replaced with the
+  placeholders `/home/user`, `host`, `user`, `<azure-endpoint>`, `harness`, and
+  `user <user@example.com>`.
+- Encrypted reasoning items returned by the OpenAI Responses API
+  (`encrypted_content`) are set to `null`. They are opaque and cannot be
+  decrypted.
+
+Rescoring the redacted diagnoses reproduces every stored score.
+
+## License
+
+The diagnoses, scores, and metadata are under the MIT license. Tool outputs
+in the traces quote source code, git history, and issue text from the 11
+upstream systems, which remain under their own licenses. See the
+[benchmark card](https://huggingface.co/datasets/OrderLab/distdebug-bench) for
+the list.
+
+## Citation
+
+```bibtex
+@inproceedings{jiang2026distdebugbench,
+  title     = {{DistDebug-Bench}: Can {LLM} Agents Diagnose Bugs in Distributed Systems?},
+  author    = {Jiang, Yuxuan and Liu, Chenglin and Rose, John and Miller, Mason and Thavamani, Ruthesh and Wu, Juntao and Huang, Yinwei and Xu, Jiahao and Huang, Peng},
+  booktitle = {Advances in Neural Information Processing Systems (NeurIPS), Evaluations and Datasets Track},
+  year      = {2026}
+}
+```

configs.json

@@ -0,0 +1,227 @@
+[
+  {
+    "config": "mini-swe-agent__gpt-6-astra",
+    "harness": "Mini-SWE-Agent",
+    "model": "GPT-6 Astra",
+    "harness_versions": [
+      "2.2.8"
+    ],
+    "bugs": 120,
+    "attempts": 360,
+    "workspace": {
+      "anonymized": 360
+    }
+  },
+  {
+    "config": "mini-swe-agent__claude-opus-5.5",
+    "harness": "Mini-SWE-Agent",
+    "model": "Claude Opus 5.5",
+    "harness_versions": [
+      "2.2.8"
+    ],
+    "bugs": 120,
+    "attempts": 360,
+    "workspace": {
+      "anonymized": 360
+    }
+  },
+  {
+    "config": "mini-swe-agent__gpt-5.5",
+    "harness": "Mini-SWE-Agent",
+    "model": "GPT-5.5",
+    "harness_versions": [
+      "2.2.8"
+    ],
+    "bugs": 120,
+    "attempts": 360,
+    "workspace": {
+      "anonymized": 360
+    }
+  },
+  {
+    "config": "mini-swe-agent__gpt-5.4",
+    "harness": "Mini-SWE-Agent",
+    "model": "GPT-5.4",
+    "harness_versions": [
+      "2.2.8"
+    ],
+    "bugs": 120,
+    "attempts": 360,
+    "workspace": {
+      "anonymized": 207,
+      "legacy": 153
+    }
+  },
+  {
+    "config": "mini-swe-agent__gpt-5.3-codex",
+    "harness": "Mini-SWE-Agent",
+    "model": "GPT-5.3-Codex",
+    "harness_versions": [
+      "2.2.8"
+    ],
+    "bugs": 120,
+    "attempts": 360,
+    "workspace": {
+      "anonymized": 15,
+      "legacy": 345
+    }
+  },
+  {
+    "config": "mini-swe-agent__mimo-v2.5-pro",
+    "harness": "Mini-SWE-Agent",
+    "model": "MiMo v2.5 Pro",
+    "harness_versions": [
+      "2.2.8"
+    ],
+    "bugs": 120,
+    "attempts": 360,
+    "workspace": {
+      "anonymized": 360
+    }
+  },
+  {
+    "config": "mini-swe-agent__kimi-k2.6",
+    "harness": "Mini-SWE-Agent",
+    "model": "Kimi K2.6",
+    "harness_versions": [
+      "2.2.8"
+    ],
+    "bugs": 120,
+    "attempts": 360,
+    "workspace": {
+      "anonymized": 300,
+      "legacy": 60
+    }
+  },
+  {
+    "config": "mini-swe-agent__mimo-v2.5",
+    "harness": "Mini-SWE-Agent",
+    "model": "MiMo v2.5",
+    "harness_versions": [
+      "2.2.8"
+    ],
+    "bugs": 120,
+    "attempts": 360,
+    "workspace": {
+      "anonymized": 360
+    }
+  },
+  {
+    "config": "mini-swe-agent__deepseek-v4-flash",
+    "harness": "Mini-SWE-Agent",
+    "model": "DeepSeek V4 Flash",
+    "harness_versions": [
+      "2.2.8"
+    ],
+    "bugs": 120,
+    "attempts": 360,
+    "workspace": {
+      "anonymized": 360
+    }
+  },
+  {
+    "config": "mini-swe-agent__gpt-5.2-codex",
+    "harness": "Mini-SWE-Agent",
+    "model": "GPT-5.2-Codex",
+    "harness_versions": [
+      "2.2.8"
+    ],
+    "bugs": 120,
+    "attempts": 360,
+    "workspace": {
+      "legacy": 360
+    }
+  },
+  {
+    "config": "mini-swe-agent__hy3",
+    "harness": "Mini-SWE-Agent",
+    "model": "Hunyuan3",
+    "harness_versions": [
+      "2.2.8"
+    ],
+    "bugs": 120,
+    "attempts": 360,
+    "workspace": {
+      "legacy": 360
+    }
+  },
+  {
+    "config": "mini-swe-agent__gemini-3.5-flash",
+    "harness": "Mini-SWE-Agent",
+    "model": "Gemini 3.5 Flash",
+    "harness_versions": [
+      "2.2.8"
+    ],
+    "bugs": 120,
+    "attempts": 360,
+    "workspace": {
+      "anonymized": 360
+    }
+  },
+  {
+    "config": "mini-swe-agent__o4-mini",
+    "harness": "Mini-SWE-Agent",
+    "model": "o4-mini",
+    "harness_versions": [
+      "1.14.4",
+      "2.2.8"
+    ],
+    "bugs": 120,
+    "attempts": 360,
+    "workspace": {
+      "legacy": 360
+    }
+  },
+  {
+    "config": "codex-cli__gpt-5.2-codex",
+    "harness": "Codex CLI",
+    "model": "GPT-5.2-Codex",
+    "harness_versions": [
+      "0.128.0"
+    ],
+    "bugs": 120,
+    "attempts": 360,
+    "workspace": {
+      "legacy": 360
+    }
+  },
+  {
+    "config": "codex-cli__o4-mini",
+    "harness": "Codex CLI",
+    "model": "o4-mini",
+    "harness_versions": [
+      "0.128.0"
+    ],
+    "bugs": 120,
+    "attempts": 360,
+    "workspace": {
+      "legacy": 360
+    }
+  },
+  {
+    "config": "opencode__gpt-5.2-codex",
+    "harness": "OpenCode",
+    "model": "GPT-5.2-Codex",
+    "harness_versions": [
+      "1.4.6"
+    ],
+    "bugs": 120,
+    "attempts": 360,
+    "workspace": {
+      "legacy": 360
+    }
+  },
+  {
+    "config": "opencode__o4-mini",
+    "harness": "OpenCode",
+    "model": "o4-mini",
+    "harness_versions": [
+      "1.4.6"
+    ],
+    "bugs": 120,
+    "attempts": 360,
+    "workspace": {
+      "legacy": 360
+    }
+  }
+]

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