diff --git a/cookbook/swebench.py b/cookbook/swebench.py new file mode 100644 index 0000000..7d3e89a --- /dev/null +++ b/cookbook/swebench.py @@ -0,0 +1,91 @@ +from dataclasses import dataclass +from datetime import datetime + +from datasets import load_dataset +from datasets.arrow_dataset import Dataset +from datasets.dataset_dict import DatasetDict + + +@dataclass +class SweBenchExample: + repo: str + instance_id: str + base_commit: str + patch: str + test_patch: str + problem: str + hints: str + created_at: datetime + version: str + tests_fail: list[str] + tests_pass: list[str] + env_commit: str + + +REPO_ON_CREATE_CMD = { + "astropy/astropy": "pip install uv && uv pip install --editable '.[dev_all]'", + # for django tests to pass, we need to run container with user 'vscode' + "django/django": "sudo apt-get update -y && sudo apt-get install -y libmemcached-dev && sudo pip install uv && sudo uv pip install --system -e . && sudo uv pip install --system -r tests/requirements/py3.txt", + "matplotlib/matplotlib": "", + "mwaskom/seaborn": "", + "pallets/flask": "", + "psf/requests": "", + "pydata/xarray": "", + "pylint-dev/pylint": "", + "pytest-dev/pytest": "", + "scikit-learn/scikit-learn": "", + "sphinx-doc/sphinx": "", + "sympy/sympy": "", +} + +REPO_TEST_CMD = { + "astropy/astropy": "pytest", + "django/django": "./tests/runtests.py", + "matplotlib/matplotlib": "", + "mwaskom/seaborn": "", + "pallets/flask": "", + "psf/requests": "", + "pydata/xarray": "", + "pylint-dev/pylint": "", + "pytest-dev/pytest": "", + "scikit-learn/scikit-learn": "", + "sphinx-doc/sphinx": "", + "sympy/sympy": "", +} + + +def load_swebench() -> Dataset: + dataset = load_dataset("princeton-nlp/SWE-bench_Verified") + match dataset: + case DatasetDict(): + return dataset["test"] + case _: + raise NotImplementedError("Dataset is not a DatasetDict") + + +def parse_example(data: dict[str, str]) -> SweBenchExample: + """Parses a single example from the SWE-bench dataset.""" + + return SweBenchExample( + repo=data["repo"], + instance_id=data["instance_id"], + base_commit=data["base_commit"], + patch=data["patch"], + test_patch=data["test_patch"], + problem=data["problem_statement"], + hints=data["hints_text"], + created_at=datetime.fromisoformat(data["created_at"]), + version=data["version"], + tests_fail=eval(data["FAIL_TO_PASS"]), + tests_pass=eval(data["PASS_TO_PASS"]), + env_commit=data["environment_setup_commit"], + ) + + +if __name__ == "__main__": + from pprint import pprint + + examples = [parse_example(example) for example in load_swebench()] + for i in range(10): + pprint(f"Example {i}") + pprint(examples[i]) diff --git a/poetry.lock b/poetry.lock index c12735b..8f3016c 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,5 +1,342 @@ # This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. +[[package]] +name = "aiohappyeyeballs" +version = "2.4.3" +description = "Happy Eyeballs for asyncio" +optional = false +python-versions = 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