Upload tasktemplates.py

tasktemplates.py

@@ -0,0 +1,104 @@
+# download templates from the github repository
+import yaml
+import datasets
+
+
+_PREFIX = 'https://raw.githubusercontent.com/ivanvykopal/tasktemplates/master/src/templates/'
+
+_DATASETS = [
+    'aeslc',
+    'anli',
+    'billsum',
+    'boolq',
+    'c4',
+    'cb',
+    'cnn_dailymail',
+    'cola',
+    'common_gen',
+    'copa',
+    'cosmos_qa',
+    'cxc',
+    'doc_nli',
+    'drop',
+    'gigaword',
+    'hellaswag',
+    'hotpot_qa',
+    'mnli',
+    'mrpc',
+    'mrqa',
+    'multirc',
+    'multi_news',
+    'multi_nli',
+    'newsqa',
+    'newsroom',
+    'nq_open',
+    'piqa',
+    'qnli',
+    'qqp',
+    'race',
+    'record',
+    'rte',
+    'samsum',
+    'search_qa',
+    'snli',
+    'social_i_qa',
+    'squad',
+    'sst2',
+    'stsb',
+    'wic',
+    'wiki_auto',
+    'wiki_lingua',
+    'winogrande',
+    'wnli',
+    'wsc',
+    'xsum'
+]
+
+
+class TaskTemplatesConfig(datasets.BuilderConfig):
+    def __init__(self, data_url, **kwargs):
+        super(TaskTemplatesConfig, self).__init__(**kwargs)
+
+        self.data_url = data_url
+
+
+class TaskTemplates(datasets.GeneratorBasedBuilder):
+    VERSION = datasets.Version("1.0.0")
+    BUILDER_CONFIGS = [
+        TaskTemplatesConfig(
+            name=dataset,
+            version=datasets.Version("1.0.0"),
+            data_url=f"{_PREFIX}{dataset}/templates.yaml"
+        ) for dataset in _DATASETS
+    ]
+    BUILDER_CONFIG_CLASS = TaskTemplatesConfig
+
+    def _info(self):
+        return datasets.DatasetInfo(
+            description="Task templates for various NLP tasks",
+            features=datasets.Features(
+                {
+                    "task": datasets.Value("string"),
+                    "templates": datasets.Sequence(datasets.Value("string"))
+                }
+            ),
+        )
+
+    def _split_generators(self, dl_manager):
+        return [
+            datasets.SplitGenerator(
+                name=datasets.Split.TRAIN,
+                gen_kwargs={"data_url": self.config.data_url}
+            )
+        ]
+
+    def _generate_examples(self, data_url):
+        with open(data_url, 'r') as f:
+            data = yaml.safe_load(f)
+
+        for task, templates in data.items():
+            for template in templates:
+                yield task, {
+                    "task": task,
+                    "templates": template
+                }