Datasets:
Commit
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c9f4dd8
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Parent(s):
92f6b6f
Convert dataset to Parquet (#4)
Browse files- Convert dataset to Parquet (0c6f27ab3a54d9923a8951116e451770f5a2b6d7)
- Delete loading script (8f3ac6e2f1ef58f0392afdc29a1867005dd3e13f)
- Delete loading script auxiliary file (a2f20bce3c6ef88461b3e07a1f37be7ba053d0aa)
- Delete loading script auxiliary file (94cfda1afa272e7264633790ebd09e026aa2c096)
- README.md +14 -5
- code_x_glue_tc_text_to_code.py +0 -69
- common.py +0 -75
- data/test-00000-of-00001.parquet +3 -0
- data/train-00000-of-00001.parquet +3 -0
- data/validation-00000-of-00001.parquet +3 -0
- generated_definitions.py +0 -12
README.md
CHANGED
@@ -30,16 +30,25 @@ dataset_info:
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dtype: string
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splits:
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- name: train
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num_bytes:
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num_examples: 100000
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- name: validation
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num_bytes:
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num_examples: 2000
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- name: test
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num_bytes:
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num_examples: 2000
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download_size:
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dataset_size:
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---
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# Dataset Card for "code_x_glue_tc_text_to_code"
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dtype: string
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splits:
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- name: train
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num_bytes: 96225531
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num_examples: 100000
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- name: validation
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num_bytes: 1749743
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num_examples: 2000
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- name: test
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num_bytes: 1609298
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num_examples: 2000
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download_size: 34258354
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dataset_size: 99584572
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configs:
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- config_name: default
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data_files:
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- split: train
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path: data/train-*
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- split: validation
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path: data/validation-*
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- split: test
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path: data/test-*
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---
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# Dataset Card for "code_x_glue_tc_text_to_code"
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code_x_glue_tc_text_to_code.py
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import json
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from typing import List
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import datasets
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from .common import Child
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from .generated_definitions import DEFINITIONS
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_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."""
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_CITATION = """@article{iyer2018mapping,
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title={Mapping language to code in programmatic context},
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author={Iyer, Srinivasan and Konstas, Ioannis and Cheung, Alvin and Zettlemoyer, Luke},
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journal={arXiv preprint arXiv:1808.09588},
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year={2018}
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}"""
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class CodeXGlueTcTextToCodeImpl(Child):
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_DESCRIPTION = _DESCRIPTION
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_CITATION = _CITATION
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_FEATURES = {
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"id": datasets.Value("int32"), # Index of the sample
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"nl": datasets.Value("string"), # The natural language description of the task
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"code": datasets.Value("string"), # The programming source code for the task
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}
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_SUPERVISED_KEYS = ["code"]
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SPLITS = {"train": datasets.Split.TRAIN, "dev": datasets.Split.VALIDATION, "test": datasets.Split.TEST}
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def generate_urls(self, split_name):
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yield "data", f"concode/{split_name}.json"
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def _generate_examples(self, split_name, file_paths):
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with open(file_paths["data"], encoding="utf-8") as f:
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for idx, line in enumerate(f):
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entry = json.loads(line)
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entry["id"] = idx
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yield idx, entry
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CLASS_MAPPING = {
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"CodeXGlueTcTextToCode": CodeXGlueTcTextToCodeImpl,
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}
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class CodeXGlueTcTextToCode(datasets.GeneratorBasedBuilder):
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BUILDER_CONFIG_CLASS = datasets.BuilderConfig
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BUILDER_CONFIGS = [
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datasets.BuilderConfig(name=name, description=info["description"]) for name, info in DEFINITIONS.items()
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]
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def _info(self):
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name = self.config.name
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info = DEFINITIONS[name]
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if info["class_name"] in CLASS_MAPPING:
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self.child = CLASS_MAPPING[info["class_name"]](info)
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else:
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raise RuntimeError(f"Unknown python class for dataset configuration {name}")
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ret = self.child._info()
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return ret
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def _split_generators(self, dl_manager: datasets.DownloadManager) -> List[datasets.SplitGenerator]:
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return self.child._split_generators(dl_manager=dl_manager)
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def _generate_examples(self, split_name, file_paths):
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return self.child._generate_examples(split_name, file_paths)
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common.py
DELETED
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from typing import List
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import datasets
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# Citation, taken from https://github.com/microsoft/CodeXGLUE
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_DEFAULT_CITATION = """@article{CodeXGLUE,
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title={CodeXGLUE: A Benchmark Dataset and Open Challenge for Code Intelligence},
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year={2020},}"""
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class Child:
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_DESCRIPTION = None
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_FEATURES = None
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_CITATION = None
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SPLITS = {"train": datasets.Split.TRAIN}
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_SUPERVISED_KEYS = None
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def __init__(self, info):
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self.info = info
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def homepage(self):
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return self.info["project_url"]
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def _info(self):
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# This is the description that will appear on the datasets page.
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return datasets.DatasetInfo(
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description=self.info["description"] + "\n\n" + self._DESCRIPTION,
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features=datasets.Features(self._FEATURES),
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homepage=self.homepage(),
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citation=self._CITATION or _DEFAULT_CITATION,
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supervised_keys=self._SUPERVISED_KEYS,
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)
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def _split_generators(self, dl_manager: datasets.DownloadManager) -> List[datasets.SplitGenerator]:
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SPLITS = self.SPLITS
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_URL = self.info["raw_url"]
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urls_to_download = {}
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for split in SPLITS:
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if split not in urls_to_download:
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urls_to_download[split] = {}
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for key, url in self.generate_urls(split):
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if not url.startswith("http"):
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url = _URL + "/" + url
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urls_to_download[split][key] = url
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downloaded_files = {}
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for k, v in urls_to_download.items():
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downloaded_files[k] = dl_manager.download_and_extract(v)
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return [
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datasets.SplitGenerator(
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name=SPLITS[k],
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gen_kwargs={"split_name": k, "file_paths": downloaded_files[k]},
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)
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for k in SPLITS
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]
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def check_empty(self, entries):
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all_empty = all([v == "" for v in entries.values()])
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all_non_empty = all([v != "" for v in entries.values()])
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if not all_non_empty and not all_empty:
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raise RuntimeError("Parallel data files should have the same number of lines.")
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return all_empty
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class TrainValidTestChild(Child):
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SPLITS = {
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"train": datasets.Split.TRAIN,
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"valid": datasets.Split.VALIDATION,
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"test": datasets.Split.TEST,
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}
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data/test-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:3da8b3957ef33fa28cdffd5878ce6f1d35d2b88e02efe622008673e459e3ca73
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size 526047
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data/train-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:52922bd26d5a10042cce4b716310c5b34807cdf0328c8727d2384ba5d64001c0
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size 33097826
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data/validation-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:27fb25c6d2cbd2e86726b8093d472086059979866c9e6f02b2896cd60cd4b167
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size 634481
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generated_definitions.py
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DEFINITIONS = {
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"default": {
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"class_name": "CodeXGlueTcTextToCode",
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"dataset_type": "Text-Code",
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"description": "CodeXGLUE text-to-code dataset, available at https://github.com/microsoft/CodeXGLUE/tree/main/Text-Code/text-to-code",
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"dir_name": "text-to-code",
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"name": "default",
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"project_url": "https://github.com/madlag/CodeXGLUE/tree/main/Text-Code/text-to-code",
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"raw_url": "https://raw.githubusercontent.com/madlag/CodeXGLUE/main/Text-Code/text-to-code/dataset",
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"sizes": {"test": 2000, "train": 100000, "validation": 2000},
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}
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}
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