Last active
February 28, 2016 04:24
-
-
Save robperc/b9c041e627ee5cdd89b2 to your computer and use it in GitHub Desktop.
Concurrent Apache Log Parsing w/ multiprocessing module
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
""" | |
Concurrently parse Apache logs and generate dictionary containing aggregate of 'ip / hostname: frequency' pairs. | |
""" | |
from multiprocessing import Pool | |
from collections import Counter | |
def readLog(path): | |
""" | |
Counts occurences of unique IPs and hostnames found in apache log at input path. | |
Args: | |
path (str): Path to input apache log. | |
Returns: | |
Dictionary containing 'unique_ip: occurences' pairs. | |
""" | |
ips = Counter() | |
with open(path, "r") as infile: | |
for line in infile: | |
ip = line.split(' ')[0].strip() | |
ips[ip] += 1 | |
return ips | |
def readLogs(paths): | |
""" | |
Concurrently counts occurences of unique IPs and hostnames found in apache logs. | |
Args: | |
paths (list(str)): Paths to apache logs to parse. | |
Returns: | |
Dictionary containing aggregate of 'unique_ip: occurences' pairs from each log. | |
""" | |
pool = Pool(processes=len(paths)) | |
multiple_results = [pool.apply_async(readLog, (path,)) for path in paths] | |
results = reduce(Counter.__add__, [res.get() for res in multiple_results]) | |
return results | |
files = ("/tmp/NASA_access_log_Jul95", "/tmp/NASA_access_log_Aug95") | |
for ip, freq in readLogs(files).most_common(): | |
print "%s: %s" % (ip, str(freq)) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment