added loading script

Stack-Repo.py

@@ -0,0 +1,223 @@
+# Copyright 2020 The HuggingFace Datasets Authors and Serivce Now Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+"""This is a loading script for the Stack-Repo dataset"""
+
+
+import csv
+import json
+import os
+
+from pathlib import Path
+
+import datasets
+
+
+_CITATION = """\
+@InProceedings{__placeholder__,
+title = {__placeholder__},
+author={__placeholder__
+},
+year={2023}
+}
+"""
+
+_DESCRIPTION = """\
+This is the Stack-Repo dataset
+"""
+
+_HOMEPAGE = "https://huggingface.co/datasets/RepoFusion/Stack-Repo"
+
+_LICENSE = "other"
+
+_SOURCES = {
+    'test': [
+        'thekoc', 'JellyBrother', 'shuli495', 'xiao-ren-wu', 'UzcDevelopmentTeam', 'Penguinz22', 'andrewvmail',
+        'richard-trotter', 'SlimPay', 'teknux-org', 'FIXTradingCommunity', 'Juliana-Felipe', 'exasol', 'iBiber',
+        'sebaslogen', 'billmcchesney1', 'ms-showcase', 'mP1', 'yokotaso', 'ErikHage', 'shadaileng', 'regular-project',
+        'wiwilin', '1273091433', 'liangxiong3403', 'wangzlei', 'Vitaliy-Yakovchuk', 'anshul-mohil', 'MarceloCavassani',
+        'cwhelan', 'score-server', 'meyer5', 'SeSac-Cloud-Backend-4', 'Hugo-Gao', 'Olivia0202', 'IceIce1ce', '4pxzhou',
+        'bboylin', 'acolebourne', '1725762388', 'iViolinSolo', 'diaolingzc', 'trungtuan', 'havenmoney', 'speak2me',
+        'VincenzoArceri', 'exadel-inc', 'JohnReeson', 'CyiceK', 'Vooy'
+    ], 
+    'train': [
+        'ValeriyKnyazhev', 'leshiv', 'MfromAzeroth', 'wugjin', 'MarbleDice', 'hivijayreddy', 'sidpatel-github',
+        'hellorizon', 'CreativePenguin', 'maulikpandey', 'a630140621', 'luminiusa', 'ot-maksim', 'akash-coded',
+        'eddiewgj', 'a616707902', 'oasis9', 'DeyanZhelyazkov', 'yweng47', 'JCThePants', 'Gorlem', 'dongjihui666',
+        'mediatrue', 'david2999999', 'comme-il-faut', 'jannal', 'tfjybj', 'DimkaGorhover', 'ZhangTizo', 'CIDARLAB',
+        'DwArFeng', 'mbarkley', 'VladRomanchuk', 'vivekmalhotragithub', 'android-little-boy', 'patrik999', 'madanalogy',
+        'TheTrueColonel', 'TreeZhiyuan', 'sistcoop', 'java-ea', 'DarwinReforged', 'DougEdey', '402d', 'wangdingfeng',
+        'WeiziPlus', 'fabionery', 'famartinrh', 'rghvgrv', 'QuincySx', 'raphaelcohn', 'hYdos', 'tacticalrce',
+        'danielkrajnik', 'SeanDecker1', 'bahaahussein', 'Team1772', 'zengfanmao', 'Hopp-Stu', 'My-DIGI-ID', 'slickqa',
+        'opentok', 'Manolomon', 'denhatmong', 'baishuo', 'zli78122', 'kenichi-ando', 'pengcash', 'Princelo',
+        'RuthDirnfeld', 'HRI-EU', 'jan438', 'sd2438892', 'rsofista', 'mpsitech', 'AvaN0x', 'JDode', 'dreadwail',
+        'pcjs156', 'MrWe', 'smallxiongxiong', 'wuxinlingluan', 'FLxmw', 'TransFICC', 'fengpod', 'orient33', 'hamsterxc',
+        'diegolemospadilha', 'CheRut', 'ToreAad', 'AndrewHYC', 'Azagwen', 'Ndivhuwo', 'gou02rav32', 'CDZR0',
+        'MFunction96', 'google', 'mariodavid', 'jacksontenorio8', 'DieguinhoHR'
+    ],
+    'val': [
+        'malcolmgreaves', 'atlasapi', 'HeXavi8', 'fank243', 'StealWonders', 'asyakasimova', 'truthiswill',
+        'swiatecki', 'yanjingfan', 'vamnoize', 'Eugenemdk', 'explodingnuggets', 'MartinItsLinda',
+        'Web-Programmer-B-P', 'SergeyZhernovoy', 'sunhaidong', 'marcogrella', 'C0DEC0L0NY', 'JustinZuidgeest',
+        'ShareWiFi', 'ConusDaktis', 'lqhshishen', 'vaginessa', 'Juansero29', 'meghbhalerao', 'YunLemon',
+        'MeiVinEight', 'Huawei-DTSE-India-Delhi-NCR', 'ym-monkey', 'Selim042', 'ValentinGiboulot', 'jesusbmx',
+        'FantasybabyChange', 'zegelin', 'MeasureAuthoringTool', 'death-knight', 'abargnesi', 'cmunilla',
+        'sladyn98', 'jhaprabhatt', 'smartsv-dev', 'Lavaong', 'ShahabGT', 'WXB2010', 'digideskio', 'p1r9t3',
+        'chathamabate', 'heymysweetheart', 'blockchain-etl', 'Jeniel557'
+    ]
+}
+
+class StackRepo(datasets.GeneratorBasedBuilder):
+    """This is a builder class for the Stack-Repo dataset"""
+
+    VERSION = datasets.Version("1.0.0")
+
+    BUILDER_CONFIGS = [
+        datasets.BuilderConfig(
+            name="bm25_contexts",
+            version=VERSION,
+            description="This part of the dataset covers bm25 contexts"
+        ),
+        datasets.BuilderConfig(
+            name="PP_contexts",
+            version=VERSION,
+            description="This part of the dataset covers PP contexts"
+        ),
+        datasets.BuilderConfig(
+            name="randomNN_contexts",
+            version=VERSION,
+            description="This part of the dataset covers randomNN contexts"
+        ),
+        datasets.BuilderConfig(
+            name="sources",
+            version=VERSION,
+            description="This part of the dataset covers java file sources used in building other configurations"
+        ),
+    ]
+
+    def _info(self):
+        if self.config.name == 'sources':
+            features = datasets.Features({
+                'file': datasets.Value('string'),
+                'content': datasets.Value('string')
+            })
+        else:
+            features = datasets.Features({
+                'id': datasets.Value('string'),
+                'hole_file': datasets.Value('string'),
+                'hole_line': datasets.Value('int32'),
+                'hole_pos': datasets.Value('int32'),
+                'question': datasets.Value('string'),
+                'target': datasets.Value('string'),
+                'answers': datasets.Sequence(
+                    datasets.Value('string')
+                ),
+                'ctxs': [{
+                    'title': datasets.Value('string'),
+                    'text': datasets.Value('string'),
+                    'score': datasets.Value('float64')
+                }]
+        })
+        return datasets.DatasetInfo(
+            description=_DESCRIPTION,
+            features=features,
+            homepage=_HOMEPAGE,
+            license=_LICENSE,
+            citation=_CITATION,
+        )
+
+    @property
+    def manual_download_instructions(self):
+        # We are ok if user specifies local path instead of dataset name and data_dir
+        # for sources configuration and other configurations can be downloaded from the hub
+        # automatically. So, we manipulate return value here to get around manual_dir is None
+        # check in _check_manual_download
+        # NOTE: this hack can broke if implementaion of the _check_manual_download will change
+        # TODO: override _check_manual_download instead
+        if self.config.name == 'sources':
+            if not self.dl_manager.manual_dir is None:
+                base_path = Path(self.dl_manager.manual_dir)
+            else:
+                base_path = Path(self.base_path)
+
+            if base_path.expanduser().absolute().is_dir():
+                return None
+
+            return (
+                "first download the dataset to a local folder with "
+                "git clone https://huggingface.co/datasets/RepoFusion/Stack-Repo "
+                "<path/to/manual/data>"
+            )
+        else:
+            return None
+              
+    
+    def _split_generators(self, dl_manager):
+        splits = [
+            (datasets.Split.TRAIN, 'train'),
+            (datasets.Split.TEST, 'test'),
+            (datasets.Split.VALIDATION, 'val')
+        ]
+        
+        if not dl_manager.manual_dir is None:
+            base_path = Path(dl_manager.manual_dir)
+        else:
+            base_path = Path(self.base_path)
+
+        if self.config.name == 'sources':
+            src = {
+                split[0]: [
+                    el.relative_to(base_path)
+                    for el in (base_path / f'data/{split[1]}/').rglob('*.java')
+                ]
+                for split in splits
+            }
+        else:
+            src = {
+                split[0]: [
+                    f'data/{split[1]}/{el}/hole_and_{self.config.name}.json'
+                    for el in _SOURCES[split[1]]
+                ]
+                for split in splits
+            }
+
+        data_dir = dl_manager.download_and_extract(src)
+        return [
+            datasets.SplitGenerator(
+                name=split[0],
+                gen_kwargs={
+                    "filepaths": data_dir[split[0]],
+                    "base_path": base_path
+                },
+            )
+            for split in splits
+        ]
+
+    def _generate_examples(self, filepaths, base_path):
+        for filepath in filepaths:
+            if self.config.name == 'sources':
+                filepath = Path(filepath)
+                file = str(filepath.relative_to(base_path))
+                yield file, {
+                    'file': file,
+                    'content': filepath.read_text()
+                }
+            else:
+                with open(filepath, encoding="utf-8") as f:
+                    for row in f:
+                        data = json.loads(row)
+                        parts = data['id'].rsplit('_', 2)
+                        data['hole_file'] = str(base_path / parts[0])
+                        data['hole_line'] = int(parts[1])
+                        data['hole_pos'] = int(parts[2])
+                        yield data['id'], data