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如何使用Python高效逆序读取大文件?

Susan Sarandon
Susan Sarandon原创
2024-11-25 09:59:11516浏览

How Can I Efficiently Read a Large File in Reverse Order Using Python?

在 Python 中以相反顺序读取文件

如果您正在处理一个大文件并且需要从最后一个读取其内容首先,Python 的内置函数可能不适合。这是解决此任务的有效解决方案:

反向行读取器生成器

以下代码定义了一个生成器函数,reverse_readline,它反向生成文件的行命令。它使用基于缓冲区的方法来优化性能并有效处理大文件:

import os

def reverse_readline(filename, buf_size=8192):
    """A generator that returns the lines of a file in reverse order"""
    with open(filename, 'rb') as fh:
        segment = None
        offset = 0
        fh.seek(0, os.SEEK_END)
        file_size = remaining_size = fh.tell()
        while remaining_size > 0:
            offset = min(file_size, offset + buf_size)
            fh.seek(file_size - offset)
            buffer = fh.read(min(remaining_size, buf_size))
            # remove file's last "\n" if it exists, only for the first buffer
            if remaining_size == file_size and buffer[-1] == ord('\n'):
                buffer = buffer[:-1]
            remaining_size -= buf_size
            lines = buffer.split('\n'.encode())
            # append last chunk's segment to this chunk's last line
            if segment is not None:
                lines[-1] += segment
            segment = lines[0]
            lines = lines[1:]
            # yield lines in this chunk except the segment
            for line in reversed(lines):
                # only decode on a parsed line, to avoid utf-8 decode error
                yield line.decode()
        # Don't yield None if the file was empty
        if segment is not None:
            yield segment.decode()

用法:

要使用此生成器,您只需迭代它即可在 for 循环中:

for line in reverse_readline('myfile.txt'):
    print(line)

这将以相反的顺序打印文件的行。

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