feat(utils): 增加数据集处理的灵活性和可配置性
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@@ -19,7 +19,9 @@ def process_dataset(
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dataset_name: str,
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output_subdir: str,
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dataset_config: str = None,
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max_chunk_size: int = None,
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split_name: str = "train",
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column_name: str = "text",
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chunk_size: int = 1000000,
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normalization_func=comprehensive_normalization
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):
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@@ -29,12 +31,13 @@ def process_dataset(
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total_samples = len(train_dataset)
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num_chunks = (total_samples // chunk_size) + 1
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lim_chunks = max_chunk_size if max_chunk_size else num_chunks
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script_dir = os.path.dirname(os.path.abspath(__file__))
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output_dir = os.path.join(script_dir, "dataset", output_subdir)
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os.makedirs(output_dir, exist_ok=True)
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for i in range(num_chunks):
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for i in range(lim_chunks):
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start_idx = i * chunk_size
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end_idx = min((i + 1) * chunk_size, total_samples)
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chunk = train_dataset.select(range(start_idx, end_idx))
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@@ -42,10 +45,10 @@ def process_dataset(
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output_path = os.path.join(output_dir, f"{output_subdir}_text_chunk_{i}.jsonl")
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with open(output_path, "w", encoding="utf-8") as f:
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for example in chunk:
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text = example["text"]
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text = example[column_name]
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if normalization_func:
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text = normalization_func(text)
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json_line = {"text": text}
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json_line = {column_name : text}
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f.write(json.dumps(json_line, ensure_ascii=False) + "\n")
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print(f"Saved text chunk {i} to {output_path}")
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