如何优化Python中处理BadHostKeyException()异常的性能
发布时间:2024-01-16 12:58:33
在Python中处理BadHostKeyException异常的性能优化可以通过以下方法实现:
1. 缓存已经验证的主机密钥:当首次连接一个主机时,Python会检查主机密钥是否存在于默认的.ssh/known_hosts文件中。验证主机密钥是一个计算密集型操作,因此可以通过存储已经验证过的主机密钥来避免重复的验证。
import paramiko
known_hosts = paramiko.util.load_host_keys('/path/to/known_hosts')
def add_host_key(hostname, key):
known_hosts[hostname] = {'ssh-rsa': key.get_base64()}
def fingerprint_key(key):
return '-'.join([key.get_name(), key.get_base64()[:16]])
def check_host_key(hostname, key):
fingerprint = fingerprint_key(key)
if hostname in known_hosts:
if fingerprint in known_hosts[hostname]:
return True
else:
raise paramiko.BadHostKeyException(hostname, key)
# Validate the key against the hostname (this is a computation-heavy operation)
is_valid = validate_key_against_hostname(hostname, key)
if is_valid:
add_host_key(hostname, key)
return True
else:
raise paramiko.BadHostKeyException(hostname, key)
2. 启用并发验证(Concurrent Validation):在某些情况下,可以并发验证主机密钥,以提升性能。这可以通过使用多线程或多进程来实现。
import paramiko
import concurrent.futures
known_hosts = paramiko.util.load_host_keys('/path/to/known_hosts')
def add_host_key(hostname, key):
known_hosts[hostname] = {'ssh-rsa': key.get_base64()}
def fingerprint_key(key):
return '-'.join([key.get_name(), key.get_base64()[:16]])
def check_host_key(hostname, key):
fingerprint = fingerprint_key(key)
if hostname in known_hosts:
if fingerprint in known_hosts[hostname]:
return True
else:
raise paramiko.BadHostKeyException(hostname, key)
# Validate the key against the hostname (this is a computation-heavy operation)
is_valid = validate_key_against_hostname(hostname, key)
if is_valid:
add_host_key(hostname, key)
return True
else:
raise paramiko.BadHostKeyException(hostname, key)
def validate_host_keys(hosts):
with concurrent.futures.ThreadPoolExecutor() as executor:
futures = []
for hostname, key in hosts.items():
futures.append(executor.submit(check_host_key, hostname, key))
for future in concurrent.futures.as_completed(futures):
try:
result = future.result()
except paramiko.BadHostKeyException as e:
print(f"Failed to validate host key for {e.hostname}: {e.key}")
# Assume hosts is a dictionary of hostnames and keys
validate_host_keys(hosts)
3. 使用异步编程模型:在Python 3.7及更高版本中,可以使用asyncio库实现异步编程。通过使用异步调用,可以同时进行多个主机密钥的验证,从而提高性能。
import paramiko
import asyncio
known_hosts = paramiko.util.load_host_keys('/path/to/known_hosts')
def add_host_key(hostname, key):
known_hosts[hostname] = {'ssh-rsa': key.get_base64()}
def fingerprint_key(key):
return '-'.join([key.get_name(), key.get_base64()[:16]])
async def check_host_key(hostname, key):
fingerprint = fingerprint_key(key)
if hostname in known_hosts:
if fingerprint in known_hosts[hostname]:
return True
else:
raise paramiko.BadHostKeyException(hostname, key)
# Validate the key against the hostname (this is a computation-heavy operation)
is_valid = validate_key_against_hostname(hostname, key)
if is_valid:
add_host_key(hostname, key)
return True
else:
raise paramiko.BadHostKeyException(hostname, key)
async def validate_host_keys(hosts):
tasks = []
for hostname, key in hosts.items():
tasks.append(check_host_key(hostname, key))
await asyncio.gather(*tasks)
# Assume hosts is a dictionary of hostnames and keys
asyncio.run(validate_host_keys(hosts))
总结起来,优化Python中处理BadHostKeyException异常的性能可以通过缓存已验证的主机密钥、启用并发验证和使用异步编程模型等方法。这些方法都可以根据具体的需求和场景进行选择和应用。
