只保留LLM提取模式,修改提取逻辑

This commit is contained in:
2026-04-18 20:33:58 +08:00
parent f01ddf045d
commit e274e7faa2
9 changed files with 1427 additions and 403 deletions

123
main.py
View File

@@ -2,7 +2,6 @@
# -*- coding: utf-8 -*-
"""
SRS 解析工具 - 主程序入口
LLM 增强版 - 默认阿里云千问大模型
"""
import argparse
@@ -16,6 +15,7 @@ sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
from src.utils import load_config, setup_logging, validate_file_path, ensure_directory_exists, get_env_or_config
from src.document_parser import create_parser
from src.document_parser import Section
from src.requirement_extractor import RequirementExtractor
from src.json_generator import JSONGenerator
@@ -34,10 +34,9 @@ def create_llm(config: dict):
"""
llm_config = config.get('llm', {})
# 检查是否启用LLM
# 当前版本仅支持LLM模式
if not llm_config.get('enabled', True):
logger.info("LLM已禁用使用纯规则提取模式")
return None
raise ValueError("当前版本仅支持LLM模式请将配置 llm.enabled 设为 true")
provider = llm_config.get('provider', 'qwen')
@@ -45,9 +44,7 @@ def create_llm(config: dict):
api_key = get_env_or_config('DASHSCOPE_API_KEY', llm_config.get('api_key'))
if not api_key:
logger.warning("未配置API密钥请使用纯规则提取模式")
logger.warning("请设置环境变量 DASHSCOPE_API_KEY 或在 config.yaml 中配置 llm.api_key")
return None
raise ValueError("未配置API密钥请设置环境变量 DASHSCOPE_API_KEY 或在 config.yaml 中配置 llm.api_key")
try:
from src.llm_interface import QwenLLM
@@ -67,12 +64,80 @@ def create_llm(config: dict):
return llm
except ImportError as e:
logger.warning(f"无法导入LLM模块: {e}")
logger.warning("请运行: pip install dashscope")
return None
raise RuntimeError(f"无法导入LLM模块: {e}。请安装依赖pip install dashscope") from e
except Exception as e:
logger.warning(f"创建LLM实例失败: {e}")
return None
raise RuntimeError(f"创建LLM实例失败: {e}") from e
def parse_chapter_selector(selector: str) -> list:
"""解析章节筛选参数。"""
if not selector:
return []
chapters = [x.strip() for x in selector.split(',') if x.strip()]
valid = []
for chapter in chapters:
if not chapter or not all(p.isdigit() for p in chapter.split('.')):
raise ValueError(f"无效章节编号: {chapter},仅支持如 3 或 3.1 的格式")
valid.append(chapter)
return valid
def _clone_section_with_children(section: Section) -> Section:
copied = Section(
level=section.level,
title=section.title,
number=section.number,
content=section.content,
uid=section.uid,
)
copied.tables = list(section.tables)
copied.blocks = list(section.blocks)
for child in section.children:
copied.add_child(_clone_section_with_children(child))
return copied
def filter_sections_by_chapters(sections: list, chapters: list) -> list:
"""按章节前缀过滤章节树如3匹配3及3.x"""
if not chapters:
return sections
def matched(number: str) -> bool:
number = (number or "").strip()
if not number:
return False
for chapter in chapters:
if number == chapter or number.startswith(f"{chapter}."):
return True
return False
def recurse(section: Section) -> Section:
if matched(section.number):
return _clone_section_with_children(section)
copied = Section(
level=section.level,
title=section.title,
number=section.number,
content=section.content,
uid=section.uid,
)
copied.tables = list(section.tables)
copied.blocks = list(section.blocks)
for child in section.children:
filtered_child = recurse(child)
if filtered_child:
copied.add_child(filtered_child)
return copied if copied.children else None
filtered = []
for s in sections:
fs = recurse(s)
if fs:
filtered.append(fs)
return filtered
def main():
@@ -86,7 +151,7 @@ def main():
示例用法:
python main.py --input sample.pdf --output output.json
python main.py -i requirements.docx -o output.json --verbose
python main.py -i DC-SRS.pdf -o output.json --no-llm # 禁用LLM
python main.py -i DC-SRS.pdf -o output.json
"""
)
@@ -116,11 +181,12 @@ def main():
action='store_true',
help='输出详细日志'
)
parser.add_argument(
'--no-llm',
action='store_true',
help='禁用LLM使用纯规则提取'
'--chapters',
type=str,
default=None,
help='按章节提取(如: 3 或 3,4.1输入3表示提取第3章及其子章节'
)
# 解析命令行参数
@@ -129,10 +195,6 @@ def main():
# 加载配置
config = load_config(args.config)
# 命令行参数覆盖配置
if args.no_llm:
config.setdefault('llm', {})['enabled'] = False
# 设置日志
if args.verbose:
config.setdefault('logging', {})['level'] = 'DEBUG'
@@ -158,12 +220,9 @@ def main():
logger.info(f"输出文件: {args.output}")
# 创建LLM实例
# 创建LLM实例(必需)
llm = create_llm(config)
if llm:
logger.info("LLM增强模式已启用")
else:
logger.info("使用纯规则提取模式")
logger.info("LLM增强模式已启用")
# 步骤1解析文档
logger.info("\n" + "=" * 60)
@@ -176,6 +235,13 @@ def main():
sections = doc_parser.parse()
document_title = doc_parser.get_document_title()
selected_chapters = parse_chapter_selector(args.chapters) if args.chapters else []
if selected_chapters:
sections = filter_sections_by_chapters(sections, selected_chapters)
if not sections:
raise ValueError(f"未匹配到指定章节: {', '.join(selected_chapters)}")
logger.info(f"章节筛选已启用: {', '.join(selected_chapters)}")
logger.info(f"成功解析文档,提取{len(sections)}个顶级章节")
@@ -192,10 +258,7 @@ def main():
# 步骤2提取需求
logger.info("\n" + "=" * 60)
if llm:
logger.info("步骤2提取需求LLM增强模式")
else:
logger.info("步骤2提取需求规则匹配模式")
logger.info("步骤2提取需求LLM增强模式")
logger.info("=" * 60)
extractor = RequirementExtractor(config, llm=llm)