获取文件最后 n 行,类似于 tail
- 2024-12-13 08:36:00
- admin 原创
- 136
问题描述:
我正在为 Web 应用程序编写日志文件查看器,我想对日志文件的行进行分页。文件中的项目按行显示,最新项目位于底部。
因此我需要一种tail()
可以n
从底部读取行并支持偏移的方法。这就是我想到的:
def tail(f, n, offset=0):
"""Reads a n lines from f with an offset of offset lines."""
avg_line_length = 74
to_read = n + offset
while 1:
try:
f.seek(-(avg_line_length * to_read), 2)
except IOError:
# woops. apparently file is smaller than what we want
# to step back, go to the beginning instead
f.seek(0)
pos = f.tell()
lines = f.read().splitlines()
if len(lines) >= to_read or pos == 0:
return lines[-to_read:offset and -offset or None]
avg_line_length *= 1.3
这是一种合理的方法吗?推荐使用偏移量来跟踪日志文件的方法是什么?
解决方案 1:
这可能比你的更快。不对行长做任何假设。每次返回一个块,直到找到正确数量的“\n”字符。
def tail( f, lines=20 ):
total_lines_wanted = lines
BLOCK_SIZE = 1024
f.seek(0, 2)
block_end_byte = f.tell()
lines_to_go = total_lines_wanted
block_number = -1
blocks = [] # blocks of size BLOCK_SIZE, in reverse order starting
# from the end of the file
while lines_to_go > 0 and block_end_byte > 0:
if (block_end_byte - BLOCK_SIZE > 0):
# read the last block we haven't yet read
f.seek(block_number*BLOCK_SIZE, 2)
blocks.append(f.read(BLOCK_SIZE))
else:
# file too small, start from begining
f.seek(0,0)
# only read what was not read
blocks.append(f.read(block_end_byte))
lines_found = blocks[-1].count('
')
lines_to_go -= lines_found
block_end_byte -= BLOCK_SIZE
block_number -= 1
all_read_text = ''.join(reversed(blocks))
return '
'.join(all_read_text.splitlines()[-total_lines_wanted:])
我不喜欢对行长做出棘手的假设,因为实际情况是,你永远不可能知道这样的事情。
通常,这将在循环的第一遍或第二遍中找到最后 20 行。如果您的 74 个字符确实准确,则将块大小设为 2048,然后几乎立即找到 20 行。
此外,我并不会花太多脑力来尝试巧妙地与物理操作系统块对齐。使用这些高级 I/O 包,我怀疑您不会看到尝试在操作系统块边界上对齐的任何性能后果。如果您使用较低级别的 I/O,那么您可能会看到速度提升。
更新
对于 Python 3.2 及更高版本,按照文本文件(在模式字符串中没有“b”的打开文件)中对字节进行的处理,只允许相对于文件开头进行搜索(例外是使用 seek(0, 2) 搜索到文件末尾)。:
例如:f = open('C:/.../../apache_logs.txt', 'rb')
def tail(f, lines=20):
total_lines_wanted = lines
BLOCK_SIZE = 1024
f.seek(0, 2)
block_end_byte = f.tell()
lines_to_go = total_lines_wanted
block_number = -1
blocks = []
while lines_to_go > 0 and block_end_byte > 0:
if (block_end_byte - BLOCK_SIZE > 0):
f.seek(block_number*BLOCK_SIZE, 2)
blocks.append(f.read(BLOCK_SIZE))
else:
f.seek(0,0)
blocks.append(f.read(block_end_byte))
lines_found = blocks[-1].count(b'
')
lines_to_go -= lines_found
block_end_byte -= BLOCK_SIZE
block_number -= 1
all_read_text = b''.join(reversed(blocks))
return b'
'.join(all_read_text.splitlines()[-total_lines_wanted:])
解决方案 2:
假设在 Python 2 上有一个类 Unix 系统,您可以执行以下操作:
import os
def tail(f, n, offset=0):
stdin,stdout = os.popen2("tail -n "+n+offset+" "+f)
stdin.close()
lines = stdout.readlines(); stdout.close()
return lines[:,-offset]
对于 Python 3 你可以这样做:
import subprocess
def tail(f, n, offset=0):
proc = subprocess.Popen(['tail', '-n', n + offset, f], stdout=subprocess.PIPE)
lines = proc.stdout.readlines()
return lines[:, -offset]
解决方案 3:
这是我的答案。纯 Python。使用 timeit 似乎非常快。跟踪包含 100,000 行的日志文件中的 100 行:
>>> timeit.timeit('tail.tail(f, 100, 4098)', 'import tail; f = open("log.txt", "r");', number=10)
0.0014600753784179688
>>> timeit.timeit('tail.tail(f, 100, 4098)', 'import tail; f = open("log.txt", "r");', number=100)
0.00899195671081543
>>> timeit.timeit('tail.tail(f, 100, 4098)', 'import tail; f = open("log.txt", "r");', number=1000)
0.05842900276184082
>>> timeit.timeit('tail.tail(f, 100, 4098)', 'import tail; f = open("log.txt", "r");', number=10000)
0.5394978523254395
>>> timeit.timeit('tail.tail(f, 100, 4098)', 'import tail; f = open("log.txt", "r");', number=100000)
5.377126932144165
以下是代码:
import os
def tail(f, lines=1, _buffer=4098):
"""Tail a file and get X lines from the end"""
# place holder for the lines found
lines_found = []
# block counter will be multiplied by buffer
# to get the block size from the end
block_counter = -1
# loop until we find X lines
while len(lines_found) < lines:
try:
f.seek(block_counter * _buffer, os.SEEK_END)
except IOError: # either file is too small, or too many lines requested
f.seek(0)
lines_found = f.readlines()
break
lines_found = f.readlines()
# we found enough lines, get out
# Removed this line because it was redundant the while will catch
# it, I left it for history
# if len(lines_found) > lines:
# break
# decrement the block counter to get the
# next X bytes
block_counter -= 1
return lines_found[-lines:]
解决方案 4:
如果可以接受读取整个文件,那么使用双端队列。
from collections import deque
deque(f, maxlen=n)
在 2.6 之前,deques 没有 maxlen 选项,但是它很容易实现。
import itertools
def maxque(items, size):
items = iter(items)
q = deque(itertools.islice(items, size))
for item in items:
del q[0]
q.append(item)
return q
如果要求从末尾读取文件,则使用疾驰(又称指数)搜索。
def tail(f, n):
assert n >= 0
pos, lines = n+1, []
while len(lines) <= n:
try:
f.seek(-pos, 2)
except IOError:
f.seek(0)
break
finally:
lines = list(f)
pos *= 2
return lines[-n:]
解决方案 5:
上面的 S.Lott 的回答对我来说几乎有用,但最终只给了我部分行。事实证明,它会破坏块边界上的数据,因为数据以相反的顺序保存读取的块。当调用 ''.join(data) 时,块的顺序是错误的。这解决了这个问题。
def tail(f, window=20):
"""
Returns the last `window` lines of file `f` as a list.
f - a byte file-like object
"""
if window == 0:
return []
BUFSIZ = 1024
f.seek(0, 2)
bytes = f.tell()
size = window + 1
block = -1
data = []
while size > 0 and bytes > 0:
if bytes - BUFSIZ > 0:
# Seek back one whole BUFSIZ
f.seek(block * BUFSIZ, 2)
# read BUFFER
data.insert(0, f.read(BUFSIZ))
else:
# file too small, start from begining
f.seek(0,0)
# only read what was not read
data.insert(0, f.read(bytes))
linesFound = data[0].count('
')
size -= linesFound
bytes -= BUFSIZ
block -= 1
return ''.join(data).splitlines()[-window:]
解决方案 6:
我最终使用的代码。我认为这是迄今为止最好的:
def tail(f, n, offset=None):
"""Reads a n lines from f with an offset of offset lines. The return
value is a tuple in the form ``(lines, has_more)`` where `has_more` is
an indicator that is `True` if there are more lines in the file.
"""
avg_line_length = 74
to_read = n + (offset or 0)
while 1:
try:
f.seek(-(avg_line_length * to_read), 2)
except IOError:
# woops. apparently file is smaller than what we want
# to step back, go to the beginning instead
f.seek(0)
pos = f.tell()
lines = f.read().splitlines()
if len(lines) >= to_read or pos == 0:
return lines[-to_read:offset and -offset or None], \n len(lines) > to_read or pos > 0
avg_line_length *= 1.3
解决方案 7:
使用 mmap 的简单快速解决方案:
import mmap
import os
def tail(filename, n):
"""Returns last n lines from the filename. No exception handling"""
size = os.path.getsize(filename)
with open(filename, "rb") as f:
# for Windows the mmap parameters are different
fm = mmap.mmap(f.fileno(), 0, mmap.MAP_SHARED, mmap.PROT_READ)
try:
for i in xrange(size - 1, -1, -1):
if fm[i] == '
':
n -= 1
if n == -1:
break
return fm[i + 1 if i else 0:].splitlines()
finally:
fm.close()
解决方案 8:
将@papercrane 解决方案更新为 python3。使用以下命令打开文件open(filename, 'rb')
:
def tail(f, window=20):
"""Returns the last `window` lines of file `f` as a list.
"""
if window == 0:
return []
BUFSIZ = 1024
f.seek(0, 2)
remaining_bytes = f.tell()
size = window + 1
block = -1
data = []
while size > 0 and remaining_bytes > 0:
if remaining_bytes - BUFSIZ > 0:
# Seek back one whole BUFSIZ
f.seek(block * BUFSIZ, 2)
# read BUFFER
bunch = f.read(BUFSIZ)
else:
# file too small, start from beginning
f.seek(0, 0)
# only read what was not read
bunch = f.read(remaining_bytes)
bunch = bunch.decode('utf-8')
data.insert(0, bunch)
size -= bunch.count('
')
remaining_bytes -= BUFSIZ
block -= 1
return ''.join(data).splitlines()[-window:]
解决方案 9:
最简单的方法是使用deque
:
from collections import deque
def tail(filename, n=10):
with open(filename) as f:
return deque(f, n)
解决方案 10:
按照评论者的要求,针对我对类似问题的回答发布一个答案,其中使用相同的技术来改变文件的最后一行,而不仅仅是获取它。
对于较大的文件,mmap
这是执行此操作的最佳方法。为了改进现有mmap
答案,此版本可在 Windows 和 Linux 之间移植,并且运行速度应该更快(尽管如果不对 32 位 Python 上的 GB 范围内的文件进行一些修改,它将无法工作,请参阅其他答案以获取有关处理此问题的提示,以及如何进行修改以在 Python 2 上工作)。
import io # Gets consistent version of open for both Py2.7 and Py3.x
import itertools
import mmap
def skip_back_lines(mm, numlines, startidx):
'''Factored out to simplify handling of n and offset'''
for _ in itertools.repeat(None, numlines):
startidx = mm.rfind(b'
', 0, startidx)
if startidx < 0:
break
return startidx
def tail(f, n, offset=0):
# Reopen file in binary mode
with io.open(f.name, 'rb') as binf, mmap.mmap(binf.fileno(), 0, access=mmap.ACCESS_READ) as mm:
# len(mm) - 1 handles files ending w/newline by getting the prior line
startofline = skip_back_lines(mm, offset, len(mm) - 1)
if startofline < 0:
return [] # Offset lines consumed whole file, nothing to return
# If using a generator function (yield-ing, see below),
# this should be a plain return, no empty list
endoflines = startofline + 1 # Slice end to omit offset lines
# Find start of lines to capture (add 1 to move from newline to beginning of following line)
startofline = skip_back_lines(mm, n, startofline) + 1
# Passing True to splitlines makes it return the list of lines without
# removing the trailing newline (if any), so list mimics f.readlines()
return mm[startofline:endoflines].splitlines(True)
# If Windows style
newlines need to be normalized to
, and input
# is ASCII compatible, can normalize newlines with:
# return mm[startofline:endoflines].replace(os.linesep.encode('ascii'), b'
').splitlines(True)
这假设尾随的行数足够小,您可以安全地将它们全部一次读入内存;您也可以将其设为生成器函数,并通过将最后一行替换为:手动一次读取一行:
mm.seek(startofline)
# Call mm.readline n times, or until EOF, whichever comes first
# Python 3.2 and earlier:
for line in itertools.islice(iter(mm.readline, b''), n):
yield line
# 3.3+:
yield from itertools.islice(iter(mm.readline, b''), n)
最后,以二进制模式读取(需要使用mmap
),因此它给str
出行(Py2)和bytes
行(Py3);如果您想要unicode
(Py2)或str
(Py3),则可以调整迭代方法来为您解码和/或修复换行符:
lines = itertools.islice(iter(mm.readline, b''), n)
if f.encoding: # Decode if the passed file was opened with a specific encoding
lines = (line.decode(f.encoding) for line in lines)
if 'b' not in f.mode: # Fix line breaks if passed file opened in text mode
lines = (line.replace(os.linesep, '
') for line in lines)
# Python 3.2 and earlier:
for line in lines:
yield line
# 3.3+:
yield from lines
注意:我在一台无法使用 Python 进行测试的机器上输入了这些内容。如果我打错了什么,请告诉我;这与我的其他答案非常相似,我认为它应该可以工作,但调整(例如处理offset
)可能会导致细微的错误。如果有任何错误,请在评论中告诉我。
解决方案 11:
一个更干净的 python3 兼容版本,它不会插入但会附加和反转:
def tail(f, window=1):
"""
Returns the last `window` lines of file `f` as a list of bytes.
"""
if window == 0:
return b''
BUFSIZE = 1024
f.seek(0, 2)
end = f.tell()
nlines = window + 1
data = []
while nlines > 0 and end > 0:
i = max(0, end - BUFSIZE)
nread = min(end, BUFSIZE)
f.seek(i)
chunk = f.read(nread)
data.append(chunk)
nlines -= chunk.count(b'
')
end -= nread
return b'
'.join(b''.join(reversed(data)).splitlines()[-window:])
像这样使用:
with open(path, 'rb') as f:
last_lines = tail(f, 3).decode('utf-8')
解决方案 12:
根据 S.Lott 的最高投票答案 (2008 年 9 月 25 日 21:43),但针对小文件进行了修复。
def tail(the_file, lines_2find=20):
the_file.seek(0, 2) #go to end of file
bytes_in_file = the_file.tell()
lines_found, total_bytes_scanned = 0, 0
while lines_2find+1 > lines_found and bytes_in_file > total_bytes_scanned:
byte_block = min(1024, bytes_in_file-total_bytes_scanned)
the_file.seek(-(byte_block+total_bytes_scanned), 2)
total_bytes_scanned += byte_block
lines_found += the_file.read(1024).count('
')
the_file.seek(-total_bytes_scanned, 2)
line_list = list(the_file.readlines())
return line_list[-lines_2find:]
#we read at least 21 line breaks from the bottom, block by block for speed
#21 to ensure we don't get a half line
希望这有用。
解决方案 13:
pypi 上有一些现有的 tail 实现,你可以使用 pip 安装:
工具软件
多尾
log4tailer
...
根据您的情况,使用这些现有工具之一可能会有优势。
解决方案 14:
有一个非常有用的模块可以做到这一点:
from file_read_backwards import FileReadBackwards
with FileReadBackwards("/tmp/file", encoding="utf-8") as frb:
# getting lines by lines starting from the last line up
for l in frb:
print(l)
解决方案 15:
简单的 :
with open("test.txt") as f:
data = f.readlines()
tail = data[-2:]
print(''.join(tail)
解决方案 16:
为了提高处理非常大的文件的效率(在日志文件情况下,您可能希望使用 tail),您通常希望避免读取整个文件(即使您确实这样做了,而不是一次将整个文件读入内存)但是,您确实需要以某种方式计算出行而不是字符的偏移量。一种可能性是使用 seek() 逐个字符向后读取,但这非常慢。相反,最好以更大的块进行处理。
我之前写过一个实用函数,可以在这里反向读取文件。
import os, itertools
def rblocks(f, blocksize=4096):
"""Read file as series of blocks from end of file to start.
The data itself is in normal order, only the order of the blocks is reversed.
ie. "hello world" -> ["ld","wor", "lo ", "hel"]
Note that the file must be opened in binary mode.
"""
if 'b' not in f.mode.lower():
raise Exception("File must be opened using binary mode.")
size = os.stat(f.name).st_size
fullblocks, lastblock = divmod(size, blocksize)
# The first(end of file) block will be short, since this leaves
# the rest aligned on a blocksize boundary. This may be more
# efficient than having the last (first in file) block be short
f.seek(-lastblock,2)
yield f.read(lastblock)
for i in range(fullblocks-1,-1, -1):
f.seek(i * blocksize)
yield f.read(blocksize)
def tail(f, nlines):
buf = ''
result = []
for block in rblocks(f):
buf = block + buf
lines = buf.splitlines()
# Return all lines except the first (since may be partial)
if lines:
result.extend(lines[1:]) # First line may not be complete
if(len(result) >= nlines):
return result[-nlines:]
buf = lines[0]
return ([buf]+result)[-nlines:]
f=open('file_to_tail.txt','rb')
for line in tail(f, 20):
print line
[编辑] 添加了更具体的版本(避免需要逆转两次)
解决方案 17:
您可以使用 f.seek(0, 2) 转到文件末尾,然后使用以下替换 readline() 逐行读取:
def readline_backwards(self, f):
backline = ''
last = ''
while not last == '
':
backline = last + backline
if f.tell() <= 0:
return backline
f.seek(-1, 1)
last = f.read(1)
f.seek(-1, 1)
backline = last
last = ''
while not last == '
':
backline = last + backline
if f.tell() <= 0:
return backline
f.seek(-1, 1)
last = f.read(1)
f.seek(-1, 1)
f.seek(1, 1)
return backline
解决方案 18:
根据 Eyecue 的回答 (2010 年 6 月 10 日 21:28):此类向文件对象添加 head() 和 tail() 方法。
class File(file):
def head(self, lines_2find=1):
self.seek(0) #Rewind file
return [self.next() for x in xrange(lines_2find)]
def tail(self, lines_2find=1):
self.seek(0, 2) #go to end of file
bytes_in_file = self.tell()
lines_found, total_bytes_scanned = 0, 0
while (lines_2find+1 > lines_found and
bytes_in_file > total_bytes_scanned):
byte_block = min(1024, bytes_in_file-total_bytes_scanned)
self.seek(-(byte_block+total_bytes_scanned), 2)
total_bytes_scanned += byte_block
lines_found += self.read(1024).count('
')
self.seek(-total_bytes_scanned, 2)
line_list = list(self.readlines())
return line_list[-lines_2find:]
用法:
f = File('path/to/file', 'r')
f.head(3)
f.tail(3)
解决方案 19:
如果文件不是以 \n 结尾或者无法确保读取完整的第一行,则这些解决方案中的几个都会出现问题。
def tail(file, n=1, bs=1024):
f = open(file)
f.seek(-1,2)
l = 1-f.read(1).count('
') # If file doesn't end in
, count it anyway.
B = f.tell()
while n >= l and B > 0:
block = min(bs, B)
B -= block
f.seek(B, 0)
l += f.read(block).count('
')
f.seek(B, 0)
l = min(l,n) # discard first (incomplete) line if l > n
lines = f.readlines()[-l:]
f.close()
return lines
解决方案 20:
我必须从文件的最后一行读取特定值,然后偶然发现了这个线程。我没有用 Python 重新发明轮子,而是最终得到了一个很小的 shell 脚本,保存为 /usr/local/bin/get_last_netp:
#! /bin/bash
tail -n1 /home/leif/projects/transfer/export.log | awk {'print $14'}
在 Python 程序中:
from subprocess import check_output
last_netp = int(check_output("/usr/local/bin/get_last_netp"))
解决方案 21:
这不是第一个使用双端队列的示例,而是一个更简单的示例。这个示例很通用:它适用于任何可迭代对象,而不仅仅是文件。
#!/usr/bin/env python
import sys
import collections
def tail(iterable, N):
deq = collections.deque()
for thing in iterable:
if len(deq) >= N:
deq.popleft()
deq.append(thing)
for thing in deq:
yield thing
if __name__ == '__main__':
for line in tail(sys.stdin,10):
sys.stdout.write(line)
解决方案 22:
This is my version of tailf
import sys, time, os
filename = 'path to file'
try:
with open(filename) as f:
size = os.path.getsize(filename)
if size < 1024:
s = size
else:
s = 999
f.seek(-s, 2)
l = f.read()
print l
while True:
line = f.readline()
if not line:
time.sleep(1)
continue
print line
except IOError:
pass
解决方案 23:
这是一个非常简单的实现:
with open('/etc/passwd', 'r') as f:
try:
f.seek(0,2)
s = ''
while s.count('
') < 11:
cur = f.tell()
f.seek((cur - 10))
s = f.read(10) + s
f.seek((cur - 10))
print s
except Exception as e:
f.readlines()
解决方案 24:
abc = "2018-06-16 04:45:18.68"
filename = "abc.txt"
with open(filename) as myFile:
for num, line in enumerate(myFile, 1):
if abc in line:
lastline = num
print "last occurance of work at file is in "+str(lastline)
解决方案 25:
更新A.Coady给出的答案
适用于Python 3。
这使用指数搜索并且只会缓冲N
后面的行,而且非常高效。
import time
import os
import sys
def tail(f, n):
assert n >= 0
pos, lines = n+1, []
# set file pointer to end
f.seek(0, os.SEEK_END)
isFileSmall = False
while len(lines) <= n:
try:
f.seek(f.tell() - pos, os.SEEK_SET)
except ValueError as e:
# lines greater than file seeking size
# seek to start
f.seek(0,os.SEEK_SET)
isFileSmall = True
except IOError:
print("Some problem reading/seeking the file")
sys.exit(-1)
finally:
lines = f.readlines()
if isFileSmall:
break
pos *= 2
print(lines)
return lines[-n:]
with open("stream_logs.txt") as f:
while(True):
time.sleep(0.5)
print(tail(f,2))
解决方案 26:
另一个解决方案
如果你的 txt 文件如下所示:老鼠 蛇 猫 蜥蜴 狼 狗
您可以通过简单地使用 python 中的数组索引来反转此文件'''
contents=[]
def tail(contents,n):
with open('file.txt') as file:
for i in file.readlines():
contents.append(i)
for i in contents[:n:-1]:
print(i)
tail(contents,-5)
结果:狗 狼 蜥蜴 猫
解决方案 27:
我发现上面的 Popen 是最好的解决方案。它快速而简单,而且有效。对于 Unix 机器上的 Python 2.6,我使用了以下方法
def GetLastNLines(self, n, fileName):
"""
Name: Get LastNLines
Description: Gets last n lines using Unix tail
Output: returns last n lines of a file
Keyword argument:
n -- number of last lines to return
filename -- Name of the file you need to tail into
"""
p = subprocess.Popen(['tail','-n',str(n),self.__fileName], stdout=subprocess.PIPE)
soutput, sinput = p.communicate()
return soutput
soutput 将包含代码的最后 n 行。要逐行遍历 soutput,请执行以下操作:
for line in GetLastNLines(50,'myfile.log').split('
'):
print line
解决方案 28:
import time
attemps = 600
wait_sec = 5
fname = "YOUR_PATH"
with open(fname, "r") as f:
where = f.tell()
for i in range(attemps):
line = f.readline()
if not line:
time.sleep(wait_sec)
f.seek(where)
else:
print line, # already has newline
解决方案 29:
import itertools
fname = 'log.txt'
offset = 5
n = 10
with open(fname) as f:
n_last_lines = list(reversed([x for x in itertools.islice(f, None)][-(offset+1):-(offset+n+1):-1]))
解决方案 30:
好吧!我遇到了类似的问题,尽管我只需要LAST LINE ONLY,所以我想出了自己的解决方案
def get_last_line(filepath):
try:
with open(filepath,'rb') as f:
f.seek(-1,os.SEEK_END)
text = [f.read(1)]
while text[-1] != '
'.encode('utf-8') or len(text)==1:
f.seek(-2, os.SEEK_CUR)
text.append(f.read(1))
except Exception as e:
pass
return ''.join([t.decode('utf-8') for t in text[::-1]]).strip()
此函数返回文件中的最后一个字符串
我有一个 1.27gb 的日志文件,它花费很少的时间来找到最后一行(甚至不到半秒)
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