amis/scripts/bot/split_markdown.py

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import sys
import re
from enum import Enum
from dataclasses import dataclass, field
from markdown import Markdown
from io import StringIO
def unmark_element(element, stream=None):
if stream is None:
stream = StringIO()
if element.text:
stream.write(element.text)
for sub in element:
unmark_element(sub, stream)
if element.tail:
stream.write(element.tail)
return stream.getvalue()
# patching Markdown
Markdown.output_formats["plain"] = unmark_element
__md = Markdown(output_format="plain")
__md.stripTopLevelTags = False
def unmark(text):
"""去掉文本样式,参考 https://stackoverflow.com/questions/761824/python-how-to-convert-markdown-formatted-text-to-text"""
return __md.convert(text)
class ContentType(Enum):
Text = 1
Code = 2
# 最长段落
LONG_CONTENT_LENGTH = 20
@dataclass
class BlockContent:
"""文本段中的文本或代码"""
type: ContentType
text: str
@dataclass
class MarkdownBlock:
"""文档段,这个是给大模型上下文的最小单位"""
# 文件名
file_name: str
# 文件标题
title: str = ""
# 二级或三级标题
header: str = ""
# 内容,可能是文本或代码段
content: list[ContentType] = field(default_factory=list)
def gen_text(self, max_length: int = 500, include_code=True) -> str:
""""输出文本"""
current_length = 0
output = self.header + "\n\n" if self.header else ""
for para in self.content:
content = para.text
# 超过长度限制了就中断,这里其实没考虑代码段 ``` 多出来的 10 个字符
if current_length + len(content) > max_length:
break
if para.type == ContentType.Code and include_code:
output += f"\n```\n{content}\n```\n"
else:
output += content + "\n"
current_length += len(content)
return output
def get_text_blocks(self) -> list[str]:
"""获取用于生成嵌入的文本段落列表"""
blocks: list[str] = []
header = self.header.replace("#", "") if self.header else ""
if header != "":
if len(header) < 4:
blocks.append(self.title + header)
else:
blocks.append(header)
all_text = ""
for para in self.content:
if para.type == ContentType.Text:
# 去掉各种样式及图片避免影响
text = unmark(para.text)
all_text += text
blocks.append(self.title + header + text)
blocks.append(text)
# 对于太长的段落,拆分一下
if len(text) > LONG_CONTENT_LENGTH:
for line in text.split(""):
blocks.append(line)
if len(all_text) < LONG_CONTENT_LENGTH:
blocks.append(header + all_text)
# 删掉重复的和避免空字符
output_blocks = set()
for block in blocks:
block = block.strip()
if block != "" and block not in output_blocks:
output_blocks.add(block)
return list(output_blocks)
def split_markdown(markdown_text: str, file_name: str) -> list[MarkdownBlock]:
"""
拆分 Markdown 文档为段落
"""
markdown_text = markdown_text.replace("\r\n", "\n").replace("\r", "\n")
# 文档标题
title = ""
lines = markdown_text.split("\n")
# markdown 段落
blocks: list[MarkdownBlock] = []
# 当前二级标题
current_header = None
current_content: list[BlockContent] = []
# 代码需要合并到一起,所以先收集
current_code: list[str] = []
# 是否在代码快中
in_code_block = False
# 文档元数据
in_meta = False
for line in lines:
# 处理文档元数据
if line.startswith("---"):
in_meta = not in_meta
continue
if in_meta and ":" in line:
key, value = line.split(":")
if key == "title":
title = value.strip()
continue
# 这是版本说明,没什么用
if line.startswith("> ") and "以上版本" in line:
continue
if line.startswith(">"):
line = line.replace(">", "")
if line.strip() == "":
continue
header_match = re.match(r"^#+\s", line)
# 匹配到了标题
if header_match:
# 如果之前有标题,那么这就是新的一段
if current_header is not None:
# 至少要有内容或者代码块
if len(current_content) > 0:
blocks.append(MarkdownBlock(file_name, title,
current_header, current_content))
current_content = []
current_code = []
# 开启新段落解析
current_header = line
else:
# 说明是刚开始的文本,没有标题
if current_header is None:
current_content.append(BlockContent(ContentType.Text, line))
blocks.append(MarkdownBlock(file_name, title,
current_header, current_content))
current_content = []
else:
# 说明是代码块
if line.startswith("```"):
in_code_block = not in_code_block
if not in_code_block:
current_content.append(BlockContent(
ContentType.Code, "\n".join(current_code)))
current_code = []
else:
if in_code_block:
current_code.append(line)
else:
current_content.append(
BlockContent(ContentType.Text, line))
if len(current_content) > 0 or len(current_code) > 0:
blocks.append(MarkdownBlock(file_name, title,
current_header, current_content))
return blocks
def test(file_name: str):
with open(file_name) as f:
content = f.read()
blocks = split_markdown(content, file_name)
for block in blocks:
print(block.getText())
if __name__ == '__main__':
test(sys.argv[1])