import re import sys from typing import List from datasets import load_dataset, Value, Sequence import json ENTITY = 'entity' ENTITY_PATTERN = r' (.*?) ' def markup_entity(utt: str, entities: List[str]): # If entities like "action movie" and "action" appear at the same time, we only mark the longer one entities = sorted(list(set(entities)), key=lambda x: len(x), reverse=True) for i, entity in enumerate(entities): valid = entity not in ENTITY for prev in entities[:i]: if entity in prev: valid = False if valid: utt = re.sub(entity, ENTITY_PATTERN.format(entity), utt) return utt def print_dataset_info(dataset): # Print the features print("features:") for feature_name, feature in dataset.features.items(): if True: print(f" - name: {feature_name}") if isinstance(feature, Value): print(f" dtype: {feature.dtype}") elif isinstance(feature, Sequence): print(f" sequence: {feature.feature.dtype}") # Print the splits information print("splits:") for split_name, split_info in dataset.info.splits.items(): print(f" - name: {split_name}") print(f" num_bytes: {split_info.num_bytes}") print(f" num_examples: {split_info.num_examples}") # Print the download size and dataset size print(f"download_size: {dataset.info.download_size}") print(f"dataset_size: {dataset.info.dataset_size}") if __name__ == "__main__": dataset = load_dataset(sys.argv[1], sys.argv[2]) print_dataset_info(dataset["train"]) print("An example of 'test' looks as follows.") print("```") print(json.dumps(dataset["test"][0], indent=2, sort_keys=True)) print("```")