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utils.py
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utils.py
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#!/usr/bin/env python
# -*- coding: utf-8 -*-
'''
@File : utils.py
@Time : 2024/06/16 08:05:08
@Author : 不要葱姜蒜
@Version : 1.0
@Desc : None
'''
import os
from typing import Dict, List, Optional, Tuple, Union
from tqdm import tqdm
import tiktoken
import re
enc = tiktoken.get_encoding("cl100k_base")
class ReadFiles:
"""
class to read files
"""
def __init__(self, path: str) -> None:
self._path = path
def get_content(self, max_token_len: int = 300, cover_content: int = 50):
# 读取文件内容
content = self.read_file_content(self._path)
chunk_content = self.get_chunk(
content, max_token_len=max_token_len, cover_content=cover_content)
return chunk_content
@classmethod
def get_chunk(cls, text: str, max_token_len: int = 600, cover_content: int = 150):
chunk_text = []
curr_len = 0
curr_chunk = ''
token_len = max_token_len - cover_content
lines = text.splitlines() # 假设以换行符分割文本为行
for line in lines:
line = line.replace(' ', '')
line_len = len(enc.encode(line))
if line_len > max_token_len:
# 如果单行长度就超过限制,则将其分割成多个块
num_chunks = (line_len + token_len - 1) // token_len
for i in range(num_chunks):
start = i * token_len
end = start + token_len
# 避免跨单词分割
while not line[start:end].rstrip().isspace():
start += 1
end += 1
if start >= line_len:
break
curr_chunk = curr_chunk[-cover_content:] + line[start:end]
chunk_text.append(curr_chunk)
# 处理最后一个块
start = (num_chunks - 1) * token_len
curr_chunk = curr_chunk[-cover_content:] + line[start:end]
chunk_text.append(curr_chunk)
if curr_len + line_len <= token_len:
curr_chunk += line
curr_chunk += '\n'
curr_len += line_len
curr_len += 1
else:
chunk_text.append(curr_chunk)
curr_chunk = curr_chunk[-cover_content:]+line
curr_len = line_len + cover_content
if curr_chunk:
chunk_text.append(curr_chunk)
return chunk_text
@classmethod
def read_file_content(cls, file_path: str):
# 根据文件扩展名选择读取方法
if file_path.endswith('.txt'):
return cls.read_text(file_path)
else:
raise ValueError("Unsupported file type")
@classmethod
def read_text(cls, file_path: str):
# 读取文本文件
with open(file_path, 'r', encoding='utf-8') as file:
return file.read()