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division.py ADDED
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+ import os
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+ import json
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+ from collections import defaultdict
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+ from transformers import LlamaTokenizer
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+ from tqdm import tqdm
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+ import argparse
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+
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+ def build_entity_triples(triples):
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+ entity_triples = defaultdict(list)
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+ for triple in triples:
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+ subj, relation, obj = triple
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+ # 构建完整的三元组字符串
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+ triple_str = f"{subj} - {relation} - {obj}"
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+ entity_triples[subj].append(triple_str)
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+ return entity_triples
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+
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+ def create_paragraphs_with_alignment(subj, old_triples_list, new_triples_list, tokenizer, max_tokens=512):
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+ paragraphs_old = []
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+ paragraphs_new = []
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+ boundaries = [] # 记录段落边界的索引
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+
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+ index = 0
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+ start_idx = 0
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+ while index < len(old_triples_list):
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+ # 累积令牌长度
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+ candidate_old_triples = old_triples_list[start_idx:index+1]
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+ paragraph_text_old = ', '.join(candidate_old_triples)
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+ tokens_in_paragraph = len(tokenizer.encode(paragraph_text_old, add_special_tokens=False))
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+
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+ if tokens_in_paragraph > max_tokens:
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+ if index == start_idx:
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+ # 单个三元组就超出限制,强制添加
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+ boundaries.append(index+1)
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+ start_idx = index+1
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+ index += 1
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+ else:
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+ boundaries.append(index)
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+ start_idx = index
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+ else:
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+ index += 1
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+
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+ # 添加最后的边界
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+ if start_idx < len(old_triples_list):
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+ boundaries.append(len(old_triples_list))
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+
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+ # 根据边界划分段落
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+ start = 0
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+ for end in boundaries:
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+ # 旧的段落
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+ old_paragraph_triples = old_triples_list[start:end]
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+ paragraph_text_old = ', '.join(old_paragraph_triples)
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+ paragraphs_old.append({
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+ "title": subj,
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+ "contents": paragraph_text_old
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+ })
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+
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+ # 新的段落
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+ new_paragraph_triples = new_triples_list[start:end]
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+ paragraph_text_new = ', '.join(new_paragraph_triples)
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+ paragraphs_new.append({
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+ "title": subj,
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+ "contents": paragraph_text_new
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+ })
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+
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+ start = end
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+
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+ return paragraphs_old, paragraphs_new
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+
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+ def main(args):
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+ os.makedirs(os.path.dirname(args.old_output_file), exist_ok=True)
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+ os.makedirs(os.path.dirname(args.new_output_file), exist_ok=True)
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+
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+ tokenizer = LlamaTokenizer.from_pretrained(args.model_path)
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+
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+ with open(args.old_input_json_file, 'r') as f:
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+ old_triples = json.load(f)
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+
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+ with open(args.new_input_json_file, 'r') as f:
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+ new_triples = json.load(f)
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+
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+ old_entity_triples = build_entity_triples(old_triples)
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+ new_entity_triples = build_entity_triples(new_triples)
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+
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+ # 处理所有实体
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+ all_paragraphs_old = []
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+ all_paragraphs_new = []
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+ entities = set(old_entity_triples.keys()).union(new_entity_triples.keys())
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+
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+ for subj in tqdm(entities, desc="Processing entities", unit="entity"):
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+ old_triples_list = old_entity_triples.get(subj, [])
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+ new_triples_list = new_entity_triples.get(subj, [])
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+
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+ # 确保新旧三元组列表长度一致
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+ max_length = max(len(old_triples_list), len(new_triples_list))
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+ if len(old_triples_list) < max_length:
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+ old_triples_list.extend([''] * (max_length - len(old_triples_list)))
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+ if len(new_triples_list) < max_length:
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+ new_triples_list.extend([''] * (max_length - len(new_triples_list)))
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+
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+ paragraphs_old, paragraphs_new = create_paragraphs_with_alignment(
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+ subj, old_triples_list, new_triples_list, tokenizer, args.max_tokens
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+ )
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+ all_paragraphs_old.extend(paragraphs_old)
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+ all_paragraphs_new.extend(paragraphs_new)
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+
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+ with open(args.old_output_file, 'w') as out_f:
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+ json.dump(all_paragraphs_old, out_f, ensure_ascii=False, indent=4)
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+
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+ with open(args.new_output_file, 'w') as out_f:
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+ json.dump(all_paragraphs_new, out_f, ensure_ascii=False, indent=4)
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+
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+ print(f"old {args.old_output_file}")
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+ print(f"new {args.new_output_file}")
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+
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+ if __name__ == "__main__":
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+ parser = argparse.ArgumentParser(description="Process old and new triples")
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+ parser.add_argument('--old_input_json_file', type=str, required=True, help='旧的三元组JSON文件的路径。')
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+ parser.add_argument('--new_input_json_file', type=str, required=True, help='新的三元组JSON文件的路径。')
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+ parser.add_argument('--old_output_file', type=str, required=True, help='保存处理后的旧三元组输出文件的完整路径。')
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+ parser.add_argument('--new_output_file', type=str, required=True, help='保存处理后的新三元组输出文件的完整路径。')
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+ parser.add_argument('--model_path', type=str, required=True, help='预训练的Tokenizer模型的路径。')
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+ parser.add_argument('--max_tokens', type=int, default=512, help='每个段落的最大令牌数。')
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+
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+ args = parser.parse_args()
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+ main(args)
new_triple_processed.json ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:d91388a2bfdbc4074123b00d475859b92fb61e3d07e256309d18eef9b81216f9
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+ size 1080845964
old_triple_processed.json ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:57c88a61b0b5e8442c3508fa203a86c283dd7de153a254d0ffaa8522e37c1001
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+ size 1080796696