add dataset script

xlcost-text-to-code.py

@@ -0,0 +1,221 @@
+# coding=utf-8
+# Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
+#
+# 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.
+"""APPS dataset."""
+
+
+import json
+import datasets
+
+
+_CITATION = """\
+@misc{zhu2022xlcost,
+     title = {XLCoST: A Benchmark Dataset for Cross-lingual Code Intelligence},
+     url = {https://arxiv.org/abs/2206.08474},
+     author = {Zhu, Ming and Jain, Aneesh and Suresh, Karthik and Ravindran, Roshan and Tipirneni, Sindhu and Reddy, Chandan K.},
+     year = {2022},
+     eprint={2206.08474},
+     archivePrefix={arXiv}
+}
+"""
+
+_DESCRIPTION = """\
+ XLCoST is a machine learning benchmark dataset that contains fine-grained parallel data in 7 commonly used programming languages (C++, Java, Python, C#, Javascript, PHP, C), and natural language (English)."""
+
+_HOMEPAGE = "https://github.com/reddy-lab-code-research/XLCoST"
+_URLS = {
+    "train": "train.json",  
+    "test": "test.json",
+    "valid": "valid.json",
+}
+
+def new_url(name):
+    urls = {"train": f"data/{name}/{_URLS['train']}",
+            "test": f"data/{name}/{_URLS['test']}",
+            "valid": f"data/{name}/{_URLS['valid']}"}
+    return urls
+
+class XlcostConfig(datasets.BuilderConfig):
+    """BuilderConfig for SuperGLUE."""
+
+    def __init__(self, name, description, features, **kwargs):
+        #super().__init__(name, description, features, version=datasets.Version("2.1.0"), **kwargs,) #=datasets.Version("2.1.0")
+        super(XlcostConfig, self).__init__(version=datasets.Version("2.1.0", ""), **kwargs)
+        self.name = name
+        self.description = description
+        self.features = features
+
+def split_generator(dl_manager, name):
+    downloaded_files = new_url(name)
+    downloaded_files = dl_manager.download(new_url(name))
+    return [
+    datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloaded_files["train"]}),
+    datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"filepath": downloaded_files["test"]}),
+    datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": downloaded_files["valid"]}),
+            ]
+
+class Xlcost(datasets.GeneratorBasedBuilder):
+    """The SuperGLUE benchmark."""
+    VERSION = datasets.Version("2.1.0")
+    BUILDER_CONFIGS = [
+        XlcostConfig(
+            name="Python-snippet-level",
+            #version=VERSION,
+            description="snippet level text and code pairs for Python",
+            features=["text", "code"]
+        ),
+        XlcostConfig(
+            name="Python-program-level",
+            #version=VERSION,
+            description="program level text and code pairs for Python",
+            features=["text", "code"]
+        ),
+
+        XlcostConfig(
+            name="C-snippet-level",
+            #version=VERSION,
+            description="snippet level text and code pairs for C",
+            features=["text", "code"]
+        ),
+        XlcostConfig(
+            name="C-program-level",
+            #version=VERSION,
+            description="program level text and code pairs for C",
+            features=["text", "code"]
+        ),
+
+        XlcostConfig(
+            name="Java-snippet-level",
+            #version=VERSION,
+            description="snippet level text and code pairs for Java",
+            features=["text", "code"]
+        ),
+        XlcostConfig(
+            name="Java-program-level",
+            #version=VERSION,
+            description="program level text and code pairs for Java",
+            features=["text", "code"]
+        ),
+
+        XlcostConfig(
+            name="Javascript-snippet-level",
+            #version=VERSION,
+            description="snippet level text and code pairs for PHP",
+            features=["text", "code"]
+        ),
+        XlcostConfig(
+            name="Javascript-program-level",
+            #version=VERSION,
+            description="program level text and code pairs for PHP",
+            features=["text", "code"]
+        ),
+
+        XlcostConfig(
+            name="Csharp-snippet-level",
+            #version=VERSION,
+            description="snippet level text and code pairs for C#",
+            features=["text", "code"]
+        ),
+        XlcostConfig(
+            name="Csharp-program-level",
+            #version=VERSION,
+            description="program level text and code pairs for C#",
+            features=["text", "code"]
+        ),
+
+        XlcostConfig(
+            name="C++-snippet-level",
+            #version=VERSION,
+            description="snippet level text and code pairs for C#",
+            features=["text", "code"]
+        ),
+        XlcostConfig(
+            name="C++-program-level",
+            #version=VERSION,
+            description="program level text and code pairs for C#",
+            features=["text", "code"]
+        ),
+
+        XlcostConfig(
+            name="PHP-snippet-level",
+            #version=VERSION,
+            description="snippet level text and code pairs for PHP",
+            features=["text", "code"]
+        ),
+        XlcostConfig(
+            name="PHP-program-level",
+            #version=VERSION,
+            description="program level text and code pairs for PHP",
+            features=["text", "code"]
+        ),
+        ]
+    DEFAULT_CONFIG_NAME = "C-snippet-level"
+
+    def _info(self):
+        return datasets.DatasetInfo(
+            description=_DESCRIPTION,
+            features=datasets.Features({"text": datasets.Value("string"),
+                                        "code": datasets.Value("string")}),
+            homepage=_HOMEPAGE,
+            citation=_CITATION,
+        )
+
+    def _split_generators(self, dl_manager):
+        if self.config.name == "Python-snippet-level":
+            return split_generator(dl_manager, self.config.name)
+
+        elif self.config.name == "Python-program-level":
+            return split_generator(dl_manager, self.config.name)
+
+        elif self.config.name == "C-snippet-level":
+            return split_generator(dl_manager, self.config.name)
+
+        elif self.config.name == "C-program-level":
+            return split_generator(dl_manager, self.config.name)
+
+        elif self.config.name == "Java-snippet-level":
+            return split_generator(dl_manager, self.config.name)
+
+        elif self.config.name == "Java-program-level":
+            return split_generator(dl_manager, self.config.name)
+
+        elif self.config.name == "Javascript-snippet-level":
+            return split_generator(dl_manager, self.config.name)
+
+        elif self.config.name == "Javascript-program-level":
+            return split_generator(dl_manager, self.config.name)
+
+        elif self.config.name == "Csharp-snippet-level":
+            return split_generator(dl_manager, self.config.name)
+
+        elif self.config.name == "Csharp-program-level":
+            return split_generator(dl_manager, self.config.name)
+
+        elif self.config.name == "PHP-snippet-level":
+            return split_generator(dl_manager, self.config.name)
+
+        elif self.config.name == "PHP-program-level":
+            return split_generator(dl_manager, self.config.name)
+           
+    def _generate_examples(self, filepath):
+        key = 0
+        with open(filepath) as f:
+            for line in f:
+                row = json.loads(line)
+                key += 1
+                yield key, {
+                    "text": row["text"],
+                    "code": row["code"],
+                }  
+                key += 1