Datasets:
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pretty_name: AsynCodeBench
license: other
license_name: asyncodebench-apache-2.0-with-upstream-licenses
license_link: https://github.com/KaituoZhang/AsynCodeBench/blob/2a639b049f249e79eb2031876bc06a110be9ac3a/THIRD_PARTY_NOTICES.md
language:
- en
task_categories:
- text-generation
tags:
- code
- software-engineering
- benchmark
- multi-agent
size_categories:
- n<1K
configs:
- config_name: tasks
default: true
data_files:
- split: test
path: data/tasks-test.parquet
- config_name: scenarios
data_files:
- split: test
path: data/scenarios-test.parquet
- config_name: dependencies
data_files:
- split: test
path: data/dependencies-test.parquet
---
# AsynCodeBench
AsynCodeBench evaluates coding agents under five execution protocols while holding the task set and evaluation contracts fixed. The stable **v0.4.2** release contains **19 coding tasks**. Start with the `tasks` configuration; each row is one real benchmark task.
[**Browse the 19 task examples in Dataset Viewer →**](https://huggingface.co/datasets/PhilipZhang/AsynCodeBench/viewer/tasks/test)
The executable harness, manifests, container references, evaluation commands, and Quick Start are versioned in the [official GitHub repository](https://github.com/KaituoZhang/AsynCodeBench/tree/2a639b049f249e79eb2031876bc06a110be9ac3a). Source repositories are materialized at each row's `base_revision` inside the recorded container image; the Parquet files therefore do not duplicate complete source checkouts or container layers.
## Start here: one task example
The first `tasks` row is `asyncodebench:cachetools`. It contains the full coding prompt in `problem_statement`, the immutable source revision, evaluator command, test targets, and pinned container image/digest.
```python
from datasets import load_dataset
tasks = load_dataset(
"PhilipZhang/AsynCodeBench",
"tasks",
split="test",
revision="v0.4.2",
)
example = tasks[0]
print(example["task_id"]) # asyncodebench:cachetools
print(example["problem_statement"]) # complete task prompt
print(example["container_image"]) # docker.io/wentingzhao/cachetools:v0
print(example["dependency_count"]) # 5
```
## What the three configurations mean
| Configuration | Rows | Purpose |
|---|---:|---|
| **`tasks`** | **19** | **Primary dataset. One row per coding task: prompt, source revision, tests, evaluator, and container. Most users only need this.** |
| `scenarios` | 95 | Auxiliary protocol table: 19 tasks × 5 execution protocols. These are run conditions, not 95 additional coding tasks. |
| `dependencies` | 52 | Auxiliary annotation table: producer-consumer contracts inside the 19 tasks, with probe tests for ADPR, DRS, CAIL, and SAD metrics. These are not additional tasks. |
All configurations use the `test` split because every row belongs to the evaluation benchmark.
- [Browse task examples](https://huggingface.co/datasets/PhilipZhang/AsynCodeBench/viewer/tasks/test)
- [Browse protocol conditions](https://huggingface.co/datasets/PhilipZhang/AsynCodeBench/viewer/scenarios/test)
- [Browse dependency annotations](https://huggingface.co/datasets/PhilipZhang/AsynCodeBench/viewer/dependencies/test)
## Load auxiliary analysis tables
You do not need these tables to enumerate the 19 coding tasks. Load them when comparing protocols or computing dependency-aware metrics:
```python
scenarios = load_dataset("PhilipZhang/AsynCodeBench", "scenarios", split="test", revision="v0.4.2")
dependencies = load_dataset("PhilipZhang/AsynCodeBench", "dependencies", split="test", revision="v0.4.2")
```
## Run the benchmark
Follow the [GitHub Quick Start](https://github.com/KaituoZhang/AsynCodeBench/blob/2a639b049f249e79eb2031876bc06a110be9ac3a/docs/QUICKSTART.md) for environment setup, model serving, official protocol commands, and result validation. Use the exact container image and digest recorded in the `tasks` configuration.
The five protocols are `single`, `serial_specialists`, `async_private`, `caid_manager` (displayed as Async-RO-Manager), and `async_manager`.
## Version and scope
- Dataset release: `v0.4.2`
- GitHub revision: `2a639b049f249e79eb2031876bc06a110be9ac3a`
- Release status: stable
- Official task count: 19
- Official protocol conditions: 95
- Official dependency points: 52
Candidate manifests outside the v0.4 release index are excluded. In particular, `apache-tvm-20409` is not part of this dataset release.
## License
The original AsynCodeBench material is Apache-2.0. Referenced upstream tasks and repositories retain their own licenses. See [LICENSE](https://github.com/KaituoZhang/AsynCodeBench/blob/2a639b049f249e79eb2031876bc06a110be9ac3a/LICENSE) and [THIRD_PARTY_NOTICES.md](https://github.com/KaituoZhang/AsynCodeBench/blob/2a639b049f249e79eb2031876bc06a110be9ac3a/THIRD_PARTY_NOTICES.md).
## Citation
If you use AsynCodeBench, cite the software release using the repository's [CITATION.cff](https://github.com/KaituoZhang/AsynCodeBench/blob/2a639b049f249e79eb2031876bc06a110be9ac3a/CITATION.cff).
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