Datasets:
Languages:
code
Multilinguality:
multilingual
Language Creators:
expert-generated
ArXiv:
Tags:
code
License:
import json | |
import datasets | |
_DESCRIPTION = """ | |
""" | |
_HOMEPAGE = "https://github.com/bigcode-project/octopack" | |
def get_url(name): | |
url = f"data/{name}/data/humanevalpack.jsonl" | |
return url | |
def split_generator(dl_manager, name): | |
downloaded_files = dl_manager.download(get_url(name)) | |
return [ | |
datasets.SplitGenerator( | |
name=datasets.Split.TEST, | |
gen_kwargs={ | |
"filepath": downloaded_files, | |
}, | |
) | |
] | |
class HumanEvalPackConfig(datasets.BuilderConfig): | |
"""BuilderConfig """ | |
def __init__(self, name, description, features, **kwargs): | |
super(HumanEvalPackConfig, self).__init__(version=datasets.Version("1.0.0", ""), **kwargs) | |
self.name = name | |
self.description = description | |
self.features = features | |
class HumanEvalPack(datasets.GeneratorBasedBuilder): | |
VERSION = datasets.Version("1.0.0") | |
BUILDER_CONFIGS = [ | |
HumanEvalPackConfig( | |
name="python", | |
description="Python HumanEvalPack", | |
features=[ | |
"task_id", "prompt", "declaration", "canonical_solution", "buggy_solution", "bug_type", "failure_symptoms", "import", "test_setup", "test", "example_test", "entry_point", "signature", "docstring", "instruction" | |
] | |
), | |
HumanEvalPackConfig( | |
name="js", | |
description="JavaScript HumanEvalPack", | |
features=[ | |
"task_id", "prompt", "declaration", "canonical_solution", "buggy_solution", "bug_type", "failure_symptoms", "import", "test_setup", "test", "example_test", "entry_point", "signature", "docstring", "instruction" | |
] | |
), | |
HumanEvalPackConfig( | |
name="java", | |
description="Java HumanEvalPack", | |
features=[ | |
"task_id", "prompt", "declaration", "canonical_solution", "buggy_solution", "bug_type", "failure_symptoms", "import", "test_setup", "test", "example_test", "entry_point", "signature", "docstring", "instruction" | |
] | |
), | |
HumanEvalPackConfig( | |
name="go", | |
description="Go HumanEvalPack", | |
features=[ | |
"task_id", "prompt", "declaration", "canonical_solution", "buggy_solution", "bug_type", "failure_symptoms", "import", "test_setup", "test", "example_test", "entry_point", "signature", "docstring", "instruction" | |
] | |
), | |
HumanEvalPackConfig( | |
name="cpp", | |
description="C++ HumanEvalPack", | |
features=[ | |
"task_id", "prompt", "declaration", "canonical_solution", "buggy_solution", "bug_type", "failure_symptoms", "import", "test_setup", "test", "example_test", "entry_point", "signature", "docstring", "instruction" | |
] | |
), | |
HumanEvalPackConfig( | |
name="rust", | |
description="Rust HumanEvalPack", | |
features=[ | |
"task_id", "prompt", "declaration", "canonical_solution", "buggy_solution", "bug_type", "failure_symptoms", "import", "test_setup", "test", "example_test", "entry_point", "signature", "docstring", "instruction" | |
] | |
), | |
] | |
DEFAULT_CONFIG_NAME = "python" | |
def _info(self): | |
return datasets.DatasetInfo( | |
description=_DESCRIPTION, | |
features=datasets.Features( | |
{ | |
"task_id": datasets.Value("string"), | |
"prompt": datasets.Value("string"), | |
"declaration": datasets.Value("string"), | |
"canonical_solution": datasets.Value("string"), | |
"buggy_solution": datasets.Value("string"), | |
"bug_type": datasets.Value("string"), | |
"failure_symptoms": datasets.Value("string"), | |
"entry_point": datasets.Value("string"), | |
"import": datasets.Value("string"), | |
"test_setup": datasets.Value("string"), | |
"test": datasets.Value("string"), | |
"example_test": datasets.Value("string"), | |
"signature": datasets.Value("string"), | |
"docstring": datasets.Value("string"), | |
"instruction": datasets.Value("string"), | |
} | |
), | |
homepage=_HOMEPAGE, | |
) | |
def _split_generators(self, dl_manager): | |
if self.config.name == "python": | |
return split_generator(dl_manager, self.config.name) | |
elif self.config.name == "cpp": | |
return split_generator(dl_manager, self.config.name) | |
elif self.config.name == "go": | |
return split_generator(dl_manager, self.config.name) | |
elif self.config.name == "java": | |
return split_generator(dl_manager, self.config.name) | |
elif self.config.name == "js": | |
return split_generator(dl_manager, self.config.name) | |
elif self.config.name == "rust": | |
return split_generator(dl_manager, self.config.name) | |
def _generate_examples(self, filepath): | |
key = 0 | |
with open(filepath) as f: | |
for line in f: | |
row = json.loads(line) | |
key += 1 | |
yield key, { | |
"task_id": row["task_id"], | |
"prompt": row["prompt"], | |
"declaration": row["declaration"], | |
"canonical_solution": row["canonical_solution"], | |
"buggy_solution": row["buggy_solution"], | |
"bug_type": row["bug_type"], | |
"failure_symptoms": row["failure_symptoms"], | |
"import": row.get("import", ""), # Only for Go | |
"test_setup": row.get("test_setup", ""), # Only for Go | |
"test": row["test"], | |
"example_test": row["example_test"], | |
"entry_point": row["entry_point"], | |
"signature": row["signature"], | |
"docstring": row["docstring"], | |
"instruction": row["instruction"], | |
} | |
key += 1 |