Add dataset loading script
Browse files- qiskit_humaneval.py +92 -0
qiskit_humaneval.py
ADDED
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# Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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""" qiskit_humaneval dataset"""
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import json
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import datasets
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import os
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import requests
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logger = datasets.logging.get_logger(__name__)
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_CITATION = """\
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@misc{2406.14712,
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Author = {Sanjay Vishwakarma and Francis Harkins and Siddharth Golecha and Vishal Sharathchandra Bajpe and Nicolas Dupuis and Luca Buratti and David Kremer and Ismael Faro and Ruchir Puri and Juan Cruz-Benito},
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Title = {Qiskit HumanEval: An Evaluation Benchmark For Quantum Code Generative Models},
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Year = {2024},
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Eprint = {arXiv:2406.14712},
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}
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"""
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_DESCRIPTION = """\
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qiskit_humaneval is a dataset for evaluating LLM's at writing Qiskit code.
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"""
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_HOMEPAGE = "https://github.com/qiskit-community/qiskit-human-eval"
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_LICENSE = "apache-2.0"
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_URL = "https://raw.githubusercontent.com/qiskit-community/qiskit-human-eval/"\
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"refs/heads/main/dataset/dataset_qiskit_test_human_eval.json"
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class QiskitHumanEval(datasets.GeneratorBasedBuilder):
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""" qiskit_humaneval dataset
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0.1.0: first version of the dataset
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"""
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VERSION = datasets.Version("0.1.0")
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def _info(self):
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features = datasets.Features(
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{
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'task_id': datasets.Value('string'),
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'prompt': datasets.Value('string'),
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'canonical_solution': datasets.Value('string'),
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'test': datasets.Value('string'),
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'entry_point': datasets.Value('string'),
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'difficulty_scale': datasets.Value('string')
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}
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)
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=features,
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homepage=_HOMEPAGE,
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license=_LICENSE,
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager: datasets.DownloadManager):
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filepath = dl_manager.download_and_extract(_URL)
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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": filepath,
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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, 'r', encoding="UTF-8") as in_json:
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for row in json.load(in_json):
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id_ = row['task_id']
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yield id_, {
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'task_id': row['task_id'],
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'prompt': row['prompt'],
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'canonical_solution': row['canonical_solution'],
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'test': row['test'],
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'entry_point': row['entry_point'],
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'difficulty_scale': row['difficulty_scale']
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}
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