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import os |
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import json |
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import datasets |
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_BASE_URL = "https://huggingface.co./datasets/giulio98/person_project_easy/resolve/main/" |
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class SyntheticProjectConnectivityConfig(datasets.BuilderConfig): |
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"""BuilderConfig for SyntheticProjectConnectivity.""" |
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def __init__(self, chunk=None, **kwargs): |
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""" |
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Args: |
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chunk: (str) chunk identifier (e.g., "4", "8", etc.). |
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**kwargs: Additional keyword arguments forwarded to super. |
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""" |
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super().__init__(**kwargs) |
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self.chunk = chunk |
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class SyntheticProjectConnectivity(datasets.GeneratorBasedBuilder): |
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""" |
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Dataset builder for Synthetic Project Connectivity with phases phase1..phase8. |
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""" |
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BUILDER_CONFIGS = [ |
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SyntheticProjectConnectivityConfig( |
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name=f"{chunks_id}_chunks", |
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chunk=str(chunks_id), |
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version=datasets.Version("1.0.0"), |
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description=f"Data for chunks {chunks_id}", |
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) |
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for chunks_id in [4, 8, 16, 32] |
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] |
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def _info(self): |
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return datasets.DatasetInfo( |
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description="Dataset for synthetic project connectivity phases.", |
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features=datasets.Features( |
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{ |
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"id": datasets.Value("string"), |
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"context": datasets.Value("string"), |
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"question": datasets.Value("string"), |
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"answers": [datasets.Value("string")], |
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} |
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), |
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supervised_keys=None, |
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homepage="https://example.com", |
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citation="Your citation here", |
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) |
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def _split_generators(self, dl_manager: datasets.DownloadManager): |
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""" |
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Define dataset splits using a base URL and dynamically appending phase names. |
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""" |
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chunk_str = self.config.chunk |
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if not chunk_str: |
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raise ValueError("Chunk ID is not specified in the configuration.") |
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data_url = f"{_BASE_URL}{chunk_str}_chunks.jsonl" |
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downloaded_file = dl_manager.download_and_extract(data_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={"filepath": downloaded_file}, |
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) |
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] |
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def _generate_examples(self, filepath): |
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""" |
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Read lines from the JSONL file and yield examples. |
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""" |
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with open(filepath, "r", encoding="utf-8") as f: |
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for idx, line in enumerate(f): |
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line = line.strip() |
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if not line: |
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continue |
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try: |
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data = json.loads(line) |
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yield idx, { |
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"id": data["id"], |
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"context": data["context"], |
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"question": data["question"], |
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"answers": data["answers"], |
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} |
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except json.JSONDecodeError as e: |
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raise ValueError(f"Error decoding JSON at line {idx} in {filepath}: {e}") |