import json from typing import List import datasets from .common import Child from .generated_definitions import DEFINITIONS _DESCRIPTION = """We use concode dataset which is a widely used code generation dataset from Iyer's EMNLP 2018 paper Mapping Language to Code in Programmatic Context. See paper for details.""" _CITATION = """@article{iyer2018mapping, title={Mapping language to code in programmatic context}, author={Iyer, Srinivasan and Konstas, Ioannis and Cheung, Alvin and Zettlemoyer, Luke}, journal={arXiv preprint arXiv:1808.09588}, year={2018} }""" class CodeXGlueTcTextToCodeImpl(Child): _DESCRIPTION = _DESCRIPTION _CITATION = _CITATION _FEATURES = { "id": datasets.Value("int32"), # Index of the sample "nl": datasets.Value("string"), # The natural language description of the task "code": datasets.Value("string"), # The programming source code for the task } _SUPERVISED_KEYS = ["code"] SPLITS = {"train": datasets.Split.TRAIN, "dev": datasets.Split.VALIDATION, "test": datasets.Split.TEST} def generate_urls(self, split_name): yield "data", f"concode/{split_name}.json" def _generate_examples(self, split_name, file_paths): with open(file_paths["data"], encoding="utf-8") as f: for idx, line in enumerate(f): entry = json.loads(line) entry["id"] = idx yield idx, entry CLASS_MAPPING = { "CodeXGlueTcTextToCode": CodeXGlueTcTextToCodeImpl, } class CodeXGlueTcTextToCode(datasets.GeneratorBasedBuilder): BUILDER_CONFIG_CLASS = datasets.BuilderConfig BUILDER_CONFIGS = [ datasets.BuilderConfig(name=name, description=info["description"]) for name, info in DEFINITIONS.items() ] def _info(self): name = self.config.name info = DEFINITIONS[name] if info["class_name"] in CLASS_MAPPING: self.child = CLASS_MAPPING[info["class_name"]](info) else: raise RuntimeError(f"Unknown python class for dataset configuration {name}") ret = self.child._info() return ret def _split_generators(self, dl_manager: datasets.DownloadManager) -> List[datasets.SplitGenerator]: return self.child._split_generators(dl_manager=dl_manager) def _generate_examples(self, split_name, file_paths): return self.child._generate_examples(split_name, file_paths)