优化切片,增加章节图片信息
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parent
3ffa6704ad
commit
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235
chunk_text.py
235
chunk_text.py
@ -342,6 +342,15 @@ def record_to_chunk_text(ins: Dict[str, Any]) -> str:
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ins.get("image_footnote"),
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)
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if record_type == "chart":
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return join_nonempty_parts(
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ocr_text,
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ins.get("chart_caption"),
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ins.get("content"),
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ins.get("img_path"),
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ins.get("chart_footnote"),
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)
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if record_type == "equation":
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return join_nonempty_parts(
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ocr_text,
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@ -371,6 +380,7 @@ def is_supported_chunk_record(ins: Dict[str, Any]) -> bool:
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"text",
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"table",
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"image",
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"chart",
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"equation",
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"code",
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"list",
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@ -385,6 +395,7 @@ def append_caption_ocr(ins: Dict[str, Any], ocr_texts: List[str]) -> None:
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caption_field = {
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"image": "image_caption",
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"table": "table_caption",
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"chart": "chart_caption",
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"code": "code_caption",
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}.get(ins.get("type"))
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if not caption_field:
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@ -810,85 +821,67 @@ def split_content_bbox(data, max_length=8000):
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# def group_records(records):
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# result = []
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# current_group = []
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# for i, ins in enumerate(records):
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# if 'text_level' in ins and ins['text_level']:
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# # 当遇到新的text_level时,如果current_group非空,则先将其添加到结果中
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# if current_group:
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# result.append(current_group)
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# current_group = [] # 开始新一组
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# current_group.append(ins)
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# else:
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# # 如果当前记录没有text_level或其值为空,则继续添加到当前组
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# current_group.append(ins)
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# # 别忘了将最后一个组添加到结果中
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# if current_group:
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# result.append(current_group)
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# return result
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def group_records(records):
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"""
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按 text_level 分组,并为每个组合适的父级标题上下文。
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规则:
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- text_level=N (N>1) 的组 → 在组开头注入最近的 text_level=1 到 N-1 的标题
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"""
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def _group_records_without_parent_context(records):
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result = []
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current_group = []
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# 维护标题栈:level -> {text, page_idx, bbox}
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heading_stack = {}
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for i, ins in enumerate(records):
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text_level = ins.get('text_level')
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if text_level is not None and isinstance(text_level, int) and text_level > 0:
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# 更新标题栈
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heading_stack[text_level] = {
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'text': ins.get('text', ''),
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'page_idx': ins.get('page_idx', -1),
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'bbox': ins.get('bbox', []),
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'level': text_level
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}
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# 清除更低层级的标题(高层级变化后,低层级失效)
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levels_to_remove = [l for l in list(heading_stack.keys()) if l > text_level]
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for l in levels_to_remove:
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del heading_stack[l]
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# 遇到新标题,先保存当前组
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if 'text_level' in ins and ins['text_level']:
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# 当遇到新的text_level时,如果current_group非空,则先将其添加到结果中
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if current_group:
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result.append(current_group)
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current_group = []
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# 注入父级标题(如果当前层级 > 1)
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if text_level > 1:
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prefix_records = []
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for level in sorted(heading_stack.keys()):
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if level < text_level:
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h = heading_stack[level]
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prefix_records.append({
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'type': 'text',
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'text': h['text'],
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'text_level': level,
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'page_idx': h['page_idx'],
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'bbox': h['bbox']
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})
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current_group = prefix_records + [ins]
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current_group = [] # 开始新一组
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current_group.append(ins)
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else:
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current_group = [ins]
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else:
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# 非标题记录,继续添加到当前组
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# 如果当前记录没有text_level或其值为空,则继续添加到当前组
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current_group.append(ins)
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# 别忘了将最后一个组添加到结果中
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if current_group:
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result.append(current_group)
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return result
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def _get_group_level(group):
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if not group:
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return None
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level = group[0].get("text_level")
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if isinstance(level, int) and level > 0:
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return level
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return None
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def group_records(records):
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"""
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Split records by text_level, then prepend ancestor section content.
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For example, a text_level=2 section will include the nearest text_level=1
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group content before its own content. A text_level=3 section will include
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the nearest level 1 and level 2 group content before its own content.
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"""
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base_groups = _group_records_without_parent_context(records)
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result = []
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section_stack = [] # [(level, merged_group)]
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for group in base_groups:
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level = _get_group_level(group)
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if level is None:
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result.append(group)
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continue
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while section_stack and section_stack[-1][0] >= level:
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section_stack.pop()
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parent_group = section_stack[-1][1] if section_stack else []
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merged_group = parent_group + group
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result.append(merged_group)
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section_stack.append((level, merged_group))
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return result
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def get_chunk_bbox_otherfile(data, max_length=8000):
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"""
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处理没有 bbox 信息的文件数据。
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@ -1262,7 +1255,7 @@ def find_ship_info_by_hull(json_file_path, data):
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except json.JSONDecodeError:
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print("错误:JSON 文件格式不正确")
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return None
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# def merge_short_slices(slices, min_length=30,filename="122-06A0014-B01003_雷达-使用说明书.pdf"):
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def merge_short_slices(slices, min_length=30,filename="122-06A0014-B01003_雷达-使用说明书.pdf"):
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"""
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合并过短的切片:
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- 如果某切片 content 长度 <= min_length,则将其合并到下一个切片的开头
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@ -1358,110 +1351,6 @@ def find_ship_info_by_hull(json_file_path, data):
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ins['content'] = content[:newline_idx] + suffix + content[newline_idx:]
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return result
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def merge_short_slices(slices, min_length=30, filename="122-06A0014-B01003_雷达-使用说明书.pdf"):
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"""
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合并过短的切片:
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- 如果某切片 content 长度 <= min_length,则将其合并到下一个切片的开头
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- 若处于末尾无下一个切片,则反向合并到上一个切片末尾
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- content 用换行拼接,positions 顺序拼接
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Args:
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slices: [{"content": str, "positions": [...]}]
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min_length: 短切片的字符长度阈值(含)
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filename: 用于实体提取的文件名
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Returns:
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合并后的 slices 列表
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"""
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if not slices:
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return slices
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result = []
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pending_contents = [] # 缓存等待合并到"下一个"的短切片 content
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pending_positions = [] # 缓存对应的 positions
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for ins in slices:
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content = ins.get("content", "") or ""
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positions = ins.get("positions", []) or []
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if len(content) <= min_length:
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# 暂存,等到下一个正常长度的切片再合并
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pending_contents.append(content)
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pending_positions.extend(positions)
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else:
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# 正常切片:把暂存的短切片合并到它的开头
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if pending_contents:
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merged_prefix = "\n".join(pending_contents)
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content = merged_prefix + ("\n" if merged_prefix else "") + content
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positions = pending_positions + positions
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pending_contents = []
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pending_positions = []
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result.append({
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"content": content,
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"positions": positions
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})
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# 收尾:如果末尾还有未合并的短切片(后面没有正常切片可合并)
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# 则反向合并到上一个切片末尾
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if pending_contents:
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merged_suffix = "\n".join(pending_contents)
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if result:
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last = result[-1]
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last["content"] = (last["content"] or "") + ("\n" if last["content"] else "") + merged_suffix
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last["positions"] = (last["positions"] or []) + pending_positions
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else:
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# 极端情况:所有切片都很短,整体作为一个切片返回
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result.append({
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"content": merged_suffix,
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"positions": pending_positions
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})
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try:
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final_result = get_entity(filename)
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xinghao = find_ship_info_by_hull(SHIP_MODEL_NAME, final_result)
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if xinghao is None: # 确保 xinghao 为 None 时不会报错
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xinghao = {"model_name": "", "ship_name": ""}
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print("未找到匹配的舰船信息")
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# 安全处理 xinghao 为 None 的情况
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model_name = ""
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if xinghao and 'model_name' in xinghao:
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model_name = xinghao['model_name']
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other_data = format_entity_text(final_result)
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logger.info(f"文件名实体提取成功: {other_data}")
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except Exception as e:
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logger.warning(f"文件名实体提取失败: {e}")
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other_data = ""
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model_name = "" # 确保异常时 model_name 有定义
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# 将提取的信息(如舰艇名、型号)注入到每个切片的开头
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for ins in result:
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content = ins['content']
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# 如果没有提取到有效数据,则跳过注入
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newline_idx = content.find('\n')
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info = other_data
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if model_name:
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info += f',型号为{model_name}'
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# ===== 修改部分:拼接文件名 + 实体信息 =====
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# 构建前缀:#文件名为:xxx.pdf(实体信息)
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filename_prefix = f"#文件名为:{filename}"
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if info:
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filename_prefix += f"({info})"
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# 注意:这里使用全角右括号")"以匹配你的示例,如需半角请改为 ")"
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# 将前缀插入到 content 的最开头
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if content:
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ins['content'] = filename_prefix + "\n" + content
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else:
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ins['content'] = filename_prefix
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# ==========================================
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return result
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def find_and_read_content_list(directory, original_filename, encoding='utf-8'):
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"""
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根据原始文件名,在指定目录及其子目录下查找对应的 _content_list.json 文件并返回内容。
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@ -1527,6 +1416,8 @@ async def process_pdf_file(pdf_path: Path, image_prefix: str,filename:str) -> Op
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slices = get_chunk_bbox(replaced_content_list)
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slices_check = chunk_check(slices, 8000)
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slices_check = merge_short_slices(slices_check, min_length=30,filename=filename)
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print(11111111111111111111111111111111111111)
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print(len(images))
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return {"slices": slices_check, "images": images}
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except json.JSONDecodeError:
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@ -1596,7 +1487,7 @@ async def process_other_file(pdf_path: Path, image_prefix: str, filename: str) -
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if __name__ == "__main__":
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filepath ="/app/mineru_output/舰船抗沉损管训练仿真系统研究_content_list.json"
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filepath = r"E:\ZKYNLP\Hjunproject\project0506\kgrag\舰船抗沉损管训练仿真系统研究_content_list.json"
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try:
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with open(filepath, 'r', encoding='utf-8') as file:
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data = json.load(file)
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