Datasets:
MultiPL-E v3 prompts and tests
Browse files- MultiPL-E.py +0 -116
- README.md +0 -0
- dataset_infos.json +0 -0
- how_to_update.txt +0 -6
- humaneval-clj/test-00000-of-00001.parquet +3 -0
- humaneval-cpp/test-00000-of-00001.parquet +3 -0
- humaneval-cs/test-00000-of-00001.parquet +3 -0
- humaneval-d/test-00000-of-00001.parquet +3 -0
- humaneval-elixir/test-00000-of-00001.parquet +3 -0
- humaneval-go/test-00000-of-00001.parquet +3 -0
- humaneval-hs/test-00000-of-00001.parquet +3 -0
- humaneval-java/test-00000-of-00001.parquet +3 -0
- humaneval-jl/test-00000-of-00001.parquet +3 -0
- humaneval-js/test-00000-of-00001.parquet +3 -0
- humaneval-lua/test-00000-of-00001.parquet +3 -0
- humaneval-ml/test-00000-of-00001.parquet +3 -0
- humaneval-php/test-00000-of-00001.parquet +3 -0
- humaneval-pl/test-00000-of-00001.parquet +3 -0
- humaneval-r/test-00000-of-00001.parquet +3 -0
- humaneval-rb/test-00000-of-00001.parquet +3 -0
- humaneval-rkt/test-00000-of-00001.parquet +3 -0
- humaneval-rs/test-00000-of-00001.parquet +3 -0
- humaneval-scala/test-00000-of-00001.parquet +3 -0
- humaneval-sh/test-00000-of-00001.parquet +3 -0
- humaneval-swift/test-00000-of-00001.parquet +3 -0
- humaneval-ts/test-00000-of-00001.parquet +3 -0
- mbpp-clj/test-00000-of-00001.parquet +3 -0
- mbpp-cpp/test-00000-of-00001.parquet +3 -0
- mbpp-cs/test-00000-of-00001.parquet +3 -0
- mbpp-d/test-00000-of-00001.parquet +3 -0
- mbpp-elixir/test-00000-of-00001.parquet +3 -0
- mbpp-go/test-00000-of-00001.parquet +3 -0
- mbpp-hs/test-00000-of-00001.parquet +3 -0
- mbpp-java/test-00000-of-00001.parquet +3 -0
- mbpp-jl/test-00000-of-00001.parquet +3 -0
- mbpp-js/test-00000-of-00001.parquet +3 -0
- mbpp-lua/test-00000-of-00001.parquet +3 -0
- mbpp-ml/test-00000-of-00001.parquet +3 -0
- mbpp-php/test-00000-of-00001.parquet +3 -0
- mbpp-pl/test-00000-of-00001.parquet +3 -0
- mbpp-r/test-00000-of-00001.parquet +3 -0
- mbpp-rb/test-00000-of-00001.parquet +3 -0
- mbpp-rkt/test-00000-of-00001.parquet +3 -0
- mbpp-rs/test-00000-of-00001.parquet +3 -0
- mbpp-scala/test-00000-of-00001.parquet +3 -0
- mbpp-sh/test-00000-of-00001.parquet +3 -0
- mbpp-swift/test-00000-of-00001.parquet +3 -0
- mbpp-ts/test-00000-of-00001.parquet +3 -0
MultiPL-E.py
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import json
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import datasets
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from pathlib import Path
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logger = datasets.logging.get_logger(__name__)
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_CITATION = """\
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@article{cassano:multipl-e,
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author = {Cassano, Federico and Gouwar, John and Nguyen, Daniel and Nguyen, Sydney and
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Phipps-Costin, Luna and Pinckney, Donald and Yee, Ming-Ho and Zi, Yangtian and
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Anderson, Carolyn Jane and Feldman, Molly Q and Guha, Arjun and
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Greenberg, Michael and Jangda, Abhinav},
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title = {{MultiPL-E}: A Scalable and Polyglot Approach to Benchmarking Neural Code Generation},
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journal = "{IEEE} Transactions of Software Engineering (TSE)",
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year = 2023
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}"""
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_DESCRIPTION = """\
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MultiPL-E is a dataset for evaluating large language models for code \
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generation that supports 18 programming languages. It takes the OpenAI \
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"HumanEval" and the MBPP Python benchmarks and uses little compilers to \
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translate them to other languages. It is easy to add support for new languages \
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and benchmarks.
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"""
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_SRCDATA = [ "humaneval", "mbpp" ]
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_LANGUAGES = [
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"cpp", "cs", "d", "go", "java", "jl", "js", "lua", "php", "pl", "py", "r",
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"rb", "rkt", "rs", "scala", "sh", "swift", "ts"
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]
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_VARIATIONS = [ "keep", "transform", "reworded", "remove" ]
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class MultiPLEBuilderConfig(datasets.BuilderConfig):
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"""BuilderConfig for MultiPLEBuilderConfig."""
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def __init__(
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self,
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srcdata,
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language,
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variation,
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**kwargs,
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):
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self.language = language
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self.variation = variation
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self.srcdata = srcdata
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name = f"{srcdata}-{language}"
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if variation != "reworded":
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name = f"{name}-{variation}"
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kwargs["name"] = name
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super(MultiPLEBuilderConfig, self).__init__(**kwargs)
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def _is_interesting(srcdata: str, variation: str):
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if srcdata == "humaneval":
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return True
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if srcdata == "mbpp":
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# MBPP does not have doctests, so these are the only interesting
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# variations
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return variation in [ "keep", "reworded" ]
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class MultiPLE(datasets.GeneratorBasedBuilder):
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BUILDER_CONFIG_CLASS = MultiPLEBuilderConfig
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BUILDER_CONFIGS = [
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MultiPLEBuilderConfig(
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srcdata=srcdata,
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language=language,
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variation=variation,
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version=datasets.Version("2.1.0"))
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for srcdata in _SRCDATA
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for language in _LANGUAGES
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for variation in _VARIATIONS
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if _is_interesting(srcdata, variation)
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]
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DEFAULT_CONFIG_NAME = "humaneval-cpp"
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def _info(self):
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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license="MIT",
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features=datasets.Features({
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"name": datasets.Value("string"),
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"language": datasets.Value("string"),
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"prompt": datasets.Value("string"),
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"doctests": datasets.Value("string"),
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"original": datasets.Value("string"),
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"prompt_terminology": datasets.Value("string"),
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"tests": datasets.Value("string"),
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"stop_tokens": datasets.features.Sequence(datasets.Value("string")),
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}),
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supervised_keys=None,
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homepage="https://nuprl.github.io/MultiPL-E/",
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citation=_CITATION,
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task_templates=[]
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)
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def _split_generators(self, dl_manager: datasets.DownloadManager):
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files = dl_manager.download(
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f"https://raw.githubusercontent.com/nuprl/MultiPL-E/11b407bd2dd98c8204afea4d20043faf2145c20c/prompts/{self.config.srcdata}-{self.config.language}-{self.config.variation}.json"
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)
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TEST,
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gen_kwargs={
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"filepath": files,
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}
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)
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]
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def _generate_examples(self, filepath):
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with open(filepath, encoding="utf-8") as f:
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data = json.load(f)
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for id_, row in enumerate(data):
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yield id_, row
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README.md
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dataset_infos.json
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how_to_update.txt
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To update this dataset:
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1. Edit the commit hash in MultiPL-E.py (line 106)
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2. Run `datasets-cli test MultiPL-E.py --save_info --all_configs` to regenerate
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`dataset_infos.json`.
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humaneval-clj/test-00000-of-00001.parquet
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