The Python log parser (available in syslog-ng PE version
- The following points apply to using Python blocks in syslog-ng PE in general:
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Only the default Python modules are available (that is, you cannot import external Python modules, and One Identity does not support using external Python modules).
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The syslog-ng PE application uses its own Python interpreter (shipped with the default syslog-ng PE installation) instead of the system's Python interpreter.
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The syslog-ng PE application is shipped with Python version 3.8.
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The Python block must be a top-level block in the syslog-ng PE configuration file.
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If you store the Python code in a separate Python file and only include it in the syslog-ng PE configuration file, make sure that the PYTHON_PATH environment variable includes the path to the Python file, and export the PYTHON_PATH environment variable. For example, if you start syslog-ng PE manually from a terminal and you store your Python files in the /opt/syslog-ng/etc directory, use the following command: export PYTHONPATH=/opt/syslog-ng/etc
In production, when syslog-ng PE starts on boot, you must configure your startup script to include the Python path. The exact method depends on your operating system. For recent Red Hat Enterprise Linux, Fedora, and CentOS distributions that use systemd, the systemctl command sources the /etc/sysconfig/syslog-ng file before starting syslog-ng PE. (On openSUSE and SLES, /etc/sysconfig/syslog file.) Append the following line to the end of this file: PYTHONPATH="<path-to-your-python-file>", for example, PYTHONPATH="/opt/syslog-ng/etc"
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The Python object is initiated every time when syslog-ng PE is started or reloaded.
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The Python block can contain multiple Python functions.
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Using Python code in syslog-ng PE can significantly decrease the performance of syslog-ng PE, especially if the Python code is slow. In general, the features of syslog-ng PE are implemented in C, and are faster than implementations of the same or similar features in Python.
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Validate and lint the Python code before using it. The syslog-ng PE application does not do any of this.
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Python error messages are available in the internal() source of syslog-ng PE.
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You can access the name-value pairs of syslog-ng PE directly through a message object or a dictionary.
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To help debugging and troubleshooting your Python code, you can send log messages to the internal() source of syslog-ng PE. For details, see Logging from your Python code.
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Support disclaimer
Caution: This is a Preview Feature, which provides an insight to planned enhancements to functionality in the product. Consider this Preview Feature a work in progress, as it may not represent the final design and functionality.
This feature has completed QA release testing, but its full impact on production systems has not been determined yet, and potential future changes in functionality and the user interface may result in compatibility issues in your current settings.
One Identity recommends the following:
- Consider the potential risks when using this functionality in a production environment.
- Consider the Support Policy on Product Preview Features before using this functionality in a production environment.
- Closely and regularly keep track of official One Identity announcements about potential changes in functionality and the user interface. If these potential changes affect your configuration, check the changes you have to make in your configuration, otherwise your syslog-ng PE application may not start after upgrade.
- Always perform tests prior to upgrades in order to avoid the risks mentioned.
However, you are welcome to try this feature and if you have any feedback, Contact One Identity.
Support Policy on Product Preview Features
The One Identity Support Team will:
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Accept and review each service request opened regarding a Preview Feature.
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Consider all service requests relating to a Preview Features as severity level 3.
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Provide best effort support to resolve any issues relating to a Preview Feature.
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Work with customers to log any product defects or enhancements relating to Preview Features.
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Not accept requests for escalations regarding Preview Features.
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Not provide after-hours support for Preview Features.
Using Python in syslog-ng PE is recommended only if you are familiar with both Python and syslog-ng PE. One Identity is not responsible for the quality, resource requirements, or any bugs in the Python code, nor any syslog-ng PE crashes, message losses, or any other damage caused by the improper use of this feature, unless explicitly stated in a contract with One Identity.
Declaration
Python parsers consist of two parts. The first is a syslog-ng PE parser object that you use in your syslog-ng PE configuration, for example, in the log path. This parser references a Python class, which is the second part of the Python parsers. The Python class processes the log messages it receives, and can do virtually anything that you can code in Python.
parser <name_of_the_python_parser>{
python(
class("<name_of_the_python_class_executed_by_the_parser>")
);
};
python {
class MyParser(object):
def init(self, options):
'''Optional. This method is executed when syslog-ng is started or reloaded.'''
return True
def deinit(self):
'''Optional. This method is executed when syslog-ng is stopped or reloaded.'''
pass
def parse(self, msg):
'''Required. This method receives and processes the log message.'''
return True
};Methods of the python() parser
The init (self, options) method (optional)
The syslog-ng PE application initializes Python objects only when it is started or reloaded. That means it keeps the state of internal variables while syslog-ng PE is running. The init method is executed as part of the initialization. You can perform any initialization steps that are necessary for your parser to work. For example, if you want to perform a lookup from a file or a database, you can open the file or connect to the database here, or you can initialize a counter that you will increase in the parse() method.
The return value of the init() method must be True. If it returns False, or raises an exception, syslog-ng PE will not start.
options: This optional argument contains the contents of the options() parameter of the parser object as a Python dict.
parser my_python_parser{
python(
class("MyParser")
options("regex", "seq: (?P<seq>\\d+), thread: (?P<thread>\\d+), runid: (?P<runid>\\d+), stamp: (?P<stamp>[^ ]+) (?P<padding>.*$)")
);
};
class MyParser(object):
def init(self, options):
pattern = options["regex"]
self.regex = re.compile(pattern)
self.counter = 0
return TrueThe parse(self, log_message) method
The parse() method processes the log messages it receives, and can do virtually anything that you can code in Python. This method is required, otherwise syslog-ng PE will not start.
The return value of the parse() method must be True. If it returns False, or raises an exception, syslog-ng PE will drop the message.
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To reference a name-value pair or a macro in the Python code, use the following format. For example, if the first argument in the definition of the function is called log-message, the value of the HOST macro is log-message['HOST'], and so on. (The log-message contains the entire log message (not just the text body) in a structure similar to a Python dict, but it is actually an object.)
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You can define new name-value pairs in the Python function. For example, if the first argument in the definition of the function is called log-message, you can create a new name-value pair like this: log_message["new-macro-name"]="value". This is useful when you parse a part of the message from Python, or lookup a value based on data extracted from the log message.
Note that the names of the name-value pairs are case-sensitive. If you create a new name-value pair called new-macro-name in Python, and want to reference it in another part of the syslog-ng PE configuration file (for example, in a template), use the ${new-macro-name} macro.
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You cannot override hard macros (see Hard versus soft macros).
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To list all available keys (names of name-value pairs), use the log_message.keys() function.
The deinit(self) method (optional)
This method is executed when syslog-ng PE is stopped or reloaded.
Example: Parse loggen logs
The following sample code parses the messages of the loggen tool (for details, see The loggen manual page). The following is a sample loggen message:
<38>2017-04-05T12:16:46 localhost prg00000[1234]: seq: 0000000000, thread: 0000, runid: 1491387406, stamp: 2017-04-05T12:16:46 PADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADDPADD
The syslog-ng PE parser object references the LoggenParser class and passes a set of regular expressions to parse the loggen messages. The init() method of the LoggenParser class compiles these expressions into a pattern. The parse method uses these patterns to extract the fields of the message into name-value pairs. The destination template of the syslog-ng PE log statement uses the extracted fields to format the output message.
@version: 7.0
@include "scl.conf"
parser my_python_parser{
python(
class("LoggenParser")
options("regex", "seq: (?P<seq>\\d+), thread: (?P<thread>\\d+), runid: (?P<runid>\\d+), stamp: (?P<stamp>[^ ]+) (?P<padding>.*$)")
);
};
log {
source { tcp(port(5555)); };
parser(my_python_parser);
destination { file("/tmp/regexparser.log.txt" template("seq: $seq thread: $thread runid: $runid stamp: $stamp my_counter: $MY_COUNTER"));};
};
python {
import re
class LoggenParser(object):
def init(self, options):
pattern = options["regex"]
self.regex = re.compile(pattern)
self.counter = 0
return True
def deinit(self):
pass
def parse(self, log_message):
match = self.regex.match(log_message['MESSAGE'])
if match:
for key, value in match.groupdict().items():
log_message[key] = value
log_message['MY_COUNTER'] = self.counter
self.counter += 1
return True
return False
};Example: Parse Windows eventlogs in Python - performance
The following example uses regular expressions to process Windows log messages received in XML format from the syslog-ng Agent for Windows application. The parser extracts different fields from messages received from the Security and the Application eventlog containers. Using the following configuration file, syslog-ng PE could process about 25000 real-life Windows log messages per second.
@version: 7.0
options {
keep_hostname(yes);
keep_timestamp(no);
stats_level(2);
use_dns(no);
};
source s_network_aa5fdf25c39d4017a8e504cdb641b477 {
network(flags(no-parse)
ip(0.0.0.0)
log_fetch_limit(1000)
log_iw_size(100000)
max_connections(100)
port(514));
};
parser p_python_parser_79c31da44bb64de6b5de84be4ae15a15 {
python(options("regex_for_security", ".* Security ID: (?P<security_id>\\S+) Account Name: (?P<account_name>\\S+) Account Domain: (?P<account_domain>\\S+) Logon ID: (?P<logon_id>\\S+).*Process Name: (?P<process_name>\\S+).*EventID (?P<event_id>\\d+)", "regex_others", "(.*)EventID (?P<event_id>\\d+)")
class("EventlogParser"));
};
destination d_file_78363e1dd90c4ebcbb0ee1eff5a2e310 {
file("/var/testdb_working_dir/fcd713a2-d48e-4025-9192-ec4a9852cafa.$HOST"
flush_lines(1000)
log_fifo_size(200000));
};
log {
source(s_network_aa5fdf25c39d4017a8e504cdb641b477);
parser(p_python_parser_79c31da44bb64de6b5de84be4ae15a15);
destination(d_file_78363e1dd90c4ebcbb0ee1eff5a2e310);
flags(flow-control);
};
python {
import re
class EventlogParser(object):
def init(self, options):
self.regex_security = re.compile(options["regex_for_security"])
self.regex_others = re.compile(options["regex_others"])
return True
def deinit(self):
pass
def parse(self, log_message):
security_match = self.regex_security.match(log_message['MESSAGE'])
if security_match:
for key, value in security_match.groupdict().items():
log_message[key] = value
else:
others_match = self.regex_others.match(log_message['MESSAGE'])
if others_match:
for key, value in others_match.groupdict().items():
log_message[key] = value
return True
};