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Mofox-Core/scripts/raw_data_preprocessor.py
2025-08-31 20:50:17 +08:00

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import os
from pathlib import Path
import sys # 新增系统模块导入
from src.chat.knowledge.utils.hash import get_sha256
sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), "..")))
from src.common.logger import get_logger
logger = get_logger("lpmm")
ROOT_PATH = os.path.abspath(os.path.join(os.path.dirname(__file__), ".."))
RAW_DATA_PATH = os.path.join(ROOT_PATH, "data/lpmm_raw_data")
# IMPORTED_DATA_PATH = os.path.join(ROOT_PATH, "data/imported_lpmm_data")
def _process_text_file(file_path):
"""处理单个文本文件,返回段落列表"""
with open(file_path, "r", encoding="utf-8") as f:
raw = f.read()
paragraphs = []
paragraph = ""
for line in raw.split("\n"):
if line.strip() == "":
if paragraph != "":
paragraphs.append(paragraph.strip())
paragraph = ""
else:
paragraph += line + "\n"
if paragraph != "":
paragraphs.append(paragraph.strip())
return paragraphs
def _process_multi_files() -> list:
raw_files = list(Path(RAW_DATA_PATH).glob("*.txt"))
if not raw_files:
logger.warning("警告: data/lpmm_raw_data 中没有找到任何 .txt 文件")
sys.exit(1)
# 处理所有文件
all_paragraphs = []
for file in raw_files:
logger.info(f"正在处理文件: {file.name}")
paragraphs = _process_text_file(file)
all_paragraphs.extend(paragraphs)
return all_paragraphs
def load_raw_data() -> tuple[list[str], list[str]]:
"""加载原始数据文件
读取原始数据文件,将原始数据加载到内存中
Args:
path: 可选指定要读取的json文件绝对路径
Returns:
- raw_data: 原始数据列表
- sha256_list: 原始数据的SHA256集合
"""
raw_data = _process_multi_files()
sha256_list = []
sha256_set = set()
for item in raw_data:
if not isinstance(item, str):
logger.warning(f"数据类型错误:{item}")
continue
pg_hash = get_sha256(item)
if pg_hash in sha256_set:
logger.warning(f"重复数据:{item}")
continue
sha256_set.add(pg_hash)
sha256_list.append(pg_hash)
raw_data.append(item)
logger.info(f"共读取到{len(raw_data)}条数据")
return sha256_list, raw_data